From 79f57888778dbc0c54073f0036fb1345d2611102 Mon Sep 17 00:00:00 2001 From: Nick Woolmer <29717167+nwoolmer@users.noreply.github.com> Date: Wed, 2 Sep 2026 21:40:54 +0100 Subject: [PATCH 001/100] docs: Escha-W2 port design MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Design for consuming EschaLabs' 2-bit trellis format natively in hipfire, targeting Qwen3.6-35B-A3B-Escha-W2 then Qwen3.8-27B-Escha-W2. Both models land on existing arch ids 5/6 — no architecture port. New: quant types ESCHA2T16=42 / ESCHA3T16=43, RotationPlan::EschaH128, a converter, and kernels in two phases (decode-at-load to Q8_0 first, fused decode+GEMV second). Co-Authored-By: Claude Opus 5 (1M context) Claude-Session: https://claude.ai/code/session_01FfwZUVGT7QpjMdHikoERfM --- docs/plans/escha-w2-port-design.md | 367 +++++++++++++++++++++++++++++ 1 file changed, 367 insertions(+) create mode 100644 docs/plans/escha-w2-port-design.md diff --git a/docs/plans/escha-w2-port-design.md b/docs/plans/escha-w2-port-design.md new file mode 100644 index 000000000..39c04aad5 --- /dev/null +++ b/docs/plans/escha-w2-port-design.md @@ -0,0 +1,367 @@ +# Escha-W2 port — design + +**Status:** design approved, plan pending +**Date:** 2026-09-02 +**Branch:** `nw_escha_w2` (worktree `~/repos/hipfire-escha`, off `origin/master` @ `8cd15a62b`) +**Targets:** `EschaLabs/Qwen3.6-35B-A3B-Escha-W2` (first), `EschaLabs/Qwen3.8-27B-Escha-W2` (second) + +## 1. What Escha-W2 is + +Escha Labs publishes a 2-bit *quantization format*, not a model family. Two +checkpoints are in scope: + +| release | HF repo | on disk | `quant_method` | hipfire `arch_id` | +|---|---|---|---|---| +| 35B-A3B | `EschaLabs/Qwen3.6-35B-A3B-Escha-W2` | 12.3 GB | `eschamoe` | 6 | +| 27B | `EschaLabs/Qwen3.8-27B-Escha-W2` | 10.15 GB | `escha` | 5 | + +**Essentially no architecture work.** `Qwen3.8-27B`'s `config.json` differs from +`Qwen3.6-27B`'s only in the `quantization_config` block — every architectural +field is identical. Both models are hybrid GatedDeltaNet + full-attention +(`full_attention_interval = 4`), already served by `hipfire-arch-qwen35` as +`arch_id` 5 (dense) and 6 (MoE). The registry already ships `qwen3.6:27b` and +`qwen3.6:35b-a3b`. + +The one exception: the 27B's escha linears carry fp16 biases the base +architecture does not have, so arch-5 gains bias slots (§1.2, §9). Otherwise +this is a codec + loader project. + +### 1.1 Format + +The codec is open and bit-exactly specified: `EschaLabs/escha-mlx` is Apache-2.0 +and ships `escha_mlx/ref.py`, a NumPy reference that is the format contract, +plus golden vectors under `tests/data/`. Nothing needs reverse-engineering. +Their `THIRD_PARTY_LICENSES` vendors exllamav3, and the codec is QTIP lineage. + +**Weight stream.** 16x16 tiles, K bits/weight, packed `int16[in/16, out/16, 16K]` +(MoE exports carry a leading `[E]` axis; dense exports do not). Verified against +the shipped safetensors headers: + +- `gate_up_proj.escha_code` `[256, 128, 64, 32]`, `in=2048 out=1024 K=2` -> 2.00 bpw +- `down_proj.escha_code` `[256, 32, 128, 48]`, `in=512 out=2048 K=3` -> 3.00 bpw + +**Codebook.** Not a table — a 3-op integer hash. For a 16-bit state `s`: + +``` +r = ((s * 0xCBAC1FED) & 0x8FFF8FFF) ^ 0x3B603B60 # 32-bit +value = f16_lo(r) + f16_hi(r) # fp16 RNE add +``` + +**This is a trellis, not a per-weight codebook.** Each weight's value is a full +16-bit state indexing 65536 fp16 values; consecutive states are overlapping +windows of the bitstream sliding by K bits. The K bpw is amortized across the +overlap. This is why no lossless repack into MQ2 exists (see §2). + +**Rotation.** Unnormalized 128-point Walsh-Hadamard (Sylvester / natural order) +on contiguous 128-channel blocks, applied on *both* sides, with +`RS = 1/sqrt(128) = 0.088388347648`: + +``` +xh = f16( H128(x_f32 * rin_f32) * RS ) +mid = xh_f32 @ W_f32 +y = f16( H128(mid) * RS * rout_f32 ) +``` + +Escha folds its sign flips into `rin`/`rout` rather than carrying a separate +sign stage. `s_in`/`s_out` are the end-to-end fine-tune scales; MoE exports ship +them all-ones, dense exports ship real values. Both collapse into `rin`/`rout` +by `fold_scales`, which keeps the product in f32 and rounds once. + +**Coverage differs between the two models**, and the dense one is the larger +surface: + +- **35B (`eschamoe`)** — escha covers routed experts only, as a *single fused* + `gate_up_proj` (K=2, `[256,128,64,32]`) plus `down_proj` (K=3, + `[256,32,128,48]`). Everything else is int8 W8A16: attention projections, + linear-attn `in_proj_qkv`/`in_proj_z`/`out_proj`, shared expert, embeddings, + `lm_head`. No bias tensors anywhere. +- **27B (`escha`)** — escha covers *every* projection, including the linear-attn + ones, and `gate_proj`/`up_proj` are **separate tensors carrying different K**: + + | tensor | shape | in x out | K | + |---|---|---|---| + | `linear_attn.in_proj_qkv` | `[320, 640, 32]` | 5120 x 10240 | 2 | + | `linear_attn.in_proj_z` | `[320, 384, 32]` | 5120 x 6144 | 2 | + | `linear_attn.out_proj` | `[384, 320, 32]` | 6144 x 5120 | 2 | + | `mlp.gate_proj` | `[320, 1088, 32]` | 5120 x 17408 | 2 | + | `mlp.up_proj` | `[320, 1088, 48]` | 5120 x 17408 | 3 | + | `mlp.down_proj` | `[1088, 320, 48]` | 17408 x 5120 | 3 | + + Only `in_proj_a`/`in_proj_b`, norms, embeddings and `lm_head` sit outside. + +### 1.2 Three metadata traps + +**`escha_config` has two lengths.** MoE exports ship `[9]` += `[16, K, 2, 1, E, in, out, in_p, out_p]`; dense exports ship `[6]` += `[16, K, 2, 1, in, out]`. Fields 0 (tile = 16), 1 (K) and the trailing dims +are identified. **Fields 2 and 3 (values `2` and `1`) are not identified** — most +likely the QTIP vector dim V and a version/flag. They are asserted equal to +their observed values, never interpreted; if a future release changes them, +conversion fails loudly. + +**Trust `K`, not `bits`.** `quantization_config.layer_meta` disagrees with +itself across the two releases: the 35B records `down_proj` as +`{"bits": 3.0, "K": 3}` while the 27B records it as `{"bits": 2.0, "K": 3}`. +`bits` tracks the marketing rate on one and the true rate on the other. `K` is +consistent in both, and matches `escha_config[1]` and the code-tensor shapes. +The converter keys off `K` and uses `bits` only as a cross-check it is allowed +to fail. + +**The 27B carries biases the base model does not have.** Every escha linear in +the dense export ships an F16 `bias` (`in_proj_qkv.bias [10240]`, +`in_proj_z.bias`, `out_proj.bias`, `mlp.{gate,up,down}_proj.bias`). Base +Qwen3.8-27B has `attention_bias: false` and no MLP bias — these are the additive +fp16 output correction Escha's end-to-end fine-tune leaves behind, applied after +the output transform per `ref.py::dense_linear`. **`hipfire-arch-qwen35`'s +arch-5 path has no bias on these projections today and must gain one.** The 35B +MoE path needs no such change. + +MTP packaging also differs: the 35B ships inline `mtp.*` tensors in the main +shards; the 27B ships a separate `mtp/` subdirectory with its own `config.json` +and `model.safetensors`. + +## 2. Why there is no lossless repack into an existing MQ codec + +MQ2 assigns each weight one of 4 levels within a linearly grouped run sharing +one scale. Escha assigns each weight any of 65536 fp16 values, at 2.0 amortized +bits, with no block scale. The alphabets are not nested and no MQ group scale +recovers the mapping — a lossless transcode into MQ2 is not merely lossy, it is +impossible. MQ8 would be near but still not lossless (256 levels vs arbitrary +fp16). Only fp16 storage is exactly lossless, at 8x the bytes. + +Separately, folding the Hadamards into an effective weight +`W_eff = diag(rin) . H128 . W . H128 . diag(rout) . RS^2` is exactly computable +(the Hadamards are block-diagonal), but it skips the intermediate f16 rounding +of `xh`, so it is a different numerical contract from the deployed one. Escha +flag the same deviation for their own Q8 repack. + +**Therefore:** the repack is lossless into hipfire's *container* (codes stored +byte-for-byte, `memcmp` as post-condition), and the kernels are mandatory. +"Lossless repack" and "no new kernels" cannot both hold. + +## 3. Decisions + +| decision | value | +|---|---| +| quant types | `ESCHA2T16 = 42`, `ESCHA3T16 = 43` | +| registry quant label | `escha` | +| registry model ids | `qwen3.6:35b-a3b-escha`, `qwen3.8:27b-escha` | +| rotation plan | new `RotationPlan::EschaH128` | +| Phase 1 GPU path | decode tiles to `Q8_0` resident at load; H128 kept at runtime | +| Phase 2 GPU path | fused decode+GEMV; rotations unchanged | +| model order | 35B-A3B first, 27B second | + +**Why ids 42/43.** On `origin/master` the enum tops out at `MFP2G32E8 = 37`. +Ids 23/25/26/27 are documented do-not-reuse reservations. Ids 38/39 are claimed +by the unmerged `feat/batched-attn-impl` (`MQ2G256GL`/`MQ3G256GL`) and 40/41 by +the unmerged `nw_neutrino_fv5` (`FV5G256`/`FV5B256`). 42/43 is the next clear +pair, taken the same way Neutrino skipped past 38/39. + +**Why two types, not one.** `decode8_k2` reads a 16-word tile at a fixed 16-bit +stride; `decode8_k3` walks 24 words at a computed bit offset with a modular +wrap. They are structurally different, and hipfire dispatches kernels off +`(QuantType, RotationPlan)` — one type with K in `group_size` would force a +runtime K branch through every existing match arm. + +**Why `T16` and not `G256`.** The block *is* 256 weights, so `ESCHA2G256` would +look consistent with `MQ2G256`. It would also mislead: everywhere else in +hipfire `G256` means a linear run of 256 contiguous weights along a row sharing +one scale, whereas escha's 256 is a 16x16 two-dimensional tile with no block +scale. `T16` reads as "16x16 tile" and cannot be mistaken for linear grouping. + +## 4. Components + +### 4.1 `escha-ref` — CPU reference + +A Rust port of `ref.py`: `cba_decode`, `decode_tile`, `reconstruct`, `h128`, +`input_transform`, `output_transform`, `expert_linear`, `fold_scales`, `swiglu`, +`w8a16`. Pure functions, no GPU and no hipfire dependencies. + +**This is the numerical oracle for every other component.** The Phase 1 +Q8-resident build is explicitly *not* the oracle — it carries its own +quantization error. Two different artifacts, two different roles. + +### 4.2 Converter — `hipfire-quantize` + +Arch-detect on `quant_method in {escha, eschamoe}`, emitting `.hfq`. Every +tensor in the safetensors index is classified; there is no default-skip branch. + +| source | destination | +|---|---| +| `*.escha_code` | `ESCHA2T16`/`ESCHA3T16` verbatim, K from `escha_config[1]` | +| `*.escha_{rin,rout,s_in,s_out}` | folded to one f32 pair per projection | +| `*.weight_int8` + `*.weight_scale` | `Q8_0` | +| `*.bias` (27B only) | F16, new arch-5 bias slots | +| norms, `A_log`, `conv1d`, `dt_bias`, `in_proj_a/b`, `mlp.gate`, `shared_expert_gate` | F16/F32, as today | +| `mtp.*` (35B inline) / `mtp/` dir (27B) | existing `.mq4-mtp` trailer | + +`escha_config` is read at both lengths (`[9]` MoE, `[6]` dense) and +cross-checked against `quantization_config.layer_meta` rather than trusted — +keying off `K`, with `bits` as a cross-check allowed to fail (§1.2). + +### 4.3 Dispatch + +`DType::Escha2T16` / `Escha3T16` and `RotationPlan::EschaH128`. Both types need +the guard that they can never fall through to `GemvVariant::Plain` — the rule +`coverage_tests.rs:521` already enforces for `MQ4G128`, where falling through +would double-rotate. Here it would *un*-rotate, which is worse: the output is +coherent-looking text rather than a crash. + +### 4.4 Phase 1 kernels + +- `escha_decode_tiles.hip` — one-shot expansion to `Q8_0` resident at load. +- `escha_h128_in.hip` / `escha_h128_out.hip` — the two activation transforms. + The butterfly is reused from `gemv_mq4g128.hip`, which already pins the exact + `0.0883883476f`; the sign-seed stage (43, 1043) is dropped, since escha folds + its signs into `rin`/`rout`. + +Everything downstream is untouched: `GemvQ8_0`, `FusedGateUpQ8_0` and +`FusedQkvzaQ8_0` already exist, and the last is exactly the shape the 27B's +`in_proj_qkv` / `in_proj_z` need. + +**Why Q8 is a good intermediate.** The decoded weights live in the rotated +domain, where incoherence processing has already made them near-Gaussian and +outlier-free. Per-row Q8 is close to the best case for that distribution — +which is also why Escha themselves ship a Q8 repack path. + +### 4.5 Phase 2 kernels + +Fused decode+GEMV: hash decode inline, lane bit-extraction, both H128 +transforms. MoE indexed variants for K=2 `gate_up` and K=3 `down`; dense +variants for the 27B including the QKVZA shapes. Rotations unchanged from +Phase 1, so the only new thing under test is the fusion. + +The dense gate+up is the one place fusion does not come free: `gate_proj` is +K=2 and `up_proj` is K=3 (§1.1), so a fused dense gate+up kernel must either +run mixed-K or stay split. Decide by measurement, not up front. + +### 4.6 Loader + registry + +`qwen3.6:35b-a3b-escha` (arch 6), `qwen3.8:27b-escha` (arch 5), quant label +`escha`. + +## 5. Data flow — decode step + +Per escha linear: + +``` +x -> *rin_eff -> H128 blockwise -> *RS -> round f16 + -> Q8_0 GEMV -> mid f32 + -> H128 -> *RS -> *rout_eff -> f16 -> (+bias, dense only) +``` + +For the MoE, the router, top-k and shared expert are untouched existing arch-6 +code; only the two expert projections change. Two rounding points are +load-bearing and easy to lose: + +- SwiGLU runs on the **f16-rounded merged** `gate_up` output, gate first half. +- The expert combine multiplies by `f16(score)`, not the f32 score. + +**Fusion and orientation.** `qwen35/weights.rs:69` documents +`experts[X].gate_up: [2*moe_intermediate, hidden]`, i.e. hipfire already stores +the MoE `gate_up` **fused and out-major** — matching Escha's single fused +`gate_up_proj`. But escha's tile grid is **in-major** (`[in/16, out/16, 16K]`), +so the decode kernel transposes on the way out. The dense 27B is the mirror +problem: `gate_proj` and `up_proj` are separate tensors with **different K** +(2 and 3), so they can only reach a fused gate+up kernel after Phase 1 has +normalized both to `Q8_0`. A Phase 2 fused gate+up for the dense model would +have to be mixed-K, or stay split. + +## 6. Constraints + +**No codebook LUT.** 65536 x f16 = 128 KB; gfx1151 has 64 KB LDS. Decode inline +instead — multiply, and, xor, two f16 unpacks, one f16 add. Five ops and no +memory traffic, which is what makes Phase 2 plausible at all. + +**`lane_positions` is the trap.** It is a non-obvious permutation, and a wrong +one still yields a full-rank, plausible-looking weight matrix. Gate it directly +on golden vectors, never on end-to-end coherence. + +**Every `ESCHA2T16` site needs an `ESCHA3T16` twin.** Same shape as the Neutrino +`FV5G256`/`FV5B256` rule. `weight_backend.rs::dequant_f32` is specifically where +Bonsai lost hours to a missing arm that surfaced only at e2e as a `token_embd` +panic. + +## 7. Gates + +- **G0** — `escha-ref` bit-exact against committed goldens: `packed_gu_e0_k2` -> + `expected_gu_e0_k2` and `packed_down_e0_k3` -> `expected_down_e0_k3` exact; + `w8a16` fixture; `moeblk_x` -> `moeblk_out` within fp16 rounding. +- **G1** — converter `memcmp` round-trip on code streams; zero unclassified + tensors in the index. +- **G2** — GPU decode vs `escha-ref::reconstruct`, exact fp16 on every tile of a + sampled expert set, **both K**. +- **G3** — H128 kernels vs `escha-ref::h128` directly. A round-trip check + (`H128 . H128 = 128 I`) is **not** sufficient: a wrong butterfly order is also + self-inverse, so it passes while being wrong. +- **G4** — single-expert `expert_linear` on GPU vs reference, then the full MoE + block against `moeblk_out`. +- **G5** — e2e coherence, then KLD against the escha-mlx reference on a fixed + wikitext slice. Not on the model's own output: for ds4 that scored 8x better + on the median and was optimistic. +- **G6** (Phase 2) — fused GEMV compared against the Phase 1 path at Q8 + precision, then KLD against `escha-ref`. + +## 8. Error handling + +Refuse rather than guess: + +- unknown `quant_method`, or `format_version != "2.0"` — hard error +- `escha_config` disagreeing with `layer_meta` — hard error. This is what + catches a shape assumption silently breaking on a future Escha release. +- any tensor in the safetensors index left unclassified — hard error, not skip +- a missing `ESCHA3T16` dispatch arm must never resolve to `Plain` + +## 9. Risks and expectations + +**Phase 1 perf will be bad, and that is the expected outcome.** ~35 GB resident +for the 35B and roughly 3x the expert-path bandwidth of a native 2-bit build +(MoE reads 8 of 256 experts per token, so per-token expert traffic goes from +~0.34 GB to ~1 GB). It will lose to `qwen3.6:35b-a3b-mq2` on tok/s. The Phase 1 +deliverable is correctness plus a servable artifact; speed is Phase 2's job. + +**The 27B is not benchmarked before Phase 2.** At ~27 GB dense, re-read every +token, a decode-at-load build is not worth timing. It still gets built and +gated for correctness through G4 — that is how the dense code path, the +different-K gate/up split and the new bias slots get exercised — but no +tok/s number is reported for it until fused kernels exist. + +**The 27B needs a change outside the codec.** Its escha linears carry fp16 +biases the base architecture does not have (§1.2), so `hipfire-arch-qwen35`'s +arch-5 path gains bias slots on `in_proj_qkv`, `in_proj_z`, `out_proj` and the +three MLP projections. This is the only work in the port that touches an +existing architecture, and it must not perturb the existing `qwen3.6:27b` SKUs +that share that path — those have no bias tensors and must keep taking the +no-bias branch. + +**Kernel cache hygiene.** Mixed-toolchain blobs on gfx1151 produce attractor +garbage that will look exactly like a codec bug. Single-toolchain cache, hipcc +on PATH. See `hipfire_kernel_rebuild_gfx1151`. + +**Golden coverage is thin** — one expert of one layer per K, plus one small MoE +block. Broader expert sampling is checked against `escha-ref`, not against +goldens. + +**Format drift.** `format_version` is pinned and asserted; a future Escha +release that changes tile size or codebook constants must fail loudly at +conversion, not decode into garbage. + +## 10. Out of scope + +- Reproducing Escha's quantization or recovery fine-tune. We consume their + weights; we do not build a quantizer. +- The vision tower. Declared in both configs, no weights shipped, in the + quantization `ignore` list. Text-only. +- Transcoding escha into MQ formats. Established impossible-to-do-losslessly in + §2; a lossy MQ transcode would discard exactly the quality that motivates the + port. +- MTP-driven speculative decode. The head is carried through conversion so it is + available, but wiring it is separate work. + +## 11. References + +- `EschaLabs/escha-mlx` (Apache-2.0) — `escha_mlx/ref.py` is the format + contract; `tests/data/codec/` holds the golden vectors. +- `EschaLabs/Qwen3.6-35B-A3B-Escha-W2`, `EschaLabs/Qwen3.8-27B-Escha-W2`. +- `docs/architecture-ids.md` — arch 5 and 6 are `hipfire-arch-qwen35`. +- `kernels/src/gemv_mq4g128.hip` — existing 128-point FWHT butterfly. From 4584359e1c264a5e21485ce50bacb5e126701398 Mon Sep 17 00:00:00 2001 From: Nick Woolmer <29717167+nwoolmer@users.noreply.github.com> Date: Wed, 2 Sep 2026 21:46:21 +0100 Subject: [PATCH 002/100] docs: verify Escha-W2 format claims against golden vectors MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Second review pass, checking the design's factual claims rather than re-reading them. Verified: ref.py's reconstruct reproduces both committed goldens bit-exactly at the documented tile grid, for K=2 and K=3; the goldens are byte-identical to the shipped layer-0/expert-0 tensors, so they gate against real model data. Base identity confirmed both ways (35B differs from Qwen3.6-35B-A3B only in transformers_version). DType::Q8_0 and weight_backend::dequant_f32 confirmed to exist. Corrected: gate_up's escha_rout is not a plain sign x scale vector. It carries a per-expert channel prune mask — 55% of layer-0 expert 0's output channels are exactly zero, gate and up halves masking the same 280 of 512 intermediate channels. Rate varies 14-58% per expert and the masks are not shared. Adds a Phase 2 optimisation (down_proj can skip those input rows) and a correctness trap (pruned outputs must stay exactly zero). Co-Authored-By: Claude Opus 5 (1M context) Claude-Session: https://claude.ai/code/session_01FfwZUVGT7QpjMdHikoERfM --- docs/plans/escha-w2-port-design.md | 89 ++++++++++++++++++++++++++++-- 1 file changed, 85 insertions(+), 4 deletions(-) diff --git a/docs/plans/escha-w2-port-design.md b/docs/plans/escha-w2-port-design.md index 39c04aad5..7ec53225c 100644 --- a/docs/plans/escha-w2-port-design.md +++ b/docs/plans/escha-w2-port-design.md @@ -22,8 +22,15 @@ field is identical. Both models are hybrid GatedDeltaNet + full-attention `arch_id` 5 (dense) and 6 (MoE). The registry already ships `qwen3.6:27b` and `qwen3.6:35b-a3b`. +Base identity was checked both ways: the 35B's config differs from +`Qwen/Qwen3.6-35B-A3B` only in `transformers_version`, and the 27B's differs +from `Qwen/Qwen3.6-27B` only in the `quantization_config` block. Both bases are +VL-shaped composites (nested `text_config` plus a `vision_config` carrying no +weights), which is exactly the case `Qwen35Config::is_vl_text` already covers — +the converter takes that branch rather than treating them as plain text configs. + The one exception: the 27B's escha linears carry fp16 biases the base -architecture does not have, so arch-5 gains bias slots (§1.2, §9). Otherwise +architecture does not have, so arch-5 gains bias slots (§1.3, §9). Otherwise this is a codec + loader project. ### 1.1 Format @@ -67,6 +74,15 @@ sign stage. `s_in`/`s_out` are the end-to-end fine-tune scales; MoE exports ship them all-ones, dense exports ship real values. Both collapse into `rin`/`rout` by `fold_scales`, which keeps the product in f32 and rounds once. +**Verified 2026-09-02.** The above was checked, not inferred: `ref.py`'s +`reconstruct_fast` run against the committed goldens reproduces +`expected_gu_e0_k2.f16` and `expected_down_e0_k3.f16` **bit-exactly** at the +stated tile grid and packing, for both K. A single expert projection uses +**10,746 distinct fp16 values** — direct evidence for the trellis claim and for +§2. The goldens are also not synthetic: `packed_gu_e0_k2.i16` is byte-identical +to the shipped layer-0 / expert-0 `gate_up_proj.escha_code`, so G0 and G2 gate +against real model data. + **Coverage differs between the two models**, and the dense one is the larger surface: @@ -89,7 +105,44 @@ surface: Only `in_proj_a`/`in_proj_b`, norms, embeddings and `lm_head` sit outside. -### 1.2 Three metadata traps +### 1.2 `rout` carries a per-expert channel prune mask + +`rin` is a clean sign x scale vector (no zeros, tight magnitude spread). **`rout` +on `gate_up_proj` is not.** Measured on layer 0: + +| expert | `gate_up.rout` zeros | non-zero magnitude range | +|---|---|---| +| 0 | 560 / 1024 (54.7%) | 1.81 – 3.26 | +| 1 | 594 / 1024 (58.0%) | 1.99 – 3.21 | +| 2 | 142 / 1024 (13.9%) | 0.991 – 1.62 | +| 7 | 378 / 1024 (36.9%) | 0.979 – 1.02 | + +The zeros are exact, the rate varies per expert, and the masks are **not shared** +between experts (pairwise agreement ~0.47, i.e. chance). `down_proj.rout` by +contrast has **zero** zeros on every expert sampled. + +The structure is exact, not incidental. `rout` is applied last +(`y = f16(H128(mid) * RS * rout)`), so a zero hard-zeroes that output channel +for every input. For expert 0, the 560 zeros split as **280 in the gate half and +the same 280 channels in the up half** — `gate-only = 0`, `up-only = 0`. +Confirmed end-to-end: running `expert_linear` on random inputs yields 560/1024 +output channels identically zero, and after SwiGLU **280 of the 512 intermediate +channels are dead for all inputs**. + +So Escha's fine-tune leaves behind **structured, per-expert width pruning**, +carried in `rout` rather than in a mask tensor. Consequences: + +- The "signs folded into `rin`/`rout`" description is correct for `rin` and for + `down_proj.rout`, and incomplete for `gate_up.rout`, which is + sign x scale x prune-mask. +- It is exploitable — see §4.5. It is also a correctness trap: a kernel that + "optimizes away" the zero multiply without preserving exact-zero output would + change results. +- The pruned `gate_up` columns are still stored in the code stream at 2 bits + each and are never used. Physically dropping them would shrink the model but + would break the verbatim/`memcmp` property, so it is not done in this port. + +### 1.3 Three metadata traps **`escha_config` has two lengths.** MoE exports ship `[9]` = `[16, K, 2, 1, E, in, out, in_p, out_p]`; dense exports ship `[6]` @@ -129,6 +182,10 @@ recovers the mapping — a lossless transcode into MQ2 is not merely lossy, it i impossible. MQ8 would be near but still not lossless (256 levels vs arbitrary fp16). Only fp16 storage is exactly lossless, at 8x the bytes. +This is measured, not argued from the spec: decoding the shipped layer-0 / +expert-0 `gate_up_proj` yields **10,746 distinct fp16 values** across the +2048 x 1024 matrix, spanning [-3.949, 3.949]. MQ2 can express 4 per group. + Separately, folding the Hadamards into an effective weight `W_eff = diag(rin) . H128 . W . H128 . diag(rout) . RS^2` is exactly computable (the Hadamards are block-diagonal), but it skips the intermediate f16 rounding @@ -197,7 +254,7 @@ tensor in the safetensors index is classified; there is no default-skip branch. `escha_config` is read at both lengths (`[9]` MoE, `[6]` dense) and cross-checked against `quantization_config.layer_meta` rather than trusted — -keying off `K`, with `bits` as a cross-check allowed to fail (§1.2). +keying off `K`, with `bits` as a cross-check allowed to fail (§1.3). ### 4.3 Dispatch @@ -235,6 +292,27 @@ The dense gate+up is the one place fusion does not come free: `gate_proj` is K=2 and `up_proj` is K=3 (§1.1), so a fused dense gate+up kernel must either run mixed-K or stay split. Decide by measurement, not up front. +**Exploiting the prune mask (MoE only).** Per §1.2 a large, per-expert fraction +of `gate_up`'s output channels is identically zero — 55% on layer-0 expert 0, +14–58% across the experts sampled. What that does and does not buy: + +- **Not skippable:** the `gate_up` GEMV itself. `rout` is applied *after* the + output H128, and the Hadamard mixes all 128 channels of a block, so producing + the surviving channels still requires the full `mid` vector. Dropping GEMV + columns for pruned outputs would corrupt their block-mates. +- **Skippable:** the final `rout` multiply and SwiGLU for pruned channels, and — + the real prize — the corresponding **input rows of `down_proj`**. Those + intermediate activations are exactly zero, so for layer-0 expert 0 the K=3 + `down_proj` GEMV can skip 280 of its 512 input rows. `down_proj` is the more + expensive of the two (K=3, 3.0 bpw), so this lands on the dominant half of the + expert. + +The mask is static per expert, so it can be precomputed once at load into a +compacted row index rather than tested per token. Treat this as a Phase 2 +optimization gated on measurement, not a Phase 1 requirement — and note the +correctness trap in §1.2: pruned outputs must stay *exactly* zero, not +approximately. + ### 4.6 Loader + registry `qwen3.6:35b-a3b-escha` (arch 6), `qwen3.8:27b-escha` (arch 5), quant label @@ -287,6 +365,9 @@ panic. - **G0** — `escha-ref` bit-exact against committed goldens: `packed_gu_e0_k2` -> `expected_gu_e0_k2` and `packed_down_e0_k3` -> `expected_down_e0_k3` exact; `w8a16` fixture; `moeblk_x` -> `moeblk_out` within fp16 rounding. + **Already demonstrated in NumPy** (§1.1), so G0 is a port-fidelity gate on the + Rust translation, not an open question about the format. The goldens are real + shipped tensors, so passing G0 means decoding the actual model correctly. - **G1** — converter `memcmp` round-trip on code streams; zero unclassified tensors in the index. - **G2** — GPU decode vs `escha-ref::reconstruct`, exact fp16 on every tile of a @@ -327,7 +408,7 @@ different-K gate/up split and the new bias slots get exercised — but no tok/s number is reported for it until fused kernels exist. **The 27B needs a change outside the codec.** Its escha linears carry fp16 -biases the base architecture does not have (§1.2), so `hipfire-arch-qwen35`'s +biases the base architecture does not have (§1.3), so `hipfire-arch-qwen35`'s arch-5 path gains bias slots on `in_proj_qkv`, `in_proj_z`, `out_proj` and the three MLP projections. This is the only work in the port that touches an existing architecture, and it must not perturb the existing `qwen3.6:27b` SKUs From 78d0717cfa8dffcf64049c5cf0b792ab10954066 Mon Sep 17 00:00:00 2001 From: Nick Woolmer <29717167+nwoolmer@users.noreply.github.com> Date: Wed, 2 Sep 2026 21:54:38 +0100 Subject: [PATCH 003/100] =?UTF-8?q?docs:=20third=20review=20pass=20?= =?UTF-8?q?=E2=80=94=20coverage=20gap,=20unrunnable=20gate,=20sizing?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Sampled the parts of the models the earlier passes never looked at, and checked whether the gates can actually be executed here. - 27B coverage table omitted the full-attention layers entirely. Layer 0 is linear_attention, so sampling it alone hides that self_attn q/k/v/o are escha-coded at K=2 across 16 layers. Real total is 10 projections over 64 layers = 400 escha tensors, and dispatch needs the 3-way FusedQkvQ8_0 path as well as the 4-way QKVZA one. - G5 could not be run. escha-mlx is Metal, the escha wheel is CUDA, ZML needs an NVIDIA driver — no Escha runtime executes on gfx1151. Re-anchored to escha-ref on CPU, which ref.py declares to be the semantic contract for their kernels, plus a second KLD against the bf16 parent. - Fourth metadata trap: `ignore` means "not escha-coded", not "not quantized". Both models list embed_tokens and lm_head there and ship them as weight_int8 regardless. - int8 -> Q8_0 is lossless only by replicating the per-row scale into every 32-element block; recomputing block scales adds avoidable error. - Sizing redone: 36.7 GB not ~35, expert bandwidth 3.6x not 3x. Both reconstructions land within a few percent of the published on-disk sizes, which independently confirms the format model. Co-Authored-By: Claude Opus 5 (1M context) Claude-Session: https://claude.ai/code/session_01FfwZUVGT7QpjMdHikoERfM --- docs/plans/escha-w2-port-design.md | 115 ++++++++++++++++++++++------- 1 file changed, 90 insertions(+), 25 deletions(-) diff --git a/docs/plans/escha-w2-port-design.md b/docs/plans/escha-w2-port-design.md index 7ec53225c..09a903da3 100644 --- a/docs/plans/escha-w2-port-design.md +++ b/docs/plans/escha-w2-port-design.md @@ -91,19 +91,32 @@ surface: `[256,32,128,48]`). Everything else is int8 W8A16: attention projections, linear-attn `in_proj_qkv`/`in_proj_z`/`out_proj`, shared expert, embeddings, `lm_head`. No bias tensors anywhere. -- **27B (`escha`)** — escha covers *every* projection, including the linear-attn - ones, and `gate_proj`/`up_proj` are **separate tensors carrying different K**: - - | tensor | shape | in x out | K | - |---|---|---|---| - | `linear_attn.in_proj_qkv` | `[320, 640, 32]` | 5120 x 10240 | 2 | - | `linear_attn.in_proj_z` | `[320, 384, 32]` | 5120 x 6144 | 2 | - | `linear_attn.out_proj` | `[384, 320, 32]` | 6144 x 5120 | 2 | - | `mlp.gate_proj` | `[320, 1088, 32]` | 5120 x 17408 | 2 | - | `mlp.up_proj` | `[320, 1088, 48]` | 5120 x 17408 | 3 | - | `mlp.down_proj` | `[1088, 320, 48]` | 17408 x 5120 | 3 | - - Only `in_proj_a`/`in_proj_b`, norms, embeddings and `lm_head` sit outside. +- **27B (`escha`)** — escha covers *every* projection: both attention families + and all three MLP legs, with `gate_proj`/`up_proj` as **separate tensors + carrying different K**: + + | tensor | layers | shape | in x out | K | + |---|---|---|---|---| + | `linear_attn.in_proj_qkv` | 48 | `[320, 640, 32]` | 5120 x 10240 | 2 | + | `linear_attn.in_proj_z` | 48 | `[320, 384, 32]` | 5120 x 6144 | 2 | + | `linear_attn.out_proj` | 48 | `[384, 320, 32]` | 6144 x 5120 | 2 | + | `self_attn.q_proj` | 16 | — | 5120 x 6144 | 2 | + | `self_attn.k_proj` | 16 | — | 5120 x 1024 | 2 | + | `self_attn.v_proj` | 16 | — | 5120 x 1024 | 2 | + | `self_attn.o_proj` | 16 | — | 6144 x 5120 | 2 | + | `mlp.gate_proj` | 64 | `[320, 1088, 32]` | 5120 x 17408 | 2 | + | `mlp.up_proj` | 64 | `[320, 1088, 48]` | 5120 x 17408 | 3 | + | `mlp.down_proj` | 64 | `[1088, 320, 48]` | 17408 x 5120 | 3 | + + That is 10 distinct projections over 64 layers (48 linear-attention, 16 full + attention) — 400 escha tensors. **The full-attention layers are escha-coded + too**, which the linear-attention-only layer 0 does not reveal; sample a + layer 3 as well as a layer 0 when validating the converter. Consequence for + dispatch: the 27B needs the 3-way `FusedQkvQ8_0` path as well as the 4-way + `FusedQkvzaQ8_0` one. + + Only `in_proj_a`/`in_proj_b` and the norms sit outside — but see §1.3 on what + `ignore` does and does not mean. ### 1.2 `rout` carries a per-expert channel prune mask @@ -142,7 +155,7 @@ carried in `rout` rather than in a mask tensor. Consequences: each and are never used. Physically dropping them would shrink the model but would break the verbatim/`memcmp` property, so it is not done in this port. -### 1.3 Three metadata traps +### 1.3 Four metadata traps **`escha_config` has two lengths.** MoE exports ship `[9]` = `[16, K, 2, 1, E, in, out, in_p, out_p]`; dense exports ship `[6]` @@ -160,6 +173,14 @@ consistent in both, and matches `escha_config[1]` and the code-tensor shapes. The converter keys off `K` and uses `bits` only as a cross-check it is allowed to fail. +**`ignore` means "not escha-coded", not "not quantized".** Both models list +`embed_tokens` and `lm_head` in `quantization_config.ignore`, and both ship them +as `weight_int8` + `weight_scale` anyway (`int8_embedding: true`). A converter +that reads `ignore` as "keep at source precision" will go looking for f16 +tensors that do not exist. Classify on the tensor suffix actually present, not +on the ignore list. The 27B's list is shorter still (`in_proj_a`, `in_proj_b`, +`lm_head`) because its norms simply never match. + **The 27B carries biases the base model does not have.** Every escha linear in the dense export ships an F16 `bias` (`in_proj_qkv.bias [10240]`, `in_proj_z.bias`, `out_proj.bias`, `mlp.{gate,up,down}_proj.bias`). Base @@ -247,7 +268,7 @@ tensor in the safetensors index is classified; there is no default-skip branch. |---|---| | `*.escha_code` | `ESCHA2T16`/`ESCHA3T16` verbatim, K from `escha_config[1]` | | `*.escha_{rin,rout,s_in,s_out}` | folded to one f32 pair per projection | -| `*.weight_int8` + `*.weight_scale` | `Q8_0` | +| `*.weight_int8` + `*.weight_scale` | `Q8_0`, row scale replicated (§4.2.1) | | `*.bias` (27B only) | F16, new arch-5 bias slots | | norms, `A_log`, `conv1d`, `dt_bias`, `in_proj_a/b`, `mlp.gate`, `shared_expert_gate` | F16/F32, as today | | `mtp.*` (35B inline) / `mtp/` dir (27B) | existing `.mq4-mtp` trailer | @@ -256,6 +277,22 @@ tensor in the safetensors index is classified; there is no default-skip branch. cross-checked against `quantization_config.layer_meta` rather than trusted — keying off `K`, with `bits` as a cross-check allowed to fail (§1.3). +#### 4.2.1 The int8 repack is lossless only if done one specific way + +Escha's int8 is **per-output-row**: `w8 [O, K] int8` with `scale [O]` f16, and +`ref.py::w8a16` dequantizes as `f16(w8 * scale)`. hipfire's `Q8_0` is +**per-32-element block** (34 bytes per 32: 32 int8 plus one f16 scale). + +Do not recompute per-block scales from the dequantized values — that is a second +quantization and adds avoidable error. Instead **replicate the row scale into +every block of that row** and pass the int8 bytes through unchanged. The +reconstruction is then bit-identical to Escha's, at a cost of 2 bytes per 32 +elements (6.25% overhead) for scales that are all equal within a row. + +Note also that a single logical tensor can straddle safetensors shards (the 27B's +`mlp.up_proj` has its `escha_code` in shard 2 while its metadata sits in shard 1), +so the converter resolves tensors through the index, never per-file. + ### 4.3 Dispatch `DType::Escha2T16` / `Escha3T16` and `RotationPlan::EschaH128`. Both types need @@ -347,7 +384,8 @@ have to be mixed-K, or stay split. ## 6. Constraints -**No codebook LUT.** 65536 x f16 = 128 KB; gfx1151 has 64 KB LDS. Decode inline +**No codebook LUT.** 65536 x f16 = 128 KB; gfx1151 has 64 KB LDS +(`profiler.rs` records `lds_per_cu: 65536`). Decode inline instead — multiply, and, xor, two f16 unpacks, one f16 add. Five ops and no memory traffic, which is what makes Phase 2 plausible at all. @@ -377,9 +415,23 @@ panic. self-inverse, so it passes while being wrong. - **G4** — single-expert `expert_linear` on GPU vs reference, then the full MoE block against `moeblk_out`. -- **G5** — e2e coherence, then KLD against the escha-mlx reference on a fixed - wikitext slice. Not on the model's own output: for ds4 that scored 8x better - on the median and was optimistic. +- **G5** — e2e coherence, then KLD on a fixed wikitext slice. Not on the model's + own output: for ds4 that scored 8x better on the median and was optimistic. + + **The reference is `escha-ref` on CPU, not any Escha runtime.** None of + Escha's three runtimes can run on this box: `escha-mlx` is Metal / Apple + Silicon, the `escha` wheel is CUDA (sm_80–sm_120), and ZML requires an NVIDIA + driver. There is no cross-checking against their engine on gfx1151, and a gate + that cannot be executed proves nothing. This is not a downgrade: `ref.py` + declares itself "the semantic contract for every Metal kernel in this package" + and is itself gated on the goldens, so agreeing with `escha-ref` *is* + agreeing with their runtime — and it is exact rather than cross-machine. + Cost is CPU time; budget a few hundred positions, not thousands. + + Run a second KLD against the **bf16 parent** (`Qwen/Qwen3.6-35B-A3B`) as well. + That one answers a different and independently useful question — whether + Escha's 2-bit delivers what they claim — and it is the number to compare + against the existing `qwen3.6:35b-a3b-mq2` measurement. - **G6** (Phase 2) — fused GEMV compared against the Phase 1 path at Q8 precision, then KLD against `escha-ref`. @@ -395,13 +447,26 @@ Refuse rather than guess: ## 9. Risks and expectations -**Phase 1 perf will be bad, and that is the expected outcome.** ~35 GB resident -for the 35B and roughly 3x the expert-path bandwidth of a native 2-bit build -(MoE reads 8 of 256 experts per token, so per-token expert traffic goes from -~0.34 GB to ~1 GB). It will lose to `qwen3.6:35b-a3b-mq2` on tok/s. The Phase 1 -deliverable is correctness plus a servable artifact; speed is Phase 2's job. +**Phase 1 perf will be bad, and that is the expected outcome.** Worked through +at `Q8_0`'s 34 bytes per 32 elements: + +| | 35B experts | 35B non-expert | 35B total | +|---|---|---|---| +| escha native | 9.4 GB | 2.3 GB | ~11.7 GB (published 12.3) | +| Phase 1 `Q8_0` | 34.2 GB | 2.5 GB | **~36.7 GB** | + +MoE reads 8 of 256 experts per token, so per-token expert traffic goes from +**0.29 GB to 1.07 GB — 3.6x**. It will lose to `qwen3.6:35b-a3b-mq2` on tok/s. +The Phase 1 deliverable is correctness plus a servable artifact; speed is +Phase 2's job. 36.7 GB is comfortable on 128 GB but is not free — check it +against the standing heap baseline before assuming headroom. + +The same arithmetic applied to the 27B gives ~10 GB native against a published +10.15 GB, and ~28 GB at `Q8_0`. That both reconstructions land within a few +percent of the published sizes is independent confirmation that the format model +in §1.1 is right — a wrong bpw or a missed tensor class would not close. -**The 27B is not benchmarked before Phase 2.** At ~27 GB dense, re-read every +**The 27B is not benchmarked before Phase 2.** At ~28 GB dense, re-read every token, a decode-at-load build is not worth timing. It still gets built and gated for correctness through G4 — that is how the dense code path, the different-K gate/up split and the new bias slots get exercised — but no From eef9e09e7578b637a22fb3c50ff7b42801f380bd Mon Sep 17 00:00:00 2001 From: Nick Woolmer <29717167+nwoolmer@users.noreply.github.com> Date: Wed, 2 Sep 2026 22:00:41 +0100 Subject: [PATCH 004/100] =?UTF-8?q?docs:=20fourth=20review=20pass=20?= =?UTF-8?q?=E2=80=94=20Escha's=20own=20loader=20contract?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Read Escha's test suite rather than only their reference implementation. Their tests state a leaf contract the design had partly wrong. - escha_config is OPTIONAL, not guaranteed. The design keyed K off escha_config[1]; an export without the end-to-end stage ships no s_in/s_out/config/bias at all and must still load. K now comes from the code tensor's own shape (last dim = 16K), which cannot disagree with itself, with escha_config and layer_meta as cross-checks when present. - Required leaves are exactly escha_code/escha_rin/escha_rout. Missing any is a hard error — their test docstring says "fail loudly at load, not decode into noise". - Unknown escha_* leaves must be rejected by name. Their example, escha_rotation_theta, shows the format anticipates a Givens-style rotation variant today's checkpoints do not use. Out of scope, but it must stop conversion rather than decode under the wrong rotation. G1 now asserts the contract in both directions. Co-Authored-By: Claude Opus 5 (1M context) Claude-Session: https://claude.ai/code/session_01FfwZUVGT7QpjMdHikoERfM --- docs/plans/escha-w2-port-design.md | 61 +++++++++++++++++++++++++++--- 1 file changed, 55 insertions(+), 6 deletions(-) diff --git a/docs/plans/escha-w2-port-design.md b/docs/plans/escha-w2-port-design.md index 09a903da3..6e8b960d5 100644 --- a/docs/plans/escha-w2-port-design.md +++ b/docs/plans/escha-w2-port-design.md @@ -157,7 +157,8 @@ carried in `rout` rather than in a mask tensor. Consequences: ### 1.3 Four metadata traps -**`escha_config` has two lengths.** MoE exports ship `[9]` +**`escha_config` has two lengths — and is optional (§1.4).** When present, MoE +exports ship `[9]` = `[16, K, 2, 1, E, in, out, in_p, out_p]`; dense exports ship `[6]` = `[16, K, 2, 1, in, out]`. Fields 0 (tile = 16), 1 (K) and the trailing dims are identified. **Fields 2 and 3 (values `2` and `1`) are not identified** — most @@ -194,6 +195,41 @@ MTP packaging also differs: the 35B ships inline `mtp.*` tensors in the main shards; the 27B ships a separate `mtp/` subdirectory with its own `config.json` and `model.safetensors`. +### 1.4 Leaf contract: three required, four optional + +Escha's own tests state the loader contract, and it is stricter and looser than +the spec first assumed. The namespace is +`CODED_LEAVES = (escha_code, escha_rin, escha_rout, escha_s_in, escha_s_out, +escha_config)`, plus `bias`. + +**Required — `escha_code`, `escha_rin`, `escha_rout`.** A coded linear missing +any transform vector must fail loudly. Their test is named +`rejects_incomplete_linear` and its docstring is explicit that this must "fail +loudly at load, not decode into noise". Our converter and loader adopt the same +rule. + +**Optional — `escha_s_in`, `escha_s_out`, `escha_config`, `bias`.** An export +produced without the end-to-end fine-tune stage ships none of them and must +still load and run (`test_dense_checkpoint_without_optional_leaves`). Note their +assertion is `bias is None`, not a zero bias — absence is a distinct state from +zero, even though the two are numerically identical once applied. + +**Unknown `escha_*` leaves are a format mismatch and must be rejected**, not +silently ignored and not allowed to fail deep inside a parameter-name error. +Their named example is `escha_rotation_theta` — evidence the format anticipates +a theta-parameterized (Givens-style) rotation variant that today's checkpoints +do not use. hipfire already has `RotationPlan::Givens` for ParoQuant, so such a +variant would not be alien, but it is **out of scope here**: if a future release +ships it, conversion must stop rather than decode the codes under the wrong +rotation. + +**Consequence for the converter.** Because `escha_config` is optional, it cannot +be the source of truth for `K`. `K` is always derivable from the code tensor's +own shape — the last dimension is `16K` — so that is the primary source, with +`escha_config[1]` and `layer_meta` used as cross-checks *when present*. This is +strictly more robust than §1.3's `bits`/`K` disagreement work-around: the shape +cannot disagree with itself. + ## 2. Why there is no lossless repack into an existing MQ codec MQ2 assigns each weight one of 4 levels within a linearly grouped run sharing @@ -266,16 +302,18 @@ tensor in the safetensors index is classified; there is no default-skip branch. | source | destination | |---|---| -| `*.escha_code` | `ESCHA2T16`/`ESCHA3T16` verbatim, K from `escha_config[1]` | +| `*.escha_code` | `ESCHA2T16`/`ESCHA3T16` verbatim, K from `shape[-1] / 16` (§1.4) | | `*.escha_{rin,rout,s_in,s_out}` | folded to one f32 pair per projection | | `*.weight_int8` + `*.weight_scale` | `Q8_0`, row scale replicated (§4.2.1) | | `*.bias` (27B only) | F16, new arch-5 bias slots | | norms, `A_log`, `conv1d`, `dt_bias`, `in_proj_a/b`, `mlp.gate`, `shared_expert_gate` | F16/F32, as today | | `mtp.*` (35B inline) / `mtp/` dir (27B) | existing `.mq4-mtp` trailer | -`escha_config` is read at both lengths (`[9]` MoE, `[6]` dense) and -cross-checked against `quantization_config.layer_meta` rather than trusted — -keying off `K`, with `bits` as a cross-check allowed to fail (§1.3). +`escha_config`, when present, is read at both lengths (`[9]` MoE, `[6]` dense) +and cross-checked against `quantization_config.layer_meta` rather than trusted. +`K` comes from the code tensor's shape; `escha_config[1]`, `layer_meta.K` and +`layer_meta.bits` are cross-checks, and `bits` is one that is allowed to fail +(§1.3, §1.4). #### 4.2.1 The int8 repack is lossless only if done one specific way @@ -407,7 +445,9 @@ panic. Rust translation, not an open question about the format. The goldens are real shipped tensors, so passing G0 means decoding the actual model correctly. - **G1** — converter `memcmp` round-trip on code streams; zero unclassified - tensors in the index. + tensors in the index; and the §1.4 leaf contract enforced in both directions — + a checkpoint with a transform vector removed must be rejected, and one with + `s_in`/`s_out`/`config`/`bias` absent must convert cleanly. - **G2** — GPU decode vs `escha-ref::reconstruct`, exact fp16 on every tile of a sampled expert set, **both K**. - **G3** — H128 kernels vs `escha-ref::h128` directly. A round-trip check @@ -443,8 +483,17 @@ Refuse rather than guess: - `escha_config` disagreeing with `layer_meta` — hard error. This is what catches a shape assumption silently breaking on a future Escha release. - any tensor in the safetensors index left unclassified — hard error, not skip +- a coded linear missing `escha_code`, `escha_rin` or `escha_rout` — hard error + ("incomplete escha linear"), never a partial decode (§1.4) +- an `escha_*` leaf outside the known six — hard error naming the leaf. This is + the guard that stops a future `escha_rotation_theta` export from being decoded + under the wrong rotation (§1.4). - a missing `ESCHA3T16` dispatch arm must never resolve to `Plain` +Conversely, absence of `escha_s_in`, `escha_s_out`, `escha_config` or `bias` is +**not** an error — those are optional by contract and the fold/decode paths must +run without them. + ## 9. Risks and expectations **Phase 1 perf will be bad, and that is the expected outcome.** Worked through From 276f4cc0b28d68b42f299e6d1d521831bf847118 Mon Sep 17 00:00:00 2001 From: Nick Woolmer <29717167+nwoolmer@users.noreply.github.com> Date: Wed, 2 Sep 2026 22:14:45 +0100 Subject: [PATCH 005/100] =?UTF-8?q?docs:=20fifth=20review=20pass=20?= =?UTF-8?q?=E2=80=94=20ran=20the=20MoE=20fixture?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Executed the moeblk golden against real shipped layer-0 weights (55 routed experts fetched by range request) instead of describing it. - The MoE-block golden is NOT bit-exact. ref.moe_block against it gives max|diff| 1.22e-4, mean 2.1e-6, 4752/16384 values differing at ULP level on outputs of mean magnitude 0.0185 — it was produced by the Metal path, not ref.py. G4 now carries a concrete tolerance (max 2e-4 / mean 1e-5) instead of "within fp16 rounding", and the bit-exact codec goldens are explicitly excluded from it. - The fixture injects moeblk_ids/moeblk_scores, so it bypasses the router entirely. G4 never gated selection. Added G4b, which does: reproducing selection from mlp.gate.weight gives the identical top-8 set on all 8 tokens with scores agreeing to 3e-8. - Router logits are rounded to f16 BEFORE top-k, which manufactures exact ties f32 would not produce — one occurs in 8 tokens. Ties inside k are harmless (the combine is a sum), ties at the k boundary change the selected set and are a legitimate source of hipfire vs escha-ref divergence at G5. The design's "router untouched" claim is now flagged for verification rather than assumed. - ref.moe_block re-decodes each expert per (token, slot); memoize reconstruct or the reference is unusably slow. Co-Authored-By: Claude Opus 5 (1M context) Claude-Session: https://claude.ai/code/session_01FfwZUVGT7QpjMdHikoERfM --- docs/plans/escha-w2-port-design.md | 58 ++++++++++++++++++++++++++---- 1 file changed, 52 insertions(+), 6 deletions(-) diff --git a/docs/plans/escha-w2-port-design.md b/docs/plans/escha-w2-port-design.md index 6e8b960d5..7b5f4d4a0 100644 --- a/docs/plans/escha-w2-port-design.md +++ b/docs/plans/escha-w2-port-design.md @@ -291,6 +291,12 @@ A Rust port of `ref.py`: `cba_decode`, `decode_tile`, `reconstruct`, `h128`, `input_transform`, `output_transform`, `expert_linear`, `fold_scales`, `swiglu`, `w8a16`. Pure functions, no GPU and no hipfire dependencies. +One practical note from running it: `ref.moe_block` calls `expert_linear` +without a pre-decoded weight, so a literal port re-decodes the same expert once +per (token, slot) — 128 full tile decodes for an 8-token fixture. Memoize +`reconstruct` per (expert, projection) or the reference is unusably slow at +G4/G5 scale. + **This is the numerical oracle for every other component.** The Phase 1 Q8-resident build is explicitly *not* the oracle — it carries its own quantization error. Two different artifacts, two different roles. @@ -403,12 +409,31 @@ x -> *rin_eff -> H128 blockwise -> *RS -> round f16 -> H128 -> *RS -> *rout_eff -> f16 -> (+bias, dense only) ``` -For the MoE, the router, top-k and shared expert are untouched existing arch-6 -code; only the two expert projections change. Two rounding points are -load-bearing and easy to lose: +For the MoE, the router, top-k and shared expert are *intended* to be untouched +existing arch-6 code; only the two expert projections change. Three rounding +points are load-bearing and easy to lose: - SwiGLU runs on the **f16-rounded merged** `gate_up` output, gate first half. - The expert combine multiplies by `f16(score)`, not the f32 score. +- **Router logits are rounded to f16 before top-k**: `ref.py` computes + `f16(x @ gate_w.T)` and only then widens to f32 to select. Selecting on + unrounded f32 logits is a different function. + +**f16 logit ties are real, and they are the one place "untouched arch-6 router" +needs checking rather than assuming.** Rounding to f16 before top-k manufactures +exact ties that f32 would not produce, and they are not rare: in an 8-token +fixture, one token has two experts on identical logits (§7 G4b). Consequences: + +- A tie *inside* the selected k is harmless — the combine is a sum over slots, + so slot order does not change the output. +- A tie *at the k / k+1 boundary* changes the selected set and therefore the + output. It is implementation-defined which expert wins, so hipfire and + `escha-ref` may legitimately disagree on such a token. +- Therefore: if hipfire's arch-6 router does not round logits to f16 before + top-k, it will diverge from Escha more often than tie-breaking alone explains. + Verify this before assuming the router is reusable as-is. +- And when reading G5: a handful of divergent positions traceable to boundary + ties is expected, not a codec bug. Attribute before investigating. **Fusion and orientation.** `qwen35/weights.rs:69` documents `experts[X].gate_up: [2*moe_intermediate, hidden]`, i.e. hipfire already stores @@ -440,7 +465,8 @@ panic. - **G0** — `escha-ref` bit-exact against committed goldens: `packed_gu_e0_k2` -> `expected_gu_e0_k2` and `packed_down_e0_k3` -> `expected_down_e0_k3` exact; - `w8a16` fixture; `moeblk_x` -> `moeblk_out` within fp16 rounding. + `w8a16` fixture. The MoE-block fixture is **not** a bit-exact gate — see + below. **Already demonstrated in NumPy** (§1.1), so G0 is a port-fidelity gate on the Rust translation, not an open question about the format. The goldens are real shipped tensors, so passing G0 means decoding the actual model correctly. @@ -453,8 +479,28 @@ panic. - **G3** — H128 kernels vs `escha-ref::h128` directly. A round-trip check (`H128 . H128 = 128 I`) is **not** sufficient: a wrong butterfly order is also self-inverse, so it passes while being wrong. -- **G4** — single-expert `expert_linear` on GPU vs reference, then the full MoE - block against `moeblk_out`. +- **G4** — single-expert `expert_linear` on GPU vs reference, then the MoE block + against `moeblk_out`. Two things about this fixture, both measured: + + **It is a tolerance gate, not a bit-exact one.** Running `ref.moe_block` + against it with the real shipped layer-0 weights gives `max|diff| = 1.22e-4`, + `mean|diff| = 2.1e-6`, with 4752 of 16384 values differing at ULP level + against outputs whose mean magnitude is 0.0185. The golden was evidently + produced by the Metal path, not by `ref.py`, so "within fp16 rounding" is too + vague to gate on. Use **`max|diff| <= 2e-4` and `mean|diff| <= 1e-5`**, and do + not assert equality. The codec goldens in G0 *are* bit-exact; do not + generalize this tolerance to them. + + **It does not gate the router.** The fixture ships `moeblk_ids.i64` and + `moeblk_scores.f32` and injects them, bypassing selection entirely. Router + correctness needs its own check — G4b below. + +- **G4b** — router, gated separately since G4 cannot see it. Reproducing + selection from `mlp.gate.weight` on the fixture's `x` gives the **identical + top-8 set for all 8 tokens** and scores agreeing to 3e-8, confirming the + contract. Assert the set and the scores, **not the order**: token 3 orders two + experts differently because experts 65 and 43 have *exactly equal* f16 logits + (both 1.80078). See §5 on why that is benign here and when it is not. - **G5** — e2e coherence, then KLD on a fixed wikitext slice. Not on the model's own output: for ds4 that scored 8x better on the median and was optimistic. From 8f962308d59f1c627971164811cb9f51d8b6697e Mon Sep 17 00:00:00 2001 From: Nick Woolmer <29717167+nwoolmer@users.noreply.github.com> Date: Wed, 2 Sep 2026 22:24:12 +0100 Subject: [PATCH 006/100] docs: correct the quant-type id survey MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit The id rationale was derived from the QuantType enum in the loop/gfx1151 checkout, not from origin/master which this branch targets. On master the authoritative registry is hipfire-quantize/src/hfq.rs (enum + from_u8, kept in sync by contract), and it is much further along: 38/39 are MQ2G256GL/MQ3G256GL and 40/41 are TQ2G128/BQ1G128 (Bonsai ternary/binary), all merged, plus 44/45/47-51. 42/43 survives as the lowest free pair, so the decision stands — but the stated reasoning was wrong and would have misled the next person. Also flags that Neutrino's reservation of 40/41 for FV5 is now stale. Co-Authored-By: Claude Opus 5 (1M context) Claude-Session: https://claude.ai/code/session_01FfwZUVGT7QpjMdHikoERfM --- docs/plans/escha-w2-port-design.md | 22 +++++++++++++++++----- 1 file changed, 17 insertions(+), 5 deletions(-) diff --git a/docs/plans/escha-w2-port-design.md b/docs/plans/escha-w2-port-design.md index 7b5f4d4a0..e50fed400 100644 --- a/docs/plans/escha-w2-port-design.md +++ b/docs/plans/escha-w2-port-design.md @@ -265,11 +265,23 @@ byte-for-byte, `memcmp` as post-condition), and the kernels are mandatory. | Phase 2 GPU path | fused decode+GEMV; rotations unchanged | | model order | 35B-A3B first, 27B second | -**Why ids 42/43.** On `origin/master` the enum tops out at `MFP2G32E8 = 37`. -Ids 23/25/26/27 are documented do-not-reuse reservations. Ids 38/39 are claimed -by the unmerged `feat/batched-attn-impl` (`MQ2G256GL`/`MQ3G256GL`) and 40/41 by -the unmerged `nw_neutrino_fv5` (`FV5G256`/`FV5B256`). 42/43 is the next clear -pair, taken the same way Neutrino skipped past 38/39. +**Why ids 42/43.** The authoritative registry is +`crates/hipfire-quantize/src/hfq.rs` — both the `#[repr(u8)] enum QuantType` +and its `from_u8`, whose doc comment requires the two be kept in sync when a +variant is added. Everything in the crate imports `crate::hfq::QuantType`. + +On `origin/master` the taken ids are **0–22, 24, 28–41, 44, 45, 47–51**, with +23/25/26/27 documented do-not-reuse reservations. **42 and 43 are the lowest +free pair**, and 46 and 52+ are also free. + +Note what is *already merged* here, because it contradicts what the branch +survey suggests: 38/39 are `MQ2G256GL`/`MQ3G256GL` and **40/41 are +`TQ2G128`/`BQ1G128`** — the Bonsai ternary/binary types. Anyone re-deriving +this must read `hfq.rs` on master, not a `QuantType` enum in another checkout: +the `loop/gfx1151` branch carries a stale partial copy that stops at +`MFP2G32E8 = 37` and would suggest 38–41 are free. It also means the Neutrino +plan's reservation of 40/41 for `FV5G256`/`FV5B256` is stale and needs +renumbering independently of this port. **Why two types, not one.** `decode8_k2` reads a 16-word tile at a fixed 16-bit stride; `decode8_k3` walks 24 words at a computed bit offset with a modular From 8180668dba3cd54b2c28d06bdf52b2b85892f299 Mon Sep 17 00:00:00 2001 From: Nick Woolmer <29717167+nwoolmer@users.noreply.github.com> Date: Wed, 2 Sep 2026 22:34:02 +0100 Subject: [PATCH 007/100] docs: Escha-W2 Phase 1 implementation plan (35B-A3B) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit 11 TDD tasks from the CPU oracle through to a served model, each ending in an independently testable deliverable gated at G0-G5. Scoped to Phase 1 / 35B only. Phase 2 (fused decode+GEMV, plus the prune-mask optimisation) and the Qwen3.8-27B dense model each get their own plan — neither produces working software on its own here. Self-review caught three issues, fixed inline: the int8 -> Q8_0 row-scale replication from design §4.2.1 had no task at all; the H128 host wrapper said "mirror Task 7" instead of showing code; and Task 10 referenced Gpu::escha_decode_tiles when only the _host variant is defined. Co-Authored-By: Claude Opus 5 (1M context) Claude-Session: https://claude.ai/code/session_01FfwZUVGT7QpjMdHikoERfM --- docs/plans/escha-w2-phase1.md | 2153 +++++++++++++++++++++++++++++++++ 1 file changed, 2153 insertions(+) create mode 100644 docs/plans/escha-w2-phase1.md diff --git a/docs/plans/escha-w2-phase1.md b/docs/plans/escha-w2-phase1.md new file mode 100644 index 000000000..f67dddf59 --- /dev/null +++ b/docs/plans/escha-w2-phase1.md @@ -0,0 +1,2153 @@ +# Escha-W2 Phase 1 (35B-A3B) Implementation Plan + +> **For agentic workers:** REQUIRED SUB-SKILL: Use superpowers:subagent-driven-development (recommended) or superpowers:executing-plans to implement this plan task-by-task. Steps use checkbox (`- [ ]`) syntax for tracking. + +**Goal:** Serve `EschaLabs/Qwen3.6-35B-A3B-Escha-W2` in hipfire on gfx1151 by repacking its trellis codes verbatim into `.hfq` and decoding them to `Q8_0` resident weights at load, with escha's two H128 activation transforms running at runtime. + +**Architecture:** Three layers, each gated against the layer above it. A pure-Rust CPU reference (`escha_ref`) ported from Escha's Apache-2.0 `ref.py` is the numerical oracle. A converter turns safetensors into `.hfq` with two new quant types whose code streams are byte-identical to the source. At load, one GPU kernel expands those codes to `Q8_0`; two more apply the input and output Hadamards at runtime, and every GEMV downstream is existing hipfire code. + +**Tech Stack:** Rust (workspace crates `hipfire-quantize`, `hipfire-runtime`, `hipfire-dispatch`, `rdna-compute`, `hipfire-arch-qwen35`), HIP/ROCm 7.2.2 targeting gfx1151, `cargo test`. + +**Design spec:** `docs/plans/escha-w2-port-design.md`. Read §1.1–§1.4 before Task 1. + +## Global Constraints + +- Branch `nw_escha_w2`, worktree `~/repos/hipfire-escha`, off `origin/master` @ `8cd15a62b`. Upstream is deliberately unset; push with `git push origin nw_escha_w2`. +- Quant type ids are **`ESCHA2T16 = 42`** and **`ESCHA3T16 = 43`**. The authoritative registry is `crates/hipfire-quantize/src/hfq.rs` — the `#[repr(u8)] enum QuantType` **and** its `from_u8`, which its own doc comment requires be kept in sync. Do not consult the stale partial enum in the `loop/gfx1151` checkout. +- `RS = 0.088388347648` exactly (`1/sqrt(128)`). `kernels/src/gemv_mq4g128.hip:116` already pins `0.0883883476f`. +- Codebook hash constants, exact: multiplier `0xCBAC1FED`, mask `0x8FFF8FFF`, xor `0x3B603B60`. +- **No codebook LUT in any kernel.** 65536 × f16 = 128 KB; gfx1151 has 64 KB LDS (`crates/rdna-compute/src/profiler.rs`, `lds_per_cu: 65536`). Decode inline. +- Required leaves are `escha_code`, `escha_rin`, `escha_rout`. Optional: `escha_s_in`, `escha_s_out`, `escha_config`, `bias`. Unknown `escha_*` leaves are a hard error. See spec §1.4. +- `K` comes from `code.shape[-1] / 16`. Never from `escha_config` (optional) and never from `layer_meta.bits` (self-inconsistent across releases). +- Build: `cargo build --release --workspace --all-targets --locked`. Never run bare `cargo fmt` — it rewrites the workspace and buries the change (`CLAUDE.md:109`). +- hipcc must be on PATH and the kernel cache must be single-toolchain, or you will chase attractor garbage that mimics a codec bug. See `hipfire_kernel_rebuild_gfx1151`. + +## Scope + +**This plan is Phase 1, 35B-A3B only.** Out of scope, each needing its own plan: Phase 2 fused decode+GEMV; the Qwen3.8-27B dense model (larger kernel surface, needs arch-5 bias slots, and cannot ship on the decode-at-load tier). + +## File Structure + +| File | Responsibility | +|---|---| +| `crates/hipfire-quantize/src/escha_ref.rs` (new) | CPU oracle: codebook, tile decode, H128, transforms, MoE block. No GPU, no hipfire deps. | +| `crates/hipfire-quantize/src/lib.rs` (modify) | Add `pub mod escha_ref;` | +| `crates/hipfire-quantize/tests/data/escha/` (new) | Vendored packed golden inputs + digest constants | +| `crates/hipfire-quantize/src/hfq.rs` (modify) | `ESCHA2T16 = 42`, `ESCHA3T16 = 43` in enum + `from_u8` | +| `crates/hipfire-quantize/src/pipeline_escha.rs` (new) | safetensors → `.hfq` converter | +| `crates/hipfire-quantize/src/main.rs` (modify) | `mod pipeline_escha;` + CLI arm | +| `crates/rdna-compute/src/dispatch.rs` (modify) | `DType::Escha2T16`, `DType::Escha3T16` | +| `crates/hipfire-dispatch/src/types.rs` (modify) | `RotationPlan::EschaH128` + `dtype_rotation_plan` arms | +| `kernels/src/escha_decode_tiles.hip` (new) | One-shot tile → `Q8_0` expansion | +| `kernels/src/escha_h128.hip` (new) | Input and output H128 transforms | +| `crates/rdna-compute/src/kernels.rs` (modify) | `include_str!` consts for both kernels | +| `crates/hipfire-arch-qwen35/src/` (modify) | Load escha experts, call the transforms | +| `registry/v1.json` (modify) | `qwen3.6:35b-a3b-escha` | + +--- + +### Task 1: `escha_ref` codebook and tile decode + +The trellis decode is the heart of the port. Everything else is gated against it, so it is built first and proven against Escha's own golden vectors. + +**Files:** +- Create: `crates/hipfire-quantize/src/escha_ref.rs` +- Create: `crates/hipfire-quantize/tests/data/escha/fetch-goldens.sh` +- Modify: `crates/hipfire-quantize/src/lib.rs:3` (add module) +- Test: inline `#[cfg(test)]` in `escha_ref.rs` (this crate has no `tests/` dir; all tests are inline) + +**Interfaces:** +- Consumes: `crate::float16::{f16_to_f32, f32_to_f16}` +- Produces: `pub const RS: f32`, `pub fn cba_decode(state: u16) -> u16`, `pub fn decode8_k2(words: &[u32; 16], lane: usize) -> [u16; 8]`, `pub fn decode8_k3(words: &[u32; 24], lane: usize) -> [u16; 8]`, `pub fn lane_positions(lane: usize) -> [(usize, usize); 8]`, `pub fn reconstruct(code: &[i16], in_features: usize, out_features: usize, k: usize) -> Vec` (returns f16 **bits**, row-major `[in_features, out_features]`) + +- [ ] **Step 1: Vendor the packed golden inputs** + +Only the packed inputs are committed (0.9 MB). The expected outputs are 6.3 MB and are asserted by SHA-256 digest instead, so the repo stays light and the gate stays exact. + +```bash +mkdir -p crates/hipfire-quantize/tests/data/escha +cd crates/hipfire-quantize/tests/data/escha +B=https://raw.githubusercontent.com/EschaLabs/escha-mlx/HEAD/tests/data/codec +curl -sL "$B/packed_gu_e0_k2.i16" -o packed_gu_e0_k2.i16 +curl -sL "$B/packed_down_e0_k3.i16" -o packed_down_e0_k3.i16 +sha256sum packed_gu_e0_k2.i16 packed_down_e0_k3.i16 +``` + +Expected output, exactly: + +``` +c164583731eed50d52ae3bfcc6a58a72b50329f8d4c40e5d62f940d67991ec1b packed_gu_e0_k2.i16 +aa2f2dd1f165d03ae868ce14913c05313876fa4d6c0e52d2ee16c60ff22eb062 packed_down_e0_k3.i16 +``` + +If either digest differs, stop — upstream changed the fixtures and the constants in Step 3 are stale. + +- [ ] **Step 2: Write the fetch script for the full goldens** + +Create `crates/hipfire-quantize/tests/data/escha/fetch-goldens.sh`: + +```bash +#!/usr/bin/env bash +# Fetch the full escha-mlx golden vectors (6.3 MB of expected outputs, not +# committed). Only needed to regenerate the digests in escha_ref.rs; the +# committed packed inputs plus those digests are a complete gate. +set -euo pipefail +cd "$(dirname "$0")" +B=https://raw.githubusercontent.com/EschaLabs/escha-mlx/HEAD/tests/data +for f in codec/packed_gu_e0_k2.i16 codec/expected_gu_e0_k2.f16 \ + codec/packed_down_e0_k3.i16 codec/expected_down_e0_k3.f16 \ + qwen3_5_moe/moeblk_x.f16 qwen3_5_moe/moeblk_out.f16 \ + qwen3_5_moe/moeblk_ids.i64 qwen3_5_moe/moeblk_scores.f32; do + curl -sL --fail "$B/$f" -o "$(basename "$f")" +done +sha256sum ./*.f16 ./*.i16 ./*.i64 ./*.f32 +``` + +```bash +chmod +x crates/hipfire-quantize/tests/data/escha/fetch-goldens.sh +``` + +- [ ] **Step 3: Write the failing tests** + +Create `crates/hipfire-quantize/src/escha_ref.rs` containing **only** this test module for now: + +```rust +//! Portable CPU reference for the escha codec — the numerical oracle for +//! every GPU kernel in this port. +//! +//! Ported from `escha_mlx/ref.py` (EschaLabs/escha-mlx, Apache-2.0), which +//! declares itself "the semantic contract for every Metal kernel in this +//! package". Rounding points are deliberate; do not "simplify" them. + +#[cfg(test)] +mod tests { + use super::*; + use std::path::PathBuf; + + fn data(name: &str) -> PathBuf { + PathBuf::from(env!("CARGO_MANIFEST_DIR")).join("tests/data/escha").join(name) + } + + fn sha256_hex(bytes: &[u8]) -> String { + use sha2::{Digest, Sha256}; + let mut h = Sha256::new(); + h.update(bytes); + h.finalize().iter().map(|b| format!("{b:02x}")).collect() + } + + /// The codebook is a pure function of the 16-bit state. These eight values + /// were computed from the published constants and pin the hash, the + /// masking, and the fp16 RNE add all at once. + #[test] + fn cba_decode_matches_published_constants() { + let want: [u16; 8] = + [0x3f60, 0x304e, 0xba13, 0x3ab8, 0x3952, 0xb75f, 0xbea4, 0xbc71]; + for (state, &bits) in want.iter().enumerate() { + assert_eq!(cba_decode(state as u16), bits, "state {state}"); + } + } + + #[test] + fn reconstruct_k2_matches_golden() { + let raw = std::fs::read(data("packed_gu_e0_k2.i16")).unwrap(); + let code: Vec = + raw.chunks_exact(2).map(|c| i16::from_le_bytes([c[0], c[1]])).collect(); + assert_eq!(code.len(), 262144); + let out = reconstruct(&code, 2048, 1024, 2); + assert_eq!(out.len(), 2048 * 1024); + let bytes: Vec = out.iter().flat_map(|v| v.to_le_bytes()).collect(); + assert_eq!( + sha256_hex(&bytes), + "51ddde9a07613aafcc9f5db79702349d19e18357d9fb910f48b38eeea028dcab", + "decoded K=2 tensor does not match expected_gu_e0_k2.f16" + ); + } + + #[test] + fn reconstruct_k3_matches_golden() { + let raw = std::fs::read(data("packed_down_e0_k3.i16")).unwrap(); + let code: Vec = + raw.chunks_exact(2).map(|c| i16::from_le_bytes([c[0], c[1]])).collect(); + assert_eq!(code.len(), 196608); + let out = reconstruct(&code, 512, 2048, 3); + assert_eq!(out.len(), 512 * 2048); + let bytes: Vec = out.iter().flat_map(|v| v.to_le_bytes()).collect(); + assert_eq!( + sha256_hex(&bytes), + "51c99817d00282f4aa9d618140eb4503083e1238cb59dd71a670aa4c320f7438", + "decoded K=3 tensor does not match expected_down_e0_k3.f16" + ); + } + + /// Every one of the 256 tile slots must be written exactly once. A + /// permutation bug that drops and duplicates slots still produces a + /// full-rank, plausible-looking matrix, so check the permutation directly. + #[test] + fn lane_positions_is_a_permutation_of_the_tile() { + let mut seen = [0u8; 256]; + for lane in 0..32 { + for (r, c) in lane_positions(lane) { + assert!(r < 16 && c < 16, "lane {lane} -> ({r},{c})"); + seen[r * 16 + c] += 1; + } + } + assert!(seen.iter().all(|&n| n == 1), "lane_positions is not a bijection"); + } +} +``` + +Add to `crates/hipfire-quantize/src/lib.rs` after line 3 (`pub mod float16;`): + +```rust +pub mod escha_ref; +``` + +Add the test-only digest dependency to `crates/hipfire-quantize/Cargo.toml` under `[dev-dependencies]` (create the section if absent): + +```toml +[dev-dependencies] +sha2 = "0.10" +``` + +- [ ] **Step 4: Run the tests to verify they fail** + +```bash +cargo test -p hipfire-quantize --lib escha_ref 2>&1 | tail -20 +``` + +Expected: compile error, `cannot find function 'cba_decode' in this scope` (and the same for `reconstruct`, `lane_positions`). A compile failure is the correct "red" here — the functions do not exist yet. + +- [ ] **Step 5: Implement the codec** + +Insert above the `#[cfg(test)] mod tests` block in `escha_ref.rs`: + +```rust +use crate::float16::{f16_to_f32, f32_to_f16}; + +/// 1/sqrt(128) — the exact f32 constant the format pins. +pub const RS: f32 = 0.088388347648; + +/// Decode one 16-bit trellis state to fp16 **bits** via the cbA codebook. +/// +/// `decode(x) = f16_lo(r) + f16_hi(r)` with fp16 RNE addition, where +/// `r = ((x * 0xCBAC1FED) & 0x8FFF8FFF) ^ 0x3B603B60` in 32-bit arithmetic. +/// +/// Adding in f32 and rounding once is exactly an fp16 RNE add: the exact sum +/// of two fp16 values is always representable in f32, so the single rounding +/// here is the correctly-rounded fp16 result. +/// +/// There are 65536 reachable values, so a lookup table would be 128 KB and +/// will not fit gfx1151's 64 KB LDS. This is five integer/FP ops and no +/// memory traffic — keep it that way in the kernels. +#[inline] +pub fn cba_decode(state: u16) -> u16 { + let r = ((state as u32).wrapping_mul(0xCBAC_1FED) & 0x8FFF_8FFF) ^ 0x3B60_3B60; + let lo = f16_to_f32((r & 0xFFFF) as u16); + let hi = f16_to_f32((r >> 16) as u16); + f32_to_f16(lo + hi) +} + +/// The 8 states lane `lane` owns, K=2. `words` is the tile's 16 u32. +pub fn decode8_k2(words: &[u32; 16], lane: usize) -> [u16; 8] { + let t_off = lane * 8; + let i1 = t_off >> 4; + let i0 = (i1 + 15) & 15; + let merged = ((words[i0] as u64) << 32) | words[i1] as u64; + let shift = ((!t_off) & 8) << 1; // 16 for even lanes, 0 for odd + let w = ((merged >> shift) & 0xFFFF_FFFF) as u32; + let mut out = [0u16; 8]; + for (j, o) in out.iter_mut().enumerate() { + *o = (w >> (2 * (7 - j))) as u16; + } + out +} + +/// The 8 states lane `lane` owns, K=3. `words` is the tile's 24 u32. +/// +/// Structurally different from K=2 — 24 words, a computed bit offset, and a +/// modular wrap. Do not attempt to unify the two. +pub fn decode8_k3(words: &[u32; 24], lane: usize) -> [u16; 8] { + const BITS: usize = 3; + let t_off = lane * 8; + let b1 = (t_off + 257) * BITS; + let b0 = b1 - 16; + let b2 = b1 + BITS * 7; + let i0 = b0 >> 5; + let i2 = (b2 - 1) >> 5; + let s2 = ((i2 + 1) << 5) - b2; + let merged = ((words[i0 % 24] as u64) << 32) | words[i2 % 24] as u64; + let w7 = (merged >> s2) & 0xFFFF_FFFF; + let w3 = (merged >> (s2 + BITS * 4)) & 0xFFFF_FFFF; + [ + (w3 >> 9) as u16, + (w3 >> 6) as u16, + (w3 >> 3) as u16, + w3 as u16, + (w7 >> 9) as u16, + (w7 >> 6) as u16, + (w7 >> 3) as u16, + w7 as u16, + ] +} + +/// `(row, col)` inside the 16x16 tile for each of the lane's 8 values. +/// +/// This permutation is the single easiest thing to get subtly wrong: a wrong +/// shuffle still yields a full-rank, plausible weight matrix. It is gated +/// directly on golden vectors, never on end-to-end coherence. +pub fn lane_positions(lane: usize) -> [(usize, usize); 8] { + let l0 = lane & !4; + let c_off = (lane >> 2) & 1; + let mut out = [(0usize, 0usize); 8]; + for (j, o) in out.iter_mut().enumerate() { + let fi = j >> 1; + let row = (lane & 3) * 2 + (j & 1) + (fi & 1) * 8; + let col = 2 * ((l0 >> 3) + if j >= 4 { 4 } else { 0 }) + c_off; + *o = (row, col); + } + out +} + +/// Decode one packed tile (`16*K` i16) to a 16x16 fp16-bit tile, row-major. +pub fn decode_tile(tile: &[i16], k: usize) -> [u16; 256] { + debug_assert_eq!(tile.len(), 16 * k); + let mut words = [0u32; 24]; + for (i, w) in words.iter_mut().enumerate().take(8 * k) { + *w = (tile[2 * i] as u16 as u32) | ((tile[2 * i + 1] as u16 as u32) << 16); + } + let mut out = [0u16; 256]; + for lane in 0..32 { + let states = match k { + 2 => { + let mut w16 = [0u32; 16]; + w16.copy_from_slice(&words[..16]); + decode8_k2(&w16, lane) + } + 3 => decode8_k3(&words, lane), + _ => panic!("unsupported escha K={k}"), + }; + for (j, (r, c)) in lane_positions(lane).into_iter().enumerate() { + out[r * 16 + c] = cba_decode(states[j]); + } + } + out +} + +/// Packed `(in/16, out/16, 16K)` i16 -> `(in, out)` fp16 bits, row-major. +pub fn reconstruct(code: &[i16], in_features: usize, out_features: usize, k: usize) -> Vec { + let (tk, tn) = (in_features / 16, out_features / 16); + assert_eq!(code.len(), tk * tn * 16 * k, "escha code length mismatch"); + let mut out = vec![0u16; in_features * out_features]; + for kt in 0..tk { + for nt in 0..tn { + let base = (kt * tn + nt) * 16 * k; + let tile = decode_tile(&code[base..base + 16 * k], k); + for r in 0..16 { + let dst = (kt * 16 + r) * out_features + nt * 16; + out[dst..dst + 16].copy_from_slice(&tile[r * 16..r * 16 + 16]); + } + } + } + out +} +``` + +- [ ] **Step 6: Run the tests to verify they pass** + +```bash +cargo test -p hipfire-quantize --lib escha_ref 2>&1 | tail -15 +``` + +Expected: `test result: ok. 4 passed; 0 failed`. + +If `reconstruct_k2_matches_golden` fails while `cba_decode_matches_published_constants` passes, the bug is in `lane_positions` or the word packing, not the codebook — check `lane_positions_is_a_permutation_of_the_tile` first. + +- [ ] **Step 7: Commit** + +```bash +git add crates/hipfire-quantize/src/escha_ref.rs \ + crates/hipfire-quantize/src/lib.rs \ + crates/hipfire-quantize/Cargo.toml \ + crates/hipfire-quantize/tests/data/escha/ +git commit -m "feat(escha): trellis codec CPU reference, gated on golden vectors" +``` + +--- + +### Task 2: `escha_ref` H128 and the transform pair + +**Files:** +- Modify: `crates/hipfire-quantize/src/escha_ref.rs` + +**Interfaces:** +- Consumes: `RS` from Task 1 +- Produces: `pub fn h128_inplace(x: &mut [f32])`, `pub fn input_transform(x: &[f32], rin: &[f32]) -> Vec`, `pub fn output_transform(mid: &[f32], rout: &[f32]) -> Vec`, `pub fn fold_scales(rin: &[u16], rout: &[u16], s_in: Option<&[f32]>, s_out: Option<&[f32]>) -> (Vec, Vec)` + +- [ ] **Step 1: Write the failing tests** + +Add inside the existing `mod tests` block in `escha_ref.rs`: + +```rust + /// H128 is its own inverse up to a factor of 128. That is necessary but + /// NOT sufficient: a wrong butterfly order is also self-inverse and would + /// pass this alone. The Hadamard-of-a-basis-vector check below pins the + /// actual transform. + #[test] + fn h128_roundtrip_scales_by_128() { + let mut x: Vec = (0..256).map(|i| (i as f32 * 0.37).sin()).collect(); + let orig = x.clone(); + h128_inplace(&mut x); + h128_inplace(&mut x); + for (a, b) in x.iter().zip(orig.iter()) { + assert!((a - b * 128.0).abs() < 1e-2, "{a} vs {}", b * 128.0); + } + } + + /// H128 applied to e_0 must give all ones (Sylvester, unnormalised). + /// Applied to e_1 it must give the alternating +1/-1 pattern of row 1. + #[test] + fn h128_matches_sylvester_order() { + let mut e0 = vec![0.0f32; 128]; + e0[0] = 1.0; + h128_inplace(&mut e0); + assert!(e0.iter().all(|&v| v == 1.0), "row 0 must be all ones"); + + let mut e1 = vec![0.0f32; 128]; + e1[1] = 1.0; + h128_inplace(&mut e1); + for (i, &v) in e1.iter().enumerate() { + let want = if i % 2 == 0 { 1.0 } else { -1.0 }; + assert_eq!(v, want, "index {i}"); + } + } + + /// Blocks are independent: H128 must never mix across a 128 boundary. + #[test] + fn h128_does_not_mix_across_blocks() { + let mut x = vec![0.0f32; 256]; + x[0] = 1.0; + h128_inplace(&mut x); + assert!(x[..128].iter().all(|&v| v == 1.0)); + assert!(x[128..].iter().all(|&v| v == 0.0), "second block was contaminated"); + } + + /// MoE exports ship all-ones s_in/s_out; dense exports ship real values; + /// and an export without the end-to-end stage ships neither. All three + /// must go through one code path. + #[test] + fn fold_scales_handles_absent_scales() { + let rin = [f32_to_f16(2.0), f32_to_f16(-3.0)]; + let rout = [f32_to_f16(0.5)]; + let (a, b) = fold_scales(&rin, &rout, None, None); + assert_eq!(a, vec![2.0, -3.0]); + assert_eq!(b, vec![0.5]); + let (c, d) = fold_scales(&rin, &rout, Some(&[3.0, 2.0]), Some(&[4.0])); + assert_eq!(c, vec![6.0, -6.0]); + assert_eq!(d, vec![2.0]); + } +``` + +- [ ] **Step 2: Run the tests to verify they fail** + +```bash +cargo test -p hipfire-quantize --lib escha_ref 2>&1 | tail -15 +``` + +Expected: compile error, `cannot find function 'h128_inplace' in this scope`. + +- [ ] **Step 3: Implement the transforms** + +Append to the non-test portion of `escha_ref.rs`: + +```rust +/// Unnormalised 128-point Walsh-Hadamard (Sylvester / natural order), applied +/// independently to each contiguous 128-element block of `x`. +/// +/// `x.len()` must be a multiple of 128. Every dimension in both checkpoints +/// satisfies this (512, 1024, 2048, 5120, 6144, 10240, 17408 are all +/// multiples of 128), including the gate|up split point at 512 — so a block +/// never straddles the gate/up boundary. +pub fn h128_inplace(x: &mut [f32]) { + assert_eq!(x.len() % 128, 0, "H128 needs a multiple of 128, got {}", x.len()); + for block in x.chunks_exact_mut(128) { + let mut h = 1; + while h < 128 { + let mut i = 0; + while i < 128 { + for j in i..i + h { + let (a, b) = (block[j], block[j + h]); + block[j] = a + b; + block[j + h] = a - b; + } + i += 2 * h; + } + h *= 2; + } + } +} + +/// `xh = f16( H128(x * rin) * RS )`. Returns fp16 bits. +pub fn input_transform(x: &[f32], rin: &[f32]) -> Vec { + let ic = rin.len(); + assert_eq!(x.len() % ic, 0); + let mut buf: Vec = x.iter().zip(rin.iter().cycle()).map(|(a, b)| a * b).collect(); + for row in buf.chunks_exact_mut(ic) { + h128_inplace(row); + } + buf.iter().map(|v| f32_to_f16(v * RS)).collect() +} + +/// `y = f16( H128(mid) * RS * rout )`. Returns fp16 bits. +pub fn output_transform(mid: &[f32], rout: &[f32]) -> Vec { + let oc = rout.len(); + assert_eq!(mid.len() % oc, 0); + let mut buf = mid.to_vec(); + for row in buf.chunks_exact_mut(oc) { + h128_inplace(row); + } + buf.iter() + .zip(rout.iter().cycle()) + .map(|(v, s)| f32_to_f16(v * RS * s)) + .collect() +} + +/// Fold the optional end-to-end scales into the transform vectors. +/// +/// `s_in` multiplies the activation at exactly the point `rin` does, and +/// `s_out` at exactly the point `rout` does, so the pair collapses with no new +/// kernel and no new tensor. Folding keeps both products in f32 and rounds +/// once — one rounding point FEWER than applying the scales separately. +/// `None` returns that vector unchanged (as f32), which is the path MoE +/// exports and end-to-end-free exports both take. +pub fn fold_scales( + rin: &[u16], + rout: &[u16], + s_in: Option<&[f32]>, + s_out: Option<&[f32]>, +) -> (Vec, Vec) { + let mut ri: Vec = rin.iter().map(|&b| f16_to_f32(b)).collect(); + let mut ro: Vec = rout.iter().map(|&b| f16_to_f32(b)).collect(); + if let Some(s) = s_in { + assert_eq!(s.len(), ri.len()); + for (a, b) in ri.iter_mut().zip(s) { + *a *= b; + } + } + if let Some(s) = s_out { + assert_eq!(s.len(), ro.len()); + for (a, b) in ro.iter_mut().zip(s) { + *a *= b; + } + } + (ri, ro) +} +``` + +- [ ] **Step 4: Run the tests to verify they pass** + +```bash +cargo test -p hipfire-quantize --lib escha_ref 2>&1 | tail -15 +``` + +Expected: `test result: ok. 8 passed; 0 failed`. + +- [ ] **Step 5: Commit** + +```bash +git add crates/hipfire-quantize/src/escha_ref.rs +git commit -m "feat(escha): H128 transforms and scale folding in the CPU reference" +``` + +--- + +### Task 3: `escha_ref` linear, SwiGLU and MoE block + +Completes the oracle. `expert_linear` is what Task 7's GPU decode is gated against; `moe_block` is what Task 9's wiring is gated against. + +**Files:** +- Modify: `crates/hipfire-quantize/src/escha_ref.rs` + +**Interfaces:** +- Consumes: `reconstruct`, `input_transform`, `output_transform` from Tasks 1–2 +- Produces: `pub fn expert_linear(x: &[f32], w_bits: &[u16], rin: &[f32], rout: &[f32]) -> Vec`, `pub fn swiglu(gate_up_bits: &[u16], inter: usize) -> Vec`, `pub fn w8a16(x: &[f32], w8: &[i8], scale: &[u16], oc: usize, ic: usize) -> Vec` + +- [ ] **Step 1: Write the failing test** + +Add inside `mod tests`: + +```rust + /// A pruned output channel must be EXACTLY zero, not approximately. + /// gate_up.rout carries a per-expert prune mask (design §1.2): on the + /// shipped layer-0 expert 0, 560 of 1024 channels are hard zeros. A kernel + /// that "optimises away" the zero multiply must preserve exact zero. + #[test] + fn zero_rout_gives_exactly_zero_output() { + let ic = 128; + let oc = 128; + let w: Vec = (0..ic * oc).map(|i| f32_to_f16((i % 7) as f32 - 3.0)).collect(); + let rin = vec![1.0f32; ic]; + let mut rout = vec![1.0f32; oc]; + rout[3] = 0.0; + rout[57] = 0.0; + let x: Vec = (0..ic).map(|i| (i as f32 * 0.11).cos()).collect(); + let y = expert_linear(&x, &w, &rin, &rout); + assert_eq!(y.len(), oc); + assert_eq!(f16_to_f32(y[3]), 0.0, "pruned channel 3 must be exactly zero"); + assert_eq!(f16_to_f32(y[57]), 0.0, "pruned channel 57 must be exactly zero"); + assert!(y.iter().enumerate().any(|(i, &v)| i != 3 && i != 57 && f16_to_f32(v) != 0.0)); + } + + /// SwiGLU splits the f16-ROUNDED merged output at the halfway point, gate + /// first. Rounding before the split is part of the contract. + #[test] + fn swiglu_uses_gate_first_half() { + let inter = 2; + // gate = [0, 0], up = [5, 7]; silu(0) == 0 so both outputs are zero. + let gu: Vec = [0.0, 0.0, 5.0, 7.0].iter().map(|&v| f32_to_f16(v)).collect(); + let h = swiglu(&gu, inter); + assert_eq!(h.len(), inter); + assert_eq!(f16_to_f32(h[0]), 0.0); + assert_eq!(f16_to_f32(h[1]), 0.0); + // gate = [large, large] -> silu(x) ~ x, so out ~ gate*up. + let gu2: Vec = [10.0, 10.0, 2.0, 3.0].iter().map(|&v| f32_to_f16(v)).collect(); + let h2 = swiglu(&gu2, inter); + assert!((f16_to_f32(h2[0]) - 20.0).abs() < 0.1, "{}", f16_to_f32(h2[0])); + assert!((f16_to_f32(h2[1]) - 30.0).abs() < 0.2, "{}", f16_to_f32(h2[1])); + } + + /// Escha's int8 is per-output-ROW: y = f16(x @ f16(w8*scale)^T). + #[test] + fn w8a16_applies_per_row_scale() { + let (ic, oc) = (4, 2); + let w8: Vec = vec![1, 2, 3, 4, 5, 6, 7, 8]; + let scale: Vec = vec![f32_to_f16(0.5), f32_to_f16(2.0)]; + let x = vec![1.0f32, 1.0, 1.0, 1.0]; + let y = w8a16(&x, &w8, &scale, oc, ic); + assert_eq!(f16_to_f32(y[0]), 5.0); // (1+2+3+4)*0.5 + assert_eq!(f16_to_f32(y[1]), 52.0); // (5+6+7+8)*2.0 + } +``` + +- [ ] **Step 2: Run the tests to verify they fail** + +```bash +cargo test -p hipfire-quantize --lib escha_ref 2>&1 | tail -15 +``` + +Expected: compile error, `cannot find function 'expert_linear' in this scope`. + +- [ ] **Step 3: Implement** + +Append to the non-test portion of `escha_ref.rs`: + +```rust +/// Full single-expert linear for one token: `x [ic] -> [oc]` fp16 bits. +/// +/// `w_bits` is the decoded bare weight, row-major `[ic, oc]` — decode it once +/// with `reconstruct` and reuse it. `ref.moe_block` in the Python original +/// re-decodes per (token, slot), which is 128 full tile decodes for an +/// 8-token fixture; do not reproduce that. +pub fn expert_linear(x: &[f32], w_bits: &[u16], rin: &[f32], rout: &[f32]) -> Vec { + let (ic, oc) = (rin.len(), rout.len()); + assert_eq!(x.len(), ic); + assert_eq!(w_bits.len(), ic * oc); + let xh = input_transform(x, rin); + let mut mid = vec![0.0f32; oc]; + for i in 0..ic { + let a = f16_to_f32(xh[i]); + if a == 0.0 { + continue; + } + let row = &w_bits[i * oc..(i + 1) * oc]; + for (m, &wb) in mid.iter_mut().zip(row) { + *m += a * f16_to_f32(wb); + } + } + output_transform(&mid, rout) +} + +/// `silu(g) * u` on the fp16-rounded merged output; gate is the first half. +pub fn swiglu(gate_up_bits: &[u16], inter: usize) -> Vec { + assert_eq!(gate_up_bits.len(), 2 * inter); + let mut out = Vec::with_capacity(inter); + for i in 0..inter { + let g = f16_to_f32(gate_up_bits[i]); + let s = f16_to_f32(f32_to_f16(g / (1.0 + (-g).exp()))); + out.push(f32_to_f16(s * f16_to_f32(gate_up_bits[inter + i]))); + } + out +} + +/// `y = f16( x @ f16(w8 * scale)^T )`. `w8` is `[oc, ic]`, `scale` is `[oc]` +/// fp16 bits — Escha's int8 is per-output-row, not per-block. +pub fn w8a16(x: &[f32], w8: &[i8], scale: &[u16], oc: usize, ic: usize) -> Vec { + assert_eq!(w8.len(), oc * ic); + assert_eq!(scale.len(), oc); + assert_eq!(x.len(), ic); + let mut out = Vec::with_capacity(oc); + for o in 0..oc { + let s = f16_to_f32(scale[o]); + let mut acc = 0.0f32; + for i in 0..ic { + acc += x[i] * f16_to_f32(f32_to_f16(w8[o * ic + i] as f32 * s)); + } + out.push(f32_to_f16(acc)); + } + out +} +``` + +- [ ] **Step 4: Run the tests to verify they pass** + +```bash +cargo test -p hipfire-quantize --lib escha_ref 2>&1 | tail -15 +``` + +Expected: `test result: ok. 11 passed; 0 failed`. + +- [ ] **Step 5: Commit** + +```bash +git add crates/hipfire-quantize/src/escha_ref.rs +git commit -m "feat(escha): expert linear, SwiGLU and w8a16 in the CPU reference" +``` + +--- + +### Task 4: Register the quant types and the rotation plan + +Two ids, one rotation plan, and the guard that stops them silently falling through to an unrotated kernel. That fallthrough is the highest-severity failure mode in the port: it produces coherent-looking text rather than a crash. + +**Files:** +- Modify: `crates/hipfire-quantize/src/hfq.rs` (enum + `from_u8`) +- Modify: `crates/rdna-compute/src/dispatch.rs:285-310` (`DType`) +- Modify: `crates/hipfire-dispatch/src/types.rs:107-130` (`RotationPlan`, `dtype_rotation_plan`) +- Test: `crates/hipfire-dispatch-tests/src/dtype.rs` + +**Interfaces:** +- Produces: `hfq::QuantType::{ESCHA2T16, ESCHA3T16}` (bytes 42, 43), `DType::{Escha2T16, Escha3T16}`, `RotationPlan::EschaH128` + +- [ ] **Step 1: Write the failing tests** + +Add to `crates/hipfire-dispatch-tests/src/dtype.rs`: + +```rust +#[test] +fn escha_types_use_the_escha_rotation_plan() { + assert_eq!(dtype_rotation_plan(DType::Escha2T16), RotationPlan::EschaH128); + assert_eq!(dtype_rotation_plan(DType::Escha3T16), RotationPlan::EschaH128); +} + +/// Escha weights are stored in the rotated domain. Reaching a Plain GEMV +/// without the H128 pair does not crash — it produces coherent-looking +/// garbage. Both types must therefore refuse to resolve to Plain, exactly as +/// MQ4G128 does (see coverage_tests.rs). +#[test] +fn escha_types_never_resolve_to_plain() { + for dt in [DType::Escha2T16, DType::Escha3T16] { + assert!( + KernelKey::for_gemv(dt, GemvVariant::Plain, false).is_err(), + "{dt:?} must not have a Plain GEMV arm — that would skip the H128 pair" + ); + } +} +``` + +Add to `crates/hipfire-quantize/src/hfq.rs`, inside its existing `#[cfg(test)] mod tests`: + +```rust + /// from_u8 and the enum discriminants must agree — the doc comment on + /// from_u8 makes this a contract, and a drifted pair silently mislabels + /// every tensor written after it. + #[test] + fn escha_quant_types_round_trip() { + assert_eq!(QuantType::from_u8(42), Some(QuantType::ESCHA2T16)); + assert_eq!(QuantType::from_u8(43), Some(QuantType::ESCHA3T16)); + assert_eq!(QuantType::ESCHA2T16 as u8, 42); + assert_eq!(QuantType::ESCHA3T16 as u8, 43); + } +``` + +- [ ] **Step 2: Run the tests to verify they fail** + +```bash +cargo test -p hipfire-quantize --lib hfq::tests::escha 2>&1 | tail -10 +cargo test -p hipfire-dispatch-tests escha 2>&1 | tail -10 +``` + +Expected: compile errors — `no variant named 'ESCHA2T16'`, `no variant or associated item named 'Escha2T16'`. + +- [ ] **Step 3: Add the quant types** + +In `crates/hipfire-quantize/src/hfq.rs`, add to the `#[repr(u8)] enum QuantType` after `MQ2G256LloydU`: + +```rust + /// Escha-W2 trellis, K=2, 16x16 tile, cbA hash codebook (2.00 bpw). + /// Codes are stored verbatim from the source safetensors. + ESCHA2T16 = 42, + /// Escha-W2 trellis, K=3, 16x16 tile, cbA hash codebook (3.00 bpw). + ESCHA3T16 = 43, +``` + +And in `from_u8`, before the `_ => None` arm: + +```rust + 42 => Some(Self::ESCHA2T16), + 43 => Some(Self::ESCHA3T16), +``` + +In `crates/rdna-compute/src/dispatch.rs`, add to `enum DType` after `MQ4G256V2`: + +```rust + Escha2T16, + Escha3T16, +``` + +In `crates/hipfire-dispatch/src/types.rs`, add to `enum RotationPlan` after `Givens`: + +```rust + /// Escha-W2: unnormalised 128-point Walsh-Hadamard on BOTH sides, + /// RS = 1/sqrt(128), signs folded into rin/rout rather than seeded. + EschaH128, +``` + +And add an arm to `dtype_rotation_plan`, before the `_ => RotationPlan::None` catch-all: + +```rust + Escha2T16 | Escha3T16 => RotationPlan::EschaH128, +``` + +- [ ] **Step 4: Run the tests to verify they pass** + +```bash +cargo test -p hipfire-quantize --lib hfq::tests::escha 2>&1 | tail -10 +cargo test -p hipfire-dispatch-tests escha 2>&1 | tail -10 +``` + +Expected: both `test result: ok`. + +If `escha_types_never_resolve_to_plain` fails, a `_ =>` catch-all in `KernelKey::for_gemv` is swallowing the new types. Find it and make the escha arms explicit errors — do not leave the catch-all to handle them. + +- [ ] **Step 5: Verify the whole workspace still builds** + +```bash +cargo build --release --workspace --all-targets --locked 2>&1 | tail -20 +``` + +Expected: no errors. Non-exhaustive-match errors elsewhere are the point — every site that matches on `DType` or `RotationPlan` now has to say what it does with escha. Add explicit `Escha2T16 | Escha3T16 => Err(...)` arms rather than folding them into existing catch-alls. + +- [ ] **Step 6: Commit** + +```bash +git add crates/hipfire-quantize/src/hfq.rs crates/rdna-compute/src/dispatch.rs \ + crates/hipfire-dispatch/src/types.rs crates/hipfire-dispatch-tests/src/dtype.rs +git commit -m "feat(escha): register ESCHA2T16/ESCHA3T16 and the EschaH128 rotation plan" +``` + +--- + +### Task 5: Converter — safetensors to `.hfq` + +**Files:** +- Create: `crates/hipfire-quantize/src/pipeline_escha.rs` +- Modify: `crates/hipfire-quantize/src/main.rs` (add `mod pipeline_escha;` beside the other `pipeline_*` modules, and a CLI arm) + +**Interfaces:** +- Consumes: `crate::hfq::{HfqTensor, QuantType, write_hfq}`, `crate::safetensors_file::SafetensorsFile`, `crate::escha_ref::fold_scales` +- Produces: `pub(crate) fn convert_escha(src_dir: &Path, out: &Path) -> Result<(), String>`, `pub(crate) fn classify_leaf(name: &str) -> Leaf`, `pub(crate) enum Leaf { Code, Rin, Rout, SIn, SOut, Config, Bias, Int8, Int8Scale, Passthrough, UnknownEscha }` + +- [ ] **Step 1: Write the failing tests** + +Create `crates/hipfire-quantize/src/pipeline_escha.rs` with only this test module: + +```rust +#[cfg(test)] +mod tests { + use super::*; + use crate::float16::f32_to_f16; + + #[test] + fn k_comes_from_the_code_shape_not_metadata() { + // gate_up: [E, in/16, out/16, 16K] with K=2 -> last dim 32 + assert_eq!(k_from_code_shape(&[256, 128, 64, 32]), Ok(2)); + // down: K=3 -> last dim 48 + assert_eq!(k_from_code_shape(&[256, 32, 128, 48]), Ok(3)); + // dense exports have no E axis + assert_eq!(k_from_code_shape(&[320, 1088, 32]), Ok(2)); + assert!(k_from_code_shape(&[256, 128, 64, 33]).is_err()); + } + + #[test] + fn quant_type_follows_k() { + assert_eq!(quant_type_for_k(2), Ok(QuantType::ESCHA2T16)); + assert_eq!(quant_type_for_k(3), Ok(QuantType::ESCHA3T16)); + assert!(quant_type_for_k(4).is_err()); + } + + /// `ignore` means "not escha-coded", NOT "not quantized" — both models + /// list embed_tokens and lm_head there and ship them as weight_int8. + /// Classification must key off the tensor suffix actually present. + #[test] + fn classify_leaf_keys_off_the_suffix() { + assert_eq!(classify_leaf("l.0.mlp.experts.gate_up_proj.escha_code"), Leaf::Code); + assert_eq!(classify_leaf("l.0.mlp.experts.gate_up_proj.escha_rin"), Leaf::Rin); + assert_eq!(classify_leaf("l.0.mlp.experts.gate_up_proj.escha_s_out"), Leaf::SOut); + assert_eq!(classify_leaf("lm_head.weight_int8"), Leaf::Int8); + assert_eq!(classify_leaf("lm_head.weight_scale"), Leaf::Int8Scale); + assert_eq!(classify_leaf("l.0.input_layernorm.weight"), Leaf::Passthrough); + } + + /// A future export carrying a rotation variant this version does not + /// implement must stop conversion, not decode under the wrong rotation. + #[test] + fn unknown_escha_leaf_is_rejected() { + assert_eq!( + classify_leaf("l.0.mlp.gate_proj.escha_rotation_theta"), + Leaf::UnknownEscha + ); + } + + /// Required: code, rin, rout. Missing any is "incomplete escha linear" — + /// fail loudly at load, never a partial decode. + #[test] + fn incomplete_linear_is_rejected() { + let mut present = vec![Leaf::Code, Leaf::Rin, Leaf::Rout]; + assert!(check_linear_complete("proj", &present).is_ok()); + present.pop(); + let err = check_linear_complete("proj", &present).unwrap_err(); + assert!(err.contains("incomplete escha linear"), "{err}"); + } + + /// Optional: s_in, s_out, config, bias. An export without the end-to-end + /// stage ships none of them and must still convert. + #[test] + fn optional_leaves_may_all_be_absent() { + assert!(check_linear_complete("proj", &[Leaf::Code, Leaf::Rin, Leaf::Rout]).is_ok()); + } + + /// The row scale must be replicated into every block with the int8 bytes + /// untouched — that is what makes the repack bit-exact. Recomputing block + /// scales would be a second quantisation. + #[test] + fn int8_repack_replicates_the_row_scale() { + let oc = 2; + let ic = 64; // two Q8_0 blocks per row + let w8: Vec = (0..(oc * ic)).map(|i| (i % 127) as i8).collect(); + let scale = vec![f32_to_f16(0.5), f32_to_f16(2.0)]; + let q8 = int8_rows_to_q8_0(&w8, &scale, oc, ic).unwrap(); + assert_eq!(q8.len(), oc * (ic / 32) * 34); + // Both blocks of row 0 carry row 0's scale, unchanged. + assert_eq!(&q8[0..2], &scale[0].to_le_bytes()); + assert_eq!(&q8[34..36], &scale[0].to_le_bytes()); + // Row 1's blocks carry row 1's scale. + assert_eq!(&q8[68..70], &scale[1].to_le_bytes()); + // Payload bytes are passed through verbatim. + assert_eq!(q8[2] as i8, w8[0]); + assert_eq!(q8[36] as i8, w8[32]); + } + + #[test] + fn int8_repack_rejects_a_ragged_row() { + assert!(int8_rows_to_q8_0(&[0i8; 20], &[0u16], 1, 20).is_err()); + } +} +``` + +- [ ] **Step 2: Run the tests to verify they fail** + +```bash +cargo test -p hipfire-quantize --bin hipfire-quantize pipeline_escha 2>&1 | tail -15 +``` + +Expected: compile error, `cannot find function 'k_from_code_shape'`. + +- [ ] **Step 3: Implement the classification core** + +Insert above the test module in `pipeline_escha.rs`: + +```rust +//! Converter for EschaLabs Escha-W2 checkpoints (`quant_method` = `escha` / +//! `eschamoe`) into `.hfq`. +//! +//! Code streams are copied byte-for-byte; `memcmp` on the round-trip is a +//! post-condition. See docs/plans/escha-w2-port-design.md. + +use crate::hfq::QuantType; +use std::path::Path; + +#[derive(Debug, Clone, Copy, PartialEq, Eq)] +pub(crate) enum Leaf { + Code, + Rin, + Rout, + SIn, + SOut, + Config, + Bias, + Int8, + Int8Scale, + Passthrough, + UnknownEscha, +} + +/// The complete escha leaf namespace. Anything else beginning `escha_` is a +/// format mismatch from a newer exporter and must stop conversion. +pub(crate) fn classify_leaf(name: &str) -> Leaf { + let suffix = name.rsplit('.').next().unwrap_or(""); + match suffix { + "escha_code" => Leaf::Code, + "escha_rin" => Leaf::Rin, + "escha_rout" => Leaf::Rout, + "escha_s_in" => Leaf::SIn, + "escha_s_out" => Leaf::SOut, + "escha_config" => Leaf::Config, + "bias" => Leaf::Bias, + "weight_int8" => Leaf::Int8, + "weight_scale" => Leaf::Int8Scale, + s if s.starts_with("escha_") => Leaf::UnknownEscha, + _ => Leaf::Passthrough, + } +} + +/// `K` from the code tensor's own shape: the last dimension is `16 * K`. +/// +/// This is the ONLY source of truth. `escha_config` is optional (spec §1.4) +/// and `layer_meta.bits` is self-inconsistent across releases — the 35B +/// records down_proj as bits 3.0 / K 3, the 27B as bits 2.0 / K 3 (spec §1.3). +pub(crate) fn k_from_code_shape(shape: &[u64]) -> Result { + let last = *shape.last().ok_or("escha_code has no dimensions")? as usize; + if last % 16 != 0 { + return Err(format!("escha_code last dim {last} is not a multiple of 16")); + } + let k = last / 16; + if k != 2 && k != 3 { + return Err(format!("unsupported escha code rate K={k} (expected 2 or 3)")); + } + Ok(k) +} + +pub(crate) fn quant_type_for_k(k: usize) -> Result { + match k { + 2 => Ok(QuantType::ESCHA2T16), + 3 => Ok(QuantType::ESCHA3T16), + _ => Err(format!("unsupported escha code rate K={k}")), + } +} + +/// Required: code, rin, rout. Optional: s_in, s_out, config, bias. +pub(crate) fn check_linear_complete(proj: &str, present: &[Leaf]) -> Result<(), String> { + for req in [Leaf::Code, Leaf::Rin, Leaf::Rout] { + if !present.contains(&req) { + return Err(format!( + "incomplete escha linear '{proj}': missing {req:?}; \ + refusing to decode into noise" + )); + } + } + Ok(()) +} +``` + +- [ ] **Step 4: Run the tests to verify they pass** + +```bash +cargo test -p hipfire-quantize --bin hipfire-quantize pipeline_escha 2>&1 | tail -15 +``` + +Expected: `test result: ok. 8 passed; 0 failed`. + +- [ ] **Step 5: Implement `convert_escha`** + +Append to `pipeline_escha.rs`: + +```rust +use crate::escha_ref::fold_scales; +use crate::hfq::{write_hfq, HfqTensor}; +use crate::safetensors_file::SafetensorsFile; +use std::collections::BTreeMap; + +/// Convert an Escha-W2 checkpoint directory into a single `.hfq`. +/// +/// `arch` is 6 for `eschamoe` (MoE) and 5 for `escha` (dense). +pub(crate) fn convert_escha(src_dir: &Path, out: &Path) -> Result<(), String> { + let cfg: serde_json::Value = serde_json::from_slice( + &std::fs::read(src_dir.join("config.json")).map_err(|e| e.to_string())?, + ) + .map_err(|e| e.to_string())?; + let qc = &cfg["quantization_config"]; + let method = qc["quant_method"].as_str().unwrap_or_default(); + let version = qc["format_version"].as_str().unwrap_or_default(); + if version != "2.0" { + return Err(format!("unsupported escha format_version {version:?}; expected \"2.0\"")); + } + let arch: u32 = match method { + "eschamoe" => 6, + "escha" => 5, + other => return Err(format!("not an escha checkpoint: quant_method {other:?}")), + }; + + // Tensors can straddle shards (the 27B's mlp.up_proj has its escha_code in + // shard 2 while its metadata sits in shard 1), so resolve through every + // shard rather than per-file. + let mut shards = Vec::new(); + let mut paths: Vec<_> = std::fs::read_dir(src_dir) + .map_err(|e| e.to_string())? + .filter_map(|e| e.ok()) + .map(|e| e.path()) + .filter(|p| p.extension().is_some_and(|x| x == "safetensors")) + .collect(); + paths.sort(); + for p in &paths { + shards.push(SafetensorsFile::open(p).map_err(|e| e.to_string())?); + } + let find = |name: &str| shards.iter().find_map(|s| s.tensor_data(name)); + + // Group leaves by projection prefix so completeness can be checked. + let mut by_proj: BTreeMap> = BTreeMap::new(); + let mut passthrough: Vec = Vec::new(); + for s in &shards { + for name in s.tensor_names() { + let leaf = classify_leaf(name); + match leaf { + Leaf::UnknownEscha => { + return Err(format!( + "unknown escha tensor '{name}': this build implements \ + escha_code/rin/rout/s_in/s_out/config only. A newer \ + exporter shipped a leaf we do not decode; refusing." + )) + } + Leaf::Passthrough | Leaf::Int8 | Leaf::Int8Scale => { + passthrough.push(name.to_string()) + } + _ => { + let prefix = name.rsplit_once('.').unwrap().0.to_string(); + by_proj.entry(prefix).or_default().push((name.to_string(), leaf)); + } + } + } + } + + let mut tensors: Vec = Vec::new(); + for (proj, leaves) in &by_proj { + let kinds: Vec = leaves.iter().map(|(_, l)| *l).collect(); + check_linear_complete(proj, &kinds)?; + + let (meta, data) = find(&format!("{proj}.escha_code")) + .ok_or_else(|| format!("{proj}: escha_code vanished between passes"))?; + let k = k_from_code_shape(&meta.shape)?; + let qt = quant_type_for_k(k)?; + + // Verbatim: the code stream is copied byte-for-byte. memcmp on the + // round-trip is the post-condition (G1). + tensors.push(HfqTensor { + name: format!("{proj}.escha_code"), + quant_type: qt, + shape: meta.shape.iter().map(|&d| d as u32).collect(), + group_size: 16, + data: data.to_vec(), + spilled_len: 0, + }); + + // Fold the optional end-to-end scales into rin/rout — one f32 pair per + // projection, per row when the tensor is E-stacked. + let (rin_m, rin_d) = find(&format!("{proj}.escha_rin")).unwrap(); + let (rout_m, rout_d) = find(&format!("{proj}.escha_rout")).unwrap(); + let s_in = find(&format!("{proj}.escha_s_in")).map(|(_, d)| as_f32(d)); + let s_out = find(&format!("{proj}.escha_s_out")).map(|(_, d)| as_f32(d)); + let (ri, ro) = fold_scales( + &as_u16(rin_d), + &as_u16(rout_d), + s_in.as_deref(), + s_out.as_deref(), + ); + tensors.push(f32_tensor(&format!("{proj}.escha_rin_eff"), &rin_m.shape, ri)); + tensors.push(f32_tensor(&format!("{proj}.escha_rout_eff"), &rout_m.shape, ro)); + + if let Some((bm, bd)) = find(&format!("{proj}.bias")) { + tensors.push(HfqTensor { + name: format!("{proj}.bias"), + quant_type: QuantType::F16, + shape: bm.shape.iter().map(|&d| d as u32).collect(), + group_size: 0, + data: bd.to_vec(), + spilled_len: 0, + }); + } + } + + for name in &passthrough { + match classify_leaf(name) { + // Consumed alongside its weight_int8 sibling. + Leaf::Int8Scale => continue, + Leaf::Int8 => { + let prefix = name.rsplit_once('.').unwrap().0; + let (m, d) = find(name).unwrap(); + let (_, sd) = find(&format!("{prefix}.weight_scale")).ok_or_else(|| { + format!("{name}: weight_int8 without a matching weight_scale") + })?; + let oc = m.shape[0] as usize; + let ic = m.shape[1] as usize; + let w8: Vec = d.iter().map(|&b| b as i8).collect(); + let q8 = int8_rows_to_q8_0(&w8, &as_u16(sd), oc, ic)?; + tensors.push(HfqTensor { + name: format!("{prefix}.weight"), + quant_type: QuantType::Q8F16, + shape: vec![oc as u32, ic as u32], + group_size: 32, + data: q8, + spilled_len: 0, + }); + } + _ => { + let (m, d) = find(name).unwrap(); + tensors.push(HfqTensor { + name: name.clone(), + quant_type: match m.dtype.as_str() { + "F16" => QuantType::F16, + "F32" => QuantType::F32, + "BF16" => QuantType::BF16, + other => return Err(format!("{name}: unhandled dtype {other}")), + }, + shape: m.shape.iter().map(|&d| d as u32).collect(), + group_size: 0, + data: d.to_vec(), + spilled_len: 0, + }); + } + } + } + + let metadata = serde_json::json!({ + "escha": { "format_version": version, "quant_method": method }, + }) + .to_string(); + write_hfq(out, arch, &metadata, &tensors, None).map_err(|e| e.to_string()) +} + +/// Escha's int8 is per-output-ROW; hipfire's `Q8_0` is per-32-element block +/// (34 bytes: f16 scale then 32 int8, per `llama.rs:148`). Replicating the row +/// scale into every block of that row passes the int8 bytes through unchanged, +/// so the reconstruction is bit-identical to Escha's `w8a16`. Cost is 2 bytes +/// per 32 elements — 6.25% — for scales that are all equal within a row. +/// +/// Do NOT recompute per-block scales from the dequantised values. That is a +/// second quantisation and adds avoidable error (design §4.2.1). +pub(crate) fn int8_rows_to_q8_0( + w8: &[i8], + scale_f16: &[u16], + oc: usize, + ic: usize, +) -> Result, String> { + if w8.len() != oc * ic { + return Err(format!("int8 tensor is {} bytes, expected {oc}x{ic}", w8.len())); + } + if scale_f16.len() != oc { + return Err(format!("expected {oc} row scales, got {}", scale_f16.len())); + } + if ic % 32 != 0 { + return Err(format!("Q8_0 needs a multiple of 32 per row, got ic={ic}")); + } + let mut out = Vec::with_capacity(oc * (ic / 32) * 34); + for o in 0..oc { + let s = scale_f16[o].to_le_bytes(); + for blk in 0..ic / 32 { + out.extend_from_slice(&s); + let base = o * ic + blk * 32; + out.extend(w8[base..base + 32].iter().map(|&v| v as u8)); + } + } + Ok(out) +} + +fn as_u16(d: &[u8]) -> Vec { + d.chunks_exact(2).map(|c| u16::from_le_bytes([c[0], c[1]])).collect() +} + +fn as_f32(d: &[u8]) -> Vec { + d.chunks_exact(4).map(|c| f32::from_le_bytes([c[0], c[1], c[2], c[3]])).collect() +} + +fn f32_tensor(name: &str, shape: &[u64], v: Vec) -> HfqTensor { + HfqTensor { + name: name.to_string(), + quant_type: QuantType::F32, + shape: shape.iter().map(|&d| d as u32).collect(), + group_size: 0, + data: v.iter().flat_map(|x| x.to_le_bytes()).collect(), + spilled_len: 0, + } +} +``` + +Add to `crates/hipfire-quantize/src/main.rs`, beside the existing `mod pipeline_deepseek;` / `mod pipeline_gguf;` declarations: + +```rust +mod pipeline_escha; +``` + +- [ ] **Step 6: Build and run the full crate test suite** + +```bash +cargo build --release -p hipfire-quantize 2>&1 | tail -20 +cargo test -p hipfire-quantize 2>&1 | tail -15 +``` + +Expected: build succeeds; all tests pass. + +- [ ] **Step 7: Commit** + +```bash +git add crates/hipfire-quantize/src/pipeline_escha.rs crates/hipfire-quantize/src/main.rs +git commit -m "feat(escha): safetensors -> hfq converter with the leaf contract enforced" +``` + +--- + +### Task 6: Convert the real 35B and prove the round-trip (G1) + +The first gate that touches the actual model. It catches shape and classification errors that no synthetic test reaches. + +**Files:** +- Modify: `crates/hipfire-quantize/src/main.rs` (CLI arm) +- Create: `scripts/escha-verify-roundtrip.py` + +**Interfaces:** +- Consumes: `pipeline_escha::convert_escha` +- Produces: CLI `hipfire-quantize escha --src --out ` + +- [ ] **Step 1: Wire the CLI arm** + +In `crates/hipfire-quantize/src/main.rs`, add to the subcommand dispatch (follow the existing `deepseek4` / `gguf` arms verbatim for style): + +```rust + Some("escha") => { + let src = arg_value(&args, "--src").expect("--src required"); + let out = arg_value(&args, "--out").expect("--out required"); + pipeline_escha::convert_escha(Path::new(&src), Path::new(&out)) + .unwrap_or_else(|e| panic!("escha conversion failed: {e}")); + println!("wrote {out}"); + } +``` + +- [ ] **Step 2: Write the round-trip verifier** + +Create `scripts/escha-verify-roundtrip.py`: + +```python +#!/usr/bin/env python3 +"""G1: every escha_code tensor in the .hfq must be byte-identical to source. + +Verbatim repack is the whole basis for claiming no codec loss, so this is a +memcmp, not a tolerance check. +""" +import json, struct, sys +from pathlib import Path + +def hfq_index(path): + b = path.read_bytes() + assert b[:4] == b"HFQM", "not an HFQ file" + n_tensors, = struct.unpack_from(" HipResult<()>` + +- [ ] **Step 1: Write the kernel** + +Create `kernels/src/escha_decode_tiles.hip`: + +```cpp +// Escha-W2 one-shot tile decode -> Q8_0 resident weights (Phase 1). +// +// Reads the verbatim int16 code stream, decodes 16x16 trellis tiles, and +// writes hipfire Q8_0 (34 bytes per 32 elements: f16 scale + 32 int8). +// +// The codebook is computed inline. A 65536-entry fp16 LUT would be 128 KB and +// gfx1151 has 64 KB LDS, so there is no table anywhere in this file. +// +// Escha's tile grid is in-major [in/16, out/16]; hipfire stores weights +// out-major [out, in]. This kernel transposes on the way out. + +#include +#include + +__device__ __forceinline__ __half escha_cba(unsigned short state) { + unsigned int r = ((unsigned int)state * 0xCBAC1FEDu) & 0x8FFF8FFFu; + r ^= 0x3B603B60u; + __half lo = __ushort_as_half((unsigned short)(r & 0xFFFFu)); + __half hi = __ushort_as_half((unsigned short)(r >> 16)); + return __hadd(lo, hi); // fp16 RNE add — matches the reference exactly +} + +__device__ __forceinline__ void escha_decode8_k2( + const unsigned int* w, int lane, unsigned short* out) { + int t_off = lane * 8; + int i1 = t_off >> 4; + int i0 = (i1 + 15) & 15; + unsigned long long merged = ((unsigned long long)w[i0] << 32) | w[i1]; + int shift = ((~t_off) & 8) << 1; // 16 for even lanes, 0 for odd + unsigned int v = (unsigned int)((merged >> shift) & 0xFFFFFFFFull); + #pragma unroll + for (int j = 0; j < 8; ++j) out[j] = (unsigned short)(v >> (2 * (7 - j))); +} + +__device__ __forceinline__ void escha_decode8_k3( + const unsigned int* w, int lane, unsigned short* out) { + const int BITS = 3; + int t_off = lane * 8; + int b1 = (t_off + 257) * BITS; + int b0 = b1 - 16; + int b2 = b1 + BITS * 7; + int i0 = b0 >> 5; + int i2 = (b2 - 1) >> 5; + int s2 = ((i2 + 1) << 5) - b2; + unsigned long long merged = + ((unsigned long long)w[i0 % 24] << 32) | w[i2 % 24]; + unsigned int w7 = (unsigned int)((merged >> s2) & 0xFFFFFFFFull); + unsigned int w3 = (unsigned int)((merged >> (s2 + BITS * 4)) & 0xFFFFFFFFull); + out[0] = (unsigned short)(w3 >> 9); out[1] = (unsigned short)(w3 >> 6); + out[2] = (unsigned short)(w3 >> 3); out[3] = (unsigned short)(w3); + out[4] = (unsigned short)(w7 >> 9); out[5] = (unsigned short)(w7 >> 6); + out[6] = (unsigned short)(w7 >> 3); out[7] = (unsigned short)(w7); +} + +// One block per tile. 32 lanes, 8 values each = the 256 tile slots. +extern "C" __global__ void escha_decode_tiles( + const short* __restrict__ code, // [in/16, out/16, 16K] + __half* __restrict__ bare, // [in, out] fp16 scratch + int in_features, int out_features, int K) { + int tile = blockIdx.x; + int tn = out_features / 16; + int kt = tile / tn, nt = tile % tn; + int lane = threadIdx.x; + if (lane >= 32) return; + + unsigned int words[24]; + const short* src = code + (size_t)tile * 16 * K; + for (int i = 0; i < 8 * K; ++i) + words[i] = ((unsigned int)(unsigned short)src[2 * i]) | + (((unsigned int)(unsigned short)src[2 * i + 1]) << 16); + + unsigned short st[8]; + if (K == 2) escha_decode8_k2(words, lane, st); + else escha_decode8_k3(words, lane, st); + + int l0 = lane & ~4; + int c_off = (lane >> 2) & 1; + #pragma unroll + for (int j = 0; j < 8; ++j) { + int fi = j >> 1; + int row = (lane & 3) * 2 + (j & 1) + (fi & 1) * 8; + int col = 2 * ((l0 >> 3) + (j >= 4 ? 4 : 0)) + c_off; + bare[(size_t)(kt * 16 + row) * out_features + (nt * 16 + col)] = escha_cba(st[j]); + } +} +``` + +- [ ] **Step 2: Register the kernel source** + +In `crates/rdna-compute/src/kernels.rs`, beside line 4810: + +```rust +pub const ESCHA_DECODE_TILES_SRC: &str = + include_str!("../../../kernels/src/escha_decode_tiles.hip"); +``` + +In `crates/rdna-compute/src/dispatch.rs` near line 4251: + +```rust + specs.push(("escha_decode_tiles", kernels::ESCHA_DECODE_TILES_SRC.to_string())); +``` + +- [ ] **Step 3: Write the GPU-vs-CPU parity test** + +Create `crates/rdna-compute/examples/test_escha_decode_gpu_vs_cpu.rs`: + +```rust +//! G2: GPU tile decode must match escha_ref::reconstruct EXACTLY in fp16, +//! for both K. Run: +//! cargo run --release -p rdna-compute --example test_escha_decode_gpu_vs_cpu +use hipfire_quantize::escha_ref; + +fn main() { + for (name, ic, oc, k) in [ + ("packed_gu_e0_k2.i16", 2048usize, 1024usize, 2usize), + ("packed_down_e0_k3.i16", 512, 2048, 3), + ] { + let path = format!( + "{}/../hipfire-quantize/tests/data/escha/{name}", + env!("CARGO_MANIFEST_DIR") + ); + let raw = std::fs::read(&path).expect("run fetch-goldens.sh first"); + let code: Vec = + raw.chunks_exact(2).map(|c| i16::from_le_bytes([c[0], c[1]])).collect(); + let want = escha_ref::reconstruct(&code, ic, oc, k); + + let mut gpu = rdna_compute::Gpu::new().expect("gpu"); + let got = gpu.escha_decode_tiles_host(&code, ic as u32, oc as u32, k as u32) + .expect("decode"); + + let bad = want.iter().zip(&got).filter(|(a, b)| a != b).count(); + println!("{name}: {bad} mismatched of {} elements", want.len()); + assert_eq!(bad, 0, "{name}: GPU decode diverges from the CPU reference"); + } + println!("G2 PASS"); +} +``` + +Add `hipfire-quantize` to `crates/rdna-compute/Cargo.toml` under `[dev-dependencies]`: + +```toml +hipfire-quantize = { path = "../hipfire-quantize" } +``` + +- [ ] **Step 4: Run it and confirm it fails** + +```bash +cargo run --release -p rdna-compute --example test_escha_decode_gpu_vs_cpu 2>&1 | tail -10 +``` + +Expected: compile error, `no method named 'escha_decode_tiles_host'`. + +- [ ] **Step 5: Implement the host wrapper** + +Add to `crates/rdna-compute/src/gemv.rs` beside `gemv_q8_0` (line 13563), following its `ensure_kernel` + launch style: + +```rust + /// Decode an escha code stream to a bare fp16 weight matrix `[ic, oc]`. + /// Host-side helper used by the G2 parity gate; the load path uses the + /// device-resident form. + pub fn escha_decode_tiles_host( + &mut self, + code: &[i16], + in_features: u32, + out_features: u32, + k: u32, + ) -> HipResult> { + self.ensure_kernel( + "escha_decode_tiles", + kernels::ESCHA_DECODE_TILES_SRC, + "escha_decode_tiles", + )?; + let n_tiles = (in_features / 16) * (out_features / 16); + let d_code = self.upload_raw( + &code.iter().flat_map(|v| v.to_le_bytes()).collect::>(), + &[code.len()], + )?; + let d_bare = self.alloc_tensor( + &[(in_features as usize) * (out_features as usize)], + DType::F16, + )?; + self.launch_kernel( + "escha_decode_tiles", + (n_tiles, 1, 1), + (32, 1, 1), + &[ + &d_code.buf, &d_bare.buf, + &(in_features as i32), &(out_features as i32), &(k as i32), + ], + )?; + let mut out = vec![0u8; (in_features as usize) * (out_features as usize) * 2]; + self.hip.memcpy_dtoh(&mut out, &d_bare.buf)?; + Ok(out.chunks_exact(2).map(|c| u16::from_le_bytes([c[0], c[1]])).collect()) + } +``` + +- [ ] **Step 6: Run the parity gate (G2)** + +```bash +which hipcc || echo "FIX: hipcc must be on PATH or the daemon cannot JIT" +cargo run --release -p rdna-compute --example test_escha_decode_gpu_vs_cpu 2>&1 | tail -10 +``` + +Expected: + +``` +packed_gu_e0_k2.i16: 0 mismatched of 2097152 elements +packed_down_e0_k3.i16: 0 mismatched of 1048576 elements +G2 PASS +``` + +Any nonzero mismatch count is a decode bug, not a rounding artifact — `__hadd` is RNE and the CPU reference rounds identically. If K=2 passes and K=3 fails, the bug is in `escha_decode8_k3`'s modular wrap. + +- [ ] **Step 7: Commit** + +```bash +git add kernels/src/escha_decode_tiles.hip crates/rdna-compute/src/kernels.rs \ + crates/rdna-compute/src/dispatch.rs crates/rdna-compute/src/gemv.rs \ + crates/rdna-compute/examples/test_escha_decode_gpu_vs_cpu.rs \ + crates/rdna-compute/Cargo.toml +git commit -m "feat(escha): GPU tile decode kernel, bit-exact against the CPU reference" +``` + +--- + +### Task 8: H128 input and output transforms (G3) + +**Files:** +- Create: `kernels/src/escha_h128.hip` +- Modify: `crates/rdna-compute/src/kernels.rs`, `crates/rdna-compute/src/dispatch.rs` +- Test: `crates/rdna-compute/examples/test_escha_h128_gpu_vs_cpu.rs` + +**Interfaces:** +- Consumes: `escha_ref::{h128_inplace, input_transform, output_transform, RS}` +- Produces: kernels `escha_h128_in`, `escha_h128_out`; `Gpu::escha_h128_in(...)`, `Gpu::escha_h128_out(...)` + +- [ ] **Step 1: Write the kernel** + +Create `kernels/src/escha_h128.hip`: + +```cpp +// Escha-W2 activation transforms. +// in : xh = f16( H128(x * rin) * RS ) +// out: y = f16( H128(mid) * RS * rout ) +// +// H128 is the UNNORMALISED 128-point Walsh-Hadamard in Sylvester (natural) +// order. Escha folds its sign flips into rin/rout, so unlike hipfire's +// gemv_mq4g128 there is no sign-seed stage here. +// +// A pruned output channel (rout == 0) must come out EXACTLY zero — do not +// reorder the final multiply in a way that could produce -0.0 or a denormal. + +#include +#include + +#define ESCHA_RS 0.0883883476f // 1/sqrt(128) + +__device__ __forceinline__ void h128_block(float* v) { + for (int h = 1; h < 128; h <<= 1) { + for (int i = 0; i < 128; i += (h << 1)) { + for (int j = i; j < i + h; ++j) { + float a = v[j], b = v[j + h]; + v[j] = a + b; + v[j + h] = a - b; + } + } + } +} + +// One block per 128-channel group. 128 threads cooperate via LDS. +extern "C" __global__ void escha_h128_in( + const float* __restrict__ x, const float* __restrict__ rin, + __half* __restrict__ xh, int n) { + __shared__ float s[128]; + int g = blockIdx.x, t = threadIdx.x; + int idx = g * 128 + t; + if (idx >= n) return; + s[t] = x[idx] * rin[idx]; + __syncthreads(); + if (t == 0) h128_block(s); + __syncthreads(); + xh[idx] = __float2half(s[t] * ESCHA_RS); +} + +extern "C" __global__ void escha_h128_out( + const float* __restrict__ mid, const float* __restrict__ rout, + __half* __restrict__ y, int n) { + __shared__ float s[128]; + int g = blockIdx.x, t = threadIdx.x; + int idx = g * 128 + t; + if (idx >= n) return; + s[t] = mid[idx]; + __syncthreads(); + if (t == 0) h128_block(s); + __syncthreads(); + y[idx] = __float2half(s[t] * ESCHA_RS * rout[idx]); +} +``` + +- [ ] **Step 2: Register both kernels** + +In `crates/rdna-compute/src/kernels.rs`: + +```rust +pub const ESCHA_H128_SRC: &str = include_str!("../../../kernels/src/escha_h128.hip"); +``` + +In `crates/rdna-compute/src/dispatch.rs` near line 4251: + +```rust + specs.push(("escha_h128", kernels::ESCHA_H128_SRC.to_string())); +``` + +- [ ] **Step 3: Write the parity test** + +Create `crates/rdna-compute/examples/test_escha_h128_gpu_vs_cpu.rs`: + +```rust +//! G3: the H128 kernels must match escha_ref directly. +//! +//! A round-trip check (H128 . H128 == 128 I) is NOT sufficient — a wrong +//! butterfly order is also self-inverse and would pass it while being wrong. +use hipfire_quantize::escha_ref; +use hipfire_quantize::float16::f16_to_f32; + +fn main() { + let n = 2048usize; + let x: Vec = (0..n).map(|i| ((i * 37) as f32 * 0.017).sin()).collect(); + let rin: Vec = (0..n).map(|i| if i % 3 == 0 { -0.0023 } else { 0.0023 }).collect(); + let mut rout: Vec = (0..n).map(|i| 1.0 + (i % 5) as f32 * 0.1).collect(); + rout[7] = 0.0; + rout[1000] = 0.0; // pruned channels must stay exactly zero + + let want_in = escha_ref::input_transform(&x, &rin); + let want_out = escha_ref::output_transform(&x, &rout); + + let mut gpu = rdna_compute::Gpu::new().expect("gpu"); + let got_in = gpu.escha_h128_in_host(&x, &rin).expect("h128 in"); + let got_out = gpu.escha_h128_out_host(&x, &rout).expect("h128 out"); + + let bad_in = want_in.iter().zip(&got_in).filter(|(a, b)| a != b).count(); + let bad_out = want_out.iter().zip(&got_out).filter(|(a, b)| a != b).count(); + println!("h128_in : {bad_in} mismatched of {n}"); + println!("h128_out: {bad_out} mismatched of {n}"); + assert_eq!(f16_to_f32(got_out[7]), 0.0, "pruned channel 7 must be exactly zero"); + assert_eq!(f16_to_f32(got_out[1000]), 0.0, "pruned channel 1000 must be exactly zero"); + assert_eq!(bad_in, 0); + assert_eq!(bad_out, 0); + println!("G3 PASS"); +} +``` + +- [ ] **Step 4: Run it and confirm it fails** + +```bash +cargo run --release -p rdna-compute --example test_escha_h128_gpu_vs_cpu 2>&1 | tail -10 +``` + +Expected: compile error, `no method named 'escha_h128_in_host'`. + +- [ ] **Step 5: Implement the host wrappers** + +Add to `crates/rdna-compute/src/gemv.rs`: + +```rust + /// `xh = f16( H128(x * rin) * RS )` on device. Host-side helper for the + /// G3 parity gate; the forward path uses the device-resident form. + pub fn escha_h128_in_host(&mut self, x: &[f32], rin: &[f32]) -> HipResult> { + self.escha_h128_host_impl("escha_h128_in", x, rin) + } + + /// `y = f16( H128(mid) * RS * rout )` on device. + pub fn escha_h128_out_host(&mut self, mid: &[f32], rout: &[f32]) -> HipResult> { + self.escha_h128_host_impl("escha_h128_out", mid, rout) + } + + fn escha_h128_host_impl( + &mut self, + entry: &str, + a: &[f32], + vec: &[f32], + ) -> HipResult> { + assert_eq!(a.len(), vec.len()); + assert_eq!(a.len() % 128, 0, "H128 needs a multiple of 128"); + self.ensure_kernel("escha_h128", kernels::ESCHA_H128_SRC, entry)?; + let n = a.len(); + let d_a = self.upload_raw( + &a.iter().flat_map(|v| v.to_le_bytes()).collect::>(), + &[n], + )?; + let d_v = self.upload_raw( + &vec.iter().flat_map(|v| v.to_le_bytes()).collect::>(), + &[n], + )?; + let d_out = self.alloc_tensor(&[n], DType::F16)?; + self.launch_kernel( + entry, + ((n / 128) as u32, 1, 1), + (128, 1, 1), + &[&d_a.buf, &d_v.buf, &d_out.buf, &(n as i32)], + )?; + let mut raw = vec![0u8; n * 2]; + self.hip.memcpy_dtoh(&mut raw, &d_out.buf)?; + Ok(raw.chunks_exact(2).map(|c| u16::from_le_bytes([c[0], c[1]])).collect()) + } +``` + +- [ ] **Step 6: Run the parity gate (G3)** + +```bash +cargo run --release -p rdna-compute --example test_escha_h128_gpu_vs_cpu 2>&1 | tail -10 +``` + +Expected: + +``` +h128_in : 0 mismatched of 2048 +h128_out: 0 mismatched of 2048 +G3 PASS +``` + +- [ ] **Step 7: Commit** + +```bash +git add kernels/src/escha_h128.hip crates/rdna-compute/src/kernels.rs \ + crates/rdna-compute/src/dispatch.rs crates/rdna-compute/src/gemv.rs \ + crates/rdna-compute/examples/test_escha_h128_gpu_vs_cpu.rs +git commit -m "feat(escha): H128 input/output transform kernels, gated against the reference" +``` + +--- + +### Task 9: Verify the arch-6 router contract (G4b) + +Done before wiring, because if the router disagrees the wiring is built on sand. The spec assumed arch-6's router is reusable; this proves or disproves it. + +**Files:** +- Test: `crates/hipfire-arch-qwen35/examples/escha_router_contract.rs` (new) + +**Interfaces:** +- Consumes: `escha_ref` (for the f16 rounding helper) + +- [ ] **Step 1: Write the contract test** + +Create `crates/hipfire-arch-qwen35/examples/escha_router_contract.rs`: + +```rust +//! G4b: escha rounds router logits to f16 BEFORE top-k. Selecting on +//! unrounded f32 logits is a different function, and the rounding +//! manufactures exact ties that f32 never produces — one occurs in an +//! 8-token fixture. This example asserts hipfire's arch-6 router agrees. +use hipfire_quantize::float16::{f16_to_f32, f32_to_f16}; + +/// Reference selection, mirroring ref.py: f16(x @ gate_w.T) -> f32 -> top-k. +fn reference_topk(logits_f32: &[f32], k: usize) -> Vec { + let rounded: Vec = logits_f32.iter().map(|&v| f16_to_f32(f32_to_f16(v))).collect(); + let mut idx: Vec = (0..rounded.len()).collect(); + idx.sort_by(|&a, &b| { + rounded[b].partial_cmp(&rounded[a]).unwrap().then(a.cmp(&b)) + }); + idx.truncate(k); + idx +} + +fn main() { + // Two experts land on the same f16 value: 1.80078 is exactly representable + // and both 1.8007 and 1.8008 round to it. + let raw = vec![2.28516f32, 2.13086, 1.80070, 1.80085, 1.50000]; + let sel = reference_topk(&raw, 4); + let r: Vec = raw.iter().map(|&v| f16_to_f32(f32_to_f16(v))).collect(); + assert_eq!(r[2], r[3], "expected an exact f16 tie; fixture is stale"); + println!("f16-rounded logits: {r:?}"); + println!("reference top-4 : {sel:?}"); + + // A tie INSIDE k is harmless: the combine is a sum over slots, so order + // does not change the output. A tie AT the k boundary changes the set. + let boundary = reference_topk(&raw, 3); + println!("top-3 (tie at the boundary): {boundary:?}"); + println!( + "NOTE: which of index 2/3 wins here is implementation-defined; \ + hipfire and escha-ref may legitimately differ on such a token." + ); + println!("G4b reference behaviour recorded"); +} +``` + +- [ ] **Step 2: Run it** + +```bash +cargo run --release -p hipfire-arch-qwen35 --example escha_router_contract 2>&1 | tail -10 +``` + +Expected: prints the rounded logits with indices 2 and 3 equal, and the two selections. Assertion passes. + +- [ ] **Step 3: Inspect hipfire's router for the f16 rounding** + +```bash +grep -rn "fn.*moe_topk\|softmax\|norm_topk_prob" crates/hipfire-arch-qwen35/src/ | head -20 +grep -rn "moe_topk\|router" kernels/src/*.hip | head -10 +``` + +Read the router kernel. Answer one question and write the answer into the commit message: **does it round logits to f16 before selecting?** + +- If yes: no change needed. Record it. +- If no: add the rounding on the escha path only, gated on the model's quant types, so existing `qwen3.6:35b-a3b-*` SKUs keep their current behaviour bit-for-bit. + +- [ ] **Step 4: Commit** + +```bash +git add crates/hipfire-arch-qwen35/examples/escha_router_contract.rs +git commit -m "test(escha): pin the router f16-rounding contract and tie semantics" +``` + +--- + +### Task 10: Wire arch-6 to load and run escha experts (G4) + +**Files:** +- Modify: `crates/hipfire-arch-qwen35/src/qwen35/weights.rs:69-80` (expert loading) +- Modify: `crates/hipfire-arch-qwen35/src/qwen35.rs` (MoE forward: call the transforms) +- Modify: `crates/hipfire-loader/src/lib.rs` (accept the new quant types) +- Test: `crates/hipfire-arch-qwen35/examples/escha_moe_block_gate.rs` (new) + +**Interfaces:** +- Consumes: `Gpu::escha_decode_tiles_host` (Task 7), `Gpu::escha_h128_in_host` / `Gpu::escha_h128_out_host` (Task 8), `escha_ref::{expert_linear, swiglu, w8a16}`. The load path needs device-resident variants of all three that take an existing `GpuTensor` instead of host slices; add them beside the `_host` helpers rather than round-tripping through the CPU per expert. +- Produces: arch-6 loads `ESCHA2T16`/`ESCHA3T16` experts as `Q8_0` resident + +- [ ] **Step 1: Fetch the MoE golden fixture** + +```bash +crates/hipfire-quantize/tests/data/escha/fetch-goldens.sh +``` + +Expected: eight files, with `moeblk_out.f16` at digest `484abdf7257631105d90e5e8f7794974d02fab6c7dd587e30955f660a688c4d4`. + +- [ ] **Step 2: Write the G4 gate** + +Create `crates/hipfire-arch-qwen35/examples/escha_moe_block_gate.rs`. It loads `/data/hipfire-models/escha-35b.hfq`, runs the layer-0 MoE block on `moeblk_x.f16` with `moeblk_ids.i64` / `moeblk_scores.f32` injected, and compares against `moeblk_out.f16` with these **measured** tolerances: + +```rust + let max_abs = diffs.iter().cloned().fold(0.0f32, f32::max); + let mean_abs = diffs.iter().sum::() / diffs.len() as f32; + println!("MoE block: max|diff|={max_abs:.3e} mean|diff|={mean_abs:.3e}"); + // Measured against the shipped layer-0 weights: max 1.22e-4, mean 2.1e-6, + // on outputs of mean magnitude 0.0185. The golden came from the Metal + // path, not ref.py, so this is a TOLERANCE gate. The codec goldens in G0 + // are bit-exact; do not generalise these bounds to them. + assert!(max_abs <= 2e-4, "max|diff| {max_abs:.3e} exceeds 2e-4"); + assert!(mean_abs <= 1e-5, "mean|diff| {mean_abs:.3e} exceeds 1e-5"); + println!("G4 PASS"); +``` + +Inject the routing rather than computing it — the fixture ships ids/scores precisely because it does not gate the router (that is Task 9's job). + +- [ ] **Step 3: Run it and confirm it fails** + +```bash +cargo run --release -p hipfire-arch-qwen35 --example escha_moe_block_gate 2>&1 | tail -15 +``` + +Expected: failure — the loader does not yet accept `ESCHA2T16`. + +- [ ] **Step 4: Implement expert loading** + +In `crates/hipfire-arch-qwen35/src/qwen35/weights.rs`, extend the expert loader documented at line 69 (`experts[X].gate_up: [2*moe_intermediate, hidden]`). For each expert: + +1. Read the `ESCHA2T16` `gate_up` and `ESCHA3T16` `down` code streams. +2. Call the device-resident `escha_decode_tiles` to produce bare fp16 `[ic, oc]`. +3. Quantise to `Q8_0` per output row and store in the existing `experts[X].gate_up` / `.down` slots — hipfire is out-major, escha's grid is in-major, so this is where the transpose lands. +4. Keep `escha_rin_eff` / `escha_rout_eff` as f32 device tensors alongside. + +In the MoE forward path, wrap each expert projection: the device-resident `escha_h128_in` before the `Q8_0` GEMV, `escha_h128_out` after. SwiGLU consumes the **f16-rounded** merged `gate_up` output; the combine multiplies by `f16(score)`. + +- [ ] **Step 5: Run the G4 gate** + +```bash +cargo run --release -p hipfire-arch-qwen35 --example escha_moe_block_gate 2>&1 | tail -15 +``` + +Expected: `max|diff|` around `1.2e-4`, `mean|diff|` around `2e-6`, then `G4 PASS`. + +If `max|diff|` is around 1e-1 rather than 1e-4, the H128 pair is not being applied — check that the escha types did not fall through to a Plain GEMV (Task 4's guard should have made that impossible; if it did happen, the guard has a hole). + +- [ ] **Step 6: Commit** + +```bash +git add crates/hipfire-arch-qwen35/src crates/hipfire-loader/src/lib.rs \ + crates/hipfire-arch-qwen35/examples/escha_moe_block_gate.rs +git commit -m "feat(escha): load escha experts as Q8_0 and run the H128 pair in arch-6" +``` + +--- + +### Task 11: Registry entry, coherence and KLD (G5) + +**Files:** +- Modify: `registry/v1.json` +- Create: `scripts/escha-kld.sh` + +- [ ] **Step 1: Add the registry entry** + +In `registry/v1.json`, beside the existing `qwen3.6:35b-a3b` entries: + +```json +{ "name": "qwen3.6:35b-a3b-escha", "arch_id": 6, "quant": "escha" } +``` + +Match the surrounding entries' exact field set — copy a neighbouring `qwen3.6:35b-a3b-mq2` object and change only `name` and `quant`. + +- [ ] **Step 2: Serve and check coherence** + +```bash +which hipcc || echo "FIX: hipcc must be on PATH" +HIPFIRE_MODEL=/data/hipfire-models/escha-35b.hfq ~/.hipfire/serve-stable.sh & +sleep 60 +curl -s localhost:8080/v1/chat/completions -H 'Content-Type: application/json' \ + -d '{"model":"qwen3.6:35b-a3b-escha","messages":[{"role":"user","content":"What is the capital of France? Answer in one word."}],"max_tokens":16}' \ + | python3 -c "import sys,json;print(json.load(sys.stdin)['choices'][0]['message']['content'])" +``` + +Expected: `Paris`. Garbled output on a first run is usually the kernel cache, not the codec — confirm a single-toolchain cache before investigating the decode. + +- [ ] **Step 3: Measure VRAM against the prediction** + +```bash +rocm-smi --showmeminfo vram | head -20 +``` + +Expected: about **36.7 GB** resident. A number far below that means experts are not all resident; far above means something is being held at fp16 rather than `Q8_0`. + +- [ ] **Step 4: Run the KLD gate (G5)** + +Create `scripts/escha-kld.sh`: + +```bash +#!/usr/bin/env bash +# G5: two KLD comparisons on a FIXED corpus slice, teacher-forced. +# +# The reference is escha_ref on CPU, NOT any Escha runtime: escha-mlx is +# Metal, the escha wheel is CUDA, and ZML needs an NVIDIA driver, so none of +# them execute on gfx1151. ref.py declares itself the semantic contract for +# their kernels and is gated on the goldens, so this is exact rather than +# cross-machine. +# +# Score on the fixed corpus, never on the model's own greedy output: for ds4 +# that scored 8x better on the median and was optimistic. +set -euo pipefail +HFQ=${1:-/data/hipfire-models/escha-35b.hfq} +SLICE=benchmarks/quality-baselines/slice/wikitext2-1024s-2048ctx.txt +POS=${POS:-192} + +echo "== 1/2 hipfire vs escha_ref (CPU oracle) ==" +cargo run --release -p hipfire-runtime --example eval_hipfire -- \ + --model "$HFQ" --corpus "$SLICE" --positions "$POS" \ + --reference escha-ref --teacher-forced --report kld + +echo "== 2/2 hipfire vs bf16 parent Qwen/Qwen3.6-35B-A3B ==" +echo " (compare this number against the existing qwen3.6:35b-a3b-mq2 result)" +cargo run --release -p hipfire-runtime --example eval_hipfire -- \ + --model "$HFQ" --corpus "$SLICE" --positions "$POS" \ + --reference /data/hipfire-models/qwen3.6-35b-a3b-bf16 \ + --teacher-forced --report kld +``` + +```bash +chmod +x scripts/escha-kld.sh +./scripts/escha-kld.sh 2>&1 | tail -30 +``` + +`eval_hipfire` currently has no `--reference escha-ref` arm — add one that calls `escha_ref` per position. Teacher forcing is load-bearing and easy to get subtly wrong: two quants diverge at roughly token 0, so an unforced position-wise KL compares unrelated continuations. Force at **both** sites (the pre-loop sampled token and the decode loop) and key on a call counter, not `pos` — the two share a `pos`. Assert the committed token streams are identical; without that assertion a wrong number reads as fact. + +- [ ] **Step 5: Record the results** + +Expected: comparison 1 near zero, dominated by the `Q8_0` intermediate rather than the codec. A handful of divergent positions traceable to boundary ties in the router is expected and is not a codec bug (§5) — attribute before investigating. + +Write both numbers into `docs/plans/escha-w2-port-design.md` under a new "Phase 1 results" section, alongside the measured tok/s. State plainly that Phase 1 loses to `qwen3.6:35b-a3b-mq2` on speed; that is the expected outcome and Phase 2's job. + +- [ ] **Step 6: Commit** + +```bash +git add registry/v1.json scripts/escha-kld.sh docs/plans/escha-w2-port-design.md +git commit -m "feat(escha): registry entry, coherence and KLD results for Phase 1" +``` + +--- + +## Definition of done + +- G0–G5 all pass, with G2 and G3 bit-exact and G4 inside the stated tolerances. +- `cargo build --release --workspace --all-targets --locked` is clean. +- `qwen3.6:35b-a3b-escha` serves coherent text at roughly 36.7 GB resident. +- Both KLD numbers are recorded in the design doc. + +## Deferred to later plans + +- **Phase 2**: fused decode+GEMV; the prune-mask optimisation (skip `down_proj` input rows for the channels `gate_up.rout` zeroes — spec §4.5). +- **Qwen3.8-27B**: 400 escha tensors over 10 projections, the 3-way `FusedQkvQ8_0` path, and arch-5 bias slots. From 5e676277581ac4a45d8e50beddab9e5e2aec6e30 Mon Sep 17 00:00:00 2001 From: Nick Woolmer <29717167+nwoolmer@users.noreply.github.com> Date: Wed, 2 Sep 2026 22:38:10 +0100 Subject: [PATCH 008/100] fix(plan): the G1 round-trip verifier did not work MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Pre-flight scan of the plan. The Task 6 verifier searched for each code tensor as a substring of the whole .hfq — quadratic over a 12 GB file, 80 times — and its missing-vs-mismatch classification tested for the tensor NAME in the blob, so it could not distinguish the two cases. It also carried a half-written index parser it never called. Replaced with a real HFQ index parser that memcmps each tensor at its indexed offset and checks the quant_type is 42/43. Co-Authored-By: Claude Opus 5 (1M context) Claude-Session: https://claude.ai/code/session_01FfwZUVGT7QpjMdHikoERfM --- docs/plans/escha-w2-phase1.md | 123 +++++++++++++++++++++++++--------- 1 file changed, 91 insertions(+), 32 deletions(-) diff --git a/docs/plans/escha-w2-phase1.md b/docs/plans/escha-w2-phase1.md index f67dddf59..2ffbca8f0 100644 --- a/docs/plans/escha-w2-phase1.md +++ b/docs/plans/escha-w2-phase1.md @@ -1338,56 +1338,115 @@ Create `scripts/escha-verify-roundtrip.py`: """G1: every escha_code tensor in the .hfq must be byte-identical to source. Verbatim repack is the whole basis for claiming no codec loss, so this is a -memcmp, not a tolerance check. +memcmp against the tensor at its indexed offset — not a substring search, +which would be quadratic over a 12 GB file. + +HFQ layout (see hipfire-quantize/src/hfq.rs::write_hfq): + header 32B : magic[4] "HFQM", version u32, arch u32, n_tensors u32, + metadata_offset u64, data_offset u64 + metadata : JSON at metadata_offset + index : n_tensors u32, then per tensor + name_len u16, name, quant_type u8, ndim u8, + dims u32*ndim, group_size u32, data_len u64 + data : at data_offset (4096-aligned), tensors concatenated in order """ -import json, struct, sys +import json, mmap, struct, sys from pathlib import Path -def hfq_index(path): - b = path.read_bytes() - assert b[:4] == b"HFQM", "not an HFQ file" - n_tensors, = struct.unpack_from(" Date: Wed, 2 Sep 2026 22:39:58 +0100 Subject: [PATCH 009/100] plan: resolve three pre-flight rubric conflicts MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit - Codec logic is implemented twice (Rust oracle + HIP kernel) on purpose: that duplication IS the G2 gate. Generating either from the other makes the gate circular. Rationale now documented in both files so reviewers stop re-raising it. - Task 9 was an example asserting on a hand-built array while asking the implementer to READ the router — a test that does not exercise the system under test. Rewritten to call the production arch-6 router on the fixture and assert the selected top-8 SET matches escha's shipped ids, which answers the f16-rounding question by observation. - Task 10 stays prose-specified; it is integration against code not in context and will be dispatched on a capable model. Co-Authored-By: Claude Opus 5 (1M context) Claude-Session: https://claude.ai/code/session_01FfwZUVGT7QpjMdHikoERfM --- docs/plans/escha-w2-phase1.md | 171 ++++++++++++++++++++++++---------- 1 file changed, 123 insertions(+), 48 deletions(-) diff --git a/docs/plans/escha-w2-phase1.md b/docs/plans/escha-w2-phase1.md index 2ffbca8f0..91b2b0da5 100644 --- a/docs/plans/escha-w2-phase1.md +++ b/docs/plans/escha-w2-phase1.md @@ -248,6 +248,13 @@ pub fn cba_decode(state: u16) -> u16 { } /// The 8 states lane `lane` owns, K=2. `words` is the tile's 16 u32. +/// +/// DELIBERATE DUPLICATION: `kernels/src/escha_decode_tiles.hip` implements +/// this same lane maths independently. That is the G2 gate — the GPU decode +/// is asserted bit-exact against this one. Generating either from the other, +/// or sharing a source, would make G2 circular: both paths could be wrong in +/// exactly the same way and still agree. Two independent implementations of +/// a published spec is the point. Do not deduplicate. pub fn decode8_k2(words: &[u32; 16], lane: usize) -> [u16; 8] { let t_off = lane * 8; let i1 = t_off >> 4; @@ -1523,6 +1530,11 @@ Create `kernels/src/escha_decode_tiles.hip`: // // Escha's tile grid is in-major [in/16, out/16]; hipfire stores weights // out-major [out, in]. This kernel transposes on the way out. +// +// DELIBERATE DUPLICATION: hipfire-quantize/src/escha_ref.rs implements this +// same lane maths in Rust. That is the G2 gate — this kernel is asserted +// bit-exact against it. Generating either from the other would make G2 +// circular. Do not deduplicate. #include #include @@ -1947,83 +1959,146 @@ git commit -m "feat(escha): H128 input/output transform kernels, gated against t ### Task 9: Verify the arch-6 router contract (G4b) -Done before wiring, because if the router disagrees the wiring is built on sand. The spec assumed arch-6's router is reusable; this proves or disproves it. +Done before wiring, because if the router disagrees the wiring is built on +sand. The spec assumed arch-6's router is reusable; this exercises the real +router and proves or disproves it. **Files:** -- Test: `crates/hipfire-arch-qwen35/examples/escha_router_contract.rs` (new) +- Create: `crates/hipfire-arch-qwen35/examples/escha_router_contract.rs` +- Possibly modify: the arch-6 router path (only if Step 4 shows a mismatch) **Interfaces:** -- Consumes: `escha_ref` (for the f16 rounding helper) +- Consumes: the `.hfq` from Task 6 (for `layers.0.mlp.gate.weight`), the golden + fixture from `crates/hipfire-quantize/tests/data/escha/` +- Produces: a passing G4b assertion, or a fix to the router + +- [ ] **Step 1: Fetch the fixture** + +```bash +crates/hipfire-quantize/tests/data/escha/fetch-goldens.sh +``` + +Expected: eight files. `moeblk_ids.i64` must have digest +`0781eecdacd5fbfe30887f6d1f6af5d5ca001d32253da8bb3e1294230c2ed649`. -- [ ] **Step 1: Write the contract test** +- [ ] **Step 2: Write the failing test** + +This calls hipfire's **actual** arch-6 router — not a reimplementation of it — +and asserts against Escha's shipped selection. Create `crates/hipfire-arch-qwen35/examples/escha_router_contract.rs`: ```rust -//! G4b: escha rounds router logits to f16 BEFORE top-k. Selecting on -//! unrounded f32 logits is a different function, and the rounding -//! manufactures exact ties that f32 never produces — one occurs in an -//! 8-token fixture. This example asserts hipfire's arch-6 router agrees. -use hipfire_quantize::float16::{f16_to_f32, f32_to_f16}; - -/// Reference selection, mirroring ref.py: f16(x @ gate_w.T) -> f32 -> top-k. -fn reference_topk(logits_f32: &[f32], k: usize) -> Vec { - let rounded: Vec = logits_f32.iter().map(|&v| f16_to_f32(f32_to_f16(v))).collect(); - let mut idx: Vec = (0..rounded.len()).collect(); - idx.sort_by(|&a, &b| { - rounded[b].partial_cmp(&rounded[a]).unwrap().then(a.cmp(&b)) - }); - idx.truncate(k); - idx +//! G4b: hipfire's arch-6 router must select the same experts Escha does. +//! +//! Escha rounds router logits to f16 BEFORE top-k (`ref.py`: the logits are +//! computed as f16 then widened to f32 to select). Selecting on unrounded f32 +//! logits is a different function, and the rounding manufactures exact ties +//! that f32 never produces. +//! +//! Asserts the SET, not the order: the combine is a sum over slots, so intra-k +//! order cannot change the output. On the fixture, token 3 has two experts on +//! identical f16 logits (1.80078), and which one lands in which slot is +//! implementation-defined. +//! +//! Run: +//! cargo run --release -p hipfire-arch-qwen35 \ +//! --example escha_router_contract -- /data/hipfire-models/escha-35b.hfq +use std::collections::HashSet; +use std::path::PathBuf; + +fn fixture(name: &str) -> PathBuf { + PathBuf::from(env!("CARGO_MANIFEST_DIR")) + .join("../hipfire-quantize/tests/data/escha") + .join(name) +} + +fn read_f16_as_f32(name: &str) -> Vec { + let raw = std::fs::read(fixture(name)).expect("run fetch-goldens.sh first"); + raw.chunks_exact(2) + .map(|c| hipfire_quantize::float16::f16_to_f32(u16::from_le_bytes([c[0], c[1]]))) + .collect() } fn main() { - // Two experts land on the same f16 value: 1.80078 is exactly representable - // and both 1.8007 and 1.8008 round to it. - let raw = vec![2.28516f32, 2.13086, 1.80070, 1.80085, 1.50000]; - let sel = reference_topk(&raw, 4); - let r: Vec = raw.iter().map(|&v| f16_to_f32(f32_to_f16(v))).collect(); - assert_eq!(r[2], r[3], "expected an exact f16 tie; fixture is stale"); - println!("f16-rounded logits: {r:?}"); - println!("reference top-4 : {sel:?}"); - - // A tie INSIDE k is harmless: the combine is a sum over slots, so order - // does not change the output. A tie AT the k boundary changes the set. - let boundary = reference_topk(&raw, 3); - println!("top-3 (tie at the boundary): {boundary:?}"); - println!( - "NOTE: which of index 2/3 wins here is implementation-defined; \ - hipfire and escha-ref may legitimately differ on such a token." + let hfq = std::env::args().nth(1).expect("usage: "); + let x = read_f16_as_f32("moeblk_x.f16"); // [8, 2048] + let raw_ids = std::fs::read(fixture("moeblk_ids.i64")).unwrap(); + let want_ids: Vec = raw_ids + .chunks_exact(8) + .map(|c| i64::from_le_bytes(c.try_into().unwrap())) + .collect(); // [8, 8] + + // Call hipfire's real router for layer 0 on each token. + let got = hipfire_arch_qwen35::escha_router_topk_for_test(&hfq, 0, &x, 8, 2048, 8) + .expect("router"); + + let mut bad = 0usize; + for t in 0..8 { + let want: HashSet = want_ids[t * 8..(t + 1) * 8].iter().copied().collect(); + let mine: HashSet = got[t * 8..(t + 1) * 8].iter().map(|&v| v as i64).collect(); + if want != mine { + bad += 1; + println!("token {t}: escha={:?}", &want_ids[t * 8..(t + 1) * 8]); + println!(" hipfire={:?}", &got[t * 8..(t + 1) * 8]); + } + } + println!("tokens with a differing top-8 SET: {bad}/8"); + assert_eq!( + bad, 0, + "arch-6 router selects different experts than escha. Most likely cause: \ + it is not rounding logits to f16 before top-k." ); - println!("G4b reference behaviour recorded"); + println!("G4b PASS"); } ``` -- [ ] **Step 2: Run it** +- [ ] **Step 3: Run it and confirm it fails** ```bash -cargo run --release -p hipfire-arch-qwen35 --example escha_router_contract 2>&1 | tail -10 +cargo run --release -p hipfire-arch-qwen35 --example escha_router_contract \ + -- /data/hipfire-models/escha-35b.hfq 2>&1 | tail -15 ``` -Expected: prints the rounded logits with indices 2 and 3 equal, and the two selections. Assertion passes. +Expected: compile error — `escha_router_topk_for_test` does not exist yet. + +- [ ] **Step 4: Expose the router and run the gate** -- [ ] **Step 3: Inspect hipfire's router for the f16 rounding** +Read the arch-6 router path first: ```bash -grep -rn "fn.*moe_topk\|softmax\|norm_topk_prob" crates/hipfire-arch-qwen35/src/ | head -20 -grep -rn "moe_topk\|router" kernels/src/*.hip | head -10 +grep -rn "moe_topk\|router\|norm_topk_prob" crates/hipfire-arch-qwen35/src/ | head -20 +grep -rn "moe_topk" kernels/src/*.hip | head ``` -Read the router kernel. Answer one question and write the answer into the commit message: **does it round logits to f16 before selecting?** +Add a thin `pub fn escha_router_topk_for_test(hfq_path: &str, layer: usize, x: &[f32], n_tokens: usize, hidden: usize, top_k: usize) -> Result, String>` that loads `layers.{layer}.mlp.gate.weight` from the `.hfq` and runs **the production router path** — not a reimplementation. If that path is not callable in isolation, extract the selection step into a function both it and this helper call, and leave the production behaviour unchanged. + +Then run the gate: + +```bash +cargo run --release -p hipfire-arch-qwen35 --example escha_router_contract \ + -- /data/hipfire-models/escha-35b.hfq 2>&1 | tail -15 +``` -- If yes: no change needed. Record it. -- If no: add the rounding on the escha path only, gated on the model's quant types, so existing `qwen3.6:35b-a3b-*` SKUs keep their current behaviour bit-for-bit. +- **If it passes:** the router already matches. Record that in the commit message and change nothing. +- **If it fails:** check whether the router rounds logits to f16 before top-k. If it does not, add the rounding **on the escha path only**, keyed on the model carrying `ESCHA2T16`/`ESCHA3T16` experts, so existing `qwen3.6:35b-a3b-*` SKUs keep their current selection bit-for-bit. Re-run until `G4b PASS`. -- [ ] **Step 4: Commit** +- [ ] **Step 5: Confirm no existing SKU changed** + +Only required if Step 4 modified the router. + +```bash +cargo test -p hipfire-arch-qwen35 2>&1 | tail -15 +cargo test -p hipfire-dispatch-tests qwen35 2>&1 | tail -10 +``` + +Expected: all pass, unchanged. + +- [ ] **Step 6: Commit** ```bash -git add crates/hipfire-arch-qwen35/examples/escha_router_contract.rs -git commit -m "test(escha): pin the router f16-rounding contract and tie semantics" +git add crates/hipfire-arch-qwen35 +git commit -m "test(escha): G4b — arch-6 router selects the same experts as escha" ``` --- From 1ed615ab04896b150227ad5368ebbab58c3df54a Mon Sep 17 00:00:00 2001 From: Nick Woolmer <29717167+nwoolmer@users.noreply.github.com> Date: Wed, 2 Sep 2026 22:48:26 +0100 Subject: [PATCH 010/100] feat(escha): trellis codec CPU reference, gated on golden vectors MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Ports EschaLabs escha-mlx's cbA trellis codec (K=2/K=3, 16x16 tiles) to a pure-Rust CPU reference in hipfire-quantize::escha_ref. This is Task 1 of the Escha-W2 port: the numerical oracle every later GPU kernel is gated against, so it must be bit-exact against escha-mlx's own golden vectors. Fixes a real defect surfaced by TDD: cba_decode's final fp16 add must be round-to-nearest-even per the published codebook, but crate::float16::f32_to_f16 truncates by design (documented, to keep existing HFQ encoder output byte-stable). Using it produced a 1-ULP miss on the very first published constant (state 3: 0x3ab7 vs the correct 0x3ab8) and failed both golden-tensor SHA-256 checks. Routes the single RNE-sensitive rounding through half::f16::from_f32 instead — half is already a workspace dependency used inside float16.rs, so this adds no new dependency, just bypasses the crate's non-RNE convenience wrapper at the one call site where RNE is the spec. Co-Authored-By: Claude Opus 5 (1M context) --- Cargo.lock | 1 + crates/hipfire-quantize/Cargo.toml | 1 + crates/hipfire-quantize/src/escha_ref.rs | 239 ++++++++++++++++++ crates/hipfire-quantize/src/lib.rs | 1 + .../tests/data/escha/fetch-goldens.sh | 14 + .../tests/data/escha/packed_down_e0_k3.i16 | Bin 0 -> 393216 bytes .../tests/data/escha/packed_gu_e0_k2.i16 | Bin 0 -> 524288 bytes 7 files changed, 256 insertions(+) create mode 100644 crates/hipfire-quantize/src/escha_ref.rs create mode 100755 crates/hipfire-quantize/tests/data/escha/fetch-goldens.sh create mode 100644 crates/hipfire-quantize/tests/data/escha/packed_down_e0_k3.i16 create mode 100644 crates/hipfire-quantize/tests/data/escha/packed_gu_e0_k2.i16 diff --git a/Cargo.lock b/Cargo.lock index 4ed89d3d8..4694ee0eb 100644 --- a/Cargo.lock +++ b/Cargo.lock @@ -1515,6 +1515,7 @@ dependencies = [ "safetensors", "serde", "serde_json", + "sha2", "tempfile", ] diff --git a/crates/hipfire-quantize/Cargo.toml b/crates/hipfire-quantize/Cargo.toml index 2b0b6d756..e6ecd4720 100644 --- a/crates/hipfire-quantize/Cargo.toml +++ b/crates/hipfire-quantize/Cargo.toml @@ -26,6 +26,7 @@ hipfire-runtime = { path = "../hipfire-runtime", default-features = false } [dev-dependencies] tempfile = "3" +sha2 = "0.10" # CPU-only reader for the overlay round-trip test: HfqFile parses the .hfq # container header/index by name without touching the GPU (builds on CPU). # hipfire-quantize is a binary crate (no lib target), so the overlay diff --git a/crates/hipfire-quantize/src/escha_ref.rs b/crates/hipfire-quantize/src/escha_ref.rs new file mode 100644 index 000000000..ff7c2e3bb --- /dev/null +++ b/crates/hipfire-quantize/src/escha_ref.rs @@ -0,0 +1,239 @@ +//! Portable CPU reference for the escha codec — the numerical oracle for +//! every GPU kernel in this port. +//! +//! Ported from `escha_mlx/ref.py` (EschaLabs/escha-mlx, Apache-2.0), which +//! declares itself "the semantic contract for every Metal kernel in this +//! package". Rounding points are deliberate; do not "simplify" them. + +use crate::float16::f16_to_f32; + +/// 1/sqrt(128) — the exact f32 constant the format pins. +pub const RS: f32 = 0.088388347648; + +/// Decode one 16-bit trellis state to fp16 **bits** via the cbA codebook. +/// +/// `decode(x) = f16_lo(r) + f16_hi(r)` with fp16 RNE addition, where +/// `r = ((x * 0xCBAC1FED) & 0x8FFF8FFF) ^ 0x3B603B60` in 32-bit arithmetic. +/// +/// Adding in f32 and rounding once is exactly an fp16 RNE add: the exact sum +/// of two fp16 values is always representable in f32, so the single rounding +/// here is the correctly-rounded fp16 result. +/// +/// The final round deliberately goes through `half::f16::from_f32`, not +/// `crate::float16::f32_to_f16`: that helper is documented to truncate +/// ("Hipfire's historical truncating conversion") to keep existing HFQ +/// encoder output byte-stable, whereas escha's codebook is defined by RNE +/// rounding — truncating flips the low bit on roughly half of all 65536 +/// states (state 3 alone: truncation gives 0x3ab7, the published/measured +/// value is 0x3ab8). `half` is already a workspace dependency used inside +/// `float16.rs` itself, so this is not a new dependency, just reaching past +/// the crate's non-RNE convenience wrapper for the one call site where RNE +/// is the spec. +/// +/// There are 65536 reachable values, so a lookup table would be 128 KB and +/// will not fit gfx1151's 64 KB LDS. This is five integer/FP ops and no +/// memory traffic — keep it that way in the kernels. +#[inline] +pub fn cba_decode(state: u16) -> u16 { + let r = ((state as u32).wrapping_mul(0xCBAC_1FED) & 0x8FFF_8FFF) ^ 0x3B60_3B60; + let lo = f16_to_f32((r & 0xFFFF) as u16); + let hi = f16_to_f32((r >> 16) as u16); + half::f16::from_f32(lo + hi).to_bits() +} + +/// The 8 states lane `lane` owns, K=2. `words` is the tile's 16 u32. +/// +/// DELIBERATE DUPLICATION: `kernels/src/escha_decode_tiles.hip` implements +/// this same lane maths independently. That is the G2 gate — the GPU decode +/// is asserted bit-exact against this one. Generating either from the other, +/// or sharing a source, would make G2 circular: both paths could be wrong in +/// exactly the same way and still agree. Two independent implementations of +/// a published spec is the point. Do not deduplicate. +pub fn decode8_k2(words: &[u32; 16], lane: usize) -> [u16; 8] { + let t_off = lane * 8; + let i1 = t_off >> 4; + let i0 = (i1 + 15) & 15; + let merged = ((words[i0] as u64) << 32) | words[i1] as u64; + let shift = ((!t_off) & 8) << 1; // 16 for even lanes, 0 for odd + let w = ((merged >> shift) & 0xFFFF_FFFF) as u32; + let mut out = [0u16; 8]; + for (j, o) in out.iter_mut().enumerate() { + *o = (w >> (2 * (7 - j))) as u16; + } + out +} + +/// The 8 states lane `lane` owns, K=3. `words` is the tile's 24 u32. +/// +/// Structurally different from K=2 — 24 words, a computed bit offset, and a +/// modular wrap. Do not attempt to unify the two. +pub fn decode8_k3(words: &[u32; 24], lane: usize) -> [u16; 8] { + const BITS: usize = 3; + let t_off = lane * 8; + let b1 = (t_off + 257) * BITS; + let b0 = b1 - 16; + let b2 = b1 + BITS * 7; + let i0 = b0 >> 5; + let i2 = (b2 - 1) >> 5; + let s2 = ((i2 + 1) << 5) - b2; + let merged = ((words[i0 % 24] as u64) << 32) | words[i2 % 24] as u64; + let w7 = (merged >> s2) & 0xFFFF_FFFF; + let w3 = (merged >> (s2 + BITS * 4)) & 0xFFFF_FFFF; + [ + (w3 >> 9) as u16, + (w3 >> 6) as u16, + (w3 >> 3) as u16, + w3 as u16, + (w7 >> 9) as u16, + (w7 >> 6) as u16, + (w7 >> 3) as u16, + w7 as u16, + ] +} + +/// `(row, col)` inside the 16x16 tile for each of the lane's 8 values. +/// +/// This permutation is the single easiest thing to get subtly wrong: a wrong +/// shuffle still yields a full-rank, plausible weight matrix. It is gated +/// directly on golden vectors, never on end-to-end coherence. +pub fn lane_positions(lane: usize) -> [(usize, usize); 8] { + let l0 = lane & !4; + let c_off = (lane >> 2) & 1; + let mut out = [(0usize, 0usize); 8]; + for (j, o) in out.iter_mut().enumerate() { + let fi = j >> 1; + let row = (lane & 3) * 2 + (j & 1) + (fi & 1) * 8; + let col = 2 * ((l0 >> 3) + if j >= 4 { 4 } else { 0 }) + c_off; + *o = (row, col); + } + out +} + +/// Decode one packed tile (`16*K` i16) to a 16x16 fp16-bit tile, row-major. +pub fn decode_tile(tile: &[i16], k: usize) -> [u16; 256] { + debug_assert_eq!(tile.len(), 16 * k); + let mut words = [0u32; 24]; + for (i, w) in words.iter_mut().enumerate().take(8 * k) { + *w = (tile[2 * i] as u16 as u32) | ((tile[2 * i + 1] as u16 as u32) << 16); + } + let mut out = [0u16; 256]; + for lane in 0..32 { + let states = match k { + 2 => { + let mut w16 = [0u32; 16]; + w16.copy_from_slice(&words[..16]); + decode8_k2(&w16, lane) + } + 3 => decode8_k3(&words, lane), + _ => panic!("unsupported escha K={k}"), + }; + for (j, (r, c)) in lane_positions(lane).into_iter().enumerate() { + out[r * 16 + c] = cba_decode(states[j]); + } + } + out +} + +/// Packed `(in/16, out/16, 16K)` i16 -> `(in, out)` fp16 bits, row-major. +pub fn reconstruct(code: &[i16], in_features: usize, out_features: usize, k: usize) -> Vec { + let (tk, tn) = (in_features / 16, out_features / 16); + assert_eq!(code.len(), tk * tn * 16 * k, "escha code length mismatch"); + let mut out = vec![0u16; in_features * out_features]; + for kt in 0..tk { + for nt in 0..tn { + let base = (kt * tn + nt) * 16 * k; + let tile = decode_tile(&code[base..base + 16 * k], k); + for r in 0..16 { + let dst = (kt * 16 + r) * out_features + nt * 16; + out[dst..dst + 16].copy_from_slice(&tile[r * 16..r * 16 + 16]); + } + } + } + out +} + +#[cfg(test)] +mod tests { + use super::*; + use std::path::PathBuf; + + fn data(name: &str) -> PathBuf { + PathBuf::from(env!("CARGO_MANIFEST_DIR")) + .join("tests/data/escha") + .join(name) + } + + fn sha256_hex(bytes: &[u8]) -> String { + use sha2::{Digest, Sha256}; + let mut h = Sha256::new(); + h.update(bytes); + h.finalize().iter().map(|b| format!("{b:02x}")).collect() + } + + /// The codebook is a pure function of the 16-bit state. These eight values + /// were computed from the published constants and pin the hash, the + /// masking, and the fp16 RNE add all at once. + #[test] + fn cba_decode_matches_published_constants() { + let want: [u16; 8] = [ + 0x3f60, 0x304e, 0xba13, 0x3ab8, 0x3952, 0xb75f, 0xbea4, 0xbc71, + ]; + for (state, &bits) in want.iter().enumerate() { + assert_eq!(cba_decode(state as u16), bits, "state {state}"); + } + } + + #[test] + fn reconstruct_k2_matches_golden() { + let raw = std::fs::read(data("packed_gu_e0_k2.i16")).unwrap(); + let code: Vec = raw + .chunks_exact(2) + .map(|c| i16::from_le_bytes([c[0], c[1]])) + .collect(); + assert_eq!(code.len(), 262144); + let out = reconstruct(&code, 2048, 1024, 2); + assert_eq!(out.len(), 2048 * 1024); + let bytes: Vec = out.iter().flat_map(|v| v.to_le_bytes()).collect(); + assert_eq!( + sha256_hex(&bytes), + "51ddde9a07613aafcc9f5db79702349d19e18357d9fb910f48b38eeea028dcab", + "decoded K=2 tensor does not match expected_gu_e0_k2.f16" + ); + } + + #[test] + fn reconstruct_k3_matches_golden() { + let raw = std::fs::read(data("packed_down_e0_k3.i16")).unwrap(); + let code: Vec = raw + .chunks_exact(2) + .map(|c| i16::from_le_bytes([c[0], c[1]])) + .collect(); + assert_eq!(code.len(), 196608); + let out = reconstruct(&code, 512, 2048, 3); + assert_eq!(out.len(), 512 * 2048); + let bytes: Vec = out.iter().flat_map(|v| v.to_le_bytes()).collect(); + assert_eq!( + sha256_hex(&bytes), + "51c99817d00282f4aa9d618140eb4503083e1238cb59dd71a670aa4c320f7438", + "decoded K=3 tensor does not match expected_down_e0_k3.f16" + ); + } + + /// Every one of the 256 tile slots must be written exactly once. A + /// permutation bug that drops and duplicates slots still produces a + /// full-rank, plausible-looking matrix, so check the permutation directly. + #[test] + fn lane_positions_is_a_permutation_of_the_tile() { + let mut seen = [0u8; 256]; + for lane in 0..32 { + for (r, c) in lane_positions(lane) { + assert!(r < 16 && c < 16, "lane {lane} -> ({r},{c})"); + seen[r * 16 + c] += 1; + } + } + assert!( + seen.iter().all(|&n| n == 1), + "lane_positions is not a bijection" + ); + } +} diff --git a/crates/hipfire-quantize/src/lib.rs b/crates/hipfire-quantize/src/lib.rs index 5b4ad34ed..a821fa6d6 100644 --- a/crates/hipfire-quantize/src/lib.rs +++ b/crates/hipfire-quantize/src/lib.rs @@ -1,5 +1,6 @@ //! Shared model-format helpers used by the quantizer binaries. +pub mod escha_ref; pub mod float16; pub mod gptq; pub mod hessian_io; diff --git a/crates/hipfire-quantize/tests/data/escha/fetch-goldens.sh b/crates/hipfire-quantize/tests/data/escha/fetch-goldens.sh new file mode 100755 index 000000000..5a60810f5 --- /dev/null +++ b/crates/hipfire-quantize/tests/data/escha/fetch-goldens.sh @@ -0,0 +1,14 @@ +#!/usr/bin/env bash +# Fetch the full escha-mlx golden vectors (6.3 MB of expected outputs, not +# committed). Only needed to regenerate the digests in escha_ref.rs; the +# committed packed inputs plus those digests are a complete gate. +set -euo pipefail +cd "$(dirname "$0")" +B=https://raw.githubusercontent.com/EschaLabs/escha-mlx/HEAD/tests/data +for f in codec/packed_gu_e0_k2.i16 codec/expected_gu_e0_k2.f16 \ + codec/packed_down_e0_k3.i16 codec/expected_down_e0_k3.f16 \ + qwen3_5_moe/moeblk_x.f16 qwen3_5_moe/moeblk_out.f16 \ + qwen3_5_moe/moeblk_ids.i64 qwen3_5_moe/moeblk_scores.f32; do + curl -sL --fail "$B/$f" -o "$(basename "$f")" +done +sha256sum ./*.f16 ./*.i16 ./*.i64 ./*.f32 diff --git a/crates/hipfire-quantize/tests/data/escha/packed_down_e0_k3.i16 b/crates/hipfire-quantize/tests/data/escha/packed_down_e0_k3.i16 new file mode 100644 index 0000000000000000000000000000000000000000..ee1f10b14f420a02139385775218d63828bf5f5f GIT binary patch literal 393216 zcmV(lK=i+ptQKhJd(4v72Pz*w_i6zh)E%)l`-Y!g^cx`7N{{|8?vsJr(OOF{Dwcon z0Me6Hy!eCMtFUH?IcQCz1SzuxAm<8RL8tFLLG0~U)}*x71O>&wch=fSNz1P%;O0Z3 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zsxp`^BHQs~inVaiK@?cR&TzOF=qS{7`5?bI>gjod+^~!%;IXw!&dmiM9shZNTUpm! z`HP^=+>(vsLxD5Z+Jc4pd%6a0JNi*}NM?}UqTr%;rR3uBVD@P{0{zV&-BI!ev6*a( zjie`IPkL~8TrL;r#b>Auc$-=s`AfVF zcp;hAAwhTw{4qMUn73{@S=o8$vuNx3OpY&??oNpn>I zm&?tpSw90e-115`&%TXm>LI7PsA-}0SJ{F4oBg-Omy zSlu;o3M(aS-oNZ0Q^KM;HVUxjn%@mk06{I0E)@%E8R(4JNa+})$@T?RhCI3@9~x*E zm(wPc3r4eH058|{-;*4yVVg$|iqkv@jZ$0h1@C=-4i*mJF1#ed`IWnJS85tcJ z`y1bkD-hWvK;e4_{!Y%um^fND1!c0`c~&f?iDL;E330W4DUZ|n}64_mklsn*)%LkdKVM{}XX#_^jyG3&W)ewkx$H-0$so@ zKL@>N5hNKGWSV>^4dkyM9r^|0urclMy(U)7YBz&qQu*RkmaQRVTjP}cvMcH(@otWD z5L*s-Z^nBX@*p7iMj@nxGVgH#J>Sg);d63%=i^lya+ilI^&TbOHHo28UQ8tm82^(&3Dr2jv z)%f>=KcR}|hom|)2 Date: Wed, 2 Sep 2026 22:56:03 +0100 Subject: [PATCH 011/100] plan: escha f16 rounding is RNE, not hipfire's truncating helper MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Task 1 found by TDD that crate::float16::f32_to_f16 truncates — the module doc says so explicitly, to keep existing HFQ bytes stable — while every f16(...) in the escha contract is round-to-nearest-even. Truncating misses the published cbA constants at states 3, 6 and 7. Tasks 2, 3 and 5 all repeated that call and would have reintroduced the bug. Swept 9 call sites onto a new escha_ref::f16_rne helper, corrected Task 1's now-stale brief text, and added the rule to Global Constraints so later tasks inherit it. Co-Authored-By: Claude Opus 5 (1M context) Claude-Session: https://claude.ai/code/session_01FfwZUVGT7QpjMdHikoERfM --- docs/plans/escha-w2-phase1.md | 52 +++++++++++++++++++++++------------ 1 file changed, 34 insertions(+), 18 deletions(-) diff --git a/docs/plans/escha-w2-phase1.md b/docs/plans/escha-w2-phase1.md index 91b2b0da5..294e3f6e4 100644 --- a/docs/plans/escha-w2-phase1.md +++ b/docs/plans/escha-w2-phase1.md @@ -16,6 +16,7 @@ - Quant type ids are **`ESCHA2T16 = 42`** and **`ESCHA3T16 = 43`**. The authoritative registry is `crates/hipfire-quantize/src/hfq.rs` — the `#[repr(u8)] enum QuantType` **and** its `from_u8`, which its own doc comment requires be kept in sync. Do not consult the stale partial enum in the `loop/gfx1151` checkout. - `RS = 0.088388347648` exactly (`1/sqrt(128)`). `kernels/src/gemv_mq4g128.hip:116` already pins `0.0883883476f`. - Codebook hash constants, exact: multiplier `0xCBAC1FED`, mask `0x8FFF8FFF`, xor `0x3B603B60`. +- **Every `f16(...)` in the escha contract is round-to-nearest-even.** Do NOT use `crate::float16::f32_to_f16` for it — that helper **truncates**, deliberately, to keep existing HFQ bytes stable (see its module doc). Truncating breaks the codebook: it misses published constants at states 3, 6 and 7. Use `escha_ref::f16_rne` (Task 2), which routes through `half::f16::from_f32`. Decoding with `crate::float16::f16_to_f32` is fine — only the encode direction differs. Found by TDD in Task 1; upstream `ref.py` states the contract outright: "numpy f16+f16 rounds RNE, like the GPU". - **No codebook LUT in any kernel.** 65536 × f16 = 128 KB; gfx1151 has 64 KB LDS (`crates/rdna-compute/src/profiler.rs`, `lds_per_cu: 65536`). Decode inline. - Required leaves are `escha_code`, `escha_rin`, `escha_rout`. Optional: `escha_s_in`, `escha_s_out`, `escha_config`, `bias`. Unknown `escha_*` leaves are a hard error. See spec §1.4. - `K` comes from `code.shape[-1] / 16`. Never from `escha_config` (optional) and never from `layer_meta.bits` (self-inconsistent across releases). @@ -57,7 +58,7 @@ The trellis decode is the heart of the port. Everything else is gated against it - Test: inline `#[cfg(test)]` in `escha_ref.rs` (this crate has no `tests/` dir; all tests are inline) **Interfaces:** -- Consumes: `crate::float16::{f16_to_f32, f32_to_f16}` +- Consumes: `crate::float16::f16_to_f32`, `half::f16::from_f32` (RNE encode — see Global Constraints) - Produces: `pub const RS: f32`, `pub fn cba_decode(state: u16) -> u16`, `pub fn decode8_k2(words: &[u32; 16], lane: usize) -> [u16; 8]`, `pub fn decode8_k3(words: &[u32; 24], lane: usize) -> [u16; 8]`, `pub fn lane_positions(lane: usize) -> [(usize, usize); 8]`, `pub fn reconstruct(code: &[i16], in_features: usize, out_features: usize, k: usize) -> Vec` (returns f16 **bits**, row-major `[in_features, out_features]`) - [ ] **Step 1: Vendor the packed golden inputs** @@ -222,11 +223,22 @@ Expected: compile error, `cannot find function 'cba_decode' in this scope` (and Insert above the `#[cfg(test)] mod tests` block in `escha_ref.rs`: ```rust -use crate::float16::{f16_to_f32, f32_to_f16}; +use crate::float16::f16_to_f32; /// 1/sqrt(128) — the exact f32 constant the format pins. pub const RS: f32 = 0.088388347648; +/// Round f32 to fp16 bits, round-to-nearest-even. +/// +/// Every `f16(...)` in the escha contract is RNE. `crate::float16::f32_to_f16` +/// TRUNCATES — deliberately, to keep existing HFQ bytes stable — and using it +/// here silently corrupts the codec: it misses the published cbA constants at +/// states 3, 6 and 7. Do not "simplify" this back to the crate helper. +#[inline] +pub fn f16_rne(v: f32) -> u16 { + half::f16::from_f32(v).to_bits() +} + /// Decode one 16-bit trellis state to fp16 **bits** via the cbA codebook. /// /// `decode(x) = f16_lo(r) + f16_hi(r)` with fp16 RNE addition, where @@ -236,6 +248,9 @@ pub const RS: f32 = 0.088388347648; /// of two fp16 values is always representable in f32, so the single rounding /// here is the correctly-rounded fp16 result. /// +/// The round MUST be `half::f16::from_f32`, not `crate::float16::f32_to_f16` +/// — the latter truncates by design and misses states 3, 6 and 7. +/// /// There are 65536 reachable values, so a lookup table would be 128 KB and /// will not fit gfx1151's 64 KB LDS. This is five integer/FP ops and no /// memory traffic — keep it that way in the kernels. @@ -244,7 +259,7 @@ pub fn cba_decode(state: u16) -> u16 { let r = ((state as u32).wrapping_mul(0xCBAC_1FED) & 0x8FFF_8FFF) ^ 0x3B60_3B60; let lo = f16_to_f32((r & 0xFFFF) as u16); let hi = f16_to_f32((r >> 16) as u16); - f32_to_f16(lo + hi) + half::f16::from_f32(lo + hi).to_bits() } /// The 8 states lane `lane` owns, K=2. `words` is the tile's 16 u32. @@ -388,7 +403,8 @@ git commit -m "feat(escha): trellis codec CPU reference, gated on golden vectors **Interfaces:** - Consumes: `RS` from Task 1 -- Produces: `pub fn h128_inplace(x: &mut [f32])`, `pub fn input_transform(x: &[f32], rin: &[f32]) -> Vec`, `pub fn output_transform(mid: &[f32], rout: &[f32]) -> Vec`, `pub fn fold_scales(rin: &[u16], rout: &[u16], s_in: Option<&[f32]>, s_out: Option<&[f32]>) -> (Vec, Vec)` +- Produces: `pub fn f16_rne(v: f32) -> u16`, `pub fn h128_inplace(x: &mut [f32])`, `pub fn input_transform(x: &[f32], rin: &[f32]) -> Vec`, `pub fn output_transform(mid: &[f32], rout: &[f32]) -> Vec`, `pub fn fold_scales(rin: &[u16], rout: &[u16], s_in: Option<&[f32]>, s_out: Option<&[f32]>) -> (Vec, Vec)` +- Note: Task 1 inlined `half::f16::from_f32(..).to_bits()` in `cba_decode`. Extract that into `f16_rne` here and have `cba_decode` call it, so there is exactly one RNE encode site in the module. - [ ] **Step 1: Write the failing tests** @@ -443,8 +459,8 @@ Add inside the existing `mod tests` block in `escha_ref.rs`: /// must go through one code path. #[test] fn fold_scales_handles_absent_scales() { - let rin = [f32_to_f16(2.0), f32_to_f16(-3.0)]; - let rout = [f32_to_f16(0.5)]; + let rin = [f16_rne(2.0), f16_rne(-3.0)]; + let rout = [f16_rne(0.5)]; let (a, b) = fold_scales(&rin, &rout, None, None); assert_eq!(a, vec![2.0, -3.0]); assert_eq!(b, vec![0.5]); @@ -501,7 +517,7 @@ pub fn input_transform(x: &[f32], rin: &[f32]) -> Vec { for row in buf.chunks_exact_mut(ic) { h128_inplace(row); } - buf.iter().map(|v| f32_to_f16(v * RS)).collect() + buf.iter().map(|v| f16_rne(v * RS)).collect() } /// `y = f16( H128(mid) * RS * rout )`. Returns fp16 bits. @@ -514,7 +530,7 @@ pub fn output_transform(mid: &[f32], rout: &[f32]) -> Vec { } buf.iter() .zip(rout.iter().cycle()) - .map(|(v, s)| f32_to_f16(v * RS * s)) + .map(|(v, s)| f16_rne(v * RS * s)) .collect() } @@ -591,7 +607,7 @@ Add inside `mod tests`: fn zero_rout_gives_exactly_zero_output() { let ic = 128; let oc = 128; - let w: Vec = (0..ic * oc).map(|i| f32_to_f16((i % 7) as f32 - 3.0)).collect(); + let w: Vec = (0..ic * oc).map(|i| f16_rne((i % 7) as f32 - 3.0)).collect(); let rin = vec![1.0f32; ic]; let mut rout = vec![1.0f32; oc]; rout[3] = 0.0; @@ -610,13 +626,13 @@ Add inside `mod tests`: fn swiglu_uses_gate_first_half() { let inter = 2; // gate = [0, 0], up = [5, 7]; silu(0) == 0 so both outputs are zero. - let gu: Vec = [0.0, 0.0, 5.0, 7.0].iter().map(|&v| f32_to_f16(v)).collect(); + let gu: Vec = [0.0, 0.0, 5.0, 7.0].iter().map(|&v| f16_rne(v)).collect(); let h = swiglu(&gu, inter); assert_eq!(h.len(), inter); assert_eq!(f16_to_f32(h[0]), 0.0); assert_eq!(f16_to_f32(h[1]), 0.0); // gate = [large, large] -> silu(x) ~ x, so out ~ gate*up. - let gu2: Vec = [10.0, 10.0, 2.0, 3.0].iter().map(|&v| f32_to_f16(v)).collect(); + let gu2: Vec = [10.0, 10.0, 2.0, 3.0].iter().map(|&v| f16_rne(v)).collect(); let h2 = swiglu(&gu2, inter); assert!((f16_to_f32(h2[0]) - 20.0).abs() < 0.1, "{}", f16_to_f32(h2[0])); assert!((f16_to_f32(h2[1]) - 30.0).abs() < 0.2, "{}", f16_to_f32(h2[1])); @@ -627,7 +643,7 @@ Add inside `mod tests`: fn w8a16_applies_per_row_scale() { let (ic, oc) = (4, 2); let w8: Vec = vec![1, 2, 3, 4, 5, 6, 7, 8]; - let scale: Vec = vec![f32_to_f16(0.5), f32_to_f16(2.0)]; + let scale: Vec = vec![f16_rne(0.5), f16_rne(2.0)]; let x = vec![1.0f32, 1.0, 1.0, 1.0]; let y = w8a16(&x, &w8, &scale, oc, ic); assert_eq!(f16_to_f32(y[0]), 5.0); // (1+2+3+4)*0.5 @@ -679,8 +695,8 @@ pub fn swiglu(gate_up_bits: &[u16], inter: usize) -> Vec { let mut out = Vec::with_capacity(inter); for i in 0..inter { let g = f16_to_f32(gate_up_bits[i]); - let s = f16_to_f32(f32_to_f16(g / (1.0 + (-g).exp()))); - out.push(f32_to_f16(s * f16_to_f32(gate_up_bits[inter + i]))); + let s = f16_to_f32(f16_rne(g / (1.0 + (-g).exp()))); + out.push(f16_rne(s * f16_to_f32(gate_up_bits[inter + i]))); } out } @@ -696,9 +712,9 @@ pub fn w8a16(x: &[f32], w8: &[i8], scale: &[u16], oc: usize, ic: usize) -> Vec = (0..(oc * ic)).map(|i| (i % 127) as i8).collect(); - let scale = vec![f32_to_f16(0.5), f32_to_f16(2.0)]; + let scale = vec![f16_rne(0.5), f16_rne(2.0)]; let q8 = int8_rows_to_q8_0(&w8, &scale, oc, ic).unwrap(); assert_eq!(q8.len(), oc * (ic / 32) * 34); // Both blocks of row 0 carry row 0's scale, unchanged. From 41106f3b382aa01c1be1f2dfeeb357b99c805130 Mon Sep 17 00:00:00 2001 From: Nick Woolmer <29717167+nwoolmer@users.noreply.github.com> Date: Wed, 2 Sep 2026 23:01:19 +0100 Subject: [PATCH 012/100] feat(escha): H128 transforms and scale folding in the CPU reference --- crates/hipfire-quantize/src/escha_ref.rs | 181 +++++++++++++++++++++-- 1 file changed, 169 insertions(+), 12 deletions(-) diff --git a/crates/hipfire-quantize/src/escha_ref.rs b/crates/hipfire-quantize/src/escha_ref.rs index ff7c2e3bb..e039fe114 100644 --- a/crates/hipfire-quantize/src/escha_ref.rs +++ b/crates/hipfire-quantize/src/escha_ref.rs @@ -10,6 +10,22 @@ use crate::float16::f16_to_f32; /// 1/sqrt(128) — the exact f32 constant the format pins. pub const RS: f32 = 0.088388347648; +/// Round `v` to fp16 bits using round-to-nearest-even. +/// +/// This is the one RNE encode site in the module. `crate::float16::f32_to_f16` +/// is documented to truncate ("Hipfire's historical truncating conversion") +/// to keep existing HFQ encoder output byte-stable, whereas every `f16(...)` +/// in the escha contract is RNE — truncating flips the low bit on roughly +/// half of all 65536 codebook states (state 3 alone: truncation gives +/// 0x3ab7, the published/measured value is 0x3ab8). `half` is already a +/// workspace dependency used inside `float16.rs` itself, so this is not a +/// new dependency, just reaching past the crate's non-RNE convenience +/// wrapper for the one place where RNE is the spec. +#[inline] +pub fn f16_rne(v: f32) -> u16 { + half::f16::from_f32(v).to_bits() +} + /// Decode one 16-bit trellis state to fp16 **bits** via the cbA codebook. /// /// `decode(x) = f16_lo(r) + f16_hi(r)` with fp16 RNE addition, where @@ -19,17 +35,6 @@ pub const RS: f32 = 0.088388347648; /// of two fp16 values is always representable in f32, so the single rounding /// here is the correctly-rounded fp16 result. /// -/// The final round deliberately goes through `half::f16::from_f32`, not -/// `crate::float16::f32_to_f16`: that helper is documented to truncate -/// ("Hipfire's historical truncating conversion") to keep existing HFQ -/// encoder output byte-stable, whereas escha's codebook is defined by RNE -/// rounding — truncating flips the low bit on roughly half of all 65536 -/// states (state 3 alone: truncation gives 0x3ab7, the published/measured -/// value is 0x3ab8). `half` is already a workspace dependency used inside -/// `float16.rs` itself, so this is not a new dependency, just reaching past -/// the crate's non-RNE convenience wrapper for the one call site where RNE -/// is the spec. -/// /// There are 65536 reachable values, so a lookup table would be 128 KB and /// will not fit gfx1151's 64 KB LDS. This is five integer/FP ops and no /// memory traffic — keep it that way in the kernels. @@ -38,7 +43,7 @@ pub fn cba_decode(state: u16) -> u16 { let r = ((state as u32).wrapping_mul(0xCBAC_1FED) & 0x8FFF_8FFF) ^ 0x3B60_3B60; let lo = f16_to_f32((r & 0xFFFF) as u16); let hi = f16_to_f32((r >> 16) as u16); - half::f16::from_f32(lo + hi).to_bits() + f16_rne(lo + hi) } /// The 8 states lane `lane` owns, K=2. `words` is the tile's 16 u32. @@ -152,6 +157,97 @@ pub fn reconstruct(code: &[i16], in_features: usize, out_features: usize, k: usi out } +/// Unnormalised 128-point Walsh-Hadamard (Sylvester / natural order), applied +/// independently to each contiguous 128-element block of `x`. +/// +/// `x.len()` must be a multiple of 128. Every dimension in both checkpoints +/// satisfies this (512, 1024, 2048, 5120, 6144, 10240, 17408 are all +/// multiples of 128), including the gate|up split point at 512 — so a block +/// never straddles the gate/up boundary. +pub fn h128_inplace(x: &mut [f32]) { + assert_eq!( + x.len() % 128, + 0, + "H128 needs a multiple of 128, got {}", + x.len() + ); + for block in x.chunks_exact_mut(128) { + let mut h = 1; + while h < 128 { + let mut i = 0; + while i < 128 { + for j in i..i + h { + let (a, b) = (block[j], block[j + h]); + block[j] = a + b; + block[j + h] = a - b; + } + i += 2 * h; + } + h *= 2; + } + } +} + +/// `xh = f16( H128(x * rin) * RS )`. Returns fp16 bits. +pub fn input_transform(x: &[f32], rin: &[f32]) -> Vec { + let ic = rin.len(); + assert_eq!(x.len() % ic, 0); + let mut buf: Vec = x + .iter() + .zip(rin.iter().cycle()) + .map(|(a, b)| a * b) + .collect(); + for row in buf.chunks_exact_mut(ic) { + h128_inplace(row); + } + buf.iter().map(|v| f16_rne(v * RS)).collect() +} + +/// `y = f16( H128(mid) * RS * rout )`. Returns fp16 bits. +pub fn output_transform(mid: &[f32], rout: &[f32]) -> Vec { + let oc = rout.len(); + assert_eq!(mid.len() % oc, 0); + let mut buf = mid.to_vec(); + for row in buf.chunks_exact_mut(oc) { + h128_inplace(row); + } + buf.iter() + .zip(rout.iter().cycle()) + .map(|(v, s)| f16_rne(v * RS * s)) + .collect() +} + +/// Fold the optional end-to-end scales into the transform vectors. +/// +/// `s_in` multiplies the activation at exactly the point `rin` does, and +/// `s_out` at exactly the point `rout` does, so the pair collapses with no new +/// kernel and no new tensor. Folding keeps both products in f32 and rounds +/// once — one rounding point FEWER than applying the scales separately. +/// `None` returns that vector unchanged (as f32), which is the path MoE +/// exports and end-to-end-free exports both take. +pub fn fold_scales( + rin: &[u16], + rout: &[u16], + s_in: Option<&[f32]>, + s_out: Option<&[f32]>, +) -> (Vec, Vec) { + let mut ri: Vec = rin.iter().map(|&b| f16_to_f32(b)).collect(); + let mut ro: Vec = rout.iter().map(|&b| f16_to_f32(b)).collect(); + if let Some(s) = s_in { + assert_eq!(s.len(), ri.len()); + for (a, b) in ri.iter_mut().zip(s) { + *a *= b; + } + } + if let Some(s) = s_out { + assert_eq!(s.len(), ro.len()); + for (a, b) in ro.iter_mut().zip(s) { + *a *= b; + } + } + (ri, ro) +} + #[cfg(test)] mod tests { use super::*; @@ -236,4 +332,65 @@ mod tests { "lane_positions is not a bijection" ); } + + /// H128 is its own inverse up to a factor of 128. That is necessary but + /// NOT sufficient: a wrong butterfly order is also self-inverse and would + /// pass this alone. The Hadamard-of-a-basis-vector check below pins the + /// actual transform. + #[test] + fn h128_roundtrip_scales_by_128() { + let mut x: Vec = (0..256).map(|i| (i as f32 * 0.37).sin()).collect(); + let orig = x.clone(); + h128_inplace(&mut x); + h128_inplace(&mut x); + for (a, b) in x.iter().zip(orig.iter()) { + assert!((a - b * 128.0).abs() < 1e-2, "{a} vs {}", b * 128.0); + } + } + + /// H128 applied to e_0 must give all ones (Sylvester, unnormalised). + /// Applied to e_1 it must give the alternating +1/-1 pattern of row 1. + #[test] + fn h128_matches_sylvester_order() { + let mut e0 = vec![0.0f32; 128]; + e0[0] = 1.0; + h128_inplace(&mut e0); + assert!(e0.iter().all(|&v| v == 1.0), "row 0 must be all ones"); + + let mut e1 = vec![0.0f32; 128]; + e1[1] = 1.0; + h128_inplace(&mut e1); + for (i, &v) in e1.iter().enumerate() { + let want = if i % 2 == 0 { 1.0 } else { -1.0 }; + assert_eq!(v, want, "index {i}"); + } + } + + /// Blocks are independent: H128 must never mix across a 128 boundary. + #[test] + fn h128_does_not_mix_across_blocks() { + let mut x = vec![0.0f32; 256]; + x[0] = 1.0; + h128_inplace(&mut x); + assert!(x[..128].iter().all(|&v| v == 1.0)); + assert!( + x[128..].iter().all(|&v| v == 0.0), + "second block was contaminated" + ); + } + + /// MoE exports ship all-ones s_in/s_out; dense exports ship real values; + /// and an export without the end-to-end stage ships neither. All three + /// must go through one code path. + #[test] + fn fold_scales_handles_absent_scales() { + let rin = [f16_rne(2.0), f16_rne(-3.0)]; + let rout = [f16_rne(0.5)]; + let (a, b) = fold_scales(&rin, &rout, None, None); + assert_eq!(a, vec![2.0, -3.0]); + assert_eq!(b, vec![0.5]); + let (c, d) = fold_scales(&rin, &rout, Some(&[3.0, 2.0]), Some(&[4.0])); + assert_eq!(c, vec![6.0, -6.0]); + assert_eq!(d, vec![2.0]); + } } From 464b4f879fb4d08152f68133f1134fae14803ab6 Mon Sep 17 00:00:00 2001 From: Nick Woolmer <29717167+nwoolmer@users.noreply.github.com> Date: Wed, 2 Sep 2026 23:08:02 +0100 Subject: [PATCH 013/100] test(escha): cover input/output transform ordering and fold_scales mixed cases input_transform/output_transform had no direct unit test despite being the exact contract the GPU kernels get gated against. Add tests that pin the scale-before-vs-after-H128 ordering (with expected/wrong values built independently to prove the chosen inputs discriminate the two orderings) and the per-channel rin/rout broadcast across multiple rows via .iter().cycle(). Also round out fold_scales_handles_absent_scales with the two mixed (s_in only, s_out only) cases alongside the existing all-None/all-Some corners. Test-only change; verified by temporarily swapping the scale order inside input_transform, confirming the new tests fail, then reverting. --- crates/hipfire-quantize/src/escha_ref.rs | 168 +++++++++++++++++++++++ 1 file changed, 168 insertions(+) diff --git a/crates/hipfire-quantize/src/escha_ref.rs b/crates/hipfire-quantize/src/escha_ref.rs index e039fe114..b7e637dfa 100644 --- a/crates/hipfire-quantize/src/escha_ref.rs +++ b/crates/hipfire-quantize/src/escha_ref.rs @@ -393,4 +393,172 @@ mod tests { assert_eq!(c, vec![6.0, -6.0]); assert_eq!(d, vec![2.0]); } + + /// Mixed case: `s_in` present, `s_out` absent. `fold_scales` has four + /// (s_in, s_out) combinations; the all-Some and all-None corners are + /// covered above, but a branch that only handles the symmetric cases + /// would still pass those. This and the next test pin the two mixed + /// corners. + #[test] + fn fold_scales_handles_s_in_only() { + let rin = [f16_rne(2.0), f16_rne(-3.0)]; + let rout = [f16_rne(0.5)]; + let (a, b) = fold_scales(&rin, &rout, Some(&[3.0, 2.0]), None); + assert_eq!(a, vec![6.0, -6.0]); + assert_eq!( + b, + vec![0.5], + "rout must pass through unscaled when s_out is None" + ); + } + + /// Mixed case: `s_in` absent, `s_out` present. + #[test] + fn fold_scales_handles_s_out_only() { + let rin = [f16_rne(2.0), f16_rne(-3.0)]; + let rout = [f16_rne(0.5)]; + let (a, b) = fold_scales(&rin, &rout, None, Some(&[4.0])); + assert_eq!( + a, + vec![2.0, -3.0], + "rin must pass through unscaled when s_in is None" + ); + assert_eq!(b, vec![2.0]); + } + + /// `input_transform` is specified as `f16( H128(x * rin) * RS )` — scale + /// applied BEFORE the Hadamard transform. H128 mixes elements within a + /// block, so for a non-constant `rin` that is a materially different + /// operation from scaling after the transform. This is the exact + /// ordering contract the GPU kernels get gated against, so pin it + /// directly against an independently-built expected value, and prove + /// the chosen inputs actually discriminate the two orderings. + #[test] + fn input_transform_scales_before_not_after() { + let ic = 128; + let rin: Vec = (0..ic).map(|i| 1.0 + (i as f32) * 0.05).collect(); + let x: Vec = (0..ic).map(|i| ((i as f32) * 0.13).cos()).collect(); + + // Correct: scale THEN transform THEN RS. + let mut correct: Vec = x.iter().zip(rin.iter()).map(|(a, b)| a * b).collect(); + h128_inplace(&mut correct); + let correct_bits: Vec = correct.iter().map(|v| f16_rne(v * RS)).collect(); + + // Wrong: transform THEN scale THEN RS — the order a later edit + // could plausibly swap to. + let mut wrong = x.clone(); + h128_inplace(&mut wrong); + let wrong_bits: Vec = wrong + .iter() + .zip(rin.iter()) + .map(|(v, s)| f16_rne(v * s * RS)) + .collect(); + + assert_ne!( + correct_bits, wrong_bits, + "chosen rin/x must make the two orderings diverge, or this test proves nothing" + ); + + assert_eq!(input_transform(&x, &rin), correct_bits); + } + + /// `output_transform` is specified as `f16( H128(mid) * RS * rout )` — + /// scale applied AFTER the Hadamard transform, the mirror image of + /// `input_transform`'s contract. Same reasoning as above: a + /// non-constant `rout` makes pre- and post-transform scaling diverge. + #[test] + fn output_transform_scales_after_not_before() { + let oc = 128; + let rout: Vec = (0..oc).map(|i| 1.0 + (i as f32) * 0.05).collect(); + let mid: Vec = (0..oc).map(|i| ((i as f32) * 0.19).sin()).collect(); + + // Correct: transform THEN RS*scale. + let mut correct = mid.clone(); + h128_inplace(&mut correct); + let correct_bits: Vec = correct + .iter() + .zip(rout.iter()) + .map(|(v, s)| f16_rne(v * RS * s)) + .collect(); + + // Wrong: scale THEN transform THEN RS. + let mut wrong: Vec = mid.iter().zip(rout.iter()).map(|(a, b)| a * b).collect(); + h128_inplace(&mut wrong); + let wrong_bits: Vec = wrong.iter().map(|v| f16_rne(v * RS)).collect(); + + assert_ne!( + correct_bits, wrong_bits, + "chosen rout/mid must make the two orderings diverge, or this test proves nothing" + ); + + assert_eq!(output_transform(&mid, &rout), correct_bits); + } + + /// `input_transform` broadcasts `rin` across rows via `.iter().cycle()`. + /// A multi-row input must apply the exact same per-channel scale to row + /// 2 as row 1, and the two rows must transform independently (H128 + /// never mixes across the 128 boundary — see + /// `h128_does_not_mix_across_blocks` — so row 2 must not see row 1's + /// data either). The expected vector is built by hand, per row, rather + /// than by calling `input_transform`. + #[test] + fn input_transform_broadcasts_scale_across_rows() { + let ic = 128; + let rin: Vec = (0..ic).map(|i| 1.0 + (i as f32) * 0.03).collect(); + let row0: Vec = (0..ic).map(|i| ((i as f32) * 0.11).sin()).collect(); + let row1: Vec = row0.iter().map(|v| v + 10.0).collect(); + let mut x = row0.clone(); + x.extend_from_slice(&row1); + + let mut expected = Vec::with_capacity(2 * ic); + for row in [&row0, &row1] { + let mut buf: Vec = row.iter().zip(rin.iter()).map(|(a, b)| a * b).collect(); + h128_inplace(&mut buf); + expected.extend(buf.iter().map(|v| f16_rne(v * RS))); + } + + let actual = input_transform(&x, &rin); + assert_eq!( + actual, expected, + "row 2 must see the same per-channel rin as row 1" + ); + assert_ne!( + actual[..ic], + actual[ic..], + "rows must transform independently, not collapse to the same output" + ); + } + + /// Mirror of the above for `output_transform`'s `rout` broadcast. + #[test] + fn output_transform_broadcasts_scale_across_rows() { + let oc = 128; + let rout: Vec = (0..oc).map(|i| 1.0 + (i as f32) * 0.03).collect(); + let row0: Vec = (0..oc).map(|i| ((i as f32) * 0.17).cos()).collect(); + let row1: Vec = row0.iter().map(|v| v + 5.0).collect(); + let mut mid = row0.clone(); + mid.extend_from_slice(&row1); + + let mut expected = Vec::with_capacity(2 * oc); + for row in [&row0, &row1] { + let mut buf = row.clone(); + h128_inplace(&mut buf); + expected.extend( + buf.iter() + .zip(rout.iter()) + .map(|(v, s)| f16_rne(v * RS * s)), + ); + } + + let actual = output_transform(&mid, &rout); + assert_eq!( + actual, expected, + "row 2 must see the same per-channel rout as row 1" + ); + assert_ne!( + actual[..oc], + actual[oc..], + "rows must transform independently, not collapse to the same output" + ); + } } From b971a4171d16532735fcd534e0228995e7e999a3 Mon Sep 17 00:00:00 2001 From: Nick Woolmer <29717167+nwoolmer@users.noreply.github.com> Date: Wed, 2 Sep 2026 23:10:56 +0100 Subject: [PATCH 014/100] =?UTF-8?q?plan:=20Task=203=20builds=20no=20moe=5F?= =?UTF-8?q?block=20=E2=80=94=20title=20and=20rationale=20corrected?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit The title promised a MoE block that neither the interfaces nor the tests build. G4 gates hipfire against Escha's shipped moeblk_out golden directly, so a Rust moe_block would be a second thing to keep in sync while gating nothing. Design §4.1's oracle list never included it. Co-Authored-By: Claude Opus 5 (1M context) Claude-Session: https://claude.ai/code/session_01FfwZUVGT7QpjMdHikoERfM --- docs/plans/escha-w2-phase1.md | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/docs/plans/escha-w2-phase1.md b/docs/plans/escha-w2-phase1.md index 294e3f6e4..51097c0c7 100644 --- a/docs/plans/escha-w2-phase1.md +++ b/docs/plans/escha-w2-phase1.md @@ -583,9 +583,11 @@ git commit -m "feat(escha): H128 transforms and scale folding in the CPU referen --- -### Task 3: `escha_ref` linear, SwiGLU and MoE block +### Task 3: `escha_ref` expert linear, SwiGLU and w8a16 -Completes the oracle. `expert_linear` is what Task 7's GPU decode is gated against; `moe_block` is what Task 9's wiring is gated against. +Completes the oracle. `expert_linear` is what Task 7's GPU decode is gated against, and `swiglu`/`w8a16` pin the two rounding points the Task 10 wiring must reproduce. + +No `moe_block` port is needed: Task 10's G4 gate compares hipfire directly against Escha's shipped `moeblk_out.f16` golden, so a Rust reimplementation of the block would add a second thing to keep in sync without gating anything. **Files:** - Modify: `crates/hipfire-quantize/src/escha_ref.rs` From b75203a996e3a91949b511ca72d0f5868bfcf080 Mon Sep 17 00:00:00 2001 From: Nick Woolmer <29717167+nwoolmer@users.noreply.github.com> Date: Wed, 2 Sep 2026 23:15:41 +0100 Subject: [PATCH 015/100] feat(escha): expert linear, SwiGLU and w8a16 in the CPU reference --- crates/hipfire-quantize/src/escha_ref.rs | 127 +++++++++++++++++++++++ 1 file changed, 127 insertions(+) diff --git a/crates/hipfire-quantize/src/escha_ref.rs b/crates/hipfire-quantize/src/escha_ref.rs index b7e637dfa..5483c0604 100644 --- a/crates/hipfire-quantize/src/escha_ref.rs +++ b/crates/hipfire-quantize/src/escha_ref.rs @@ -248,6 +248,61 @@ pub fn fold_scales( (ri, ro) } +/// Full single-expert linear for one token: `x [ic] -> [oc]` fp16 bits. +/// +/// `w_bits` is the decoded bare weight, row-major `[ic, oc]` — decode it once +/// with `reconstruct` and reuse it. `ref.moe_block` in the Python original +/// re-decodes per (token, slot), which is 128 full tile decodes for an +/// 8-token fixture; do not reproduce that. +pub fn expert_linear(x: &[f32], w_bits: &[u16], rin: &[f32], rout: &[f32]) -> Vec { + let (ic, oc) = (rin.len(), rout.len()); + assert_eq!(x.len(), ic); + assert_eq!(w_bits.len(), ic * oc); + let xh = input_transform(x, rin); + let mut mid = vec![0.0f32; oc]; + for i in 0..ic { + let a = f16_to_f32(xh[i]); + if a == 0.0 { + continue; + } + let row = &w_bits[i * oc..(i + 1) * oc]; + for (m, &wb) in mid.iter_mut().zip(row) { + *m += a * f16_to_f32(wb); + } + } + output_transform(&mid, rout) +} + +/// `silu(g) * u` on the fp16-rounded merged output; gate is the first half. +pub fn swiglu(gate_up_bits: &[u16], inter: usize) -> Vec { + assert_eq!(gate_up_bits.len(), 2 * inter); + let mut out = Vec::with_capacity(inter); + for i in 0..inter { + let g = f16_to_f32(gate_up_bits[i]); + let s = f16_to_f32(f16_rne(g / (1.0 + (-g).exp()))); + out.push(f16_rne(s * f16_to_f32(gate_up_bits[inter + i]))); + } + out +} + +/// `y = f16( x @ f16(w8 * scale)^T )`. `w8` is `[oc, ic]`, `scale` is `[oc]` +/// fp16 bits — Escha's int8 is per-output-row, not per-block. +pub fn w8a16(x: &[f32], w8: &[i8], scale: &[u16], oc: usize, ic: usize) -> Vec { + assert_eq!(w8.len(), oc * ic); + assert_eq!(scale.len(), oc); + assert_eq!(x.len(), ic); + let mut out = Vec::with_capacity(oc); + for o in 0..oc { + let s = f16_to_f32(scale[o]); + let mut acc = 0.0f32; + for i in 0..ic { + acc += x[i] * f16_to_f32(f16_rne(w8[o * ic + i] as f32 * s)); + } + out.push(f16_rne(acc)); + } + out +} + #[cfg(test)] mod tests { use super::*; @@ -561,4 +616,76 @@ mod tests { "rows must transform independently, not collapse to the same output" ); } + + /// A pruned output channel must be EXACTLY zero, not approximately. + /// gate_up.rout carries a per-expert prune mask (design §1.2): on the + /// shipped layer-0 expert 0, 560 of 1024 channels are hard zeros. A kernel + /// that "optimises away" the zero multiply must preserve exact zero. + #[test] + fn zero_rout_gives_exactly_zero_output() { + let ic = 128; + let oc = 128; + let w: Vec = (0..ic * oc) + .map(|i| f16_rne((i % 7) as f32 - 3.0)) + .collect(); + let rin = vec![1.0f32; ic]; + let mut rout = vec![1.0f32; oc]; + rout[3] = 0.0; + rout[57] = 0.0; + let x: Vec = (0..ic).map(|i| (i as f32 * 0.11).cos()).collect(); + let y = expert_linear(&x, &w, &rin, &rout); + assert_eq!(y.len(), oc); + assert_eq!( + f16_to_f32(y[3]), + 0.0, + "pruned channel 3 must be exactly zero" + ); + assert_eq!( + f16_to_f32(y[57]), + 0.0, + "pruned channel 57 must be exactly zero" + ); + assert!(y + .iter() + .enumerate() + .any(|(i, &v)| i != 3 && i != 57 && f16_to_f32(v) != 0.0)); + } + + /// SwiGLU splits the f16-ROUNDED merged output at the halfway point, gate + /// first. Rounding before the split is part of the contract. + #[test] + fn swiglu_uses_gate_first_half() { + let inter = 2; + // gate = [0, 0], up = [5, 7]; silu(0) == 0 so both outputs are zero. + let gu: Vec = [0.0, 0.0, 5.0, 7.0].iter().map(|&v| f16_rne(v)).collect(); + let h = swiglu(&gu, inter); + assert_eq!(h.len(), inter); + assert_eq!(f16_to_f32(h[0]), 0.0); + assert_eq!(f16_to_f32(h[1]), 0.0); + // gate = [large, large] -> silu(x) ~ x, so out ~ gate*up. + let gu2: Vec = [10.0, 10.0, 2.0, 3.0].iter().map(|&v| f16_rne(v)).collect(); + let h2 = swiglu(&gu2, inter); + assert!( + (f16_to_f32(h2[0]) - 20.0).abs() < 0.1, + "{}", + f16_to_f32(h2[0]) + ); + assert!( + (f16_to_f32(h2[1]) - 30.0).abs() < 0.2, + "{}", + f16_to_f32(h2[1]) + ); + } + + /// Escha's int8 is per-output-ROW: y = f16(x @ f16(w8*scale)^T). + #[test] + fn w8a16_applies_per_row_scale() { + let (ic, oc) = (4, 2); + let w8: Vec = vec![1, 2, 3, 4, 5, 6, 7, 8]; + let scale: Vec = vec![f16_rne(0.5), f16_rne(2.0)]; + let x = vec![1.0f32, 1.0, 1.0, 1.0]; + let y = w8a16(&x, &w8, &scale, oc, ic); + assert_eq!(f16_to_f32(y[0]), 5.0); // (1+2+3+4)*0.5 + assert_eq!(f16_to_f32(y[1]), 52.0); // (5+6+7+8)*2.0 + } } From 4fb616e0cb7ef0fa365e55be7008733921f854eb Mon Sep 17 00:00:00 2001 From: Nick Woolmer <29717167+nwoolmer@users.noreply.github.com> Date: Wed, 2 Sep 2026 23:25:34 +0100 Subject: [PATCH 016/100] fix(escha): expert_linear must not skip zero activations The accumulation loop treated a zero activation as a no-op shortcut, but this module is the numerical oracle GPU kernels are gated against and 0.0 * NaN = NaN under IEEE-754: skipping the multiply silently turns a corrupted (non-finite) weight into a clean zero instead of surfacing it. Removed the skip so expert_linear is an unconditional matmul, and added a test that poisons one weight with NaN behind an all-zero activation and asserts the output is NaN, not zero. Verified the test fails with the skip restored before removing it again. Also corrected the doc comment on swiglu_uses_gate_first_half: its first sub-case (gate=[0,0]) only pins silu(0) == 0 and does not by itself discriminate a gate/up swap; the second sub-case is what actually catches a swap. Co-Authored-By: Claude Opus 5 (1M context) Claude-Session: https://claude.ai/code/session_01FfwZUVGT7QpjMdHikoERfM --- crates/hipfire-quantize/src/escha_ref.rs | 44 ++++++++++++++++++++++-- 1 file changed, 41 insertions(+), 3 deletions(-) diff --git a/crates/hipfire-quantize/src/escha_ref.rs b/crates/hipfire-quantize/src/escha_ref.rs index 5483c0604..598e96710 100644 --- a/crates/hipfire-quantize/src/escha_ref.rs +++ b/crates/hipfire-quantize/src/escha_ref.rs @@ -262,9 +262,6 @@ pub fn expert_linear(x: &[f32], w_bits: &[u16], rin: &[f32], rout: &[f32]) -> Ve let mut mid = vec![0.0f32; oc]; for i in 0..ic { let a = f16_to_f32(xh[i]); - if a == 0.0 { - continue; - } let row = &w_bits[i * oc..(i + 1) * oc]; for (m, &wb) in mid.iter_mut().zip(row) { *m += a * f16_to_f32(wb); @@ -651,8 +648,49 @@ mod tests { .any(|(i, &v)| i != 3 && i != 57 && f16_to_f32(v) != 0.0)); } + /// `expert_linear` is a plain matmul (`mid = xh_f32 @ W_f32`) and this + /// module is the numerical ORACLE that GPU kernels are gated against. + /// Skipping a zero activation as a "the term is zero anyway" shortcut is + /// only valid if every weight it would multiply is finite: IEEE-754 says + /// `0.0 * NaN = NaN`, so a real matmul must let a non-finite weight + /// contaminate the output even where the paired activation is exactly + /// zero. Silently substituting 0 there would mask a corrupted decode + /// instead of surfacing it. + /// + /// An all-zero `x` makes every activation exactly zero + /// (`input_transform`: `f16(H128(0 * rin) * RS) == 0`), so this poisons + /// one weight with NaN and asserts the oracle still reports NaN rather + /// than swallowing it to 0.0. + #[test] + fn expert_linear_propagates_nan_weight_through_zero_activation() { + let ic = 128; + let oc = 128; + let rin = vec![1.0f32; ic]; + let rout = vec![1.0f32; oc]; + let x = vec![0.0f32; ic]; // -> every activation channel is exactly 0.0 + let mut w: Vec = (0..ic * oc) + .map(|i| f16_rne((i % 7) as f32 - 3.0)) + .collect(); + w[5 * oc + 10] = f16_rne(f32::NAN); // one poisoned weight, row 5 col 10 + let y = expert_linear(&x, &w, &rin, &rout); + assert!( + y.iter().any(|&b| f16_to_f32(b).is_nan()), + "0.0 * NaN must propagate as NaN somewhere in the output, not be skipped to \ + all-zero: a faithful matmul cannot discard a NaN weight just because the paired \ + activation happens to be zero" + ); + } + /// SwiGLU splits the f16-ROUNDED merged output at the halfway point, gate /// first. Rounding before the split is part of the contract. + /// + /// The first case (gate=[0,0]) does NOT by itself discriminate a + /// gate/up swap: silu(0) == 0 zeroes the output whichever half is + /// treated as gate, so it only pins `silu(0) == 0`. The second case + /// (gate=[10,10], up=[2,3]) is the one that actually catches a swap — + /// silu(large) ~= large makes the output track gate*up, so swapping + /// gate and up would swap which operand tracks toward ~1 and change + /// the result. #[test] fn swiglu_uses_gate_first_half() { let inter = 2; From 5f7b1a73326ce7f795973673d240d56afa3764b2 Mon Sep 17 00:00:00 2001 From: Nick Woolmer <29717167+nwoolmer@users.noreply.github.com> Date: Wed, 2 Sep 2026 23:25:56 +0100 Subject: [PATCH 017/100] plan: drop expert_linear's zero-activation skip Review found the skip diverges from a plain matmul when a weight row is non-finite (0.0 * NaN = NaN, not 0). escha_ref is the oracle GPU kernels are gated against, so swallowing that would mask a corrupted decode rather than surface it. Plan text now matches what shipped. Co-Authored-By: Claude Opus 5 (1M context) Claude-Session: https://claude.ai/code/session_01FfwZUVGT7QpjMdHikoERfM --- docs/plans/escha-w2-phase1.md | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/docs/plans/escha-w2-phase1.md b/docs/plans/escha-w2-phase1.md index 51097c0c7..b1ea9ef78 100644 --- a/docs/plans/escha-w2-phase1.md +++ b/docs/plans/escha-w2-phase1.md @@ -679,10 +679,10 @@ pub fn expert_linear(x: &[f32], w_bits: &[u16], rin: &[f32], rout: &[f32]) -> Ve let xh = input_transform(x, rin); let mut mid = vec![0.0f32; oc]; for i in 0..ic { + // Unconditional MAC — no zero-activation skip. This is the oracle, so + // it must be a faithful matmul: 0.0 * NaN is NaN, not 0, and skipping + // would MASK a corrupted decode instead of surfacing it. let a = f16_to_f32(xh[i]); - if a == 0.0 { - continue; - } let row = &w_bits[i * oc..(i + 1) * oc]; for (m, &wb) in mid.iter_mut().zip(row) { *m += a * f16_to_f32(wb); From 765f46c2266cad5433a1b1ead52fffe6e6892d41 Mon Sep 17 00:00:00 2001 From: Nick Woolmer <29717167+nwoolmer@users.noreply.github.com> Date: Wed, 2 Sep 2026 23:42:33 +0100 Subject: [PATCH 018/100] feat(escha): register ESCHA2T16/ESCHA3T16 and the EschaH128 rotation plan Registers the two Escha-W2 quant type ids (hfq qt=42/43, the lowest free pair) in the authoritative QuantType registry, adds DType::Escha2T16/ Escha3T16 to the runtime dtype enum, and adds RotationPlan::EschaH128 so dtype_rotation_plan routes both types to it instead of falling through to RotationPlan::None. Escha weights live in a rotated domain (128-point Hadamard on both sides of the matmul); reaching an unrotated Plain GEMV would not crash but would silently produce fluent, wrong output, so every exhaustive match the new variants broke got an explicit named arm rather than a widened catch-all, and prepare_rotation_scratch now hard-errors on RotationPlan::EschaH128 (no rotate kernel exists yet). Guarded by escha_types_never_resolve_to_plain / escha_types_use_the_escha_rotation_plan in hipfire-dispatch-tests and escha_quant_types_round_trip in hfq.rs. --- crates/hipfire-dispatch-tests/src/dtype.rs | 229 +++++++++++++++---- crates/hipfire-dispatch/src/families/gemv.rs | 22 ++ crates/hipfire-dispatch/src/tests.rs | 4 + crates/hipfire-dispatch/src/types.rs | 28 +++ crates/hipfire-quantize/src/hfq.rs | 18 ++ crates/rdna-compute/src/dispatch.rs | 12 + 6 files changed, 267 insertions(+), 46 deletions(-) diff --git a/crates/hipfire-dispatch-tests/src/dtype.rs b/crates/hipfire-dispatch-tests/src/dtype.rs index 24541330a..778b2a369 100644 --- a/crates/hipfire-dispatch-tests/src/dtype.rs +++ b/crates/hipfire-dispatch-tests/src/dtype.rs @@ -2,33 +2,56 @@ use rdna_compute::DType; /// Every DType variant that represents a quantized format (byte-level). const QUANTIZED_DTYPES: &[DType] = &[ - DType::Q4K, DType::Q6K, DType::Q8_0, - DType::Q4F16G64, DType::Q4F16G32, DType::Q8HFQ, - DType::HFQ4G256, DType::HFQ4G128, - DType::HFQ3G256, DType::HFQ3G128, - DType::MQ4G256, DType::MQ4G128, - DType::MQ8G256, DType::MQ6G256, - DType::MQ3G256, DType::MQ2G256, - DType::MQ2G256Lloyd, DType::MQ3G256Lloyd, DType::MQ4G256Lloyd, - DType::HFP4G32, DType::MFP4G32, - DType::HFQ2G256, DType::HFQ2G128, DType::HFQ6G256, - DType::ParoQ4G128, DType::Raw, + DType::Q4K, + DType::Q6K, + DType::Q8_0, + DType::Q4F16G64, + DType::Q4F16G32, + DType::Q8HFQ, + DType::HFQ4G256, + DType::HFQ4G128, + DType::HFQ3G256, + DType::HFQ3G128, + DType::MQ4G256, + DType::MQ4G128, + DType::MQ8G256, + DType::MQ6G256, + DType::MQ3G256, + DType::MQ2G256, + DType::MQ2G256Lloyd, + DType::MQ3G256Lloyd, + DType::MQ4G256Lloyd, + DType::HFP4G32, + DType::MFP4G32, + DType::HFQ2G256, + DType::HFQ2G128, + DType::HFQ6G256, + DType::ParoQ4G128, + DType::Raw, ]; /// DTypes that are MQ-family (FWHT-rotated MagnumQuant). const MAGNUMQUANT_DTYPES: &[DType] = &[ - DType::MQ4G256, DType::MQ4G128, - DType::MQ8G256, DType::MQ6G256, - DType::MQ3G256, DType::MQ2G256, - DType::MQ2G256Lloyd, DType::MQ3G256Lloyd, DType::MQ4G256Lloyd, + DType::MQ4G256, + DType::MQ4G128, + DType::MQ8G256, + DType::MQ6G256, + DType::MQ3G256, + DType::MQ2G256, + DType::MQ2G256Lloyd, + DType::MQ3G256Lloyd, + DType::MQ4G256Lloyd, DType::MFP4G32, ]; /// DTypes that are HFQ-family (flat quant with inline f32 scale+zero). const HFQ_DTYPES: &[DType] = &[ - DType::HFQ4G256, DType::HFQ4G128, - DType::HFQ3G256, DType::HFQ3G128, - DType::HFQ2G256, DType::HFQ2G128, + DType::HFQ4G256, + DType::HFQ4G128, + DType::HFQ3G256, + DType::HFQ3G128, + DType::HFQ2G256, + DType::HFQ2G128, DType::HFQ6G256, ]; @@ -69,12 +92,24 @@ fn awq_sidecar_not_on_non_awq_dtypes() { for dt in MAGNUMQUANT_DTYPES { if matches!( *dt, - DType::MQ4G256 | DType::MQ3G256 | DType::MQ2G256 | DType::MQ3G256Lloyd | DType::MQ2G256Lloyd - ) { continue; } - assert!(!dt.supports_awq_sidecar(), "DType::{dt:?} should NOT support AWQ"); + DType::MQ4G256 + | DType::MQ3G256 + | DType::MQ2G256 + | DType::MQ3G256Lloyd + | DType::MQ2G256Lloyd + ) { + continue; + } + assert!( + !dt.supports_awq_sidecar(), + "DType::{dt:?} should NOT support AWQ" + ); } for dt in HFQ_DTYPES { - assert!(!dt.supports_awq_sidecar(), "DType::{dt:?} should NOT support AWQ"); + assert!( + !dt.supports_awq_sidecar(), + "DType::{dt:?} should NOT support AWQ" + ); } assert!(!DType::F32.supports_awq_sidecar()); assert!(!DType::F16.supports_awq_sidecar()); @@ -103,25 +138,30 @@ fn rotation_plan_covers_every_dtype() { assert_eq!(dtype_rotation_plan(DType::MQ6G256), RotationPlan::FwhtG256); assert_eq!(dtype_rotation_plan(DType::MFP4G32), RotationPlan::FwhtG256); assert_eq!(dtype_rotation_plan(DType::MQ4G128), RotationPlan::FwhtG128); - assert_eq!(dtype_rotation_plan(DType::MQ8G256), RotationPlan::Mq8Internal); + assert_eq!( + dtype_rotation_plan(DType::MQ8G256), + RotationPlan::Mq8Internal + ); assert_eq!(dtype_rotation_plan(DType::ParoQ4G128), RotationPlan::Givens); } #[test] fn rotation_plan_matches_legacy_needs_fwht() { - use hipfire_dispatch::types::{dtype_rotation_plan, dtype_needs_rotation, RotationPlan}; + use hipfire_dispatch::types::{dtype_needs_rotation, dtype_rotation_plan, RotationPlan}; for d in QUANTIZED_DTYPES { assert_eq!( dtype_rotation_plan(*d) != RotationPlan::None, dtype_needs_rotation(*d), - "rotation_plan/needs_fwht disagree for {:?}", d + "rotation_plan/needs_fwht disagree for {:?}", + d ); } for d in [DType::F32, DType::F16, DType::Q8_0] { assert_eq!( dtype_rotation_plan(d) != RotationPlan::None, dtype_needs_rotation(d), - "rotation_plan/needs_fwht disagree for {:?}", d + "rotation_plan/needs_fwht disagree for {:?}", + d ); } } @@ -130,16 +170,31 @@ fn rotation_plan_matches_legacy_needs_fwht() { fn post_rotation_variant_paro_is_plain_mq_is_prerotated() { use hipfire_dispatch::types::{dtype_post_rotation_variant, GemvVariant}; use rdna_compute::DType; - assert_eq!(dtype_post_rotation_variant(DType::ParoQ4G128), GemvVariant::Plain); - assert_eq!(dtype_post_rotation_variant(DType::MQ4G256), GemvVariant::Prerotated); - assert_eq!(dtype_post_rotation_variant(DType::MQ8G256), GemvVariant::Prerotated); - assert_eq!(dtype_post_rotation_variant(DType::MQ4G128), GemvVariant::Prerotated); - assert_eq!(dtype_post_rotation_variant(DType::HFQ4G256), GemvVariant::Plain); + assert_eq!( + dtype_post_rotation_variant(DType::ParoQ4G128), + GemvVariant::Plain + ); + assert_eq!( + dtype_post_rotation_variant(DType::MQ4G256), + GemvVariant::Prerotated + ); + assert_eq!( + dtype_post_rotation_variant(DType::MQ8G256), + GemvVariant::Prerotated + ); + assert_eq!( + dtype_post_rotation_variant(DType::MQ4G128), + GemvVariant::Prerotated + ); + assert_eq!( + dtype_post_rotation_variant(DType::HFQ4G256), + GemvVariant::Plain + ); } #[test] fn q8hfq_resolves_to_plain_gemv_key() { - use hipfire_dispatch::types::{KernelKey, GemvVariant}; + use hipfire_dispatch::types::{GemvVariant, KernelKey}; use rdna_compute::DType; let key = KernelKey::for_gemv(DType::Q8HFQ, GemvVariant::Plain, false) .expect("Q8HFQ Plain must resolve"); @@ -150,32 +205,114 @@ fn q8hfq_resolves_to_plain_gemv_key() { fn rotation_tag_distinguishes_awq_and_batched() { use hipfire_dispatch::families::gemv::RotationTag; use hipfire_dispatch::types::RotationPlan; - let base = RotationTag { plan: RotationPlan::FwhtG256, awq: false, batched: false }; - let awq = RotationTag { plan: RotationPlan::FwhtG256, awq: true, batched: false }; - let bat = RotationTag { plan: RotationPlan::FwhtG256, awq: false, batched: true }; + let base = RotationTag { + plan: RotationPlan::FwhtG256, + awq: false, + batched: false, + }; + let awq = RotationTag { + plan: RotationPlan::FwhtG256, + awq: true, + batched: false, + }; + let bat = RotationTag { + plan: RotationPlan::FwhtG256, + awq: false, + batched: true, + }; assert_ne!(base, awq, "AWQ vs non-AWQ must not compare equal"); assert_ne!(base, bat, "batched vs non-batched must not compare equal"); - assert_eq!(base, RotationTag { plan: RotationPlan::FwhtG256, awq: false, batched: false }); + assert_eq!( + base, + RotationTag { + plan: RotationPlan::FwhtG256, + awq: false, + batched: false + } + ); } #[test] fn run_rejects_tag_plan_mismatch() { use hipfire_dispatch::families::gemv::{check_rotation_tag, RotationTag}; use hipfire_dispatch::types::RotationPlan; - let want = RotationTag { plan: RotationPlan::FwhtG256, awq: false, batched: false }; - let givens = RotationTag { plan: RotationPlan::Givens, awq: false, batched: false }; - let awq = RotationTag { plan: RotationPlan::FwhtG256, awq: true, batched: false }; + let want = RotationTag { + plan: RotationPlan::FwhtG256, + awq: false, + batched: false, + }; + let givens = RotationTag { + plan: RotationPlan::Givens, + awq: false, + batched: false, + }; + let awq = RotationTag { + plan: RotationPlan::FwhtG256, + awq: true, + batched: false, + }; assert!(check_rotation_tag(want, want).is_ok()); - assert!(check_rotation_tag(want, givens).is_err(), "plan mismatch must reject"); - assert!(check_rotation_tag(want, awq).is_err(), "awq mismatch must reject"); + assert!( + check_rotation_tag(want, givens).is_err(), + "plan mismatch must reject" + ); + assert!( + check_rotation_tag(want, awq).is_err(), + "awq mismatch must reject" + ); } #[test] fn rotate_variant_selection() { use hipfire_dispatch::families::gemv::select_rotation_variant; use hipfire_dispatch::types::{RotationPlan, RotationVariant}; - assert_eq!(select_rotation_variant(RotationPlan::FwhtG256, false, false), RotationVariant::Plain); - assert_eq!(select_rotation_variant(RotationPlan::FwhtG256, true, false), RotationVariant::WithRmsnorm); - assert_eq!(select_rotation_variant(RotationPlan::FwhtG256, false, true), RotationVariant::WithSwiGLU); - assert_eq!(select_rotation_variant(RotationPlan::FwhtG128, false, false), RotationVariant::PlainG128); - assert_eq!(select_rotation_variant(RotationPlan::Givens, false, false), RotationVariant::Givens); + assert_eq!( + select_rotation_variant(RotationPlan::FwhtG256, false, false), + RotationVariant::Plain + ); + assert_eq!( + select_rotation_variant(RotationPlan::FwhtG256, true, false), + RotationVariant::WithRmsnorm + ); + assert_eq!( + select_rotation_variant(RotationPlan::FwhtG256, false, true), + RotationVariant::WithSwiGLU + ); + assert_eq!( + select_rotation_variant(RotationPlan::FwhtG128, false, false), + RotationVariant::PlainG128 + ); + assert_eq!( + select_rotation_variant(RotationPlan::Givens, false, false), + RotationVariant::Givens + ); +} + +// ─── Escha-W2 registration (Task 4) ───────────────────────────── + +#[test] +fn escha_types_use_the_escha_rotation_plan() { + use hipfire_dispatch::types::{dtype_rotation_plan, RotationPlan}; + assert_eq!( + dtype_rotation_plan(DType::Escha2T16), + RotationPlan::EschaH128 + ); + assert_eq!( + dtype_rotation_plan(DType::Escha3T16), + RotationPlan::EschaH128 + ); +} + +/// Escha weights are stored in the rotated domain. Reaching a Plain GEMV +/// without the H128 pair does not crash — it produces coherent-looking +/// garbage. Both types must therefore refuse to resolve to Plain, exactly as +/// MQ4G128 does (see coverage_tests.rs). +#[test] +fn escha_types_never_resolve_to_plain() { + use hipfire_dispatch::types::{GemvVariant, KernelKey}; + for dt in [DType::Escha2T16, DType::Escha3T16] { + assert!( + KernelKey::for_gemv(dt, GemvVariant::Plain, false).is_err(), + "{dt:?} must not have a Plain GEMV arm — that would skip the H128 pair" + ); + } } diff --git a/crates/hipfire-dispatch/src/families/gemv.rs b/crates/hipfire-dispatch/src/families/gemv.rs index a6fc86ea0..9f086e50e 100644 --- a/crates/hipfire-dispatch/src/families/gemv.rs +++ b/crates/hipfire-dispatch/src/families/gemv.rs @@ -144,6 +144,14 @@ pub fn select_rotation_variant( RotationVariant::Plain } } + // Escha-W2: stated explicitly rather than left to the FwhtG256 `_` + // fallthrough below, even though no RotationVariant here is ever + // actually launched for this plan — `prepare_rotation_scratch` + // errors on `RotationPlan::EschaH128` before `rotate()` calls + // `self.rotation.run()`, so whatever is returned here is inert. + // Do NOT read this arm as "Escha shares the FwhtG256 fusion axis"; + // it does not — it has its own H128 transform with no kernel yet. + RotationPlan::EschaH128 => RotationVariant::Plain, // FwhtG256 shares the fusion axis. _ => { if has_swiglu { @@ -452,6 +460,20 @@ fn prepare_rotation_scratch( arch: "", quant: "", }), + // Escha-W2's 128-point Hadamard has no scratch buffer / rotate kernel + // yet (Task 4 registers the dtype + rotation plan only). This is the + // guard that actually matters: it is what stops `rotate()` from ever + // reaching `self.rotation.run()` for these types, regardless of which + // RotationVariant `select_rotation_variant`'s catch-all picked for + // `EschaH128` above. Must become a real scratch-buffer allocation + // when the H128 rotate kernel lands — do not widen this to reuse the + // FwhtG256/FwhtG128 scratch, which is the wrong transform size. + RotationPlan::EschaH128 => Err(DispatchError::UnsupportedVariant { + family: "gemv", + variant: "escha-h128-rotate-unimplemented", + arch: "", + quant: "", + }), } } diff --git a/crates/hipfire-dispatch/src/tests.rs b/crates/hipfire-dispatch/src/tests.rs index 51aebb022..bbe45dd38 100644 --- a/crates/hipfire-dispatch/src/tests.rs +++ b/crates/hipfire-dispatch/src/tests.rs @@ -768,6 +768,10 @@ fn gemv_steps_rotation_matches_plan() { assert!(!has_fwht && !has_givens, "{dtype:?}: no rotation"); } RotationPlan::Mq8Internal => {} + // Not exercised by the fixed dtype list above (no Escha GEMV kernel + // exists yet to produce steps for) — present only so this exhaustive + // match keeps compiling once RotationPlan gained EschaH128. + RotationPlan::EschaH128 => {} } } } diff --git a/crates/hipfire-dispatch/src/types.rs b/crates/hipfire-dispatch/src/types.rs index a191089a0..fe8ef7fc3 100644 --- a/crates/hipfire-dispatch/src/types.rs +++ b/crates/hipfire-dispatch/src/types.rs @@ -111,6 +111,9 @@ pub enum RotationPlan { FwhtG128, Mq8Internal, Givens, + /// Escha-W2: unnormalised 128-point Walsh-Hadamard on BOTH sides, + /// RS = 1/sqrt(128), signs folded into rin/rout rather than seeded. + EschaH128, } /// Sign-domain plan for a dtype. `None` <=> no activation rotation required. @@ -137,6 +140,12 @@ pub fn dtype_rotation_plan(dtype: DType) -> RotationPlan { // whoever adds the next Lloyd variant should be forced to decide which // side of this line it belongs on. MQ2G256LloydU => RotationPlan::None, + // Escha-W2: rotated-domain weights, 128-point Hadamard on both sides. + // Stated explicitly rather than left to the `_` fallthrough below — + // reaching RotationPlan::None here would skip the H128 pair and feed + // an unrotated activation through a rotated-domain weight, which is + // silent, fluent-looking garbage rather than a crash. + Escha2T16 | Escha3T16 => RotationPlan::EschaH128, _ => RotationPlan::None, } } @@ -155,6 +164,15 @@ pub fn dtype_post_rotation_variant(dtype: DType) -> GemvVariant { | MQ4G256Lloyd | MFP4G32 | MFP4G32Lloyd | MFP4G32P | MFP4G32E8 | MFP4G32E8SOA | MQ4G128 => { GemvVariant::Prerotated } + // Escha-W2: stated explicitly rather than left to the `_` fallthrough. + // No GEMV kernel exists yet, so this value is never actually launched — + // `for_gemv(_, Plain)` has no arm for these types (always Err), and + // `prepare_rotation_scratch` errors on `RotationPlan::EschaH128` before + // any rotate kernel runs, so the end-to-end path is Err regardless of + // what is returned here. Kept as `Plain` (the same value the `_` arm + // would produce) purely so a future reader sees this dtype was + // considered, not missed. + Escha2T16 | Escha3T16 => GemvVariant::Plain, _ => GemvVariant::Plain, } } @@ -881,6 +899,16 @@ impl KernelKey { // inherits the identical arch gating. MQ2G256Lloyd | MQ2G256LloydU | MQ3G256Lloyd | MQ4G256Lloyd => ArchPredicate::HasWave32, MQ2G256GL | MQ3G256GL | MQ4G256V2 | MQ2G256V2 | MQ3G256V2 | MQ5G256V2 | MQ6G256V2 | MQ4CG256 => ArchPredicate::HasWave32, + // Escha-W2: no GEMV kernel exists yet (Task 4 registers the ids/rotation + // plan only; the HIP kernels are future work), so there is no real + // hardware requirement to encode. `Always` is a placeholder, not a claim + // that a kernel runs everywhere — it is inert today: `for_gemv` has no + // arm for these types (always Err) and `dtype_post_rotation_variant` + // never maps them to `Prerotated`, so neither call site in + // `pipeline/mod.rs` that guards on `dtype_arch_predicate(..).eval_arch()` + // can reach this value for Escha. Revisit when the Escha GEMV kernel + // lands and give it its real arch gate then. + Escha2T16 | Escha3T16 => ArchPredicate::Always, Q8HFQ | Raw => ArchPredicate::Always, } } diff --git a/crates/hipfire-quantize/src/hfq.rs b/crates/hipfire-quantize/src/hfq.rs index 860e76510..342cd8ee8 100644 --- a/crates/hipfire-quantize/src/hfq.rs +++ b/crates/hipfire-quantize/src/hfq.rs @@ -87,6 +87,8 @@ impl QuantType { 49 => Some(Self::MQ3G256V2), 50 => Some(Self::MQ2G256V2), 51 => Some(Self::MQ2G256LloydU), + 42 => Some(Self::ESCHA2T16), + 43 => Some(Self::ESCHA3T16), _ => None, } } @@ -235,6 +237,11 @@ pub(crate) enum QuantType { /// never indexed. 2.25 bpw. `K % 256 == 0`. /// See `docs/design/2026-08-22-maple-preview-20b-a1b.md`. MQ2G256LloydU = 51, + /// Escha-W2 trellis, K=2, 16x16 tile, cbA hash codebook (2.00 bpw). + /// Codes are stored verbatim from the source safetensors. + ESCHA2T16 = 42, + /// Escha-W2 trellis, K=3, 16x16 tile, cbA hash codebook (3.00 bpw). + ESCHA3T16 = 43, } /// Per-tensor precision level assigned by the K-map pre-pass. @@ -825,4 +832,15 @@ mod maple_dtype_tests { } } } + + /// from_u8 and the enum discriminants must agree — the doc comment on + /// from_u8 makes this a contract, and a drifted pair silently mislabels + /// every tensor written after it. + #[test] + fn escha_quant_types_round_trip() { + assert_eq!(QuantType::from_u8(42), Some(QuantType::ESCHA2T16)); + assert_eq!(QuantType::from_u8(43), Some(QuantType::ESCHA3T16)); + assert_eq!(QuantType::ESCHA2T16 as u8, 42); + assert_eq!(QuantType::ESCHA3T16 as u8, 43); + } } diff --git a/crates/rdna-compute/src/dispatch.rs b/crates/rdna-compute/src/dispatch.rs index f269ce54d..2199114d1 100644 --- a/crates/rdna-compute/src/dispatch.rs +++ b/crates/rdna-compute/src/dispatch.rs @@ -326,6 +326,16 @@ pub enum DType { /// `[6..8)` fp16 z1, `[8..104)` 96 B 3-bit payload (8/3 B). Same half /// semantics as MQ6G256V2. `K % 256 == 0`, 3.25 bpw. MQ3G256V2, + /// Escha-W2 trellis, K=2, 16x16 tile, cbA hash codebook (hfq qt=42, 2.00 bpw). + /// Weights are stored in the ROTATED domain — a 128-point unnormalised + /// Walsh-Hadamard is applied to activations on BOTH sides of the matmul + /// (see `RotationPlan::EschaH128`). Reaching an unrotated Plain GEMV with + /// this dtype produces fluent-looking but silently wrong output, not a + /// crash — see `dtype_rotation_plan` / `KernelKey::for_gemv`. + Escha2T16, + /// Escha-W2 trellis, K=3, 16x16 tile, cbA hash codebook (hfq qt=43, 3.00 bpw). + /// Same rotated-domain contract as `Escha2T16`. + Escha3T16, /// MQ2-G256 v2 (qt=50): FWHT-rotated, 72 B/group, neutral Magnum V2. /// Per-group 72 B: `[0..2)` fp16 s0, `[2..4)` fp16 z0, `[4..6)` fp16 s1, /// `[6..8)` fp16 z1, `[8..72)` 64 B 2-bit payload (4/B). Same half @@ -432,6 +442,8 @@ impl DType { | DType::MQ4G256Lloyd | DType::MQ2G256GL | DType::MQ3G256GL + | DType::Escha2T16 + | DType::Escha3T16 | DType::HFP4G32 | DType::MFP4G32 | DType::MFP4G32Lloyd From fdd7ad7f1d5efe65e7e6979ed4b2fade82892d4e Mon Sep 17 00:00:00 2001 From: Nick Woolmer <29717167+nwoolmer@users.noreply.github.com> Date: Wed, 2 Sep 2026 23:57:39 +0100 Subject: [PATCH 019/100] fix(escha): fail closed on Unimplemented arch predicate, explicit EschaH128 gemv_steps arm Escha2T16/Escha3T16 previously claimed ArchPredicate::Always for their GEMV arch gate. That's inert today (no gemv_table.rs registration, no reachable call site) but is an affirmatively wrong claim with no compiler signal to revisit: a future kernel registration would silently advertise availability on every architecture. Add ArchPredicate::Unimplemented, which eval_arch maps to false on every arch, and gate the escha types on it instead, so a future registration fails closed with an explicit dispatch error. Also give gemv_steps an explicit RotationPlan::EschaH128 arm instead of letting it fall into the RotateFwht catch-all, which would mislabel the 128-point Hadamard as an FWHT rotate. The arm panics with an explanation rather than guessing a step list, since no kernel exists yet and the path is unreachable (for_gemv already rejects Plain for Escha dtypes). --- crates/hipfire-dispatch/src/tables/mod.rs | 5 +++ crates/hipfire-dispatch/src/tests.rs | 51 ++++++++++++++++++++++ crates/hipfire-dispatch/src/types.rs | 52 +++++++++++++++++++---- 3 files changed, 100 insertions(+), 8 deletions(-) diff --git a/crates/hipfire-dispatch/src/tables/mod.rs b/crates/hipfire-dispatch/src/tables/mod.rs index 1b863e152..0abf92fc5 100644 --- a/crates/hipfire-dispatch/src/tables/mod.rs +++ b/crates/hipfire-dispatch/src/tables/mod.rs @@ -114,6 +114,11 @@ impl ArchPredicate { Self::HasCdna3LdsGemv => ctx.arch.has_cdna3_lds_gemv(), Self::HasDp4a => ctx.arch.gemv_dp4a_enabled(), Self::IsGfx942 => ctx.arch.is_gfx942(), + // No kernel exists yet for whatever dtype carries this predicate. + // Fail closed on every arch rather than advertise availability + // nothing backs. See the variant's doc comment on why this must + // never collapse to `Always`. + Self::Unimplemented => false, } } } diff --git a/crates/hipfire-dispatch/src/tests.rs b/crates/hipfire-dispatch/src/tests.rs index bbe45dd38..c0ffed201 100644 --- a/crates/hipfire-dispatch/src/tests.rs +++ b/crates/hipfire-dispatch/src/tests.rs @@ -80,6 +80,17 @@ fn dp4a_variant(key: KernelKey) -> KernelVariant { } } +fn unimplemented_variant(key: KernelKey) -> KernelVariant { + KernelVariant { + key, + arch_required: ArchPredicate::Unimplemented, + shape_gate: None, + steps: &[], + has_awq: false, + tile: TileImpl::None, + } +} + // ── ShapePredicate::eval ────────────────────────────────────────────────────── #[test] @@ -200,6 +211,21 @@ fn arch_has_mmq_on_rdna3_or_rdna4() { assert!(ArchPredicate::HasMmq.eval_arch(&ctx_rdna4())); // RDNA4 MQ6/HFQ6 } +/// `Unimplemented` must evaluate to `false` on every architecture this test +/// can construct — it exists to fail closed for a dtype with no kernel yet +/// (currently Escha2T16/Escha3T16). Unlike the other predicates above, there +/// is no arch that should ever flip this to `true`; that is the entire point +/// of the variant (see its doc comment in `types.rs`). +#[test] +fn arch_unimplemented_is_false_on_every_arch() { + assert!(!ArchPredicate::Unimplemented.eval_arch(&ctx_rdna1())); + assert!(!ArchPredicate::Unimplemented.eval_arch(&ctx_rdna2())); + assert!(!ArchPredicate::Unimplemented.eval_arch(&ctx_rdna3())); + assert!(!ArchPredicate::Unimplemented.eval_arch(&ctx_rdna4())); + assert!(!ArchPredicate::Unimplemented.eval_arch(&ctx_gfx906())); + assert!(!ArchPredicate::Unimplemented.eval_arch(&DispatchCtx::for_test("gfx942"))); +} + #[test] fn arch_gemv_dp4a_gfx906_only() { // HasDp4a (=v_dot4_i32_i8, gfx906-only) @@ -342,6 +368,31 @@ fn registry_resolve_falls_through_to_second_variant() { ); } +/// A kernel gated on `ArchPredicate::Unimplemented` must never resolve as +/// available, on any architecture — that is the fail-closed contract for a +/// dtype with no kernel yet (e.g. Escha2T16/Escha3T16 in +/// `dtype_arch_predicate`). This is the scenario Finding 1 describes: a +/// future contributor adds a real registration for such a dtype to +/// `gemv_table.rs` without touching `dtype_arch_predicate` — the predicate +/// alone must be what stops `resolve()` from advertising it everywhere. +#[test] +fn registry_resolve_unimplemented_arch_never_resolves_on_any_arch() { + let mut reg = KernelRegistry::new(); + reg.register(unimplemented_variant(KernelKey::GemvF32)); + for arch in [ + "gfx1010", "gfx1030", "gfx1100", "gfx1200", "gfx906", "gfx942", + ] { + let ctx = DispatchCtx::for_test(arch); + let err = reg + .resolve(KernelKey::GemvF32, &ctx, None) + .expect_err("Unimplemented must never resolve to an available kernel"); + assert!( + matches!(err, DispatchError::MissingImpl { .. }), + "expected MissingImpl on {arch}, got {err:?}" + ); + } +} + #[test] fn gemm_q8_0_batched_wide_exact_resolves_on_wmma_only() { use crate::families::gemm::GemmFamily; diff --git a/crates/hipfire-dispatch/src/types.rs b/crates/hipfire-dispatch/src/types.rs index fe8ef7fc3..6b183d778 100644 --- a/crates/hipfire-dispatch/src/types.rs +++ b/crates/hipfire-dispatch/src/types.rs @@ -597,6 +597,16 @@ pub enum ArchPredicate { /// BF16 MFMA GEMM. Narrower than `is_cdna3()` on purpose: the wrapper /// refuses non-gfx942 outright, so the predicate must match the wrapper. IsGfx942, + /// No kernel exists for this dtype yet; fail closed. Evaluates to `false` + /// on every architecture (see `eval_arch`), so any table registration + /// gated on this predicate is dead-on-arrival rather than silently + /// advertised as available everywhere. This is the correct default for a + /// dtype whose GEMV/GEMM kernel is future work — `Always` would be an + /// affirmatively wrong claim that compiles cleanly and only breaks at + /// runtime, on real hardware, the day someone registers the kernel. + /// MUST be replaced (not removed) with the kernel's real arch gate when + /// that kernel lands. + Unimplemented, } #[derive(Clone, Debug)] @@ -901,14 +911,19 @@ impl KernelKey { MQ2G256GL | MQ3G256GL | MQ4G256V2 | MQ2G256V2 | MQ3G256V2 | MQ5G256V2 | MQ6G256V2 | MQ4CG256 => ArchPredicate::HasWave32, // Escha-W2: no GEMV kernel exists yet (Task 4 registers the ids/rotation // plan only; the HIP kernels are future work), so there is no real - // hardware requirement to encode. `Always` is a placeholder, not a claim - // that a kernel runs everywhere — it is inert today: `for_gemv` has no - // arm for these types (always Err) and `dtype_post_rotation_variant` - // never maps them to `Prerotated`, so neither call site in - // `pipeline/mod.rs` that guards on `dtype_arch_predicate(..).eval_arch()` - // can reach this value for Escha. Revisit when the Escha GEMV kernel - // lands and give it its real arch gate then. - Escha2T16 | Escha3T16 => ArchPredicate::Always, + // hardware requirement to encode yet. `Unimplemented` fails closed on + // every arch (see its doc comment) rather than claiming — as `Always` + // would — that a kernel runs everywhere. It is inert today the same way + // `Always` was inert: `for_gemv` has no arm for these types (always Err) + // and `dtype_post_rotation_variant` never maps them to `Prerotated`, so + // neither call site in `pipeline/mod.rs` that guards on + // `dtype_arch_predicate(..).eval_arch()` can reach this value for Escha. + // The difference is what happens the day someone registers an Escha + // entry in `gemv_table.rs` without touching this function: `Always` + // would silently advertise it on every arch; `Unimplemented` fails + // closed with an explicit dispatch error instead. Replace with the + // real arch gate when the Escha GEMV kernel lands. + Escha2T16 | Escha3T16 => ArchPredicate::Unimplemented, Q8HFQ | Raw => ArchPredicate::Always, } } @@ -921,6 +936,27 @@ impl KernelKey { Plain => match dtype_rotation_plan(dtype) { RotationPlan::Givens => &[PipelineOp::GivensRotate, PipelineOp::Gemv], RotationPlan::None => &[PipelineOp::Gemv], + // Escha-W2: stated explicitly rather than left to the `_` + // catch-all below, which would mislabel the 128-point + // Hadamard as a `RotateFwht` step — a plausible-looking step + // list for a rotate kernel that does not exist. No caller + // reaches this today: `for_gemv(_, Plain)` already returns + // Err for Escha2T16/Escha3T16 (see + // `escha_types_never_resolve_to_plain`), so this arm is dead + // code, not a load-bearing runtime path. Panic instead of + // guessing a step list, exactly as `kv_tier::k_bytes_per_pos` + // panics for its undefined cases — replace this panic with + // the real `[EschaRotate, Gemv]`-shaped step list when the + // H128 rotate/GEMV kernels land. + RotationPlan::EschaH128 => panic!( + "gemv_steps(Plain, {dtype:?}): no step list exists for \ + RotationPlan::EschaH128 — the Escha-W2 rotate/GEMV \ + kernels are not implemented yet. This path must be \ + unreachable (for_gemv already rejects Plain for Escha \ + dtypes); if you hit this panic, something upstream \ + started calling gemv_steps for Escha before the kernel \ + landed. Replace this panic with the real step list then." + ), _ => &[PipelineOp::RotateFwht, PipelineOp::Gemv], }, Prerotated => &[PipelineOp::Gemv], From b29ceb2baa679c761aec9b7254c16d4efc24dafb Mon Sep 17 00:00:00 2001 From: Nick Woolmer <29717167+nwoolmer@users.noreply.github.com> Date: Thu, 3 Sep 2026 00:08:14 +0100 Subject: [PATCH 020/100] fix(escha): gemv_steps returns Result instead of panicking on EschaH128 gemv_steps had an explicit panic!() arm for RotationPlan::EschaH128. It's unreachable today (registration dtype lists in gemv_table.rs exclude Escha), but the call path (GemvFamily::new -> populate -> register_*) runs on a real per-decode-step path, so a future accidental call would crash a serving process instead of failing gracefully. for_gemv, evaluated one line above each gemv_steps call in the same registration loops, already models this as Result<_, DispatchError> with the `let Ok(..) else { continue }` idiom. Convert gemv_steps to return Result<&'static [PipelineOp], DispatchError>: every existing arm now returns Ok() unchanged, including the `_` catch-all; the EschaH128 arm returns an explicit UnsupportedVariant error. Updated the four call sites in gemv_table.rs to mirror the existing for_gemv idiom, and the one test caller in tests.rs. Added a test asserting Err for both Escha dtypes and Ok (unchanged step lists) for a rotated and an unrotated dtype; verified it fails if the Escha arm is reverted to Ok. --- .../hipfire-dispatch/src/tables/gemv_table.rs | 20 +++++++-- crates/hipfire-dispatch/src/tests.rs | 36 +++++++++++++++- crates/hipfire-dispatch/src/types.rs | 43 ++++++++++--------- 3 files changed, 73 insertions(+), 26 deletions(-) diff --git a/crates/hipfire-dispatch/src/tables/gemv_table.rs b/crates/hipfire-dispatch/src/tables/gemv_table.rs index 7a638c203..5a76cc924 100644 --- a/crates/hipfire-dispatch/src/tables/gemv_table.rs +++ b/crates/hipfire-dispatch/src/tables/gemv_table.rs @@ -62,11 +62,14 @@ fn register_plain(registry: &mut KernelRegistry) { let Ok(key) = KernelKey::for_gemv(dtype, GemvVariant::Plain, false) else { continue; }; + let Ok(steps) = KernelKey::gemv_steps(dtype, GemvVariant::Plain) else { + continue; + }; registry.register(KernelVariant { key, arch_required: KernelKey::dtype_arch_predicate(dtype), shape_gate: None, - steps: KernelKey::gemv_steps(dtype, GemvVariant::Plain), + steps, has_awq: dtype == DType::MQ4G256, tile: TileImpl::None, }); @@ -100,11 +103,14 @@ fn register_prerotated(registry: &mut KernelRegistry) { let Ok(key) = KernelKey::for_gemv_prerotated(dtype) else { continue; }; + let Ok(steps) = KernelKey::gemv_steps(dtype, GemvVariant::Prerotated) else { + continue; + }; registry.register(KernelVariant { key, arch_required: KernelKey::dtype_arch_predicate(dtype), shape_gate: None, - steps: KernelKey::gemv_steps(dtype, GemvVariant::Prerotated), + steps, has_awq: dtype == DType::MQ4G256, tile: TileImpl::None, }); @@ -133,11 +139,14 @@ fn register_residual(registry: &mut KernelRegistry) { let Ok(key) = KernelKey::for_gemv_residual(dtype) else { continue; }; + let Ok(steps) = KernelKey::gemv_steps(dtype, GemvVariant::WithResidual) else { + continue; + }; registry.register(KernelVariant { key, arch_required: KernelKey::dtype_arch_predicate(dtype), shape_gate: None, - steps: KernelKey::gemv_steps(dtype, GemvVariant::WithResidual), + steps, has_awq: dtype == DType::MQ4G256, tile: TileImpl::None, }); @@ -177,11 +186,14 @@ fn register_swiglu_residual(registry: &mut KernelRegistry) { let Ok(key) = KernelKey::for_gemv_swiglu_residual(dtype) else { continue; }; + let Ok(steps) = KernelKey::gemv_steps(dtype, GemvVariant::WithSwiGLUResidual) else { + continue; + }; registry.register(KernelVariant { key, arch_required: KernelKey::dtype_arch_predicate(dtype), shape_gate: None, - steps: KernelKey::gemv_steps(dtype, GemvVariant::WithSwiGLUResidual), + steps, has_awq: dtype == DType::MQ4G256, tile: TileImpl::None, }); diff --git a/crates/hipfire-dispatch/src/tests.rs b/crates/hipfire-dispatch/src/tests.rs index c0ffed201..f3a9b1e3a 100644 --- a/crates/hipfire-dispatch/src/tests.rs +++ b/crates/hipfire-dispatch/src/tests.rs @@ -798,7 +798,7 @@ fn gemv_steps_rotation_matches_plan() { DType::ParoQ4G128, DType::HFQ4G256, ] { - let steps = KernelKey::gemv_steps(dtype, GemvVariant::Plain); + let steps = KernelKey::gemv_steps(dtype, GemvVariant::Plain).unwrap(); let plan = dtype_rotation_plan(dtype); let has_fwht = steps.contains(&PipelineOp::RotateFwht); let has_givens = steps.contains(&PipelineOp::GivensRotate); @@ -827,6 +827,40 @@ fn gemv_steps_rotation_matches_plan() { } } +/// `gemv_steps(Plain, _)` must reject Escha-W2 dtypes with an explicit `Err` +/// (no H128 rotate/GEMV kernel exists yet — see the `RotationPlan::EschaH128` +/// arm), while every existing dtype keeps resolving to `Ok` exactly as +/// before this function was converted from a panicking `&'static [_]` return +/// to a `Result`. +#[test] +fn gemv_steps_rejects_escha_and_keeps_existing_dtypes_ok() { + for dtype in [DType::Escha2T16, DType::Escha3T16] { + assert!( + KernelKey::gemv_steps(dtype, GemvVariant::Plain).is_err(), + "{dtype:?}: gemv_steps(Plain) should be Err — no Escha GEMV kernel exists yet" + ); + } + + // MQ4G256: rotated dtype (RotationPlan::FwhtG256), exercises the `_` + // catch-all arm — must still succeed with the RotateFwht+Gemv steps. + let rotated = KernelKey::gemv_steps(DType::MQ4G256, GemvVariant::Plain) + .expect("MQ4G256 (rotated) must still resolve to Ok"); + assert_eq!( + rotated, + &[PipelineOp::RotateFwht, PipelineOp::Gemv], + "MQ4G256 (rotated) must keep the same step list" + ); + + // F32: unrotated dtype (RotationPlan::None) — must still succeed. + let unrotated = KernelKey::gemv_steps(DType::F32, GemvVariant::Plain) + .expect("F32 (unrotated) must still resolve to Ok"); + assert_eq!( + unrotated, + &[PipelineOp::Gemv], + "F32 (unrotated) must keep the same step list" + ); +} + // ── GemvFamily::resolve via populated table ─────────────────────────────────── #[test] diff --git a/crates/hipfire-dispatch/src/types.rs b/crates/hipfire-dispatch/src/types.rs index 6b183d778..2749ece72 100644 --- a/crates/hipfire-dispatch/src/types.rs +++ b/crates/hipfire-dispatch/src/types.rs @@ -929,13 +929,16 @@ impl KernelKey { } /// Pipeline steps required for a given (DType, GemvVariant) pair. - pub fn gemv_steps(dtype: DType, variant: GemvVariant) -> &'static [PipelineOp] { + pub fn gemv_steps( + dtype: DType, + variant: GemvVariant, + ) -> Result<&'static [PipelineOp], DispatchError> { use DType::*; use GemvVariant::*; match variant { Plain => match dtype_rotation_plan(dtype) { - RotationPlan::Givens => &[PipelineOp::GivensRotate, PipelineOp::Gemv], - RotationPlan::None => &[PipelineOp::Gemv], + RotationPlan::Givens => Ok(&[PipelineOp::GivensRotate, PipelineOp::Gemv]), + RotationPlan::None => Ok(&[PipelineOp::Gemv]), // Escha-W2: stated explicitly rather than left to the `_` // catch-all below, which would mislabel the 128-point // Hadamard as a `RotateFwht` step — a plausible-looking step @@ -943,23 +946,21 @@ impl KernelKey { // reaches this today: `for_gemv(_, Plain)` already returns // Err for Escha2T16/Escha3T16 (see // `escha_types_never_resolve_to_plain`), so this arm is dead - // code, not a load-bearing runtime path. Panic instead of - // guessing a step list, exactly as `kv_tier::k_bytes_per_pos` - // panics for its undefined cases — replace this panic with - // the real `[EschaRotate, Gemv]`-shaped step list when the - // H128 rotate/GEMV kernels land. - RotationPlan::EschaH128 => panic!( - "gemv_steps(Plain, {dtype:?}): no step list exists for \ - RotationPlan::EschaH128 — the Escha-W2 rotate/GEMV \ - kernels are not implemented yet. This path must be \ - unreachable (for_gemv already rejects Plain for Escha \ - dtypes); if you hit this panic, something upstream \ - started calling gemv_steps for Escha before the kernel \ - landed. Replace this panic with the real step list then." - ), - _ => &[PipelineOp::RotateFwht, PipelineOp::Gemv], + // code, not a load-bearing runtime path. Return an explicit + // error instead of guessing a step list (or panicking) — + // callers already handle `for_gemv`'s Err the same way via + // `let Ok(..) else { continue }`. Replace with the real + // `[EschaRotate, Gemv]`-shaped step list when the H128 + // rotate/GEMV kernels land. + RotationPlan::EschaH128 => Err(DispatchError::UnsupportedVariant { + family: "gemv", + variant: "Plain", + arch: "", + quant: "escha-w2 (no GEMV kernel exists yet)", + }), + _ => Ok(&[PipelineOp::RotateFwht, PipelineOp::Gemv]), }, - Prerotated => &[PipelineOp::Gemv], + Prerotated => Ok(&[PipelineOp::Gemv]), WithResidual => { let steps: &[PipelineOp] = match dtype { MQ4G256 | MQ4G256V2 | MQ2G256V2 | MQ3G256V2 | MQ5G256V2 | MQ6G256V2 @@ -970,7 +971,7 @@ impl KernelKey { ], _ => &[PipelineOp::Gemv, PipelineOp::ResidualAdd], }; - steps + Ok(steps) } WithSwiGLUResidual => { let steps: &[PipelineOp] = match dtype { @@ -984,7 +985,7 @@ impl KernelKey { PipelineOp::ResidualAdd, ], }; - steps + Ok(steps) } } } From 12856d4208ee9bf81df848e2fb1e22487a715cba Mon Sep 17 00:00:00 2001 From: Nick Woolmer <29717167+nwoolmer@users.noreply.github.com> Date: Thu, 3 Sep 2026 00:27:06 +0100 Subject: [PATCH 021/100] feat(escha): safetensors -> hfq converter with the leaf contract enforced Adds pipeline_escha.rs: classify_leaf/k_from_code_shape/quant_type_for_k/ check_linear_complete plus convert_escha, which turns an Escha-W2 checkpoint directory into a single .hfq. K is derived from escha_code's own shape (never escha_config or layer_meta.bits, both unreliable per the port design doc); classification keys off the tensor suffix so ignore-listed but still-quantized tensors (embed_tokens, lm_head as weight_int8) are not dropped; missing escha_rin/rout/code hard-errors instead of silently decoding into noise; and int8_rows_to_q8_0 replicates each row's scale into every Q8_0 block so the int8 payload round-trips bit-identical to escha's w8a16 rather than being re-quantized. Wires a CLI arm (--format escha/escha-w2/eschamoe) into pipeline.rs's handle_early_special_formats, following the existing per-format dispatch pattern, so convert_escha is reachable rather than dead code. Co-Authored-By: Claude Opus 5 (1M context) Claude-Session: https://claude.ai/code/session_01FfwZUVGT7QpjMdHikoERfM --- crates/hipfire-quantize/src/main.rs | 1 + crates/hipfire-quantize/src/pipeline.rs | 14 + crates/hipfire-quantize/src/pipeline_escha.rs | 433 ++++++++++++++++++ 3 files changed, 448 insertions(+) create mode 100644 crates/hipfire-quantize/src/pipeline_escha.rs diff --git a/crates/hipfire-quantize/src/main.rs b/crates/hipfire-quantize/src/main.rs index f68497c09..853b222be 100644 --- a/crates/hipfire-quantize/src/main.rs +++ b/crates/hipfire-quantize/src/main.rs @@ -24,6 +24,7 @@ mod maple; mod model_filter; mod pipeline; mod pipeline_deepseek; +mod pipeline_escha; mod pipeline_gguf; mod pipeline_maple; mod quant_e8; diff --git a/crates/hipfire-quantize/src/pipeline.rs b/crates/hipfire-quantize/src/pipeline.rs index 950ec402c..80e60bc1b 100644 --- a/crates/hipfire-quantize/src/pipeline.rs +++ b/crates/hipfire-quantize/src/pipeline.rs @@ -3038,6 +3038,20 @@ fn handle_early_special_formats(args: &QuantizeArgs) -> bool { run_qwen3_dspark(args); return true; } + // ── escha: EschaLabs Escha-W2 trellis checkpoint -> .hfq ──────────────── + // Input is the safetensors DIRECTORY (config.json + shards). Dispatches + // on quant_method inside config.json's quantization_config (escha = + // dense, arch 5; eschamoe = MoE, arch 6) — see pipeline_escha.rs. + // hipfire-quantize --format escha --input --output + if format == "escha" || format == "escha-w2" || format == "eschamoe" { + if let Err(e) = + crate::pipeline_escha::convert_escha(Path::new(input_dir), Path::new(output_path)) + { + eprintln!("error: {e}"); + std::process::exit(2); + } + return true; + } false } diff --git a/crates/hipfire-quantize/src/pipeline_escha.rs b/crates/hipfire-quantize/src/pipeline_escha.rs new file mode 100644 index 000000000..7f3d36f81 --- /dev/null +++ b/crates/hipfire-quantize/src/pipeline_escha.rs @@ -0,0 +1,433 @@ +//! Converter for EschaLabs Escha-W2 checkpoints (`quant_method` = `escha` / +//! `eschamoe`) into `.hfq`. +//! +//! Code streams are copied byte-for-byte; `memcmp` on the round-trip is a +//! post-condition. See docs/plans/escha-w2-port-design.md. + +use crate::hfq::QuantType; +use std::path::Path; + +#[derive(Debug, Clone, Copy, PartialEq, Eq)] +pub(crate) enum Leaf { + Code, + Rin, + Rout, + SIn, + SOut, + Config, + Bias, + Int8, + Int8Scale, + Passthrough, + UnknownEscha, +} + +/// The complete escha leaf namespace. Anything else beginning `escha_` is a +/// format mismatch from a newer exporter and must stop conversion. +/// +/// `ignore` in `quantization_config` means "not escha-coded", NOT "not +/// quantized" — both Escha releases list `embed_tokens` and `lm_head` there +/// and still ship them as `weight_int8`. Classification therefore keys off +/// the tensor suffix actually present, never off the config's `ignore` list. +pub(crate) fn classify_leaf(name: &str) -> Leaf { + let suffix = name.rsplit('.').next().unwrap_or(""); + match suffix { + "escha_code" => Leaf::Code, + "escha_rin" => Leaf::Rin, + "escha_rout" => Leaf::Rout, + "escha_s_in" => Leaf::SIn, + "escha_s_out" => Leaf::SOut, + "escha_config" => Leaf::Config, + "bias" => Leaf::Bias, + "weight_int8" => Leaf::Int8, + "weight_scale" => Leaf::Int8Scale, + s if s.starts_with("escha_") => Leaf::UnknownEscha, + _ => Leaf::Passthrough, + } +} + +/// `K` from the code tensor's own shape: the last dimension is `16 * K`. +/// +/// This is the ONLY source of truth. `escha_config` is optional — an export +/// made without the end-to-end fine-tune ships none — and `layer_meta.bits` +/// is self-inconsistent across releases (the same projection is recorded as +/// bits 3.0 in one release and bits 2.0 in the other, both with K=3). +pub(crate) fn k_from_code_shape(shape: &[usize]) -> Result { + let last = *shape.last().ok_or("escha_code has no dimensions")?; + if last % 16 != 0 { + return Err(format!( + "escha_code last dim {last} is not a multiple of 16" + )); + } + let k = last / 16; + if k != 2 && k != 3 { + return Err(format!( + "unsupported escha code rate K={k} (expected 2 or 3)" + )); + } + Ok(k) +} + +pub(crate) fn quant_type_for_k(k: usize) -> Result { + match k { + 2 => Ok(QuantType::ESCHA2T16), + 3 => Ok(QuantType::ESCHA3T16), + _ => Err(format!("unsupported escha code rate K={k}")), + } +} + +/// Required: code, rin, rout. Optional: s_in, s_out, config, bias. Missing +/// any of the required three is a hard error — Escha's own test for this is +/// `rejects_incomplete_linear`, whose docstring requires failing loudly at +/// load rather than decoding into noise. +pub(crate) fn check_linear_complete(proj: &str, present: &[Leaf]) -> Result<(), String> { + for req in [Leaf::Code, Leaf::Rin, Leaf::Rout] { + if !present.contains(&req) { + return Err(format!( + "incomplete escha linear '{proj}': missing {req:?}; \ + refusing to decode into noise" + )); + } + } + Ok(()) +} + +use crate::hfq::{write_hfq, HfqTensor}; +use hipfire_quantize::escha_ref::fold_scales; +use hipfire_quantize::safetensors_file::SafetensorsFile; +use std::collections::BTreeMap; + +/// Convert an Escha-W2 checkpoint directory into a single `.hfq`. +/// +/// `arch` is 6 for `eschamoe` (MoE) and 5 for `escha` (dense). +pub(crate) fn convert_escha(src_dir: &Path, out: &Path) -> Result<(), String> { + let cfg: serde_json::Value = serde_json::from_slice( + &std::fs::read(src_dir.join("config.json")).map_err(|e| e.to_string())?, + ) + .map_err(|e| e.to_string())?; + let qc = &cfg["quantization_config"]; + let method = qc["quant_method"].as_str().unwrap_or_default(); + let version = qc["format_version"].as_str().unwrap_or_default(); + if version != "2.0" { + return Err(format!( + "unsupported escha format_version {version:?}; expected \"2.0\"" + )); + } + let arch: u32 = match method { + "eschamoe" => 6, + "escha" => 5, + other => return Err(format!("not an escha checkpoint: quant_method {other:?}")), + }; + + // Tensors can straddle shards (the 27B's mlp.up_proj has its escha_code in + // shard 2 while its metadata sits in shard 1), so resolve through every + // shard rather than per-file. + let mut shards = Vec::new(); + let mut paths: Vec<_> = std::fs::read_dir(src_dir) + .map_err(|e| e.to_string())? + .filter_map(|e| e.ok()) + .map(|e| e.path()) + .filter(|p| p.extension().is_some_and(|x| x == "safetensors")) + .collect(); + paths.sort(); + for p in &paths { + shards.push(SafetensorsFile::open(p).map_err(|e| e.to_string())?); + } + let find = |name: &str| shards.iter().find_map(|s| s.tensor_data(name)); + + // Group leaves by projection prefix so completeness can be checked. + let mut by_proj: BTreeMap> = BTreeMap::new(); + let mut passthrough: Vec = Vec::new(); + for s in &shards { + for name in s.tensor_names() { + let leaf = classify_leaf(name); + match leaf { + Leaf::UnknownEscha => { + return Err(format!( + "unknown escha tensor '{name}': this build implements \ + escha_code/rin/rout/s_in/s_out/config only. A newer \ + exporter shipped a leaf we do not decode; refusing." + )) + } + Leaf::Passthrough | Leaf::Int8 | Leaf::Int8Scale => { + passthrough.push(name.to_string()) + } + _ => { + let prefix = name.rsplit_once('.').unwrap().0.to_string(); + by_proj + .entry(prefix) + .or_default() + .push((name.to_string(), leaf)); + } + } + } + } + + let mut tensors: Vec = Vec::new(); + for (proj, leaves) in &by_proj { + let kinds: Vec = leaves.iter().map(|(_, l)| *l).collect(); + check_linear_complete(proj, &kinds)?; + + let (meta, data) = find(&format!("{proj}.escha_code")) + .ok_or_else(|| format!("{proj}: escha_code vanished between passes"))?; + let k = k_from_code_shape(&meta.shape)?; + let qt = quant_type_for_k(k)?; + + // Verbatim: the code stream is copied byte-for-byte. memcmp on the + // round-trip is the post-condition (G1). + tensors.push(HfqTensor { + name: format!("{proj}.escha_code"), + quant_type: qt, + shape: meta.shape.iter().map(|&d| d as u32).collect(), + group_size: 16, + data: data.to_vec(), + spilled_len: 0, + }); + + // Fold the optional end-to-end scales into rin/rout — one f32 pair per + // projection, per row when the tensor is E-stacked. + let (rin_m, rin_d) = find(&format!("{proj}.escha_rin")).unwrap(); + let (rout_m, rout_d) = find(&format!("{proj}.escha_rout")).unwrap(); + let s_in = find(&format!("{proj}.escha_s_in")).map(|(_, d)| as_f32(d)); + let s_out = find(&format!("{proj}.escha_s_out")).map(|(_, d)| as_f32(d)); + let (ri, ro) = fold_scales( + &as_u16(rin_d), + &as_u16(rout_d), + s_in.as_deref(), + s_out.as_deref(), + ); + tensors.push(f32_tensor( + &format!("{proj}.escha_rin_eff"), + &rin_m.shape, + ri, + )); + tensors.push(f32_tensor( + &format!("{proj}.escha_rout_eff"), + &rout_m.shape, + ro, + )); + + if let Some((bm, bd)) = find(&format!("{proj}.bias")) { + tensors.push(HfqTensor { + name: format!("{proj}.bias"), + quant_type: QuantType::F16, + shape: bm.shape.iter().map(|&d| d as u32).collect(), + group_size: 0, + data: bd.to_vec(), + spilled_len: 0, + }); + } + } + + for name in &passthrough { + match classify_leaf(name) { + // Consumed alongside its weight_int8 sibling. + Leaf::Int8Scale => continue, + Leaf::Int8 => { + let prefix = name.rsplit_once('.').unwrap().0; + let (m, d) = find(name).unwrap(); + let (_, sd) = find(&format!("{prefix}.weight_scale")).ok_or_else(|| { + format!("{name}: weight_int8 without a matching weight_scale") + })?; + let oc = m.shape[0]; + let ic = m.shape[1]; + let w8: Vec = d.iter().map(|&b| b as i8).collect(); + let q8 = int8_rows_to_q8_0(&w8, &as_u16(sd), oc, ic)?; + tensors.push(HfqTensor { + name: format!("{prefix}.weight"), + quant_type: QuantType::Q8F16, + shape: vec![oc as u32, ic as u32], + group_size: 32, + data: q8, + spilled_len: 0, + }); + } + _ => { + let (m, d) = find(name).unwrap(); + tensors.push(HfqTensor { + name: name.clone(), + quant_type: match m.dtype.as_str() { + "F16" => QuantType::F16, + "F32" => QuantType::F32, + "BF16" => QuantType::BF16, + other => return Err(format!("{name}: unhandled dtype {other}")), + }, + shape: m.shape.iter().map(|&d| d as u32).collect(), + group_size: 0, + data: d.to_vec(), + spilled_len: 0, + }); + } + } + } + + let metadata = serde_json::json!({ + "escha": { "format_version": version, "quant_method": method }, + }) + .to_string(); + write_hfq(out, arch, &metadata, &tensors, None).map_err(|e| e.to_string()) +} + +/// Escha's int8 is per-output-ROW; hipfire's `Q8_0` is per-32-element block +/// (34 bytes: f16 scale then 32 int8). Replicating the row scale into every +/// block of that row passes the int8 bytes through unchanged, so the +/// reconstruction is bit-identical to Escha's `w8a16`. Cost is 2 bytes per 32 +/// elements — 6.25% — for scales that are all equal within a row. +/// +/// Do NOT recompute per-block scales from the dequantised values. That is a +/// second quantisation and adds avoidable error. +pub(crate) fn int8_rows_to_q8_0( + w8: &[i8], + scale_f16: &[u16], + oc: usize, + ic: usize, +) -> Result, String> { + if w8.len() != oc * ic { + return Err(format!( + "int8 tensor is {} bytes, expected {oc}x{ic}", + w8.len() + )); + } + if scale_f16.len() != oc { + return Err(format!("expected {oc} row scales, got {}", scale_f16.len())); + } + if ic % 32 != 0 { + return Err(format!("Q8_0 needs a multiple of 32 per row, got ic={ic}")); + } + let mut out = Vec::with_capacity(oc * (ic / 32) * 34); + for o in 0..oc { + let s = scale_f16[o].to_le_bytes(); + for blk in 0..ic / 32 { + out.extend_from_slice(&s); + let base = o * ic + blk * 32; + out.extend(w8[base..base + 32].iter().map(|&v| v as u8)); + } + } + Ok(out) +} + +fn as_u16(d: &[u8]) -> Vec { + d.chunks_exact(2) + .map(|c| u16::from_le_bytes([c[0], c[1]])) + .collect() +} + +fn as_f32(d: &[u8]) -> Vec { + d.chunks_exact(4) + .map(|c| f32::from_le_bytes([c[0], c[1], c[2], c[3]])) + .collect() +} + +fn f32_tensor(name: &str, shape: &[usize], v: Vec) -> HfqTensor { + HfqTensor { + name: name.to_string(), + quant_type: QuantType::F32, + shape: shape.iter().map(|&d| d as u32).collect(), + group_size: 0, + data: v.iter().flat_map(|x| x.to_le_bytes()).collect(), + spilled_len: 0, + } +} + +#[cfg(test)] +mod tests { + use super::*; + use hipfire_quantize::escha_ref::f16_rne; + + #[test] + fn k_comes_from_the_code_shape_not_metadata() { + // gate_up: [E, in/16, out/16, 16K] with K=2 -> last dim 32 + assert_eq!(k_from_code_shape(&[256, 128, 64, 32]), Ok(2)); + // down: K=3 -> last dim 48 + assert_eq!(k_from_code_shape(&[256, 32, 128, 48]), Ok(3)); + // dense exports have no E axis + assert_eq!(k_from_code_shape(&[320, 1088, 32]), Ok(2)); + assert!(k_from_code_shape(&[256, 128, 64, 33]).is_err()); + } + + #[test] + fn quant_type_follows_k() { + assert_eq!(quant_type_for_k(2), Ok(QuantType::ESCHA2T16)); + assert_eq!(quant_type_for_k(3), Ok(QuantType::ESCHA3T16)); + assert!(quant_type_for_k(4).is_err()); + } + + /// `ignore` means "not escha-coded", NOT "not quantized" — both models + /// list embed_tokens and lm_head there and ship them as weight_int8. + /// Classification must key off the tensor suffix actually present. + #[test] + fn classify_leaf_keys_off_the_suffix() { + assert_eq!( + classify_leaf("l.0.mlp.experts.gate_up_proj.escha_code"), + Leaf::Code + ); + assert_eq!( + classify_leaf("l.0.mlp.experts.gate_up_proj.escha_rin"), + Leaf::Rin + ); + assert_eq!( + classify_leaf("l.0.mlp.experts.gate_up_proj.escha_s_out"), + Leaf::SOut + ); + assert_eq!(classify_leaf("lm_head.weight_int8"), Leaf::Int8); + assert_eq!(classify_leaf("lm_head.weight_scale"), Leaf::Int8Scale); + assert_eq!( + classify_leaf("l.0.input_layernorm.weight"), + Leaf::Passthrough + ); + } + + /// A future export carrying a rotation variant this version does not + /// implement must stop conversion, not decode under the wrong rotation. + #[test] + fn unknown_escha_leaf_is_rejected() { + assert_eq!( + classify_leaf("l.0.mlp.gate_proj.escha_rotation_theta"), + Leaf::UnknownEscha + ); + } + + /// Required: code, rin, rout. Missing any is "incomplete escha linear" — + /// fail loudly at load, never a partial decode. + #[test] + fn incomplete_linear_is_rejected() { + let mut present = vec![Leaf::Code, Leaf::Rin, Leaf::Rout]; + assert!(check_linear_complete("proj", &present).is_ok()); + present.pop(); + let err = check_linear_complete("proj", &present).unwrap_err(); + assert!(err.contains("incomplete escha linear"), "{err}"); + } + + /// Optional: s_in, s_out, config, bias. An export without the end-to-end + /// stage ships none of them and must still convert. + #[test] + fn optional_leaves_may_all_be_absent() { + assert!(check_linear_complete("proj", &[Leaf::Code, Leaf::Rin, Leaf::Rout]).is_ok()); + } + + /// The row scale must be replicated into every block with the int8 bytes + /// untouched — that is what makes the repack bit-exact. Recomputing block + /// scales would be a second quantisation. + #[test] + fn int8_repack_replicates_the_row_scale() { + let oc = 2; + let ic = 64; // two Q8_0 blocks per row + let w8: Vec = (0..(oc * ic)).map(|i| (i % 127) as i8).collect(); + let scale = vec![f16_rne(0.5), f16_rne(2.0)]; + let q8 = int8_rows_to_q8_0(&w8, &scale, oc, ic).unwrap(); + assert_eq!(q8.len(), oc * (ic / 32) * 34); + // Both blocks of row 0 carry row 0's scale, unchanged. + assert_eq!(&q8[0..2], &scale[0].to_le_bytes()); + assert_eq!(&q8[34..36], &scale[0].to_le_bytes()); + // Row 1's blocks carry row 1's scale. + assert_eq!(&q8[68..70], &scale[1].to_le_bytes()); + // Payload bytes are passed through verbatim. + assert_eq!(q8[2] as i8, w8[0]); + assert_eq!(q8[36] as i8, w8[32]); + } + + #[test] + fn int8_repack_rejects_a_ragged_row() { + assert!(int8_rows_to_q8_0(&[0i8; 20], &[0u16], 1, 20).is_err()); + } +} From 352760b740efa30e51980823fcba5e75d853c14f Mon Sep 17 00:00:00 2001 From: Nick Woolmer <29717167+nwoolmer@users.noreply.github.com> Date: Thu, 3 Sep 2026 00:38:03 +0100 Subject: [PATCH 022/100] plan: converter must embed the parsed config in .hfq metadata MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Task 5 review caught that the brief's metadata snippet omitted the top-level "config" key. hipfire-arch-qwen35's config_from_hfq errors "qwen35: missing config" before reading any tensor, so every file the converter produced would have been unloadable — and Task 6 would have burned a 12 GB conversion discovering it. Fourth plan-authored defect the review loop has caught. Co-Authored-By: Claude Opus 5 (1M context) Claude-Session: https://claude.ai/code/session_01FfwZUVGT7QpjMdHikoERfM --- docs/plans/escha-w2-phase1.md | 8 ++++++++ 1 file changed, 8 insertions(+) diff --git a/docs/plans/escha-w2-phase1.md b/docs/plans/escha-w2-phase1.md index b1ea9ef78..a6aba6329 100644 --- a/docs/plans/escha-w2-phase1.md +++ b/docs/plans/escha-w2-phase1.md @@ -1242,7 +1242,15 @@ pub(crate) fn convert_escha(src_dir: &Path, out: &Path) -> Result<(), String> { } } + // The top-level "config" key is REQUIRED: `hipfire-arch-qwen35`'s + // `config_from_hfq` -> `config_from_metadata_json` errors "qwen35: missing + // config" before touching a single tensor, so an .hfq without it is + // unloadable no matter how correct the codec is. Every sibling converter + // (pipeline_gguf.rs, pipeline_deepseek.rs, pipeline_maple.rs) embeds the + // parsed config.json the same way. `from_config_value` self-detects the + // nested text_config/vision_config these VL-shaped checkpoints carry. let metadata = serde_json::json!({ + "config": cfg, "escha": { "format_version": version, "quant_method": method }, }) .to_string(); From fb824815e91da4b7f78685274fba91f140b7451d Mon Sep 17 00:00:00 2001 From: Nick Woolmer <29717167+nwoolmer@users.noreply.github.com> Date: Thu, 3 Sep 2026 00:47:43 +0100 Subject: [PATCH 023/100] fix(escha): embed config in .hfq metadata, fail closed not panic, add convert_escha test MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Finding 1 (critical): convert_escha's emitted metadata was missing the top-level "config" key, so every .hfq it produced failed to load — hipfire-arch-qwen35's config_from_metadata_json requires meta["config"] before reading a single tensor. Embed the already-parsed config.json Value verbatim, matching pipeline_gguf.rs's metadata shape. Finding 2 (important): replace .unwrap() with .ok_or_else(...)? on the escha_rin/escha_rout lookups, the Int8 passthrough lookup, the generic passthrough lookup, and the name.rsplit_once('.') calls, matching this file's Result convention. None of these are reachable today, but a panic mid-conversion is a worse failure mode than a clean error. Finding 3 (minor): add an in-module integration test that builds a minimal synthetic checkpoint (config.json + one safetensors shard with one complete escha linear and one int8 pair), runs it through convert_escha, and asserts the round-tripped metadata carries "config" and that escha_code survives byte-identical. Verified empirically that the test fails against the pre-fix metadata shape and passes once config is embedded. Co-Authored-By: Claude Opus 5 (1M context) Claude-Session: https://claude.ai/code/session_01FfwZUVGT7QpjMdHikoERfM --- crates/hipfire-quantize/src/pipeline_escha.rs | 165 +++++++++++++++++- 1 file changed, 159 insertions(+), 6 deletions(-) diff --git a/crates/hipfire-quantize/src/pipeline_escha.rs b/crates/hipfire-quantize/src/pipeline_escha.rs index 7f3d36f81..f797d0b57 100644 --- a/crates/hipfire-quantize/src/pipeline_escha.rs +++ b/crates/hipfire-quantize/src/pipeline_escha.rs @@ -153,7 +153,11 @@ pub(crate) fn convert_escha(src_dir: &Path, out: &Path) -> Result<(), String> { passthrough.push(name.to_string()) } _ => { - let prefix = name.rsplit_once('.').unwrap().0.to_string(); + let prefix = name + .rsplit_once('.') + .ok_or_else(|| format!("{name}: escha leaf name has no '.' separator"))? + .0 + .to_string(); by_proj .entry(prefix) .or_default() @@ -186,8 +190,10 @@ pub(crate) fn convert_escha(src_dir: &Path, out: &Path) -> Result<(), String> { // Fold the optional end-to-end scales into rin/rout — one f32 pair per // projection, per row when the tensor is E-stacked. - let (rin_m, rin_d) = find(&format!("{proj}.escha_rin")).unwrap(); - let (rout_m, rout_d) = find(&format!("{proj}.escha_rout")).unwrap(); + let (rin_m, rin_d) = find(&format!("{proj}.escha_rin")) + .ok_or_else(|| format!("{proj}: escha_rin vanished between passes"))?; + let (rout_m, rout_d) = find(&format!("{proj}.escha_rout")) + .ok_or_else(|| format!("{proj}: escha_rout vanished between passes"))?; let s_in = find(&format!("{proj}.escha_s_in")).map(|(_, d)| as_f32(d)); let s_out = find(&format!("{proj}.escha_s_out")).map(|(_, d)| as_f32(d)); let (ri, ro) = fold_scales( @@ -224,8 +230,12 @@ pub(crate) fn convert_escha(src_dir: &Path, out: &Path) -> Result<(), String> { // Consumed alongside its weight_int8 sibling. Leaf::Int8Scale => continue, Leaf::Int8 => { - let prefix = name.rsplit_once('.').unwrap().0; - let (m, d) = find(name).unwrap(); + let prefix = name + .rsplit_once('.') + .ok_or_else(|| format!("{name}: escha leaf name has no '.' separator"))? + .0; + let (m, d) = find(name) + .ok_or_else(|| format!("{name}: weight_int8 vanished between passes"))?; let (_, sd) = find(&format!("{prefix}.weight_scale")).ok_or_else(|| { format!("{name}: weight_int8 without a matching weight_scale") })?; @@ -243,7 +253,8 @@ pub(crate) fn convert_escha(src_dir: &Path, out: &Path) -> Result<(), String> { }); } _ => { - let (m, d) = find(name).unwrap(); + let (m, d) = find(name) + .ok_or_else(|| format!("{name}: passthrough tensor vanished between passes"))?; tensors.push(HfqTensor { name: name.clone(), quant_type: match m.dtype.as_str() { @@ -261,7 +272,12 @@ pub(crate) fn convert_escha(src_dir: &Path, out: &Path) -> Result<(), String> { } } + // `config` is the parsed config.json verbatim: `config_from_metadata_json` + // (hipfire-arch-qwen35) requires it to reconstruct the arch config at load + // time, and it self-detects the nested `text_config`/`vision_config` these + // VL-shaped checkpoints carry — do not flatten or pre-process it here. let metadata = serde_json::json!({ + "config": cfg, "escha": { "format_version": version, "quant_method": method }, }) .to_string(); @@ -431,3 +447,140 @@ mod tests { assert!(int8_rows_to_q8_0(&[0i8; 20], &[0u16], 1, 20).is_err()); } } + +/// `convert_escha` integration test: a minimal synthetic checkpoint directory +/// (config.json + one safetensors shard) through the real converter, then a +/// real `HfqFile` read-back. This lives in-module (not under `tests/`) for +/// the same reason as `reap_overlay::integ`: `hipfire-quantize` is a binary +/// crate with no library target, so a `tests/` integration target can't reach +/// `convert_escha`, which is crate-private. `hipfire-runtime` (CPU-only HFQ +/// container reader) is a dev-dependency. +/// +/// This is the test that Finding 1 (missing top-level `config` key) proves +/// would have caught the regression: it asserts the round-tripped metadata +/// carries `config` with the fields written into config.json. +#[cfg(test)] +mod convert_escha_tests { + use super::*; + use hipfire_quantize::escha_ref::f16_rne; + use hipfire_runtime::hfq::HfqFile; + use safetensors::tensor::TensorView; + use safetensors::Dtype; + use std::collections::HashMap; + + /// escha_code payload: deterministic, recognizable bytes so the + /// verbatim-repack assertion can compare against a value computed + /// independently of what `build_fixture` wrote. + fn code_bytes() -> Vec { + (0..(4 * 32)).map(|i| (i % 251) as u8).collect() + } + + /// Write a minimal Escha-W2 checkpoint directory: config.json with a + /// `quantization_config` block plus a couple of recognisable top-level + /// config fields, and one safetensors shard with one complete escha + /// linear (escha_code last dim 16*K=32 => K=2, plus escha_rin/rout) and + /// one int8 passthrough pair (weight_int8 + weight_scale). + fn build_fixture(dir: &Path) { + let cfg = serde_json::json!({ + "hidden_size": 64, + "num_hidden_layers": 2, + "num_attention_heads": 4, + "vocab_size": 100, + "quantization_config": { + "quant_method": "eschamoe", + "format_version": "2.0", + }, + }); + std::fs::write(dir.join("config.json"), cfg.to_string()).unwrap(); + + let code = code_bytes(); + + let rin: Vec = (0..4).map(|i| f16_rne(1.0 + i as f32 * 0.1)).collect(); + let rout: Vec = (0..4).map(|i| f16_rne(2.0 + i as f32 * 0.1)).collect(); + let rin_bytes: Vec = rin.iter().flat_map(|v| v.to_le_bytes()).collect(); + let rout_bytes: Vec = rout.iter().flat_map(|v| v.to_le_bytes()).collect(); + + // int8 pair: oc=2, ic=32 (one Q8_0 block per row). + let w8: Vec = (0..(2 * 32)).map(|i| (i as i8) as u8).collect(); + let scale: Vec = vec![f16_rne(0.5), f16_rne(1.5)]; + let scale_bytes: Vec = scale.iter().flat_map(|v| v.to_le_bytes()).collect(); + + let mut tensors: HashMap = HashMap::new(); + tensors.insert( + "layers.0.mlp.up_proj.escha_code".to_string(), + TensorView::new(Dtype::U8, vec![4, 32], &code).unwrap(), + ); + tensors.insert( + "layers.0.mlp.up_proj.escha_rin".to_string(), + TensorView::new(Dtype::F16, vec![4], &rin_bytes).unwrap(), + ); + tensors.insert( + "layers.0.mlp.up_proj.escha_rout".to_string(), + TensorView::new(Dtype::F16, vec![4], &rout_bytes).unwrap(), + ); + tensors.insert( + "lm_head.weight_int8".to_string(), + TensorView::new(Dtype::I8, vec![2, 32], &w8).unwrap(), + ); + tensors.insert( + "lm_head.weight_scale".to_string(), + TensorView::new(Dtype::F16, vec![2], &scale_bytes).unwrap(), + ); + + let bytes = safetensors::serialize(&tensors, None).unwrap(); + std::fs::write(dir.join("model.safetensors"), bytes).unwrap(); + } + + /// Unique scratch dir under the system temp root, cleaned up on drop. + struct TempCheckpointDir(std::path::PathBuf); + impl TempCheckpointDir { + fn new(tag: &str) -> Self { + let nanos = std::time::SystemTime::now() + .duration_since(std::time::UNIX_EPOCH) + .unwrap() + .as_nanos(); + let dir = std::env::temp_dir().join(format!( + "hipfire_escha_convert_test_{tag}_{}_{nanos}", + std::process::id() + )); + std::fs::create_dir_all(&dir).unwrap(); + Self(dir) + } + } + impl Drop for TempCheckpointDir { + fn drop(&mut self) { + std::fs::remove_dir_all(&self.0).ok(); + } + } + + #[test] + fn convert_escha_embeds_config_and_repacks_code_verbatim() { + let src = TempCheckpointDir::new("ok"); + build_fixture(&src.0); + let out = src.0.join("out.hfq"); + + convert_escha(&src.0, &out).expect("conversion of a well-formed fixture must succeed"); + + let hf = HfqFile::open(&out).expect("convert_escha's output must parse as a valid .hfq"); + + // The regression Finding 1 caught: metadata must carry a top-level + // `config` key, or every arch loader's `config_from_metadata_json` + // fails before a tensor is read. + let meta: serde_json::Value = serde_json::from_str(&hf.metadata_json) + .expect("metadata_json must itself be valid JSON"); + let config = meta + .get("config") + .expect("metadata must carry a top-level `config` key"); + assert_eq!(config["hidden_size"], 64); + assert_eq!(config["num_hidden_layers"], 2); + assert_eq!(config["num_attention_heads"], 4); + assert_eq!(config["vocab_size"], 100); + + // The verbatim-repack contract (G1): escha_code bytes in the output + // are byte-identical to the input. + let (_, out_code) = hf + .tensor_data("layers.0.mlp.up_proj.escha_code") + .expect("escha_code tensor must survive conversion"); + assert_eq!(out_code, code_bytes().as_slice()); + } +} From 213fa2cc6d9f671ea0c97fd75b29b4bdaed767b6 Mon Sep 17 00:00:00 2001 From: Nick Woolmer <29717167+nwoolmer@users.noreply.github.com> Date: Thu, 3 Sep 2026 01:04:58 +0100 Subject: [PATCH 024/100] plan: Tasks 7-8 host wrappers used a launch API that does not exist Both wrappers called a fictional Gpu::launch_kernel(name, grid, block, &[&buf,...]). The real convention, used throughout gemv.rs (gemv_q8_0 at 13563), is: bind_thread -> upload_raw/alloc_tensor -> ensure_kernel -> build a Vec<*mut c_void> of &mut locals -> look the function up in self.functions -> unsafe hip.launch_kernel. Rewritten to match, and verified memcpy_dtoh / bind_thread / alloc_tensor / upload_raw all exist with the signatures used. Same class as the quant-id error: anchors taken from the other checkout rather than this branch. Line references re-verified here (kernels.rs 4810 and gemv.rs 13563 correct; dispatch.rs spec push is 4263, not 4251). Co-Authored-By: Claude Opus 5 (1M context) Claude-Session: https://claude.ai/code/session_01FfwZUVGT7QpjMdHikoERfM --- docs/plans/escha-w2-phase1.md | 109 ++++++++++++++++++++++------------ 1 file changed, 71 insertions(+), 38 deletions(-) diff --git a/docs/plans/escha-w2-phase1.md b/docs/plans/escha-w2-phase1.md index a6aba6329..ae6f7ea71 100644 --- a/docs/plans/escha-w2-phase1.md +++ b/docs/plans/escha-w2-phase1.md @@ -1718,35 +1718,52 @@ Add to `crates/rdna-compute/src/gemv.rs` beside `gemv_q8_0` (line 13563), follow out_features: u32, k: u32, ) -> HipResult> { + self.bind_thread()?; + let n_elems = (in_features as usize) * (out_features as usize); + let n_tiles = (in_features / 16) * (out_features / 16); + let code_bytes: Vec = code.iter().flat_map(|v| v.to_le_bytes()).collect(); + let d_code = self.upload_raw(&code_bytes, &[code.len()])?; + let d_bare = self.alloc_tensor(&[n_elems], DType::F16)?; self.ensure_kernel( "escha_decode_tiles", kernels::ESCHA_DECODE_TILES_SRC, "escha_decode_tiles", )?; - let n_tiles = (in_features / 16) * (out_features / 16); - let d_code = self.upload_raw( - &code.iter().flat_map(|v| v.to_le_bytes()).collect::>(), - &[code.len()], - )?; - let d_bare = self.alloc_tensor( - &[(in_features as usize) * (out_features as usize)], - DType::F16, - )?; - self.launch_kernel( - "escha_decode_tiles", - (n_tiles, 1, 1), - (32, 1, 1), - &[ - &d_code.buf, &d_bare.buf, - &(in_features as i32), &(out_features as i32), &(k as i32), - ], - )?; - let mut out = vec![0u8; (in_features as usize) * (out_features as usize) * 2]; + + let mut code_ptr = d_code.buf.as_ptr(); + let mut bare_ptr = d_bare.buf.as_ptr(); + let mut ic = in_features as i32; + let mut oc = out_features as i32; + let mut kk = k as i32; + let mut params: Vec<*mut c_void> = vec![ + &mut code_ptr as *mut _ as *mut c_void, + &mut bare_ptr as *mut _ as *mut c_void, + &mut ic as *mut _ as *mut c_void, + &mut oc as *mut _ as *mut c_void, + &mut kk as *mut _ as *mut c_void, + ]; + let func = &self.functions["escha_decode_tiles"]; + unsafe { + self.hip + .launch_kernel(func, [n_tiles, 1, 1], [32, 1, 1], 0, None, &mut params)?; + } + + let mut out = vec![0u8; n_elems * 2]; self.hip.memcpy_dtoh(&mut out, &d_bare.buf)?; - Ok(out.chunks_exact(2).map(|c| u16::from_le_bytes([c[0], c[1]])).collect()) + Ok(out + .chunks_exact(2) + .map(|c| u16::from_le_bytes([c[0], c[1]])) + .collect()) } ``` +This follows the launch convention used throughout `gemv.rs` (see `gemv_q8_0` +at line 13563): `bind_thread` → `upload_raw`/`alloc_tensor` → `ensure_kernel` → +build a `Vec<*mut c_void>` of `&mut` locals → look the function up in +`self.functions` → `unsafe { self.hip.launch_kernel(...) }`. There is no +`Gpu::launch_kernel(name, ...)` helper taking buffers directly; do not invent +one. `c_void` is already imported in `gemv.rs`. + - [ ] **Step 6: Run the parity gate (G2)** ```bash @@ -1931,33 +1948,49 @@ Add to `crates/rdna-compute/src/gemv.rs`: &mut self, entry: &str, a: &[f32], - vec: &[f32], + vec_in: &[f32], ) -> HipResult> { - assert_eq!(a.len(), vec.len()); + assert_eq!(a.len(), vec_in.len()); assert_eq!(a.len() % 128, 0, "H128 needs a multiple of 128"); - self.ensure_kernel("escha_h128", kernels::ESCHA_H128_SRC, entry)?; + self.bind_thread()?; let n = a.len(); - let d_a = self.upload_raw( - &a.iter().flat_map(|v| v.to_le_bytes()).collect::>(), - &[n], - )?; - let d_v = self.upload_raw( - &vec.iter().flat_map(|v| v.to_le_bytes()).collect::>(), - &[n], - )?; + let a_bytes: Vec = a.iter().flat_map(|v| v.to_le_bytes()).collect(); + let v_bytes: Vec = vec_in.iter().flat_map(|v| v.to_le_bytes()).collect(); + let d_a = self.upload_raw(&a_bytes, &[n])?; + let d_v = self.upload_raw(&v_bytes, &[n])?; let d_out = self.alloc_tensor(&[n], DType::F16)?; - self.launch_kernel( - entry, - ((n / 128) as u32, 1, 1), - (128, 1, 1), - &[&d_a.buf, &d_v.buf, &d_out.buf, &(n as i32)], - )?; + self.ensure_kernel("escha_h128", kernels::ESCHA_H128_SRC, entry)?; + + let mut a_ptr = d_a.buf.as_ptr(); + let mut v_ptr = d_v.buf.as_ptr(); + let mut o_ptr = d_out.buf.as_ptr(); + let mut n_val = n as i32; + let mut params: Vec<*mut c_void> = vec![ + &mut a_ptr as *mut _ as *mut c_void, + &mut v_ptr as *mut _ as *mut c_void, + &mut o_ptr as *mut _ as *mut c_void, + &mut n_val as *mut _ as *mut c_void, + ]; + let func = &self.functions[entry]; + unsafe { + self.hip + .launch_kernel(func, [(n / 128) as u32, 1, 1], [128, 1, 1], 0, None, &mut params)?; + } + let mut raw = vec![0u8; n * 2]; self.hip.memcpy_dtoh(&mut raw, &d_out.buf)?; - Ok(raw.chunks_exact(2).map(|c| u16::from_le_bytes([c[0], c[1]])).collect()) + Ok(raw + .chunks_exact(2) + .map(|c| u16::from_le_bytes([c[0], c[1]])) + .collect()) } ``` +Note `ensure_kernel(module, SRC, entry)` is called once per entry point — the +two entries live in the same `.hip` source but are separate device functions, +so each needs its own `ensure_kernel` call and its own `self.functions` lookup +key. + - [ ] **Step 6: Run the parity gate (G3)** ```bash From 79ff405e4a5f783e1b038c10f797d762b157d29b Mon Sep 17 00:00:00 2001 From: Nick Woolmer <29717167+nwoolmer@users.noreply.github.com> Date: Thu, 3 Sep 2026 01:18:31 +0100 Subject: [PATCH 025/100] feat(escha): G1 verbatim round-trip verifier + config load smoke test MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Converted the real 12.30 GB Qwen3.6-35B-A3B-Escha-W2 checkpoint in 8.6s. G1 PASS: all 80 escha_code tensors (40 layers x 2 projections) are byte-identical in the .hfq and carry quant_type 42/43. Tensor accounting is exact — 1362 source tensors map to 870 outputs with nothing dropped. The verifier's HFQ index parser was pre-validated against two unrelated existing models; on both, the last tensor's end offset lands exactly on the file size. escha_config_smoke proves Task 5's critical metadata fix works: the file loads as arch_id 6 with dim=2048 layers=40 experts=256 top_k=8 moe_inter=512 vocab=248320 is_vl_text=true, all matching design §1.1. Co-Authored-By: Claude Opus 5 (1M context) Claude-Session: https://claude.ai/code/session_01FfwZUVGT7QpjMdHikoERfM --- .../examples/escha_config_smoke.rs | 16 +++ scripts/escha-verify-roundtrip.py | 113 ++++++++++++++++++ 2 files changed, 129 insertions(+) create mode 100644 crates/hipfire-arch-qwen35/examples/escha_config_smoke.rs create mode 100755 scripts/escha-verify-roundtrip.py diff --git a/crates/hipfire-arch-qwen35/examples/escha_config_smoke.rs b/crates/hipfire-arch-qwen35/examples/escha_config_smoke.rs new file mode 100644 index 000000000..0c2a5a850 --- /dev/null +++ b/crates/hipfire-arch-qwen35/examples/escha_config_smoke.rs @@ -0,0 +1,16 @@ +//! Prove the converted .hfq's metadata satisfies arch-6's config loader. +fn main() { + let path = std::env::args().nth(1).expect("usage: "); + let hfq = hipfire_runtime::hfq::HfqFile::open(std::path::Path::new(&path)) + .expect("open hfq"); + println!("arch_id = {}", hfq.arch_id); + println!("tensors = {}", hfq.tensors().len()); + match hipfire_arch_qwen35::qwen35::config::config_from_hfq(&hfq) { + Ok(c) => println!( + "config OK: dim={} layers={} experts={} top_k={} moe_inter={} vocab={} is_vl_text={}", + c.dim, c.n_layers, c.num_experts, c.num_experts_per_tok, + c.moe_intermediate_size, c.vocab_size, c.is_vl_text + ), + Err(e) => { eprintln!("config FAILED: {e}"); std::process::exit(1); } + } +} diff --git a/scripts/escha-verify-roundtrip.py b/scripts/escha-verify-roundtrip.py new file mode 100755 index 000000000..574eb1aca --- /dev/null +++ b/scripts/escha-verify-roundtrip.py @@ -0,0 +1,113 @@ +#!/usr/bin/env python3 +"""G1: every escha_code tensor in the .hfq must be byte-identical to source. + +Verbatim repack is the whole basis for claiming no codec loss, so this is a +memcmp against the tensor at its indexed offset — not a substring search, +which would be quadratic over a 12 GB file. + +HFQ layout (see hipfire-quantize/src/hfq.rs::write_hfq): + header 32B : magic[4] "HFQM", version u32, arch u32, n_tensors u32, + metadata_offset u64, data_offset u64 + metadata : JSON at metadata_offset + index : n_tensors u32, then per tensor + name_len u16, name, quant_type u8, ndim u8, + dims u32*ndim, group_size u32, data_len u64 + data : at data_offset (4096-aligned), tensors concatenated in order +""" +import json, mmap, struct, sys +from pathlib import Path + +ESCHA_QT = {42: "ESCHA2T16", 43: "ESCHA3T16"} + + +def hfq_tensors(mm): + assert mm[:4] == b"HFQM", "not an HFQ file" + version, arch, n_tensors = struct.unpack_from(" Date: Thu, 3 Sep 2026 01:27:19 +0100 Subject: [PATCH 026/100] feat(escha): GPU tile decode kernel, bit-exact against the CPU reference Task 7 (G2): one-shot decode of Escha-W2 packed trellis tiles into bare fp16 weights on gfx1151. Inline codebook arithmetic only (no LUT, would be 128 KB fp16 vs 64 KB LDS); __hadd kept as the fp16 RNE add so the GPU path is bit-exact against escha_ref::reconstruct. Gate passes 0/2097152 mismatched (K=2) and 0/1048576 mismatched (K=3) against the real shipped layer-0 expert-0 golden tensors. --- Cargo.lock | 1 + crates/rdna-compute/Cargo.toml | 6 ++ .../examples/test_escha_decode_gpu_vs_cpu.rs | 32 +++++++ crates/rdna-compute/src/dispatch.rs | 8 ++ crates/rdna-compute/src/gemv.rs | 48 ++++++++++ crates/rdna-compute/src/kernels.rs | 7 ++ kernels/src/escha_decode_tiles.hip | 90 +++++++++++++++++++ 7 files changed, 192 insertions(+) create mode 100644 crates/rdna-compute/examples/test_escha_decode_gpu_vs_cpu.rs create mode 100644 kernels/src/escha_decode_tiles.hip diff --git a/Cargo.lock b/Cargo.lock index 4694ee0eb..0a01910ea 100644 --- a/Cargo.lock +++ b/Cargo.lock @@ -2707,6 +2707,7 @@ version = "0.3.0" dependencies = [ "hip-bridge", "hipfire-config", + "hipfire-quantize", "libloading", "radiowave", "rayon", diff --git a/crates/rdna-compute/Cargo.toml b/crates/rdna-compute/Cargo.toml index 61f95849d..4e8f30503 100644 --- a/crates/rdna-compute/Cargo.toml +++ b/crates/rdna-compute/Cargo.toml @@ -21,6 +21,12 @@ rayon = "1" [dev-dependencies] redline-rocr = { path = "../redline-rocr" } +# G2 parity gate only (test_escha_decode_gpu_vs_cpu): escha_ref::reconstruct is +# the CPU oracle the GPU tile decode is asserted bit-exact against. Note +# hipfire-quantize already carries a dev-dependency back on rdna-compute (for +# its own GL-codebook parity test); Cargo permits a dev-dependency cycle since +# dev-deps are excluded from the normal build graph. +hipfire-quantize = { path = "../hipfire-quantize" } # --------------------------------------------------------------------------- # Archived research probes. diff --git a/crates/rdna-compute/examples/test_escha_decode_gpu_vs_cpu.rs b/crates/rdna-compute/examples/test_escha_decode_gpu_vs_cpu.rs new file mode 100644 index 000000000..34c645d01 --- /dev/null +++ b/crates/rdna-compute/examples/test_escha_decode_gpu_vs_cpu.rs @@ -0,0 +1,32 @@ +//! G2: GPU tile decode must match escha_ref::reconstruct EXACTLY in fp16, +//! for both K. Run: +//! cargo run --release -p rdna-compute --example test_escha_decode_gpu_vs_cpu +use hipfire_quantize::escha_ref; + +fn main() { + for (name, ic, oc, k) in [ + ("packed_gu_e0_k2.i16", 2048usize, 1024usize, 2usize), + ("packed_down_e0_k3.i16", 512, 2048, 3), + ] { + let path = format!( + "{}/../hipfire-quantize/tests/data/escha/{name}", + env!("CARGO_MANIFEST_DIR") + ); + let raw = std::fs::read(&path).expect("run fetch-goldens.sh first"); + let code: Vec = raw + .chunks_exact(2) + .map(|c| i16::from_le_bytes([c[0], c[1]])) + .collect(); + let want = escha_ref::reconstruct(&code, ic, oc, k); + + let mut gpu = rdna_compute::Gpu::init().expect("gpu"); + let got = gpu + .escha_decode_tiles_host(&code, ic as u32, oc as u32, k as u32) + .expect("decode"); + + let bad = want.iter().zip(&got).filter(|(a, b)| a != b).count(); + println!("{name}: {bad} mismatched of {} elements", want.len()); + assert_eq!(bad, 0, "{name}: GPU decode diverges from the CPU reference"); + } + println!("G2 PASS"); +} diff --git a/crates/rdna-compute/src/dispatch.rs b/crates/rdna-compute/src/dispatch.rs index 2199114d1..83aa8d1af 100644 --- a/crates/rdna-compute/src/dispatch.rs +++ b/crates/rdna-compute/src/dispatch.rs @@ -4265,6 +4265,14 @@ impl Gpu { _ => {} } + // Escha-W2 tile decode: standalone utility, not gated on weight_quant + // (it runs ahead of the normal GEMV dispatch to materialize bare fp16 + // weights from the packed trellis code). + specs.push(( + "escha_decode_tiles", + kernels::ESCHA_DECODE_TILES_SRC.to_string(), + )); + // Embedding kernels — Q8_0 is most common, also cover HFQ4G256/G128 variants specs.push(("embedding_q8", kernels::EMBEDDING_Q8_SRC.to_string())); specs.push(( diff --git a/crates/rdna-compute/src/gemv.rs b/crates/rdna-compute/src/gemv.rs index e1f5f7070..b0ca3eeb0 100644 --- a/crates/rdna-compute/src/gemv.rs +++ b/crates/rdna-compute/src/gemv.rs @@ -13637,6 +13637,54 @@ impl Gpu { result } + /// Decode an escha code stream to a bare fp16 weight matrix `[ic, oc]`. + /// Host-side helper used by the G2 parity gate; the load path uses the + /// device-resident form. + pub fn escha_decode_tiles_host( + &mut self, + code: &[i16], + in_features: u32, + out_features: u32, + k: u32, + ) -> HipResult> { + self.bind_thread()?; + let n_elems = (in_features as usize) * (out_features as usize); + let n_tiles = (in_features / 16) * (out_features / 16); + let code_bytes: Vec = code.iter().flat_map(|v| v.to_le_bytes()).collect(); + let d_code = self.upload_raw(&code_bytes, &[code.len()])?; + let d_bare = self.alloc_tensor(&[n_elems], DType::F16)?; + self.ensure_kernel( + "escha_decode_tiles", + kernels::ESCHA_DECODE_TILES_SRC, + "escha_decode_tiles", + )?; + + let mut code_ptr = d_code.buf.as_ptr(); + let mut bare_ptr = d_bare.buf.as_ptr(); + let mut ic = in_features as i32; + let mut oc = out_features as i32; + let mut kk = k as i32; + let mut params: Vec<*mut c_void> = vec![ + &mut code_ptr as *mut _ as *mut c_void, + &mut bare_ptr as *mut _ as *mut c_void, + &mut ic as *mut _ as *mut c_void, + &mut oc as *mut _ as *mut c_void, + &mut kk as *mut _ as *mut c_void, + ]; + let func = &self.functions["escha_decode_tiles"]; + unsafe { + self.hip + .launch_kernel(func, [n_tiles, 1, 1], [32, 1, 1], 0, None, &mut params)?; + } + + let mut out = vec![0u8; n_elems * 2]; + self.hip.memcpy_dtoh(&mut out, &d_bare.buf)?; + Ok(out + .chunks_exact(2) + .map(|c| u16::from_le_bytes([c[0], c[1]])) + .collect()) + } + /// y = A_q8hfq * x (split-metadata Q8 GEMV, row_stride = padded row bytes) pub fn gemv_q8hfq( &mut self, diff --git a/crates/rdna-compute/src/kernels.rs b/crates/rdna-compute/src/kernels.rs index 9dc44fe08..07bff5dde 100644 --- a/crates/rdna-compute/src/kernels.rs +++ b/crates/rdna-compute/src/kernels.rs @@ -4809,6 +4809,13 @@ pub const GEMM_Q8_0_BATCHED_WIDE_EXACT_SRC: &str = pub const GEMV_Q8_0_SRC: &str = include_str!("../../../kernels/src/gemv_q8_0.hip"); +/// Escha-W2 one-shot tile decode: packed trellis code -> bare fp16 weights. +/// No codebook LUT (65536 fp16 entries would be 128 KB, gfx1151 LDS is 64 KB); +/// the codebook is computed inline per element. See the file for the G2 gate +/// rationale (deliberately duplicates escha_ref.rs's lane maths in Rust). +pub const ESCHA_DECODE_TILES_SRC: &str = + include_str!("../../../kernels/src/escha_decode_tiles.hip"); + /// Batched Q8_0 GEMM. Same per-row math as gemv_q8_0 but holds MAX_BATCH /// per-row accumulators in registers, broadcasting each weight load across /// all batch elements. Saves the (batch_size - 1)× weight re-reads of the diff --git a/kernels/src/escha_decode_tiles.hip b/kernels/src/escha_decode_tiles.hip new file mode 100644 index 000000000..58742ec87 --- /dev/null +++ b/kernels/src/escha_decode_tiles.hip @@ -0,0 +1,90 @@ +// Escha-W2 one-shot tile decode -> Q8_0 resident weights (Phase 1). +// +// Reads the verbatim int16 code stream, decodes 16x16 trellis tiles, and +// writes hipfire Q8_0 (34 bytes per 32 elements: f16 scale + 32 int8). +// +// The codebook is computed inline. A 65536-entry fp16 LUT would be 128 KB and +// gfx1151 has 64 KB LDS, so there is no table anywhere in this file. +// +// Escha's tile grid is in-major [in/16, out/16]; hipfire stores weights +// out-major [out, in]. This kernel transposes on the way out. +// +// DELIBERATE DUPLICATION: hipfire-quantize/src/escha_ref.rs implements this +// same lane maths in Rust. That is the G2 gate — this kernel is asserted +// bit-exact against it. Generating either from the other would make G2 +// circular. Do not deduplicate. + +#include +#include + +__device__ __forceinline__ __half escha_cba(unsigned short state) { + unsigned int r = ((unsigned int)state * 0xCBAC1FEDu) & 0x8FFF8FFFu; + r ^= 0x3B603B60u; + __half lo = __ushort_as_half((unsigned short)(r & 0xFFFFu)); + __half hi = __ushort_as_half((unsigned short)(r >> 16)); + return __hadd(lo, hi); // fp16 RNE add — matches the reference exactly +} + +__device__ __forceinline__ void escha_decode8_k2( + const unsigned int* w, int lane, unsigned short* out) { + int t_off = lane * 8; + int i1 = t_off >> 4; + int i0 = (i1 + 15) & 15; + unsigned long long merged = ((unsigned long long)w[i0] << 32) | w[i1]; + int shift = ((~t_off) & 8) << 1; // 16 for even lanes, 0 for odd + unsigned int v = (unsigned int)((merged >> shift) & 0xFFFFFFFFull); + #pragma unroll + for (int j = 0; j < 8; ++j) out[j] = (unsigned short)(v >> (2 * (7 - j))); +} + +__device__ __forceinline__ void escha_decode8_k3( + const unsigned int* w, int lane, unsigned short* out) { + const int BITS = 3; + int t_off = lane * 8; + int b1 = (t_off + 257) * BITS; + int b0 = b1 - 16; + int b2 = b1 + BITS * 7; + int i0 = b0 >> 5; + int i2 = (b2 - 1) >> 5; + int s2 = ((i2 + 1) << 5) - b2; + unsigned long long merged = + ((unsigned long long)w[i0 % 24] << 32) | w[i2 % 24]; + unsigned int w7 = (unsigned int)((merged >> s2) & 0xFFFFFFFFull); + unsigned int w3 = (unsigned int)((merged >> (s2 + BITS * 4)) & 0xFFFFFFFFull); + out[0] = (unsigned short)(w3 >> 9); out[1] = (unsigned short)(w3 >> 6); + out[2] = (unsigned short)(w3 >> 3); out[3] = (unsigned short)(w3); + out[4] = (unsigned short)(w7 >> 9); out[5] = (unsigned short)(w7 >> 6); + out[6] = (unsigned short)(w7 >> 3); out[7] = (unsigned short)(w7); +} + +// One block per tile. 32 lanes, 8 values each = the 256 tile slots. +extern "C" __global__ void escha_decode_tiles( + const short* __restrict__ code, // [in/16, out/16, 16K] + __half* __restrict__ bare, // [in, out] fp16 scratch + int in_features, int out_features, int K) { + int tile = blockIdx.x; + int tn = out_features / 16; + int kt = tile / tn, nt = tile % tn; + int lane = threadIdx.x; + if (lane >= 32) return; + + unsigned int words[24]; + const short* src = code + (size_t)tile * 16 * K; + for (int i = 0; i < 8 * K; ++i) + words[i] = ((unsigned int)(unsigned short)src[2 * i]) | + (((unsigned int)(unsigned short)src[2 * i + 1]) << 16); + + unsigned short st[8]; + if (K == 2) escha_decode8_k2(words, lane, st); + else escha_decode8_k3(words, lane, st); + + int l0 = lane & ~4; + int c_off = (lane >> 2) & 1; + #pragma unroll + for (int j = 0; j < 8; ++j) { + int fi = j >> 1; + int row = (lane & 3) * 2 + (j & 1) + (fi & 1) * 8; + int col = 2 * ((l0 >> 3) + (j >= 4 ? 4 : 0)) + c_off; + bare[(size_t)(kt * 16 + row) * out_features + (nt * 16 + col)] = escha_cba(st[j]); + } +} From 2d99ce625ba029401cd432c6c1639fab116973d5 Mon Sep 17 00:00:00 2001 From: Nick Woolmer <29717167+nwoolmer@users.noreply.github.com> Date: Thu, 3 Sep 2026 01:52:07 +0100 Subject: [PATCH 027/100] fix(escha): correct kernel doc, validate decode inputs, drop select-cascade indexing, add device-resident path Review fixes for Task 7's escha_decode_tiles GPU kernel: - Header comment claimed Q8_0 output with a transpose; the kernel actually writes bare row-major fp16 with no transpose. Rewrote to match reality. - escha_decode_tiles_host had no input validation, so a short code slice or a non-multiple-of-16 shape caused an out-of-bounds device read. Added shared validation (shape, K, code length) returning Err before any launch. - words[24] was indexed at runtime from lane-derived offsets. Disassembly of the compiled .hsaco showed no scratch-memory spill, but the compiler lowered the dynamic index into ~90 v_cndmask/94 v_cmp select-cascade instructions per invocation instead. Replacing the staged array with two direct loads of the exact words each lane needs removed the cascade entirely (467->232 static instructions, 34->25 VGPRs) and measured a consistent ~1.48x kernel throughput improvement (24.2us -> 16.25us per launch, K=2 2048x1024, 3 runs each side). - Added a device-resident escha_decode_tiles(&GpuTensor, &GpuTensor, ...) for the load path (no host round trip); escha_decode_tiles_host now calls it instead of duplicating the launch. Gated with a device-resident-vs-host equivalence check. - Removed the dead `lane >= 32` guard (block size is always 32). - Widened the G2 gate with two production-scale shapes from the dense 27B checkpoint (5120x17408 K=2, 17408x5120 K=3, pseudo-random code) to prove the tile/lane indexing generalises past the two small golden fixtures. G2 still passes 0/0 mismatches for both K after every change. Co-Authored-By: Claude Opus 5 (1M context) Claude-Session: https://claude.ai/code/session_01FfwZUVGT7QpjMdHikoERfM --- .../examples/bench_escha_decode_tiles.rs | 64 +++++++++++ .../examples/test_escha_decode_gpu_vs_cpu.rs | 95 +++++++++++++++- crates/rdna-compute/src/gemv.rs | 107 ++++++++++++++++-- kernels/src/escha_decode_tiles.hip | 51 ++++++--- 4 files changed, 286 insertions(+), 31 deletions(-) create mode 100644 crates/rdna-compute/examples/bench_escha_decode_tiles.rs diff --git a/crates/rdna-compute/examples/bench_escha_decode_tiles.rs b/crates/rdna-compute/examples/bench_escha_decode_tiles.rs new file mode 100644 index 000000000..56072b1b8 --- /dev/null +++ b/crates/rdna-compute/examples/bench_escha_decode_tiles.rs @@ -0,0 +1,64 @@ +// SPDX-License-Identifier: Apache-2.0 +// Copyright (c) 2026 Kaden Schutt +// hipfire — see LICENSE and NOTICE in the project root. + +//! Throughput benchmark for `escha_decode_tiles`, kernel-only (no host +//! round trip): upload the K=2 golden code once, then launch the +//! device-resident decode in a loop, syncing once at the end. +//! +//! Temporary tool for the Finding-3 before/after measurement in the Task 7 +//! review (dynamic `words[]` array indexing vs. two direct global loads). +//! Not wired into any gate. +use rdna_compute::{DType, Gpu}; +use std::time::Instant; + +fn main() { + let (ic, oc, k) = (2048usize, 1024usize, 2usize); + let path = format!( + "{}/../hipfire-quantize/tests/data/escha/packed_gu_e0_k2.i16", + env!("CARGO_MANIFEST_DIR") + ); + let code_bytes = std::fs::read(&path).expect("run fetch-goldens.sh first"); + assert_eq!(code_bytes.len(), (ic / 16) * (oc / 16) * 16 * k * 2); + + let mut gpu = Gpu::init().expect("gpu"); + let d_code = gpu + .upload_raw(&code_bytes, &[code_bytes.len() / 2]) + .expect("upload code"); + let d_bare = gpu + .alloc_tensor(&[ic * oc], DType::F16) + .expect("alloc bare"); + + // Warm up: first call JIT-compiles the kernel (or loads it from the + // on-disk cache), which must not be counted. + for _ in 0..8 { + gpu.escha_decode_tiles(&d_code, &d_bare, ic as u32, oc as u32, k as u32) + .expect("warmup decode"); + } + gpu.hip.device_synchronize().expect("sync after warmup"); + + const REPS: u32 = 2000; + let start = Instant::now(); + for _ in 0..REPS { + gpu.escha_decode_tiles(&d_code, &d_bare, ic as u32, oc as u32, k as u32) + .expect("decode"); + } + gpu.hip.device_synchronize().expect("sync after loop"); + let elapsed = start.elapsed(); + + let elems = (ic * oc) as f64; + let per_launch = elapsed.as_secs_f64() / REPS as f64; + // Bytes moved per launch: code read once (ic*oc/16 elements packed at + // k*2 bytes per 16-element tile -> code bytes) + bare fp16 written once. + let code_read_bytes = code_bytes.len() as f64; + let bare_write_bytes = elems * 2.0; + let bytes_per_launch = code_read_bytes + bare_write_bytes; + + println!("escha_decode_tiles K=2 {ic}x{oc}: {REPS} reps in {elapsed:?}"); + println!( + " {:.3} us/launch, {:.3} Gelem/s, {:.3} GB/s (code-read + bare-write)", + per_launch * 1e6, + elems / per_launch / 1e9, + bytes_per_launch / per_launch / 1e9 + ); +} diff --git a/crates/rdna-compute/examples/test_escha_decode_gpu_vs_cpu.rs b/crates/rdna-compute/examples/test_escha_decode_gpu_vs_cpu.rs index 34c645d01..db4684102 100644 --- a/crates/rdna-compute/examples/test_escha_decode_gpu_vs_cpu.rs +++ b/crates/rdna-compute/examples/test_escha_decode_gpu_vs_cpu.rs @@ -1,7 +1,21 @@ //! G2: GPU tile decode must match escha_ref::reconstruct EXACTLY in fp16, -//! for both K. Run: +//! for both K. Also covers the gate-widening and device-resident-vs-host +//! equivalence checks from the Task 7 review. Run: //! cargo run --release -p rdna-compute --example test_escha_decode_gpu_vs_cpu use hipfire_quantize::escha_ref; +use rdna_compute::DType; + +/// xorshift64* — same tiny inline PRNG convention used by the other GPU +/// parity examples in this crate (no `rand` dependency). +struct Rng(u64); +impl Rng { + fn next_u32(&mut self) -> u32 { + self.0 ^= self.0 >> 12; + self.0 ^= self.0 << 25; + self.0 ^= self.0 >> 27; + (self.0.wrapping_mul(0x2545F4914F6CDD1D) >> 32) as u32 + } +} fn main() { for (name, ic, oc, k) in [ @@ -29,4 +43,83 @@ fn main() { assert_eq!(bad, 0, "{name}: GPU decode diverges from the CPU reference"); } println!("G2 PASS"); + + // Widen the gate: the two golden fixtures above are 2048x1024 and + // 512x2048 — both comfortably small. Cover at least one production + // shape from the dense 27B checkpoint at each K, on pseudo-random code, + // to prove the tile/lane indexing generalises past the two golden + // shapes rather than happening to work only for them. + let mut rng = Rng(0xE5CA_5EED_1234_5678u64); + for (ic, oc, k) in [(5120usize, 17408usize, 2usize), (17408, 5120, 3usize)] { + let n_tiles = (ic / 16) * (oc / 16); + let code_len = n_tiles * 16 * k; + let code: Vec = (0..code_len).map(|_| rng.next_u32() as i16).collect(); + let want = escha_ref::reconstruct(&code, ic, oc, k); + + let mut gpu = rdna_compute::Gpu::init().expect("gpu"); + let got = gpu + .escha_decode_tiles_host(&code, ic as u32, oc as u32, k as u32) + .expect("wide-shape decode"); + + let bad = want.iter().zip(&got).filter(|(a, b)| a != b).count(); + println!( + "wide shape {ic}x{oc} K={k}: {bad} mismatched of {} elements", + want.len() + ); + assert_eq!( + bad, 0, + "{ic}x{oc} K={k}: GPU decode diverges from the CPU reference at production scale" + ); + } + println!("wide-shape gate PASS"); + + // Device-resident vs. host-roundtrip equivalence (Task 7, Finding 4): + // the load path decodes weights that are already resident on the GPU, + // with no host round trip. Prove the device-resident `escha_decode_tiles` + // and the host-roundtrip `escha_decode_tiles_host` (which now calls it + // internally) produce bit-identical output for the same input. + { + let (ic, oc, k) = (2048usize, 1024usize, 2usize); + let path = format!( + "{}/../hipfire-quantize/tests/data/escha/packed_gu_e0_k2.i16", + env!("CARGO_MANIFEST_DIR") + ); + let raw = std::fs::read(&path).expect("run fetch-goldens.sh first"); + let code: Vec = raw + .chunks_exact(2) + .map(|c| i16::from_le_bytes([c[0], c[1]])) + .collect(); + + let mut gpu = rdna_compute::Gpu::init().expect("gpu"); + let host_result = gpu + .escha_decode_tiles_host(&code, ic as u32, oc as u32, k as u32) + .expect("host-roundtrip decode"); + + let code_bytes: Vec = code.iter().flat_map(|v| v.to_le_bytes()).collect(); + let d_code = gpu + .upload_raw(&code_bytes, &[code.len()]) + .expect("upload code"); + let d_bare = gpu + .alloc_tensor(&[ic * oc], DType::F16) + .expect("alloc bare"); + gpu.escha_decode_tiles(&d_code, &d_bare, ic as u32, oc as u32, k as u32) + .expect("device-resident decode"); + let mut raw_out = vec![0u8; ic * oc * 2]; + gpu.hip + .memcpy_dtoh(&mut raw_out, &d_bare.buf) + .expect("copy back device-resident result"); + let device_result: Vec = raw_out + .chunks_exact(2) + .map(|c| u16::from_le_bytes([c[0], c[1]])) + .collect(); + + assert_eq!( + host_result, device_result, + "device-resident escha_decode_tiles diverges from escha_decode_tiles_host" + ); + println!( + "device-resident vs host equivalence PASS ({} elements identical)", + device_result.len() + ); + } } diff --git a/crates/rdna-compute/src/gemv.rs b/crates/rdna-compute/src/gemv.rs index b0ca3eeb0..915e5ec06 100644 --- a/crates/rdna-compute/src/gemv.rs +++ b/crates/rdna-compute/src/gemv.rs @@ -13637,30 +13637,93 @@ impl Gpu { result } - /// Decode an escha code stream to a bare fp16 weight matrix `[ic, oc]`. - /// Host-side helper used by the G2 parity gate; the load path uses the - /// device-resident form. - pub fn escha_decode_tiles_host( + /// Shared validation for both `escha_decode_tiles` entry points: catches + /// a bad shape/K/code-length combination before it becomes an + /// out-of-bounds device read. The kernel launches + /// `(in_features/16)*(out_features/16)` blocks, each reading `16*K` + /// shorts starting at `tile*16*K` — a short `code` slice, an `in_features` + /// or `out_features` that is not a multiple of 16, or an unsupported `K` + /// all lead to a device-side OOB read (undefined behaviour, not just a + /// wrong answer) rather than a clean failure. Mirrors the assertion the + /// CPU oracle already makes (`escha_ref::reconstruct`). + fn escha_validate_tile_shape( + in_features: u32, + out_features: u32, + k: u32, + code_len: usize, + ) -> HipResult<()> { + if in_features % 16 != 0 { + return Err(hip_bridge::HipError::new( + 0, + &format!("escha_decode_tiles: in_features {in_features} is not a multiple of 16"), + )); + } + if out_features % 16 != 0 { + return Err(hip_bridge::HipError::new( + 0, + &format!("escha_decode_tiles: out_features {out_features} is not a multiple of 16"), + )); + } + if k != 2 && k != 3 { + return Err(hip_bridge::HipError::new( + 0, + &format!("escha_decode_tiles: unsupported K={k} (only 2 and 3 are defined)"), + )); + } + let want_len = (in_features as usize / 16) * (out_features as usize / 16) * 16 * k as usize; + if code_len != want_len { + return Err(hip_bridge::HipError::new( + 0, + &format!( + "escha_decode_tiles: code length mismatch: got {code_len} shorts, expected \ + {want_len} for in_features={in_features} out_features={out_features} K={k}" + ), + )); + } + Ok(()) + } + + /// Decode an escha code stream already resident on the GPU into a bare + /// fp16 weight matrix `[in_features, out_features]`, also GPU-resident. + /// This is the load-path form: no host round trip. `escha_decode_tiles_host` + /// is the host-roundtrip convenience wrapper used by the G2 parity gate + /// and by callers that do not already have the code on-device; it calls + /// this function rather than duplicating the launch. + pub fn escha_decode_tiles( &mut self, - code: &[i16], + code: &GpuTensor, + bare_out: &GpuTensor, in_features: u32, out_features: u32, k: u32, - ) -> HipResult> { + ) -> HipResult<()> { self.bind_thread()?; + // Validate against the tensors' LOGICAL shapes, not `buf.size()`: pooled + // allocations (`alloc_tensor`) can hand back a physically larger buffer + // than requested (see `GpuPool::alloc`), so the physical capacity is not + // proof of how much real code/output data is present. + Self::escha_validate_tile_shape(in_features, out_features, k, code.numel())?; let n_elems = (in_features as usize) * (out_features as usize); + if bare_out.numel() != n_elems { + return Err(hip_bridge::HipError::new( + 0, + &format!( + "escha_decode_tiles: bare_out has {} elements, need exactly {} for \ + {in_features}x{out_features} fp16", + bare_out.numel(), + n_elems + ), + )); + } let n_tiles = (in_features / 16) * (out_features / 16); - let code_bytes: Vec = code.iter().flat_map(|v| v.to_le_bytes()).collect(); - let d_code = self.upload_raw(&code_bytes, &[code.len()])?; - let d_bare = self.alloc_tensor(&[n_elems], DType::F16)?; self.ensure_kernel( "escha_decode_tiles", kernels::ESCHA_DECODE_TILES_SRC, "escha_decode_tiles", )?; - let mut code_ptr = d_code.buf.as_ptr(); - let mut bare_ptr = d_bare.buf.as_ptr(); + let mut code_ptr = code.buf.as_ptr(); + let mut bare_ptr = bare_out.buf.as_ptr(); let mut ic = in_features as i32; let mut oc = out_features as i32; let mut kk = k as i32; @@ -13674,8 +13737,28 @@ impl Gpu { let func = &self.functions["escha_decode_tiles"]; unsafe { self.hip - .launch_kernel(func, [n_tiles, 1, 1], [32, 1, 1], 0, None, &mut params)?; + .launch_kernel(func, [n_tiles, 1, 1], [32, 1, 1], 0, None, &mut params) } + } + + /// Decode an escha code stream to a bare fp16 weight matrix `[ic, oc]`. + /// Host-side helper used by the G2 parity gate; the load path uses the + /// device-resident `escha_decode_tiles` above, which this calls. + pub fn escha_decode_tiles_host( + &mut self, + code: &[i16], + in_features: u32, + out_features: u32, + k: u32, + ) -> HipResult> { + self.bind_thread()?; + Self::escha_validate_tile_shape(in_features, out_features, k, code.len())?; + let n_elems = (in_features as usize) * (out_features as usize); + let code_bytes: Vec = code.iter().flat_map(|v| v.to_le_bytes()).collect(); + let d_code = self.upload_raw(&code_bytes, &[code.len()])?; + let d_bare = self.alloc_tensor(&[n_elems], DType::F16)?; + + self.escha_decode_tiles(&d_code, &d_bare, in_features, out_features, k)?; let mut out = vec![0u8; n_elems * 2]; self.hip.memcpy_dtoh(&mut out, &d_bare.buf)?; diff --git a/kernels/src/escha_decode_tiles.hip b/kernels/src/escha_decode_tiles.hip index 58742ec87..0b811356d 100644 --- a/kernels/src/escha_decode_tiles.hip +++ b/kernels/src/escha_decode_tiles.hip @@ -1,14 +1,15 @@ -// Escha-W2 one-shot tile decode -> Q8_0 resident weights (Phase 1). +// Escha-W2 one-shot tile decode -> bare fp16 (Phase 1/2). // -// Reads the verbatim int16 code stream, decodes 16x16 trellis tiles, and -// writes hipfire Q8_0 (34 bytes per 32 elements: f16 scale + 32 int8). +// Reads the verbatim int16 code stream and decodes 16x16 trellis tiles, +// writing raw __half values into `bare`, a row-major [in_features, +// out_features] buffer — the SAME in-major orientation Escha's packed code +// already uses. There is no quantisation and no transpose: this kernel is a +// pure decode, not a requantiser. (A later stage owns any Q8_0/HFQ +// requantisation and any transpose to hipfire's preferred layout.) // // The codebook is computed inline. A 65536-entry fp16 LUT would be 128 KB and // gfx1151 has 64 KB LDS, so there is no table anywhere in this file. // -// Escha's tile grid is in-major [in/16, out/16]; hipfire stores weights -// out-major [out, in]. This kernel transposes on the way out. -// // DELIBERATE DUPLICATION: hipfire-quantize/src/escha_ref.rs implements this // same lane maths in Rust. That is the G2 gate — this kernel is asserted // bit-exact against it. Generating either from the other would make G2 @@ -25,12 +26,30 @@ __device__ __forceinline__ __half escha_cba(unsigned short state) { return __hadd(lo, hi); // fp16 RNE add — matches the reference exactly } +// Load tile word `i` (a little-endian pair of int16s) directly from the code +// stream. Two of these per lane replace what used to be a 16- or 24-entry +// `unsigned int words[]` staged in registers and indexed at runtime by `i`. +// That runtime-indexed array measurably cost ~90 v_cndmask/94 v_cmp select +// instructions per invocation (compiler-generated select cascades to keep a +// dynamically-indexed array out of scratch memory) even though it never +// actually spilled to scratch (private_segment_fixed_size was 0). Loading +// the two needed words directly turns that ALU-bound cascade into two +// small global loads that land in the same one or two cache lines every +// other lane in the block is already touching. +__device__ __forceinline__ unsigned int escha_load_word( + const short* __restrict__ src, int i) { + return ((unsigned int)(unsigned short)src[2 * i]) | + (((unsigned int)(unsigned short)src[2 * i + 1]) << 16); +} + __device__ __forceinline__ void escha_decode8_k2( - const unsigned int* w, int lane, unsigned short* out) { + const short* __restrict__ src, int lane, unsigned short* out) { int t_off = lane * 8; int i1 = t_off >> 4; int i0 = (i1 + 15) & 15; - unsigned long long merged = ((unsigned long long)w[i0] << 32) | w[i1]; + unsigned int w0 = escha_load_word(src, i0); + unsigned int w1 = escha_load_word(src, i1); + unsigned long long merged = ((unsigned long long)w0 << 32) | w1; int shift = ((~t_off) & 8) << 1; // 16 for even lanes, 0 for odd unsigned int v = (unsigned int)((merged >> shift) & 0xFFFFFFFFull); #pragma unroll @@ -38,7 +57,7 @@ __device__ __forceinline__ void escha_decode8_k2( } __device__ __forceinline__ void escha_decode8_k3( - const unsigned int* w, int lane, unsigned short* out) { + const short* __restrict__ src, int lane, unsigned short* out) { const int BITS = 3; int t_off = lane * 8; int b1 = (t_off + 257) * BITS; @@ -47,8 +66,9 @@ __device__ __forceinline__ void escha_decode8_k3( int i0 = b0 >> 5; int i2 = (b2 - 1) >> 5; int s2 = ((i2 + 1) << 5) - b2; - unsigned long long merged = - ((unsigned long long)w[i0 % 24] << 32) | w[i2 % 24]; + unsigned int w0 = escha_load_word(src, i0 % 24); + unsigned int w2 = escha_load_word(src, i2 % 24); + unsigned long long merged = ((unsigned long long)w0 << 32) | w2; unsigned int w7 = (unsigned int)((merged >> s2) & 0xFFFFFFFFull); unsigned int w3 = (unsigned int)((merged >> (s2 + BITS * 4)) & 0xFFFFFFFFull); out[0] = (unsigned short)(w3 >> 9); out[1] = (unsigned short)(w3 >> 6); @@ -66,17 +86,12 @@ extern "C" __global__ void escha_decode_tiles( int tn = out_features / 16; int kt = tile / tn, nt = tile % tn; int lane = threadIdx.x; - if (lane >= 32) return; - unsigned int words[24]; const short* src = code + (size_t)tile * 16 * K; - for (int i = 0; i < 8 * K; ++i) - words[i] = ((unsigned int)(unsigned short)src[2 * i]) | - (((unsigned int)(unsigned short)src[2 * i + 1]) << 16); unsigned short st[8]; - if (K == 2) escha_decode8_k2(words, lane, st); - else escha_decode8_k3(words, lane, st); + if (K == 2) escha_decode8_k2(src, lane, st); + else escha_decode8_k3(src, lane, st); int l0 = lane & ~4; int c_off = (lane >> 2) & 1; From 2a73edd46f06b180d47f7b368d6c6fdaceb35237 Mon Sep 17 00:00:00 2001 From: Nick Woolmer <29717167+nwoolmer@users.noreply.github.com> Date: Thu, 3 Sep 2026 02:12:04 +0100 Subject: [PATCH 028/100] feat(escha): H128 input/output transform kernels, gated against the reference Naive one-thread-per-block butterfly (128 threads stage into LDS, thread 0 does all 7 stages serially), plus a device-resident escha_h128 dispatch and host-roundtrip wrappers for the G3 parity gate and a throughput benchmark. Bit-exact against escha_ref except for one HIP toolchain quirk: __float2half(-0.0f) on this ROCm build returns +0.0 (0x0000) instead of the sign-preserving -0.0 (0x8000). escha_ref's f16_rne (half::f16::from_f32) does preserve the sign of an exact zero, and output_transform's final multiply by a pruned rout==0 channel can land on exactly -0.0 when the pre-scale value is negative. Worked around with f2h_rne(), which special- cases exact-zero inputs (bits >> 16 gives the correct signed fp16 zero) and otherwise defers to __float2half, which is bit-exact for every other value tested including fp16-underflowing values of both signs. G3: h128_in 0/2048 mismatched, h128_out 0/2048 mismatched, pruned channels (idx 7, 1000) exactly zero. Task 7's G2 gate re-run clean. --- .../rdna-compute/examples/bench_escha_h128.rs | 83 +++++++++++++++++++ .../examples/test_escha_h128_gpu_vs_cpu.rs | 46 ++++++++++ crates/rdna-compute/src/dispatch.rs | 1 + crates/rdna-compute/src/gemv.rs | 81 ++++++++++++++++++ crates/rdna-compute/src/kernels.rs | 5 ++ kernels/src/escha_h128.hip | 77 +++++++++++++++++ 6 files changed, 293 insertions(+) create mode 100644 crates/rdna-compute/examples/bench_escha_h128.rs create mode 100644 crates/rdna-compute/examples/test_escha_h128_gpu_vs_cpu.rs create mode 100644 kernels/src/escha_h128.hip diff --git a/crates/rdna-compute/examples/bench_escha_h128.rs b/crates/rdna-compute/examples/bench_escha_h128.rs new file mode 100644 index 000000000..273856996 --- /dev/null +++ b/crates/rdna-compute/examples/bench_escha_h128.rs @@ -0,0 +1,83 @@ +// SPDX-License-Identifier: Apache-2.0 +// Copyright (c) 2026 Kaden Schutt +// hipfire — see LICENSE and NOTICE in the project root. + +//! Throughput benchmark for `escha_h128_in` / `escha_h128_out`, kernel-only +//! (no host round trip): upload fixed input buffers once, then launch the +//! device-resident `Gpu::escha_h128` in a loop, syncing once at the end. +//! +//! These kernels run on every token, on both sides of every escha matmul — +//! unlike `escha_decode_tiles` (once per expert at load time), this is the +//! hot decode path. Used for the Task 8 naive-vs-parallel-butterfly +//! before/after measurement. Not wired into any gate. +use rdna_compute::{DType, Gpu}; +use std::time::Instant; + +fn main() { + // A production gate_up-sized activation: 2048 input channels (16 blocks + // of 128), matching the packed_gu_e0_k2 golden fixture's `ic`. + let n = 2048usize; + let x: Vec = (0..n).map(|i| ((i * 37) as f32 * 0.017).sin()).collect(); + let rin: Vec = (0..n) + .map(|i| if i % 3 == 0 { -0.0023 } else { 0.0023 }) + .collect(); + let mut rout: Vec = (0..n).map(|i| 1.0 + (i % 5) as f32 * 0.1).collect(); + rout[7] = 0.0; + rout[1000] = 0.0; + + let mut gpu = Gpu::init().expect("gpu"); + + let x_bytes: Vec = x.iter().flat_map(|v| v.to_le_bytes()).collect(); + let rin_bytes: Vec = rin.iter().flat_map(|v| v.to_le_bytes()).collect(); + let rout_bytes: Vec = rout.iter().flat_map(|v| v.to_le_bytes()).collect(); + let d_x = gpu.upload_raw(&x_bytes, &[n]).expect("upload x"); + let d_rin = gpu.upload_raw(&rin_bytes, &[n]).expect("upload rin"); + let d_rout = gpu.upload_raw(&rout_bytes, &[n]).expect("upload rout"); + let d_out_in = gpu.alloc_tensor(&[n], DType::F16).expect("alloc out_in"); + let d_out_out = gpu.alloc_tensor(&[n], DType::F16).expect("alloc out_out"); + + // Warm up: first call JIT-compiles the kernel (or loads it from the + // on-disk cache), which must not be counted. + for _ in 0..8 { + gpu.escha_h128("escha_h128_in", &d_x, &d_rin, &d_out_in) + .expect("warmup in"); + gpu.escha_h128("escha_h128_out", &d_x, &d_rout, &d_out_out) + .expect("warmup out"); + } + gpu.hip.device_synchronize().expect("sync after warmup"); + + const REPS: u32 = 20_000; + + let start = Instant::now(); + for _ in 0..REPS { + gpu.escha_h128("escha_h128_in", &d_x, &d_rin, &d_out_in) + .expect("h128 in"); + } + gpu.hip.device_synchronize().expect("sync after in loop"); + let elapsed_in = start.elapsed(); + + let start = Instant::now(); + for _ in 0..REPS { + gpu.escha_h128("escha_h128_out", &d_x, &d_rout, &d_out_out) + .expect("h128 out"); + } + gpu.hip.device_synchronize().expect("sync after out loop"); + let elapsed_out = start.elapsed(); + + for (name, elapsed) in [ + ("escha_h128_in", elapsed_in), + ("escha_h128_out", elapsed_out), + ] { + let per_launch = elapsed.as_secs_f64() / REPS as f64; + let elems = n as f64; + // Bytes moved per launch: two f32 reads (a, vec_in) + one f16 write. + let bytes_per_launch = elems * (4.0 + 4.0 + 2.0); + println!("{name} n={n}: {REPS} reps in {elapsed:?}"); + println!( + " {:.3} us/launch, {:.3} Gelem/s, {:.3} GB/s", + per_launch * 1e6, + elems / per_launch / 1e9, + bytes_per_launch / per_launch / 1e9 + ); + } +} diff --git a/crates/rdna-compute/examples/test_escha_h128_gpu_vs_cpu.rs b/crates/rdna-compute/examples/test_escha_h128_gpu_vs_cpu.rs new file mode 100644 index 000000000..4918a90a0 --- /dev/null +++ b/crates/rdna-compute/examples/test_escha_h128_gpu_vs_cpu.rs @@ -0,0 +1,46 @@ +//! G3: the H128 kernels must match escha_ref directly. +//! +//! A round-trip check (H128 . H128 == 128 I) is NOT sufficient — a wrong +//! butterfly order is also self-inverse and would pass it while being wrong. +use hipfire_quantize::escha_ref; +use hipfire_quantize::float16::f16_to_f32; + +fn main() { + let n = 2048usize; + let x: Vec = (0..n).map(|i| ((i * 37) as f32 * 0.017).sin()).collect(); + let rin: Vec = (0..n) + .map(|i| if i % 3 == 0 { -0.0023 } else { 0.0023 }) + .collect(); + let mut rout: Vec = (0..n).map(|i| 1.0 + (i % 5) as f32 * 0.1).collect(); + rout[7] = 0.0; + rout[1000] = 0.0; // pruned channels must stay exactly zero + + let want_in = escha_ref::input_transform(&x, &rin); + let want_out = escha_ref::output_transform(&x, &rout); + + let mut gpu = rdna_compute::Gpu::init().expect("gpu"); + let got_in = gpu.escha_h128_in_host(&x, &rin).expect("h128 in"); + let got_out = gpu.escha_h128_out_host(&x, &rout).expect("h128 out"); + + let bad_in = want_in.iter().zip(&got_in).filter(|(a, b)| a != b).count(); + let bad_out = want_out + .iter() + .zip(&got_out) + .filter(|(a, b)| a != b) + .count(); + println!("h128_in : {bad_in} mismatched of {n}"); + println!("h128_out: {bad_out} mismatched of {n}"); + assert_eq!( + f16_to_f32(got_out[7]), + 0.0, + "pruned channel 7 must be exactly zero" + ); + assert_eq!( + f16_to_f32(got_out[1000]), + 0.0, + "pruned channel 1000 must be exactly zero" + ); + assert_eq!(bad_in, 0); + assert_eq!(bad_out, 0); + println!("G3 PASS"); +} diff --git a/crates/rdna-compute/src/dispatch.rs b/crates/rdna-compute/src/dispatch.rs index 83aa8d1af..57d454e5a 100644 --- a/crates/rdna-compute/src/dispatch.rs +++ b/crates/rdna-compute/src/dispatch.rs @@ -4272,6 +4272,7 @@ impl Gpu { "escha_decode_tiles", kernels::ESCHA_DECODE_TILES_SRC.to_string(), )); + specs.push(("escha_h128", kernels::ESCHA_H128_SRC.to_string())); // Embedding kernels — Q8_0 is most common, also cover HFQ4G256/G128 variants specs.push(("embedding_q8", kernels::EMBEDDING_Q8_SRC.to_string())); diff --git a/crates/rdna-compute/src/gemv.rs b/crates/rdna-compute/src/gemv.rs index 915e5ec06..8552db19a 100644 --- a/crates/rdna-compute/src/gemv.rs +++ b/crates/rdna-compute/src/gemv.rs @@ -13768,6 +13768,87 @@ impl Gpu { .collect()) } + /// Launch one of the two H128 activation-transform entry points on + /// already GPU-resident buffers. `entry` selects `escha_h128_in` (scale + /// THEN transform) or `escha_h128_out` (transform THEN scale) — see + /// `kernels/src/escha_h128.hip`. This is the load-bearing form for the + /// forward path: `escha_h128_in_host`/`escha_h128_out_host` below are + /// the host-roundtrip convenience wrappers used by the G3 parity gate + /// and the benchmark; they call this rather than duplicating the launch. + pub fn escha_h128( + &mut self, + entry: &str, + a: &GpuTensor, + vec_in: &GpuTensor, + out: &GpuTensor, + ) -> HipResult<()> { + self.bind_thread()?; + let n = a.numel(); + assert_eq!(n, vec_in.numel(), "escha_h128: a/vec_in length mismatch"); + assert_eq!(n, out.numel(), "escha_h128: a/out length mismatch"); + assert_eq!(n % 128, 0, "H128 needs a multiple of 128"); + self.ensure_kernel("escha_h128", kernels::ESCHA_H128_SRC, entry)?; + + let mut a_ptr = a.buf.as_ptr(); + let mut v_ptr = vec_in.buf.as_ptr(); + let mut o_ptr = out.buf.as_ptr(); + let mut n_val = n as i32; + let mut params: Vec<*mut c_void> = vec![ + &mut a_ptr as *mut _ as *mut c_void, + &mut v_ptr as *mut _ as *mut c_void, + &mut o_ptr as *mut _ as *mut c_void, + &mut n_val as *mut _ as *mut c_void, + ]; + let func = &self.functions[entry]; + unsafe { + self.hip.launch_kernel( + func, + [(n / 128) as u32, 1, 1], + [128, 1, 1], + 0, + None, + &mut params, + ) + } + } + + /// `xh = f16( H128(x * rin) * RS )` on device. Host-side helper for the + /// G3 parity gate; the forward path uses the device-resident form above. + pub fn escha_h128_in_host(&mut self, x: &[f32], rin: &[f32]) -> HipResult> { + self.escha_h128_host_impl("escha_h128_in", x, rin) + } + + /// `y = f16( H128(mid) * RS * rout )` on device. + pub fn escha_h128_out_host(&mut self, mid: &[f32], rout: &[f32]) -> HipResult> { + self.escha_h128_host_impl("escha_h128_out", mid, rout) + } + + fn escha_h128_host_impl( + &mut self, + entry: &str, + a: &[f32], + vec_in: &[f32], + ) -> HipResult> { + assert_eq!(a.len(), vec_in.len()); + assert_eq!(a.len() % 128, 0, "H128 needs a multiple of 128"); + self.bind_thread()?; + let n = a.len(); + let a_bytes: Vec = a.iter().flat_map(|v| v.to_le_bytes()).collect(); + let v_bytes: Vec = vec_in.iter().flat_map(|v| v.to_le_bytes()).collect(); + let d_a = self.upload_raw(&a_bytes, &[n])?; + let d_v = self.upload_raw(&v_bytes, &[n])?; + let d_out = self.alloc_tensor(&[n], DType::F16)?; + + self.escha_h128(entry, &d_a, &d_v, &d_out)?; + + let mut raw = vec![0u8; n * 2]; + self.hip.memcpy_dtoh(&mut raw, &d_out.buf)?; + Ok(raw + .chunks_exact(2) + .map(|c| u16::from_le_bytes([c[0], c[1]])) + .collect()) + } + /// y = A_q8hfq * x (split-metadata Q8 GEMV, row_stride = padded row bytes) pub fn gemv_q8hfq( &mut self, diff --git a/crates/rdna-compute/src/kernels.rs b/crates/rdna-compute/src/kernels.rs index 07bff5dde..fbcc26f14 100644 --- a/crates/rdna-compute/src/kernels.rs +++ b/crates/rdna-compute/src/kernels.rs @@ -4816,6 +4816,11 @@ pub const GEMV_Q8_0_SRC: &str = include_str!("../../../kernels/src/gemv_q8_0.hip pub const ESCHA_DECODE_TILES_SRC: &str = include_str!("../../../kernels/src/escha_decode_tiles.hip"); +/// Escha-W2 activation transforms: the 128-point Walsh-Hadamard applied to +/// both sides of every escha matmul (`escha_h128_in`, `escha_h128_out`). Two +/// entry points sharing one source file — see `ensure_kernel` call sites. +pub const ESCHA_H128_SRC: &str = include_str!("../../../kernels/src/escha_h128.hip"); + /// Batched Q8_0 GEMM. Same per-row math as gemv_q8_0 but holds MAX_BATCH /// per-row accumulators in registers, broadcasting each weight load across /// all batch elements. Saves the (batch_size - 1)× weight re-reads of the diff --git a/kernels/src/escha_h128.hip b/kernels/src/escha_h128.hip new file mode 100644 index 000000000..77e6db2b4 --- /dev/null +++ b/kernels/src/escha_h128.hip @@ -0,0 +1,77 @@ +// Escha-W2 activation transforms. +// in : xh = f16( H128(x * rin) * RS ) +// out: y = f16( H128(mid) * RS * rout ) +// +// H128 is the UNNORMALISED 128-point Walsh-Hadamard in Sylvester (natural) +// order. Escha folds its sign flips into rin/rout, so unlike hipfire's +// gemv_mq4g128 there is no sign-seed stage here. +// +// A pruned output channel (rout == 0) must come out EXACTLY zero — do not +// reorder the final multiply in a way that could produce -0.0 or a denormal. + +#include +#include + +#define ESCHA_RS 0.0883883476f // 1/sqrt(128) + +// This ROCm toolchain's __float2half(-0.0f) returns +0.0 (bits 0x0000) +// instead of the sign-preserving -0.0 (0x8000): confirmed in isolation with +// a standalone multiply kernel (see task-8-report.md), and it is the ONLY +// divergence from escha_ref across the whole G3 sweep — every non-zero +// value, including values that underflow fp16 (e.g. 1e-10, 1e-30, either +// sign), round correctly. escha_ref's `f16_rne` uses `half::f16::from_f32`, +// which does preserve the sign of an exact zero (a pruned `rout` channel +// multiplying a negative pre-scale value yields -0.0 there), so the G3 gate +// requires bit-exact agreement including that sign. Route only the exact +// -0.0f or 0.0f case around __float2half by hand: the top 16 bits of an +// IEEE-754 float zero (sign + 8 exponent + top 8 mantissa, all zero except +// sign) collapse exactly onto the fp16 zero's sign+exponent+mantissa layout, +// so `bits >> 16` is the correct fp16 encoding for either signed zero. +__device__ __forceinline__ __half f2h_rne(float v) { + if (v == 0.0f) { + unsigned int bits = __float_as_uint(v); + return __ushort_as_half((unsigned short)(bits >> 16)); + } + return __float2half(v); +} + +__device__ __forceinline__ void h128_block(float* v) { + for (int h = 1; h < 128; h <<= 1) { + for (int i = 0; i < 128; i += (h << 1)) { + for (int j = i; j < i + h; ++j) { + float a = v[j], b = v[j + h]; + v[j] = a + b; + v[j + h] = a - b; + } + } + } +} + +// One block per 128-channel group. 128 threads cooperate via LDS. +extern "C" __global__ void escha_h128_in( + const float* __restrict__ x, const float* __restrict__ rin, + __half* __restrict__ xh, int n) { + __shared__ float s[128]; + int g = blockIdx.x, t = threadIdx.x; + int idx = g * 128 + t; + if (idx >= n) return; + s[t] = x[idx] * rin[idx]; + __syncthreads(); + if (t == 0) h128_block(s); + __syncthreads(); + xh[idx] = f2h_rne(s[t] * ESCHA_RS); +} + +extern "C" __global__ void escha_h128_out( + const float* __restrict__ mid, const float* __restrict__ rout, + __half* __restrict__ y, int n) { + __shared__ float s[128]; + int g = blockIdx.x, t = threadIdx.x; + int idx = g * 128 + t; + if (idx >= n) return; + s[t] = mid[idx]; + __syncthreads(); + if (t == 0) h128_block(s); + __syncthreads(); + y[idx] = f2h_rne(s[t] * ESCHA_RS * rout[idx]); +} From 61e3ab8bb0c6d84d44b3212dcb381f7821a0c96d Mon Sep 17 00:00:00 2001 From: Nick Woolmer <29717167+nwoolmer@users.noreply.github.com> Date: Thu, 3 Sep 2026 02:15:17 +0100 Subject: [PATCH 029/100] perf(escha): parallelise the H128 butterfly across all 128 threads The naive kernel had thread 0 execute all 7 butterfly stages alone while 127 threads idled. Replace with a ping-ponged (bufA/bufB) parallel butterfly: every thread owns one element and computes exactly one add or subtract per stage, syncing between stages. Ping-ponging (rather than updating in place) avoids a read-after-write race between the "low" and "high" thread of a pair, and each pair's result depends only on its own two pre-stage operands, so the schedule change cannot alter any add/sub's inputs or rounding. Verified bit-exact against escha_ref after parallelising (G3: 0/2048 mismatched for both transforms, re-run 3x) and Task 7's G2 gate still passes. Throughput (bench_escha_h128, n=2048, host-side upload done once, kernel-only loop): naive ~3.72 us/launch -> parallel ~2.35 us/launch, ~1.6x, measured stable across repeated runs. --- kernels/src/escha_h128.hip | 66 +++++++++++++++++++++++++++----------- 1 file changed, 48 insertions(+), 18 deletions(-) diff --git a/kernels/src/escha_h128.hip b/kernels/src/escha_h128.hip index 77e6db2b4..883919700 100644 --- a/kernels/src/escha_h128.hip +++ b/kernels/src/escha_h128.hip @@ -8,6 +8,11 @@ // // A pruned output channel (rout == 0) must come out EXACTLY zero — do not // reorder the final multiply in a way that could produce -0.0 or a denormal. +// +// These kernels run on every token, on both sides of every escha matmul — +// the hot decode path, unlike escha_decode_tiles (once per expert at load +// time) — so the butterfly is parallel across all 128 threads of the block, +// not a single thread doing all 7 stages serially. See h128_parallel below. #include #include @@ -35,43 +40,68 @@ __device__ __forceinline__ __half f2h_rne(float v) { return __float2half(v); } -__device__ __forceinline__ void h128_block(float* v) { +// Parallel 128-point Hadamard butterfly, one thread per element, 7 stages +// with a `__syncthreads()` between each. +// +// Ping-pongs between two LDS buffers instead of updating `bufA` in place: +// the naive single-thread version reads `v[j]`/`v[j+h]` and writes both +// before any other pair is touched, so within one stage a pair's inputs are +// always the PREVIOUS stage's outputs. Doing this in place with 128 threads +// racing would let a "high" thread (writing v[j+h]) read v[j] after some +// other "low" thread has already overwritten it, or vice versa. Ping-ponging +// reads every stage entirely from the buffer the previous stage finished +// (and `__syncthreads()`-published), so every thread's inputs are the exact +// pre-stage values regardless of scheduling — same operand pairing as the +// reference's sequential stage-by-stage sweep, just computed out of order, +// and each pair's `a+b`/`a-b` depends only on that pair's own two operands. +// Order-independence across pairs is what makes this bit-exact with the +// naive kernel and with escha_ref: no reassociation, no changed rounding, +// only a different (but result-identical) schedule of the same 64 adds and +// 64 subtracts per stage. +__device__ __forceinline__ float* h128_parallel(float* bufA, float* bufB, int t) { + float* cur = bufA; + float* nxt = bufB; +#pragma unroll for (int h = 1; h < 128; h <<= 1) { - for (int i = 0; i < 128; i += (h << 1)) { - for (int j = i; j < i + h; ++j) { - float a = v[j], b = v[j + h]; - v[j] = a + b; - v[j + h] = a - b; - } - } + int period = h << 1; + bool low = (t & (period - 1)) < h; + int j = low ? t : (t - h); + float a = cur[j]; + float b = cur[j + h]; + nxt[t] = low ? (a + b) : (a - b); + __syncthreads(); + float* tmp = cur; + cur = nxt; + nxt = tmp; } + return cur; } // One block per 128-channel group. 128 threads cooperate via LDS. extern "C" __global__ void escha_h128_in( const float* __restrict__ x, const float* __restrict__ rin, __half* __restrict__ xh, int n) { - __shared__ float s[128]; + __shared__ float bufA[128]; + __shared__ float bufB[128]; int g = blockIdx.x, t = threadIdx.x; int idx = g * 128 + t; if (idx >= n) return; - s[t] = x[idx] * rin[idx]; + bufA[t] = x[idx] * rin[idx]; __syncthreads(); - if (t == 0) h128_block(s); - __syncthreads(); - xh[idx] = f2h_rne(s[t] * ESCHA_RS); + float* out = h128_parallel(bufA, bufB, t); + xh[idx] = f2h_rne(out[t] * ESCHA_RS); } extern "C" __global__ void escha_h128_out( const float* __restrict__ mid, const float* __restrict__ rout, __half* __restrict__ y, int n) { - __shared__ float s[128]; + __shared__ float bufA[128]; + __shared__ float bufB[128]; int g = blockIdx.x, t = threadIdx.x; int idx = g * 128 + t; if (idx >= n) return; - s[t] = mid[idx]; - __syncthreads(); - if (t == 0) h128_block(s); + bufA[t] = mid[idx]; __syncthreads(); - y[idx] = f2h_rne(s[t] * ESCHA_RS * rout[idx]); + float* out = h128_parallel(bufA, bufB, t); + y[idx] = f2h_rne(out[t] * ESCHA_RS * rout[idx]); } From 76eb452e3a96ddc5f9e15af2a22bf8bd43954177 Mon Sep 17 00:00:00 2001 From: Nick Woolmer <29717167+nwoolmer@users.noreply.github.com> Date: Thu, 3 Sep 2026 02:36:21 +0100 Subject: [PATCH 030/100] docs(escha): narrow the __float2half sign-of-zero comment, widen the H128 bench MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Review fixes for Task 8, no kernel arithmetic changed: - The comment in escha_h128.hip overstated the toolchain defect as "__float2half(-0.0f) returns +0.0" without qualification. A reviewer disproved the general claim (a bare -0.0f literal converts correctly, both as an immediate and loaded from memory) and reproduced the actual, narrower trigger: the sign is lost only for a runtime multiply-produced exact zero. Reworded the comment with the reviewer's repro table so a future auditor checking another __float2half call site knows the bare -0.0f test will NOT discriminate the bug. - Added a note that the f2h_rne workaround is required only for bit-exactness against the escha_ref CPU oracle, not for correctness: -0.0 == 0.0 under IEEE-754 and nothing downstream divides by an activation, so the pruned-channel contract holds with either sign. - Rewrote bench_escha_h128.rs to add a no-op-kernel overhead floor, sweep production channel widths (2048/6144/17408), and re-measure the naive-vs-parallel speedup at those widths via a benchmark-only copy of the pre-parallelisation kernel. The original 1.58x figure holds (it's the smallest speedup in the swept range, not the largest — it grows to ~3x raw / ~8x overhead-subtracted at n=17408). Both gates re-verified bit-exact after these changes: test_escha_h128_gpu_vs_cpu (G3 PASS) and test_escha_decode_gpu_vs_cpu (G2 PASS, wide-shape PASS, equivalence PASS). Co-Authored-By: Claude Opus 5 (1M context) Claude-Session: https://claude.ai/code/session_01FfwZUVGT7QpjMdHikoERfM --- .../rdna-compute/examples/bench_escha_h128.rs | 296 ++++++++++++++---- kernels/src/escha_h128.hip | 63 +++- 2 files changed, 293 insertions(+), 66 deletions(-) diff --git a/crates/rdna-compute/examples/bench_escha_h128.rs b/crates/rdna-compute/examples/bench_escha_h128.rs index 273856996..e783b7898 100644 --- a/crates/rdna-compute/examples/bench_escha_h128.rs +++ b/crates/rdna-compute/examples/bench_escha_h128.rs @@ -10,74 +10,264 @@ //! unlike `escha_decode_tiles` (once per expert at load time), this is the //! hot decode path. Used for the Task 8 naive-vs-parallel-butterfly //! before/after measurement. Not wired into any gate. +//! +//! Task 8 review fix (finding 3): a single n=2048 shape does not establish +//! whether the parallel-butterfly speedup survives at production widths, and +//! a raw us/launch number conflates real kernel work with fixed launch +//! overhead. This version: +//! - launches a genuinely empty kernel (`escha_h128_noop`, same grid/block +//! config as the real launch, zero kernarg bytes) at each shape to +//! measure the launch-overhead floor, and reports both the raw and the +//! overhead-subtracted per-launch time; +//! - sweeps n = 2048, 6144, 17408 (16, 48, 136 blocks of 128) — production +//! escha hidden/intermediate widths, not just the smallest one. +use hip_bridge::KernargBlob; use rdna_compute::{DType, Gpu}; +use std::ffi::c_void; use std::time::Instant; -fn main() { - // A production gate_up-sized activation: 2048 input channels (16 blocks - // of 128), matching the packed_gu_e0_k2 golden fixture's `ic`. - let n = 2048usize; - let x: Vec = (0..n).map(|i| ((i * 37) as f32 * 0.017).sin()).collect(); - let rin: Vec = (0..n) - .map(|i| if i % 3 == 0 { -0.0023 } else { 0.0023 }) - .collect(); - let mut rout: Vec = (0..n).map(|i| 1.0 + (i % 5) as f32 * 0.1).collect(); - rout[7] = 0.0; - rout[1000] = 0.0; +/// A completely empty kernel launched with the same grid/block config as +/// `escha_h128_in`/`escha_h128_out`, used only to measure the fixed +/// per-launch overhead (queue submission, dispatch packet, sync) that has +/// nothing to do with the H128 butterfly itself. Takes no arguments, so its +/// kernarg blob is zero bytes — it does not touch any memory. +const NOOP_SRC: &str = r#" +extern "C" __global__ void escha_h128_noop() {} +"#; - let mut gpu = Gpu::init().expect("gpu"); +/// The pre-parallelisation kernel (commit `2a73edd46`, before +/// `61e3ab8bb`'s parallel butterfly), reproduced verbatim here under +/// renamed entry points (`_naive` suffix) so this benchmark can measure the +/// naive-vs-parallel speedup at production widths without touching the +/// shipped `escha_h128.hip` (which now only carries the parallel version — +/// there is no live "before" to compare against otherwise). This is a +/// benchmark-only artifact, not part of the shipped kernel; it must never be +/// registered in `kernels.rs`/`dispatch.rs`. +const NAIVE_SRC: &str = r#" +#include +#include - let x_bytes: Vec = x.iter().flat_map(|v| v.to_le_bytes()).collect(); - let rin_bytes: Vec = rin.iter().flat_map(|v| v.to_le_bytes()).collect(); - let rout_bytes: Vec = rout.iter().flat_map(|v| v.to_le_bytes()).collect(); - let d_x = gpu.upload_raw(&x_bytes, &[n]).expect("upload x"); - let d_rin = gpu.upload_raw(&rin_bytes, &[n]).expect("upload rin"); - let d_rout = gpu.upload_raw(&rout_bytes, &[n]).expect("upload rout"); - let d_out_in = gpu.alloc_tensor(&[n], DType::F16).expect("alloc out_in"); - let d_out_out = gpu.alloc_tensor(&[n], DType::F16).expect("alloc out_out"); - - // Warm up: first call JIT-compiles the kernel (or loads it from the - // on-disk cache), which must not be counted. - for _ in 0..8 { - gpu.escha_h128("escha_h128_in", &d_x, &d_rin, &d_out_in) - .expect("warmup in"); - gpu.escha_h128("escha_h128_out", &d_x, &d_rout, &d_out_out) - .expect("warmup out"); +#define ESCHA_RS 0.0883883476f + +__device__ __forceinline__ __half f2h_rne_naive(float v) { + if (v == 0.0f) { + unsigned int bits = __float_as_uint(v); + return __ushort_as_half((unsigned short)(bits >> 16)); } - gpu.hip.device_synchronize().expect("sync after warmup"); + return __float2half(v); +} - const REPS: u32 = 20_000; +__device__ __forceinline__ void h128_block_naive(float* v) { + for (int h = 1; h < 128; h <<= 1) { + for (int i = 0; i < 128; i += (h << 1)) { + for (int j = i; j < i + h; ++j) { + float a = v[j], b = v[j + h]; + v[j] = a + b; + v[j + h] = a - b; + } + } + } +} - let start = Instant::now(); - for _ in 0..REPS { - gpu.escha_h128("escha_h128_in", &d_x, &d_rin, &d_out_in) - .expect("h128 in"); +extern "C" __global__ void escha_h128_in_naive( + const float* __restrict__ x, const float* __restrict__ rin, + __half* __restrict__ xh, int n) { + __shared__ float s[128]; + int g = blockIdx.x, t = threadIdx.x; + int idx = g * 128 + t; + if (idx >= n) return; + s[t] = x[idx] * rin[idx]; + __syncthreads(); + if (t == 0) h128_block_naive(s); + __syncthreads(); + xh[idx] = f2h_rne_naive(s[t] * ESCHA_RS); +} + +extern "C" __global__ void escha_h128_out_naive( + const float* __restrict__ mid, const float* __restrict__ rout, + __half* __restrict__ y, int n) { + __shared__ float s[128]; + int g = blockIdx.x, t = threadIdx.x; + int idx = g * 128 + t; + if (idx >= n) return; + s[t] = mid[idx]; + __syncthreads(); + if (t == 0) h128_block_naive(s); + __syncthreads(); + y[idx] = f2h_rne_naive(s[t] * ESCHA_RS * rout[idx]); +} +"#; + +const REPS: u32 = 20_000; + +/// Time `REPS` back-to-back launches of `f`, returning us/launch. `f` must +/// not itself synchronize; the caller syncs once after the loop. +fn time_launches(gpu: &mut Gpu, mut f: impl FnMut(&mut Gpu)) -> f64 { + // Warm up: first call JIT-compiles (or loads from the on-disk cache), + // which must not be counted. + for _ in 0..8 { + f(gpu); } - gpu.hip.device_synchronize().expect("sync after in loop"); - let elapsed_in = start.elapsed(); + gpu.hip.device_synchronize().expect("sync after warmup"); let start = Instant::now(); for _ in 0..REPS { - gpu.escha_h128("escha_h128_out", &d_x, &d_rout, &d_out_out) - .expect("h128 out"); + f(gpu); } - gpu.hip.device_synchronize().expect("sync after out loop"); - let elapsed_out = start.elapsed(); - - for (name, elapsed) in [ - ("escha_h128_in", elapsed_in), - ("escha_h128_out", elapsed_out), - ] { - let per_launch = elapsed.as_secs_f64() / REPS as f64; - let elems = n as f64; + gpu.hip.device_synchronize().expect("sync after loop"); + start.elapsed().as_secs_f64() / REPS as f64 +} + +fn main() { + let mut gpu = Gpu::init().expect("gpu"); + gpu.ensure_kernel_public("escha_h128_noop", NOOP_SRC, "escha_h128_noop") + .expect("jit noop"); + gpu.ensure_kernel_public("escha_h128_naive", NAIVE_SRC, "escha_h128_in_naive") + .expect("jit naive in"); + gpu.ensure_kernel_public("escha_h128_naive", NAIVE_SRC, "escha_h128_out_naive") + .expect("jit naive out"); + + println!( + "{:<18} {:>10} {:>16} {:>22} {:>10}", + "shape", "kernel", "us/launch", "overhead-sub us", "GB/s" + ); + + // Production escha hidden/intermediate widths (all multiples of 128): + // 2048 matches the packed_gu_e0_k2 golden fixture's `ic`; 6144 and 17408 + // are the wider matmul dimensions in the real model, included so the + // occupancy trend (16 -> 48 -> 136 blocks) is visible, not just the + // smallest case. + for n in [2048usize, 6144, 17408] { + let blocks = (n / 128) as u32; + + let x: Vec = (0..n).map(|i| ((i * 37) as f32 * 0.017).sin()).collect(); + let rin: Vec = (0..n) + .map(|i| if i % 3 == 0 { -0.0023 } else { 0.0023 }) + .collect(); + let mut rout: Vec = (0..n).map(|i| 1.0 + (i % 5) as f32 * 0.1).collect(); + // Pruned channels, same convention as the G3 gate fixture. Both + // indices are < 2048, the smallest shape swept, so they exist at + // every n benchmarked here. + rout[7] = 0.0; + rout[1000] = 0.0; + + let x_bytes: Vec = x.iter().flat_map(|v| v.to_le_bytes()).collect(); + let rin_bytes: Vec = rin.iter().flat_map(|v| v.to_le_bytes()).collect(); + let rout_bytes: Vec = rout.iter().flat_map(|v| v.to_le_bytes()).collect(); + let d_x = gpu.upload_raw(&x_bytes, &[n]).expect("upload x"); + let d_rin = gpu.upload_raw(&rin_bytes, &[n]).expect("upload rin"); + let d_rout = gpu.upload_raw(&rout_bytes, &[n]).expect("upload rout"); + let d_out_in = gpu.alloc_tensor(&[n], DType::F16).expect("alloc out_in"); + let d_out_out = gpu.alloc_tensor(&[n], DType::F16).expect("alloc out_out"); + + // Launch-overhead floor for this grid/block config: an empty kernel, + // same [blocks, 1, 1] x [128, 1, 1] launch shape, zero kernarg bytes. + let overhead_us = time_launches(&mut gpu, |gpu| { + let mut kb = KernargBlob::new(); + gpu.launch_kernel_blob( + "escha_h128_noop", + [blocks, 1, 1], + [128, 1, 1], + 0, + kb.as_mut_slice(), + ) + .expect("noop launch"); + }) * 1e6; + + let per_launch_in = time_launches(&mut gpu, |gpu| { + gpu.escha_h128("escha_h128_in", &d_x, &d_rin, &d_out_in) + .expect("h128 in"); + }) * 1e6; + + let per_launch_out = time_launches(&mut gpu, |gpu| { + gpu.escha_h128("escha_h128_out", &d_x, &d_rout, &d_out_out) + .expect("h128 out"); + }) * 1e6; + + // Naive (pre-parallelisation) kernel at the same shape, launched + // directly via the raw kernarg-blob path since `Gpu::escha_h128` + // always compiles against the shipped `ESCHA_H128_SRC`. + let per_launch_in_naive = time_launches(&mut gpu, |gpu| { + let mut kb = KernargBlob::new(); + kb.push_ptr(d_x.buf.as_ptr() as *const c_void); + kb.push_ptr(d_rin.buf.as_ptr() as *const c_void); + kb.push_ptr(d_out_in.buf.as_ptr() as *const c_void); + kb.push_i32(n as i32); + gpu.launch_kernel_blob( + "escha_h128_in_naive", + [blocks, 1, 1], + [128, 1, 1], + 0, + kb.as_mut_slice(), + ) + .expect("naive in launch"); + }) * 1e6; + + let per_launch_out_naive = time_launches(&mut gpu, |gpu| { + let mut kb = KernargBlob::new(); + kb.push_ptr(d_x.buf.as_ptr() as *const c_void); + kb.push_ptr(d_rout.buf.as_ptr() as *const c_void); + kb.push_ptr(d_out_out.buf.as_ptr() as *const c_void); + kb.push_i32(n as i32); + gpu.launch_kernel_blob( + "escha_h128_out_naive", + [blocks, 1, 1], + [128, 1, 1], + 0, + kb.as_mut_slice(), + ) + .expect("naive out launch"); + }) * 1e6; + // Bytes moved per launch: two f32 reads (a, vec_in) + one f16 write. - let bytes_per_launch = elems * (4.0 + 4.0 + 2.0); - println!("{name} n={n}: {REPS} reps in {elapsed:?}"); + let bytes_per_launch = n as f64 * (4.0 + 4.0 + 2.0); + let shape = format!("n={n} ({blocks} blk)"); + + for (name, raw_us) in [ + ("escha_h128_in", per_launch_in), + ("escha_h128_out", per_launch_out), + ] { + let sub_us = (raw_us - overhead_us).max(0.0); + // GB/s computed against the overhead-subtracted time: the launch + // overhead moves no bytes, so folding it into the denominator + // would understate the kernel's own bandwidth at small n, where + // overhead is a proportionally larger share of the raw time. + let gbs = if sub_us > 0.0 { + bytes_per_launch / (sub_us * 1e-6) / 1e9 + } else { + f64::NAN + }; + println!("{shape:<18} {name:>10} {raw_us:>16.3} {sub_us:>22.3} {gbs:>10.3}"); + } + println!( + "{shape:<18} {:>10} {overhead_us:>16.3} {:>22} {:>10}", + "noop", "-", "-" + ); + + for (name, raw_us) in [ + ("in_naive", per_launch_in_naive), + ("out_naive", per_launch_out_naive), + ] { + let sub_us = (raw_us - overhead_us).max(0.0); + let gbs = if sub_us > 0.0 { + bytes_per_launch / (sub_us * 1e-6) / 1e9 + } else { + f64::NAN + }; + println!("{shape:<18} {name:>10} {raw_us:>16.3} {sub_us:>22.3} {gbs:>10.3}"); + } + + let speedup_in_raw = per_launch_in_naive / per_launch_in; + let speedup_out_raw = per_launch_out_naive / per_launch_out; + let speedup_in_sub = + (per_launch_in_naive - overhead_us).max(0.0) / (per_launch_in - overhead_us).max(1e-9); + let speedup_out_sub = (per_launch_out_naive - overhead_us).max(0.0) + / (per_launch_out - overhead_us).max(1e-9); + println!( + "{shape:<18} speedup(in) raw={speedup_in_raw:.3}x overhead-sub={speedup_in_sub:.3}x" + ); println!( - " {:.3} us/launch, {:.3} Gelem/s, {:.3} GB/s", - per_launch * 1e6, - elems / per_launch / 1e9, - bytes_per_launch / per_launch / 1e9 + "{shape:<18} speedup(out) raw={speedup_out_raw:.3}x overhead-sub={speedup_out_sub:.3}x" ); } } diff --git a/kernels/src/escha_h128.hip b/kernels/src/escha_h128.hip index 883919700..6069c6b68 100644 --- a/kernels/src/escha_h128.hip +++ b/kernels/src/escha_h128.hip @@ -19,19 +19,56 @@ #define ESCHA_RS 0.0883883476f // 1/sqrt(128) -// This ROCm toolchain's __float2half(-0.0f) returns +0.0 (bits 0x0000) -// instead of the sign-preserving -0.0 (0x8000): confirmed in isolation with -// a standalone multiply kernel (see task-8-report.md), and it is the ONLY -// divergence from escha_ref across the whole G3 sweep — every non-zero -// value, including values that underflow fp16 (e.g. 1e-10, 1e-30, either -// sign), round correctly. escha_ref's `f16_rne` uses `half::f16::from_f32`, -// which does preserve the sign of an exact zero (a pruned `rout` channel -// multiplying a negative pre-scale value yields -0.0 there), so the G3 gate -// requires bit-exact agreement including that sign. Route only the exact -// -0.0f or 0.0f case around __float2half by hand: the top 16 bits of an -// IEEE-754 float zero (sign + 8 exponent + top 8 mantissa, all zero except -// sign) collapse exactly onto the fp16 zero's sign+exponent+mantissa layout, -// so `bits >> 16` is the correct fp16 encoding for either signed zero. +// NOT a general "__float2half(-0.0f) is broken on this toolchain" bug — a +// bare literal -0.0f converts correctly (confirmed both as an immediate and +// loaded from device memory: 0x8000, correct). The trigger is narrower: on +// this ROCm 7.2.2/gfx1151 build, __float2half loses the sign bit only when +// its argument is a RUNTIME MULTIPLY-PRODUCED exact zero — the shape this +// kernel's own `v * RS` / `v * RS * rout` produces when a pruned (`rout == +// 0`) channel meets a negative `v`. A reviewer independently reproduced this +// standalone against `/opt/rocm-7.2.2/bin/hipcc --offload-arch=gfx1151`: +// +// __float2half(-0.0f) = 0x8000 (literal, CORRECT) +// __float2half(-0.0f) = 0x8000 (loaded from memory, CORRECT) +// __float2half(-1e-9f) = 0x8000 (CORRECT) +// __float2half(-1e-30f) = 0x8000 (CORRECT) +// __float2half(a[i]*c[i]) where product == -0.0 -> 0x0000 (WRONG, want 0x8000) +// __float2half(a[i]*CONST*c[i]) (this kernel's exact shape) -> 0x0000 (WRONG) +// float pre = a*b*c; __float2half(pre) -> 0x0000 (WRONG) +// +// Critically, a tiny NONZERO underflowing product computed the identical way +// DOES preserve sign (-1e-10 * 1e-10 -> 0x8000, correct) — so the defect is +// scoped to exact-zero products, not underflow in general. That's why the +// `v == 0.0f` guard below is correctly targeted at exact zero and must NOT +// be broadened to "small magnitude" or any other range. +// +// Auditor's test, if you're checking another __float2half call site for the +// same bug: converting a bare -0.0f literal will NOT reproduce it and will +// wrongly look safe. You must reproduce a -0.0 as the runtime result of a +// multiply (or chain of multiplies) feeding directly into __float2half. +// +// This is the ONLY divergence from escha_ref across the whole G3 sweep — +// every non-zero value, including values that underflow fp16 (e.g. 1e-10, +// 1e-30, either sign), round correctly. escha_ref's `f16_rne` uses +// `half::f16::from_f32`, which does preserve the sign of an exact zero (a +// pruned `rout` channel multiplying a negative pre-scale value yields -0.0 +// there), so the G3 gate requires bit-exact agreement including that sign. +// Route only the exact -0.0f or 0.0f case around __float2half by hand: the +// top 16 bits of an IEEE-754 float zero (sign + 8 exponent + top 8 mantissa, +// all zero except sign) collapse exactly onto the fp16 zero's +// sign+exponent+mantissa layout, so `bits >> 16` is the correct fp16 +// encoding for either signed zero. +// +// Is the workaround needed for CORRECTNESS, or only for bit-exactness with +// the CPU oracle? Only the latter. IEEE-754 defines -0.0 == 0.0, and nothing +// downstream of this kernel in the escha pipeline divides by an activation +// (which is the only operation where the sign of a zero would change a +// result), so the pruned-channel contract — "a pruned channel reads back as +// exactly zero" — holds numerically with EITHER sign of zero. Model output +// would be identical without this workaround. It exists purely to keep this +// kernel bit-for-bit against `escha_ref` for the G3 gate; a port of this +// workaround to another kernel should be justified by its own bit-exactness +// requirement, not assumed to be needed for correctness. __device__ __forceinline__ __half f2h_rne(float v) { if (v == 0.0f) { unsigned int bits = __float_as_uint(v); From eae4ff176420789c3e4d2632ea74c316f698644c Mon Sep 17 00:00:00 2001 From: Nick Woolmer <29717167+nwoolmer@users.noreply.github.com> Date: Thu, 3 Sep 2026 02:37:39 +0100 Subject: [PATCH 031/100] plan: Task 10 must batch H128 across experts (measured hard requirement) Task 8 measured the H128 kernels as launch-bound, not bandwidth-bound: an empty kernel at the same config costs 1.74-1.78us, 70-75% of a real 2.4us launch, and overhead-subtracted time is flat from 16 to 136 blocks. A naive per-expert wiring is 40*8*4 = 1280 launches/token = 3.07 ms = a 326 tok/s ceiling from H128 alone, before any GEMV. Batching across experts is 160 launches = 0.38 ms = ~2600 tok/s. Per-expert rin_eff/ rout_eff rows are just an extra index into already-resident tensors, so this is indexing, not new maths. Co-Authored-By: Claude Opus 5 (1M context) Claude-Session: https://claude.ai/code/session_01FfwZUVGT7QpjMdHikoERfM --- docs/plans/escha-w2-phase1.md | 25 ++++++++++++++++++++++++- 1 file changed, 24 insertions(+), 1 deletion(-) diff --git a/docs/plans/escha-w2-phase1.md b/docs/plans/escha-w2-phase1.md index ae6f7ea71..6c6cf9861 100644 --- a/docs/plans/escha-w2-phase1.md +++ b/docs/plans/escha-w2-phase1.md @@ -2218,7 +2218,30 @@ In `crates/hipfire-arch-qwen35/src/qwen35/weights.rs`, extend the expert loader 3. Quantise to `Q8_0` per output row and store in the existing `experts[X].gate_up` / `.down` slots — hipfire is out-major, escha's grid is in-major, so this is where the transpose lands. 4. Keep `escha_rin_eff` / `escha_rout_eff` as f32 device tensors alongside. -In the MoE forward path, wrap each expert projection: the device-resident `escha_h128_in` before the `Q8_0` GEMV, `escha_h128_out` after. SwiGLU consumes the **f16-rounded** merged `gate_up` output; the combine multiplies by `f16(score)`. +In the MoE forward path, wrap each expert projection: the device-resident +`escha_h128_in` before the `Q8_0` GEMV, `escha_h128_out` after. + +**BATCH THE TRANSFORMS ACROSS EXPERTS — this is a hard requirement, not an +optimisation.** Task 8 measured the H128 kernels to be *launch-bound*, not +bandwidth-bound: an empty kernel at the same grid/block costs 1.74–1.78 us, +which is 70–75% of the 2.4 us a real launch takes, and the overhead-subtracted +time stays nearly flat (0.59 → 0.69 us) from 16 to 136 blocks. + +A naive one-launch-per-expert-per-projection wiring costs +`40 layers x 8 experts x 4 transforms = 1280` launches per token: + +| wiring | launches/token | H128 cost | ceiling from H128 alone | +|---|---|---|---| +| per-expert (naive) | 1280 | 3.07 ms | **326 tok/s** | +| batched across experts | 160 | 0.38 ms | ~2600 tok/s | + +326 tok/s is a hard ceiling *before any GEMV work*, which would make Phase 1 +pointless even as a correctness baseline. Issue ONE launch per (layer, +projection, side) covering all `top_k` experts — the per-expert `rin_eff` / +`rout_eff` rows are just an extra index into the already-resident +`[E, IC]` / `[E, OC]` tensors, so this is an indexing change in the kernel and +a grid change on the host, not new maths. Verify the batched form against +`escha_ref` exactly as the per-expert form was. SwiGLU consumes the **f16-rounded** merged `gate_up` output; the combine multiplies by `f16(score)`. - [ ] **Step 5: Run the G4 gate** From 264933b51516ab13307dbd7a580c2c5cb912ae75 Mon Sep 17 00:00:00 2001 From: Nick Woolmer <29717167+nwoolmer@users.noreply.github.com> Date: Thu, 3 Sep 2026 02:51:43 +0100 Subject: [PATCH 032/100] =?UTF-8?q?test(escha):=20G4b=20=E2=80=94=20arch-6?= =?UTF-8?q?=20router=20selects=20the=20same=20experts=20as=20escha?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit hipfire's real arch-6 router (weight_gemv -> moe_router_softmax_topk_k8_wave64_exact on gfx1151, softmax_f32+moe_topk_renorm_k8 elsewhere) never rounds router logits to f16 before top-k on any code path: router_logits is a plain F32 GpuTensor end to end, and the fused gfx1151/gfx1100 kernel is pure float/int arithmetic. escha_router_topk_for_test() calls the production functions directly (no reimplementation) and matches escha's shipped top-8 SET for all 8 fixture tokens (0/8 mismatches). No router change needed; Tasks 7-8 gates re-verified unaffected. --- Cargo.lock | 1 + crates/hipfire-arch-qwen35/Cargo.toml | 12 ++ .../examples/escha_router_contract.rs | 66 +++++++++++ crates/hipfire-arch-qwen35/src/lib.rs | 107 ++++++++++++++++++ 4 files changed, 186 insertions(+) create mode 100644 crates/hipfire-arch-qwen35/examples/escha_router_contract.rs diff --git a/Cargo.lock b/Cargo.lock index 0a01910ea..6fbfda060 100644 --- a/Cargo.lock +++ b/Cargo.lock @@ -1259,6 +1259,7 @@ dependencies = [ "hipfire-arch-qwen35-vl", "hipfire-config", "hipfire-dispatch", + "hipfire-quantize", "hipfire-reap", "hipfire-runtime", "rdna-compute", diff --git a/crates/hipfire-arch-qwen35/Cargo.toml b/crates/hipfire-arch-qwen35/Cargo.toml index 6b61184ba..a96678fc4 100644 --- a/crates/hipfire-arch-qwen35/Cargo.toml +++ b/crates/hipfire-arch-qwen35/Cargo.toml @@ -23,6 +23,18 @@ hipfire-reap = { path = "../hipfire-reap" } saddle-core = { path = "../saddle-core" } serde = { version = "1", features = ["derive"] } serde_json = "1" + +[dev-dependencies] +# G4b (Escha-W2 Task 9): `examples/escha_router_contract.rs` reads the escha +# fixture's f16 golden buffers via the same decoder the frozen CPU oracle +# uses (`hipfire_quantize::float16::f16_to_f32`). +hipfire-quantize = { path = "../hipfire-quantize" } + +[[example]] +name = "escha_router_contract" +path = "examples/escha_router_contract.rs" +required-features = ["deltanet"] + [[example]] name = "test_qwen35_load_multi" path = "examples/test_qwen35_load_multi.rs" diff --git a/crates/hipfire-arch-qwen35/examples/escha_router_contract.rs b/crates/hipfire-arch-qwen35/examples/escha_router_contract.rs new file mode 100644 index 000000000..9b64f38d7 --- /dev/null +++ b/crates/hipfire-arch-qwen35/examples/escha_router_contract.rs @@ -0,0 +1,66 @@ +// SPDX-License-Identifier: Apache-2.0 +// Copyright (c) 2026 Kaden Schutt +// hipfire — see LICENSE and NOTICE in the project root. + +//! G4b: hipfire's arch-6 router must select the same experts Escha does. +//! +//! Escha rounds router logits to f16 BEFORE top-k (`ref.py`: the logits are +//! computed as f16 then widened to f32 to select). Selecting on unrounded f32 +//! logits is a different function, and the rounding manufactures exact ties +//! that f32 never produces. +//! +//! Asserts the SET, not the order: the combine is a sum over slots, so intra-k +//! order cannot change the output. On the fixture, token 3 has two experts on +//! identical f16 logits (1.80078), and which one lands in which slot is +//! implementation-defined. +//! +//! Run: +//! cargo run --release -p hipfire-arch-qwen35 \ +//! --example escha_router_contract -- /data/hipfire-models/escha-35b.hfq +use std::collections::HashSet; +use std::path::PathBuf; + +fn fixture(name: &str) -> PathBuf { + PathBuf::from(env!("CARGO_MANIFEST_DIR")) + .join("../hipfire-quantize/tests/data/escha") + .join(name) +} + +fn read_f16_as_f32(name: &str) -> Vec { + let raw = std::fs::read(fixture(name)).expect("run fetch-goldens.sh first"); + raw.chunks_exact(2) + .map(|c| hipfire_quantize::float16::f16_to_f32(u16::from_le_bytes([c[0], c[1]]))) + .collect() +} + +fn main() { + let hfq = std::env::args().nth(1).expect("usage: "); + let x = read_f16_as_f32("moeblk_x.f16"); // [8, 2048] + let raw_ids = std::fs::read(fixture("moeblk_ids.i64")).unwrap(); + let want_ids: Vec = raw_ids + .chunks_exact(8) + .map(|c| i64::from_le_bytes(c.try_into().unwrap())) + .collect(); // [8, 8] + + // Call hipfire's real router for layer 0 on each token. + let got = hipfire_arch_qwen35::escha_router_topk_for_test(&hfq, 0, &x, 8, 2048, 8) + .expect("router"); + + let mut bad = 0usize; + for t in 0..8 { + let want: HashSet = want_ids[t * 8..(t + 1) * 8].iter().copied().collect(); + let mine: HashSet = got[t * 8..(t + 1) * 8].iter().map(|&v| v as i64).collect(); + if want != mine { + bad += 1; + println!("token {t}: escha={:?}", &want_ids[t * 8..(t + 1) * 8]); + println!(" hipfire={:?}", &got[t * 8..(t + 1) * 8]); + } + } + println!("tokens with a differing top-8 SET: {bad}/8"); + assert_eq!( + bad, 0, + "arch-6 router selects different experts than escha. Most likely cause: \ + it is not rounding logits to f16 before top-k." + ); + println!("G4b PASS"); +} diff --git a/crates/hipfire-arch-qwen35/src/lib.rs b/crates/hipfire-arch-qwen35/src/lib.rs index fa4d01eb6..cfff73857 100644 --- a/crates/hipfire-arch-qwen35/src/lib.rs +++ b/crates/hipfire-arch-qwen35/src/lib.rs @@ -119,3 +119,110 @@ pub use carrier::{free_qwen35_bundle, load_bundle as load_qwen35_bundle, Qwen35B pub use mtp_compose::{spec_step_dflash_mtp_tree, MtpComposeTreeResult, MtpComposeTreeState}; #[cfg(feature = "deltanet")] pub use mtp_speculator::{build_qwen35_mtp_speculator, Qwen35MtpDrafter}; + +/// G4b (Escha-W2 port, Task 9): expose the arch-6 MoE router selection step +/// so `examples/escha_router_contract.rs` can call the *actual* production +/// router — not a reimplementation of it — on an arbitrary `.hfq` layer and +/// compare its top-K expert SET against EschaLabs' shipped fixture. +/// +/// This calls exactly the same primitives the production decode/prefill path +/// calls (`hipfire_runtime::llama::weight_gemv` for the router GEMV, then +/// whichever top-K kernel `hipfire_dispatch::pipeline::run_moe_decode` would +/// pick for this GPU's arch — the fused `moe_router_softmax_topk_k8_wave64_exact` +/// on gfx1100/gfx1151, or the reference two-launch `softmax_f32` + +/// `moe_topk_renorm_k8` everywhere else). No selection math is duplicated +/// here; only the same arch check the pipeline itself uses to pick a kernel. +#[cfg(feature = "deltanet")] +pub fn escha_router_topk_for_test( + hfq_path: &str, + layer: usize, + x: &[f32], + n_tokens: usize, + hidden: usize, + top_k: usize, +) -> Result, String> { + use hipfire_dispatch::context::DispatchCtx; + use hipfire_runtime::hfq::{load_weight_tensor_pread, HfqFile}; + use hipfire_runtime::llama::weight_gemv; + use rdna_compute::{DType, Gpu}; + + if x.len() != n_tokens * hidden { + return Err(format!( + "escha_router_topk_for_test: x.len()={} != n_tokens*hidden={}", + x.len(), + n_tokens * hidden + )); + } + + let hfq = HfqFile::open(std::path::Path::new(hfq_path)).map_err(|e| e.to_string())?; + let config = qwen35::config_from_hfq(&hfq)?; + let n_exp = config.num_experts; + let norm_topk = config.norm_topk_prob; + + let mut gpu = Gpu::init().map_err(|e| e.to_string())?; + let ctx = DispatchCtx::new(&gpu); + // Same arch predicate `run_moe_decode` (hipfire-dispatch/src/pipeline/mod.rs) + // uses to pick the fused exact-wave64 router kernel over the reference + // two-launch path. HIPFIRE_MOE_ROUTER_SHARED_FUSE-gated shared-expert + // fusion is a pure perf variant of the same math and is left out here — + // it doesn't change which experts get selected. + let use_exact_wave64 = ctx.arch.is_gfx1151() || ctx.arch.is_gfx1100(); + + fn exact_name(s: &str) -> Vec { + vec![s.to_string()] + } + let weight_name = format!("model.language_model.layers.{layer}.mlp.gate.weight"); + let router = load_weight_tensor_pread(&hfq, &gpu, &weight_name, n_exp, hidden, exact_name) + .map_err(|e| e.to_string())?; + + let logits = gpu + .alloc_tensor(&[n_exp], DType::F32) + .map_err(|e| e.to_string())?; + // topk_idx carries raw i32 selections in an f32-tagged buffer — the same + // "i32-in-F32 alias" convention `moe_ffn_decode_impl` uses for its scratch + // (see qwen35/forward.rs `capture_expert_stats`'s `ti[krank].to_bits()`). + let topk_idx = gpu + .alloc_tensor(&[top_k], DType::F32) + .map_err(|e| e.to_string())?; + let topk_w = gpu + .alloc_tensor(&[top_k], DType::F32) + .map_err(|e| e.to_string())?; + + let mut out = Vec::with_capacity(n_tokens * top_k); + for t in 0..n_tokens { + let row = &x[t * hidden..(t + 1) * hidden]; + let bytes: &[u8] = + unsafe { std::slice::from_raw_parts(row.as_ptr() as *const u8, row.len() * 4) }; + let x_gpu = gpu + .upload_raw(bytes, &[hidden]) + .map_err(|e| e.to_string())?; + + weight_gemv(&mut gpu, &router, &x_gpu, &logits).map_err(|e| e.to_string())?; + + if use_exact_wave64 { + gpu.moe_router_softmax_topk_k8_wave64_exact( + &logits, &topk_idx, &topk_w, n_exp, norm_topk, + ) + .map_err(|e| e.to_string())?; + } else { + gpu.softmax_f32(&logits).map_err(|e| e.to_string())?; + gpu.moe_topk_renorm_k8(&logits, &topk_idx, &topk_w, n_exp, norm_topk) + .map_err(|e| e.to_string())?; + } + + gpu.hip.device_synchronize().map_err(|e| e.to_string())?; + let idx_f32 = gpu.download_f32(&topk_idx).map_err(|e| e.to_string())?; + for v in idx_f32.iter().take(top_k) { + out.push((v.to_bits() as i32) as u32); + } + + let _ = gpu.free_tensor(x_gpu); + } + + let _ = gpu.free_tensor(logits); + let _ = gpu.free_tensor(topk_idx); + let _ = gpu.free_tensor(topk_w); + router.free_all(&mut gpu); + + Ok(out) +} From 126a461280b7c08c92b7ba639b3abe04ec642c92 Mon Sep 17 00:00:00 2001 From: Nick Woolmer <29717167+nwoolmer@users.noreply.github.com> Date: Thu, 3 Sep 2026 03:18:04 +0100 Subject: [PATCH 033/100] fix(escha): round router logits to f16 before top-k (escha only) + fix test predicate drift Review Fix 1: EschaLabs computes MoE router logits as f16(x @ gate_w.T) and only then widens to f32 for top-k; hipfire kept logits f32 end-to-end. The two selections differ whenever two experts' f32 logits round to the same f16 value and straddle the top-k boundary (~0.42% of decisions, measured). Add a `router_logits_round_f16_rne` kernel applied to router_logits before top-k, called from run_moe_decode only when MoeDtypes::has_escha_experts() is true (Escha2T16/Escha3T16 routed dtype, a load-time model property, never an env var) so every qwen3.6:35b-a3b-* SKU and every other arch-6 model keeps its current selection bit-for-bit. Review Fix 2: escha_router_topk_for_test's arch predicate (is_gfx1151() || is_gfx1100()) coincidentally agreed with production for this model/GPU but wasn't actually production's gate (missing n_exp==256 and the HIPFIRE_GFX1100_ROUTER_W64 override). Extracted the real predicate as hipfire_dispatch::pipeline::exact_wave64_router_predicate and made both call sites use it. Verified: G4b still 0/8; a constructed boundary case (test_escha_router_f16_boundary) shows the rounding flips the top-8 SET on both selection routes, matching a host f16-widened oracle, with the unrounded route unchanged; hipfire-arch-qwen35 (188), hipfire-dispatch-tests (81) and hipfire-dispatch (240) all green; Tasks 7-8 gates (test_escha_decode_gpu_vs_cpu, test_escha_h128_gpu_vs_cpu) still pass; full workspace release build clean. Co-Authored-By: Claude Opus 5 (1M context) Claude-Session: https://claude.ai/code/session_01FfwZUVGT7QpjMdHikoERfM --- Cargo.lock | 1 + crates/hipfire-arch-qwen35/src/lib.rs | 31 ++- crates/hipfire-dispatch/src/families/moe.rs | 24 ++ crates/hipfire-dispatch/src/pipeline/mod.rs | 58 ++++- crates/rdna-compute/Cargo.toml | 4 + .../test_escha_router_f16_boundary.rs | 212 ++++++++++++++++++ crates/rdna-compute/src/kernels.rs | 10 + crates/rdna-compute/src/norm.rs | 47 ++++ kernels/src/router_logits_round_f16_rne.hip | 59 +++++ 9 files changed, 431 insertions(+), 15 deletions(-) create mode 100644 crates/rdna-compute/examples/test_escha_router_f16_boundary.rs create mode 100644 kernels/src/router_logits_round_f16_rne.hip diff --git a/Cargo.lock b/Cargo.lock index 6fbfda060..dc59a02b9 100644 --- a/Cargo.lock +++ b/Cargo.lock @@ -2706,6 +2706,7 @@ dependencies = [ name = "rdna-compute" version = "0.3.0" dependencies = [ + "half", "hip-bridge", "hipfire-config", "hipfire-quantize", diff --git a/crates/hipfire-arch-qwen35/src/lib.rs b/crates/hipfire-arch-qwen35/src/lib.rs index cfff73857..5e04edbc7 100644 --- a/crates/hipfire-arch-qwen35/src/lib.rs +++ b/crates/hipfire-arch-qwen35/src/lib.rs @@ -131,7 +131,15 @@ pub use mtp_speculator::{build_qwen35_mtp_speculator, Qwen35MtpDrafter}; /// pick for this GPU's arch — the fused `moe_router_softmax_topk_k8_wave64_exact` /// on gfx1100/gfx1151, or the reference two-launch `softmax_f32` + /// `moe_topk_renorm_k8` everywhere else). No selection math is duplicated -/// here; only the same arch check the pipeline itself uses to pick a kernel. +/// here; the kernel-choice arch check itself is +/// `hipfire_dispatch::pipeline::exact_wave64_router_predicate` — the exact +/// function `run_moe_decode` calls, not a copy of its logic — so this +/// helper cannot silently drift from production's actual gate. +/// +/// This test model's `.hfq` (`gate.weight` quant_type=1/F16) does not carry +/// escha routed-expert dtypes, so it never exercises the escha-only f16 +/// router-logits round-trip (review Fix 1); this helper intentionally omits +/// that step to stay a pure probe of the pre-existing selection kernels. #[cfg(feature = "deltanet")] pub fn escha_router_topk_for_test( hfq_path: &str, @@ -161,12 +169,23 @@ pub fn escha_router_topk_for_test( let mut gpu = Gpu::init().map_err(|e| e.to_string())?; let ctx = DispatchCtx::new(&gpu); - // Same arch predicate `run_moe_decode` (hipfire-dispatch/src/pipeline/mod.rs) + // The *actual* predicate `run_moe_decode` (hipfire-dispatch/src/pipeline/mod.rs) // uses to pick the fused exact-wave64 router kernel over the reference - // two-launch path. HIPFIRE_MOE_ROUTER_SHARED_FUSE-gated shared-expert - // fusion is a pure perf variant of the same math and is left out here — - // it doesn't change which experts get selected. - let use_exact_wave64 = ctx.arch.is_gfx1151() || ctx.arch.is_gfx1100(); + // two-launch path — extracted to `exact_wave64_router_predicate` so this + // helper cannot silently drift from production's real gate (review Fix 2: + // the previous `is_gfx1151() || is_gfx1100()` copy here happened to agree + // with production for this model/GPU, but wasn't actually the same check — + // production also requires `n_exp == 256` and honors the + // `HIPFIRE_GFX1100_ROUTER_W64` override on gfx1100). + // HIPFIRE_MOE_ROUTER_SHARED_FUSE-gated shared-expert fusion is a pure perf + // variant of the same math and is left out here — it doesn't change which + // experts get selected. + let gfx1100_router_mode = hipfire_config::developer_var("HIPFIRE_GFX1100_ROUTER_W64").ok(); + let use_exact_wave64 = hipfire_dispatch::pipeline::exact_wave64_router_predicate( + n_exp, + &ctx.arch, + gfx1100_router_mode.as_deref(), + ); fn exact_name(s: &str) -> Vec { vec![s.to_string()] diff --git a/crates/hipfire-dispatch/src/families/moe.rs b/crates/hipfire-dispatch/src/families/moe.rs index b2882225e..416712f1b 100644 --- a/crates/hipfire-dispatch/src/families/moe.rs +++ b/crates/hipfire-dispatch/src/families/moe.rs @@ -104,6 +104,30 @@ impl MoeDtypes { // the gfx1151 MQ4-i8 grouped fence via `force_mq4_grouped_fp16`. .any(|dt| matches!(*dt, DType::MQ6G256 | DType::MQ6G256V2)) } + + /// True iff this layer's routed experts carry an Escha-W2 dtype + /// (`Escha2T16` gate_up / `Escha3T16` down, today's only pairing — + /// checked on both `routed_*` and, defensively, any per-expert tier + /// table, in case a future graded-tier layer mixes escha in). Drives + /// the escha-only router-logits f16 round-trip in `run_moe_decode` + /// (see `kernels/src/router_logits_round_f16_rne.hip`): EschaLabs' + /// runtime rounds router logits to f16 before top-k, hipfire keeps them + /// F32 end-to-end everywhere else, and this flag scopes the rounding to + /// exactly the models that need to match Escha's f16 selection — + /// `qwen3.6:35b-a3b-*` and every other arch-6 SKU must stay bit-exact. + pub fn has_escha_experts(&self) -> bool { + let is_escha = |dt: DType| matches!(dt, DType::Escha2T16 | DType::Escha3T16); + is_escha(self.routed_gate_up) + || is_escha(self.routed_down) + || self + .per_expert_gate_up + .as_ref() + .is_some_and(|v| v.iter().copied().any(is_escha)) + || self + .per_expert_down + .as_ref() + .is_some_and(|v| v.iter().copied().any(is_escha)) + } } /// Resolved fused-vs-fallback eligibility for one MoE decode layer. This IS the diff --git a/crates/hipfire-dispatch/src/pipeline/mod.rs b/crates/hipfire-dispatch/src/pipeline/mod.rs index b4e80d7f4..8bef1a98a 100644 --- a/crates/hipfire-dispatch/src/pipeline/mod.rs +++ b/crates/hipfire-dispatch/src/pipeline/mod.rs @@ -576,6 +576,32 @@ pub fn run_uniform_moe_down_expanded( } } +/// The exact arch predicate `run_moe_decode` uses to pick the fused +/// exact-wave64 router kernel (`moe_router_softmax_topk_k8_wave64_exact`) +/// over the reference two-launch (`softmax_f32` + `moe_topk_renorm_k8`) +/// path. Extracted to a standalone function — rather than left inline — +/// so any caller that needs to reproduce production's kernel choice (today: +/// the escha router-contract test helper in hipfire-arch-qwen35) calls the +/// real predicate instead of a hand-copied approximation that can silently +/// drift from it. +/// +/// `gfx1100_router_mode` is `HIPFIRE_GFX1100_ROUTER_W64`'s value (pass +/// `hipfire_config::developer_var("HIPFIRE_GFX1100_ROUTER_W64").ok().as_deref()` +/// to match production exactly): `"0"`/`"approx"` opt the gfx1100 production +/// path back out to the reference two-launch kernel or the old +/// non-bit-exact research kernel, respectively; anything else (including +/// unset) keeps the fused exact kernel on gfx1100. gfx1151 always takes the +/// fused exact kernel unconditionally. +pub fn exact_wave64_router_predicate( + n_exp: usize, + arch: &rdna_compute::arch_caps::ArchCaps, + gfx1100_router_mode: Option<&str>, +) -> bool { + n_exp == 256 + && ((arch.is_gfx1100() && !matches!(gfx1100_router_mode, Some("0" | "approx"))) + || arch.is_gfx1151()) +} + /// MoE decode executor. Ports the body of `moe_ffn_decode_impl` verbatim, /// substituting `ffn.*`/`config.*`/`s.*` references with `MoeParams` fields. /// Resolution is owned here (computed from `MoeDtypes` + k), and `ctx` is @@ -882,15 +908,29 @@ pub fn run_moe_decode( } } let gfx1100_router_mode = hipfire_config::developer_var("HIPFIRE_GFX1100_ROUTER_W64").ok(); - let gfx1151_radiowave_fusions = ctx.arch.is_gfx1151(); - let exact_wave64_router = p.n_exp == 256 - && ((ctx.arch.is_gfx1100() - // The exact fused router is the production gfx1100 path. `0` retains - // the two-launch reference path for A/B diagnosis; `approx` retains - // the old non-bit-exact research kernel without exposing it by - // accident through the former `1` opt-in. - && !matches!(gfx1100_router_mode.as_deref(), Some("0" | "approx"))) - || gfx1151_radiowave_fusions); + let exact_wave64_router = + exact_wave64_router_predicate(p.n_exp, &ctx.arch, gfx1100_router_mode.as_deref()); + // Escha-only router-logits f16 round-trip (review Fix 1). EschaLabs' + // runtime computes router logits as f16(x @ gate_w.T) and only then + // widens to F32 to select top-k; hipfire keeps logits F32 end-to-end. + // The two selections differ whenever two experts' F32 logits round to + // the same f16 value AND straddle the top-k boundary (measured ~0.42% + // of router decisions across 11 layers). Escha's recovery fine-tune was + // trained against the f16-rounding runtime, so this model family must + // reproduce that rounding to avoid a silent, unexplained divergence + // from Escha's own expert choice. + // + // Gated on `MoeDtypes::has_escha_experts` — a model-state property fixed + // at load time by the routed-expert dtype actually on disk, never a + // global env var — so every `qwen3.6:35b-a3b-*` SKU and every other + // arch-6 model takes the branch below as a no-op and keeps its current + // selection bit-for-bit. Applied to the shared `router_logits` buffer + // BEFORE the kernel-selection `if`/`else` below, so both routes (the + // fused exact-wave64 kernel and the softmax_f32 + moe_topk_renorm_k8 + // fallback pair) see identically-rounded logits. + if p.dtypes.has_escha_experts() { + hip!(gpu.router_logits_round_f16_rne(p.router_logits))?; + } static ROUTER_SHARED_FUSE: OnceLock = OnceLock::new(); let router_shared_fuse = exact_wave64_router && p.batch_size == 1 diff --git a/crates/rdna-compute/Cargo.toml b/crates/rdna-compute/Cargo.toml index 4e8f30503..dd47bb8eb 100644 --- a/crates/rdna-compute/Cargo.toml +++ b/crates/rdna-compute/Cargo.toml @@ -27,6 +27,10 @@ redline-rocr = { path = "../redline-rocr" } # its own GL-codebook parity test); Cargo permits a dev-dependency cycle since # dev-deps are excluded from the normal build graph. hipfire-quantize = { path = "../hipfire-quantize" } +# Task 9 review Fix 1 divergence proof (test_escha_router_f16_boundary): the +# host-side oracle for "top-k of f16-widened router logits" needs an f32<->f16 +# round trip. Not a production dependency of rdna-compute itself. +half.workspace = true # --------------------------------------------------------------------------- # Archived research probes. diff --git a/crates/rdna-compute/examples/test_escha_router_f16_boundary.rs b/crates/rdna-compute/examples/test_escha_router_f16_boundary.rs new file mode 100644 index 000000000..87cae0d86 --- /dev/null +++ b/crates/rdna-compute/examples/test_escha_router_f16_boundary.rs @@ -0,0 +1,212 @@ +// SPDX-License-Identifier: Apache-2.0 +// Copyright (c) 2026 Kevin Read +// hipfire — see LICENSE and NOTICE in the project root. + +//! Task 9 review Fix 1 — proof that `gpu.router_logits_round_f16_rne` +//! actually changes MoE top-k SELECTION on a constructed boundary case, +//! on BOTH selection routes (`moe_router_softmax_topk_k8_wave64_exact`, +//! the production gfx1151 kernel, and the reference two-launch +//! `softmax_f32` + `moe_topk_renorm_k8` pair). +//! +//! Construction: 256 router logits. +//! - experts 0..6: distinct large values (20.0 down to 14.0) — always +//! in the top-8, on either side of rounding. +//! - expert A_IDX (50): value `v_a`. +//! - expert B_IDX (200): value `v_b`, the LARGEST f32 strictly greater +//! than `v_a` that still rounds to `v_a`'s f16 bit pattern (found by +//! walking `v_a`'s bit pattern up one ULP at a time and checking +//! `half::f16::from_f32` — no hand-derived f16 arithmetic). +//! - every other expert: -50.0 (never competitive). +//! +//! Raw f32 order: v_b > v_a, so unrounded top-8 = {0..6, B_IDX} and A_IDX +//! is the (correctly) excluded 9th-place expert. +//! +//! Every kernel on this path (`moe_router_softmax_topk_k8_wave64_exact`'s +//! `ROUTER_EXACT_CONSIDER`/`router_exact_wave32_chunk_argmax`, and +//! `moe_topk_renorm_k8`'s `r4_topk_pair_reduce`) picks a new candidate only +//! on a STRICT `>` — so on an exact tie the lower index always wins. Once +//! `v_a` and `v_b` are rounded to the identical f16-widened f32 value, that +//! tie-break flips the winner from B_IDX (higher index) to A_IDX (lower +//! index): rounded top-8 = {0..6, A_IDX}, and B_IDX is now excluded. +//! +//! This is exactly the class of divergence the background describes: +//! EschaLabs selects top-k from f16(logits) widened back to f32; hipfire's +//! default path selects top-k from full-precision F32 logits. The escha-only +//! `router_logits_round_f16_rne` step makes hipfire's escha decode path +//! reproduce Escha's selection; every other model's `run_moe_decode` call +//! never invokes it and keeps the current (raw F32) selection untouched. +//! +//! Run: `cargo run --release -p rdna-compute --example test_escha_router_f16_boundary` + +use rdna_compute::{DType, Gpu}; + +const N_EXP: usize = 256; +const TOP_K: usize = 8; +const A_IDX: usize = 50; +const B_IDX: usize = 200; + +fn main() { + // ── Construct the boundary pair on the host, byte-exact, no hand f16 math ── + let v_a: f32 = 3.0; + let h_a = half::f16::from_f32(v_a); + let mut bits = v_a.to_bits(); + loop { + let candidate = f32::from_bits(bits + 1); + if half::f16::from_f32(candidate) != h_a { + break; + } + bits += 1; + } + let v_b = f32::from_bits(bits); + assert!(v_b > v_a, "expected v_b > v_a, got v_b={v_b} v_a={v_a}"); + assert_eq!( + half::f16::from_f32(v_a), + half::f16::from_f32(v_b), + "v_a={v_a} and v_b={v_b} must round to the identical f16 value" + ); + println!( + "boundary pair: v_a(idx {A_IDX})={v_a:.9} v_b(idx {B_IDX})={v_b:.9} \ + both round to f16 {:#06x} ({:.9})", + h_a.to_bits(), + h_a.to_f32() + ); + + let mut logits = vec![-50.0f32; N_EXP]; + for i in 0..7 { + logits[i] = 20.0 - i as f32; + } + logits[A_IDX] = v_a; + logits[B_IDX] = v_b; + + // Host oracle: "escha selection" = top-8 by f32(f16(logit)), stable on + // ties in ascending-index order (matches every kernel's strict `>` + // tie-break: lower index wins). Independent of any GPU kernel. + let mut rounded: Vec<(usize, f32)> = logits + .iter() + .enumerate() + .map(|(i, &v)| (i, half::f16::from_f32(v).to_f32())) + .collect(); + rounded.sort_by(|a, b| b.1.partial_cmp(&a.1).unwrap()); + let mut oracle_escha_set: Vec = rounded[..TOP_K].iter().map(|(i, _)| *i).collect(); + oracle_escha_set.sort_unstable(); + + let mut raw: Vec<(usize, f32)> = logits.iter().enumerate().map(|(i, &v)| (i, v)).collect(); + raw.sort_by(|a, b| b.1.partial_cmp(&a.1).unwrap()); + let mut oracle_raw_set: Vec = raw[..TOP_K].iter().map(|(i, _)| *i).collect(); + oracle_raw_set.sort_unstable(); + + assert!( + oracle_raw_set.contains(&B_IDX) && !oracle_raw_set.contains(&A_IDX), + "sanity: raw f32 oracle should include B_IDX={B_IDX} and exclude A_IDX={A_IDX}, got {oracle_raw_set:?}" + ); + assert!( + oracle_escha_set.contains(&A_IDX) && !oracle_escha_set.contains(&B_IDX), + "sanity: f16-rounded oracle should include A_IDX={A_IDX} and exclude B_IDX={B_IDX}, got {oracle_escha_set:?}" + ); + assert_ne!( + oracle_raw_set, oracle_escha_set, + "constructed case failed to produce a differing SET at the host-oracle level" + ); + println!("host oracle: raw-F32 top-8 set = {oracle_raw_set:?}"); + println!("host oracle: f16-rounded top-8 set = {oracle_escha_set:?}"); + + // ── GPU: exact-wave64 kernel (production gfx1151/gfx1100 route) ── + let mut gpu = Gpu::init().expect("GPU init"); + let unrounded_exact = run_wave64_exact(&mut gpu, &logits, false); + let rounded_exact = run_wave64_exact(&mut gpu, &logits, true); + println!("GPU exact-wave64 kernel: unrounded set = {unrounded_exact:?}"); + println!("GPU exact-wave64 kernel: rounded set = {rounded_exact:?}"); + assert_eq!( + unrounded_exact, oracle_raw_set, + "exact-wave64 kernel's unrounded selection must match the raw-F32 oracle \ + (this is what every non-escha model gets today, unchanged)" + ); + assert_eq!( + rounded_exact, oracle_escha_set, + "exact-wave64 kernel's rounded selection must match the f16-widened oracle \ + (this is what the escha decode path now gets)" + ); + assert_ne!( + unrounded_exact, rounded_exact, + "router_logits_round_f16_rne had no effect on the exact-wave64 route" + ); + + // ── GPU: reference two-launch fallback (softmax_f32 + moe_topk_renorm_k8) ── + let unrounded_fallback = run_softmax_fallback(&mut gpu, &logits, false); + let rounded_fallback = run_softmax_fallback(&mut gpu, &logits, true); + println!("GPU softmax+renorm fallback: unrounded set = {unrounded_fallback:?}"); + println!("GPU softmax+renorm fallback: rounded set = {rounded_fallback:?}"); + assert_eq!( + unrounded_fallback, oracle_raw_set, + "fallback pair's unrounded selection must match the raw-F32 oracle" + ); + assert_eq!( + rounded_fallback, oracle_escha_set, + "fallback pair's rounded selection must match the f16-widened oracle" + ); + assert_ne!( + unrounded_fallback, rounded_fallback, + "router_logits_round_f16_rne had no effect on the softmax+renorm fallback route" + ); + + println!( + "PASS: router_logits_round_f16_rne flips the top-8 SET at the constructed \ + boundary (A_IDX={A_IDX} in, B_IDX={B_IDX} out) on both selection routes, \ + matching the f16-widened oracle; the unrounded routes are byte-identical \ + to the pre-existing raw-F32 selection." + ); +} + +/// Runs `moe_router_softmax_topk_k8_wave64_exact`, optionally rounding the +/// logits through `router_logits_round_f16_rne` first (mirrors exactly what +/// `run_moe_decode` now does when `MoeDtypes::has_escha_experts()` is true). +/// Returns the selected top-8 expert indices, sorted ascending. +fn run_wave64_exact(gpu: &mut Gpu, logits: &[f32], round_f16: bool) -> Vec { + let logits_gpu = gpu.upload_f32(logits, &[N_EXP]).expect("upload logits"); + if round_f16 { + gpu.router_logits_round_f16_rne(&logits_gpu) + .expect("round logits to f16"); + } + let idx = gpu.zeros(&[TOP_K], DType::F32).expect("idx tensor"); + let w = gpu.zeros(&[TOP_K], DType::F32).expect("weight tensor"); + gpu.moe_router_softmax_topk_k8_wave64_exact(&logits_gpu, &idx, &w, N_EXP, true) + .expect("exact wave64 router"); + let set = download_index_set(gpu, &idx); + gpu.free_tensor(logits_gpu).expect("free logits"); + gpu.free_tensor(idx).expect("free idx"); + gpu.free_tensor(w).expect("free w"); + set +} + +/// Runs the reference two-launch fallback (`softmax_f32` + `moe_topk_renorm_k8`), +/// optionally rounding first. Same contract as `run_wave64_exact`. +fn run_softmax_fallback(gpu: &mut Gpu, logits: &[f32], round_f16: bool) -> Vec { + let logits_gpu = gpu.upload_f32(logits, &[N_EXP]).expect("upload logits"); + if round_f16 { + gpu.router_logits_round_f16_rne(&logits_gpu) + .expect("round logits to f16"); + } + let idx = gpu.zeros(&[TOP_K], DType::F32).expect("idx tensor"); + let w = gpu.zeros(&[TOP_K], DType::F32).expect("weight tensor"); + gpu.softmax_f32(&logits_gpu).expect("softmax"); + gpu.moe_topk_renorm_k8(&logits_gpu, &idx, &w, N_EXP, true) + .expect("topk renorm"); + let set = download_index_set(gpu, &idx); + gpu.free_tensor(logits_gpu).expect("free logits"); + gpu.free_tensor(idx).expect("free idx"); + gpu.free_tensor(w).expect("free w"); + set +} + +/// Downloads a `[TOP_K]` "i32-in-F32 alias" index buffer (the same +/// bit-reinterpretation convention `moe_ffn_decode_impl::capture_expert_stats` +/// and `escha_router_topk_for_test` use) and returns it as a sorted `Vec`. +fn download_index_set(gpu: &Gpu, idx: &rdna_compute::GpuTensor) -> Vec { + let idx_f32 = gpu.download_f32(idx).expect("download idx"); + let mut set: Vec = idx_f32 + .iter() + .map(|v| (v.to_bits() as i32) as usize) + .collect(); + set.sort_unstable(); + set +} diff --git a/crates/rdna-compute/src/kernels.rs b/crates/rdna-compute/src/kernels.rs index fbcc26f14..a13be7b76 100644 --- a/crates/rdna-compute/src/kernels.rs +++ b/crates/rdna-compute/src/kernels.rs @@ -5812,6 +5812,16 @@ pub const CAST_F32_TO_F16_SRC: &str = include_str!("../../../kernels/src/cast_f3 /// points. See `kernels/src/bf16_round_trip.hip`. pub const BF16_ROUND_TRIP_SRC: &str = include_str!("../../../kernels/src/bf16_round_trip.hip"); +/// In-place F32 router-logits round-trip through f16 (round-to-nearest-even). +/// Escha-only: EschaLabs' runtime selects MoE top-k from f16-rounded router +/// logits; hipfire keeps logits F32 end-to-end everywhere else. Applied to +/// `router_logits` before top-k ONLY when the layer's routed experts are +/// Escha2T16/Escha3T16 (see `MoeDtypes::has_escha_experts` in +/// hipfire-dispatch and `run_moe_decode`'s call site). See +/// `kernels/src/router_logits_round_f16_rne.hip`. +pub const ROUTER_LOGITS_ROUND_F16_RNE_SRC: &str = + include_str!("../../../kernels/src/router_logits_round_f16_rne.hip"); + /// Batched partial-interleaved RoPE — per-row positions read from a /// positions[] array. Used by the batched prefill FA path. #[cfg(feature = "deltanet")] diff --git a/crates/rdna-compute/src/norm.rs b/crates/rdna-compute/src/norm.rs index e77e6b70f..8a24328fa 100644 --- a/crates/rdna-compute/src/norm.rs +++ b/crates/rdna-compute/src/norm.rs @@ -1805,6 +1805,53 @@ impl Gpu { result } + /// In-place F32 → f16 → F32 round-trip on MoE router logits + /// (round-to-nearest-even). Escha-only precision-matching step: see + /// `kernels/src/router_logits_round_f16_rne.hip` for why and + /// `hipfire_dispatch::families::moe::MoeDtypes::has_escha_experts` for + /// the gate. Callers other than the escha decode path must not call + /// this — every other model's router logits stay F32 end-to-end. + pub fn router_logits_round_f16_rne(&mut self, x: &GpuTensor) -> HipResult<()> { + self.bind_thread()?; + self.ensure_kernel( + "router_logits_round_f16_rne", + kernels::ROUTER_LOGITS_ROUND_F16_RNE_SRC, + "router_logits_round_f16_rne", + )?; + let xp = x.buf.as_ptr(); + let n = x.numel() as i32; + let mut params: Vec<*mut c_void> = vec![ + &xp as *const _ as *mut c_void, + &n as *const _ as *mut c_void, + ]; + let block_size = 256u32; + let grid = (((n as u32) + block_size - 1) / block_size).max(1); + let bytes = crate::profile::elementwise_bytes(n as usize); + let timer = crate::profile::begin_timer( + &self.hip, + "router_logits_round_f16_rne", + "router_logits_round_f16_rne", + bytes, + ); + let result = self.launch_maybe_blob( + "router_logits_round_f16_rne", + [grid, 1, 1], + [block_size, 1, 1], + 0, + &mut params, + || { + let mut b = hip_bridge::KernargBlob::new(); + b.push_ptr(xp); + b.push_i32(n); + b + }, + ); + if let Some(t) = timer { + t.finish(&self.hip); + } + result + } + /// Sigmoid activation, in-place. #[cfg(feature = "deltanet")] /// Repeat-interleave Q and K key heads up to value heads count. diff --git a/kernels/src/router_logits_round_f16_rne.hip b/kernels/src/router_logits_round_f16_rne.hip new file mode 100644 index 000000000..2e99ef2e2 --- /dev/null +++ b/kernels/src/router_logits_round_f16_rne.hip @@ -0,0 +1,59 @@ +// SPDX-License-Identifier: Apache-2.0 +// Copyright (c) 2026 Kevin Read +// hipfire — see LICENSE and NOTICE in the project root. + +#include +#include + +// Round-trip an F32 router-logits array through f16 in-place +// (F32 -> f16 -> F32, round-to-nearest-even). +// +// EschaLabs' runtime computes MoE router logits as `f16(x @ gate_w.T)` and +// only THEN widens back to F32 to run top-k. hipfire's router keeps logits +// in F32 end to end. The two selection functions differ whenever two +// experts' F32 logits round to the same f16 value AND straddle the top-k +// boundary (measured ~0.42% of router decisions, concentrated in a handful +// of layers). Escha's recovery fine-tune was trained and validated against +// the f16-rounding runtime, so hipfire's escha decode path must reproduce +// that rounding before top-k to avoid a silent, unexplained expert-choice +// divergence. +// +// Caller applies this ONLY on the escha decode path (gated on the model's +// routed-expert dtype being Escha2T16/Escha3T16 — see +// `MoeDtypes::has_escha_experts` in hipfire-dispatch), applied to the F32 +// `router_logits` buffer BEFORE any top-k selection kernel runs (fused +// exact-wave64 kernel or the softmax_f32 + moe_topk_renorm_k8 fallback +// pair) so both routes see identically-rounded logits. Every other model / +// dtype takes the unmodified F32 path, byte-for-byte unchanged. +// +// Reuses the `f2h_rne` workaround pattern from escha_h128.hip: on this +// ROCm 7.2.2/gfx1151 build, `__float2half` loses the sign of a RUNTIME +// MULTIPLY-PRODUCED exact zero (see that file's comment for the full +// characterisation). Router logits here come from a GEMV reduction, not a +// bare multiply, so they are not known to hit that exact shape — but the +// exact-zero guard below is correct and free for any provenance, so it is +// applied unconditionally rather than relying on that distinction holding. +// `__float2half` itself is round-to-nearest-even for every other input, so +// no other special-casing is needed to satisfy the RNE requirement. +// +// Layout: in-place, single 1-D buffer of `n` F32 elements (one router's +// logits for one decode token). Grid: ceil(n / 256), Block: 256. +__device__ __forceinline__ __half f2h_rne_logit(float v) { + if (v == 0.0f) { + unsigned int bits = __float_as_uint(v); + return __ushort_as_half((unsigned short)(bits >> 16)); + } + return __float2half(v); +} + +extern "C" __global__ void router_logits_round_f16_rne( + float* __restrict__ logits, + int n +) { + int i = blockIdx.x * blockDim.x + threadIdx.x; + if (i >= n) return; + float v = logits[i]; + if (!isfinite(v)) return; + __half h = f2h_rne_logit(v); + logits[i] = __half2float(h); +} From ea9e9f9c85c30d723e1c302e770158901313abe0 Mon Sep 17 00:00:00 2001 From: Nick Woolmer <29717167+nwoolmer@users.noreply.github.com> Date: Thu, 3 Sep 2026 03:58:56 +0100 Subject: [PATCH 034/100] feat(escha): load escha experts as Q8_0 and run the H128 pair in arch-6 Task 10 (G4). Wires the Escha-W2 codec into the arch-6 MoE forward path. Loading (qwen35/escha.rs, new): one trellis code tensor per layer covers all 256 experts, so the escha path bypasses both the packed-MQ4 fast path and the generic per-expert loop. Per expert: escha_decode_tiles -> escha_bare_to_q8_0. escha's tile grid is IN-major and the decoder writes row-major [ic, oc]; hipfire's expert slots are OUT-major, so the transpose is folded into the quantise pass (new kernel, one entry per store mode). rin_eff/rout_eff stay resident as whole [E, n] f32 tables. Forward (hipfire-dispatch/pipeline/escha.rs, new): Q8_0 routed experts are not GPU-top-K indexable, so escha layers take the CPU-top-K fallback; its step 4 is replaced by a phase-structured executor that wraps each expert GEMV in the H128 pair. The transforms are BATCHED ACROSS EXPERTS -- Task 8 measured them launch-bound, and a per-expert wiring would cost 1280 launches/token (3.07 ms, a 326 tok/s ceiling before any GEMV work). The batched form is 4 launches per layer, 160 per token, now counted and reported by the gate rather than claimed. Two defects found and fixed on the way: - Task 9's escha router-logit f16 rounding sat below the CPU-fallback return in run_moe_decode, i.e. on the one path escha never takes. It is now hoisted above it. `MoeParams::has_escha` is the marker, because after loading no routed dtype says "escha" any more. - precompile_qwen35 asked hipModuleGetFunction for a symbol named "escha_h128", which does not exist (the module has two entry points), failing the whole precompile batch. Added the multi-entry arms. Gates: G3 extended to cover the batched transforms and the batched SwiGLU against escha_ref (bit-exact, including the pruned-channel zero contract reached through the batched index). G4 (new) runs the layer-0 block on the shipped fixture with routing injected, in two arms -- weight-exact F32 and production Q8_0 -- so the wiring error and the re-quantisation error cannot hide each other. F32 (weight-exact): max 1.828e-4 mean 9.673e-6 Q8_0 (production): max 2.633e-4 mean 3.027e-5 Q8_0 requant cost: max 1.687e-4 mean 2.864e-5 The brief's single bound (max 2e-4, mean 1e-5) holds on the weight-exact arm and is asserted there. It is NOT reachable with Q8_0 experts: the re-quantisation alone contributes ~2.9e-5 of mean error, which an independent CPU model of the block reproduces to three significant figures. See .superpowers/sdd/task-10-report.md. Co-Authored-By: Claude Opus 5 (1M context) Claude-Session: https://claude.ai/code/session_01FfwZUVGT7QpjMdHikoERfM --- Cargo.lock | 1 + crates/hipfire-arch-qwen35/Cargo.toml | 5 + .../examples/escha_moe_block_gate.rs | 416 ++++++++++++++++++ crates/hipfire-arch-qwen35/src/paro_moe.rs | 2 + crates/hipfire-arch-qwen35/src/qwen35.rs | 4 + .../hipfire-arch-qwen35/src/qwen35/escha.rs | 337 ++++++++++++++ .../hipfire-arch-qwen35/src/qwen35/forward.rs | 5 + crates/hipfire-arch-qwen35/src/qwen35/load.rs | 62 ++- .../hipfire-arch-qwen35/src/qwen35/weights.rs | 20 + crates/hipfire-dispatch/Cargo.toml | 4 + crates/hipfire-dispatch/src/families/moe.rs | 26 ++ crates/hipfire-dispatch/src/pipeline/escha.rs | 257 +++++++++++ crates/hipfire-dispatch/src/pipeline/mod.rs | 67 ++- .../examples/test_escha_h128_gpu_vs_cpu.rs | 193 ++++++++ crates/rdna-compute/src/dispatch.rs | 17 + crates/rdna-compute/src/gemv.rs | 272 ++++++++++++ crates/rdna-compute/src/kernels.rs | 9 + crates/rdna-compute/src/lib.rs | 12 + kernels/src/escha_bare_to_outmajor.hip | 84 ++++ kernels/src/escha_h128.hip | 99 +++++ 20 files changed, 1885 insertions(+), 7 deletions(-) create mode 100644 crates/hipfire-arch-qwen35/examples/escha_moe_block_gate.rs create mode 100644 crates/hipfire-arch-qwen35/src/qwen35/escha.rs create mode 100644 crates/hipfire-dispatch/src/pipeline/escha.rs create mode 100644 kernels/src/escha_bare_to_outmajor.hip diff --git a/Cargo.lock b/Cargo.lock index dc59a02b9..ad89c18ee 100644 --- a/Cargo.lock +++ b/Cargo.lock @@ -1381,6 +1381,7 @@ dependencies = [ name = "hipfire-dispatch" version = "0.3.0" dependencies = [ + "half", "hip-bridge", "hipfire-config", "rdna-compute", diff --git a/crates/hipfire-arch-qwen35/Cargo.toml b/crates/hipfire-arch-qwen35/Cargo.toml index a96678fc4..a146c9fe0 100644 --- a/crates/hipfire-arch-qwen35/Cargo.toml +++ b/crates/hipfire-arch-qwen35/Cargo.toml @@ -30,6 +30,11 @@ serde_json = "1" # uses (`hipfire_quantize::float16::f16_to_f32`). hipfire-quantize = { path = "../hipfire-quantize" } +[[example]] +name = "escha_moe_block_gate" +path = "examples/escha_moe_block_gate.rs" +required-features = ["deltanet"] + [[example]] name = "escha_router_contract" path = "examples/escha_router_contract.rs" diff --git a/crates/hipfire-arch-qwen35/examples/escha_moe_block_gate.rs b/crates/hipfire-arch-qwen35/examples/escha_moe_block_gate.rs new file mode 100644 index 000000000..e1e6a031a --- /dev/null +++ b/crates/hipfire-arch-qwen35/examples/escha_moe_block_gate.rs @@ -0,0 +1,416 @@ +// SPDX-License-Identifier: Apache-2.0 +// Copyright (c) 2026 Kaden Schutt +// hipfire — see LICENSE and NOTICE in the project root. +//! G4 (Escha-W2 port, Task 10): arch-6 must reproduce EschaLabs' layer-0 MoE +//! block. +//! +//! Runs the shipped `moeblk_x.f16` through hipfire's layer-0 MoE block with +//! `moeblk_ids.i64` / `moeblk_scores.f32` **injected** — the fixture ships the +//! routing precisely because it does not gate the router; that was Task 9's +//! job (`examples/escha_router_contract.rs`). What this gates is the part +//! Task 10 built: expert loading (trellis decode -> transpose -> Q8_0) and the +//! H128-wrapped, batched-across-experts routed executor. +//! +//! The golden is `routed + shared expert`, with no residual add — verified by +//! decomposition, not assumed (the routed sum alone lands at cos 0.266 against +//! the golden and 22% of its magnitude; adding the shared expert takes it to +//! cos 1.00000). +//! +//! # This is a TOLERANCE gate, and it has two arms +//! +//! The golden came from EschaLabs' Metal path, not from `ref.py`, so exact +//! agreement is not available at any weight precision. The codec goldens +//! (G2 `test_escha_decode_gpu_vs_cpu`, G3 `test_escha_h128_gpu_vs_cpu`) ARE +//! bit-exact; do NOT generalise the bounds below to them. +//! +//! Two arms run, because the two error sources are independent and must not +//! be allowed to hide each other: +//! +//! * **F32 arm** — experts stored as the exactly-decoded fp16 widened to f32, +//! no re-quantisation. This isolates the WIRING: transpose orientation, +//! H128 placement, SwiGLU half order, the f16(score) combine. If the H128 +//! pair were missing, this arm lands near 1e-1, not 1e-4. +//! * **Q8_0 arm** — production storage. The delta between the arms IS the cost +//! of the 8-bit re-quantisation, reported explicitly rather than buried in +//! a single pass/fail number. +//! +//! Run: +//! cargo run --release -p hipfire-arch-qwen35 \ +//! --example escha_moe_block_gate -- /data/hipfire-models/escha-35b.hfq + +use hipfire_arch_qwen35::qwen35::escha::{load_escha_moe_experts, EschaWeightStore}; +use hipfire_dispatch::context::DispatchCtx; +use hipfire_dispatch::pipeline::escha::{escha_launches_per_token, escha_routed_decode}; +use hipfire_quantize::float16::f16_to_f32; +use hipfire_runtime::hfq::{load_weight_tensor_pread, HfqFile}; +use hipfire_runtime::llama::{weight_gemv, WeightTensor}; +use rdna_compute::{DType, Gpu, GpuTensor}; +use std::path::PathBuf; + +fn fixture(name: &str) -> PathBuf { + PathBuf::from(env!("CARGO_MANIFEST_DIR")) + .join("../hipfire-quantize/tests/data/escha") + .join(name) +} + +fn read_f16(name: &str) -> Vec { + std::fs::read(fixture(name)) + .expect("run crates/hipfire-quantize/tests/data/escha/fetch-goldens.sh first") + .chunks_exact(2) + .map(|c| f16_to_f32(u16::from_le_bytes([c[0], c[1]]))) + .collect() +} + +/// The candidate-name expander the qwen35 loader uses. The escha `.hfq` +/// already carries fully-qualified `model.language_model.*` names, so this is +/// the identity for every name below; passing the real expander keeps the gate +/// on the same lookup path production takes. +fn exact_or_prefixed(name: &str) -> Vec { + if name.starts_with("model.") { + vec![name.to_string()] + } else { + vec![ + format!("model.language_model.{name}"), + format!("model.{name}"), + name.to_string(), + ] + } +} + +fn upload_f32(gpu: &Gpu, v: &[f32]) -> GpuTensor { + let bytes: &[u8] = + unsafe { std::slice::from_raw_parts(v.as_ptr() as *const u8, std::mem::size_of_val(v)) }; + gpu.upload_raw(bytes, &[v.len()]).expect("upload") +} + +struct SharedExpert { + gate: WeightTensor, + up: WeightTensor, + down: WeightTensor, + scalar_gate: WeightTensor, +} + +/// The shared expert, run exactly as `run_moe_decode_cpu_fallback`'s generic +/// (non-MQ4) shared-down arm runs it — sigmoid(gate·x) scaling a SwiGLU MLP, +/// accumulated into the output. Unchanged arch-6 code; Task 10 does not touch +/// it, and it is here only because the golden includes it. +fn run_shared_expert( + gpu: &mut Gpu, + w: &SharedExpert, + x: &GpuTensor, + out: &GpuTensor, + smi: usize, + hidden: usize, +) { + let scalar = gpu.alloc_tensor(&[1], DType::F32).unwrap(); + let g = gpu.alloc_tensor(&[smi], DType::F32).unwrap(); + let u = gpu.alloc_tensor(&[smi], DType::F32).unwrap(); + let h = gpu.alloc_tensor(&[smi], DType::F32).unwrap(); + let y = gpu.alloc_tensor(&[hidden], DType::F32).unwrap(); + + weight_gemv(gpu, &w.scalar_gate, x, &scalar).unwrap(); + gpu.sigmoid_f32(&scalar).unwrap(); + weight_gemv(gpu, &w.gate, x, &g).unwrap(); + weight_gemv(gpu, &w.up, x, &u).unwrap(); + gpu.silu_mul_f32(&g, &u, &h).unwrap(); + weight_gemv(gpu, &w.down, &h, &y).unwrap(); + gpu.scaled_add_inplace_gpu_scalar_f32(out, &y, &scalar) + .unwrap(); + + for t in [scalar, g, u, h, y] { + let _ = gpu.free_tensor(t); + } +} + +struct ArmResult { + max_abs: f32, + mean_abs: f32, + got: Vec, +} + +#[allow(clippy::too_many_arguments)] +fn run_arm( + gpu: &mut Gpu, + hfq: &HfqFile, + layer_prefix: &str, + shared: &SharedExpert, + store: EschaWeightStore, + x: &[f32], + want: &[f32], + ids: &[i64], + scores: &[f32], + n_tok: usize, + top_k: usize, + n_exp: usize, + hidden: usize, + mi: usize, + smi: usize, +) -> ArmResult { + let all: Vec = (0..n_exp).collect(); + let (experts, tables) = load_escha_moe_experts( + hfq, + gpu, + layer_prefix, + &all, + n_exp, + hidden, + mi, + top_k, + store, + ) + .expect("escha expert load"); + + let refs = tables.refs(); + let routed: Vec<_> = experts + .iter() + .map(|e| (e.gate_up.dispatch_ref(), e.down.dispatch_ref())) + .collect(); + let ctx = DispatchCtx::new(gpu); + + let out = gpu.alloc_tensor(&[hidden], DType::F32).unwrap(); + let zeros = vec![0.0f32; hidden]; + let mut got = vec![0.0f32; n_tok * hidden]; + + for t in 0..n_tok { + let x_gpu = upload_f32(gpu, &x[t * hidden..(t + 1) * hidden]); + gpu.hip + .memcpy_htod(&out.buf, unsafe { + std::slice::from_raw_parts(zeros.as_ptr() as *const u8, hidden * 4) + }) + .unwrap(); + + let slot_ids: Vec = ids[t * top_k..(t + 1) * top_k] + .iter() + .map(|&v| v as usize) + .collect(); + let slot_w = &scores[t * top_k..(t + 1) * top_k]; + escha_routed_decode( + &ctx, gpu, &refs, &routed, &slot_ids, slot_w, &x_gpu, &out, hidden, mi, + ) + .expect("escha routed decode"); + + run_shared_expert(gpu, shared, &x_gpu, &out, smi, hidden); + + gpu.hip.device_synchronize().unwrap(); + let row = gpu.download_f32(&out).unwrap(); + got[t * hidden..(t + 1) * hidden].copy_from_slice(&row[..hidden]); + let _ = gpu.free_tensor(x_gpu); + } + + let diffs: Vec = got + .iter() + .zip(want.iter()) + .map(|(a, b)| (a - b).abs()) + .collect(); + let max_abs = diffs.iter().cloned().fold(0.0f32, f32::max); + let mean_abs = diffs.iter().sum::() / diffs.len() as f32; + + let _ = gpu.free_tensor(out); + for e in experts { + e.gate_up.free_all(gpu); + e.down.free_all(gpu); + } + tables.free_gpu(gpu); + + ArmResult { + max_abs, + mean_abs, + got, + } +} + +fn main() { + let path = std::env::args() + .nth(1) + .unwrap_or_else(|| "/data/hipfire-models/escha-35b.hfq".to_string()); + let hfq = HfqFile::open(std::path::Path::new(&path)).expect("open hfq"); + let config = hipfire_arch_qwen35::qwen35::config::config_from_hfq(&hfq).expect("config"); + let hidden = config.dim; + let mi = config.moe_intermediate_size; + let smi = config.shared_expert_intermediate_size; + let n_exp = config.num_experts; + let top_k = config.num_experts_per_tok; + let layer_prefix = "model.language_model.layers.0"; + + let x = read_f16("moeblk_x.f16"); + let want = read_f16("moeblk_out.f16"); + let n_tok = x.len() / hidden; + assert_eq!(want.len(), n_tok * hidden, "fixture shape mismatch"); + let ids: Vec = std::fs::read(fixture("moeblk_ids.i64")) + .unwrap() + .chunks_exact(8) + .map(|c| i64::from_le_bytes(c.try_into().unwrap())) + .collect(); + let scores: Vec = std::fs::read(fixture("moeblk_scores.f32")) + .unwrap() + .chunks_exact(4) + .map(|c| f32::from_le_bytes(c.try_into().unwrap())) + .collect(); + assert_eq!(ids.len(), n_tok * top_k); + assert_eq!(scores.len(), n_tok * top_k); + + let mut gpu = Gpu::init().expect("gpu"); + assert!( + hipfire_arch_qwen35::qwen35::escha::layer_is_escha(&hfq, layer_prefix), + "layer 0 of {path} does not carry Escha-W2 routed experts" + ); + + let shared = SharedExpert { + gate: load_weight_tensor_pread( + &hfq, + &gpu, + &format!("{layer_prefix}.mlp.shared_expert.gate_proj.weight"), + smi, + hidden, + exact_or_prefixed, + ) + .unwrap(), + up: load_weight_tensor_pread( + &hfq, + &gpu, + &format!("{layer_prefix}.mlp.shared_expert.up_proj.weight"), + smi, + hidden, + exact_or_prefixed, + ) + .unwrap(), + down: load_weight_tensor_pread( + &hfq, + &gpu, + &format!("{layer_prefix}.mlp.shared_expert.down_proj.weight"), + hidden, + smi, + exact_or_prefixed, + ) + .unwrap(), + scalar_gate: load_weight_tensor_pread( + &hfq, + &gpu, + &format!("{layer_prefix}.mlp.shared_expert_gate.weight"), + 1, + hidden, + exact_or_prefixed, + ) + .unwrap(), + }; + + let mag = want.iter().map(|v| v.abs()).sum::() / want.len() as f32; + println!("tokens={n_tok} hidden={hidden} top_k={top_k} experts={n_exp}"); + println!("golden mean magnitude: {mag:.4e}"); + + // ── Arm 1: weight-exact (F32) — isolates the wiring ────────────────── + let launches_before = rdna_compute::escha_h128_launches(); + let f32_arm = run_arm( + &mut gpu, + &hfq, + layer_prefix, + &shared, + EschaWeightStore::F32, + &x, + &want, + &ids, + &scores, + n_tok, + top_k, + n_exp, + hidden, + mi, + smi, + ); + let launches_one_layer_all_tokens = rdna_compute::escha_h128_launches() - launches_before; + println!( + "MoE block [F32 experts, weight-exact]: max|diff|={:.3e} mean|diff|={:.3e}", + f32_arm.max_abs, f32_arm.mean_abs + ); + + // ── Arm 2: production (Q8_0) ───────────────────────────────────────── + let q8_arm = run_arm( + &mut gpu, + &hfq, + layer_prefix, + &shared, + EschaWeightStore::Q8_0, + &x, + &want, + &ids, + &scores, + n_tok, + top_k, + n_exp, + hidden, + mi, + smi, + ); + println!( + "MoE block [Q8_0 experts, production]: max|diff|={:.3e} mean|diff|={:.3e}", + q8_arm.max_abs, q8_arm.mean_abs + ); + + let dq: Vec = q8_arm + .got + .iter() + .zip(f32_arm.got.iter()) + .map(|(a, b)| (a - b).abs()) + .collect(); + let dq_max = dq.iter().cloned().fold(0.0f32, f32::max); + let dq_mean = dq.iter().sum::() / dq.len() as f32; + println!("Q8_0 re-quantisation cost (arm2 - arm1): max={dq_max:.3e} mean={dq_mean:.3e}"); + + // ── Launch budget ──────────────────────────────────────────────────── + // Measured, not asserted from a comment: the counter in + // `Gpu::escha_h128_batched` ticks once per batched transform launch. + let per_layer_per_token = launches_one_layer_all_tokens as f64 / n_tok as f64; + let per_token = per_layer_per_token * config.n_layers as f64; + println!( + "H128 launches: {per_layer_per_token} per (layer, token) -> {per_token} per token at \ + {} layers (a per-expert wiring would be {})", + config.n_layers, + 4 * top_k * config.n_layers + ); + assert_eq!( + per_token as usize, + escha_launches_per_token(config.n_layers), + "H128 launch budget drifted from the batched contract" + ); + + // ── Bounds ─────────────────────────────────────────────────────────── + // Arm 1 (weight-exact) carries the brief's measured tolerance: this is + // the arm that says "the wiring is right". A missing H128 pair lands at + // ~1e-1 here, three orders of magnitude outside it. + assert!( + f32_arm.max_abs <= 2e-4, + "F32 arm max|diff| {:.3e} exceeds 2e-4 — with weight-exact experts this can only be a \ + wiring defect (transpose orientation, H128 placement/side, SwiGLU half order, or the \ + f16(score) combine). If it is ~1e-1 the H128 pair is not being applied at all: check \ + that the escha dtypes did not reach a Plain GEMV.", + f32_arm.max_abs + ); + assert!( + f32_arm.mean_abs <= 1e-5, + "F32 arm mean|diff| {:.3e} exceeds 1e-5", + f32_arm.mean_abs + ); + + // Arm 2 adds the 8-bit re-quantisation on top. That cost is real, + // irreducible at this storage format, and MEASURED — see the report for + // the CPU-side derivation that agrees with it. The bound below is set + // from that measurement with headroom, and its job is to catch a + // REGRESSION in the quantiser (a wrong block axis, a dropped clamp, a + // truncating instead of RNE scale), not to re-prove the wiring. + assert!( + q8_arm.max_abs <= 4e-4, + "Q8_0 arm max|diff| {:.3e} exceeds 4e-4", + q8_arm.max_abs + ); + assert!( + q8_arm.mean_abs <= 6e-5, + "Q8_0 arm mean|diff| {:.3e} exceeds 6e-5", + q8_arm.mean_abs + ); + assert!( + dq_mean <= 5e-5, + "Q8_0 re-quantisation cost {dq_mean:.3e} exceeds 5e-5 — the quantiser regressed" + ); + + println!("G4 PASS"); +} diff --git a/crates/hipfire-arch-qwen35/src/paro_moe.rs b/crates/hipfire-arch-qwen35/src/paro_moe.rs index ff6661030..bd9181109 100644 --- a/crates/hipfire-arch-qwen35/src/paro_moe.rs +++ b/crates/hipfire-arch-qwen35/src/paro_moe.rs @@ -218,5 +218,7 @@ pub(crate) fn paro_load_moe_ffn( paro_shared: Some(shared), global_expert_dtypes: None, ep_dummy_buffers: Vec::new(), + // ParoQuant, not Escha-W2. + escha: None, }) } diff --git a/crates/hipfire-arch-qwen35/src/qwen35.rs b/crates/hipfire-arch-qwen35/src/qwen35.rs index 31fda38b1..431bd9a78 100644 --- a/crates/hipfire-arch-qwen35/src/qwen35.rs +++ b/crates/hipfire-arch-qwen35/src/qwen35.rs @@ -11,6 +11,9 @@ pub mod batch; pub mod config; pub mod ep_batch; +/// Escha-W2 routed-expert loading (Task 10): trellis decode -> transpose -> +/// Q8_0, plus the per-layer H128 transform tables. +pub mod escha; pub mod forward; pub mod load; pub mod prefill; @@ -31,6 +34,7 @@ pub use ep_batch::{ forward_ep, forward_prefill_batch_ep, forward_prefill_batch_multi, forward_scratch_multi, validate_ep_batch_compatibility, Qwen35DecodeBatchEpState, }; +pub use escha::{EschaMoeTables, EschaWeightStore}; pub use forward::{ dump_expert_stats, forward, forward_gpu, forward_prefill_dense_tp, forward_scratch, forward_scratch_dense_tp, forward_scratch_embed, forward_scratch_embed_mrope, diff --git a/crates/hipfire-arch-qwen35/src/qwen35/escha.rs b/crates/hipfire-arch-qwen35/src/qwen35/escha.rs new file mode 100644 index 000000000..d510af62f --- /dev/null +++ b/crates/hipfire-arch-qwen35/src/qwen35/escha.rs @@ -0,0 +1,337 @@ +// SPDX-License-Identifier: Apache-2.0 +// Copyright (c) 2026 Kaden Schutt +// hipfire — see LICENSE and NOTICE in the project root. +//! Escha-W2 routed-expert loading for arch-6 (Task 10). +//! +//! An Escha-W2 `.hfq` stores each MoE projection as ONE tensor per layer +//! covering all `num_experts` experts: +//! +//! | tensor | qt | shape | meaning | +//! |---|---|---|---| +//! | `…experts.gate_up_proj.escha_code` | 42 (`ESCHA2T16`) | `[E, ic/16, oc/16, 16*2]` i16 | K=2 trellis code | +//! | `…experts.gate_up_proj.escha_rin_eff` | 2 (F32) | `[E, ic]` | folded input scales | +//! | `…experts.gate_up_proj.escha_rout_eff` | 2 (F32) | `[E, oc]` | folded output scales (carries the prune mask) | +//! | `…experts.down_proj.escha_code` | 43 (`ESCHA3T16`) | `[E, ic/16, oc/16, 16*3]` i16 | K=3 trellis code | +//! | `…experts.down_proj.escha_rin_eff` / `…rout_eff` | 2 (F32) | `[E, ic]` / `[E, oc]` | | +//! +//! ## Orientation — the one thing that must not be got wrong +//! +//! Escha's code tile grid is **IN-MAJOR** (`[in/16, out/16]`) and +//! `Gpu::escha_decode_tiles` writes bare fp16 **row-major `[in_features, +//! out_features]`**. hipfire's expert slots are **OUT-MAJOR** — +//! `experts[X].gate_up` is `[2*moe_intermediate, hidden]` (see +//! `weights.rs:69`) and every hipfire GEMV walks K contiguously along a row. +//! So a transpose happens, and it happens exactly once, folded into the +//! quantise pass (`Gpu::escha_bare_to_q8_0`). A wrong orientation still +//! yields a full-rank, plausible weight matrix, so it is gated by the G4 +//! block gate, never by "the output looks sane". +//! +//! hipfire's `gate_up` slot is already FUSED (gate ‖ up), matching escha's +//! single fused `gate_up_proj`, so there is no concat step. +//! +//! ## Why the weights land as `Q8_0` +//! +//! The decoded weight is bare fp16. Storing it as fp16 for the whole model is +//! 60 GiB of experts; `Q8_0` is 32 GiB. The re-quantisation is NOT free — it +//! is the dominant error term in the G4 block gate, measured there against a +//! weight-exact F32 control arm. [`EschaWeightStore::F32`] exists to make that +//! measurement possible; it is a diagnostic, not a way to run the 35B model. + +use hip_bridge::HipError; +use hip_bridge::HipResult; +use hipfire_runtime::hfq::HfqFile; +use hipfire_runtime::llama::WeightTensor; +use rdna_compute::DType; +use rdna_compute::Gpu; +use rdna_compute::GpuTensor; + +use super::weights::ExpertWeights; + +/// How the decoded fp16 expert weight is stored in the expert slot. +#[derive(Clone, Copy, PartialEq, Eq, Debug)] +pub enum EschaWeightStore { + /// Production: transpose + Q8_0 re-quantise (1.0625 B/weight). + Q8_0, + /// Diagnostic control arm: transpose only, F32 store (4 B/weight), so a + /// caller can separate "the H128 wiring is wrong" from "Q8_0 costs this + /// much". Do not use for a whole model. + F32, +} + +/// One layer's Escha-W2 transform tables plus the per-layer decode scratch the +/// batched routed executor needs. +/// +/// The `[E, ·]` tables stay resident in full — they are 5.5 MB/layer at A3B +/// shapes (2+1+0.5+2), i.e. 220 MB for the whole model, and keeping them whole +/// is precisely what lets one H128 launch serve all `top_k` experts: slot `s` +/// indexes row `ids[s]`, no gather. +/// +/// The scratch is per-layer rather than model-global purely so ownership is +/// simple (it is freed with the layer). At `k=8` / A3B shapes it is ~272 KB +/// per layer, 11 MB for the model. +pub struct EschaMoeTables { + pub gate_up_rin: GpuTensor, + pub gate_up_rout: GpuTensor, + pub down_rin: GpuTensor, + pub down_rout: GpuTensor, + pub ids: GpuTensor, + pub weights: GpuTensor, + pub xh_gu: GpuTensor, + pub mid_gu: GpuTensor, + pub y_gu: GpuTensor, + pub h: GpuTensor, + pub xh_dn: GpuTensor, + pub mid_dn: GpuTensor, + pub y_dn: GpuTensor, + pub hidden: usize, + pub mi: usize, + pub k: usize, +} + +impl EschaMoeTables { + /// Borrow as the dispatch-crate view. Logic-free adapter. + pub fn refs(&self) -> hipfire_dispatch::pipeline::escha::EschaRoutedRefs<'_> { + hipfire_dispatch::pipeline::escha::EschaRoutedRefs { + gate_up_rin: &self.gate_up_rin, + gate_up_rout: &self.gate_up_rout, + down_rin: &self.down_rin, + down_rout: &self.down_rout, + ids: &self.ids, + weights: &self.weights, + xh_gu: &self.xh_gu, + mid_gu: &self.mid_gu, + y_gu: &self.y_gu, + h: &self.h, + xh_dn: &self.xh_dn, + mid_dn: &self.mid_dn, + y_dn: &self.y_dn, + } + } + + pub fn free_gpu(self, gpu: &mut Gpu) { + for t in [ + self.gate_up_rin, + self.gate_up_rout, + self.down_rin, + self.down_rout, + self.ids, + self.weights, + self.xh_gu, + self.mid_gu, + self.y_gu, + self.h, + self.xh_dn, + self.mid_dn, + self.y_dn, + ] { + let _ = gpu.free_tensor(t); + } + } +} + +/// `.hfq` tensor name for one of the six escha MoE leaves of a layer. +/// `p` is the layer prefix the rest of `load.rs` uses (already +/// `model.language_model.layers.N` for this checkpoint family). +pub fn escha_leaf(p: &str, proj: &str, leaf: &str) -> String { + format!("{p}.mlp.experts.{proj}_proj.escha_{leaf}") +} + +/// True iff this layer's routed experts are Escha-W2 coded. Keyed on the +/// `gate_up` code tensor's presence AND its quant type, so a checkpoint that +/// happened to carry a same-named tensor of another format is rejected by the +/// loader rather than mis-decoded. +pub fn layer_is_escha(hfq: &HfqFile, p: &str) -> bool { + hfq.find_tensor_info(&escha_leaf(p, "gate_up", "code")) + .is_some_and(|i| i.quant_type == 42 || i.quant_type == 43) +} + +fn read_f32_tensor(hfq: &HfqFile, gpu: &Gpu, name: &str, want: usize) -> HipResult { + let (info, data) = hfq + .tensor_data(name) + .ok_or_else(|| HipError::new(0, &format!("escha: tensor not found: {name}")))?; + if info.quant_type != 2 { + return Err(HipError::new( + 0, + &format!( + "escha: {name} has quant_type {} (expected 2 = F32)", + info.quant_type + ), + )); + } + if data.len() != want * 4 { + return Err(HipError::new( + 0, + &format!( + "escha: {name} is {} bytes, expected {} ({want} f32)", + data.len(), + want * 4 + ), + )); + } + gpu.upload_raw(data, &[want]) +} + +/// K (trellis order) implied by the on-disk quant type. +fn k_from_quant_type(qt: u8, name: &str) -> HipResult { + match qt { + 42 => Ok(2), + 43 => Ok(3), + other => Err(HipError::new( + 0, + &format!("escha: {name} has quant_type {other}, expected 42 (K=2) or 43 (K=3)"), + )), + } +} + +/// Decode one layer's escha experts into hipfire's expert slots, and build the +/// layer's transform tables. +/// +/// `expert_ids` selects which experts to materialise, in slot order — the +/// caller's REAP/EP mapping, or simply `0..n_exp`. Passing a short list is how +/// the G4 gate keeps a single-layer probe cheap. +#[allow(clippy::too_many_arguments)] +pub fn load_escha_moe_experts( + hfq: &HfqFile, + gpu: &mut Gpu, + p: &str, + expert_ids: &[usize], + n_exp: usize, + hidden: usize, + mi: usize, + k: usize, + store: EschaWeightStore, +) -> HipResult<(Vec, EschaMoeTables)> { + // gate_up: [ic = hidden, oc = 2*mi]; down: [ic = mi, oc = hidden]. + let gu = (hidden, 2 * mi); + let dn = (mi, hidden); + + let tables = EschaMoeTables { + gate_up_rin: read_f32_tensor(hfq, gpu, &escha_leaf(p, "gate_up", "rin_eff"), n_exp * gu.0)?, + gate_up_rout: read_f32_tensor( + hfq, + gpu, + &escha_leaf(p, "gate_up", "rout_eff"), + n_exp * gu.1, + )?, + down_rin: read_f32_tensor(hfq, gpu, &escha_leaf(p, "down", "rin_eff"), n_exp * dn.0)?, + down_rout: read_f32_tensor(hfq, gpu, &escha_leaf(p, "down", "rout_eff"), n_exp * dn.1)?, + ids: gpu.alloc_tensor(&[k], DType::F32)?, + weights: gpu.alloc_tensor(&[k], DType::F32)?, + xh_gu: gpu.alloc_tensor(&[k * gu.0], DType::F32)?, + mid_gu: gpu.alloc_tensor(&[k * gu.1], DType::F32)?, + y_gu: gpu.alloc_tensor(&[k * gu.1], DType::F32)?, + h: gpu.alloc_tensor(&[k * mi], DType::F32)?, + xh_dn: gpu.alloc_tensor(&[k * dn.0], DType::F32)?, + mid_dn: gpu.alloc_tensor(&[k * dn.1], DType::F32)?, + y_dn: gpu.alloc_tensor(&[k * dn.1], DType::F32)?, + hidden, + mi, + k, + }; + + let mut gate_ups = decode_projection(hfq, gpu, p, "gate_up", expert_ids, n_exp, gu, store)?; + let mut downs = decode_projection(hfq, gpu, p, "down", expert_ids, n_exp, dn, store)?; + + let experts = gate_ups + .drain(..) + .zip(downs.drain(..)) + .map(|(gate_up, down)| ExpertWeights { gate_up, down }) + .collect(); + Ok((experts, tables)) +} + +/// Decode every requested expert of ONE projection. +/// +/// Staging is reused across experts: one device code buffer, one device bare +/// buffer. At A3B gate_up shapes that is 512 KB + 4 MB held for the whole +/// layer instead of 256 allocations, and the decode never round-trips through +/// the host (`escha_decode_tiles` is the device-resident entry; the `_host` +/// wrapper exists only for the G2 parity gate). +#[allow(clippy::too_many_arguments)] +fn decode_projection( + hfq: &HfqFile, + gpu: &mut Gpu, + p: &str, + proj: &str, + expert_ids: &[usize], + n_exp: usize, + shape: (usize, usize), + store: EschaWeightStore, +) -> HipResult> { + let (ic, oc) = shape; + let name = escha_leaf(p, proj, "code"); + let (info, data) = hfq + .tensor_data(&name) + .ok_or_else(|| HipError::new(0, &format!("escha: tensor not found: {name}")))?; + let k = k_from_quant_type(info.quant_type, &name)?; + + let words_per_expert = (ic / 16) * (oc / 16) * 16 * k as usize; + let bytes_per_expert = words_per_expert * 2; + if data.len() != n_exp * bytes_per_expert { + return Err(HipError::new( + 0, + &format!( + "escha: {name} is {} bytes, expected {} for {n_exp} experts of {ic}x{oc} K={k}", + data.len(), + n_exp * bytes_per_expert + ), + )); + } + + // `escha_decode_tiles` validates `code.numel()` in SHORTS, so the staging + // tensor's logical length must be the i16 count (F16 gives the right + // 2-bytes-per-element sizing; the payload is trellis code, not floats). + let code_stage = gpu.alloc_tensor(&[words_per_expert], DType::F16)?; + let bare = gpu.alloc_tensor(&[ic * oc], DType::F16)?; + + let mut out = Vec::with_capacity(expert_ids.len()); + for &x in expert_ids { + if x >= n_exp { + let _ = gpu.free_tensor(code_stage); + let _ = gpu.free_tensor(bare); + return Err(HipError::new( + 0, + &format!("escha: expert id {x} out of range for {n_exp} experts ({name})"), + )); + } + let src = &data[x * bytes_per_expert..(x + 1) * bytes_per_expert]; + gpu.hip.memcpy_htod(&code_stage.buf, src)?; + gpu.escha_decode_tiles(&code_stage, &bare, ic as u32, oc as u32, k)?; + + // The transpose to hipfire's OUT-major slot lives here, folded into + // the store. See the module docs. + let wt = match store { + EschaWeightStore::Q8_0 => { + let nbytes = oc * (ic / 32) * 34; + let buf = gpu.alloc_tensor(&[nbytes], DType::Q8_0)?; + gpu.escha_bare_to_q8_0(&bare, &buf, ic, oc)?; + WeightTensor { + buf, + gpu_dtype: DType::Q8_0, + m: oc, + k: ic, + row_stride: 0, + paro: None, + awq_scale: None, + } + } + EschaWeightStore::F32 => { + let buf = gpu.alloc_tensor(&[oc, ic], DType::F32)?; + gpu.escha_bare_to_f32(&bare, &buf, ic, oc)?; + WeightTensor { + buf, + gpu_dtype: DType::F32, + m: oc, + k: ic, + row_stride: 0, + paro: None, + awq_scale: None, + } + } + }; + out.push(wt); + } + let _ = gpu.free_tensor(code_stage); + let _ = gpu.free_tensor(bare); + Ok(out) +} diff --git a/crates/hipfire-arch-qwen35/src/qwen35/forward.rs b/crates/hipfire-arch-qwen35/src/qwen35/forward.rs index 00c86bd15..95c4cbc4c 100644 --- a/crates/hipfire-arch-qwen35/src/qwen35/forward.rs +++ b/crates/hipfire-arch-qwen35/src/qwen35/forward.rs @@ -712,6 +712,11 @@ fn moe_ffn_decode_impl( topk_indices: s.topk_indices, topk_weights: s.topk_weights, down_expanded: s.down_expanded, + // Escha-W2 (Task 10). `Some` only for Escha-W2 layers; it is both the + // transform tables the H128-wrapped routed executor needs AND the + // layer's escha marker (the loader has already turned the trellis + // experts into Q8_0, so no routed dtype says "escha" any more). + escha: ffn.escha.as_ref().map(|e| e.refs()), }; // Build one DispatchCtx per token (the family threads it through every // inner GEMV — no internal DispatchCtx::new reconstructions). diff --git a/crates/hipfire-arch-qwen35/src/qwen35/load.rs b/crates/hipfire-arch-qwen35/src/qwen35/load.rs index 8d8d31762..9dd8b2e11 100644 --- a/crates/hipfire-arch-qwen35/src/qwen35/load.rs +++ b/crates/hipfire-arch-qwen35/src/qwen35/load.rs @@ -8,6 +8,8 @@ use super::config::f16_lm_head_mode_from_config; use super::config::F16LmHeadMode; use super::config::Qwen35Config; +use super::escha; +use super::escha::EschaWeightStore; use super::forward::layers_have_mq6_moe; use super::weights::dtype_from_quant_type; use super::weights::mixed_expert_tag; @@ -1435,6 +1437,8 @@ fn paro_load_moe_ffn( paro_shared: Some(shared), global_expert_dtypes: None, ep_dummy_buffers: Vec::new(), + // ParoQuant/paged, not Escha-W2. + escha: None, }) } @@ -4357,6 +4361,17 @@ fn e8_aos_to_soa(aos: &[u8], m: usize, k: usize) -> Vec { /// `[n_exp]` with dummy pointers for non-owned slots (which contribute 0 to the /// all-reduce because their gate_up is a zeroed buffer). Uniform files only — /// graded/AWQ EP would need the full per-expert dtype map and is rejected here. +/// Escha-W2 expert storage. Production is `Q8_0`; `HIPFIRE_ESCHA_EXPERT_STORE=f32` +/// selects the weight-exact F32 control arm, which is 4x the memory (60 GiB of +/// experts on the 35B) and exists so the Q8_0 re-quantisation cost can be +/// measured rather than assumed. See `qwen35/escha.rs`. +fn escha_weight_store() -> EschaWeightStore { + match hipfire_config::developer_var("HIPFIRE_ESCHA_EXPERT_STORE").as_deref() { + Ok("f32") | Ok("F32") => EschaWeightStore::F32, + _ => EschaWeightStore::Q8_0, + } +} + pub(crate) fn load_moe_ffn( hfq: &HfqFile, gpu: &mut Gpu, @@ -4750,19 +4765,57 @@ pub(crate) fn load_moe_ffn( .map(|slot| ep.as_ref().map(|e| e.src(slot)).unwrap_or(slot)) .filter(|&x| owns_orig(x)) .collect(); - let packed = if ep_shard.is_none() && packed_mq4_experts_supported(gpu) { + // ── Escha-W2 routed experts (Task 10) ──────────────────────────────── + // An Escha-W2 layer carries ONE trellis code tensor per projection for + // all experts, not the per-expert `experts.{x}.gate_up_proj.weight` + // tensors every other path fishes out by index, so it bypasses both the + // packed-MQ4 fast path and the generic per-expert loop below. + let escha_layer = escha::layer_is_escha(hfq, p); + if escha_layer && (ep_shard.is_some() || ep.is_some()) { + return Err(HipError::new( + 0, + "qwen35: Escha-W2 routed experts do not support EP sharding or a REAP keep-map (both re-map experts across the per-expert tensors escha does not have)", + )); + } + let escha_tables = if escha_layer { + let store = escha_weight_store(); + let (experts, tables) = escha::load_escha_moe_experts( + hfq, + gpu, + p, + &expert_ids, + n_exp, + config.dim, + mi, + config.num_experts_per_tok, + store, + )?; + if layer_idx == 0 { + eprintln!( + " Escha-W2 routed experts: {} experts decoded from the trellis, stored {store:?}", + experts.len() + ); + } + Some((experts, tables)) + } else { + None + }; + + let packed = if !escha_layer && ep_shard.is_none() && packed_mq4_experts_supported(gpu) { try_load_packed_mq4_experts(hfq, gpu, p, &expert_ids, mi, config.dim)? } else { None }; - let (mut experts, packed_expert_owners) = if let Some((experts, owners)) = packed { + let (mut experts, packed_expert_owners, escha_tables) = if let Some((e, t)) = escha_tables { + (e, None, Some(t)) + } else if let Some((experts, owners)) = packed { if layer_idx == 0 { eprintln!( " routed MQ4 expert packing: {} per-expert weight buffers -> 2 layer blobs", 2 * experts.len() ); } - (experts, Some(owners)) + (experts, Some(owners), None) } else { let mut experts = Vec::with_capacity(expert_ids.len()); for x in expert_ids { @@ -4784,7 +4837,7 @@ pub(crate) fn load_moe_ffn( )?; experts.push(ExpertWeights { gate_up, down }); } - (experts, None) + (experts, None, None) }; if e8_soa_experts() && gpu.arch_caps.is_rdna3_dgpu() && ep_shard.is_none() { let mut converted = 0usize; @@ -4902,5 +4955,6 @@ pub(crate) fn load_moe_ffn( paro_shared: None, global_expert_dtypes: None, ep_dummy_buffers, + escha: escha_tables, }) } diff --git a/crates/hipfire-arch-qwen35/src/qwen35/weights.rs b/crates/hipfire-arch-qwen35/src/qwen35/weights.rs index cf25aa7ea..1ebd7046e 100644 --- a/crates/hipfire-arch-qwen35/src/qwen35/weights.rs +++ b/crates/hipfire-arch-qwen35/src/qwen35/weights.rs @@ -300,6 +300,17 @@ pub struct MoeFfnWeights { /// non-owned storage layout. Non-owned global slots alias into the /// matching entry. Owned so `free_moe_ffn` can reclaim them. pub(crate) ep_dummy_buffers: Vec, + + /// Escha-W2 (Task 10): per-layer H128 transform tables + decode scratch. + /// `Some` only for layers loaded from an Escha-W2 checkpoint. + /// + /// This is also the layer's escha MARKER. The loader decodes the trellis + /// and stores the experts as `Q8_0`, so `experts[i].gate_up.gpu_dtype` no + /// longer says "escha" by the time dispatch resolves the layer; only this + /// field does. `moe_ffn_decode_impl` threads it into + /// `MoeParams::escha`, whose `has_escha()` drives both the f16 + /// router-logit round-trip and the H128-wrapped routed executor. + pub escha: Option, } /// Owning storage for the per-layer shared ParoQuant rotation sidecars. @@ -1048,6 +1059,10 @@ impl PendingEpMoeFfn { paro_shared: None, global_expert_dtypes: self.global_dtypes, ep_dummy_buffers: self.dummy_buffers, + // The EP / pending-commit path does not carry escha layers (an + // Escha-W2 checkpoint has one code tensor per layer, not the + // per-expert tensors EP sharding streams). + escha: None, } } } @@ -1340,6 +1355,11 @@ impl MmqScreenable for Qwen35Weights { } fn free_moe_ffn(gpu: &mut Gpu, ffn: MoeFfnWeights) { + // Escha-W2 transform tables + decode scratch. Owned outright (nothing + // aliases them), so free before the experts they describe. + if let Some(e) = ffn.escha { + e.free_gpu(gpu); + } ffn.router.free_all(gpu); ffn.shared_expert_gate.free_all(gpu); ffn.shared_expert.gate.free_all(gpu); diff --git a/crates/hipfire-dispatch/Cargo.toml b/crates/hipfire-dispatch/Cargo.toml index cc27bdc50..4ee4197e4 100644 --- a/crates/hipfire-dispatch/Cargo.toml +++ b/crates/hipfire-dispatch/Cargo.toml @@ -8,6 +8,10 @@ license.workspace = true hip-bridge = { path = "../hip-bridge" } hipfire-config = { path = "../hipfire-config" } rdna-compute = { path = "../rdna-compute" } +# Task 10 (Escha-W2): the routed combine must multiply by f16(score); `half` +# is the workspace's RNE f32->f16 encoder and is already a transitive dep via +# rdna-compute, so this adds no build cost. +half.workspace = true [features] default = [] diff --git a/crates/hipfire-dispatch/src/families/moe.rs b/crates/hipfire-dispatch/src/families/moe.rs index 416712f1b..afe881e22 100644 --- a/crates/hipfire-dispatch/src/families/moe.rs +++ b/crates/hipfire-dispatch/src/families/moe.rs @@ -508,6 +508,32 @@ pub struct MoeParams<'a> { pub topk_indices: &'a GpuTensor, pub topk_weights: &'a GpuTensor, pub down_expanded: &'a GpuTensor, + + /// Escha-W2 (Task 10): per-layer H128 transform tables + the phase + /// scratch the batched routed executor needs. `Some` only for layers + /// loaded from an Escha-W2 checkpoint; `None` leaves every other model + /// byte-identical. + /// + /// This is ALSO the escha marker `MoeDtypes::has_escha_experts` can no + /// longer be: the loader decodes the trellis at load time and stores the + /// experts as `Q8_0`, so by the time dispatch sees the layer no routed + /// dtype says "escha" any more. See [`MoeParams::has_escha`]. + pub escha: Option>, +} + +impl MoeParams<'_> { + /// True iff this layer must take escha semantics — the f16 router-logit + /// round-trip and the H128-wrapped routed executor. + /// + /// Two sources, deliberately OR-ed: `dtypes.has_escha_experts()` still + /// catches a layer whose routed dtype is literally `Escha2T16`/`Escha3T16` + /// (what a future on-the-fly-decode GEMV would present), and + /// `escha.is_some()` catches today's shape, where the loader has already + /// materialised the experts as `Q8_0` and only the transform tables + /// remain as evidence. + pub fn has_escha(&self) -> bool { + self.dtypes.has_escha_experts() || self.escha.is_some() + } } // ── DeepSeek-V4 bias-aware decode parameters ─────────── diff --git a/crates/hipfire-dispatch/src/pipeline/escha.rs b/crates/hipfire-dispatch/src/pipeline/escha.rs new file mode 100644 index 000000000..96701e03c --- /dev/null +++ b/crates/hipfire-dispatch/src/pipeline/escha.rs @@ -0,0 +1,257 @@ +// SPDX-License-Identifier: MIT OR Apache-2.0 +// hipfire — see LICENSE and NOTICE in the project root. +//! Escha-W2 routed-expert decode executor (Task 10). +//! +//! This replaces step 4 (the per-expert routed loop) of +//! [`super::run_moe_decode_cpu_fallback`] for layers whose routed experts came +//! from an Escha-W2 checkpoint. Everything around it — the router GEMV, the +//! f16 logit rounding, top-k selection, and the shared expert — is unchanged +//! arch-6 code. +//! +//! # Why the routed loop needs replacing at all +//! +//! Escha's weights live in a ROTATED domain: the stored matrix is +//! `H·W·H` (up to the folded per-channel scales), so a matmul against it is +//! only the intended linear if the activation is Hadamard-transformed going +//! in and the result is Hadamard-transformed coming out. `escha_h128_in` +//! before the GEMV and `escha_h128_out` after are not a normalisation detail; +//! omitting them yields plausible-looking output that is wrong by ~1e-1 +//! rather than ~1e-4. +//! +//! # Why it is phase-structured rather than a per-expert loop +//! +//! Task 8 measured the H128 kernels LAUNCH-bound: an empty kernel at the same +//! grid/block costs 1.74–1.78 us against a real launch's 2.4 us, and +//! overhead-subtracted time is nearly flat (0.59 → 0.69 us) from 16 to 136 +//! blocks. A per-expert wiring costs `40 layers × 8 experts × 4 transforms = +//! 1280` launches/token = 3.07 ms = a **326 tok/s ceiling from the transforms +//! alone**, before any GEMV work. Running the token's `k` experts in phases — +//! all inputs transformed, then all GEMVs, then all outputs transformed — is +//! **4 H128-family launches per layer, 160 per token, 0.38 ms**. +//! +//! Phase order (per layer, decode, one token): +//! +//! | # | launches | what | +//! |---|----------|------| +//! | 1 | 1 | `escha_h128_in_batched` — gate_up input side, x broadcast | +//! | 2 | k | Q8_0 gate_up GEMV per selected expert | +//! | 3 | 1 | `escha_h128_out_batched` — gate_up output side | +//! | 4 | 1 | `escha_swiglu_batched` | +//! | 5 | 1 | `escha_h128_in_batched` — down input side, per-slot x | +//! | 6 | k | Q8_0 down GEMV per selected expert | +//! | 7 | 1 | `escha_h128_out_batched` — down output side | +//! | 8 | 1 | `moe_down_combine_k8_batched` with f16-rounded scores | +//! +//! The per-expert `rin_eff` / `rout_eff` rows are an extra index into the +//! already-resident `[E, IC]` / `[E, OC]` tensors — the batching is a kernel +//! indexing change plus a grid change, not new maths, and it is gated +//! bit-exactly against `escha_ref` by +//! `rdna-compute/examples/test_escha_h128_gpu_vs_cpu.rs`. + +use rdna_compute::{Gpu, GpuTensor}; + +use crate::context::DispatchCtx; +use crate::families::gemv::{GemvFamily, WeightRef}; +use crate::types::DispatchError; + +/// Borrowed view of one layer's Escha-W2 transform tables plus the decode +/// scratch the phase structure needs. Built by the model +/// (`hipfire_arch_qwen35::qwen35::escha::EschaMoeTables::refs`); this crate +/// never owns or allocates any of it. +pub struct EschaRoutedRefs<'a> { + /// `[n_exp, hidden]` f32 — folded `rin` for the gate_up projection. + pub gate_up_rin: &'a GpuTensor, + /// `[n_exp, 2*mi]` f32 — folded `rout` for gate_up. Carries the per-expert + /// prune mask (zeros); see the zero contract in `escha_h128.hip`. + pub gate_up_rout: &'a GpuTensor, + /// `[n_exp, mi]` f32 — folded `rin` for the down projection. + pub down_rin: &'a GpuTensor, + /// `[n_exp, hidden]` f32 — folded `rout` for down. + pub down_rout: &'a GpuTensor, + /// `[k]` i32 — this token's selected expert ids (device). + pub ids: &'a GpuTensor, + /// `[k]` f32 — this token's combine weights, ALREADY f16-rounded. + pub weights: &'a GpuTensor, + /// `[k, hidden]` f32 scratch. + pub xh_gu: &'a GpuTensor, + /// `[k, 2*mi]` f32 scratch. + pub mid_gu: &'a GpuTensor, + /// `[k, 2*mi]` f32 scratch. + pub y_gu: &'a GpuTensor, + /// `[k, mi]` f32 scratch. + pub h: &'a GpuTensor, + /// `[k, mi]` f32 scratch. + pub xh_dn: &'a GpuTensor, + /// `[k, hidden]` f32 scratch. + pub mid_dn: &'a GpuTensor, + /// `[k, hidden]` f32 scratch — the per-slot expert outputs the combine + /// reduces. + pub y_dn: &'a GpuTensor, +} + +/// Number of H128-family launches this executor issues per call. Pinned as a +/// constant so the launch budget in the module docs is a checked claim rather +/// than a comment: `escha_launches_per_token(n_layers)` is what a decode step +/// actually costs, and `escha_routed_decode` asserts it in debug builds. +pub const ESCHA_H128_LAUNCHES_PER_LAYER: usize = 4; + +/// H128 launches for a whole decode step. Independent of `k` — that is the +/// entire point of batching across experts. +pub fn escha_launches_per_token(n_layers: usize) -> usize { + n_layers * ESCHA_H128_LAUNCHES_PER_LAYER +} + +/// SAFETY: `src` is a device buffer of at least `offset_elems + len_elems` +/// f32; the returned view is non-owning and must not outlive `src`. +unsafe fn view(src: &GpuTensor, offset_elems: usize, len_elems: usize) -> GpuTensor { + let ptr = (src.buf.as_ptr() as *mut u8).add(offset_elems * 4); + GpuTensor { + buf: hip_bridge::DeviceBuffer::from_raw(ptr as *mut _, len_elems * 4), + shape: vec![len_elems], + dtype: rdna_compute::DType::F32, + } +} + +/// Run the routed half of one Escha-W2 MoE layer for one token. +/// +/// `topk_ids` / `topk_weights` are host-side and already selected+renormalised +/// by the caller (production: `run_moe_decode_cpu_fallback`; the G4 gate +/// injects EschaLabs' shipped fixture instead, which is why this boundary is +/// public). `out` is accumulated into, never overwritten. +/// +/// The combine multiplies by **`f16(score)`** — one of the three load-bearing +/// rounding points of the format. It is applied here, on the host copy, so the +/// caller's `topk_weights` device buffer is left untouched for any other +/// consumer (e.g. `capture_expert_stats`). +#[allow(clippy::too_many_arguments)] +pub fn escha_routed_decode( + ctx: &DispatchCtx, + gpu: &mut Gpu, + e: &EschaRoutedRefs<'_>, + routed_experts: &[(WeightRef<'_>, WeightRef<'_>)], + topk_ids: &[usize], + topk_weights: &[f32], + x_norm: &GpuTensor, + out: &GpuTensor, + hidden: usize, + mi: usize, +) -> Result<(), DispatchError> { + macro_rules! hip { + ($ex:expr) => { + $ex.map_err(|err| DispatchError::Hip(err.to_string())) + }; + } + let k = topk_ids.len(); + // `moe_down_combine_k8_batched` unrolls to a hard 8 slots (`k < K_TOP` + // guard inside a `for k in 0..8`), so it silently drops slots 8.. rather + // than failing. Every escha SKU is k=8; reject anything else loudly here + // instead of returning a quietly truncated sum. + if k > 8 { + return Err(DispatchError::UnsupportedVariant { + family: "moe", + variant: "escha-routed-decode-supports-k<=8", + arch: "", + quant: "", + }); + } + if k == 0 || k != topk_weights.len() { + return Err(DispatchError::UnsupportedVariant { + family: "moe", + variant: "escha-topk-id-weight-length-mismatch", + arch: "", + quant: "", + }); + } + for &id in topk_ids { + if id >= routed_experts.len() { + return Err(DispatchError::UnsupportedVariant { + family: "moe", + variant: "escha-topk-id-out-of-range", + arch: "", + quant: "", + }); + } + } + + // ids + f16-rounded combine weights -> device. + let ids_i32: Vec = topk_ids.iter().map(|&i| i as i32).collect(); + let id_bytes: Vec = ids_i32.iter().flat_map(|v| v.to_le_bytes()).collect(); + hip!(gpu.hip.memcpy_htod(&e.ids.buf, &id_bytes))?; + let w_bytes: Vec = topk_weights + .iter() + .map(|&w| f32::from(half::f16::from_f32(w))) + .flat_map(|w| w.to_le_bytes()) + .collect(); + hip!(gpu.hip.memcpy_htod(&e.weights.buf, &w_bytes))?; + + // ── 1. gate_up input transform, all k slots, ONE launch ─────────────── + hip!(gpu.escha_h128_batched( + "escha_h128_in_batched", + x_norm, + e.gate_up_rin, + e.ids, + e.xh_gu, + hidden, + k, + false, + ))?; + + // ── 2. gate_up GEMV per selected expert ─────────────────────────────── + static GEMV: std::sync::OnceLock = std::sync::OnceLock::new(); + let gemv = GEMV.get_or_init(GemvFamily::new); + for (s, &id) in topk_ids.iter().enumerate() { + let x = unsafe { view(e.xh_gu, s * hidden, hidden) }; + let y = unsafe { view(e.mid_gu, s * 2 * mi, 2 * mi) }; + gemv.run_auto(ctx, gpu, &routed_experts[id].0, &x, &y)?; + } + + // ── 3. gate_up output transform, ONE launch ─────────────────────────── + hip!(gpu.escha_h128_batched( + "escha_h128_out_batched", + e.mid_gu, + e.gate_up_rout, + e.ids, + e.y_gu, + 2 * mi, + k, + true, + ))?; + + // ── 4. SwiGLU on the f16-rounded merged output, gate = FIRST half ───── + hip!(gpu.escha_swiglu_batched(e.y_gu, e.h, mi, k))?; + + // ── 5. down input transform, ONE launch (per-slot activation) ───────── + hip!(gpu.escha_h128_batched( + "escha_h128_in_batched", + e.h, + e.down_rin, + e.ids, + e.xh_dn, + mi, + k, + true, + ))?; + + // ── 6. down GEMV per selected expert ────────────────────────────────── + for (s, &id) in topk_ids.iter().enumerate() { + let x = unsafe { view(e.xh_dn, s * mi, mi) }; + let y = unsafe { view(e.mid_dn, s * hidden, hidden) }; + gemv.run_auto(ctx, gpu, &routed_experts[id].1, &x, &y)?; + } + + // ── 7. down output transform, ONE launch ────────────────────────────── + hip!(gpu.escha_h128_batched( + "escha_h128_out_batched", + e.mid_dn, + e.down_rout, + e.ids, + e.y_dn, + hidden, + k, + true, + ))?; + + // ── 8. weighted combine into the residual, ONE launch ───────────────── + hip!(gpu.moe_down_combine_k8_batched(e.y_dn, e.weights, out, hidden, k, 1))?; + Ok(()) +} diff --git a/crates/hipfire-dispatch/src/pipeline/mod.rs b/crates/hipfire-dispatch/src/pipeline/mod.rs index 8bef1a98a..23f479f5b 100644 --- a/crates/hipfire-dispatch/src/pipeline/mod.rs +++ b/crates/hipfire-dispatch/src/pipeline/mod.rs @@ -17,6 +17,10 @@ pub use steps::{execute_steps, FusedPattern, GemvInput, Step}; // only at this step; not on any live path until wired behind HIPFIRE_FORWARD_LOWERED). pub mod superop; +/// Escha-W2 routed-expert decode executor (Task 10). Replaces step 4 of the +/// CPU-top-K fallback for escha layers; everything else stays arch-6 code. +pub mod escha; + pub struct Pipeline { pub ops: &'static [PipelineOp], } @@ -885,6 +889,20 @@ pub fn run_moe_decode( // shared-expert down → generic per-expert routed loop, then returns. It // does NOT fall through to the indexed GPU-top-K path below (which assumes // k=8 + an indexable routed dtype). + // Escha-only router-logits f16 round-trip. This is HOISTED ABOVE the + // CPU-fallback return on purpose (Task 10 fix): Task 9 placed it further + // down, on the GPU-top-K path only, but escha's routed experts are stored + // Q8_0 and Q8_0 is not an indexable routed dtype — so every real escha + // layer takes the `!use_gpu_topk` branch below and the rounding was + // unreachable on the one model family that needs it. The rationale for + // the rounding itself is unchanged; see the comment at the (now + // no-op-for-escha) second call site below and + // `MoeDtypes::has_escha_experts`. `p.has_escha()` also admits layers whose + // routed dtype has been rewritten to Q8_0 by the escha loader, which + // `has_escha_experts()` alone can no longer see. + if p.has_escha() { + hip!(gpu.router_logits_round_f16_rne(p.router_logits))?; + } if !res.use_gpu_topk { return run_moe_decode_cpu_fallback(ctx, gpu, p, &shared_gate, &shared_up); } @@ -928,9 +946,11 @@ pub fn run_moe_decode( // BEFORE the kernel-selection `if`/`else` below, so both routes (the // fused exact-wave64 kernel and the softmax_f32 + moe_topk_renorm_k8 // fallback pair) see identically-rounded logits. - if p.dtypes.has_escha_experts() { - hip!(gpu.router_logits_round_f16_rne(p.router_logits))?; - } + // (The rounding itself was applied above, hoisted so the CPU-top-K + // fallback gets it too. Re-rounding here would be numerically a no-op — + // f16(f16(x)) == f16(x) — but the launch would not be free, so it is not + // repeated. This site keeps the rationale next to the selection kernels + // it protects.) static ROUTER_SHARED_FUSE: OnceLock = OnceLock::new(); let router_shared_fuse = exact_wave64_router && p.batch_size == 1 @@ -2077,6 +2097,47 @@ fn run_moe_decode_cpu_fallback( }); } + // ── 4a. Escha-W2 routed experts: the H128-wrapped, batched executor ────── + // Escha weights are in a rotated domain; a plain per-expert `run_auto` + // here would silently produce ~1e-1-wrong output. The executor also + // batches the transforms across the token's k experts, which is a + // measured hard requirement (see pipeline::escha module docs), so it + // replaces the loop below wholesale rather than wrapping each iteration. + if let Some(escha) = p.escha.as_ref() { + if p.expert_down_awq_ptrs.is_some() || p.expert_dtype_tags.is_some() { + return Err(DispatchError::UnsupportedVariant { + family: "moe", + variant: "escha-routed-with-awq-or-graded-tiers", + arch: "", + quant: "", + }); + } + if gpu.hessian_capture.is_some() { + // The capture keys off the RAW pre-rotation activations; on the + // escha path those are the H128 outputs, not `x_norm`/`silu(g)*u`, + // so silently reusing the loop below's keys would poison the + // Hessians. Refuse rather than record the wrong thing. + return Err(DispatchError::UnsupportedVariant { + family: "moe", + variant: "escha-routed-hessian-capture-unsupported", + arch: "", + quant: "", + }); + } + return crate::pipeline::escha::escha_routed_decode( + ctx, + gpu, + escha, + p.routed_experts, + &topk_indices, + &topk_weights, + p.x_norm, + p.x_residual, + p.hidden, + mi, + ); + } + // ── 4. Per-expert routed loop (master's generic `weight_gemv` arm) ──────── static GEMV_FB: OnceLock = OnceLock::new(); let gemv = GEMV_FB.get_or_init(GemvFamily::new); diff --git a/crates/rdna-compute/examples/test_escha_h128_gpu_vs_cpu.rs b/crates/rdna-compute/examples/test_escha_h128_gpu_vs_cpu.rs index 4918a90a0..5adf5bfd9 100644 --- a/crates/rdna-compute/examples/test_escha_h128_gpu_vs_cpu.rs +++ b/crates/rdna-compute/examples/test_escha_h128_gpu_vs_cpu.rs @@ -42,5 +42,198 @@ fn main() { ); assert_eq!(bad_in, 0); assert_eq!(bad_out, 0); + + batched_vs_ref(&mut gpu, n); println!("G3 PASS"); } + +/// G3b (Task 10): the BATCHED forms must agree with `escha_ref` element for +/// element, exactly as the per-expert forms do. Batching is an indexing +/// change — slot `s` reads row `ids[s]` of the resident `[E, n]` table — so a +/// wrong index would still produce plausible, full-magnitude output. It is +/// gated against the oracle, never against the per-expert kernel alone. +/// +/// The slot list deliberately repeats an expert (two slots on row 1) and is +/// not sorted: nothing in the kernel may assume distinct or ordered ids. +fn batched_vs_ref(gpu: &mut rdna_compute::Gpu, n: usize) { + use rdna_compute::DType; + let n_exp = 5usize; + let ids: Vec = vec![3, 1, 0, 1]; + let slots = ids.len(); + + // Per-expert transform vectors. Expert 1 (used twice) carries the pruned + // channels so the zero contract is exercised through the batched index. + let mut r_in = vec![0.0f32; n_exp * n]; + let mut r_out = vec![0.0f32; n_exp * n]; + for e in 0..n_exp { + for i in 0..n { + r_in[e * n + i] = if (i + e) % 3 == 0 { -0.0023 } else { 0.0019 } * (1.0 + e as f32); + r_out[e * n + i] = 1.0 + ((i + 2 * e) % 5) as f32 * 0.1; + } + } + r_out[1 * n + 7] = 0.0; + r_out[1 * n + 1000] = 0.0; + + // Broadcast activation (gate_up input side) and a per-slot one (down side). + let x1: Vec = (0..n).map(|i| ((i * 37) as f32 * 0.017).sin()).collect(); + let xk: Vec = (0..slots * n) + .map(|i| ((i * 11) as f32 * 0.013).cos() * 0.5) + .collect(); + + let up = |g: &rdna_compute::Gpu, v: &[f32]| { + let b: Vec = v.iter().flat_map(|x| x.to_le_bytes()).collect(); + g.upload_raw(&b, &[v.len()]).expect("upload") + }; + let d_rin = up(gpu, &r_in); + let d_rout = up(gpu, &r_out); + let d_x1 = up(gpu, &x1); + let d_xk = up(gpu, &xk); + let id_bytes: Vec = ids.iter().flat_map(|v| v.to_le_bytes()).collect(); + let d_ids = gpu.upload_raw(&id_bytes, &[slots]).expect("ids"); + let d_out = gpu.alloc_tensor(&[slots * n], DType::F32).expect("out"); + + // ── in, broadcast x ────────────────────────────────────────────────── + gpu.escha_h128_batched( + "escha_h128_in_batched", + &d_x1, + &d_rin, + &d_ids, + &d_out, + n, + slots, + false, + ) + .expect("in batched (broadcast)"); + let got = gpu.download_f32(&d_out).expect("dl"); + let mut bad = 0usize; + for (s, &e) in ids.iter().enumerate() { + let want = escha_ref::input_transform(&x1, &r_in[e as usize * n..(e as usize + 1) * n]); + for i in 0..n { + if got[s * n + i] != f16_to_f32(want[i]) { + bad += 1; + } + } + } + println!( + "h128_in_batched (broadcast x): {bad} mismatched of {}", + slots * n + ); + assert_eq!(bad, 0); + + // ── in, per-slot x ─────────────────────────────────────────────────── + gpu.escha_h128_batched( + "escha_h128_in_batched", + &d_xk, + &d_rin, + &d_ids, + &d_out, + n, + slots, + true, + ) + .expect("in batched (per-slot)"); + let got = gpu.download_f32(&d_out).expect("dl"); + let mut bad = 0usize; + for (s, &e) in ids.iter().enumerate() { + let want = escha_ref::input_transform( + &xk[s * n..(s + 1) * n], + &r_in[e as usize * n..(e as usize + 1) * n], + ); + for i in 0..n { + if got[s * n + i] != f16_to_f32(want[i]) { + bad += 1; + } + } + } + println!( + "h128_in_batched (per-slot x): {bad} mismatched of {}", + slots * n + ); + assert_eq!(bad, 0); + + // ── out ────────────────────────────────────────────────────────────── + gpu.escha_h128_batched( + "escha_h128_out_batched", + &d_xk, + &d_rout, + &d_ids, + &d_out, + n, + slots, + true, + ) + .expect("out batched"); + let got = gpu.download_f32(&d_out).expect("dl"); + let mut bad = 0usize; + for (s, &e) in ids.iter().enumerate() { + let want = escha_ref::output_transform( + &xk[s * n..(s + 1) * n], + &r_out[e as usize * n..(e as usize + 1) * n], + ); + for i in 0..n { + if got[s * n + i] != f16_to_f32(want[i]) { + bad += 1; + } + } + } + println!("h128_out_batched: {bad} mismatched of {}", slots * n); + assert_eq!(bad, 0); + // Pruned channels of expert 1 land in slots 1 and 3. + for s in [1usize, 3] { + for ch in [7usize, 1000] { + assert_eq!( + got[s * n + ch], + 0.0, + "slot {s} channel {ch} must be exactly zero" + ); + } + } + + // ── batched SwiGLU ─────────────────────────────────────────────────── + // Input must be f16-representable (it is the H128 output in production); + // reuse the transform result above so the gate feeds the real shape. + let inter = n / 2; + let d_h = gpu + .alloc_tensor(&[slots * inter], DType::F32) + .expect("h buf"); + gpu.escha_swiglu_batched(&d_out, &d_h, inter, slots) + .expect("swiglu"); + let got_h = gpu.download_f32(&d_h).expect("dl"); + let mut ulp1 = 0usize; + let mut worse = 0usize; + for s in 0..slots { + let bits: Vec = got[s * n..(s + 1) * n] + .iter() + .map(|&v| escha_ref::f16_rne(v)) + .collect(); + let want = escha_ref::swiglu(&bits, inter); + for i in 0..inter { + let gb = escha_ref::f16_rne(got_h[s * inter + i]); + if gb != want[i] { + let d = (gb as i32 - want[i] as i32).abs(); + if d == 1 { + ulp1 += 1; + } else { + worse += 1; + } + } + } + } + println!( + "swiglu_batched vs escha_ref::swiglu: {ulp1} at 1 f16 ulp, {worse} worse, of {}", + slots * inter + ); + // Device `expf` and Rust `f32::exp` are both <1 ulp but not the same + // function, so a handful of values straddle an f16 rounding boundary. + // Anything beyond 1 ulp is a real defect (wrong half, wrong slot stride, + // missing rounding), not a libm difference. + assert_eq!( + worse, 0, + "swiglu differs from the oracle by more than 1 ulp" + ); + assert!( + ulp1 * 1000 <= slots * inter, + "swiglu 1-ulp mismatches {ulp1} exceed 0.1% of {} — not a libm difference", + slots * inter + ); +} diff --git a/crates/rdna-compute/src/dispatch.rs b/crates/rdna-compute/src/dispatch.rs index 57d454e5a..e56dda10c 100644 --- a/crates/rdna-compute/src/dispatch.rs +++ b/crates/rdna-compute/src/dispatch.rs @@ -4273,6 +4273,10 @@ impl Gpu { kernels::ESCHA_DECODE_TILES_SRC.to_string(), )); specs.push(("escha_h128", kernels::ESCHA_H128_SRC.to_string())); + specs.push(( + "escha_bare_to_outmajor", + kernels::ESCHA_BARE_TO_OUTMAJOR_SRC.to_string(), + )); // Embedding kernels — Q8_0 is most common, also cover HFQ4G256/G128 variants specs.push(("embedding_q8", kernels::EMBEDDING_Q8_SRC.to_string())); @@ -4603,6 +4607,19 @@ impl Gpu { "sample_topk_partial_fast65", "sample_topk_finalize_fast65", ], + // Escha-W2 (Tasks 8/10): two multi-entry modules whose module + // name is NOT a symbol. Without these arms the `other => + // vec![other]` default asks hipModuleGetFunction for a symbol + // named "escha_h128" / "escha_bare_to_outmajor", which does not + // exist, and the whole precompile batch fails. + "escha_h128" => vec![ + "escha_h128_in", + "escha_h128_out", + "escha_h128_in_batched", + "escha_h128_out_batched", + "escha_swiglu_batched", + ], + "escha_bare_to_outmajor" => vec!["escha_bare_to_q8_0", "escha_bare_to_f32"], other => vec![other], }; // Compile and ensure the module is loaded once. diff --git a/crates/rdna-compute/src/gemv.rs b/crates/rdna-compute/src/gemv.rs index 8552db19a..f7d9edf35 100644 --- a/crates/rdna-compute/src/gemv.rs +++ b/crates/rdna-compute/src/gemv.rs @@ -13849,6 +13849,278 @@ impl Gpu { .collect()) } + /// One H128 launch covering ALL `slots` top-k experts of a token + /// (Task 10). `entry` is `escha_h128_in_batched` or + /// `escha_h128_out_batched`. + /// + /// This is a HARD REQUIREMENT of the escha forward path, not an + /// optimisation: Task 8 measured these kernels launch-bound (an empty + /// kernel at the same grid/block is 70-75% of a real launch's cost), so + /// the per-expert form costs 1280 launches/token = 3.07 ms = a 326 tok/s + /// ceiling before any GEMV work. The batched form is 160 launches. + /// + /// - `a`: `[n]` when `x_batched == false` (input side of gate_up — every + /// top-k expert sees the same post-rmsnorm activation), else + /// `[slots, n]`. The output side is always `[slots, n]`. + /// - `r_table`: the whole resident `[E, n]` `escha_rin_eff` / + /// `escha_rout_eff` tensor. Slot `s` reads row `ids[s]` — that indexing + /// IS the batching; no per-expert vector is gathered or copied. + /// - `ids`: `[slots]` i32 expert ids, device-resident. + /// - `out`: `[slots, n]` F32 holding f16-ROUNDED values (see the kernel). + pub fn escha_h128_batched( + &mut self, + entry: &str, + a: &GpuTensor, + r_table: &GpuTensor, + ids: &GpuTensor, + out: &GpuTensor, + n: usize, + slots: usize, + x_batched: bool, + ) -> HipResult<()> { + self.bind_thread()?; + if n % 128 != 0 { + return Err(hip_bridge::HipError::new( + 0, + &format!("escha_h128_batched: n={n} is not a multiple of 128"), + )); + } + let want_a = if x_batched { slots * n } else { n }; + if a.numel() != want_a { + return Err(hip_bridge::HipError::new( + 0, + &format!( + "escha_h128_batched: a has {} elements, need {want_a}", + a.numel() + ), + )); + } + if out.numel() != slots * n { + return Err(hip_bridge::HipError::new( + 0, + &format!( + "escha_h128_batched: out has {} elements, need {}", + out.numel(), + slots * n + ), + )); + } + if r_table.numel() % n != 0 || r_table.numel() < n { + return Err(hip_bridge::HipError::new( + 0, + &format!( + "escha_h128_batched: r table has {} elements, not a whole number of {n}-wide rows", + r_table.numel() + ), + )); + } + if ids.numel() < slots { + return Err(hip_bridge::HipError::new( + 0, + &format!( + "escha_h128_batched: ids has {} elements, need {slots}", + ids.numel() + ), + )); + } + self.ensure_kernel("escha_h128", kernels::ESCHA_H128_SRC, entry)?; + let mut a_ptr = a.buf.as_ptr(); + let mut r_ptr = r_table.buf.as_ptr(); + let mut i_ptr = ids.buf.as_ptr(); + let mut o_ptr = out.buf.as_ptr(); + let mut n_val = n as i32; + let mut xb = i32::from(x_batched); + let mut params: Vec<*mut c_void> = if entry == "escha_h128_in_batched" { + vec![ + &mut a_ptr as *mut _ as *mut c_void, + &mut r_ptr as *mut _ as *mut c_void, + &mut i_ptr as *mut _ as *mut c_void, + &mut o_ptr as *mut _ as *mut c_void, + &mut n_val as *mut _ as *mut c_void, + &mut xb as *mut _ as *mut c_void, + ] + } else { + vec![ + &mut a_ptr as *mut _ as *mut c_void, + &mut r_ptr as *mut _ as *mut c_void, + &mut i_ptr as *mut _ as *mut c_void, + &mut o_ptr as *mut _ as *mut c_void, + &mut n_val as *mut _ as *mut c_void, + ] + }; + let func = &self.functions[entry]; + let grid = (slots * (n / 128)) as u32; + // Counted so the "160 H128 launches per token" budget is a MEASURED + // number in the G4 gate, not a claim in a comment. Relaxed ordering: + // this is a diagnostic tally, nothing synchronises on it. + crate::ESCHA_H128_LAUNCHES.fetch_add(1, std::sync::atomic::Ordering::Relaxed); + unsafe { + self.hip + .launch_kernel(func, [grid, 1, 1], [128, 1, 1], 0, None, &mut params) + } + } + + /// SwiGLU over the f16-rounded merged `gate_up` output, batched across + /// the token's top-k slots. `y` is `[slots, 2*inter]` (gate = FIRST + /// half), `h` is `[slots, inter]`. One launch for the whole token. + pub fn escha_swiglu_batched( + &mut self, + y: &GpuTensor, + h: &GpuTensor, + inter: usize, + slots: usize, + ) -> HipResult<()> { + self.bind_thread()?; + if y.numel() != slots * 2 * inter || h.numel() != slots * inter { + return Err(hip_bridge::HipError::new( + 0, + &format!( + "escha_swiglu_batched: y={} h={} for slots={slots} inter={inter}", + y.numel(), + h.numel() + ), + )); + } + self.ensure_kernel( + "escha_h128", + kernels::ESCHA_H128_SRC, + "escha_swiglu_batched", + )?; + let mut y_ptr = y.buf.as_ptr(); + let mut h_ptr = h.buf.as_ptr(); + let mut inter_i = inter as i32; + let mut params: Vec<*mut c_void> = vec![ + &mut y_ptr as *mut _ as *mut c_void, + &mut h_ptr as *mut _ as *mut c_void, + &mut inter_i as *mut _ as *mut c_void, + ]; + let func = &self.functions["escha_swiglu_batched"]; + let bx = 256u32; + let gx = (inter as u32).div_ceil(bx); + unsafe { + self.hip.launch_kernel( + func, + [gx, slots as u32, 1], + [bx, 1, 1], + 0, + None, + &mut params, + ) + } + } + + /// Load path: transpose the bare in-major `[ic, oc]` fp16 that + /// `escha_decode_tiles` produced into hipfire's OUT-major expert slot, + /// re-quantising to Q8_0 in the same pass. `out` must be + /// `oc * (ic/32) * 34` bytes. + pub fn escha_bare_to_q8_0( + &mut self, + bare: &GpuTensor, + out: &GpuTensor, + ic: usize, + oc: usize, + ) -> HipResult<()> { + self.bind_thread()?; + if ic % 32 != 0 { + return Err(hip_bridge::HipError::new( + 0, + &format!("escha_bare_to_q8_0: ic={ic} is not a multiple of 32"), + )); + } + if bare.numel() != ic * oc { + return Err(hip_bridge::HipError::new( + 0, + &format!( + "escha_bare_to_q8_0: bare has {} elements, need {}", + bare.numel(), + ic * oc + ), + )); + } + let want = oc * (ic / 32) * 34; + if out.byte_size() != want { + return Err(hip_bridge::HipError::new( + 0, + &format!( + "escha_bare_to_q8_0: out is {} bytes, need {want}", + out.byte_size() + ), + )); + } + self.ensure_kernel( + "escha_bare_to_outmajor", + kernels::ESCHA_BARE_TO_OUTMAJOR_SRC, + "escha_bare_to_q8_0", + )?; + let mut b_ptr = bare.buf.as_ptr(); + let mut o_ptr = out.buf.as_ptr(); + let mut ic_i = ic as i32; + let mut oc_i = oc as i32; + let mut params: Vec<*mut c_void> = vec![ + &mut b_ptr as *mut _ as *mut c_void, + &mut o_ptr as *mut _ as *mut c_void, + &mut ic_i as *mut _ as *mut c_void, + &mut oc_i as *mut _ as *mut c_void, + ]; + let func = &self.functions["escha_bare_to_q8_0"]; + let grid = (oc * (ic / 32)) as u32; + unsafe { + self.hip + .launch_kernel(func, [grid, 1, 1], [32, 1, 1], 0, None, &mut params) + } + } + + /// Weight-exact control arm of [`Self::escha_bare_to_q8_0`]: same + /// transpose, F32 store, no re-quantisation. 4 B/weight — diagnostic + /// only (the G4 gate uses it to separate wiring error from Q8_0 error). + pub fn escha_bare_to_f32( + &mut self, + bare: &GpuTensor, + out: &GpuTensor, + ic: usize, + oc: usize, + ) -> HipResult<()> { + self.bind_thread()?; + if bare.numel() != ic * oc || out.numel() != ic * oc { + return Err(hip_bridge::HipError::new( + 0, + &format!( + "escha_bare_to_f32: bare={} out={} need {} each", + bare.numel(), + out.numel(), + ic * oc + ), + )); + } + self.ensure_kernel( + "escha_bare_to_outmajor", + kernels::ESCHA_BARE_TO_OUTMAJOR_SRC, + "escha_bare_to_f32", + )?; + let mut b_ptr = bare.buf.as_ptr(); + let mut o_ptr = out.buf.as_ptr(); + let mut ic_i = ic as i32; + let mut oc_i = oc as i32; + let mut params: Vec<*mut c_void> = vec![ + &mut b_ptr as *mut _ as *mut c_void, + &mut o_ptr as *mut _ as *mut c_void, + &mut ic_i as *mut _ as *mut c_void, + &mut oc_i as *mut _ as *mut c_void, + ]; + let func = &self.functions["escha_bare_to_f32"]; + let bx = 256u32; + unsafe { + self.hip.launch_kernel( + func, + [(ic as u32).div_ceil(bx), oc as u32, 1], + [bx, 1, 1], + 0, + None, + &mut params, + ) + } + } + /// y = A_q8hfq * x (split-metadata Q8 GEMV, row_stride = padded row bytes) pub fn gemv_q8hfq( &mut self, diff --git a/crates/rdna-compute/src/kernels.rs b/crates/rdna-compute/src/kernels.rs index a13be7b76..bda8bb67b 100644 --- a/crates/rdna-compute/src/kernels.rs +++ b/crates/rdna-compute/src/kernels.rs @@ -4821,6 +4821,15 @@ pub const ESCHA_DECODE_TILES_SRC: &str = /// entry points sharing one source file — see `ensure_kernel` call sites. pub const ESCHA_H128_SRC: &str = include_str!("../../../kernels/src/escha_h128.hip"); +/// Escha-W2 load-path transpose: `escha_decode_tiles` writes bare fp16 +/// IN-major `[ic, oc]` (escha's tile grid is in-major); hipfire's expert +/// slots are OUT-major `[oc, ic]`. Two entry points — `escha_bare_to_q8_0` +/// (production: transpose + Q8_0 re-quantise in one pass) and +/// `escha_bare_to_f32` (the weight-exact control arm the G4 gate uses to +/// separate wiring error from re-quantisation error). +pub const ESCHA_BARE_TO_OUTMAJOR_SRC: &str = + include_str!("../../../kernels/src/escha_bare_to_outmajor.hip"); + /// Batched Q8_0 GEMM. Same per-row math as gemv_q8_0 but holds MAX_BATCH /// per-row accumulators in registers, broadcasting each weight load across /// all batch elements. Saves the (batch_size - 1)× weight re-reads of the diff --git a/crates/rdna-compute/src/lib.rs b/crates/rdna-compute/src/lib.rs index 3822d3797..b22d5ad21 100644 --- a/crates/rdna-compute/src/lib.rs +++ b/crates/rdna-compute/src/lib.rs @@ -86,3 +86,15 @@ mod tests { ); } } + +/// Process-wide count of `escha_h128_in_batched` / `escha_h128_out_batched` +/// launches. The Escha-W2 forward path is launch-bound (Task 8), so the +/// per-token launch budget is a correctness-adjacent property: the G4 gate +/// reads this to report the achieved launches/token instead of asserting a +/// comment. Diagnostic only — nothing synchronises on it. +pub static ESCHA_H128_LAUNCHES: std::sync::atomic::AtomicU64 = std::sync::atomic::AtomicU64::new(0); + +/// Read (and optionally reset) the H128 batched-launch tally. +pub fn escha_h128_launches() -> u64 { + ESCHA_H128_LAUNCHES.load(std::sync::atomic::Ordering::Relaxed) +} diff --git a/kernels/src/escha_bare_to_outmajor.hip b/kernels/src/escha_bare_to_outmajor.hip new file mode 100644 index 000000000..dcbeb2e0d --- /dev/null +++ b/kernels/src/escha_bare_to_outmajor.hip @@ -0,0 +1,84 @@ +// SPDX-License-Identifier: Apache-2.0 +// Copyright (c) 2026 Kaden Schutt +// hipfire — see LICENSE and NOTICE in the project root. +// +// Escha-W2 load path, step 3 of 3 (Task 10). `escha_decode_tiles` writes the +// decoded weight BARE and IN-MAJOR — row-major `[in_features, out_features]` +// fp16 — because escha's code tile grid is in-major (`[in/16, out/16]`). +// hipfire's expert slots are OUT-major: `experts[X].gate_up` is +// `[2*moe_intermediate, hidden]` (see hipfire-arch-qwen35 weights.rs:69), and +// every hipfire GEMV walks K contiguously along a row. So the transpose +// happens HERE, folded into the store, and it is the single place in the +// port where a wrong orientation would still produce a full-rank, +// plausible-looking weight matrix. Do not "simplify" the indexing. +// +// Both entry points read `bare[i * oc + o]` (in-major) and write element +// `(o, i)` of an out-major `[oc, ic]` matrix. + +#include +#include + +// Q8_0 target layout (hipfire's, see kernels/src/gemv_q8_0.hip): per output +// row `o`, `ic/32` consecutive blocks of 34 bytes — fp16 scale at +0, then 32 +// signed int8. Row stride is therefore `(ic/32) * 34` bytes and there is no +// padding. +// +// One block per (o, blk) pair, 32 threads; thread `t` owns element +// `i = blk*32 + t`. The 32 reads are strided by `oc` fp16 in `bare` — that is +// inherent to transposing, and this runs ONCE PER EXPERT AT LOAD TIME, not +// per token, so it is not on any hot path. +// +// Scale rule matches llama.cpp/hipfire Q8_0: `d = amax/127` rounded to fp16, +// values `roundf(v/d)` clamped to [-127, 127]. The clamp is load-bearing: +// when `f16(amax/127) < amax/127` the extreme element rounds to +/-128, which +// would wrap in int8. +extern "C" __global__ void escha_bare_to_q8_0( + const __half* __restrict__ bare, // [ic, oc] in-major + unsigned char* __restrict__ out, // [oc][ic/32][34] + int ic, int oc) { + const int blocks_per_row = ic >> 5; + const int o = blockIdx.x / blocks_per_row; + const int blk = blockIdx.x - o * blocks_per_row; + const int t = threadIdx.x; + const int i = (blk << 5) + t; + + const float v = __half2float(bare[(size_t)i * oc + o]); + + float amax = fabsf(v); + #pragma unroll + for (int off = 16; off > 0; off >>= 1) { + amax = fmaxf(amax, __shfl_xor(amax, off, 32)); + } + + const __half dh = __float2half(amax / 127.0f); + const float d = __half2float(dh); + int q = 0; + if (d != 0.0f) { + float r = roundf(v / d); + q = (int)fminf(fmaxf(r, -127.0f), 127.0f); + } + + unsigned char* blkp = out + ((size_t)o * blocks_per_row + blk) * 34; + if (t == 0) { + unsigned short sb = __half_as_ushort(dh); + blkp[0] = (unsigned char)(sb & 0xFF); + blkp[1] = (unsigned char)(sb >> 8); + } + blkp[2 + t] = (unsigned char)(signed char)q; +} + +// F32 out-major transpose — the bit-exact control arm. `escha_bare_to_q8_0` +// re-quantises the decoded weight to 8 bits, which costs real accuracy (see +// the G4 gate); this entry stores the decoded fp16 value widened to f32 with +// no loss at all, so a caller can measure the re-quantisation cost against a +// weight-exact baseline instead of guessing at it. 4 bytes/weight, so it is a +// diagnostic/small-layer path, not a way to run the 35B model. +extern "C" __global__ void escha_bare_to_f32( + const __half* __restrict__ bare, // [ic, oc] in-major + float* __restrict__ out, // [oc, ic] out-major + int ic, int oc) { + const int i = blockIdx.x * blockDim.x + threadIdx.x; + const int o = blockIdx.y; + if (i >= ic) return; + out[(size_t)o * ic + i] = __half2float(bare[(size_t)i * oc + o]); +} diff --git a/kernels/src/escha_h128.hip b/kernels/src/escha_h128.hip index 6069c6b68..782fcd218 100644 --- a/kernels/src/escha_h128.hip +++ b/kernels/src/escha_h128.hip @@ -142,3 +142,102 @@ extern "C" __global__ void escha_h128_out( float* out = h128_parallel(bufA, bufB, t); y[idx] = f2h_rne(out[t] * ESCHA_RS * rout[idx]); } + +// ── Batched-across-experts forms (Task 10) ─────────────────────────────── +// +// WHY THESE EXIST: Task 8 measured the H128 kernels as LAUNCH-bound, not +// bandwidth-bound — an empty kernel at the same grid/block costs 1.74-1.78 us +// against a real launch's 2.4 us, and the overhead-subtracted time is nearly +// flat (0.59 -> 0.69 us) from 16 to 136 blocks. Issuing one launch per +// (expert, projection, side) costs 40 layers x 8 experts x 4 transforms = +// 1280 launches/token = 3.07 ms = a 326 tok/s ceiling from the transforms +// ALONE, before any GEMV work. One launch per (layer, projection, side) +// covering all top_k experts is 160 launches = 0.38 ms. +// +// The maths is identical to the per-expert form; the only change is that +// `r` is now the whole resident `[E, n]` table and each slot picks its row +// via `ids[slot]`. Grid is `slots * (n/128)` blocks of 128 threads; block +// `g` serves slot `g / (n/128)`, group `g % (n/128)`. +// +// OUTPUT DTYPE: these write f32 holding the f16-ROUNDED value (widened), +// not __half. The value set is identical to the per-expert kernels' — the +// rounding happens at exactly the same point — but the consumer is +// hipfire's f32 GEMV, so widening here saves a separate convert launch. +// +// `x_batched == 0` broadcasts a single `[n]` activation across all slots +// (the gate_up input side: every top_k expert of a token sees the same +// post-rmsnorm x, only `rin` differs). `x_batched != 0` reads `[slots, n]` +// (the down input side, whose per-slot activation is that slot's SwiGLU +// output). +extern "C" __global__ void escha_h128_in_batched( + const float* __restrict__ x, const float* __restrict__ r, + const int* __restrict__ ids, float* __restrict__ out, + int n, int x_batched) { + __shared__ float bufA[128]; + __shared__ float bufB[128]; + int groups = n >> 7; + int slot = blockIdx.x / groups; + int grp = blockIdx.x - slot * groups; + int t = threadIdx.x; + int lane = grp * 128 + t; + int e = ids[slot]; + float xv = x_batched ? x[(size_t)slot * n + lane] : x[lane]; + bufA[t] = xv * r[(size_t)e * n + lane]; + __syncthreads(); + float* h = h128_parallel(bufA, bufB, t); + out[(size_t)slot * n + lane] = __half2float(f2h_rne(h[t] * ESCHA_RS)); +} + +extern "C" __global__ void escha_h128_out_batched( + const float* __restrict__ mid, const float* __restrict__ r, + const int* __restrict__ ids, float* __restrict__ out, int n) { + __shared__ float bufA[128]; + __shared__ float bufB[128]; + int groups = n >> 7; + int slot = blockIdx.x / groups; + int grp = blockIdx.x - slot * groups; + int t = threadIdx.x; + int lane = grp * 128 + t; + int e = ids[slot]; + bufA[t] = mid[(size_t)slot * n + lane]; + __syncthreads(); + float* h = h128_parallel(bufA, bufB, t); + // Pruned channel (r == 0) must read back EXACTLY zero — f2h_rne routes + // the exact-zero product around __float2half by hand (see the comment on + // f2h_rne), so a negative pre-scale value against a pruned channel gives + // -0.0, not a denormal and not a dropped sign. Do NOT reorder or + // "optimise away" this multiply. + out[(size_t)slot * n + lane] = + __half2float(f2h_rne(h[t] * ESCHA_RS * r[(size_t)e * n + lane])); +} + +// SwiGLU over the f16-ROUNDED merged gate_up output, batched across slots. +// `y` is `[slots, 2*inter]`, gate is the FIRST half. `y` is already the +// output of escha_h128_out_batched, i.e. every element is an exactly +// representable f16 value — that is the escha contract ("SwiGLU runs on the +// f16-rounded merged gate_up output"), and it is why this kernel must be fed +// the transform's output and never a pre-transform accumulator. +// +// The two interior f16 roundings are `escha_ref::swiglu`'s, not an accident: +// the frozen oracle rounds silu(g) and then rounds the product. Output is +// stored as f32 holding that f16 value (the down-projection input transform +// consumes f32). +// +// `expf`, not `__expf`: the fast intrinsic is a different function; hipfire's +// own `silu_mul_f32` (kernels/src/silu_mul.hip) uses `expf` and so does the +// oracle. Note this kernel is NOT bit-exact against `escha_ref::swiglu` for +// every input — device `expf` and Rust's `f32::exp` can differ by 1 ulp in +// f32, and about 1 in 2^13 of those land on an f16 rounding boundary. The G3 +// gate therefore bounds the swiglu mismatch at <=1 f16 ulp rather than +// demanding equality; the H128 transforms themselves ARE bit-exact and are +// gated as such. +extern "C" __global__ void escha_swiglu_batched( + const float* __restrict__ y, float* __restrict__ h, int inter) { + int i = blockIdx.x * blockDim.x + threadIdx.x; + int slot = blockIdx.y; + if (i >= inter) return; + const float* row = y + (size_t)slot * 2 * inter; + float g = row[i]; + float s = __half2float(f2h_rne(g / (1.0f + expf(-g)))); + h[(size_t)slot * inter + i] = __half2float(f2h_rne(s * row[inter + i])); +} From f488b96f6ef22bb5b8658c508f2e9e7e5028e2ed Mon Sep 17 00:00:00 2001 From: Nick Woolmer <29717167+nwoolmer@users.noreply.github.com> Date: Thu, 3 Sep 2026 04:08:11 +0100 Subject: [PATCH 035/100] fix(escha): resolve escha tensor names through the loader's candidate list MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit The G4 gate opened the .hfq and read fully-qualified names, so the escha loader worked in a single-layer probe and failed on the real model twice over: 1. `load_moe_ffn` passes the BARE layer prefix (`layers.0`), not `model.language_model.layers.0`. Every other tensor in that loader goes through `qwen35_tensor_name_candidates`; escha now does too, via a `NameResolver` fn the caller supplies. 2. `tensor_data` reads through the mmap, which the qwen35 loader DROPS in prepare() on a unified-memory APU (mapped pages cannot be evicted and starve hipMalloc). After that it returns None for every tensor while find_tensor_info keeps working — so `layer_is_escha` said yes and the very next read said "tensor not found". Switched to `tensor_data_vec`, the pread + FADV_DONTNEED path the rest of the loader uses. Adds `examples/escha_model_smoke.rs`: loads the whole 12.3 GB checkpoint single-GPU and decodes, asserting layer 0 came through the escha loader and that the production forward path issues exactly 4*n_layers H128 launches per token. The block gate calls the routed executor directly, so without this nothing proved `qwen35::forward` reaches it at all. loaded in 32.7 s; experts resident as Q8_0 (~32 GiB) 4 decode steps, 248320 logits each, 0 non-finite, ~26 ms/token H128 launches: 160 per token, every step Co-Authored-By: Claude Opus 5 (1M context) Claude-Session: https://claude.ai/code/session_01FfwZUVGT7QpjMdHikoERfM --- crates/hipfire-arch-qwen35/Cargo.toml | 5 + .../examples/escha_model_smoke.rs | 128 ++++++++++++++++++ .../examples/escha_moe_block_gate.rs | 3 +- .../hipfire-arch-qwen35/src/qwen35/escha.rs | 86 +++++++++--- crates/hipfire-arch-qwen35/src/qwen35/load.rs | 3 +- 5 files changed, 207 insertions(+), 18 deletions(-) create mode 100644 crates/hipfire-arch-qwen35/examples/escha_model_smoke.rs diff --git a/crates/hipfire-arch-qwen35/Cargo.toml b/crates/hipfire-arch-qwen35/Cargo.toml index a146c9fe0..ed4f69f92 100644 --- a/crates/hipfire-arch-qwen35/Cargo.toml +++ b/crates/hipfire-arch-qwen35/Cargo.toml @@ -30,6 +30,11 @@ serde_json = "1" # uses (`hipfire_quantize::float16::f16_to_f32`). hipfire-quantize = { path = "../hipfire-quantize" } +[[example]] +name = "escha_model_smoke" +path = "examples/escha_model_smoke.rs" +required-features = ["deltanet"] + [[example]] name = "escha_moe_block_gate" path = "examples/escha_moe_block_gate.rs" diff --git a/crates/hipfire-arch-qwen35/examples/escha_model_smoke.rs b/crates/hipfire-arch-qwen35/examples/escha_model_smoke.rs new file mode 100644 index 000000000..f8f42afa2 --- /dev/null +++ b/crates/hipfire-arch-qwen35/examples/escha_model_smoke.rs @@ -0,0 +1,128 @@ +// SPDX-License-Identifier: Apache-2.0 +// Copyright (c) 2026 Kaden Schutt +// hipfire — see LICENSE and NOTICE in the project root. +//! Escha-W2 end-to-end smoke (Task 10): load the WHOLE `.hfq` single-GPU and +//! run a few decode steps through the production forward path. +//! +//! The G4 block gate (`escha_moe_block_gate`) calls the routed executor +//! directly, with routing injected. That proves the maths; it does NOT prove +//! that a real `qwen35::forward` ever reaches it. This does: it asserts layer +//! 0 came through the escha loader, then decodes and reads the H128 launch +//! counter, which must be exactly `4 * n_layers` per token — the batched +//! budget. A regression to a per-expert wiring shows up here as `4 * k * +//! n_layers` (1280 at A3B) rather than 160, with no numerical change at all. +//! +//! Token ids are arbitrary — the converter does not embed a tokenizer, so +//! `hipfire run` cannot drive this checkpoint yet. The assertions are +//! therefore structural (finite logits, a non-degenerate argmax, the launch +//! budget), not semantic. +//! +//! COST: the Q8_0 experts are ~32 GiB resident (40 layers x 256 experts x +//! 3.19 MiB) plus ~4 GiB of everything else. On a 128 GB workstation with +//! other applications running this is close to the limit — it OOMs with +//! ~60 GB already in use. Not something to run casually. +//! +//! Run: +//! cargo run --release -p hipfire-arch-qwen35 \ +//! --example escha_model_smoke -- /data/hipfire-models/escha-35b.hfq +use hipfire_arch_qwen35::qwen35; +use hipfire_runtime::hfq::HfqFile; +use hipfire_runtime::loader_api::{CaskConfig, LoadCtx, ModelSource, SpecLoadCfg}; +use rdna_compute::Gpu; +use std::path::Path; + +fn main() -> Result<(), String> { + let path = std::env::args() + .nth(1) + .unwrap_or_else(|| "/data/hipfire-models/escha-35b.hfq".to_string()); + let hfq = HfqFile::open(Path::new(&path)).map_err(|e| format!("open: {e:?}"))?; + let mut gpu = Gpu::init().map_err(|e| format!("gpu: {e:?}"))?; + let cask = CaskConfig::default(); + let src = ModelSource::Hfq(hfq); + let mut ctx = LoadCtx { + path: &path, + max_seq: 512, + deepseek4_compute_placement: Default::default(), + deepseek4_experts_per_token: None, + draft_path: None, + kv_mode_override: None, + kv_backend: hipfire_runtime::kv_backend::KvBackend::Contiguous, + kv_adaptive_override: None, + state_quant_override: None, + cask: &cask, + pp: 1, + spec: SpecLoadCfg::default(), + gpu: &mut gpu, + gemma4_drafter_path: None, + gemma4_draft_len: 3, + }; + let t0 = std::time::Instant::now(); + let mut b = hipfire_arch_qwen35::load_qwen35_bundle(src, &mut ctx)?; + eprintln!("loaded in {:?}", t0.elapsed()); + + // Layer 0 must have come through the escha loader, and its experts must be + // the Q8_0 the trellis decoded into — not whatever the generic per-expert + // path would have found. + match &b.weights.layers[0] { + qwen35::LayerWeights::DeltaNetMoe(l) => { + assert!(l.ffn.escha.is_some(), "layer 0 carries no escha tables"); + assert_eq!( + l.ffn.experts[0].gate_up.gpu_dtype, + rdna_compute::DType::Q8_0 + ); + eprintln!( + "layer0: escha=Some experts={} gate_up dtype={:?} m={} k={}", + l.ffn.experts.len(), + l.ffn.experts[0].gate_up.gpu_dtype, + l.ffn.experts[0].gate_up.m, + l.ffn.experts[0].gate_up.k + ); + } + _ => panic!("layer 0 is not a DeltaNet+MoE layer"), + } + + let want_launches = + hipfire_dispatch::pipeline::escha::escha_launches_per_token(b.config.n_layers); + let mut prev = rdna_compute::escha_h128_launches(); + for (pos, &tok) in [1000u32, 2000, 3000, 4000].iter().enumerate() { + let t = std::time::Instant::now(); + let logits = qwen35::forward( + ctx.gpu, + &b.weights, + &b.config, + tok, + pos, + &mut b.kv_cache, + &mut b.dn_state, + ) + .map_err(|e| format!("forward: {e:?}"))?; + + let n_bad = logits.iter().filter(|v| !v.is_finite()).count(); + let mut best = f32::NEG_INFINITY; + let mut argmax = 0usize; + for (i, &v) in logits.iter().enumerate() { + if v > best { + best = v; + argmax = i; + } + } + let mean = logits.iter().sum::() / logits.len() as f32; + let now = rdna_compute::escha_h128_launches(); + let launches = now - prev; + prev = now; + eprintln!( + "pos {pos} tok {tok}: {} logits, non-finite={n_bad}, argmax={argmax} ({best:.4}), \ + mean={mean:.4}, H128 launches={launches}, {:?}", + logits.len(), + t.elapsed() + ); + assert_eq!(n_bad, 0, "non-finite logits at pos {pos}"); + assert!(best > mean, "degenerate logit distribution at pos {pos}"); + assert_eq!( + launches as usize, want_launches, + "H128 launches per token drifted from the batched budget" + ); + } + eprintln!("escha_model_smoke: PASS"); + Ok(()) +} diff --git a/crates/hipfire-arch-qwen35/examples/escha_moe_block_gate.rs b/crates/hipfire-arch-qwen35/examples/escha_moe_block_gate.rs index e1e6a031a..cf9fc1cbd 100644 --- a/crates/hipfire-arch-qwen35/examples/escha_moe_block_gate.rs +++ b/crates/hipfire-arch-qwen35/examples/escha_moe_block_gate.rs @@ -157,6 +157,7 @@ fn run_arm( mi, top_k, store, + exact_or_prefixed, ) .expect("escha expert load"); @@ -251,7 +252,7 @@ fn main() { let mut gpu = Gpu::init().expect("gpu"); assert!( - hipfire_arch_qwen35::qwen35::escha::layer_is_escha(&hfq, layer_prefix), + hipfire_arch_qwen35::qwen35::escha::layer_is_escha(&hfq, layer_prefix, exact_or_prefixed), "layer 0 of {path} does not carry Escha-W2 routed experts" ); diff --git a/crates/hipfire-arch-qwen35/src/qwen35/escha.rs b/crates/hipfire-arch-qwen35/src/qwen35/escha.rs index d510af62f..540202807 100644 --- a/crates/hipfire-arch-qwen35/src/qwen35/escha.rs +++ b/crates/hipfire-arch-qwen35/src/qwen35/escha.rs @@ -129,25 +129,57 @@ impl EschaMoeTables { } } -/// `.hfq` tensor name for one of the six escha MoE leaves of a layer. -/// `p` is the layer prefix the rest of `load.rs` uses (already -/// `model.language_model.layers.N` for this checkpoint family). +/// `.hfq` tensor name for one of the six escha MoE leaves of a layer, BEFORE +/// candidate expansion. `p` is the bare layer prefix `load.rs` uses +/// (`layers.N`); the caller's `resolve` is what turns that into the +/// checkpoint's actual `model.language_model.layers.N…` name, exactly as +/// every other tensor in this loader is resolved. pub fn escha_leaf(p: &str, proj: &str, leaf: &str) -> String { format!("{p}.mlp.experts.{proj}_proj.escha_{leaf}") } +/// Candidate-expanding lookup. Mirrors `hfq::load_weight_tensor`'s contract so +/// an escha layer resolves through the same name aliasing as everything else +/// in the checkpoint (`layers.0.…` -> `model.language_model.layers.0.…`). +pub type NameResolver = fn(&str) -> Vec; + +/// `tensor_data_vec`, NOT `tensor_data`: on a unified-memory APU the qwen35 +/// loader drops the mmap in `prepare()` (mapped pages cannot be evicted while +/// the mapping exists, and they starve `hipMalloc`), after which +/// `tensor_data` returns `None` for every tensor while `find_tensor_info` +/// keeps working. Reading through the mmap here therefore fails only on the +/// full-model path and not in a single-layer probe — exactly the shape of bug +/// that ships. `tensor_data_vec` takes the pread + `FADV_DONTNEED` route the +/// rest of the loader uses. +fn find<'a>( + hfq: &'a HfqFile, + name: &str, + resolve: NameResolver, +) -> Option<(&'a hipfire_runtime::hfq::HfqTensorInfo, Vec)> { + resolve(name) + .into_iter() + .find_map(|c| hfq.tensor_data_vec(&c)) +} + /// True iff this layer's routed experts are Escha-W2 coded. Keyed on the /// `gate_up` code tensor's presence AND its quant type, so a checkpoint that /// happened to carry a same-named tensor of another format is rejected by the /// loader rather than mis-decoded. -pub fn layer_is_escha(hfq: &HfqFile, p: &str) -> bool { - hfq.find_tensor_info(&escha_leaf(p, "gate_up", "code")) +pub fn layer_is_escha(hfq: &HfqFile, p: &str, resolve: NameResolver) -> bool { + resolve(&escha_leaf(p, "gate_up", "code")) + .into_iter() + .find_map(|c| hfq.find_tensor_info(&c)) .is_some_and(|i| i.quant_type == 42 || i.quant_type == 43) } -fn read_f32_tensor(hfq: &HfqFile, gpu: &Gpu, name: &str, want: usize) -> HipResult { - let (info, data) = hfq - .tensor_data(name) +fn read_f32_tensor( + hfq: &HfqFile, + gpu: &Gpu, + name: &str, + want: usize, + resolve: NameResolver, +) -> HipResult { + let (info, data) = find(hfq, name, resolve) .ok_or_else(|| HipError::new(0, &format!("escha: tensor not found: {name}")))?; if info.quant_type != 2 { return Err(HipError::new( @@ -168,7 +200,7 @@ fn read_f32_tensor(hfq: &HfqFile, gpu: &Gpu, name: &str, want: usize) -> HipResu ), )); } - gpu.upload_raw(data, &[want]) + gpu.upload_raw(&data, &[want]) } /// K (trellis order) implied by the on-disk quant type. @@ -200,21 +232,41 @@ pub fn load_escha_moe_experts( mi: usize, k: usize, store: EschaWeightStore, + resolve: NameResolver, ) -> HipResult<(Vec, EschaMoeTables)> { // gate_up: [ic = hidden, oc = 2*mi]; down: [ic = mi, oc = hidden]. let gu = (hidden, 2 * mi); let dn = (mi, hidden); let tables = EschaMoeTables { - gate_up_rin: read_f32_tensor(hfq, gpu, &escha_leaf(p, "gate_up", "rin_eff"), n_exp * gu.0)?, + gate_up_rin: read_f32_tensor( + hfq, + gpu, + &escha_leaf(p, "gate_up", "rin_eff"), + n_exp * gu.0, + resolve, + )?, gate_up_rout: read_f32_tensor( hfq, gpu, &escha_leaf(p, "gate_up", "rout_eff"), n_exp * gu.1, + resolve, + )?, + down_rin: read_f32_tensor( + hfq, + gpu, + &escha_leaf(p, "down", "rin_eff"), + n_exp * dn.0, + resolve, + )?, + down_rout: read_f32_tensor( + hfq, + gpu, + &escha_leaf(p, "down", "rout_eff"), + n_exp * dn.1, + resolve, )?, - down_rin: read_f32_tensor(hfq, gpu, &escha_leaf(p, "down", "rin_eff"), n_exp * dn.0)?, - down_rout: read_f32_tensor(hfq, gpu, &escha_leaf(p, "down", "rout_eff"), n_exp * dn.1)?, ids: gpu.alloc_tensor(&[k], DType::F32)?, weights: gpu.alloc_tensor(&[k], DType::F32)?, xh_gu: gpu.alloc_tensor(&[k * gu.0], DType::F32)?, @@ -229,8 +281,10 @@ pub fn load_escha_moe_experts( k, }; - let mut gate_ups = decode_projection(hfq, gpu, p, "gate_up", expert_ids, n_exp, gu, store)?; - let mut downs = decode_projection(hfq, gpu, p, "down", expert_ids, n_exp, dn, store)?; + let mut gate_ups = decode_projection( + hfq, gpu, p, "gate_up", expert_ids, n_exp, gu, store, resolve, + )?; + let mut downs = decode_projection(hfq, gpu, p, "down", expert_ids, n_exp, dn, store, resolve)?; let experts = gate_ups .drain(..) @@ -257,11 +311,11 @@ fn decode_projection( n_exp: usize, shape: (usize, usize), store: EschaWeightStore, + resolve: NameResolver, ) -> HipResult> { let (ic, oc) = shape; let name = escha_leaf(p, proj, "code"); - let (info, data) = hfq - .tensor_data(&name) + let (info, data) = find(hfq, &name, resolve) .ok_or_else(|| HipError::new(0, &format!("escha: tensor not found: {name}")))?; let k = k_from_quant_type(info.quant_type, &name)?; diff --git a/crates/hipfire-arch-qwen35/src/qwen35/load.rs b/crates/hipfire-arch-qwen35/src/qwen35/load.rs index 9dd8b2e11..b9077060f 100644 --- a/crates/hipfire-arch-qwen35/src/qwen35/load.rs +++ b/crates/hipfire-arch-qwen35/src/qwen35/load.rs @@ -4770,7 +4770,7 @@ pub(crate) fn load_moe_ffn( // all experts, not the per-expert `experts.{x}.gate_up_proj.weight` // tensors every other path fishes out by index, so it bypasses both the // packed-MQ4 fast path and the generic per-expert loop below. - let escha_layer = escha::layer_is_escha(hfq, p); + let escha_layer = escha::layer_is_escha(hfq, p, qwen35_tensor_name_candidates); if escha_layer && (ep_shard.is_some() || ep.is_some()) { return Err(HipError::new( 0, @@ -4789,6 +4789,7 @@ pub(crate) fn load_moe_ffn( mi, config.num_experts_per_tok, store, + qwen35_tensor_name_candidates, )?; if layer_idx == 0 { eprintln!( From ed0d21e330248b1e39f1c8b7b400d024fc9452cf Mon Sep 17 00:00:00 2001 From: Nick Woolmer <29717167+nwoolmer@users.noreply.github.com> Date: Thu, 3 Sep 2026 04:41:46 +0100 Subject: [PATCH 036/100] fix(escha): fail closed on the indexed GPU-top-K path, gate prefill, widen the knife-edge arm-1 bound MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Task 10 review fixes. Three Important findings plus five minor items. 1. Escha reached its executor only via an unguarded NEGATIVE invariant: the loader materialises the experts as Q8_0, Q8_0 is absent from every routed_indexable_* arm, so use_gpu_topk is false and layers land in run_moe_decode_cpu_fallback — the only consumer of MoeParams::escha. Adding a Q8_0 indexed routed arm would silently skip the H128 pair and emit finite, fluent, ~1e-1-wrong output. Not hypothetical: the kernel gemv_q8_0_moe_gate_up_k8_indexed already exists in-tree for gemma4; only the resolver arm is missing, and report concern #3 actively invites adding it for escha decode speed. check_moe_decode_supported gains a has_escha parameter and arm (c), which ERRORS (not silently forces use_gpu_topk=false) when escha resolves onto the indexed path. Errors, because forcing would hide that a new indexed arm needs teaching about escha. Covered by coverage_tests LAYER 1f, which asserts the escha-named variant string and both non-rejection cases; verified to FAIL when arm (c) is removed. 2. escha_moe_block_gate arm 1's mean bound was a knife edge: 9.673e-6 against 1e-5, while flipping only the SHARED expert's rounding contract (code Task 10 does not own) moves the metric 7.32e-7 — 2.2x the remaining headroom. Any benign silu_mul_f32 / sigmoid_f32 / shared-down-GEMV / compiler change would trip an assert blaming escha wiring. Excluding the shared expert is not practical (the golden is routed+shared; subtracting hipfire's own shared output is algebraically a no-op on the diff), so the bound widens to 9.673e-6 + 3x7.32e-7 = 1.2e-5 with the derivation in source, and the message now says the shared-expert path is inside the measured quantity. 3. Prefill was unverified. escha_model_smoke now runs an 8-token prefill through forward_prefill_batch before decoding, asserting finiteness AND the escha_h128_launches() delta — the latter is load-bearing, since a batched MoE prefill body would also produce finite output. Measured: 1280 launches over 8 tokens = 160/token = 4 x 40 layers, identical to decode. The inferred fallback chain is confirmed. Minor: delete the false "asserts it in debug builds" claim on ESCHA_H128_LAUNCHES_PER_LAYER and note that 4 is the H128-transform budget, not the 22-launch per-layer total at k=8; correct the "optionally reset" doc on escha_h128_launches(); document the deliberate F32-declared / int-read dtype reinterpretation on the escha ids tensor (rdna-compute has no integer DType; topk_indices does the same); repair the broken string continuation in the EP/REAP rejection message. All gates re-run and green: G2, G3, G4b, G4 (max 1.828e-4 / mean 9.673e-6 unchanged), escha_model_smoke, 241+81+188 unit tests, and a clean --workspace --all-targets --locked release build. Co-Authored-By: Claude Opus 5 (1M context) Claude-Session: https://claude.ai/code/session_01FfwZUVGT7QpjMdHikoERfM --- .../examples/escha_model_smoke.rs | 93 +++++++++++- .../examples/escha_moe_block_gate.rs | 38 ++++- .../hipfire-arch-qwen35/src/qwen35/escha.rs | 14 ++ crates/hipfire-arch-qwen35/src/qwen35/load.rs | 3 +- crates/hipfire-dispatch/src/coverage_tests.rs | 135 +++++++++++++++++- crates/hipfire-dispatch/src/pipeline/escha.rs | 15 +- crates/hipfire-dispatch/src/pipeline/mod.rs | 54 ++++++- crates/rdna-compute/src/lib.rs | 10 +- 8 files changed, 345 insertions(+), 17 deletions(-) diff --git a/crates/hipfire-arch-qwen35/examples/escha_model_smoke.rs b/crates/hipfire-arch-qwen35/examples/escha_model_smoke.rs index f8f42afa2..d3742742c 100644 --- a/crates/hipfire-arch-qwen35/examples/escha_model_smoke.rs +++ b/crates/hipfire-arch-qwen35/examples/escha_model_smoke.rs @@ -2,7 +2,7 @@ // Copyright (c) 2026 Kaden Schutt // hipfire — see LICENSE and NOTICE in the project root. //! Escha-W2 end-to-end smoke (Task 10): load the WHOLE `.hfq` single-GPU and -//! run a few decode steps through the production forward path. +//! run PREFILL and then decode through the production forward paths. //! //! The G4 block gate (`escha_moe_block_gate`) calls the routed executor //! directly, with routing injected. That proves the maths; it does NOT prove @@ -12,6 +12,25 @@ //! budget. A regression to a per-expert wiring shows up here as `4 * k * //! n_layers` (1280 at A3B) rather than 160, with no numerical change at all. //! +//! # The prefill phase, and why the launch counter is the load-bearing assert +//! +//! Escha layers are expected to route to the escha executor in prefill too, +//! but by a completely different mechanism from decode. In prefill, +//! `moe_ffn_batched_admissible_for_dtypes` admits no `Q8_0` routed arm, so +//! `prefill_batch_pbs_eligible` comes out false for the WHOLE model and +//! `forward_prefill_batch` falls to its per-token `forward_scratch` loop — +//! which is byte-identical to decode and therefore reaches +//! `run_moe_decode` → `run_moe_decode_cpu_fallback` → the escha executor. +//! +//! That chain was INFERRED from source, not observed, and the failure mode if +//! the inference is wrong is silent wrong output: a batched MoE prefill body +//! would run the Q8_0 experts with no H128 pair and produce finite, fluent, +//! ~1e-1-wrong hidden state. Finiteness alone would not catch it. The +//! `escha_h128_launches()` delta would: on the batched body it is ZERO, on the +//! correct per-token path it is exactly `n_prompt * 4 * n_layers`. So the +//! prefill phase below asserts BOTH, and the counter is what actually proves +//! the escha executor ran for every layer of every prompt token. +//! //! Token ids are arbitrary — the converter does not embed a tokenizer, so //! `hipfire run` cannot drive this checkpoint yet. The assertions are //! therefore structural (finite logits, a non-degenerate argmax, the launch @@ -83,8 +102,74 @@ fn main() -> Result<(), String> { let want_launches = hipfire_dispatch::pipeline::escha::escha_launches_per_token(b.config.n_layers); + + // ── Phase 1: PREFILL ───────────────────────────────────────────────── + // 8 tokens, matching the G4 fixture width, through the real batched + // prefill entry point (which is expected to fall through to its per-token + // loop — see the module docs). + const PROMPT: [u32; 8] = [1000, 2000, 3000, 4000, 5000, 6000, 7000, 8000]; + let before_prefill = rdna_compute::escha_h128_launches(); + let t = std::time::Instant::now(); + qwen35::forward_prefill_batch( + ctx.gpu, + &b.weights, + &b.config, + &PROMPT, + 0, + &mut b.kv_cache, + &mut b.dn_state, + &b.scratch, + None, // hidden ring + None, // per-token hidden out — keep last-token logits enabled + None, // gdn tape + None, // tree verify + ) + .map_err(|e| format!("prefill: {e:?}"))?; + ctx.gpu + .hip + .device_synchronize() + .map_err(|e| format!("sync: {e:?}"))?; + let prefill_launches = rdna_compute::escha_h128_launches() - before_prefill; + let prefill_logits = ctx + .gpu + .download_f32(&b.scratch.logits) + .map_err(|e| format!("download prefill logits: {e:?}"))?; + let prefill_bad = prefill_logits + .iter() + .take(b.config.vocab_size) + .filter(|v| !v.is_finite()) + .count(); + eprintln!( + "prefill n={}: H128 launches={prefill_launches} ({} per token, want {want_launches}), \ + non-finite logits={prefill_bad}/{}, {:?}", + PROMPT.len(), + prefill_launches / PROMPT.len() as u64, + b.config.vocab_size, + t.elapsed() + ); + assert_eq!( + prefill_bad, + 0, + "non-finite logits after an {}-token prefill", + PROMPT.len() + ); + assert_eq!( + prefill_launches as usize, + PROMPT.len() * want_launches, + "PREFILL took a path that did not run the escha executor for every (layer, token). \ + Expected {} H128 launches ({} tokens x 4 x {} layers), saw {prefill_launches}. Zero \ + means the model was admitted to a BATCHED MoE prefill body, which has no escha \ + awareness and would emit finite-but-~1e-1-wrong hidden state — check \ + `moe_ffn_batched_admissible_for_dtypes` for a newly-added Q8_0 routed arm.", + PROMPT.len() * want_launches, + PROMPT.len(), + b.config.n_layers + ); + + // ── Phase 2: DECODE, continuing from the prefilled context ─────────── let mut prev = rdna_compute::escha_h128_launches(); - for (pos, &tok) in [1000u32, 2000, 3000, 4000].iter().enumerate() { + for (i, &tok) in [9000u32, 10000, 11000, 12000].iter().enumerate() { + let pos = PROMPT.len() + i; let t = std::time::Instant::now(); let logits = qwen35::forward( ctx.gpu, @@ -100,10 +185,10 @@ fn main() -> Result<(), String> { let n_bad = logits.iter().filter(|v| !v.is_finite()).count(); let mut best = f32::NEG_INFINITY; let mut argmax = 0usize; - for (i, &v) in logits.iter().enumerate() { + for (j, &v) in logits.iter().enumerate() { if v > best { best = v; - argmax = i; + argmax = j; } } let mean = logits.iter().sum::() / logits.len() as f32; diff --git a/crates/hipfire-arch-qwen35/examples/escha_moe_block_gate.rs b/crates/hipfire-arch-qwen35/examples/escha_moe_block_gate.rs index cf9fc1cbd..25337c5b9 100644 --- a/crates/hipfire-arch-qwen35/examples/escha_moe_block_gate.rs +++ b/crates/hipfire-arch-qwen35/examples/escha_moe_block_gate.rs @@ -386,9 +386,43 @@ fn main() { that the escha dtypes did not reach a Plain GEMV.", f32_arm.max_abs ); + // The mean bound is 1.2e-5, NOT the brief's 1e-5. Derivation, because this + // number is otherwise a knife-edge that would misdiagnose: + // + // measured (deterministic, no sampling) 9.673e-6 + // sensitivity to the SHARED expert's rounding contract 7.32e-7 + // (report 5.2 CPU sweep: 8.942e-6 -> 9.674e-6 mean when only the + // shared expert's rounding flips) + // bound = 9.673e-6 + 3 x 7.32e-7 = 1.186e-5, rounded to 1.2e-5 + // + // The brief's 1e-5 left 3.3% headroom = 0.45x that single sensitivity. The + // shared expert is arch-6 code Task 10 does not own: any benign change to + // `silu_mul_f32`, `sigmoid_f32`, the shared-down GEMV selection, or the HIP + // compiler could move the metric further than the entire remaining margin + // and trip an assert whose message blames escha WIRING. That is a false + // diagnosis sending the next person after a bug that does not exist. + // + // Option (a) from the review — exclude the shared expert from the + // comparison — was considered and rejected as not practical: the shipped + // golden `moeblk_out.f16` is `routed + shared` and no routed-only golden + // exists. Subtracting hipfire's OWN shared output from both sides is + // algebraically a no-op on the diff: + // (r_h + s_h) - (r_e + s_e) == (r_h + s_h - s_h) - (r_e + s_e - s_h) + // so the shared expert's Metal-vs-hipfire divergence stays in the measured + // quantity either way. Widening with the derivation written down is the + // honest option; 1.2e-5 is still ~4 orders below the ~1e-1 a missing H128 + // pair produces, so the gate keeps all of its diagnostic power. assert!( - f32_arm.mean_abs <= 1e-5, - "F32 arm mean|diff| {:.3e} exceeds 1e-5", + f32_arm.mean_abs <= 1.2e-5, + "F32 arm mean|diff| {:.3e} exceeds 1.2e-5. NOTE before you go hunting escha wiring: the \ + SHARED expert is inside this measured quantity (the golden is routed + shared, and no \ + routed-only golden ships), and it is arch-6 code Task 10 does not own. A move of order \ + 1e-6 is consistent with a change to silu_mul_f32 / sigmoid_f32 / the shared-down GEMV \ + selection / the HIP compiler, NOT with an escha defect. Only a jump of 1e-4 or more — \ + and especially ~1e-1 — indicates the escha wiring (transpose orientation, H128 \ + placement/side, SwiGLU half order, the f16(score) combine, or the H128 pair not being \ + applied at all). Check the max|diff| assert above and the two bit-exact codec gates \ + (test_escha_decode_gpu_vs_cpu, test_escha_h128_gpu_vs_cpu) first.", f32_arm.mean_abs ); diff --git a/crates/hipfire-arch-qwen35/src/qwen35/escha.rs b/crates/hipfire-arch-qwen35/src/qwen35/escha.rs index 540202807..d1c1bf1aa 100644 --- a/crates/hipfire-arch-qwen35/src/qwen35/escha.rs +++ b/crates/hipfire-arch-qwen35/src/qwen35/escha.rs @@ -267,7 +267,21 @@ pub fn load_escha_moe_experts( n_exp * dn.1, resolve, )?, + // DELIBERATE DTYPE REINTERPRETATION: `ids` holds `k` 32-bit signed + // INTEGERS — the H128 batched kernels bind it as `const int*`. It is + // declared `DType::F32` only because `rdna_compute::DType` has no + // integer variant; F32 is the 4-byte-per-element stand-in, and the + // allocation size is therefore correct. This mirrors + // `qwen35::forward`'s `topk_indices`, which does the same thing for + // the same reason. + // + // Consequence: `gpu.download_f32(ids)` returns GARBAGE (int bit + // patterns reinterpreted as floats), and so would any f32 kernel + // pointed at it. Read it back with a raw byte download and + // `i32::from_le_bytes`. Fixing this properly means adding an integer + // DType to rdna-compute, which is out of scope here. ids: gpu.alloc_tensor(&[k], DType::F32)?, + // `weights` genuinely IS f32 (the f16-rounded combine scores). weights: gpu.alloc_tensor(&[k], DType::F32)?, xh_gu: gpu.alloc_tensor(&[k * gu.0], DType::F32)?, mid_gu: gpu.alloc_tensor(&[k * gu.1], DType::F32)?, diff --git a/crates/hipfire-arch-qwen35/src/qwen35/load.rs b/crates/hipfire-arch-qwen35/src/qwen35/load.rs index b9077060f..abc09dbd9 100644 --- a/crates/hipfire-arch-qwen35/src/qwen35/load.rs +++ b/crates/hipfire-arch-qwen35/src/qwen35/load.rs @@ -4774,7 +4774,8 @@ pub(crate) fn load_moe_ffn( if escha_layer && (ep_shard.is_some() || ep.is_some()) { return Err(HipError::new( 0, - "qwen35: Escha-W2 routed experts do not support EP sharding or a REAP keep-map (both re-map experts across the per-expert tensors escha does not have)", + "qwen35: Escha-W2 routed experts do not support EP sharding or a REAP keep-map \ + (both re-map experts across the per-expert tensors escha does not have)", )); } let escha_tables = if escha_layer { diff --git a/crates/hipfire-dispatch/src/coverage_tests.rs b/crates/hipfire-dispatch/src/coverage_tests.rs index 4ff6b83e5..67ebb92cb 100644 --- a/crates/hipfire-dispatch/src/coverage_tests.rs +++ b/crates/hipfire-dispatch/src/coverage_tests.rs @@ -511,7 +511,8 @@ fn moe_decode_pre_guard_admits_fallback_and_rejects_invalid() { res_k4.use_gpu_topk, 4, /*n_exp=*/ 64, - /*resident=*/ true + /*resident=*/ true, + /*has_escha=*/ false ) .is_ok(), "MQ4G256 k=4 with resident experts is a VALID fallback case — guard must not reject it" @@ -529,27 +530,151 @@ fn moe_decode_pre_guard_admits_fallback_and_rejects_invalid() { "MQ4G256 k=8 must be GPU-top-K-indexable" ); assert!( - check_moe_decode_supported(res_k8.use_gpu_topk, 8, 64, /*resident=*/ false).is_ok(), + check_moe_decode_supported( + res_k8.use_gpu_topk, + 8, + 64, + /*resident=*/ false, + /*has_escha=*/ false + ) + .is_ok(), "GPU-top-K path is valid even under paged (non-resident) residency" ); // (a) out-of-range k errors gracefully (no panic): k == 0 and k > n_exp. assert!( - check_moe_decode_supported(false, 0, 64, true).is_err(), + check_moe_decode_supported(false, 0, 64, true, false).is_err(), "k == 0 must be rejected (would panic select_nth_unstable_by(k-1))" ); assert!( - check_moe_decode_supported(false, 65, 64, true).is_err(), + check_moe_decode_supported(false, 65, 64, true, false).is_err(), "k > n_exp must be rejected (would panic select_nth_unstable_by(k-1))" ); // (b) routed dtype on NEITHER path: not GPU-top-K AND no resident experts. assert!( - check_moe_decode_supported(/*use_gpu_topk=*/ false, 4, 64, /*resident=*/ false).is_err(), + check_moe_decode_supported( + /*use_gpu_topk=*/ false, 4, 64, /*resident=*/ false, + /*has_escha=*/ false + ) + .is_err(), "non-fast-path dtype with no resident experts has no runnable path — reject gracefully" ); } +/// LAYER 1f — Escha-W2 must FAIL CLOSED on the indexed GPU-top-K path. +/// +/// Only `run_moe_decode_cpu_fallback` consults `MoeParams::escha` and runs the +/// H128-wrapped routed executor. The indexed GPU-top-K path has no escha +/// awareness at all: an escha layer that took it would skip both Hadamard +/// transforms and emit finite, fluent output wrong by ~1e-1. Nothing would +/// fire — not a NaN check, not a shape check, not a dtype check. +/// +/// Escha reaches the fallback today only by an UNGUARDED NEGATIVE INVARIANT: +/// the loader materialises the experts as `Q8_0`, and no `routed_indexable_*` +/// arm in `MoeResolution` admits `Q8_0`. `Q8_0` is the most common dtype in +/// this codebase, so "someone adds a Q8_0 indexed routed arm" is a likely +/// future change, not a hypothesis. When it happens, arm (c) of +/// `check_moe_decode_supported` must refuse loudly instead of letting every +/// escha layer silently change answer. +/// +/// The three cases below are the whole contract: +/// 1. escha + `use_gpu_topk == true` → REJECTED, with the escha-named variant. +/// 2. escha + `use_gpu_topk == false` → admitted (today's production shape). +/// 3. non-escha + `use_gpu_topk == true` → admitted (every other MoE model). +/// +/// Case 3 is what stops the guard being over-broad; case 1 is what goes red if +/// arm (c) is deleted. +#[test] +fn escha_layer_must_not_take_the_indexed_gpu_topk_path() { + use crate::pipeline::check_moe_decode_supported; + + // The future-change simulation: an escha layer whose routed dtype HAS + // become indexable. `MoeResolution` is asked for the real answer rather + // than hand-set, so this stays honest if the arms are reworked. + let indexable = MoeDtypes { + router: Q8_0, + shared_gate: Q8_0, + shared_expert_gate: Q8_0, + shared_expert_up: Q8_0, + shared_expert_down: Q8_0, + experts_all_gate_up_mq4: true, + routed_gate_up: MQ4G256, + routed_down: MQ4G256, + routed_has_mixed_experts: false, + has_paro_shared: false, + per_expert_gate_up: None, + per_expert_down: None, + }; + let res = MoeResolution::resolve(&indexable, 8); + assert!( + res.use_gpu_topk, + "fixture precondition: this dtype/k pair must resolve to the indexed path" + ); + + // 1. escha ON the indexed path → refused, and refused for the RIGHT reason. + let err = check_moe_decode_supported( + res.use_gpu_topk, + 8, + /*n_exp=*/ 64, + /*resident=*/ true, + /*has_escha=*/ true, + ) + .expect_err( + "an escha layer resolved onto the indexed GPU-top-K path MUST be refused: that path \ + never applies the H128 pair, so it would emit finite, fluent, ~1e-1-wrong output with \ + nothing to catch it. Escha reaches the correct executor today only because Q8_0 is \ + absent from every routed_indexable_* arm — if you just added one, teach the indexed \ + path about escha (or exclude escha from it) rather than deleting this guard.", + ); + match err { + DispatchError::UnsupportedVariant { + family, variant, .. + } => { + assert_eq!(family, "moe"); + assert_eq!( + variant, "escha-routed-experts-on-indexed-gpu-topk-path", + "the refusal must name escha and the unsupported path — a generic error here \ + means the escha arm did not fire and something else rejected the case" + ); + } + other => panic!("expected UnsupportedVariant, got {other:?}"), + } + + // 2. Today's production shape: escha experts materialised as Q8_0, which + // resolves OFF the indexed path → the fallback runs them → admitted. + let q8_escha = MoeDtypes { + router: Q8_0, + shared_gate: Q8_0, + shared_expert_gate: Q8_0, + shared_expert_up: Q8_0, + shared_expert_down: Q8_0, + experts_all_gate_up_mq4: false, + routed_gate_up: Q8_0, + routed_down: Q8_0, + routed_has_mixed_experts: false, + has_paro_shared: false, + per_expert_gate_up: None, + per_expert_down: None, + }; + let res_q8 = MoeResolution::resolve(&q8_escha, 8); + assert!( + !res_q8.use_gpu_topk, + "Q8_0 routed experts must stay off the indexed path (this is the invariant the guard \ + above exists to make explicit)" + ); + assert!( + check_moe_decode_supported(res_q8.use_gpu_topk, 8, 64, true, /*has_escha=*/ true).is_ok(), + "escha on the CPU-top-K fallback is the SUPPORTED shape — the guard must not reject it" + ); + + // 3. Non-escha models on the indexed path are untouched. + assert!( + check_moe_decode_supported(res.use_gpu_topk, 8, 64, true, /*has_escha=*/ false).is_ok(), + "the escha guard must not affect any non-escha MoE model" + ); +} + /// LAYER 1c — Q8/Paro were gapped in MULTIPLE GEMV variants: o_proj used Residual, /// then the FFN/qkv used Prerotated (the second panic domino). Lock every variant /// these dtypes are actually dispatched through. diff --git a/crates/hipfire-dispatch/src/pipeline/escha.rs b/crates/hipfire-dispatch/src/pipeline/escha.rs index 96701e03c..a5233e5fd 100644 --- a/crates/hipfire-dispatch/src/pipeline/escha.rs +++ b/crates/hipfire-dispatch/src/pipeline/escha.rs @@ -91,8 +91,19 @@ pub struct EschaRoutedRefs<'a> { /// Number of H128-family launches this executor issues per call. Pinned as a /// constant so the launch budget in the module docs is a checked claim rather -/// than a comment: `escha_launches_per_token(n_layers)` is what a decode step -/// actually costs, and `escha_routed_decode` asserts it in debug builds. +/// than a comment. +/// +/// It is checked by the GATES, not by this function: `escha_routed_decode` +/// itself contains no assert (an earlier version of this doc claimed a +/// debug-build assert that never existed). The claim is enforced by reading +/// `rdna_compute::escha_h128_launches()` across a real forward pass — +/// `hipfire-arch-qwen35/examples/escha_moe_block_gate.rs` (one layer, per +/// (layer, token)) and `examples/escha_model_smoke.rs` (whole model, decode +/// AND prefill, against `escha_launches_per_token`). +/// +/// This is an H128-TRANSFORM budget, not the layer's whole launch cost: a +/// decode layer at k=8 issues 22 launches in total (4 H128 + 1 SwiGLU + +/// 1 combine + 16 GEMV). See the phase table in the module docs. pub const ESCHA_H128_LAUNCHES_PER_LAYER: usize = 4; /// H128 launches for a whole decode step. Independent of `k` — that is the diff --git a/crates/hipfire-dispatch/src/pipeline/mod.rs b/crates/hipfire-dispatch/src/pipeline/mod.rs index 23f479f5b..da663be3c 100644 --- a/crates/hipfire-dispatch/src/pipeline/mod.rs +++ b/crates/hipfire-dispatch/src/pipeline/mod.rs @@ -178,7 +178,7 @@ pub fn check_moe_decode_batch_size(batch_size: usize) -> Result<(), DispatchErro Ok(()) } -/// GPU-free pre-guard for MoE decode (#397 Ship 4c). Rejects the two +/// GPU-free pre-guard for MoE decode (#397 Ship 4c). Rejects the /// truly-unsupported cases up front — *before* any GPU work — so the caller /// gets a clean [`DispatchError`] instead of a deep panic in the CPU-top-K /// fallback (`select_nth_unstable_by(k-1)` panics when `k == 0 || k > n_exp`) @@ -196,14 +196,41 @@ pub fn check_moe_decode_batch_size(batch_size: usize) -> Result<(), DispatchErro /// issue but experts are resident, the fallback runs it and its inner /// `gemv.run_auto` surfaces any genuinely-unsupported dtype as its own clean /// `DispatchError` — so we must NOT reject that case here.) +/// - **(c)** an Escha-W2 layer resolved onto the indexed GPU-top-K path. See +/// below — this one is a silent-wrong-output guard, not a panic guard. /// /// `routed_experts_resident` mirrors `!MoeParams::routed_experts.is_empty()` /// (false under paged residency, where only the GPU-top-K path is available). +/// +/// # (c) — why escha must fail closed on the indexed path +/// +/// Escha-W2 weights live in a ROTATED domain: only the escha routed executor +/// (`pipeline::escha::escha_routed_decode`, reached from +/// [`run_moe_decode_cpu_fallback`], the sole consumer of `MoeParams::escha`) +/// wraps the GEMVs in the H128 pair. The indexed GPU-top-K path knows nothing +/// about escha; running an escha layer through it omits the transforms and +/// emits finite, fluent output that is wrong by ~1e-1 — no crash, no NaN, no +/// test fires. +/// +/// Today escha layers reach the executor only by a NEGATIVE invariant: the +/// loader materialises the experts as `Q8_0`, and `Q8_0` happens to be absent +/// from every `routed_indexable_*` arm in +/// [`crate::families::moe::MoeResolution`], so `use_gpu_topk` comes out false. +/// `Q8_0` is the most common dtype in this codebase; the day someone adds a +/// `Q8_0` indexed routed arm, that invariant evaporates and every escha layer +/// silently changes answer. This arm turns that from a silent numerical +/// regression into a loud refusal at the top of decode. +/// +/// It deliberately ERRORS rather than forcing `use_gpu_topk = false`. Forcing +/// would keep escha correct while hiding the fact that a new indexed arm needs +/// to be taught about escha (or explicitly excluded from it) — the whole point +/// is that the next person has to make that decision consciously. pub fn check_moe_decode_supported( use_gpu_topk: bool, k: usize, n_exp: usize, routed_experts_resident: bool, + has_escha: bool, ) -> Result<(), DispatchError> { // (a) k-range — required by BOTH the GPU-top-K path and the CPU fallback's // `select_nth_unstable_by(k-1)`. Universal precondition, not a k==8 check. @@ -226,6 +253,17 @@ pub fn check_moe_decode_supported( quant: "", }); } + // (c) escha + indexed GPU-top-K: fail closed. The indexed path never + // applies the H128 pair, so it would produce silently-wrong output rather + // than an error. See the module-level rationale on this function. + if has_escha && use_gpu_topk { + return Err(DispatchError::UnsupportedVariant { + family: "moe", + variant: "escha-routed-experts-on-indexed-gpu-topk-path", + arch: "", + quant: "", + }); + } Ok(()) } @@ -645,7 +683,19 @@ pub fn run_moe_decode( // deep `select_nth_unstable_by` panic in the fallback into a clean error. // NOTE: k != 8 is intentionally NOT rejected — the fallback handles k ∈ // [1, n_exp] (MQ4 k=4, F32 k=2, …). - check_moe_decode_supported(res.use_gpu_topk, p.k, p.n_exp, !p.routed_experts.is_empty())?; + // + // `p.has_escha()` feeds arm (c): an Escha-W2 layer that resolved onto the + // indexed GPU-top-K path is refused HERE, before any GPU work, because + // that path does not apply the H128 pair and would emit silently-wrong + // output. This must stay wired to the real `has_escha()` — passing a + // constant `false` re-opens exactly the hole it closes. + check_moe_decode_supported( + res.use_gpu_topk, + p.k, + p.n_exp, + !p.routed_experts.is_empty(), + p.has_escha(), + )?; // EP (Ship 6 substrate-EP): when `routed_out` is set, the shared-down and // routed-combine accumulate into that zeroed partial (all-reduced by the EP diff --git a/crates/rdna-compute/src/lib.rs b/crates/rdna-compute/src/lib.rs index b22d5ad21..eb5aa3f52 100644 --- a/crates/rdna-compute/src/lib.rs +++ b/crates/rdna-compute/src/lib.rs @@ -94,7 +94,15 @@ mod tests { /// comment. Diagnostic only — nothing synchronises on it. pub static ESCHA_H128_LAUNCHES: std::sync::atomic::AtomicU64 = std::sync::atomic::AtomicU64::new(0); -/// Read (and optionally reset) the H128 batched-launch tally. +/// Read the H128 batched-launch tally. +/// +/// Monotonic for the life of the process — there is NO reset, by design (an +/// earlier version of this doc said "and optionally reset"; no such affordance +/// exists). Callers wanting a delta snapshot the counter before and after the +/// region of interest, which is what every escha gate does. +/// +/// The count reflects launches ISSUED, not completed — nothing synchronises on +/// it. Sample it after a `device_synchronize` if that distinction matters. pub fn escha_h128_launches() -> u64 { ESCHA_H128_LAUNCHES.load(std::sync::atomic::Ordering::Relaxed) } From 5d552fb6ee683c0bca78519d73c31f9f4a0ef6aa Mon Sep 17 00:00:00 2001 From: Nick Woolmer <29717167+nwoolmer@users.noreply.github.com> Date: Thu, 3 Sep 2026 05:30:45 +0100 Subject: [PATCH 037/100] perf(escha): run the routed experts on the indexed GPU-top-K path MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Escha layers reached run_moe_decode_cpu_fallback because their post-load routed dtype is Q8_0 and no routed_indexable_* arm admitted Q8_0. That cost, per layer: a topk_indices + topk_weights D2H, an ids + weights H2D, and 16 per-expert GEMV launches — 160 host transfers and 640 GEMV launches per token. Measured first, with rocprofv3 --kernel-trace over a warm decode token, because the arithmetic in the brief did not add up. It does not: the token is 85% GPU-busy (22.0 ms of kernel time in 26.0 ms). The per-layer host sync was ~2.1 ms, not ~20 ms, and the launch storm another ~2.1 ms. The whole addressable overhead was ~4 ms; the other 22 ms is DRAM bandwidth on the model's DENSE half, which this change cannot touch. Full attribution in .superpowers/sdd/task-perf-report.md. So the win is real but modest, and honestly bounded: decode 26.19 -> 25.12 ms/token (38.2 -> 39.8 tok/s, interleaved A/B, n=9 each, first token of every run discarded), prefill ~32.1 -> ~31.3 ms/token. 2207 -> 1487 dispatches and 160 -> 0 host transfers per token. Neither pre-existing indexed Q8_0 MoE kernel can serve escha: gemv_q8_0_moe_gate_up_k8_indexed broadcasts one x to all k ranks and splits its output, while escha needs per-slot x (the input transform folds a per-expert rin_eff row into it) and a contiguous [k, 2*mi] output (the output transform reads a per-expert rout_eff row spanning both halves); and gemv_q8_0_moe_down_residual_scaled_k8_indexed folds the combine into the GEMV, which escha cannot do because the down result is still in the rotated domain there. Both escha phases want per-slot in / per-slot out / no combine, so it is one new kernel used twice. The new GEMVs are VERBATIM transcriptions of gemv_q8_0 / gemv_q8_0_wide — same unroll, accumulator count, fold and reduction — and the wide-vs-narrow choice re-uses Gpu::gemv_q8_0's own k <= 1536 rule, which is a numerical rule (four interleaved accumulators vs one), not just a performance one. That is why the G4 tolerances did not move: the indexed route is BIT-IDENTICAL to the host route, 0 differing floats over 8 tokens x 2048 hidden, now asserted by G4 rather than assumed. Whole- model logits are unchanged bit-for-bit at every decode position. check_moe_decode_supported's escha arm is replaced with real support, not deleted: it takes escha_indexed_supported (the resolver's escha arm AND resident transform tables, computed once and shared with the dispatch so they cannot drift) and still refuses every other way escha can reach an indexed GEMV — tables missing, or indexable through some other arm, which is the mirror-image silent corruption the new arm creates (the escha indexed GEMV hard-codes Q8_0). escha_layer_must_not_take_the_indexed_gpu_topk_path is updated to all five cases rather than removed, and a companion test pins the Q8_0 arm as escha-scoped in both directions — dropping that gate would move every plain-Q8_0 MoE model in the tree onto an indexed path. The model no longer needs HIPFIRE_GRAPH_MOE=0: the CPU fallback's capture refusal is unreachable for escha now. No speed-up follows yet — HIPFIRE_AR_GRAPH_TRACE=1 shows AR graph capture is not engaged on this path at all, for a reason unrelated to escha (escha_model_smoke drives the legacy allocating qwen35::forward, not forward_scratch). ~3 ms/token of residual launch gap is waiting for that follow-up. HIPFIRE_ESCHA_INDEXED=0 returns the layer to the CPU-top-K route consistently, guard included — a real A/B in one build, which is what the numbers above were measured with. Co-Authored-By: Claude Opus 5 (1M context) Claude-Session: https://claude.ai/code/session_01FfwZUVGT7QpjMdHikoERfM --- crates/hipfire-arch-cohere2moe/src/forward.rs | 1 + .../examples/escha_moe_block_gate.rs | 140 ++++++++++- .../hipfire-arch-qwen35/src/qwen35/escha.rs | 24 ++ .../hipfire-arch-qwen35/src/qwen35/forward.rs | 6 + .../hipfire-arch-qwen35/src/qwen35/prefill.rs | 5 + crates/hipfire-dispatch-tests/src/qwen35.rs | 1 + crates/hipfire-dispatch/src/coverage_tests.rs | 226 +++++++++++++---- crates/hipfire-dispatch/src/families/moe.rs | 49 +++- crates/hipfire-dispatch/src/pipeline/escha.rs | 238 ++++++++++++++++-- crates/hipfire-dispatch/src/pipeline/mod.rs | 143 +++++++++-- crates/hipfire-dispatch/src/tests.rs | 2 + crates/rdna-compute/src/dispatch.rs | 9 + crates/rdna-compute/src/gemv.rs | 170 +++++++++++++ crates/rdna-compute/src/kernels.rs | 12 + kernels/src/escha_moe_gemv_k8_indexed.hip | 212 ++++++++++++++++ 15 files changed, 1137 insertions(+), 101 deletions(-) create mode 100644 kernels/src/escha_moe_gemv_k8_indexed.hip diff --git a/crates/hipfire-arch-cohere2moe/src/forward.rs b/crates/hipfire-arch-cohere2moe/src/forward.rs index 49eae1b47..6f6588a0d 100644 --- a/crates/hipfire-arch-cohere2moe/src/forward.rs +++ b/crates/hipfire-arch-cohere2moe/src/forward.rs @@ -854,6 +854,7 @@ pub fn forward_batch( routed_has_mixed_experts: false, per_expert_gate_up: None, per_expert_down: None, + routed_escha_transforms: false, has_paro_shared: false, }, batch_size: b, diff --git a/crates/hipfire-arch-qwen35/examples/escha_moe_block_gate.rs b/crates/hipfire-arch-qwen35/examples/escha_moe_block_gate.rs index 25337c5b9..8d2f679b0 100644 --- a/crates/hipfire-arch-qwen35/examples/escha_moe_block_gate.rs +++ b/crates/hipfire-arch-qwen35/examples/escha_moe_block_gate.rs @@ -40,7 +40,9 @@ use hipfire_arch_qwen35::qwen35::escha::{load_escha_moe_experts, EschaWeightStore}; use hipfire_dispatch::context::DispatchCtx; -use hipfire_dispatch::pipeline::escha::{escha_launches_per_token, escha_routed_decode}; +use hipfire_dispatch::pipeline::escha::{ + escha_launches_per_token, escha_routed_decode, escha_routed_decode_indexed, EschaIndexedRouting, +}; use hipfire_quantize::float16::f16_to_f32; use hipfire_runtime::hfq::{load_weight_tensor_pread, HfqFile}; use hipfire_runtime::llama::{weight_gemv, WeightTensor}; @@ -126,6 +128,21 @@ struct ArmResult { max_abs: f32, mean_abs: f32, got: Vec, + /// `Some(n)` when the indexed (GPU-top-K) route was cross-checked on this + /// arm: the number of ROUTED-ONLY output floats that did NOT match the + /// CPU-top-K route bit-for-bit, across every token. Must be 0. + indexed_mismatches: Option, +} + +/// Device pointer table over the loaded experts, in the `[n_exp]` packed-u64 +/// layout every indexed MoE GEMV consumes. Built here the same way +/// `qwen35::load` builds it for production, because the indexed executor +/// reaches the weights ONLY through this table — a gate that passed its own +/// hand-rolled table would not be gating the production addressing. +fn expert_ptr_table(gpu: &Gpu, ptrs: &[u64]) -> GpuTensor { + let bytes: Vec = ptrs.iter().flat_map(|p| p.to_ne_bytes()).collect(); + gpu.upload_raw(&bytes, &[2 * ptrs.len()]) + .expect("ptr table") } #[allow(clippy::too_many_arguments)] @@ -172,6 +189,42 @@ fn run_arm( let zeros = vec![0.0f32; hidden]; let mut got = vec![0.0f32; n_tok * hidden]; + // ── Indexed (GPU-top-K) route cross-check ──────────────────────────── + // + // Production decode and prefill take `escha_routed_decode_indexed`, not + // the host-routed executor this gate was originally written against. The + // two must agree BIT-FOR-BIT: they are the same eight phases over the + // same weights, differing only in where the routing lives, so any + // difference at all is a defect (a changed GEMV accumulate order, a + // device-vs-host disagreement in the f16 score rounding, a wrong slot + // stride) — not a tolerance question. Asserting equality rather than a + // bound is what lets the golden tolerances below keep meaning ONE thing + // for both routes. + // + // Q8_0 only: the indexed GEMV decodes the Q8_0 34 B/32-element block + // layout, so the F32 weight-exact control arm has no indexed counterpart + // (and needs none — it exists to isolate wiring, which both routes share). + let indexed = if matches!(store, EschaWeightStore::Q8_0) { + let gu_ptrs: Vec = experts + .iter() + .map(|e| e.gate_up.buf.buf.as_ptr() as u64) + .collect(); + let dn_ptrs: Vec = experts + .iter() + .map(|e| e.down.buf.buf.as_ptr() as u64) + .collect(); + Some(( + expert_ptr_table(gpu, &gu_ptrs), + expert_ptr_table(gpu, &dn_ptrs), + gpu.alloc_tensor(&[top_k], DType::F32).unwrap(), // ids (i32 bits) + gpu.alloc_tensor(&[top_k], DType::F32).unwrap(), // raw scores + gpu.alloc_tensor(&[hidden], DType::F32).unwrap(), // routed-only out + )) + } else { + None + }; + let mut indexed_mismatches = indexed.as_ref().map(|_| 0usize); + for t in 0..n_tok { let x_gpu = upload_f32(gpu, &x[t * hidden..(t + 1) * hidden]); gpu.hip @@ -190,6 +243,57 @@ fn run_arm( ) .expect("escha routed decode"); + if let (Some((gu_tbl, dn_tbl, ids_dev, wts_dev, out_idx)), Some(bad)) = + (indexed.as_ref(), indexed_mismatches.as_mut()) + { + // Routing goes up ONCE, as the device buffers the GPU top-K + // kernel would have written: ids as i32 bits in an F32 tensor, + // scores UNROUNDED (the executor's own kernel does the f16 + // round-trip — that is part of what is being gated). + let id_bytes: Vec = slot_ids + .iter() + .flat_map(|&i| (i as i32).to_le_bytes()) + .collect(); + gpu.hip.memcpy_htod(&ids_dev.buf, &id_bytes).unwrap(); + let w_bytes: Vec = slot_w.iter().flat_map(|w| w.to_le_bytes()).collect(); + gpu.hip.memcpy_htod(&wts_dev.buf, &w_bytes).unwrap(); + gpu.hip + .memcpy_htod(&out_idx.buf, unsafe { + std::slice::from_raw_parts(zeros.as_ptr() as *const u8, hidden * 4) + }) + .unwrap(); + + escha_routed_decode_indexed( + gpu, + &refs, + &EschaIndexedRouting { + expert_gate_up_ptrs: gu_tbl, + expert_down_ptrs: dn_tbl, + topk_indices: ids_dev, + topk_weights: wts_dev, + gate_up_m: 2 * mi, + gate_up_k: hidden, + down_m: hidden, + down_k: mi, + }, + out_idx, + &x_gpu, + hidden, + mi, + top_k, + ) + .expect("escha routed decode (indexed)"); + + gpu.hip.device_synchronize().unwrap(); + let host_route = gpu.download_f32(&out).unwrap(); + let idx_route = gpu.download_f32(out_idx).unwrap(); + *bad += host_route[..hidden] + .iter() + .zip(idx_route[..hidden].iter()) + .filter(|(a, b)| a.to_bits() != b.to_bits()) + .count(); + } + run_shared_expert(gpu, shared, &x_gpu, &out, smi, hidden); gpu.hip.device_synchronize().unwrap(); @@ -207,6 +311,11 @@ fn run_arm( let mean_abs = diffs.iter().sum::() / diffs.len() as f32; let _ = gpu.free_tensor(out); + if let Some((gu_tbl, dn_tbl, ids_dev, wts_dev, out_idx)) = indexed { + for t in [gu_tbl, dn_tbl, ids_dev, wts_dev, out_idx] { + let _ = gpu.free_tensor(t); + } + } for e in experts { e.gate_up.free_all(gpu); e.down.free_all(gpu); @@ -217,6 +326,7 @@ fn run_arm( max_abs, mean_abs, got, + indexed_mismatches, } } @@ -347,6 +457,34 @@ fn main() { q8_arm.max_abs, q8_arm.mean_abs ); + // ── Indexed route == host route, bit-for-bit ───────────────────────── + // Production decode/prefill run `escha_routed_decode_indexed`. The + // tolerances asserted below were measured on the host-routed executor, so + // they only describe production if the two routes are the SAME numbers — + // which they are by construction (identical phases, identical GEMV + // accumulate order, the f16 score rounding moved from host to kernel) and + // must therefore be provable exactly, not to a tolerance. + let n_indexed = q8_arm + .indexed_mismatches + .expect("the Q8_0 arm must cross-check the indexed route"); + println!("indexed route vs host route: {n_indexed} differing floats (want 0)"); + assert_eq!( + n_indexed, 0, + "the indexed (GPU-top-K) escha route disagreed with the CPU-top-K route on \ + {n_indexed} routed-output floats. These must be BIT-identical: same phases, same \ + weights, same H128 pair, same GEMV accumulate order. Look at (1) the wide-vs-narrow \ + Q8_0 kernel choice in `escha_gemv_q8_0_moe_k8_indexed_batched` — it must reuse \ + `gemv_q8_0`'s `k <= 1536` rule, because the wide kernel folds four interleaved \ + accumulators and the narrow one a single sum; (2) `escha_round_weights_f16_rne` \ + against the host's `half::f16::from_f32`; (3) the per-slot x/y strides. Until this is \ + 0 the tolerances below describe a route production does not take." + ); + assert!( + f32_arm.indexed_mismatches.is_none(), + "the F32 control arm has no indexed counterpart (the indexed GEMV is Q8_0-only) — a \ + Some here means the cross-check silently ran against the wrong container" + ); + let dq: Vec = q8_arm .got .iter() diff --git a/crates/hipfire-arch-qwen35/src/qwen35/escha.rs b/crates/hipfire-arch-qwen35/src/qwen35/escha.rs index d1c1bf1aa..46960b626 100644 --- a/crates/hipfire-arch-qwen35/src/qwen35/escha.rs +++ b/crates/hipfire-arch-qwen35/src/qwen35/escha.rs @@ -129,6 +129,30 @@ impl EschaMoeTables { } } +/// Kill switch for the escha INDEXED (GPU-resident top-K) routed route. +/// +/// `HIPFIRE_ESCHA_INDEXED=0` withholds `MoeDtypes::routed_escha_transforms`, +/// which drops `routed_indexable_escha_q8`, which drops `use_gpu_topk`, which +/// sends the layer back down the CPU-top-K route and its host-routed escha +/// executor. Everything stays consistent on the way — including +/// `check_moe_decode_supported`, which sees a non-indexed escha layer and +/// admits it — so this is a genuine A/B of the two routes in ONE build, not a +/// half-disabled state. +/// +/// It exists because the two routes are BIT-IDENTICAL (gated by +/// `examples/escha_moe_block_gate.rs`) and differ only in cost, so the +/// performance claim for the indexed route is checkable at any time without a +/// rebuild or a revert. It is also the escape hatch if the indexed route ever +/// needs to be taken out of service in the field. +/// +/// Default ON. Read once. +pub fn escha_indexed_route_enabled() -> bool { + static ENABLED: std::sync::OnceLock = std::sync::OnceLock::new(); + *ENABLED.get_or_init(|| { + hipfire_config::developer_var("HIPFIRE_ESCHA_INDEXED").as_deref() != Ok("0") + }) +} + /// `.hfq` tensor name for one of the six escha MoE leaves of a layer, BEFORE /// candidate expansion. `p` is the bare layer prefix `load.rs` uses /// (`layers.N`); the caller's `resolve` is what turns that into the diff --git a/crates/hipfire-arch-qwen35/src/qwen35/forward.rs b/crates/hipfire-arch-qwen35/src/qwen35/forward.rs index 95c4cbc4c..5b749c163 100644 --- a/crates/hipfire-arch-qwen35/src/qwen35/forward.rs +++ b/crates/hipfire-arch-qwen35/src/qwen35/forward.rs @@ -621,6 +621,12 @@ fn moe_ffn_decode_impl( has_paro_shared: ffn.paro_shared.is_some(), per_expert_gate_up, per_expert_down, + // Escha-W2: same single source of truth as `MoeParams::escha` below. + // The loader has already turned the trellis experts into Q8_0, so the + // transform tables are the ONLY remaining evidence that this layer is + // escha — and they are also what makes the escha indexed executor + // callable, which is exactly what the resolver's Q8_0 arm gates on. + routed_escha_transforms: ffn.escha.is_some() && super::escha::escha_indexed_route_enabled(), }; // Resolution is owned by the MoeFamily (Ship 4.1). The model passes only // the dtype snapshot + k; the executor computes MoeResolution from MoeDtypes. diff --git a/crates/hipfire-arch-qwen35/src/qwen35/prefill.rs b/crates/hipfire-arch-qwen35/src/qwen35/prefill.rs index 418e23b44..07d15ab2c 100644 --- a/crates/hipfire-arch-qwen35/src/qwen35/prefill.rs +++ b/crates/hipfire-arch-qwen35/src/qwen35/prefill.rs @@ -3516,6 +3516,11 @@ pub(crate) fn prefill_moe_ffn_body_batched( has_paro_shared: ffn.paro_shared.is_some(), per_expert_gate_up, per_expert_down, + // Escha-W2. Prefill for an escha model falls through to the per-token + // decode path (no Q8_0 routed arm is admitted to the batched MoE + // body), so this snapshot must agree with the decode one or the two + // routes would resolve the same layer differently. + routed_escha_transforms: ffn.escha.is_some() && super::escha::escha_indexed_route_enabled(), }; let paro_gate_up = diff --git a/crates/hipfire-dispatch-tests/src/qwen35.rs b/crates/hipfire-dispatch-tests/src/qwen35.rs index a94bad38f..786d305f8 100644 --- a/crates/hipfire-dispatch-tests/src/qwen35.rs +++ b/crates/hipfire-dispatch-tests/src/qwen35.rs @@ -144,6 +144,7 @@ fn mq4_dtypes() -> MoeDtypes { has_paro_shared: false, per_expert_gate_up: None, per_expert_down: None, + routed_escha_transforms: false, } } diff --git a/crates/hipfire-dispatch/src/coverage_tests.rs b/crates/hipfire-dispatch/src/coverage_tests.rs index 67ebb92cb..c280c33ac 100644 --- a/crates/hipfire-dispatch/src/coverage_tests.rs +++ b/crates/hipfire-dispatch/src/coverage_tests.rs @@ -439,6 +439,7 @@ fn non_k8_and_q8_routed_moe_has_a_dispatch_plan() { has_paro_shared: false, per_expert_gate_up: None, per_expert_down: None, + routed_escha_transforms: false, }; let res = MoeResolution::resolve(&d, u.k); // (a) These layers MUST take the fallback, not the k8 indexed path. @@ -499,6 +500,7 @@ fn moe_decode_pre_guard_admits_fallback_and_rejects_invalid() { has_paro_shared: false, per_expert_gate_up: None, per_expert_down: None, + routed_escha_transforms: false, }; let res_k4 = MoeResolution::resolve(&mq4_k4, 4); assert!( @@ -512,7 +514,8 @@ fn moe_decode_pre_guard_admits_fallback_and_rejects_invalid() { 4, /*n_exp=*/ 64, /*resident=*/ true, - /*has_escha=*/ false + /*has_escha=*/ false, + /*escha_indexed_supported=*/ false ) .is_ok(), "MQ4G256 k=4 with resident experts is a VALID fallback case — guard must not reject it" @@ -535,7 +538,8 @@ fn moe_decode_pre_guard_admits_fallback_and_rejects_invalid() { 8, 64, /*resident=*/ false, - /*has_escha=*/ false + /*has_escha=*/ false, + /*escha_indexed_supported=*/ false ) .is_ok(), "GPU-top-K path is valid even under paged (non-resident) residency" @@ -543,11 +547,11 @@ fn moe_decode_pre_guard_admits_fallback_and_rejects_invalid() { // (a) out-of-range k errors gracefully (no panic): k == 0 and k > n_exp. assert!( - check_moe_decode_supported(false, 0, 64, true, false).is_err(), + check_moe_decode_supported(false, 0, 64, true, false, false).is_err(), "k == 0 must be rejected (would panic select_nth_unstable_by(k-1))" ); assert!( - check_moe_decode_supported(false, 65, 64, true, false).is_err(), + check_moe_decode_supported(false, 65, 64, true, false, false).is_err(), "k > n_exp must be rejected (would panic select_nth_unstable_by(k-1))" ); @@ -555,77 +559,112 @@ fn moe_decode_pre_guard_admits_fallback_and_rejects_invalid() { assert!( check_moe_decode_supported( /*use_gpu_topk=*/ false, 4, 64, /*resident=*/ false, - /*has_escha=*/ false + /*has_escha=*/ false, /*escha_indexed_supported=*/ false ) .is_err(), "non-fast-path dtype with no resident experts has no runnable path — reject gracefully" ); } -/// LAYER 1f — Escha-W2 must FAIL CLOSED on the indexed GPU-top-K path. +/// LAYER 1f — Escha-W2 on the indexed GPU-top-K path: SUPPORTED only in the +/// one shape that keeps the H128 pair, and failing closed in every other. /// -/// Only `run_moe_decode_cpu_fallback` consults `MoeParams::escha` and runs the -/// H128-wrapped routed executor. The indexed GPU-top-K path has no escha -/// awareness at all: an escha layer that took it would skip both Hadamard +/// Escha-W2 weights live in a rotated domain. Only the executors in +/// `pipeline::escha` wrap the routed GEMVs in the H128 pair; an escha layer +/// that reached the GENERIC indexed routed body would skip both Hadamard /// transforms and emit finite, fluent output wrong by ~1e-1. Nothing would /// fire — not a NaN check, not a shape check, not a dtype check. /// -/// Escha reaches the fallback today only by an UNGUARDED NEGATIVE INVARIANT: -/// the loader materialises the experts as `Q8_0`, and no `routed_indexable_*` -/// arm in `MoeResolution` admits `Q8_0`. `Q8_0` is the most common dtype in -/// this codebase, so "someone adds a Q8_0 indexed routed arm" is a likely -/// future change, not a hypothesis. When it happens, arm (c) of -/// `check_moe_decode_supported` must refuse loudly instead of letting every -/// escha layer silently change answer. +/// This test used to assert that escha could never be on the indexed path at +/// all, because the only thing keeping it off was a negative accident (the +/// loader materialises the experts as `Q8_0`, and no `routed_indexable_*` arm +/// admitted `Q8_0`). That accident has been replaced by real support: +/// `routed_indexable_escha_q8` admits Q8_0-on-both-projections experts that +/// carry the transform tables, and `run_moe_decode` routes them to +/// `escha::escha_routed_decode_indexed`, which applies the same H128 pair as +/// the CPU-top-K executor. /// -/// The three cases below are the whole contract: -/// 1. escha + `use_gpu_topk == true` → REJECTED, with the escha-named variant. -/// 2. escha + `use_gpu_topk == false` → admitted (today's production shape). -/// 3. non-escha + `use_gpu_topk == true` → admitted (every other MoE model). +/// So the contract the guard now encodes is narrower and stronger — the +/// SPECIFIC combination is supported and everything adjacent to it is not: +/// 1. escha + indexed + `escha_indexed_supported` → ADMITTED (production). +/// 2. escha + indexed + tables MISSING → REJECTED (the executor could not +/// have been called; the generic body would run and drop the transforms). +/// 3. escha + indexed via some OTHER arm (non-Q8_0 routed dtype) → REJECTED. +/// The escha indexed GEMV hard-codes the Q8_0 block layout, so this is +/// the mirror-image silent corruption of case 2. +/// 4. escha + `use_gpu_topk == false` → admitted (the CPU-top-K route). +/// 5. non-escha + indexed → admitted (every other MoE model). /// -/// Case 3 is what stops the guard being over-broad; case 1 is what goes red if -/// arm (c) is deleted. +/// Cases 2 and 3 are what go red if arm (c) is weakened to `true`; case 1 is +/// what goes red if it is left as the old blanket refusal. #[test] fn escha_layer_must_not_take_the_indexed_gpu_topk_path() { use crate::pipeline::check_moe_decode_supported; - // The future-change simulation: an escha layer whose routed dtype HAS - // become indexable. `MoeResolution` is asked for the real answer rather - // than hand-set, so this stays honest if the arms are reworked. - let indexable = MoeDtypes { + let base = MoeDtypes { router: Q8_0, shared_gate: Q8_0, shared_expert_gate: Q8_0, shared_expert_up: Q8_0, shared_expert_down: Q8_0, - experts_all_gate_up_mq4: true, - routed_gate_up: MQ4G256, - routed_down: MQ4G256, + experts_all_gate_up_mq4: false, + routed_gate_up: Q8_0, + routed_down: Q8_0, routed_has_mixed_experts: false, has_paro_shared: false, per_expert_gate_up: None, per_expert_down: None, + routed_escha_transforms: false, + }; + + // ── 1. Production shape: Q8_0 experts + resident transform tables ────── + // `MoeResolution` is asked for the real answer rather than hand-set, so + // this stays honest if the arms are reworked. + let escha_q8 = MoeDtypes { + routed_escha_transforms: true, + per_expert_gate_up: None, + per_expert_down: None, + ..base }; - let res = MoeResolution::resolve(&indexable, 8); + let res_escha = MoeResolution::resolve(&escha_q8, 8); + assert!( + res_escha.routed_indexable_escha_q8, + "Q8_0-on-both-projections experts with resident H128 tables ARE the escha indexed arm" + ); assert!( - res.use_gpu_topk, - "fixture precondition: this dtype/k pair must resolve to the indexed path" + res_escha.use_gpu_topk, + "the escha arm must admit the layer to GPU-resident top-K — that is the whole point of \ + it (no per-layer topk D2H, no per-expert GEMV launch storm, hipGraph-capturable)" + ); + assert!( + check_moe_decode_supported( + res_escha.use_gpu_topk, + 8, + /*n_exp=*/ 64, + /*resident=*/ true, + /*has_escha=*/ true, + /*escha_indexed_supported=*/ true, + ) + .is_ok(), + "escha on the indexed path WITH the escha executor behind it is the supported \ + production shape — the guard must admit it. If this is red the guard is still the old \ + blanket refusal and escha is stuck on the CPU-top-K route." ); - // 1. escha ON the indexed path → refused, and refused for the RIGHT reason. + // ── 2. Tables missing: the executor could not run, so refuse ─────────── let err = check_moe_decode_supported( - res.use_gpu_topk, + res_escha.use_gpu_topk, 8, - /*n_exp=*/ 64, + 64, /*resident=*/ true, /*has_escha=*/ true, + /*escha_indexed_supported=*/ false, ) .expect_err( - "an escha layer resolved onto the indexed GPU-top-K path MUST be refused: that path \ - never applies the H128 pair, so it would emit finite, fluent, ~1e-1-wrong output with \ - nothing to catch it. Escha reaches the correct executor today only because Q8_0 is \ - absent from every routed_indexable_* arm — if you just added one, teach the indexed \ - path about escha (or exclude escha from it) rather than deleting this guard.", + "an escha layer on the indexed path WITHOUT its transform tables MUST be refused: the \ + escha executor cannot be called, so the generic indexed body would run the experts \ + with no H128 pair and emit finite, fluent, ~1e-1-wrong output with nothing to catch \ + it.", ); match err { DispatchError::UnsupportedVariant { @@ -641,9 +680,88 @@ fn escha_layer_must_not_take_the_indexed_gpu_topk_path() { other => panic!("expected UnsupportedVariant, got {other:?}"), } - // 2. Today's production shape: escha experts materialised as Q8_0, which - // resolves OFF the indexed path → the fallback runs them → admitted. - let q8_escha = MoeDtypes { + // ── 3. Indexable through a DIFFERENT arm while still escha ───────────── + // A future graded/mixed escha file whose representative routed dtype is + // not Q8_0 would resolve indexable via the MQ4 arm. The escha indexed + // GEMV hard-codes the Q8_0 34 B/32-element block layout, so dispatching + // it there is silent corruption; so is letting the generic body have it. + let escha_via_mq4 = MoeDtypes { + experts_all_gate_up_mq4: true, + routed_gate_up: MQ4G256, + routed_down: MQ4G256, + routed_escha_transforms: true, + per_expert_gate_up: None, + per_expert_down: None, + ..base + }; + let res_mq4 = MoeResolution::resolve(&escha_via_mq4, 8); + assert!( + res_mq4.use_gpu_topk && !res_mq4.routed_indexable_escha_q8, + "fixture precondition: indexable, but NOT through the escha arm" + ); + assert!( + check_moe_decode_supported( + res_mq4.use_gpu_topk, + 8, + 64, + true, + /*has_escha=*/ true, + // What `run_moe_decode` computes: the escha arm did not fire, so + // the escha executor is not the one that would run. + /*escha_indexed_supported=*/ + res_mq4.routed_indexable_escha_q8, + ) + .is_err(), + "an escha layer that reached the indexed path through a NON-escha arm must be refused — \ + the escha executor only decodes Q8_0, and the generic body applies no transforms" + ); + + // ── 4. CPU-top-K route stays admitted ────────────────────────────────── + let escha_k4 = MoeDtypes { + routed_escha_transforms: true, + per_expert_gate_up: None, + per_expert_down: None, + ..base + }; + let res_k4 = MoeResolution::resolve(&escha_k4, 4); + assert!( + !res_k4.use_gpu_topk, + "k != 8 has no indexed kernel on any arm, escha included" + ); + assert!( + check_moe_decode_supported(res_k4.use_gpu_topk, 4, 64, true, true, false).is_ok(), + "escha on the CPU-top-K fallback is still a supported shape — the guard must not \ + reject it" + ); + + // ── 5. Non-escha models on the indexed path are untouched ────────────── + assert!( + check_moe_decode_supported( + res_mq4.use_gpu_topk, + 8, + 64, + true, + /*has_escha=*/ false, + /*escha_indexed_supported=*/ false + ) + .is_ok(), + "the escha guard must not affect any non-escha MoE model" + ); +} + +/// LAYER 1f (companion) — the Q8_0 indexed arm must stay ESCHA-SCOPED. +/// +/// `routed_indexable_escha_q8` is the first arm in `MoeResolution` that +/// admits `Q8_0` routed experts, and `Q8_0` is the most common dtype in this +/// codebase. If the escha gate on it were ever dropped, every plain-Q8_0 MoE +/// model in the tree would silently move from the CPU-top-K fallback onto an +/// indexed path — either the generic body (whose kernels expect a different +/// container for the projections that arm implies) or, worse, the escha +/// executor, which would apply a Hadamard pair those weights were never +/// packed in. Both are fluent wrong output, not a fault. +#[test] +fn plain_q8_0_routed_experts_stay_off_the_indexed_path() { + let plain_q8 = MoeDtypes { router: Q8_0, shared_gate: Q8_0, shared_expert_gate: Q8_0, @@ -656,22 +774,19 @@ fn escha_layer_must_not_take_the_indexed_gpu_topk_path() { has_paro_shared: false, per_expert_gate_up: None, per_expert_down: None, + // The ONLY difference from the escha production fixture above. + routed_escha_transforms: false, }; - let res_q8 = MoeResolution::resolve(&q8_escha, 8); + let res = MoeResolution::resolve(&plain_q8, 8); assert!( - !res_q8.use_gpu_topk, - "Q8_0 routed experts must stay off the indexed path (this is the invariant the guard \ - above exists to make explicit)" + !res.routed_indexable_escha_q8, + "the Q8_0 indexed arm must require the escha transform tables" ); assert!( - check_moe_decode_supported(res_q8.use_gpu_topk, 8, 64, true, /*has_escha=*/ true).is_ok(), - "escha on the CPU-top-K fallback is the SUPPORTED shape — the guard must not reject it" - ); - - // 3. Non-escha models on the indexed path are untouched. - assert!( - check_moe_decode_supported(res.use_gpu_topk, 8, 64, true, /*has_escha=*/ false).is_ok(), - "the escha guard must not affect any non-escha MoE model" + !res.use_gpu_topk, + "a plain Q8_0 MoE model must keep taking the CPU-top-K fallback. If this is red, the \ + escha gate came off the Q8_0 arm and every Q8_0 MoE model in the tree just changed \ + execution path (and, on the escha executor, answer)." ); } @@ -1501,6 +1616,7 @@ fn moe_dtypes_uniform(gate_up: DType, down: DType) -> MoeDtypes { has_paro_shared: false, per_expert_gate_up: None, per_expert_down: None, + routed_escha_transforms: false, } } diff --git a/crates/hipfire-dispatch/src/families/moe.rs b/crates/hipfire-dispatch/src/families/moe.rs index afe881e22..953741b8f 100644 --- a/crates/hipfire-dispatch/src/families/moe.rs +++ b/crates/hipfire-dispatch/src/families/moe.rs @@ -88,6 +88,25 @@ pub struct MoeDtypes { pub per_expert_gate_up: Option>, /// Per-expert down tiers (parallel to `per_expert_gate_up`). Same semantics. pub per_expert_down: Option>, + /// This layer's routed experts came from an Escha-W2 checkpoint AND the + /// per-expert H128 transform tables are resident, so the escha routed + /// executor (`crate::pipeline::escha`) can run them. + /// + /// It is a separate flag rather than a dtype because the escha loader + /// decodes the trellis at load time and materialises the experts as + /// `Q8_0`: by the time dispatch sees the layer, NO routed dtype says + /// "escha" any more (that is exactly what `has_escha_experts` can no + /// longer see). The model sets it from `MoeFfnWeights.escha.is_some()` — + /// the same single source of truth that populates `MoeParams::escha`. + /// + /// It gates `routed_indexable_escha_q8`. Scoping the Q8_0 indexed arm to + /// escha, rather than admitting `Q8_0` routed experts in general, is + /// deliberate in BOTH directions: escha's indexed route is a different + /// executor (it wraps every GEMV in the H128 pair) that a plain-Q8_0 MoE + /// model must not be pulled onto, and a plain-Q8_0 MoE model must equally + /// not be pulled onto the generic indexed body on the strength of an arm + /// added for escha's benefit. + pub routed_escha_transforms: bool, } impl MoeDtypes { @@ -204,6 +223,12 @@ pub struct MoeResolution { /// gate_up and down. Binds the same indexed MQ2-Lloyd kernels as qt19 but /// consumes x in the natural basis (`needs_x_rot_local == false`). pub routed_indexable_mq2lloyd_u: bool, + /// Escha-W2 routed experts (Q8_0 on both projections, H128 transform + /// tables resident). Admits the layer to GPU-resident top-K ONLY — the + /// routed body it reaches is `pipeline::escha::escha_routed_decode_indexed`, + /// never the generic indexed body, which has no escha awareness. See the + /// arm in `resolve_arch` and `pipeline::check_moe_decode_supported`. + pub routed_indexable_escha_q8: bool, pub use_gpu_topk: bool, pub needs_x_rot_local: bool, /// True when a per-expert tier table is `Some` AND contains >1 distinct @@ -315,6 +340,25 @@ impl MoeResolution { && routed_gate_up_e8 && matches!(d.routed_down, MFP4G32E8 | MFP3G32E8 | MFP2G32E8); + // Escha-W2. The routed experts are the Q8_0 the trellis decoded into, + // BOTH projections, and the layer carries the H128 transform tables. + // + // This arm does NOT admit the layer to the generic indexed routed body + // below — escha weights are in a rotated domain and that body would + // omit both Hadamard transforms, producing finite, fluent, ~1e-1-wrong + // output. What it admits is GPU-resident top-K: `run_moe_decode` + // branches to `pipeline::escha::escha_routed_decode_indexed` (which + // keeps the H128 pair) before the generic body, and + // `check_moe_decode_supported` refuses any escha layer that arrives on + // the indexed path WITHOUT those tables. + // + // Q8_0 is required on both sides for the same reason every other + // uniform arm requires it: the indexed GEMV decodes a 34 B/32-element + // block layout, and handing it a different container is silent + // corruption, not a fault. + let routed_indexable_escha_q8 = + d.routed_escha_transforms && d.routed_gate_up == Q8_0 && d.routed_down == Q8_0; + let routed_dtype_indexable = routed_indexable_mq4 || routed_indexable_mq4v2 || routed_indexable_mq5 @@ -327,7 +371,8 @@ impl MoeResolution { || routed_indexable_mq3lloyd || routed_indexable_mixed_lloyd || routed_indexable_paro - || routed_indexable_e8; + || routed_indexable_e8 + || routed_indexable_escha_q8; let use_gpu_topk = k == 8 && routed_dtype_indexable; let needs_x_rot_local = gate_side_mq4 @@ -385,6 +430,7 @@ impl MoeResolution { routed_indexable_mixed_lloyd, routed_indexable_mixed_per_expert, routed_indexable_paro, + routed_indexable_escha_q8, use_gpu_topk, needs_x_rot_local, mixed, @@ -1103,6 +1149,7 @@ mod tests { has_paro_shared: false, per_expert_gate_up: None, per_expert_down: None, + routed_escha_transforms: false, } } diff --git a/crates/hipfire-dispatch/src/pipeline/escha.rs b/crates/hipfire-dispatch/src/pipeline/escha.rs index a5233e5fd..920849371 100644 --- a/crates/hipfire-dispatch/src/pipeline/escha.rs +++ b/crates/hipfire-dispatch/src/pipeline/escha.rs @@ -1,12 +1,37 @@ // SPDX-License-Identifier: MIT OR Apache-2.0 // hipfire — see LICENSE and NOTICE in the project root. -//! Escha-W2 routed-expert decode executor (Task 10). +//! Escha-W2 routed-expert decode executors (Tasks 10 and 11). //! -//! This replaces step 4 (the per-expert routed loop) of -//! [`super::run_moe_decode_cpu_fallback`] for layers whose routed experts came -//! from an Escha-W2 checkpoint. Everything around it — the router GEMV, the -//! f16 logit rounding, top-k selection, and the shared expert — is unchanged -//! arch-6 code. +//! Two entry points, one for each of the two routes into a routed MoE layer. +//! Both apply the SAME phase structure and the SAME H128 pair; they differ +//! only in where the routing lives. +//! +//! * [`escha_routed_decode`] — CPU-top-K route. `topk_ids` / `topk_weights` +//! arrive on the HOST, already downloaded by +//! [`super::run_moe_decode_cpu_fallback`]. Used when the layer is not +//! admitted to the indexed path (k != 8, F32 control experts in the G4 +//! gate, …). +//! * [`escha_routed_decode_indexed`] — GPU-top-K route, the production +//! decode/prefill path. Routing stays on the device end to end: the ids +//! feed the transforms and the GEMVs as a device buffer, the combine +//! weights are f16-rounded by a device kernel, and there is no D2H +//! anywhere in the layer. +//! +//! Everything around them — the router GEMV, the f16 logit rounding, top-k +//! selection, and the shared expert — is unchanged arch-6 code. +//! +//! # Why the indexed route exists (Task 11, measured) +//! +//! `rocprofv3 --kernel-trace` over a warm 40-layer decode token on gfx1151: +//! 22.0 ms of GPU-busy against a 29.7 ms wall (profiled; 26.0 ms unprofiled), +//! of which the routed experts were 6.5 ms of kernel time, ~2.1 ms of +//! launch-gap across their 640 per-expert GEMV launches, and ~2.1 ms of +//! copy/stall around the per-layer `topk_indices` + `topk_weights` D2H and the +//! ids/weights H2D that followed it. The host round trip alone did NOT +//! dominate — but the round trip and the launch storm together were the whole +//! addressable overhead, and the round trip is also what made the layer +//! non-capturable under hipGraph. This route removes both: 640 routed GEMV +//! launches per token become 80, and the per-layer sync disappears. //! //! # Why the routed loop needs replacing at all //! @@ -29,18 +54,25 @@ //! all inputs transformed, then all GEMVs, then all outputs transformed — is //! **4 H128-family launches per layer, 160 per token, 0.38 ms**. //! -//! Phase order (per layer, decode, one token): +//! Phase order (per layer, decode, one token). The `host` column is +//! [`escha_routed_decode`], `idx` is [`escha_routed_decode_indexed`]: //! -//! | # | launches | what | -//! |---|----------|------| -//! | 1 | 1 | `escha_h128_in_batched` — gate_up input side, x broadcast | -//! | 2 | k | Q8_0 gate_up GEMV per selected expert | -//! | 3 | 1 | `escha_h128_out_batched` — gate_up output side | -//! | 4 | 1 | `escha_swiglu_batched` | -//! | 5 | 1 | `escha_h128_in_batched` — down input side, per-slot x | -//! | 6 | k | Q8_0 down GEMV per selected expert | -//! | 7 | 1 | `escha_h128_out_batched` — down output side | -//! | 8 | 1 | `moe_down_combine_k8_batched` with f16-rounded scores | +//! | # | host | idx | what | +//! |---|------|-----|------| +//! | 0 | 0 (host-side rounding) | 1 | `escha_round_weights_f16_rne` | +//! | 1 | 1 | 1 | `escha_h128_in_batched` — gate_up input side, x broadcast | +//! | 2 | k | 1 | Q8_0 gate_up GEMV (per expert / all experts indexed) | +//! | 3 | 1 | 1 | `escha_h128_out_batched` — gate_up output side | +//! | 4 | 1 | 1 | `escha_swiglu_batched` | +//! | 5 | 1 | 1 | `escha_h128_in_batched` — down input side, per-slot x | +//! | 6 | k | 1 | Q8_0 down GEMV (per expert / all experts indexed) | +//! | 7 | 1 | 1 | `escha_h128_out_batched` — down output side | +//! | 8 | 1 | 1 | `moe_down_combine_k8_batched` with f16-rounded scores | +//! +//! At k=8 that is 22 launches + 2 H2D + (2 D2H upstream) per layer on the +//! host route against 9 launches and no host transfer at all on the indexed +//! one. The H128 budget — 4 per layer — is identical on both, which is why +//! `escha_launches_per_token` and the gates that read it are route-agnostic. //! //! The per-expert `rin_eff` / `rout_eff` rows are an extra index into the //! already-resident `[E, IC]` / `[E, OC]` tensors — the batching is a kernel @@ -266,3 +298,175 @@ pub fn escha_routed_decode( hip!(gpu.moe_down_combine_k8_batched(e.y_dn, e.weights, out, hidden, k, 1))?; Ok(()) } + +/// Device-resident routing for [`escha_routed_decode_indexed`]. +/// +/// These are the buffers the GPU top-K kernel wrote. Nothing here is ever +/// read by the host: that is the point of the route. +pub struct EschaIndexedRouting<'a> { + /// `[n_exp]` u64 weight-base pointers for the Q8_0 gate_up slots, packed + /// into an F32 tensor (2 f32 per pointer) — the same table the other + /// indexed MoE GEMVs consume. + pub expert_gate_up_ptrs: &'a GpuTensor, + /// `[n_exp]` u64 weight-base pointers for the Q8_0 down slots. + pub expert_down_ptrs: &'a GpuTensor, + /// `[k]` selected expert ids as i32 (stored in an F32 tensor — same + /// 4 B/elem — exactly as `moe_topk_renorm_k8` and friends write them). + pub topk_indices: &'a GpuTensor, + /// `[k]` combine weights, NOT yet f16-rounded. Left untouched; the + /// rounded copy goes into the layer's own `weights` scratch. + pub topk_weights: &'a GpuTensor, + /// Rows of the gate_up weight matrix (`2 * mi`). + pub gate_up_m: usize, + /// Columns of the gate_up weight matrix (`hidden`). + pub gate_up_k: usize, + /// Rows of the down weight matrix (`hidden`). + pub down_m: usize, + /// Columns of the down weight matrix (`mi`). + pub down_k: usize, +} + +/// Run the routed half of one Escha-W2 MoE layer for one token, with the +/// routing left on the device. +/// +/// Same eight phases as [`escha_routed_decode`] and the same H128 pair; the +/// only differences are that phases 2 and 6 are ONE indexed GEMV launch each +/// instead of `k`, and that the f16 rounding of the combine weights happens +/// in a kernel rather than on the host copy. +/// +/// `out` is accumulated into, never overwritten. +/// +/// # Why this is not just "the indexed path with escha bolted on" +/// +/// The generic indexed routed body in [`super::run_moe_decode`] is not +/// reachable for escha and must never become reachable: it feeds the raw +/// activation straight into the expert GEMVs and combines the raw result, so +/// it would omit both Hadamard transforms and emit finite, fluent output +/// wrong by ~1e-1. `run_moe_decode` therefore branches to THIS function +/// before that body, and `check_moe_decode_supported` refuses any escha layer +/// that reaches the indexed path without the transform tables that make this +/// function callable at all. +#[allow(clippy::too_many_arguments)] +pub fn escha_routed_decode_indexed( + gpu: &mut Gpu, + e: &EschaRoutedRefs<'_>, + r: &EschaIndexedRouting<'_>, + out: &GpuTensor, + x_norm: &GpuTensor, + hidden: usize, + mi: usize, + k: usize, +) -> Result<(), DispatchError> { + macro_rules! hip { + ($ex:expr) => { + $ex.map_err(|err| DispatchError::Hip(err.to_string())) + }; + } + // Same hard k<=8 bound as the host route: `moe_down_combine_k8_batched` + // unrolls to 8 slots and silently DROPS the rest rather than failing. + if k == 0 || k > 8 { + return Err(DispatchError::UnsupportedVariant { + family: "moe", + variant: "escha-routed-decode-supports-k<=8", + arch: "", + quant: "", + }); + } + // The GEMVs read `expert_ptrs[topk_indices[slot]]` on device, so a + // mis-sized weight table is an out-of-bounds READ (undefined behaviour), + // not a wrong answer. Both projections' shapes must also agree with the + // scratch the transforms were sized for — a mismatch there would have the + // GEMV write past the end of `mid_gu` / `mid_dn`. + if r.gate_up_m != 2 * mi || r.gate_up_k != hidden || r.down_m != hidden || r.down_k != mi { + return Err(DispatchError::UnsupportedVariant { + family: "moe", + variant: "escha-indexed-routed-shape-mismatch", + arch: "", + quant: "", + }); + } + + // ── 0. f16-round the combine weights, ONE launch, out-of-place ──────── + // `f16(score)` is one of the three load-bearing rounding points of the + // format. The host route does this on the downloaded copy; here it is a + // kernel, writing the layer's own scratch so `topk_weights` stays intact + // for any other consumer. + hip!(gpu.escha_round_weights_f16_rne(r.topk_weights, e.weights, k))?; + + // ── 1. gate_up input transform, all k slots, ONE launch ─────────────── + hip!(gpu.escha_h128_batched( + "escha_h128_in_batched", + x_norm, + e.gate_up_rin, + r.topk_indices, + e.xh_gu, + hidden, + k, + false, + ))?; + + // ── 2. gate_up GEMV for ALL k experts, ONE launch ───────────────────── + hip!(gpu.escha_gemv_q8_0_moe_k8_indexed_batched( + r.expert_gate_up_ptrs, + r.topk_indices, + e.xh_gu, + e.mid_gu, + r.gate_up_m, + r.gate_up_k, + k, + ))?; + + // ── 3. gate_up output transform, ONE launch ─────────────────────────── + hip!(gpu.escha_h128_batched( + "escha_h128_out_batched", + e.mid_gu, + e.gate_up_rout, + r.topk_indices, + e.y_gu, + 2 * mi, + k, + true, + ))?; + + // ── 4. SwiGLU on the f16-rounded merged output, gate = FIRST half ───── + hip!(gpu.escha_swiglu_batched(e.y_gu, e.h, mi, k))?; + + // ── 5. down input transform, ONE launch (per-slot activation) ───────── + hip!(gpu.escha_h128_batched( + "escha_h128_in_batched", + e.h, + e.down_rin, + r.topk_indices, + e.xh_dn, + mi, + k, + true, + ))?; + + // ── 6. down GEMV for ALL k experts, ONE launch ──────────────────────── + hip!(gpu.escha_gemv_q8_0_moe_k8_indexed_batched( + r.expert_down_ptrs, + r.topk_indices, + e.xh_dn, + e.mid_dn, + r.down_m, + r.down_k, + k, + ))?; + + // ── 7. down output transform, ONE launch ────────────────────────────── + hip!(gpu.escha_h128_batched( + "escha_h128_out_batched", + e.mid_dn, + e.down_rout, + r.topk_indices, + e.y_dn, + hidden, + k, + true, + ))?; + + // ── 8. weighted combine into the residual, ONE launch ───────────────── + hip!(gpu.moe_down_combine_k8_batched(e.y_dn, e.weights, out, hidden, k, 1))?; + Ok(()) +} diff --git a/crates/hipfire-dispatch/src/pipeline/mod.rs b/crates/hipfire-dispatch/src/pipeline/mod.rs index da663be3c..5140ce921 100644 --- a/crates/hipfire-dispatch/src/pipeline/mod.rs +++ b/crates/hipfire-dispatch/src/pipeline/mod.rs @@ -196,30 +196,40 @@ pub fn check_moe_decode_batch_size(batch_size: usize) -> Result<(), DispatchErro /// issue but experts are resident, the fallback runs it and its inner /// `gemv.run_auto` surfaces any genuinely-unsupported dtype as its own clean /// `DispatchError` — so we must NOT reject that case here.) -/// - **(c)** an Escha-W2 layer resolved onto the indexed GPU-top-K path. See -/// below — this one is a silent-wrong-output guard, not a panic guard. +/// - **(c)** an Escha-W2 layer on the indexed GPU-top-K path WITHOUT the escha +/// indexed executor behind it. See below — this one is a silent-wrong-output +/// guard, not a panic guard. /// /// `routed_experts_resident` mirrors `!MoeParams::routed_experts.is_empty()` /// (false under paged residency, where only the GPU-top-K path is available). /// -/// # (c) — why escha must fail closed on the indexed path +/// # (c) — why escha must fail closed on an UNSUPPORTED indexed path /// -/// Escha-W2 weights live in a ROTATED domain: only the escha routed executor -/// (`pipeline::escha::escha_routed_decode`, reached from -/// [`run_moe_decode_cpu_fallback`], the sole consumer of `MoeParams::escha`) -/// wraps the GEMVs in the H128 pair. The indexed GPU-top-K path knows nothing -/// about escha; running an escha layer through it omits the transforms and -/// emits finite, fluent output that is wrong by ~1e-1 — no crash, no NaN, no -/// test fires. +/// Escha-W2 weights live in a ROTATED domain: only the escha routed executors +/// in [`crate::pipeline::escha`] wrap the GEMVs in the H128 pair. The GENERIC +/// indexed routed body in [`run_moe_decode`] knows nothing about escha; +/// running an escha layer through it omits the transforms and emits finite, +/// fluent output that is wrong by ~1e-1 — no crash, no NaN, no test fires. /// -/// Today escha layers reach the executor only by a NEGATIVE invariant: the -/// loader materialises the experts as `Q8_0`, and `Q8_0` happens to be absent -/// from every `routed_indexable_*` arm in -/// [`crate::families::moe::MoeResolution`], so `use_gpu_topk` comes out false. -/// `Q8_0` is the most common dtype in this codebase; the day someone adds a -/// `Q8_0` indexed routed arm, that invariant evaporates and every escha layer -/// silently changes answer. This arm turns that from a silent numerical -/// regression into a loud refusal at the top of decode. +/// Escha is now a SUPPORTED indexed variant: `routed_indexable_escha_q8` +/// admits a layer whose experts are Q8_0 on both projections and whose H128 +/// transform tables are resident, and `run_moe_decode` branches such a layer +/// to `escha::escha_routed_decode_indexed` before the generic body ever runs. +/// `escha_indexed_supported` is the caller's assertion that BOTH halves of +/// that hold for this layer. +/// +/// What arm (c) still catches is every way escha could arrive on the indexed +/// path other than through that arm: +/// +/// * transform tables missing (`MoeParams::escha == None`) while the layer +/// is still marked escha by dtype — the executor could not be called; +/// * an escha layer that resolved indexable through some OTHER arm, e.g. a +/// future graded/mixed escha file whose representative routed dtype is not +/// Q8_0. The escha indexed executor hard-codes the Q8_0 block decode, so +/// dispatching it on a non-Q8_0 container is silent corruption too — this +/// hazard is the mirror image of the original one, and both are refused +/// here by requiring the *specific* supported combination rather than +/// merely "escha, somehow, on the indexed path". /// /// It deliberately ERRORS rather than forcing `use_gpu_topk = false`. Forcing /// would keep escha correct while hiding the fact that a new indexed arm needs @@ -231,6 +241,7 @@ pub fn check_moe_decode_supported( n_exp: usize, routed_experts_resident: bool, has_escha: bool, + escha_indexed_supported: bool, ) -> Result<(), DispatchError> { // (a) k-range — required by BOTH the GPU-top-K path and the CPU fallback's // `select_nth_unstable_by(k-1)`. Universal precondition, not a k==8 check. @@ -253,10 +264,12 @@ pub fn check_moe_decode_supported( quant: "", }); } - // (c) escha + indexed GPU-top-K: fail closed. The indexed path never - // applies the H128 pair, so it would produce silently-wrong output rather - // than an error. See the module-level rationale on this function. - if has_escha && use_gpu_topk { + // (c) escha on the indexed GPU-top-K path WITHOUT the escha indexed + // executor behind it: fail closed. The generic indexed body never applies + // the H128 pair, and the escha indexed executor hard-codes Q8_0 — either + // mismatch is silently-wrong output rather than an error. See the + // module-level rationale on this function. + if has_escha && use_gpu_topk && !escha_indexed_supported { return Err(DispatchError::UnsupportedVariant { family: "moe", variant: "escha-routed-experts-on-indexed-gpu-topk-path", @@ -684,17 +697,26 @@ pub fn run_moe_decode( // NOTE: k != 8 is intentionally NOT rejected — the fallback handles k ∈ // [1, n_exp] (MQ4 k=4, F32 k=2, …). // - // `p.has_escha()` feeds arm (c): an Escha-W2 layer that resolved onto the - // indexed GPU-top-K path is refused HERE, before any GPU work, because - // that path does not apply the H128 pair and would emit silently-wrong - // output. This must stay wired to the real `has_escha()` — passing a - // constant `false` re-opens exactly the hole it closes. + // `p.has_escha()` feeds arm (c): an Escha-W2 layer on the indexed + // GPU-top-K path is refused HERE, before any GPU work, UNLESS it is the + // one supported shape — resolved through `routed_indexable_escha_q8` AND + // carrying the transform tables the escha indexed executor needs. Both + // arguments must stay wired to the real values; a constant re-opens + // exactly the hole they close. + // + // `escha_indexed_supported` is deliberately the AND of the resolver's + // escha arm and the tables' presence, and it is computed once here so the + // guard and the dispatch below cannot drift apart — the branch to + // `escha_routed_decode_indexed` re-reads THIS binding rather than + // recomputing the predicate. + let escha_indexed_supported = res.routed_indexable_escha_q8 && p.escha.is_some(); check_moe_decode_supported( res.use_gpu_topk, p.k, p.n_exp, !p.routed_experts.is_empty(), p.has_escha(), + escha_indexed_supported, )?; // EP (Ship 6 substrate-EP): when `routed_out` is set, the shared-down and @@ -1209,6 +1231,73 @@ pub fn run_moe_decode( } } + // ── Escha-W2 routed experts, indexed (device-resident) routing ─────────── + // Escha weights are in a rotated domain; the generic indexed body below + // would run them without the H128 pair and emit ~1e-1-wrong output with + // nothing to catch it. This branch runs the escha executor instead — same + // eight phases and the same transforms as the CPU-top-K route, with the + // routing never leaving the device. + // + // It returns rather than falling through: it has already accumulated the + // routed contribution into `out_target`, so the generic body must not run. + if escha_indexed_supported { + let escha = p + .escha + .as_ref() + .expect("escha_indexed_supported implies escha tables"); + // Same refusals the CPU-top-K escha branch makes, for the same + // reasons: the executor has no AWQ / graded-tier arm, and Hessian + // capture keyed on `x_norm` would record the H128 outputs instead of + // the raw pre-rotation activations and silently poison the Hessians. + if p.expert_down_awq_ptrs.is_some() || p.expert_dtype_tags.is_some() { + return Err(DispatchError::UnsupportedVariant { + family: "moe", + variant: "escha-routed-with-awq-or-graded-tiers", + arch: "", + quant: "", + }); + } + if gpu.hessian_capture.is_some() { + return Err(DispatchError::UnsupportedVariant { + family: "moe", + variant: "escha-routed-hessian-capture-unsupported", + arch: "", + quant: "", + }); + } + // The escha executor always folds the weighted combine into the layer + // (phase 8). `defer_routed_combine` promises the caller an EXPANDED, + // uncombined `down_expanded` it will fold itself — honouring the flag + // is not possible here, and ignoring it would double-count. + if p.defer_routed_combine { + return Err(DispatchError::UnsupportedVariant { + family: "moe", + variant: "escha-routed-cannot-defer-combine", + arch: "", + quant: "", + }); + } + return crate::pipeline::escha::escha_routed_decode_indexed( + gpu, + escha, + &crate::pipeline::escha::EschaIndexedRouting { + expert_gate_up_ptrs: p.expert_gate_up_ptrs, + expert_down_ptrs: p.expert_down_ptrs, + topk_indices: p.topk_indices, + topk_weights: p.topk_weights, + gate_up_m: 2 * p.mi, + gate_up_k: p.routed_gate_up_k, + down_m: p.routed_down_m, + down_k: p.routed_down_k, + }, + out_target, + p.x_norm, + p.hidden, + p.mi, + p.k, + ); + } + // ── Indexed routed experts ──────────────────────────────────────────────── // Signs back the FWHT used by every MQ4/MQ6 gate_up rotation + silu-rotate // (idempotent/cached). Only the paro path is sign-free. diff --git a/crates/hipfire-dispatch/src/tests.rs b/crates/hipfire-dispatch/src/tests.rs index f3a9b1e3a..b18aef9c6 100644 --- a/crates/hipfire-dispatch/src/tests.rs +++ b/crates/hipfire-dispatch/src/tests.rs @@ -1058,6 +1058,7 @@ fn dtypes_all_mq4() -> MoeDtypes { has_paro_shared: false, per_expert_gate_up: None, per_expert_down: None, + routed_escha_transforms: false, } } @@ -2283,6 +2284,7 @@ fn moe_dtypes_mq4() -> MoeDtypes { has_paro_shared: false, per_expert_gate_up: None, per_expert_down: None, + routed_escha_transforms: false, } } diff --git a/crates/rdna-compute/src/dispatch.rs b/crates/rdna-compute/src/dispatch.rs index e56dda10c..3a3dae7ee 100644 --- a/crates/rdna-compute/src/dispatch.rs +++ b/crates/rdna-compute/src/dispatch.rs @@ -4277,6 +4277,10 @@ impl Gpu { "escha_bare_to_outmajor", kernels::ESCHA_BARE_TO_OUTMAJOR_SRC.to_string(), )); + specs.push(( + "escha_moe_gemv_k8_indexed", + kernels::ESCHA_MOE_GEMV_K8_INDEXED_SRC.to_string(), + )); // Embedding kernels — Q8_0 is most common, also cover HFQ4G256/G128 variants specs.push(("embedding_q8", kernels::EMBEDDING_Q8_SRC.to_string())); @@ -4620,6 +4624,11 @@ impl Gpu { "escha_swiglu_batched", ], "escha_bare_to_outmajor" => vec!["escha_bare_to_q8_0", "escha_bare_to_f32"], + "escha_moe_gemv_k8_indexed" => vec![ + "escha_gemv_q8_0_moe_k8_indexed_batched", + "escha_gemv_q8_0_wide_moe_k8_indexed_batched", + "escha_round_weights_f16_rne", + ], other => vec![other], }; // Compile and ensure the module is loaded once. diff --git a/crates/rdna-compute/src/gemv.rs b/crates/rdna-compute/src/gemv.rs index f7d9edf35..e6ea835ae 100644 --- a/crates/rdna-compute/src/gemv.rs +++ b/crates/rdna-compute/src/gemv.rs @@ -14009,6 +14009,176 @@ impl Gpu { } } + /// Escha-W2 routed GEMV for the indexed (GPU-top-K) decode path: one + /// launch computes all `slots` experts' `y[s] = W[ids[s]] · x[s]`. + /// + /// `x_batch` is `[slots, k]`, `y_batch` is `[slots, m]`; every slot has + /// its own input because the escha input transform folds a per-expert + /// `rin_eff` row into it, and every slot keeps its own output because the + /// escha output transform has to run before anything is combined. + /// + /// # Numerics + /// + /// The wide/narrow choice re-uses [`Self::gemv_q8_0`]'s own `k <= 1536` + /// threshold, and each entry point is a verbatim transcription of the + /// corresponding non-indexed kernel. Both facts are load-bearing: the + /// escha routed path previously ran these projections through + /// `GemvFamily::run_auto` -> `gemv_q8_0`, and the G4 block gate's + /// tolerances are calibrated against those exact sums. `gemv_q8_0_wide` + /// folds four interleaved accumulators where `gemv_q8_0` uses one, so + /// choosing the other variant here would silently change the answer. + pub fn escha_gemv_q8_0_moe_k8_indexed_batched( + &mut self, + expert_ptrs: &GpuTensor, + topk_indices: &GpuTensor, + x_batch: &GpuTensor, + y_batch: &GpuTensor, + m: usize, + k: usize, + slots: usize, + ) -> HipResult<()> { + self.bind_thread()?; + if k % 32 != 0 { + return Err(hip_bridge::HipError::new( + 0, + &format!("escha_gemv_q8_0_moe_k8_indexed_batched: k={k} is not a multiple of 32"), + )); + } + if slots == 0 || m == 0 { + return Err(hip_bridge::HipError::new( + 0, + &format!("escha_gemv_q8_0_moe_k8_indexed_batched: slots={slots} m={m}"), + )); + } + if x_batch.numel() < slots * k || y_batch.numel() < slots * m { + return Err(hip_bridge::HipError::new( + 0, + &format!( + "escha_gemv_q8_0_moe_k8_indexed_batched: x has {} elements (need {}), y has \ + {} (need {})", + x_batch.numel(), + slots * k, + y_batch.numel(), + slots * m + ), + )); + } + if topk_indices.numel() < slots { + return Err(hip_bridge::HipError::new( + 0, + &format!( + "escha_gemv_q8_0_moe_k8_indexed_batched: topk_indices has {} elements, need \ + {slots}", + topk_indices.numel() + ), + )); + } + // Same rule as `gemv_q8_0`: wide kernel for small K. See the doc above + // — this is a NUMERICAL selection, not only a performance one. + let wide = k <= 1536; + let entry = if wide { + "escha_gemv_q8_0_wide_moe_k8_indexed_batched" + } else { + "escha_gemv_q8_0_moe_k8_indexed_batched" + }; + self.ensure_kernel( + "escha_moe_gemv_k8_indexed", + kernels::ESCHA_MOE_GEMV_K8_INDEXED_SRC, + entry, + )?; + let pp = expert_ptrs.buf.as_ptr(); + let ip = topk_indices.buf.as_ptr(); + let xp = x_batch.buf.as_ptr(); + let yp = y_batch.buf.as_ptr(); + let m_val = m as i32; + let k_val = k as i32; + let mut params: Vec<*mut c_void> = vec![ + &pp as *const _ as *mut c_void, + &ip as *const _ as *mut c_void, + &xp as *const _ as *mut c_void, + &yp as *const _ as *mut c_void, + &m_val as *const _ as *mut c_void, + &k_val as *const _ as *mut c_void, + ]; + let (grid_x, block_x) = if wide { + (m.div_ceil(2) as u32, 64u32) + } else { + (m as u32, 32u32) + }; + self.launch_maybe_blob( + entry, + [grid_x, slots as u32, 1], + [block_x, 1, 1], + 0, + &mut params, + || { + let mut b = hip_bridge::KernargBlob::new(); + b.push_ptr(pp); + b.push_ptr(ip); + b.push_ptr(xp); + b.push_ptr(yp); + b.push_i32(m_val); + b.push_i32(k_val); + b + }, + ) + } + + /// Device-side out-of-place `f32 -> f16 -> f32` round-trip of the escha + /// combine weights. + /// + /// The escha combine scales each expert by `f16(score)`. The CPU-top-K + /// route does that on the host copy it already downloaded; the indexed + /// route never downloads, so it happens here. Out-of-place because + /// `src` is the shared `topk_weights` buffer other consumers still read + /// unrounded. + pub fn escha_round_weights_f16_rne( + &mut self, + src: &GpuTensor, + dst: &GpuTensor, + n: usize, + ) -> HipResult<()> { + self.bind_thread()?; + if src.numel() < n || dst.numel() < n { + return Err(hip_bridge::HipError::new( + 0, + &format!( + "escha_round_weights_f16_rne: src has {} / dst has {} elements, need {n}", + src.numel(), + dst.numel() + ), + )); + } + self.ensure_kernel( + "escha_moe_gemv_k8_indexed", + kernels::ESCHA_MOE_GEMV_K8_INDEXED_SRC, + "escha_round_weights_f16_rne", + )?; + let sp = src.buf.as_ptr(); + let dp = dst.buf.as_ptr(); + let n_val = n as i32; + let mut params: Vec<*mut c_void> = vec![ + &sp as *const _ as *mut c_void, + &dp as *const _ as *mut c_void, + &n_val as *const _ as *mut c_void, + ]; + let bx = 256u32; + self.launch_maybe_blob( + "escha_round_weights_f16_rne", + [(n as u32).div_ceil(bx), 1, 1], + [bx, 1, 1], + 0, + &mut params, + || { + let mut b = hip_bridge::KernargBlob::new(); + b.push_ptr(sp); + b.push_ptr(dp); + b.push_i32(n_val); + b + }, + ) + } + /// Load path: transpose the bare in-major `[ic, oc]` fp16 that /// `escha_decode_tiles` produced into hipfire's OUT-major expert slot, /// re-quantising to Q8_0 in the same pass. `out` must be diff --git a/crates/rdna-compute/src/kernels.rs b/crates/rdna-compute/src/kernels.rs index bda8bb67b..fbb0cd23a 100644 --- a/crates/rdna-compute/src/kernels.rs +++ b/crates/rdna-compute/src/kernels.rs @@ -4830,6 +4830,18 @@ pub const ESCHA_H128_SRC: &str = include_str!("../../../kernels/src/escha_h128.h pub const ESCHA_BARE_TO_OUTMAJOR_SRC: &str = include_str!("../../../kernels/src/escha_bare_to_outmajor.hip"); +/// Escha-W2 routed-expert GEMVs for the GPU-top-K (indexed) decode path, plus +/// the device-side f16 round-trip of the combine weights. Three entry points: +/// `escha_gemv_q8_0_moe_k8_indexed_batched`, +/// `escha_gemv_q8_0_wide_moe_k8_indexed_batched` and +/// `escha_round_weights_f16_rne`. The two GEMVs are per-slot-in/per-slot-out +/// (both escha phases need that shape) verbatim transcriptions of `gemv_q8_0` +/// / `gemv_q8_0_wide` — see the header of the .hip for why the pre-existing +/// indexed Q8_0 MoE kernels cannot serve escha and why the accumulate order +/// is copied rather than improved. +pub const ESCHA_MOE_GEMV_K8_INDEXED_SRC: &str = + include_str!("../../../kernels/src/escha_moe_gemv_k8_indexed.hip"); + /// Batched Q8_0 GEMM. Same per-row math as gemv_q8_0 but holds MAX_BATCH /// per-row accumulators in registers, broadcasting each weight load across /// all batch elements. Saves the (batch_size - 1)× weight re-reads of the diff --git a/kernels/src/escha_moe_gemv_k8_indexed.hip b/kernels/src/escha_moe_gemv_k8_indexed.hip new file mode 100644 index 000000000..4590b1558 --- /dev/null +++ b/kernels/src/escha_moe_gemv_k8_indexed.hip @@ -0,0 +1,212 @@ +// SPDX-License-Identifier: Apache-2.0 +// hipfire — see LICENSE and NOTICE in the project root. + +#include +#include + +// Escha-W2 routed-expert GEMVs for the GPU-top-K (indexed) decode path. +// +// # Why these exist when `gemv_q8_0_moe_{gate_up,down}_*_k8_indexed` already do +// +// The two pre-existing indexed Q8_0 MoE kernels are shaped for the ORDINARY +// routed path and neither fits Escha-W2: +// +// * `gemv_q8_0_moe_gate_up_k8_indexed` broadcasts ONE `x` vector to all k +// ranks and splits its result into separate `y_gate` / `y_up` buffers. +// Escha needs the opposite on both counts: every rank has its OWN input +// (the gate_up input transform folds a PER-EXPERT `rin_eff` row into x, so +// the k slots are k different vectors), and the output must stay a +// contiguous `[k, 2*mi]` block because the gate_up OUTPUT transform reads +// a per-expert `rout_eff` row of width `2*mi` spanning both halves. +// * `gemv_q8_0_moe_down_residual_scaled_k8_indexed` folds the weighted +// combine into the GEMV via atomicAdd. Escha cannot: the down result is +// still in the ROTATED domain at that point and must pass through the +// down output transform BEFORE it is combined. +// +// So both escha phases want the same thing — per-slot x in, per-slot y out, +// no combine — and that is exactly one kernel used twice. +// +// # Bit-exactness contract (load-bearing) +// +// These are transcriptions of `gemv_q8_0.hip` / `gemv_q8_0_wide.hip` with two +// changes and no others: the weight base comes from +// `expert_ptrs[topk_indices[krank]]` instead of a kernarg, and `x` / `y` are +// offset by `krank`. The accumulate order, the unroll structure, the +// accumulator count and the final reduction are copied verbatim, because the +// escha routed path must produce the SAME numbers on the indexed route as it +// does on the per-expert `GemvFamily::run_auto` route it replaces — the G4 +// block gate's tolerances are calibrated against those numbers and a changed +// summation order would move them. +// +// The narrow/wide split mirrors `Gpu::gemv_q8_0`'s own `k <= 1536` rule for +// the same reason: `gemv_q8_0_wide` sums into FOUR interleaved accumulators +// and `gemv_q8_0` into one, so picking the other variant for a given +// projection is a numerical change, not just a performance one. The host +// wrapper re-uses that threshold rather than restating it. +// +// Q8_0 layout: 34 bytes per block of 32 elements (2 B f16 scale + 32 B int8). +// Expert ptrs: [n_exp] weight-base pointers packed as `unsigned long long`. +// No kernarg depends on the routing result, so both replay under hipGraph. + +// Narrow variant. Grid: (M, K_TOP, 1). Block: 32. +// x: [K_TOP, K], y: [K_TOP, M]. +__launch_bounds__(32, 20) +extern "C" __global__ void escha_gemv_q8_0_moe_k8_indexed_batched( + const unsigned long long* __restrict__ expert_ptrs, // [n_exp] + const int* __restrict__ topk_indices, // [K_TOP] + const float* __restrict__ x_batch, // [K_TOP, K] + float* __restrict__ y_batch, // [K_TOP, M] + int M, int K +) { + const int row = blockIdx.x; + if (row >= M) return; + const int krank = blockIdx.y; + const int tid = threadIdx.x; + + const unsigned char* __restrict__ A_q8 = + reinterpret_cast(expert_ptrs[topk_indices[krank]]); + const float* __restrict__ x = x_batch + (size_t)krank * K; + float* __restrict__ y = y_batch + (size_t)krank * M; + + const int blocks_per_row = K / 32; + const unsigned char* row_data = A_q8 + (size_t)row * blocks_per_row * 34; + + float sum = 0.0f; + + // Process 8 Q8_0 blocks (256 elements) per outer iteration + const int outer_iters = blocks_per_row / 8; + for (int oi = 0; oi < outer_iters; oi++) { + const unsigned char* base = row_data + oi * 8 * 34; + const float* xb = x + oi * 256; + + // Unrolled: 8 blocks, each: load scale (f16→f32), load byte, FMA + #pragma unroll + for (int sub = 0; sub < 8; sub++) { + const unsigned char* block = base + sub * 34; + float d = (float)*((const _Float16*)block); + signed char qval = (signed char)block[2 + tid]; + sum += d * (float)qval * xb[sub * 32 + tid]; + } + } + + // Handle remaining blocks (if K is not multiple of 256) + for (int bi = outer_iters * 8; bi < blocks_per_row; bi++) { + const unsigned char* block = row_data + bi * 34; + float d = (float)*((const _Float16*)block); + signed char qval = (signed char)block[2 + tid]; + sum += d * (float)qval * x[bi * 32 + tid]; + } + + for (int offset = 16; offset > 0; offset >>= 1) + sum += __shfl_down(sum, offset); + if (tid == 0) y[row] = sum; +} + +// Wide variant: 2 rows per block, one row per warp. Grid: (ceil(M/2), K_TOP, 1). +// Block: 64. x: [K_TOP, K], y: [K_TOP, M]. +// +// Four interleaved accumulators with the `(acc0 + acc1) + (acc2 + acc3)` fold, +// copied from `gemv_q8_0_wide.hip` — see that file for why the ordering is +// fixed rather than incidental. +extern "C" __global__ void escha_gemv_q8_0_wide_moe_k8_indexed_batched( + const unsigned long long* __restrict__ expert_ptrs, // [n_exp] + const int* __restrict__ topk_indices, // [K_TOP] + const float* __restrict__ x_batch, // [K_TOP, K] + float* __restrict__ y_batch, // [K_TOP, M] + int M, int K +) { + const int tid = threadIdx.x; + const int warp_id = tid / 32; + const int lane = tid & 31; + const int row = blockIdx.x * 2 + warp_id; + if (row >= M) return; + const int krank = blockIdx.y; + + const unsigned char* __restrict__ A_q8 = + reinterpret_cast(expert_ptrs[topk_indices[krank]]); + const float* __restrict__ x = x_batch + (size_t)krank * K; + float* __restrict__ y = y_batch + (size_t)krank * M; + + const int blocks_per_row = K / 32; + const unsigned char* row_data = A_q8 + (size_t)row * blocks_per_row * 34; + + float acc0 = 0.0f, acc1 = 0.0f, acc2 = 0.0f, acc3 = 0.0f; + const int quads = blocks_per_row >> 2; + const int tail = blocks_per_row & 3; + + for (int q = 0; q < quads; q++) { + const int bi = q << 2; + const unsigned char* bp0 = row_data + (bi + 0) * 34; + const unsigned char* bp1 = row_data + (bi + 1) * 34; + const unsigned char* bp2 = row_data + (bi + 2) * 34; + const unsigned char* bp3 = row_data + (bi + 3) * 34; + + float d0 = (float)*((const _Float16*)bp0); + float d1 = (float)*((const _Float16*)bp1); + float d2 = (float)*((const _Float16*)bp2); + float d3 = (float)*((const _Float16*)bp3); + + signed char q0 = (signed char)bp0[2 + lane]; + signed char q1 = (signed char)bp1[2 + lane]; + signed char q2 = (signed char)bp2[2 + lane]; + signed char q3 = (signed char)bp3[2 + lane]; + + acc0 += d0 * (float)q0 * x[(bi + 0) * 32 + lane]; + acc1 += d1 * (float)q1 * x[(bi + 1) * 32 + lane]; + acc2 += d2 * (float)q2 * x[(bi + 2) * 32 + lane]; + acc3 += d3 * (float)q3 * x[(bi + 3) * 32 + lane]; + } + + // Tail blocks accumulate into acc[bi % 4]. + for (int t = 0; t < tail; t++) { + const int bi = (quads << 2) + t; + const unsigned char* bp = row_data + bi * 34; + float d = (float)*((const _Float16*)bp); + signed char qv = (signed char)bp[2 + lane]; + float contrib = d * (float)qv * x[bi * 32 + lane]; + if (t == 0) acc0 += contrib; + else if (t == 1) acc1 += contrib; + else if (t == 2) acc2 += contrib; + } + + float sum = (acc0 + acc1) + (acc2 + acc3); + for (int offset = 16; offset > 0; offset >>= 1) + sum += __shfl_down(sum, offset); + if (lane == 0) y[row] = sum; +} + +// Out-of-place F32 -> f16 -> F32 round-trip of the k combine weights. +// +// The escha combine multiplies each expert's contribution by `f16(score)` — +// one of the three load-bearing rounding points of the format (EschaLabs' +// runtime stores the routing weights as f16). On the CPU-top-K route that +// rounding is applied host-side, on the already-downloaded weights. The +// indexed route never downloads them, so it must be done on device. +// +// It is OUT-OF-PLACE on purpose: `topk_weights` is the shared routing buffer +// and other consumers (expert-stats capture, any future reader) must keep +// seeing the unrounded F32 values. `dst` is the escha layer's own [k] scratch. +// +// The exact-zero guard is the same `f2h_rne` workaround the other escha +// kernels carry: on this ROCm 7.2.2/gfx1151 build `__float2half` loses the +// sign of a runtime-produced exact zero. Softmax weights are non-negative so +// the sign cannot matter here, but the guard is free and keeps one rounding +// idiom across the escha kernels rather than two. +extern "C" __global__ void escha_round_weights_f16_rne( + const float* __restrict__ src, + float* __restrict__ dst, + int n +) { + int i = blockIdx.x * blockDim.x + threadIdx.x; + if (i >= n) return; + float v = src[i]; + if (!isfinite(v)) { dst[i] = v; return; } + __half h; + if (v == 0.0f) { + unsigned int bits = __float_as_uint(v); + h = __ushort_as_half((unsigned short)(bits >> 16)); + } else { + h = __float2half(v); + } + dst[i] = __half2float(h); +} From f1ecea5f6e91020aa6f5eabb8a8af9ad230bd839 Mon Sep 17 00:00:00 2001 From: Nick Woolmer <29717167+nwoolmer@users.noreply.github.com> Date: Thu, 3 Sep 2026 06:31:26 +0100 Subject: [PATCH 038/100] fix(escha): embed the tokenizer, chat template and generation_config MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit The converted .hfq carried `config` and an `escha` provenance key and nothing else, so it had no tokenizer, no vocab/merges and no chat template. It converted cleanly, passed G1, and could not be driven through the serving path at all: `Tokenizer::from_hfq_metadata` returned MetadataMissing and `resolve_chat_template` had nothing to read. Mirror `pipeline.rs`'s envelope key-for-key rather than inventing a layout, and only ADD the `escha` key on top: tokenizer tokenizer.json verbatim as a STRING (not an object — that is what from_hfq_metadata matches on). vocab.json and merges.txt are deliberately NOT carried: the BPE vocab and merge table are already inside tokenizer.json and no reader looks for the sidecars. tokenizer_config carries chat_template, the ONLY key HfqFile:: chat_template() reads and hence the only source resolve_chat_template has for arch 5|6. Folds in a chat_template.jinja sidecar when the config has none, same precedence rule as pipeline.rs (config wins). generation_config authoritative bos/eos. Escha's eos is an ARRAY [248046, 248044] so the heuristic eos survives; the bos scalar 248044 overrides. A missing tokenizer.json is now a hard error rather than the `"{}"` fallback the other converters use. This converter already fails closed on unknown escha leaves and incomplete linears, and the failure mode being fixed here is precisely a 12 GB file that converts, verifies, and is then unservable — that should not be reachable by writing a warning to stderr. Verified on the real checkpoint: re-converted, G1 still PASS (80/80 code streams byte-identical), and "The capital of France is Paris." round-trips through the embedded tokenizer to [760,6511,314,9338,369,11751,13] and back. Co-Authored-By: Claude Opus 5 (1M context) Claude-Session: https://claude.ai/code/session_01FfwZUVGT7QpjMdHikoERfM --- crates/hipfire-quantize/src/pipeline_escha.rs | 168 +++++++++++++++++- 1 file changed, 161 insertions(+), 7 deletions(-) diff --git a/crates/hipfire-quantize/src/pipeline_escha.rs b/crates/hipfire-quantize/src/pipeline_escha.rs index f797d0b57..1bbc467db 100644 --- a/crates/hipfire-quantize/src/pipeline_escha.rs +++ b/crates/hipfire-quantize/src/pipeline_escha.rs @@ -272,16 +272,104 @@ pub(crate) fn convert_escha(src_dir: &Path, out: &Path) -> Result<(), String> { } } - // `config` is the parsed config.json verbatim: `config_from_metadata_json` - // (hipfire-arch-qwen35) requires it to reconstruct the arch config at load - // time, and it self-detects the nested `text_config`/`vision_config` these - // VL-shaped checkpoints carry — do not flatten or pre-process it here. + let metadata = build_metadata(src_dir, &cfg, version, method)?; + write_hfq(out, arch, &metadata, &tensors, None).map_err(|e| e.to_string()) +} + +/// Build the HFQ `metadata_json` envelope. +/// +/// The envelope shape is NOT free-form. It mirrors `pipeline.rs`'s envelope +/// key-for-key and only ADDS the `escha` provenance key: +/// +/// * `config` — the parsed config.json verbatim. `config_from_metadata_json` +/// (hipfire-arch-qwen35) requires it to reconstruct the arch config at load +/// time, and it self-detects the nested `text_config`/`vision_config` these +/// VL-shaped checkpoints carry — do not flatten or pre-process it here. +/// * `tokenizer` — tokenizer.json verbatim as a STRING, not a nested object. +/// That is what `Tokenizer::from_hfq_metadata` expects; anything else and it +/// returns `MetadataMissing { field: "tokenizer | gguf_meta" }`. vocab.json +/// and merges.txt are NOT carried separately — tokenizer.json already holds +/// the BPE vocab and merge table, and no reader looks for the sidecars. +/// * `tokenizer_config` — carries `chat_template`, the ONLY key +/// `HfqFile::chat_template()` reads and hence the only source +/// `resolve_chat_template` has for arch 5/6. +/// * `generation_config` — authoritative bos/eos ids. Escha's is an ARRAY eos +/// `[248046, 248044]`, so `from_hfq_metadata` keeps its heuristic eos; the +/// bos scalar 248044 still overrides. +fn build_metadata( + src_dir: &Path, + cfg: &serde_json::Value, + version: &str, + method: &str, +) -> Result { + let read_json = |name: &str| -> Option { + std::fs::read_to_string(src_dir.join(name)) + .ok() + .and_then(|s| serde_json::from_str(&s).ok()) + }; + + let tokenizer_str = std::fs::read_to_string(src_dir.join("tokenizer.json")).ok(); + if tokenizer_str.is_none() { + return Err(format!( + "escha: no tokenizer.json in {} — the .hfq would convert cleanly and \ + then be unservable (Tokenizer::from_hfq_metadata would fail). \ + Refusing to write a model that cannot be driven.", + src_dir.display() + )); + } + + // Some checkpoints ship the Jinja template in a `chat_template.jinja` + // sidecar rather than inside tokenizer_config.json. Fold it in only when + // tokenizer_config lacks one — an existing template wins, same rule as + // `pipeline.rs`. + let tokenizer_config = { + let mut tc = read_json("tokenizer_config.json"); + let jinja_path = src_dir.join("chat_template.jinja"); + if jinja_path.exists() { + let has_template = tc + .as_ref() + .and_then(|v| v.get("chat_template")) + .map(|v| !v.is_null()) + .unwrap_or(false); + if !has_template { + if let Ok(jinja) = std::fs::read_to_string(&jinja_path) { + let n = jinja.len(); + let obj = tc.get_or_insert_with(|| serde_json::json!({})); + if let Some(map) = obj.as_object_mut() { + map.insert( + "chat_template".to_string(), + serde_json::Value::String(jinja), + ); + eprintln!( + " embedded chat_template.jinja into tokenizer_config ({n} bytes)" + ); + } + } + } + } + tc + }; + if tokenizer_config + .as_ref() + .and_then(|v| v.get("chat_template")) + .and_then(|v| if v.is_null() { None } else { Some(v) }) + .is_none() + { + eprintln!( + "escha: warning: no chat_template in tokenizer_config.json and no \ + chat_template.jinja sidecar — the daemon will fall back to a \ + hand-rolled frame for this instruct model" + ); + } + let metadata = serde_json::json!({ "config": cfg, + "tokenizer": tokenizer_str.as_deref().unwrap_or("{}"), + "tokenizer_config": tokenizer_config, + "generation_config": read_json("generation_config.json"), "escha": { "format_version": version, "quant_method": method }, - }) - .to_string(); - write_hfq(out, arch, &metadata, &tensors, None).map_err(|e| e.to_string()) + }); + serde_json::to_string(&metadata).map_err(|e| format!("serialize metadata: {e}")) } /// Escha's int8 is per-output-ROW; hipfire's `Q8_0` is per-32-element block @@ -493,6 +581,25 @@ mod convert_escha_tests { }); std::fs::write(dir.join("config.json"), cfg.to_string()).unwrap(); + // A real escha checkpoint always ships these; without them the .hfq + // converts cleanly and is then unservable, which is the regression + // `tokenizer_and_chat_template_land_in_metadata` pins. + std::fs::write( + dir.join("tokenizer.json"), + r#"{"model":{"type":"BPE","vocab":{"a":0,"b":1},"merges":[]},"added_tokens":[]}"#, + ) + .unwrap(); + std::fs::write( + dir.join("tokenizer_config.json"), + r#"{"add_bos_token":false,"chat_template":"ESCHA_TEMPLATE"}"#, + ) + .unwrap(); + std::fs::write( + dir.join("generation_config.json"), + r#"{"bos_token_id":1,"eos_token_id":[1,0]}"#, + ) + .unwrap(); + let code = code_bytes(); let rin: Vec = (0..4).map(|i| f16_rne(1.0 + i as f32 * 0.1)).collect(); @@ -583,4 +690,51 @@ mod convert_escha_tests { .expect("escha_code tensor must survive conversion"); assert_eq!(out_code, code_bytes().as_slice()); } + + /// The converter originally emitted only `config` + `escha`, so the .hfq + /// carried no tokenizer, no chat template and no generation_config: it + /// converted cleanly, passed G1, and could not be served at all. Pin the + /// exact keys the readers use — `Tokenizer::from_hfq_metadata` wants + /// `tokenizer` as a STRING, and `HfqFile::chat_template()` reads ONLY + /// `tokenizer_config.chat_template`. + #[test] + fn tokenizer_and_chat_template_land_in_metadata() { + let src = TempCheckpointDir::new("tok"); + build_fixture(&src.0); + let out = src.0.join("out.hfq"); + convert_escha(&src.0, &out).expect("conversion must succeed"); + let hf = HfqFile::open(&out).expect("output must parse"); + + let meta: serde_json::Value = serde_json::from_str(&hf.metadata_json).unwrap(); + let tok = meta["tokenizer"] + .as_str() + .expect("`tokenizer` must be a STRING holding tokenizer.json verbatim"); + assert!(tok.contains("\"vocab\""), "tokenizer.json must be verbatim"); + assert_eq!(meta["tokenizer_config"]["add_bos_token"], false); + assert_eq!(meta["generation_config"]["bos_token_id"], 1); + // The provenance key must survive alongside the new siblings. + assert_eq!(meta["escha"]["quant_method"], "eschamoe"); + + // The reader paths themselves, not just the raw keys. + assert_eq!( + hf.chat_template().as_deref(), + Some("ESCHA_TEMPLATE"), + "resolve_chat_template (arch 5|6) reads this and nothing else" + ); + hipfire_runtime::tokenizer::Tokenizer::from_hfq_metadata(&hf.metadata_json) + .expect("the embedded metadata must build a working Tokenizer"); + } + + /// A checkpoint with no tokenizer.json cannot produce a servable model. + /// Fail at convert time rather than shipping a 12 GB file that only fails + /// when someone tries to run it — same fail-closed rule this converter + /// applies to unknown escha leaves and incomplete linears. + #[test] + fn missing_tokenizer_is_rejected() { + let src = TempCheckpointDir::new("notok"); + build_fixture(&src.0); + std::fs::remove_file(src.0.join("tokenizer.json")).unwrap(); + let err = convert_escha(&src.0, &src.0.join("out.hfq")).unwrap_err(); + assert!(err.contains("no tokenizer.json"), "{err}"); + } } From 5e092e66d23e23f847ebf1537963f7d50d6d285e Mon Sep 17 00:00:00 2001 From: Nick Woolmer <29717167+nwoolmer@users.noreply.github.com> Date: Thu, 3 Sep 2026 06:31:53 +0100 Subject: [PATCH 039/100] feat(escha): registry entry, coherence and the G5 KLD result for Phase 1 MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Registry. `qwen3.6:35b-a3b-escha`, arch_id 6, quant `escha`, copied from the mq2 entry. `repo` is empty (the documented local-only form) because the artifact is not published yet, and the curated entry carries its own sha256/size_bytes, which registry_gen preserves verbatim on that path — so `registry_gen.py --check` passes against live HF rather than the file being hand-patched. `escha` is added to KNOWN_QUANTS; arch_id derives itself from the tag. The mq2 `mtp` sidecar block is dropped on purpose: escha ships its own MTP head inside the .hfq (17 `mtp.*` tensors survive conversion) and pairing these weights with the mq2 lineage's separate .mtp file would be a different model's head. qt 42/43 are also claimed in the qt-register, which the port had left UNLISTED. G5. 0.00276 nats (95% CI 0.0019-0.0039, p99 0.054) over 1146 teacher-forced positions on the fixed wikitext2 slice. Near-zero as predicted, and it is the Q8_0 intermediate rather than the codec. The reference could not be escha_ref driving a CPU forward: escha_ref is a block-level oracle and this repo has no CPU transformer, so that would have meant hand-writing a 40-layer hybrid DeltaNet MoE and trusting it more than the thing under test. Instead the reference arm is the same gated GPU forward with the experts stored weight-exactly, which is bit-identical to `escha_ref::reconstruct` (G2/G3 gate the decode and the H128 pair bit-exact against it), so the arms differ only in the 8-bit re-quantisation. That needed a new store: F32 is 129 GB of experts and does not fit, so this adds `escha_bare_to_f16` and `EschaWeightStore::F16` (`HIPFIRE_ESCHA_EXPERT_STORE=f16`), which is equally exact and — because per-expert buffers round to 2 MiB granules — costs the same 60 GiB production already costs. Two method points, each of which was wrong before it was right: - eval_hipfire defaults to asym3 KV while the reference builder uses F32. Left alone that scores 0.018357, 6.5x the real figure, almost all of it KV rather than codec. Both arms now pin --kv-mode f32. - The negative control (exact arm vs its own reference) returns exactly 0.000000 with an NLL identical to 8 dp. Without it the 0.00276 would be indistinguishable from a harness noise floor. Teacher forcing is structural, not a flag: build_kld_ref_native writes the token stream into the HFKLDR file and eval_hipfire reads tokens from that file, so both arms walk one identical committed stream and nothing is ever scored on a model's own greedy output. The bf16 parent comparison is NOT run and is recorded as open. Qwen3.6- 35B-A3B is not on this box in any form; the only cached artifact of the parent is a Q4_K_XL GGUF, which is a peer and not a reference, and fetching the parent is ~70 GB. Skipped rather than substituted. Coherence is clean on the first run (no kernel-cache garbage): "What is the capital of France?" -> "Paris", plus a fluent three-sentence continuation, attractor detector clean. Correction carried into the docs: resident memory is 67.9 GB, not the ~36.7 GB predicted. Measured as GTT delta on gfx1151 and attributed to 2 MiB allocation granularity across 20,480 per-expert buffers — 64.4 GB of granules plus ~3.4 GB of everything else against 67.9 GB observed, closing to 0.1%. min_vram_gb is set from the measurement, not the prediction. The fix (one contiguous per-layer buffer) is worth ~30 GB and is independent of Phase 2's fused GEMV. Co-Authored-By: Claude Opus 5 (1M context) Claude-Session: https://claude.ai/code/session_01FfwZUVGT7QpjMdHikoERfM --- .../examples/escha_model_smoke.rs | 22 ++- .../hipfire-arch-qwen35/src/qwen35/escha.rs | 32 ++++ crates/hipfire-arch-qwen35/src/qwen35/load.rs | 20 ++- crates/rdna-compute/src/dispatch.rs | 6 +- crates/rdna-compute/src/gemv.rs | 59 ++++++++ docs/MODELS.md | 1 + docs/plans/escha-w2-port-design.md | 142 +++++++++++++++++- docs/quant-formats/qt-register.txt | 2 + kernels/src/escha_bare_to_outmajor.hip | 33 ++++ registry/models.json | 43 ++++++ registry/v1.json | 47 +++++- scripts/escha-kld.sh | 102 +++++++++++++ scripts/registry_gen.py | 6 + 13 files changed, 499 insertions(+), 16 deletions(-) create mode 100755 scripts/escha-kld.sh diff --git a/crates/hipfire-arch-qwen35/examples/escha_model_smoke.rs b/crates/hipfire-arch-qwen35/examples/escha_model_smoke.rs index d3742742c..2d45ac3b0 100644 --- a/crates/hipfire-arch-qwen35/examples/escha_model_smoke.rs +++ b/crates/hipfire-arch-qwen35/examples/escha_model_smoke.rs @@ -31,15 +31,21 @@ //! prefill phase below asserts BOTH, and the counter is what actually proves //! the escha executor ran for every layer of every prompt token. //! -//! Token ids are arbitrary — the converter does not embed a tokenizer, so -//! `hipfire run` cannot drive this checkpoint yet. The assertions are -//! therefore structural (finite logits, a non-degenerate argmax, the launch -//! budget), not semantic. +//! Token ids are arbitrary here on purpose: this gate is about the launch +//! budget and the structural invariants (finite logits, a non-degenerate +//! argmax), not about semantics. Semantic checking is Task 11's — the +//! converter now embeds the tokenizer, chat template and generation_config, so +//! the daemon DOES drive this checkpoint (`scripts/_coherence_runner.py`, and +//! §10.4 of the design doc). //! -//! COST: the Q8_0 experts are ~32 GiB resident (40 layers x 256 experts x -//! 3.19 MiB) plus ~4 GiB of everything else. On a 128 GB workstation with -//! other applications running this is close to the limit — it OOMs with -//! ~60 GB already in use. Not something to run casually. +//! COST: at A3B shapes the Q8_0 experts are 31.9 GiB of weights but **60 GiB +//! resident** — each of the 20,480 per-expert buffers is a separate allocation +//! rounded up to a 2 MiB granule, so the 2.125 MiB gate_up and the 1.0625 MiB +//! down occupy 4 MiB and 2 MiB. Measured 67.9 GB of GTT for the whole model on +//! gfx1151, not the ~36 GB this comment used to claim. On a 128 GB workstation +//! with other applications running that is close to the limit — it OOMs with +//! ~60 GB already in use, which is the observation that should have caught the +//! old figure. Not something to run casually. See design doc §10.3. //! //! Run: //! cargo run --release -p hipfire-arch-qwen35 \ diff --git a/crates/hipfire-arch-qwen35/src/qwen35/escha.rs b/crates/hipfire-arch-qwen35/src/qwen35/escha.rs index 46960b626..356db81ff 100644 --- a/crates/hipfire-arch-qwen35/src/qwen35/escha.rs +++ b/crates/hipfire-arch-qwen35/src/qwen35/escha.rs @@ -56,6 +56,25 @@ pub enum EschaWeightStore { /// caller can separate "the H128 wiring is wrong" from "Q8_0 costs this /// much". Do not use for a whole model. F32, + /// Weight-exact arm that DOES fit a whole model: transpose only, F16 + /// store (2 B/weight). The decode already produced fp16, so this holds + /// bit-identically the same values as [`EschaWeightStore::F32`] in half + /// the bytes. It is the G5 KLD reference arm. + /// + /// It is not merely cheaper than F32, it is free relative to production. + /// Every per-expert buffer is a separate allocation that the HIP + /// allocator rounds up to a 2 MiB granule, and at A3B shapes Q8_0's + /// 2.125 MiB gate_up / 1.0625 MiB down round to exactly the 4 MiB / 2 MiB + /// that F16 needs outright. Both arms therefore sit at 60 GiB of experts + /// — measured 67.9 GB of GTT for the whole Q8_0 model on gfx1151 against + /// a 34.2 GB "logical" expert size. The only difference between the arms + /// is the 8-bit re-quantisation, which is exactly what G5 prices. + /// + /// Like F32 this loses the indexed GPU-top-K fast path (admission is + /// `routed_gate_up == Q8_0 && routed_down == Q8_0`, see + /// hipfire-dispatch `families/moe.rs`) and runs host-routed instead. That + /// is slower and numerically identical. + F16, } /// One layer's Escha-W2 transform tables plus the per-layer decode scratch the @@ -420,6 +439,19 @@ fn decode_projection( awq_scale: None, } } + EschaWeightStore::F16 => { + let buf = gpu.alloc_tensor(&[oc, ic], DType::F16)?; + gpu.escha_bare_to_f16(&bare, &buf, ic, oc)?; + WeightTensor { + buf, + gpu_dtype: DType::F16, + m: oc, + k: ic, + row_stride: 0, + paro: None, + awq_scale: None, + } + } }; out.push(wt); } diff --git a/crates/hipfire-arch-qwen35/src/qwen35/load.rs b/crates/hipfire-arch-qwen35/src/qwen35/load.rs index abc09dbd9..6ef42c77b 100644 --- a/crates/hipfire-arch-qwen35/src/qwen35/load.rs +++ b/crates/hipfire-arch-qwen35/src/qwen35/load.rs @@ -4361,13 +4361,25 @@ fn e8_aos_to_soa(aos: &[u8], m: usize, k: usize) -> Vec { /// `[n_exp]` with dummy pointers for non-owned slots (which contribute 0 to the /// all-reduce because their gate_up is a zeroed buffer). Uniform files only — /// graded/AWQ EP would need the full per-expert dtype map and is rejected here. -/// Escha-W2 expert storage. Production is `Q8_0`; `HIPFIRE_ESCHA_EXPERT_STORE=f32` -/// selects the weight-exact F32 control arm, which is 4x the memory (60 GiB of -/// experts on the 35B) and exists so the Q8_0 re-quantisation cost can be -/// measured rather than assumed. See `qwen35/escha.rs`. +/// Escha-W2 expert storage. Production is `Q8_0`. The two other values select +/// weight-exact arms, so the Q8_0 re-quantisation cost can be measured rather +/// than assumed: +/// +/// * `HIPFIRE_ESCHA_EXPERT_STORE=f16` — 2 B/weight. The decode already +/// produced fp16, so this is exact, and because per-expert buffers are +/// rounded to 2 MiB granules it costs the same 60 GiB the Q8_0 arm already +/// costs. This is the arm the G5 KLD reference is built with; it is the only +/// weight-exact arm that fits the 35B. +/// * `HIPFIRE_ESCHA_EXPERT_STORE=f32` — 4 B/weight, ~129 GB of experts on the +/// 35B. Equally exact and does NOT fit; small-layer diagnostic only (the G4 +/// block gate uses it). +/// +/// Both lose the indexed GPU-top-K path and run host-routed. See +/// `qwen35/escha.rs`. fn escha_weight_store() -> EschaWeightStore { match hipfire_config::developer_var("HIPFIRE_ESCHA_EXPERT_STORE").as_deref() { Ok("f32") | Ok("F32") => EschaWeightStore::F32, + Ok("f16") | Ok("F16") => EschaWeightStore::F16, _ => EschaWeightStore::Q8_0, } } diff --git a/crates/rdna-compute/src/dispatch.rs b/crates/rdna-compute/src/dispatch.rs index 3a3dae7ee..93c35b50a 100644 --- a/crates/rdna-compute/src/dispatch.rs +++ b/crates/rdna-compute/src/dispatch.rs @@ -4623,7 +4623,11 @@ impl Gpu { "escha_h128_out_batched", "escha_swiglu_batched", ], - "escha_bare_to_outmajor" => vec!["escha_bare_to_q8_0", "escha_bare_to_f32"], + "escha_bare_to_outmajor" => vec![ + "escha_bare_to_q8_0", + "escha_bare_to_f32", + "escha_bare_to_f16", + ], "escha_moe_gemv_k8_indexed" => vec![ "escha_gemv_q8_0_moe_k8_indexed_batched", "escha_gemv_q8_0_wide_moe_k8_indexed_batched", diff --git a/crates/rdna-compute/src/gemv.rs b/crates/rdna-compute/src/gemv.rs index e6ea835ae..bfddcf2b2 100644 --- a/crates/rdna-compute/src/gemv.rs +++ b/crates/rdna-compute/src/gemv.rs @@ -14291,6 +14291,65 @@ impl Gpu { } } + /// Weight-exact arm of [`Self::escha_bare_to_q8_0`] that fits a whole + /// model: same transpose, F16 store, no re-quantisation. + /// + /// The decode already produced fp16, so this is pure data movement and + /// the stored weight is bit-identical to `escha_ref::reconstruct`. + /// [`Self::escha_bare_to_f32`] is equally exact but 4 B/weight, which is + /// 129 GB of experts on the 35B; this is 2 B/weight, and because every + /// per-expert buffer is separately allocated and rounded to a 2 MiB + /// granule it occupies the SAME 60 GiB the Q8_0 arm already occupies. + /// That is what makes a model-scale weight-exact KLD reference runnable + /// (G5, docs/plans/escha-w2-port-design.md). + pub fn escha_bare_to_f16( + &mut self, + bare: &GpuTensor, + out: &GpuTensor, + ic: usize, + oc: usize, + ) -> HipResult<()> { + self.bind_thread()?; + if bare.numel() != ic * oc || out.numel() != ic * oc { + return Err(hip_bridge::HipError::new( + 0, + &format!( + "escha_bare_to_f16: bare={} out={} need {} each", + bare.numel(), + out.numel(), + ic * oc + ), + )); + } + self.ensure_kernel( + "escha_bare_to_outmajor", + kernels::ESCHA_BARE_TO_OUTMAJOR_SRC, + "escha_bare_to_f16", + )?; + let mut b_ptr = bare.buf.as_ptr(); + let mut o_ptr = out.buf.as_ptr(); + let mut ic_i = ic as i32; + let mut oc_i = oc as i32; + let mut params: Vec<*mut c_void> = vec![ + &mut b_ptr as *mut _ as *mut c_void, + &mut o_ptr as *mut _ as *mut c_void, + &mut ic_i as *mut _ as *mut c_void, + &mut oc_i as *mut _ as *mut c_void, + ]; + let func = &self.functions["escha_bare_to_f16"]; + let bx = 256u32; + unsafe { + self.hip.launch_kernel( + func, + [(ic as u32).div_ceil(bx), oc as u32, 1], + [bx, 1, 1], + 0, + None, + &mut params, + ) + } + } + /// y = A_q8hfq * x (split-metadata Q8 GEMV, row_stride = padded row bytes) pub fn gemv_q8hfq( &mut self, diff --git a/docs/MODELS.md b/docs/MODELS.md index b8efd4f1e..b3714ac31 100644 --- a/docs/MODELS.md +++ b/docs/MODELS.md @@ -63,6 +63,7 @@ Sizes below are **registry declarations**, not a substitute for runtime MoE layo | `qwen3.5:35b-a3b` | `qwen3.5-35b-a3b.mq4` | 19.7 | 22 | q8 | 35B / 3B-active | | `qwen3.6:35b-a3b` | `qwen3.6-35b-a3b.mq4p` | 19.8 | 22 | q8 | Default graded mq4p SKU | | `qwen3.6:35b-a3b-mq2` | `qwen3.6-35b-a3b.mq2` | 11.6 | 14 | | Floor SKU | +| `qwen3.6:35b-a3b-escha` | `qwen3.6-35b-a3b.escha` | 12.3 | 72 | | EschaLabs Escha-W2 2-bit trellis. Local-only (empty `repo`) until published. Min VRAM 72, NOT 14: the file is small but the experts decode to Q8_0 at load and sit at 67.9 GB resident, measured on gfx1151 — see `docs/plans/escha-w2-port-design.md` §10.3. Phase 1 is correctness, not speed (40 tok/s decode). | | `qwen3.6:35b-a3b-mq3p` | `qwen3.6-35b-a3b.mq3p` | 17.2 | 20 | | MQ3+P graded | | `qwen3.6:35b-a3b-mq4p` | `qwen3.6-35b-a3b.mq4p` | 19.8 | 22 | | MQ4+P graded | | `qwen3.6:35b-a3b-mfp4` | `qwen3.6-35b-a3b.mfp4` | 20.2 | 22 | | MFP4-E8 | diff --git a/docs/plans/escha-w2-port-design.md b/docs/plans/escha-w2-port-design.md index e50fed400..d456ef50e 100644 --- a/docs/plans/escha-w2-port-design.md +++ b/docs/plans/escha-w2-port-design.md @@ -599,7 +599,145 @@ goldens. release that changes tile size or codebook constants must fail loudly at conversion, not decode into garbage. -## 10. Out of scope +## 10. Phase 1 results (measured) + +Artifact: `/data/hipfire-models/escha-35b.hfq`, sha256 +`bd186b37037ee6c1cb58ce6a5c053b785e9ba30b7f1de04fda7ef4f4f06e3010`, 12.34 GB, +arch_id 6, registered as `qwen3.6:35b-a3b-escha`. Host gfx1151, ROCm 7.2.2. + +### 10.1 Quality (G5) + +Reproduce with `scripts/escha-kld.sh`. + +| | value | +|---|---| +| corpus | `benchmarks/quality-baselines/slice/wikitext2-1024s-2048ctx.txt`, n_ctx 384, 6 chunks | +| scored positions | 1146, teacher-forced | +| **mean KLD vs weight-exact escha** | **0.00276 nats** (95% CI 0.0019–0.0039) | +| p99 KLD | 0.054 nats | +| reference PPL / NLL | 7.6651 / 2.036678 | +| candidate PPL / NLL | 7.6585 / 2.035821 | +| negative control (exact vs itself) | **0.000000** nats, NLL identical to 8 dp | +| KLD vs the bf16 parent | **not run** — see §10.2 | + +Near-zero, as §7 predicted, and it is the `Q8_0` intermediate rather than the +codec: the reference arm is the same forward with the experts stored +weight-exactly (`HIPFIRE_ESCHA_EXPERT_STORE=f16`, bit-identical to +`escha_ref::reconstruct`), so the only thing that differs between the arms is +the 8-bit re-quantisation. The p99 sits ~20x the mean, consistent with the +boundary-tie behaviour in §5 concentrating the error on a handful of positions +rather than spreading it; that shape is expected and is not a codec bug. + +Three things about the method are load-bearing and were each got wrong once +before being fixed: + +- **Teacher forcing is structural, not a flag.** `build_kld_ref_native` writes + the token stream into the HFKLDR file and `eval_hipfire` reads the tokens + from that file, so both arms are scored on one identical committed stream by + construction. Nothing is scored on a model's own greedy output. +- **`--kv-mode f32` matters more than it looks.** The reference builder uses an + unquantised F32 KV cache; `eval_hipfire` defaults to `asym3`. Leaving that + default in place gives **0.018357** nats on the identical reference — 6.5x + the real figure, and almost all of it is KV quantisation, not the codec. +- **The negative control is the thing that makes the number attributable.** + Scoring the exact arm against its own reference returns exactly 0.000000, so + the harness is not reporting a run-to-run noise floor. + +The reference could not be `escha_ref` driving a CPU forward: `escha_ref` is a +block-level oracle (codec, H128, `expert_linear`, `swiglu`) and this repo has +no CPU transformer, so a CPU reference would have meant hand-writing a +40-layer hybrid DeltaNet MoE forward and then trusting it more than the thing +under test. Storing escha's own decoded fp16 weights and reusing the gated GPU +forward keeps `escha_ref` as the authority for every step it actually defines +(G2 and G3 gate the decode and the H128 pair bit-exact against it). + +### 10.2 The bf16 parent comparison was not run + +`Qwen/Qwen3.6-35B-A3B` is not on this box in any form. `/data/hipfire-models` +has no safetensors copy, and the only cached artifact of the parent is +`unsloth/Qwen3.6-35B-A3B-GGUF: Qwen3.6-35B-A3B-UD-Q4_K_XL.gguf` — a 4-bit +quant, which is a peer rather than a reference. Fetching the parent is ~70 GB. +Skipped deliberately and left open rather than substituted with the Q4 GGUF, +which would have produced a number that reads like the answer and is not. + +Consequence: **the "does Escha's 2-bit deliver" question is still open**, and +there is no comparable figure against `qwen3.6:35b-a3b-mq2` on quality. §10.1 +prices the port, not the codec. + +### 10.3 Speed and memory + +| | escha (Phase 1) | `qwen3.6:35b-a3b-mq4r` | +|---|---|---| +| decode | **40.0 tok/s** | 71.8 tok/s (MTP engaged, tau 1.52) | +| prefill, 1240-token prompt | **40.0 tok/s** | — | +| prefill, short prompt | 37.5–40.7 tok/s | 289.6 tok/s | +| file on disk | 12.34 GB | 18.7 GB | +| resident (GTT) | **67.9 GB** | — | + +Phase 1 **loses to `qwen3.6:35b-a3b-mq2` on speed**, as §9 predicted, and that +is Phase 2's job. mq2 itself is not on this box, so the table uses `mq4r` from +the same family; the conclusion is a-fortiori rather than assumed — mq2 is +11.6 GB against mq4r's 18.7 GB, reads strictly fewer expert bytes per token, +and takes the same indexed GPU-top-K path, so it is at least as fast as the +column shown. The decode row is not like-for-like (mq4r has its MTP sidecar +attached and escha has no speculator wired); the prefill row is, and it is the +starker gap: escha has no admissible batched prefill body, so +`forward_prefill_batch` falls to a per-token loop and prefill runs at decode +speed, 7.2x behind. + +**Resident memory is 67.9 GB, not the ~36.7 GB §9 predicted.** The prediction +was not wrong about the format; it was wrong about the allocator. Measured on +gfx1151 as GTT delta over baseline (`mem_info_gtt_used`, 71.2 GB peak against a +3.4 GB idle baseline), steady through decode. The cause is allocation +granularity across 20,480 separate per-expert buffers: + +| | logical | rounded to 2 MiB granules | +|---|---|---| +| gate_up `[1024, 2048]` Q8_0 | 2.125 MiB | 4 MiB | +| down `[2048, 512]` Q8_0 | 1.0625 MiB | 2 MiB | +| x 10240 experts | 31.9 GiB (34.2 GB) | 60 GiB (64.4 GB) | + +64.4 GB of granules plus ~3.4 GB of everything else is 67.8 GB, against 67.9 GB +observed — the arithmetic closes to 0.1%, which is why this is attributed to +granularity rather than to a leak. Two consequences worth carrying into Phase 2: + +- The fix is one contiguous per-layer expert buffer with per-expert offsets, + not a change of codec or carrier. It would recover ~30 GB, nearly half the + footprint, and is independent of the fused-GEMV work. +- Until then, the weight-exact **F16** store is free: F16's 4 MiB / 2 MiB + projections are exactly what Q8_0 already occupies. That is what makes the + §10.1 reference arm runnable at all — F32 would be 129 GB and would not fit. + +`escha_model_smoke`'s own note that it "OOMs with ~60 GB already in use" +corroborates ~65-70 GB rather than the 36 GB it states next to it. + +### 10.4 Coherence + +Verbatim, greedy (`temperature: 0.0`), via `scripts/_coherence_runner.py`: + + prompt: /no_think What is the capital of France? Answer in one word. + reasoning channel: (a short numbered plan, ending) 4. Final Output + Generation: - Paris - Matches all constraints. + answer channel: Paris + + prompt: /no_think Write three sentences describing a harbour at dawn. + Pale gold light spills across the still water, painting the masts of + sleeping boats in soft amber hues. A gentle mist clings to the wooden + docks while the distant cry of a gull breaks the quiet morning air. + Slowly, the first fishing trawler rumbles to life, its engine echoing + through the quiet cove as the sun finally crests the horizon. + +Attractor detector clean (unique-token ratio 0.617, max token frequency 0.055 +over the first 128 tokens; no 3-gram flag). First run was already coherent — +no kernel-cache garbage, single-toolchain cache with hipcc on PATH. + +One thing to know rather than to fix: the model ignores `/no_think` as a mode +switch and reasons anyway, so a short `max_tokens` truncates mid-think and the +daemon reports `open think span at end of generation (validation)`. That is a +budget artifact, not a decode fault — the same prompt with headroom closes the +span and emits a normal answer. + +## 11. Out of scope - Reproducing Escha's quantization or recovery fine-tune. We consume their weights; we do not build a quantizer. @@ -611,7 +749,7 @@ conversion, not decode into garbage. - MTP-driven speculative decode. The head is carried through conversion so it is available, but wiring it is separate work. -## 11. References +## 12. References - `EschaLabs/escha-mlx` (Apache-2.0) — `escha_mlx/ref.py` is the format contract; `tests/data/codec/` holds the golden vectors. diff --git a/docs/quant-formats/qt-register.txt b/docs/quant-formats/qt-register.txt index 67bdf4fd0..11304a085 100644 --- a/docs/quant-formats/qt-register.txt +++ b/docs/quant-formats/qt-register.txt @@ -76,6 +76,8 @@ 39 MQ3G256GL passthrough 40 TQ2G128 passthrough PR #597 Bonsai ternary 41 BQ1G128 passthrough PR #597 Bonsai 1-bit; won the qt=41 adjudication 2026-08-18 +42 ESCHA2T16 arch-loaded Escha-W2 K=2 trellis; qwen35 escha.rs decodes it on device to Q8_0/F16 at load, so it never reaches a GEMV as itself +43 ESCHA3T16 arch-loaded Escha-W2 K=3 trellis; same load path as qt=42 44 MQ4G256V2 passthrough 45 MQ4CG256 passthrough 47 MQ6G256V2 passthrough diff --git a/kernels/src/escha_bare_to_outmajor.hip b/kernels/src/escha_bare_to_outmajor.hip index dcbeb2e0d..6ff41fc22 100644 --- a/kernels/src/escha_bare_to_outmajor.hip +++ b/kernels/src/escha_bare_to_outmajor.hip @@ -82,3 +82,36 @@ extern "C" __global__ void escha_bare_to_f32( if (i >= ic) return; out[(size_t)o * ic + i] = __half2float(bare[(size_t)i * oc + o]); } + +// F16 out-major transpose — the weight-exact arm that fits a whole model. +// +// This is PURE DATA MOVEMENT: `escha_decode_tiles` already produced fp16, so +// the stored value is bit-identical to `escha_ref::reconstruct`'s output. F32 +// (above) is exactly as exact and twice the bytes, which is why it is only a +// small-layer diagnostic; this one is what a model-scale weight-exact +// reference arm has to use. +// +// The 35B's A3B shapes make the difference stark, and it is an allocator +// effect rather than an arithmetic one. Per expert the two projections are +// gate_up `[1024, 2048]` and down `[2048, 512]`: +// +// store gate_up down per-expert x10240 experts +// Q8_0 2.125 MiB 1.0625 MiB 3.1875 MiB 31.9 GiB (34.2 GB) +// F16 4 MiB 2 MiB 6 MiB 60 GiB (64.4 GB) +// F32 8 MiB 4 MiB 12 MiB 120 GiB (129 GB) +// +// but each buffer is a separate allocation that the HIP allocator rounds up +// to a 2 MiB granule, so the Q8_0 arm's 2.125/1.0625 MiB buffers occupy 4 and +// 2 MiB anyway — 60 GiB resident, the SAME as F16. Measured on gfx1151: +// 67.9 GB of GTT for the Q8_0 model against 64.4 GB of expert granules plus +// ~3.4 GB of everything else. So F16 is weight-exact at no resident cost over +// production, whereas F32 would be 2x and would not fit. +extern "C" __global__ void escha_bare_to_f16( + const __half* __restrict__ bare, // [ic, oc] in-major + __half* __restrict__ out, // [oc, ic] out-major + int ic, int oc) { + const int i = blockIdx.x * blockDim.x + threadIdx.x; + const int o = blockIdx.y; + if (i >= ic) return; + out[(size_t)o * ic + i] = bare[(size_t)i * oc + o]; +} diff --git a/registry/models.json b/registry/models.json index d18e5332e..9f34605d1 100644 --- a/registry/models.json +++ b/registry/models.json @@ -418,6 +418,49 @@ "min_vram_gb": 14, "desc": "Floor SKU — smallest, coherent but degraded." }, + "qwen3.6:35b-a3b-escha": { + "recommended_settings": { + "temperature": 1.0, + "top_p": 0.95, + "top_k": 20, + "min_p": 0.0, + "presence_penalty": 1.5, + "repeat_penalty": 1.0 + }, + "sampling_profiles": { + "general": { + "temperature": 1.0, + "top_p": 0.95, + "top_k": 20, + "min_p": 0.0, + "presence_penalty": 1.5, + "repeat_penalty": 1.0 + }, + "coding": { + "temperature": 0.6, + "top_p": 0.95, + "top_k": 20, + "min_p": 0.0, + "presence_penalty": 0.0, + "repeat_penalty": 1.0 + }, + "instruct": { + "temperature": 0.7, + "top_p": 0.8, + "top_k": 20, + "min_p": 0.0, + "presence_penalty": 1.5, + "repeat_penalty": 1.0 + } + }, + "repo": "", + "file": "qwen3.6-35b-a3b.escha", + "size_gb": 12.3, + "min_vram_gb": 72, + "desc": "EschaLabs Escha-W2 2-bit trellis codec, decoded to Q8_0 experts at load (Phase 1: correctness + a servable artifact, not speed). 12.3 GB on disk but 67.9 GB resident \u2014 the experts decode to Q8_0 at load and per-expert buffers round to 2 MiB granules. Local-only until published.", + "sha256": "bd186b37037ee6c1cb58ce6a5c053b785e9ba30b7f1de04fda7ef4f4f06e3010", + "size_bytes": 12344899840 + }, "qwen3.6:35b-a3b-mq3p": { "recommended_settings": { "temperature": 1.0, diff --git a/registry/v1.json b/registry/v1.json index 65aa9982a..922d71570 100644 --- a/registry/v1.json +++ b/registry/v1.json @@ -1,6 +1,6 @@ { "schema_version": 1, - "generated_at": "2026-08-31T05:32:38Z", + "generated_at": "2026-09-03T05:31:00Z", "_comment": "GENERATED by scripts/registry_gen.py \u2014 do not hand-edit. Edit registry/models.json (curated overlay) and re-run the generator. Strict superset of registry/models.json: models/aliases keep the curated shape; sha256/size_bytes come from the HF LFS API; arch_id per docs/architecture-ids.md; min_vram_gb gates pull/run on VRAM.", "models": { "qwen3.5:0.8b": { @@ -474,6 +474,51 @@ "arch_id": 6, "quant": "mq2" }, + "qwen3.6:35b-a3b-escha": { + "recommended_settings": { + "temperature": 1.0, + "top_p": 0.95, + "top_k": 20, + "min_p": 0.0, + "presence_penalty": 1.5, + "repeat_penalty": 1.0 + }, + "sampling_profiles": { + "general": { + "temperature": 1.0, + "top_p": 0.95, + "top_k": 20, + "min_p": 0.0, + "presence_penalty": 1.5, + "repeat_penalty": 1.0 + }, + "coding": { + "temperature": 0.6, + "top_p": 0.95, + "top_k": 20, + "min_p": 0.0, + "presence_penalty": 0.0, + "repeat_penalty": 1.0 + }, + "instruct": { + "temperature": 0.7, + "top_p": 0.8, + "top_k": 20, + "min_p": 0.0, + "presence_penalty": 1.5, + "repeat_penalty": 1.0 + } + }, + "repo": "", + "file": "qwen3.6-35b-a3b.escha", + "size_gb": 12.3, + "min_vram_gb": 72, + "desc": "EschaLabs Escha-W2 2-bit trellis codec, decoded to Q8_0 experts at load (Phase 1: correctness + a servable artifact, not speed). 12.3 GB on disk but 67.9 GB resident \u2014 the experts decode to Q8_0 at load and per-expert buffers round to 2 MiB granules. Local-only until published.", + "sha256": "bd186b37037ee6c1cb58ce6a5c053b785e9ba30b7f1de04fda7ef4f4f06e3010", + "size_bytes": 12344899840, + "arch_id": 6, + "quant": "escha" + }, "qwen3.6:35b-a3b-mq3p": { "recommended_settings": { "temperature": 1.0, diff --git a/scripts/escha-kld.sh b/scripts/escha-kld.sh new file mode 100755 index 000000000..6be9860c5 --- /dev/null +++ b/scripts/escha-kld.sh @@ -0,0 +1,102 @@ +#!/usr/bin/env bash +# G5 — Escha-W2 quality gate: KLD on a FIXED corpus slice, teacher-forced. +# +# COMPARISON 1 (this script): hipfire-escha production vs `escha_ref` semantics. +# +# The reference is escha_ref, NOT any Escha runtime: escha-mlx is Metal, the +# escha wheel is CUDA (sm_80-sm_120) and ZML needs an NVIDIA driver, so none +# of the three execute on gfx1151. `ref.py` declares itself "the semantic +# contract for every Metal kernel in this package" and is gated on the +# goldens, so agreeing with escha_ref IS agreeing with their runtime, and it +# is exact rather than cross-machine. +# +# escha_ref is a BLOCK-level oracle (codec, H128, expert_linear, swiglu) — +# there is no CPU transformer in this repo and writing one for a 40-layer +# hybrid DeltaNet MoE would make the reference itself the least-trusted +# component. So the reference arm is the SAME hipfire forward with the escha +# experts stored weight-exactly, `HIPFIRE_ESCHA_EXPERT_STORE=f16`. That is +# bit-identical to `escha_ref::reconstruct`'s output (the decode already +# produces fp16; G2 gates it bit-exact against escha_ref, G3 gates the H128 +# pair bit-exact), so the ONLY thing that differs between the two arms is the +# Q8_0 re-quantisation of the expert weights — which is precisely what the +# design doc predicts will dominate this number. +# +# The f16 arm costs no more resident memory than production: per-expert +# buffers are rounded to 2 MiB granules and Q8_0's 2.125/1.0625 MiB +# projections already occupy the 4/2 MiB that f16 needs outright. +# +# COMPARISON 2 (bf16 parent Qwen/Qwen3.6-35B-A3B): NOT RUN. The bf16 parent is +# not on this box in any form — /data/hipfire-models has no safetensors copy, +# and the only cached artifact of the parent is +# `unsloth/Qwen3.6-35B-A3B-GGUF: Qwen3.6-35B-A3B-UD-Q4_K_XL.gguf`, a 4-bit +# quant, which is not a reference. Fetching the parent is ~70 GB. Skipped +# deliberately rather than substituted; see the design doc's Phase 1 results. +# +# TEACHER FORCING is structural here, not a flag. `build_kld_ref_native` writes +# the token stream into the HFKLDR file and `eval_hipfire` reads the tokens +# FROM that file rather than from any generation, so both arms are scored on +# one identical committed token stream by construction. Nothing is ever scored +# on a model's own greedy output — on ds4 that scored 8x better on the median +# and was optimistic. +# +# Both arms use --scoring-mode per-token so the candidate walks the same +# `forward_scratch` path the reference builder walks; the prefill-batch body is +# not admissible for escha anyway. +# +# --kv-mode f32 IS LOAD-BEARING. `build_kld_ref_native` builds its reference +# with an unquantised F32 KV cache. eval_hipfire defaults to `asym3`, and +# leaving that default in place folds the KV-quantisation error into the +# number: measured 0.018357 nats with asym3 against 0.002829 on the identical +# reference with f32, i.e. 6.5x, almost all of it KV rather than codec. +# +# Stage 3 is a NEGATIVE CONTROL, not decoration. It scores the f16 arm against +# its own reference and must print exactly 0.000000; anything else means the +# harness is measuring the run-to-run noise floor rather than the codec, and +# the stage-2 number cannot be attributed. +set -euo pipefail +cd "$(dirname "$0")/.." + +HFQ=${1:-/data/hipfire-models/escha-35b.hfq} +SLICE=benchmarks/quality-baselines/slice/wikitext2-1024s-2048ctx.txt +OUT=${ESCHA_KLD_OUT:-/tmp/escha-kld} +# n_ctx 384 => scored_per_chunk = 384 - 1 - 192 = 191 positions per chunk, so +# CHUNKS=1 is the design doc's "~192 positions". 6 chunks (1146 positions) is +# the default because one chunk is one sequence and gives no CI at all. +NCTX=${NCTX:-384} +CHUNKS=${CHUNKS:-6} +TOPK=${TOPK:-256} +ARCH=${ARCH:-gfx1151} + +mkdir -p "$OUT/per-seq" "$OUT/control" +REF="$OUT/escha-35b-f16-exact-${NCTX}x${CHUNKS}.kldref.bin" + +echo "== 1/4 weight-exact reference (escha_ref semantics, f16 expert store) ==" +if [ ! -s "$REF" ]; then + HIPFIRE_ESCHA_EXPERT_STORE=f16 \ + ./target/release/examples/build_kld_ref_native \ + --model "$HFQ" --slice "$SLICE" --top-k "$TOPK" \ + --n-ctx "$NCTX" --max-chunks "$CHUNKS" --output "$REF" +else + echo " reusing $REF" +fi + +echo "== 2/4 score the production Q8_0 arm on the SAME token stream ==" +./target/release/examples/eval_hipfire \ + --model "$HFQ" --ref "$REF" \ + --scoring-mode per-token --kv-mode f32 \ + --output "$OUT/per-seq/escha-35b-q8_0__${ARCH}__per-token.kldseq" + +echo "== 3/4 negative control: the reference arm against its own reference ==" +echo " (must be exactly 0.000000, or stage 2 is unattributable)" +HIPFIRE_ESCHA_EXPERT_STORE=f16 \ +./target/release/examples/eval_hipfire \ + --model "$HFQ" --ref "$REF" \ + --scoring-mode per-token --kv-mode f32 \ + --output "$OUT/control/escha-35b-f16-selfcontrol__${ARCH}__per-token.kldseq" + +echo "== 4/4 reduce ==" +python3 benchmarks/quality-baselines/harness/kld_reduce.py \ + --result-dir "$OUT/per-seq" \ + --out-md "$OUT/result-table.md" \ + --out-json "$OUT/result-data.json" +cat "$OUT/result-table.md" diff --git a/scripts/registry_gen.py b/scripts/registry_gen.py index eef423544..a40bdc7a8 100644 --- a/scripts/registry_gen.py +++ b/scripts/registry_gen.py @@ -80,6 +80,12 @@ "hf4", "hf6", "q8", + # EschaLabs Escha-W2 trellis codec (qt=42 ESCHA2T16 / qt=43 ESCHA3T16), + # converted verbatim by `hipfire-quantize --format escha`. It is not an MQ + # format and cannot be transcoded into one without discarding exactly the + # quality that motivates it (docs/plans/escha-w2-port-design.md §2), so it + # gets its own suffix rather than being filed under an mqN. + "escha", "hfq", } # Allowlist for the optional per-entry `default_kv_mode` field (the registry is From 6547c78b657166d28e3d36b19920a2be0ba00ade Mon Sep 17 00:00:00 2001 From: Nick Woolmer <29717167+nwoolmer@users.noreply.github.com> Date: Thu, 3 Sep 2026 06:52:32 +0100 Subject: [PATCH 040/100] perf(escha): pack the routed experts into one buffer per (layer, projection) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Resident memory 67.9 GB -> 37.5 GB, measured as an amdgpu GTT delta on gfx1151. No numerical change: the model smoke's logits are bit-identical at every decode position and G4's four tolerances are unmoved. The 67.9 GB was 30 GB of allocator rounding. `decode_projection` gave every expert its own `alloc_tensor`, so the model held 20,480 buffers (40 layers x 256 experts x 2 projections) and the HIP allocator's 2 MiB granule rounded each 2.125 MiB gate_up up to 4 MiB and each 1.0625 MiB down up to 2 MiB — 64.4 GB of granules for 34.2 GB of weights. Now each (layer, projection) is ONE allocation and the expert slots are `sub_offset` views into it, so the granule is charged 80 times instead of 20,480. This is the shape `try_load_packed_mq4_experts` already used for uniform MQ4; escha reuses its `PackedExpertOwners` and therefore its teardown, which frees per-expert metadata only and returns the two blobs. Nothing addresses an expert any differently: `expert_{gate_up,down}_ptrs` is built from `ew.gate_up.buf.buf.as_ptr()`, which for a view is the offset pointer, so the escha indexed GEMV loads the same bytes from the same address. Slot strides are multiples of 1024 B at A3B shapes, so no view is less aligned than the allocation it replaces. Also: `scripts/escha-gtt-probe.sh` (the measurement, so the number is reproducible rather than asserted), unit tests pinning the packing arithmetic and its dtype units, registry `min_vram_gb` 72 -> 40, and the two doc blocks that taught the old 67.9 GB figure as a fact. Co-Authored-By: Claude Opus 5 (1M context) Claude-Session: https://claude.ai/code/session_01FfwZUVGT7QpjMdHikoERfM --- .../examples/escha_model_smoke.rs | 17 +- .../examples/escha_moe_block_gate.rs | 14 +- .../hipfire-arch-qwen35/src/qwen35/escha.rs | 273 +++++++++++++----- crates/hipfire-arch-qwen35/src/qwen35/load.rs | 82 +++--- .../hipfire-arch-qwen35/src/qwen35/weights.rs | 25 +- registry/models.json | 4 +- registry/v1.json | 4 +- scripts/escha-gtt-probe.sh | 35 +++ 8 files changed, 321 insertions(+), 133 deletions(-) create mode 100755 scripts/escha-gtt-probe.sh diff --git a/crates/hipfire-arch-qwen35/examples/escha_model_smoke.rs b/crates/hipfire-arch-qwen35/examples/escha_model_smoke.rs index 2d45ac3b0..d16389b28 100644 --- a/crates/hipfire-arch-qwen35/examples/escha_model_smoke.rs +++ b/crates/hipfire-arch-qwen35/examples/escha_model_smoke.rs @@ -38,14 +38,15 @@ //! the daemon DOES drive this checkpoint (`scripts/_coherence_runner.py`, and //! §10.4 of the design doc). //! -//! COST: at A3B shapes the Q8_0 experts are 31.9 GiB of weights but **60 GiB -//! resident** — each of the 20,480 per-expert buffers is a separate allocation -//! rounded up to a 2 MiB granule, so the 2.125 MiB gate_up and the 1.0625 MiB -//! down occupy 4 MiB and 2 MiB. Measured 67.9 GB of GTT for the whole model on -//! gfx1151, not the ~36 GB this comment used to claim. On a 128 GB workstation -//! with other applications running that is close to the limit — it OOMs with -//! ~60 GB already in use, which is the observation that should have caught the -//! old figure. Not something to run casually. See design doc §10.3. +//! COST: **37.5 GB resident**, measured as an amdgpu GTT delta on gfx1151 +//! (`scripts/escha-gtt-probe.sh`). 34.2 GB of that is the Q8_0 routed experts +//! and ~3.3 GB is everything else. It was 67.9 GB until the experts were +//! packed one device buffer per (layer, projection): while each of the 20,480 +//! per-expert buffers was its own allocation, the HIP allocator's 2 MiB +//! granule rounded the 2.125 MiB gate_up up to 4 MiB and the 1.0625 MiB down +//! up to 2 MiB, spending 30 GB on rounding. Still not free on a 128 GB +//! workstation with other applications running — check headroom first. +//! See design doc §10.3. //! //! Run: //! cargo run --release -p hipfire-arch-qwen35 \ diff --git a/crates/hipfire-arch-qwen35/examples/escha_moe_block_gate.rs b/crates/hipfire-arch-qwen35/examples/escha_moe_block_gate.rs index 8d2f679b0..683681f3a 100644 --- a/crates/hipfire-arch-qwen35/examples/escha_moe_block_gate.rs +++ b/crates/hipfire-arch-qwen35/examples/escha_moe_block_gate.rs @@ -164,7 +164,7 @@ fn run_arm( smi: usize, ) -> ArmResult { let all: Vec = (0..n_exp).collect(); - let (experts, tables) = load_escha_moe_experts( + let (experts, tables, owners) = load_escha_moe_experts( hfq, gpu, layer_prefix, @@ -316,10 +316,14 @@ fn run_arm( let _ = gpu.free_tensor(t); } } - for e in experts { - e.gate_up.free_all(gpu); - e.down.free_all(gpu); - } + // Expert slots are non-owning views into `owners` (one blob per + // projection), so return the two blobs and NOT the 512 views. `free_all` + // on a view is refused by `free_tensor` and would leak the blob — this + // gate runs the F32 arm at 256 experts, i.e. 2 GiB per projection, and + // both arms run in one process. + drop(experts); + let _ = gpu.free_tensor(owners.gate_up); + let _ = gpu.free_tensor(owners.down); tables.free_gpu(gpu); ArmResult { diff --git a/crates/hipfire-arch-qwen35/src/qwen35/escha.rs b/crates/hipfire-arch-qwen35/src/qwen35/escha.rs index 356db81ff..404a13416 100644 --- a/crates/hipfire-arch-qwen35/src/qwen35/escha.rs +++ b/crates/hipfire-arch-qwen35/src/qwen35/escha.rs @@ -46,6 +46,7 @@ use rdna_compute::Gpu; use rdna_compute::GpuTensor; use super::weights::ExpertWeights; +use super::weights::PackedExpertOwners; /// How the decoded fp16 expert weight is stored in the expert slot. #[derive(Clone, Copy, PartialEq, Eq, Debug)] @@ -61,14 +62,17 @@ pub enum EschaWeightStore { /// bit-identically the same values as [`EschaWeightStore::F32`] in half /// the bytes. It is the G5 KLD reference arm. /// - /// It is not merely cheaper than F32, it is free relative to production. - /// Every per-expert buffer is a separate allocation that the HIP - /// allocator rounds up to a 2 MiB granule, and at A3B shapes Q8_0's - /// 2.125 MiB gate_up / 1.0625 MiB down round to exactly the 4 MiB / 2 MiB - /// that F16 needs outright. Both arms therefore sit at 60 GiB of experts - /// — measured 67.9 GB of GTT for the whole Q8_0 model on gfx1151 against - /// a 34.2 GB "logical" expert size. The only difference between the arms - /// is the 8-bit re-quantisation, which is exactly what G5 prices. + /// It costs **2x production's expert bytes**, and that is now the whole + /// difference. It did not used to be: while every per-expert buffer was + /// its own allocation, the HIP allocator's 2 MiB granule rounded Q8_0's + /// 2.125 MiB gate_up / 1.0625 MiB down up to exactly the 4 MiB / 2 MiB + /// F16 needed outright, so both arms sat at 60 GiB of experts (measured + /// 67.9 GB of GTT for the whole Q8_0 model on gfx1151, against a 34.2 GB + /// logical expert size) and F16 was free. Since the projections are packed + /// one buffer per (layer, projection) — see [`PackedExpertOwners`] — the + /// granule is charged 80 times instead of 20,480 and Q8_0 is measured at + /// 37.5 GB. F16 would be ~32 GB more. It remains the G5 KLD reference arm + /// and still fits; it is no longer a free upgrade. /// /// Like F32 this loses the indexed GPU-top-K fast path (admission is /// `routed_gate_up == Q8_0 && routed_down == Q8_0`, see @@ -264,6 +268,19 @@ fn k_from_quant_type(qt: u8, name: &str) -> HipResult { /// `expert_ids` selects which experts to materialise, in slot order — the /// caller's REAP/EP mapping, or simply `0..n_exp`. Passing a short list is how /// the G4 gate keeps a single-layer probe cheap. +/// +/// ## Ownership +/// +/// The returned [`ExpertWeights`] are **non-owning views** into the returned +/// [`PackedExpertOwners`] pair — one device buffer per projection covering +/// every requested expert. The caller must keep the owners alive for as long +/// as the views are used and free the owners (not the views) exactly once. In +/// the model loader that is `MoeFfnWeights::packed_expert_owners`, whose +/// existing free path (`free_moe_ffn`) already frees per-expert metadata only +/// and returns the two blobs; a direct caller such as the G4 gate must do the +/// same. `Gpu::free_tensor` refuses a borrowed view, so a caller that gets +/// this wrong gets an error rather than a double free — but it also leaks the +/// blob, so it is not a substitute for freeing the owners. #[allow(clippy::too_many_arguments)] pub fn load_escha_moe_experts( hfq: &HfqFile, @@ -276,7 +293,7 @@ pub fn load_escha_moe_experts( k: usize, store: EschaWeightStore, resolve: NameResolver, -) -> HipResult<(Vec, EschaMoeTables)> { +) -> HipResult<(Vec, EschaMoeTables, PackedExpertOwners)> { // gate_up: [ic = hidden, oc = 2*mi]; down: [ic = mi, oc = hidden]. let gu = (hidden, 2 * mi); let dn = (mi, hidden); @@ -338,26 +355,67 @@ pub fn load_escha_moe_experts( k, }; - let mut gate_ups = decode_projection( + let (mut gate_ups, gate_up_owner) = decode_projection( hfq, gpu, p, "gate_up", expert_ids, n_exp, gu, store, resolve, )?; - let mut downs = decode_projection(hfq, gpu, p, "down", expert_ids, n_exp, dn, store, resolve)?; + let (mut downs, down_owner) = + match decode_projection(hfq, gpu, p, "down", expert_ids, n_exp, dn, store, resolve) { + Ok(ok) => ok, + Err(error) => { + // The gate_up blob is already on the device and its per-expert + // views are about to be dropped without ever reaching a + // caller, so nothing else can free it. Return it here or the + // whole projection (544 MiB at A3B shapes) leaks on every + // failed layer load. + let _ = gpu.free_tensor(gate_up_owner); + return Err(error); + } + }; let experts = gate_ups .drain(..) .zip(downs.drain(..)) .map(|(gate_up, down)| ExpertWeights { gate_up, down }) .collect(); - Ok((experts, tables)) + Ok(( + experts, + tables, + PackedExpertOwners { + gate_up: gate_up_owner, + down: down_owner, + }, + )) } -/// Decode every requested expert of ONE projection. +/// Bytes and elements one expert slot of this projection occupies, for a given +/// store. `(elems_per_slot, dtype)` — `sub_offset` counts in `dtype.size()` +/// units, and `DType::Q8_0::size()` is 1, so the Q8_0 arm's "elements" are +/// bytes. Pure, so the packing arithmetic is checkable without a GPU. +fn slot_extent(store: EschaWeightStore, ic: usize, oc: usize) -> (usize, DType) { + match store { + // Q8_0 rows are `ic/32` blocks of 34 B (32 int8 + one f16 scale). + EschaWeightStore::Q8_0 => (oc * (ic / 32) * 34, DType::Q8_0), + EschaWeightStore::F32 => (ic * oc, DType::F32), + EschaWeightStore::F16 => (ic * oc, DType::F16), + } +} + +/// Decode every requested expert of ONE projection into ONE device buffer. /// /// Staging is reused across experts: one device code buffer, one device bare /// buffer. At A3B gate_up shapes that is 512 KB + 4 MB held for the whole /// layer instead of 256 allocations, and the decode never round-trips through /// the host (`escha_decode_tiles` is the device-resident entry; the `_host` /// wrapper exists only for the G2 parity gate). +/// +/// The returned `WeightTensor`s are non-owning `sub_offset` views into the +/// returned owner buffer — see [`load_escha_moe_experts`] for why, and +/// [`PackedExpertOwners`] for how much it is worth. Each slot's byte offset is +/// `slot * slot_extent(...)`; at A3B shapes that stride is a multiple of 1024, +/// so every view is at least as aligned as an independent allocation would be +/// and no kernel's vector loads are disturbed. The values written are +/// byte-identical to the per-allocation version: `escha_bare_to_*` takes a +/// base pointer and a size, and both are unchanged. #[allow(clippy::too_many_arguments)] fn decode_projection( hfq: &HfqFile, @@ -369,7 +427,7 @@ fn decode_projection( shape: (usize, usize), store: EschaWeightStore, resolve: NameResolver, -) -> HipResult> { +) -> HipResult<(Vec, GpuTensor)> { let (ic, oc) = shape; let name = escha_leaf(p, proj, "code"); let (info, data) = find(hfq, &name, resolve) @@ -389,73 +447,138 @@ fn decode_projection( )); } + // Reject out-of-range ids BEFORE allocating anything, so the error path + // has nothing to unwind. (Previously this check sat inside the decode loop + // and had to free the staging buffers by hand.) + if let Some(&bad) = expert_ids.iter().find(|&&x| x >= n_exp) { + return Err(HipError::new( + 0, + &format!("escha: expert id {bad} out of range for {n_exp} experts ({name})"), + )); + } + + // ONE buffer for the whole projection. See `PackedExpertOwners`: the 2 MiB + // allocation granule is charged once here instead of once per expert. + let (slot_elems, slot_dtype) = slot_extent(store, ic, oc); + let total_elems = slot_elems + .checked_mul(expert_ids.len()) + .ok_or_else(|| HipError::new(0, &format!("escha: {name} packed size overflow")))?; + let owner = gpu.alloc_tensor(&[total_elems], slot_dtype)?; + // `escha_decode_tiles` validates `code.numel()` in SHORTS, so the staging // tensor's logical length must be the i16 count (F16 gives the right // 2-bytes-per-element sizing; the payload is trellis code, not floats). - let code_stage = gpu.alloc_tensor(&[words_per_expert], DType::F16)?; - let bare = gpu.alloc_tensor(&[ic * oc], DType::F16)?; - - let mut out = Vec::with_capacity(expert_ids.len()); - for &x in expert_ids { - if x >= n_exp { + let code_stage = match gpu.alloc_tensor(&[words_per_expert], DType::F16) { + Ok(t) => t, + Err(error) => { + let _ = gpu.free_tensor(owner); + return Err(error); + } + }; + let bare = match gpu.alloc_tensor(&[ic * oc], DType::F16) { + Ok(t) => t, + Err(error) => { let _ = gpu.free_tensor(code_stage); - let _ = gpu.free_tensor(bare); - return Err(HipError::new( - 0, - &format!("escha: expert id {x} out of range for {n_exp} experts ({name})"), - )); + let _ = gpu.free_tensor(owner); + return Err(error); } - let src = &data[x * bytes_per_expert..(x + 1) * bytes_per_expert]; - gpu.hip.memcpy_htod(&code_stage.buf, src)?; - gpu.escha_decode_tiles(&code_stage, &bare, ic as u32, oc as u32, k)?; - - // The transpose to hipfire's OUT-major slot lives here, folded into - // the store. See the module docs. - let wt = match store { - EschaWeightStore::Q8_0 => { - let nbytes = oc * (ic / 32) * 34; - let buf = gpu.alloc_tensor(&[nbytes], DType::Q8_0)?; - gpu.escha_bare_to_q8_0(&bare, &buf, ic, oc)?; - WeightTensor { - buf, - gpu_dtype: DType::Q8_0, - m: oc, - k: ic, - row_stride: 0, - paro: None, - awq_scale: None, - } - } - EschaWeightStore::F32 => { - let buf = gpu.alloc_tensor(&[oc, ic], DType::F32)?; - gpu.escha_bare_to_f32(&bare, &buf, ic, oc)?; - WeightTensor { - buf, - gpu_dtype: DType::F32, - m: oc, - k: ic, - row_stride: 0, - paro: None, - awq_scale: None, - } - } - EschaWeightStore::F16 => { - let buf = gpu.alloc_tensor(&[oc, ic], DType::F16)?; - gpu.escha_bare_to_f16(&bare, &buf, ic, oc)?; - WeightTensor { - buf, - gpu_dtype: DType::F16, - m: oc, - k: ic, - row_stride: 0, - paro: None, - awq_scale: None, - } + }; + + let mut out = Vec::with_capacity(expert_ids.len()); + let mut decode = |gpu: &mut Gpu| -> HipResult<()> { + for (slot, &x) in expert_ids.iter().enumerate() { + let src = &data[x * bytes_per_expert..(x + 1) * bytes_per_expert]; + gpu.hip.memcpy_htod(&code_stage.buf, src)?; + gpu.escha_decode_tiles(&code_stage, &bare, ic as u32, oc as u32, k)?; + + // Non-owning window onto this expert's slice of the layer blob. + // The device pointer this yields is what lands in + // `expert_{gate_up,down}_ptrs`, so the indexed GEMV addresses the + // expert exactly as it did when each slot was its own allocation. + let buf = owner.sub_offset(slot * slot_elems, slot_elems); + + // The transpose to hipfire's OUT-major slot lives here, folded + // into the store. See the module docs. + match store { + EschaWeightStore::Q8_0 => gpu.escha_bare_to_q8_0(&bare, &buf, ic, oc)?, + EschaWeightStore::F32 => gpu.escha_bare_to_f32(&bare, &buf, ic, oc)?, + EschaWeightStore::F16 => gpu.escha_bare_to_f16(&bare, &buf, ic, oc)?, } - }; - out.push(wt); - } + out.push(WeightTensor { + buf, + gpu_dtype: slot_dtype, + m: oc, + k: ic, + row_stride: 0, + paro: None, + awq_scale: None, + }); + } + Ok(()) + }; + let result = decode(gpu); let _ = gpu.free_tensor(code_stage); let _ = gpu.free_tensor(bare); - Ok(out) + if let Err(error) = result { + let _ = gpu.free_tensor(owner); + return Err(error); + } + Ok((out, owner)) +} + +#[cfg(test)] +mod tests { + use super::slot_extent; + use super::EschaWeightStore; + use rdna_compute::DType; + + /// The packing arithmetic, at the real A3B shapes, against the sizes the + /// allocator-granularity diagnosis is built on. A slot stride that is not + /// a multiple of the Q8_0 block (34 B) or that disagrees with + /// `escha_bare_to_q8_0`'s own `oc * (ic/32) * 34` would put every expert + /// after slot 0 at a wrong offset — plausible, finite, wrong weights. + #[test] + fn q8_0_slot_extent_matches_the_a3b_projection_sizes() { + // gate_up: ic = hidden = 2048, oc = 2*mi = 1024. + let (gu, gu_dtype) = slot_extent(EschaWeightStore::Q8_0, 2048, 1024); + assert_eq!(gu_dtype, DType::Q8_0); + assert_eq!(gu, 2_228_224, "gate_up slot is 2.125 MiB"); + // down: ic = mi = 512, oc = hidden = 2048. + let (dn, _) = slot_extent(EschaWeightStore::Q8_0, 512, 2048); + assert_eq!(dn, 1_114_112, "down slot is 1.0625 MiB"); + // 256 experts x 40 layers x both projections = the 34.2 GB of real + // weight bytes the 67.9 GB of granules was hiding. + assert_eq!((gu + dn) * 256 * 40, 34_225_520_640); + } + + /// `sub_offset` counts in `dtype.size()` units. Q8_0 is a byte dtype, so + /// the Q8_0 stride is a byte stride while F16/F32 strides are element + /// counts. Getting that wrong scales every offset by 2 or 4. + #[test] + fn slot_extent_is_in_dtype_units_not_bytes() { + let (f32_elems, f32_dtype) = slot_extent(EschaWeightStore::F32, 2048, 1024); + assert_eq!(f32_dtype, DType::F32); + assert_eq!(f32_elems, 2048 * 1024); + assert_eq!(f32_elems * DType::F32.size(), 8 * 1024 * 1024); + + let (f16_elems, f16_dtype) = slot_extent(EschaWeightStore::F16, 2048, 1024); + assert_eq!(f16_dtype, DType::F16); + assert_eq!(f16_elems, 2048 * 1024); + assert_eq!(f16_elems * DType::F16.size(), 4 * 1024 * 1024); + + let (q8_elems, q8_dtype) = slot_extent(EschaWeightStore::Q8_0, 2048, 1024); + assert_eq!(q8_dtype.size(), 1, "Q8_0 offsets are byte offsets"); + assert_eq!(q8_elems * q8_dtype.size(), 2_228_224); + } + + /// Every A3B slot stride is a multiple of 1024 B, so no expert view is + /// less aligned than the 2 MiB-granule allocation it replaces and the + /// kernels' vector loads are undisturbed. + #[test] + fn a3b_slot_strides_are_widely_aligned() { + for (ic, oc) in [(2048usize, 1024usize), (512, 2048)] { + let (elems, dtype) = slot_extent(EschaWeightStore::Q8_0, ic, oc); + assert_eq!(elems * dtype.size() % 1024, 0, "{ic}x{oc} stride alignment"); + } + } } diff --git a/crates/hipfire-arch-qwen35/src/qwen35/load.rs b/crates/hipfire-arch-qwen35/src/qwen35/load.rs index 6ef42c77b..67c8a57fc 100644 --- a/crates/hipfire-arch-qwen35/src/qwen35/load.rs +++ b/crates/hipfire-arch-qwen35/src/qwen35/load.rs @@ -4792,7 +4792,7 @@ pub(crate) fn load_moe_ffn( } let escha_tables = if escha_layer { let store = escha_weight_store(); - let (experts, tables) = escha::load_escha_moe_experts( + let (experts, tables, owners) = escha::load_escha_moe_experts( hfq, gpu, p, @@ -4806,11 +4806,13 @@ pub(crate) fn load_moe_ffn( )?; if layer_idx == 0 { eprintln!( - " Escha-W2 routed experts: {} experts decoded from the trellis, stored {store:?}", - experts.len() + " Escha-W2 routed experts: {} experts decoded from the trellis, stored {store:?}, \ + {} per-expert weight buffers -> 2 layer blobs", + experts.len(), + 2 * experts.len() ); } - Some((experts, tables)) + Some((experts, tables, owners)) } else { None }; @@ -4820,39 +4822,45 @@ pub(crate) fn load_moe_ffn( } else { None }; - let (mut experts, packed_expert_owners, escha_tables) = if let Some((e, t)) = escha_tables { - (e, None, Some(t)) - } else if let Some((experts, owners)) = packed { - if layer_idx == 0 { - eprintln!( - " routed MQ4 expert packing: {} per-expert weight buffers -> 2 layer blobs", - 2 * experts.len() - ); - } - (experts, Some(owners), None) - } else { - let mut experts = Vec::with_capacity(expert_ids.len()); - for x in expert_ids { - let gate_up = load_weight_tensor( - hfq, - gpu, - &format!("{p}.mlp.experts.{x}.gate_up_proj.weight"), - 2 * mi, - config.dim, - qwen35_tensor_name_candidates, - )?; - let down = load_weight_tensor( - hfq, - gpu, - &format!("{p}.mlp.experts.{x}.down_proj.weight"), - config.dim, - mi, - qwen35_tensor_name_candidates, - )?; - experts.push(ExpertWeights { gate_up, down }); - } - (experts, None, None) - }; + let (mut experts, packed_expert_owners, escha_tables) = + if let Some((e, t, owners)) = escha_tables { + // Escha expert slots are views into `owners`, exactly like the packed + // MQ4 path's — so they ride the SAME `packed_expert_owners` free path + // (`free_moe_ffn` frees per-expert metadata only, then the two blobs). + // Publishing them here rather than in a bespoke field is what keeps + // teardown from double-freeing or leaking 32 GB. + (e, Some(owners), Some(t)) + } else if let Some((experts, owners)) = packed { + if layer_idx == 0 { + eprintln!( + " routed MQ4 expert packing: {} per-expert weight buffers -> 2 layer blobs", + 2 * experts.len() + ); + } + (experts, Some(owners), None) + } else { + let mut experts = Vec::with_capacity(expert_ids.len()); + for x in expert_ids { + let gate_up = load_weight_tensor( + hfq, + gpu, + &format!("{p}.mlp.experts.{x}.gate_up_proj.weight"), + 2 * mi, + config.dim, + qwen35_tensor_name_candidates, + )?; + let down = load_weight_tensor( + hfq, + gpu, + &format!("{p}.mlp.experts.{x}.down_proj.weight"), + config.dim, + mi, + qwen35_tensor_name_candidates, + )?; + experts.push(ExpertWeights { gate_up, down }); + } + (experts, None, None) + }; if e8_soa_experts() && gpu.arch_caps.is_rdna3_dgpu() && ep_shard.is_none() { let mut converted = 0usize; for ew in experts.iter_mut() { diff --git a/crates/hipfire-arch-qwen35/src/qwen35/weights.rs b/crates/hipfire-arch-qwen35/src/qwen35/weights.rs index 1ebd7046e..ac1ea5b61 100644 --- a/crates/hipfire-arch-qwen35/src/qwen35/weights.rs +++ b/crates/hipfire-arch-qwen35/src/qwen35/weights.rs @@ -83,15 +83,32 @@ pub struct ExpertWeights { pub down: WeightTensor, // [hidden, moe_intermediate] } -/// Owning storage for a layer's packed uniform-MQ4 routed experts. +/// Owning storage for a layer's packed routed experts — one device buffer per +/// (layer, projection) covering ALL experts. /// /// `experts` still carries one [`WeightTensor`] view per routed expert so the /// CPU fallback and every existing indexed dispatch keep their exact metadata /// and pointer-table ABI. Those views are non-owning subranges of these two /// buffers; only this owner pair may be returned to the GPU pool. -pub(crate) struct PackedExpertOwners { - pub(crate) gate_up: GpuTensor, - pub(crate) down: GpuTensor, +/// +/// Two producers build this: `try_load_packed_mq4_experts` (uniform MQ4) and +/// `escha::load_escha_moe_experts` (Escha-W2). It is `pub` because the latter +/// hands the owners back across the crate boundary to +/// `examples/escha_moe_block_gate`, which loads a layer's experts directly and +/// must free them exactly once. +/// +/// ## Why this is not merely tidier +/// +/// The HIP allocator rounds every allocation up to a 2 MiB granule. At A3B +/// shapes a Q8_0 gate_up is 2.125 MiB and a Q8_0 down is 1.0625 MiB, so 20,480 +/// independent per-expert buffers (40 layers x 256 experts x 2 projections) +/// occupy 4 MiB and 2 MiB each — 64.4 GB of granules for 34.2 GB of weights. +/// Packing each (layer, projection) into ONE buffer pays the rounding once per +/// buffer instead of once per expert and recovers ~30 GB. Measured: 67.9 GB -> +/// 37.7 GB of GTT for the whole escha-35b model on gfx1151. +pub struct PackedExpertOwners { + pub gate_up: GpuTensor, + pub down: GpuTensor, } /// SP2: build the per-expert (gate_up, down) quant-tier tables that diff --git a/registry/models.json b/registry/models.json index 9f34605d1..9923d6359 100644 --- a/registry/models.json +++ b/registry/models.json @@ -456,8 +456,8 @@ "repo": "", "file": "qwen3.6-35b-a3b.escha", "size_gb": 12.3, - "min_vram_gb": 72, - "desc": "EschaLabs Escha-W2 2-bit trellis codec, decoded to Q8_0 experts at load (Phase 1: correctness + a servable artifact, not speed). 12.3 GB on disk but 67.9 GB resident \u2014 the experts decode to Q8_0 at load and per-expert buffers round to 2 MiB granules. Local-only until published.", + "min_vram_gb": 40, + "desc": "EschaLabs Escha-W2 2-bit trellis codec, decoded to Q8_0 experts at load (Phase 1: correctness + a servable artifact, not speed). 12.3 GB on disk, 37.5 GB resident (measured GTT delta on gfx1151) \u2014 the experts decode to Q8_0 at load, packed one buffer per (layer, projection). Local-only until published.", "sha256": "bd186b37037ee6c1cb58ce6a5c053b785e9ba30b7f1de04fda7ef4f4f06e3010", "size_bytes": 12344899840 }, diff --git a/registry/v1.json b/registry/v1.json index 922d71570..c33c3ed3b 100644 --- a/registry/v1.json +++ b/registry/v1.json @@ -512,8 +512,8 @@ "repo": "", "file": "qwen3.6-35b-a3b.escha", "size_gb": 12.3, - "min_vram_gb": 72, - "desc": "EschaLabs Escha-W2 2-bit trellis codec, decoded to Q8_0 experts at load (Phase 1: correctness + a servable artifact, not speed). 12.3 GB on disk but 67.9 GB resident \u2014 the experts decode to Q8_0 at load and per-expert buffers round to 2 MiB granules. Local-only until published.", + "min_vram_gb": 40, + "desc": "EschaLabs Escha-W2 2-bit trellis codec, decoded to Q8_0 experts at load (Phase 1: correctness + a servable artifact, not speed). 12.3 GB on disk, 37.5 GB resident (measured GTT delta on gfx1151) \u2014 the experts decode to Q8_0 at load, packed one buffer per (layer, projection). Local-only until published.", "sha256": "bd186b37037ee6c1cb58ce6a5c053b785e9ba30b7f1de04fda7ef4f4f06e3010", "size_bytes": 12344899840, "arch_id": 6, diff --git a/scripts/escha-gtt-probe.sh b/scripts/escha-gtt-probe.sh new file mode 100755 index 000000000..0705fb208 --- /dev/null +++ b/scripts/escha-gtt-probe.sh @@ -0,0 +1,35 @@ +#!/usr/bin/env bash +# Measure the escha model's resident footprint as an amdgpu GTT delta. +# +# gfx1151 is a unified-memory APU: "VRAM" is system RAM handed to the GPU +# through GTT, so `mem_info_gtt_used` is the model's true resident cost and +# process RSS is not (the weights are device allocations, not process pages). +# Reports the idle baseline, the peak, and the delta, sampling at 200 ms. +# +# Usage: scripts/escha-gtt-probe.sh [args...] +set -u + +CARD="${ESCHA_GTT_CARD:-/sys/class/drm/card1/device/mem_info_gtt_used}" +[ -r "$CARD" ] || { echo "no readable GTT node at $CARD" >&2; exit 2; } + +base=$(cat "$CARD") +echo "[gtt] baseline: $base bytes ($(echo "scale=2; $base/1000000000" | bc) GB)" + +"$@" & +pid=$! + +peak=$base +while kill -0 "$pid" 2>/dev/null; do + now=$(cat "$CARD" 2>/dev/null || echo 0) + [ "$now" -gt "$peak" ] && peak=$now + sleep 0.2 +done +wait "$pid" +status=$? + +after=$(cat "$CARD") +echo "[gtt] peak: $peak bytes ($(echo "scale=2; $peak/1000000000" | bc) GB)" +echo "[gtt] delta: $((peak - base)) bytes ($(echo "scale=2; ($peak-$base)/1000000000" | bc) GB)" +echo "[gtt] after: $after bytes ($(echo "scale=2; $after/1000000000" | bc) GB)" +echo "[gtt] exit: $status" +exit $status From 2e549c7fc689b504051ed131c5a8fa2530e446b7 Mon Sep 17 00:00:00 2001 From: Nick Woolmer <29717167+nwoolmer@users.noreply.github.com> Date: Thu, 3 Sep 2026 07:25:23 +0100 Subject: [PATCH 041/100] perf(escha): stop computing logits for prefill tokens that discard them MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Prefill 40.7 -> 45.2 tok/s (24.55 -> 22.14 ms/token at n=512, 24.69 -> 22.26 at n=2048). Decode unchanged. The final token's logits are bit-identical at n=64, 512 and 2048; G5 KLD re-run on the same reference is 0.002758 / PPL 7.6585, unmoved. A model that fails batched-prefill admission prefills through a per-token `forward_scratch` loop, and each iteration ran the full `[vocab, hidden]` lm_head projection into `scratch.logits` — which the next iteration immediately overwrote. Only the last token's logits are ever read. On escha-35b that is 508 MB of weight traffic per token at vocab 248 320, priced by `rocprofv3 --kernel-trace` at 2.32 ms of a 24.55 ms token: 9.5 % of prefill spent producing a discarded value. `forward_scratch_opts` adds `emit_logits`; the final output norm still runs (`scratch.tmp` feeds `per_token_hidden_out`), only the vocabulary GEMV is skipped. The prefill fallback passes `i + 1 == tokens.len()`. Measured effect: lm_head dispatches over a 64-token prefill 67 -> 4, GPU-busy per token 21.85 -> 19.47 ms. Threaded through BOTH arms of `forward_scratch_layers`. Doing only the hand-written one moved the wall clock 0.3 % and looked like a failed hypothesis — `forward_lowered_enabled()` is default-ON, so the default path still emitted every logit. Counting lm_head dispatches in the kernel trace is what caught it; the wall clock did not. `ar_graph_eligible_for` is new and is the hazard this introduces: a logits-suppressed forward emits a different kernel sequence, so it must neither capture the plain-AR hipGraph nor replay one captured from a full forward (which would silently re-run the lm_head, or leave a later decode reading stale logits). Enforced in the function rather than left to callers, and unit-tested. Also here, both of them measurement infrastructure this needed: * `examples/escha_prefill_bench` — prefill/decode timing on a realistic prompt. The 8-token smoke is a launch-budget gate, not a throughput measurement. * `HIPFIRE_DEBUG_BATCH=1` now prints WHY batched prefill was refused, per distinct reason with a layer count, and the MoE refusal names its six dtypes. `all_layers_ok=false` alone cost this investigation a source read to turn into three concrete blockers. Co-Authored-By: Claude Opus 5 (1M context) Claude-Session: https://claude.ai/code/session_01FfwZUVGT7QpjMdHikoERfM --- .../examples/escha_prefill_bench.rs | 189 ++++++++++++++++++ .../hipfire-arch-qwen35/src/qwen35/forward.rs | 160 ++++++++++++++- .../hipfire-arch-qwen35/src/qwen35/prefill.rs | 85 +++++++- 3 files changed, 420 insertions(+), 14 deletions(-) create mode 100644 crates/hipfire-arch-qwen35/examples/escha_prefill_bench.rs diff --git a/crates/hipfire-arch-qwen35/examples/escha_prefill_bench.rs b/crates/hipfire-arch-qwen35/examples/escha_prefill_bench.rs new file mode 100644 index 000000000..e6e5183ec --- /dev/null +++ b/crates/hipfire-arch-qwen35/examples/escha_prefill_bench.rs @@ -0,0 +1,189 @@ +// SPDX-License-Identifier: Apache-2.0 +// Copyright (c) 2026 Kaden Schutt +// hipfire — see LICENSE and NOTICE in the project root. +//! Escha-W2 prefill/decode timing harness — the measurement behind the +//! Phase-2 prefill work. +//! +//! `escha_model_smoke` prefills 8 tokens because it is a *gate*: it exists to +//! prove the escha executor ran for every (layer, token) and the logits are +//! finite. Eight tokens is far too short to say anything about prefill THROUGHPUT +//! — the load and the first-launch JIT dominate. This harness prefills a +//! realistic prompt (512 or 2048), reports tok/s, and reports the +//! H128 launch count so the route taken is never in doubt: +//! +//! * `4 * n_layers` launches **per token** => the per-token `forward_scratch` +//! fallback (prefill doing decode's work once per token). +//! * `4 * n_layers` launches **per chunk** => a genuinely batched escha +//! prefill body. +//! +//! Prompt token ids are arbitrary but FIXED (a deterministic LCG), because the +//! point is a stable timing comparison, not semantics. Routing depends on the +//! activations, so a fixed prompt also keeps the expert-selection work +//! comparable between runs. +//! +//! COST: loads the whole model, ~37.5 GB resident. See `escha_model_smoke`. +//! +//! Run: +//! cargo run --release -p hipfire-arch-qwen35 \ +//! --example escha_prefill_bench -- /data/hipfire-models/escha-35b.hfq 512 [decode_tokens] +use hipfire_arch_qwen35::qwen35; +use hipfire_runtime::hfq::HfqFile; +use hipfire_runtime::loader_api::{CaskConfig, LoadCtx, ModelSource, SpecLoadCfg}; +use rdna_compute::Gpu; +use std::path::Path; + +/// Deterministic filler ids. A fixed sequence, not a constant one: a constant +/// token would route every position to the same experts and understate the +/// routed work. +fn prompt_of(n: usize, vocab: usize) -> Vec { + let mut s: u64 = 0x2545_F491_4F6C_DD1D; + (0..n) + .map(|_| { + s ^= s << 13; + s ^= s >> 7; + s ^= s << 17; + (s % vocab as u64) as u32 + }) + .collect() +} + +fn main() -> Result<(), String> { + let path = std::env::args() + .nth(1) + .unwrap_or_else(|| "/data/hipfire-models/escha-35b.hfq".to_string()); + // ONE length per process, on purpose. Prefill mutates the KV cache and the + // DeltaNet recurrent state, and a second prefill in the same process would + // either continue that context (so its attention cost is not comparable) or + // need a state reset whose completeness is one more thing to be wrong + // about. A fresh process is the cheap, unambiguous control. + let n: usize = std::env::args() + .nth(2) + .unwrap_or_else(|| "512".to_string()) + .trim() + .parse() + .expect("prefill length"); + let decode_tokens: usize = std::env::args() + .nth(3) + .map(|s| s.parse().expect("decode count")) + .unwrap_or(6); + + let hfq = HfqFile::open(Path::new(&path)).map_err(|e| format!("open: {e:?}"))?; + let mut gpu = Gpu::init().map_err(|e| format!("gpu: {e:?}"))?; + let cask = CaskConfig::default(); + let src = ModelSource::Hfq(hfq); + let mut ctx = LoadCtx { + path: &path, + // Room for the longest prefill plus the decode tail. + max_seq: n + decode_tokens + 64, + deepseek4_compute_placement: Default::default(), + deepseek4_experts_per_token: None, + draft_path: None, + kv_mode_override: None, + kv_backend: hipfire_runtime::kv_backend::KvBackend::Contiguous, + kv_adaptive_override: None, + state_quant_override: None, + cask: &cask, + pp: 1, + spec: SpecLoadCfg::default(), + gpu: &mut gpu, + gemma4_drafter_path: None, + gemma4_draft_len: 3, + }; + let t0 = std::time::Instant::now(); + let mut b = hipfire_arch_qwen35::load_qwen35_bundle(src, &mut ctx)?; + eprintln!("loaded in {:?}", t0.elapsed()); + + let per_token_budget = + hipfire_dispatch::pipeline::escha::escha_launches_per_token(b.config.n_layers); + eprintln!( + "n_layers={} vocab={} per-token H128 budget={per_token_budget}", + b.config.n_layers, b.config.vocab_size + ); + + { + let prompt = prompt_of(n, b.config.vocab_size); + let before = rdna_compute::escha_h128_launches(); + let t = std::time::Instant::now(); + qwen35::forward_prefill_batch( + ctx.gpu, + &b.weights, + &b.config, + &prompt, + 0, + &mut b.kv_cache, + &mut b.dn_state, + &b.scratch, + None, + None, + None, + None, + ) + .map_err(|e| format!("prefill {n}: {e:?}"))?; + ctx.gpu + .hip + .device_synchronize() + .map_err(|e| format!("sync: {e:?}"))?; + let wall = t.elapsed(); + let launches = rdna_compute::escha_h128_launches() - before; + let logits = ctx + .gpu + .download_f32(&b.scratch.logits) + .map_err(|e| format!("download logits: {e:?}"))?; + let bad = logits + .iter() + .take(b.config.vocab_size) + .filter(|v| !v.is_finite()) + .count(); + let (argmax, best) = logits.iter().take(b.config.vocab_size).enumerate().fold( + (0usize, f32::NEG_INFINITY), + |(bi, bv), (i, &v)| if v > bv { (i, v) } else { (bi, bv) }, + ); + eprintln!( + "PREFILL n={n}: {:.1} ms, {:.1} tok/s, {:.3} ms/token | H128 launches={launches} \ + ({:.1} per token) | non-finite={bad} argmax={argmax} ({best:.4})", + wall.as_secs_f64() * 1e3, + n as f64 / wall.as_secs_f64(), + wall.as_secs_f64() * 1e3 / n as f64, + launches as f64 / n as f64, + ); + if bad != 0 { + return Err(format!("non-finite logits after an {n}-token prefill")); + } + + // Decode continuation, from the state this prefill just built. The + // first token is discarded: it pays any first-shape JIT. + let mut times = Vec::new(); + for i in 0..decode_tokens { + let tok = prompt[i % prompt.len()]; + let t = std::time::Instant::now(); + let logits = qwen35::forward( + ctx.gpu, + &b.weights, + &b.config, + tok, + n + i, + &mut b.kv_cache, + &mut b.dn_state, + ) + .map_err(|e| format!("decode: {e:?}"))?; + times.push(t.elapsed().as_secs_f64()); + if logits.iter().any(|v| !v.is_finite()) { + return Err(format!("non-finite decode logits at pos {}", n + i)); + } + } + let warm = ×[1..]; + let mean = warm.iter().sum::() / warm.len() as f64; + let lo = warm.iter().cloned().fold(f64::INFINITY, f64::min); + let hi = warm.iter().cloned().fold(0.0f64, f64::max); + eprintln!( + "DECODE after n={n}: {:.2} ms/token mean ({:.2}-{:.2}), {:.1} tok/s, n={}", + mean * 1e3, + lo * 1e3, + hi * 1e3, + 1.0 / mean, + warm.len() + ); + } + eprintln!("escha_prefill_bench: done"); + Ok(()) +} diff --git a/crates/hipfire-arch-qwen35/src/qwen35/forward.rs b/crates/hipfire-arch-qwen35/src/qwen35/forward.rs index 5b749c163..a52a5b0df 100644 --- a/crates/hipfire-arch-qwen35/src/qwen35/forward.rs +++ b/crates/hipfire-arch-qwen35/src/qwen35/forward.rs @@ -844,7 +844,7 @@ fn forward_from_x_gpu( // Run the production pipeline forward_scratch_layers( - gpu, weights, config, pos, kv_cache, dn_state, &scratch, None, None, + gpu, weights, config, pos, kv_cache, dn_state, &scratch, None, None, true, )?; // DEBUG_LAYERS: dump per-layer residual norms @@ -1396,6 +1396,19 @@ fn ar_graph_trace_enabled() -> bool { }) } +/// Whether this forward may capture or replay the plain-AR hipGraph. +/// +/// `emit_logits == false` produces a DIFFERENT kernel sequence (no lm_head), +/// so a logits-suppressed forward must neither capture the graph nor replay +/// one captured from a full forward: replaying a full graph would re-run the +/// lm_head the caller meant to skip, and capturing a suppressed one would +/// leave a later plain decode replaying a graph that never writes +/// `scratch.logits` — stale logits, no error, no NaN. +#[inline] +fn ar_graph_eligible_for(requested: bool, compact_offset: usize, emit_logits: bool) -> bool { + emit_logits && ar_graph_eligible_for_kv(requested, compact_offset) +} + #[inline] fn ar_graph_eligible_for_kv(requested: bool, compact_offset: usize) -> bool { // The captured single-token route is built while compact_offset is zero. @@ -1417,6 +1430,48 @@ pub fn forward_scratch( kv_cache: &mut llama::KvCache, dn_state: &mut DeltaNetState, scratch: &Qwen35Scratch, +) -> HipResult<()> { + forward_scratch_opts( + gpu, weights, config, token, pos, kv_cache, dn_state, scratch, true, + ) +} + +/// [`forward_scratch`] with the final lm_head projection made optional. +/// +/// `emit_logits == false` runs every layer, the KV/DeltaNet state updates and +/// the final output norm exactly as before, and stops short of the vocabulary +/// GEMV. `scratch.tmp` (the post-output-norm hidden state) is still written, so +/// the per-token-hidden extraction in `forward_prefill_batch`'s fallback is +/// unaffected; only `scratch.logits` is left holding the previous call's value. +/// +/// # Why this exists +/// +/// A model that fails batched-prefill admission prefills through a per-token +/// `forward_scratch` loop, and every one of those tokens computed a full +/// `[vocab, hidden]` projection whose result the next token immediately +/// overwrote. Only the LAST token's logits are ever read. On escha-35b +/// (`vocab = 248 320`, Q8_0 lm_head) `rocprofv3 --kernel-trace` prices that at +/// **2.32 ms of a 24.55 ms prefill token — 508 MB of weight traffic, 9.5 % of +/// the token** — spent producing a value that is discarded. +/// +/// It is a real saving rather than a bookkeeping one because this model is +/// bandwidth-bound: the lm_head GEMV moves the whole 508 MB weight matrix per +/// call and achieves ~219 GB/s doing it. +/// +/// CONTRACT: pass `false` only when the caller will not read `scratch.logits` +/// for that position. The prefill fallback passes `true` for the final token, +/// which is the only one whose logits survive the loop. +#[allow(clippy::too_many_arguments)] +pub fn forward_scratch_opts( + gpu: &mut Gpu, + weights: &Qwen35Weights, + config: &Qwen35Config, + token: u32, + pos: usize, + kv_cache: &mut llama::KvCache, + dn_state: &mut DeltaNetState, + scratch: &Qwen35Scratch, + emit_logits: bool, ) -> HipResult<()> { let required_tokens = checked_kv_end(pos, 1, "forward_scratch")?; // Grow before any possible AR graph capture/replay. Stable virtual @@ -1533,8 +1588,19 @@ pub fn forward_scratch( // capture or replay in a non-sequential context. An ineligible call also // INVALIDATES any captured graph (forces re-capture on the next plain call). let requested_graph_eligible = std::mem::replace(&mut gpu.graphs.ar_graph_eligible, true); - let graph_eligible = - ar_graph_eligible_for_kv(requested_graph_eligible, kv_cache.compact_offset); + // A logits-suppressed forward emits a DIFFERENT kernel sequence (no + // lm_head), so it must never capture the plain-AR graph nor replay one + // captured from a full forward — a replay would either re-run the lm_head + // this call meant to skip or, captured the other way round, leave a later + // plain decode reading stale logits. Today's only `emit_logits == false` + // caller (the prefill fallback) already sets `ar_graph_eligible = false`; + // this makes the invariant a property of the function rather than of its + // callers, so a new caller cannot reintroduce the hazard. + let graph_eligible = ar_graph_eligible_for( + requested_graph_eligible, + kv_cache.compact_offset, + emit_logits, + ); // Redline's plain-AR capture/replay has the same eligibility contract as // the AR HipGraph. MTP/spec re-seed and verify calls must not contaminate // or consume the immutable single-token replay sequence. @@ -1620,7 +1686,16 @@ pub fn forward_scratch( gpu.hip .memcpy_htod(&scratch.pos_buf, &pos_i32.to_ne_bytes())?; forward_scratch_layers( - gpu, weights, config, pos, kv_cache, dn_state, scratch, None, None, + gpu, + weights, + config, + pos, + kv_cache, + dn_state, + scratch, + None, + None, + emit_logits, )?; gpu.graphs.ar_forward_kernel_dirty = false; } else if use_graph { @@ -1641,7 +1716,16 @@ pub fn forward_scratch( gpu.active_stream.as_ref().unwrap(), )?; forward_scratch_layers( - gpu, weights, config, pos, kv_cache, dn_state, scratch, None, None, + gpu, + weights, + config, + pos, + kv_cache, + dn_state, + scratch, + None, + None, + emit_logits, )?; gpu.graphs.end_graph_capture( &gpu.hip, @@ -1664,7 +1748,16 @@ pub fn forward_scratch( gpu.hip .memcpy_htod(&scratch.pos_buf, &pos_i32.to_ne_bytes())?; forward_scratch_layers( - gpu, weights, config, pos, kv_cache, dn_state, scratch, None, None, + gpu, + weights, + config, + pos, + kv_cache, + dn_state, + scratch, + None, + None, + emit_logits, )?; } if gpu.replay.should_auto_finalize_capture() { @@ -1775,6 +1868,7 @@ pub fn forward_scratch_with_hidden( scratch, Some(hidden_rb), None, + true, )?; hidden_rb.advance_head(); Ok(()) @@ -1805,7 +1899,7 @@ pub fn forward_scratch_embed( }; gpu.hip.memcpy_htod(&scratch.x.buf, bytes)?; forward_scratch_layers( - gpu, weights, config, pos, kv_cache, dn_state, scratch, None, None, + gpu, weights, config, pos, kv_cache, dn_state, scratch, None, None, true, ) } @@ -1896,6 +1990,7 @@ pub fn forward_scratch_mrope( scratch, None, Some(mc), + true, ) } @@ -1947,11 +2042,21 @@ pub fn forward_scratch_embed_mrope( scratch, None, Some(mc), + true, ) } // ── Forward scratch layers (dispatch family version) ──────────────────── +/// `emit_logits == false` runs the whole layer stack and the final output +/// norm but skips the lm_head GEMV. See [`forward_scratch_opts`] for why. +/// Honoured on BOTH arms: the hand-written one below and the lowered super-op +/// executor (`forward_scratch_layers_lowered`), which is the DEFAULT +/// (`HIPFIRE_FORWARD_LOWERED` opts out with `0`). Threading it through only +/// the hand arm makes the saving invisible on the default path — that mistake +/// was made once here and caught by counting lm_head dispatches in the kernel +/// trace, not by the wall clock, which moved 0.3 %. +#[allow(clippy::too_many_arguments)] fn forward_scratch_layers( gpu: &mut Gpu, weights: &Qwen35Weights, @@ -1962,6 +2067,7 @@ fn forward_scratch_layers( s: &Qwen35Scratch, hidden_rb: Option<&mut HiddenStateRingBuffer>, mrope: Option<&MropeCtx>, + emit_logits: bool, ) -> HipResult<()> { // #397 Ship 6 — forward-as-pipeline. When HIPFIRE_FORWARD_LOWERED=1, route // single-GPU decode through the lowered super-op executor. Skipped when a @@ -1975,7 +2081,16 @@ fn forward_scratch_layers( // silently reinstate sequential positions. VL therefore always takes the // hand arms below, which DO branch on `mrope`. if forward_lowered_enabled() && hidden_rb.is_none() && mrope.is_none() { - return forward_scratch_layers_lowered(gpu, weights, config, pos, kv_cache, dn_state, s); + return forward_scratch_layers_lowered( + gpu, + weights, + config, + pos, + kv_cache, + dn_state, + s, + emit_logits, + ); } let k_dim = config.linear_num_key_heads * config.linear_key_head_dim; @@ -2622,9 +2737,12 @@ fn forward_scratch_layers( dump_hidden_localize(gpu, &s.x, 1, pos, config.dim, layer_idx, "pertoken"); } - // Final norm + logits into scratch.logits + // Final norm — ALWAYS. `s.tmp` is the post-norm hidden state and is read + // by callers that never look at the logits (per-token hidden extraction in + // the prefill fallback, hidden-ring staging), so it is not part of what + // `emit_logits == false` skips. gpu.rmsnorm_f32(&s.x, &weights.output_norm, &s.tmp, config.norm_eps)?; - { + if emit_logits { let ctx = DispatchCtx::new(gpu); let wr = weights.output.dispatch_ref(); let step = Step::Gemv { @@ -5915,6 +6033,7 @@ fn moe_combine_next_rms_enabled(gpu: &Gpu, weights: &Qwen35Weights, config: &Qwe /// to `forward_scratch_layers`'s hand arms (validated byte-identical via the /// external committed-token md5 gate). Builds a coarse-super-op `LayerProgram` /// per layer and runs it through the dispatch substrate's executor. +#[allow(clippy::too_many_arguments)] fn forward_scratch_layers_lowered( gpu: &mut Gpu, weights: &Qwen35Weights, @@ -5923,6 +6042,7 @@ fn forward_scratch_layers_lowered( kv_cache: &mut llama::KvCache, dn_state: &DeltaNetState, s: &Qwen35Scratch, + emit_logits: bool, ) -> HipResult<()> { let k_dim = config.linear_num_key_heads * config.linear_key_head_dim; let v_dim = config.linear_num_value_heads * config.linear_value_head_dim; @@ -5993,7 +6113,7 @@ fn forward_scratch_layers_lowered( // Final norm + logits into scratch.logits (mirrors forward_scratch_layers). gpu.rmsnorm_f32(&s.x, &weights.output_norm, &s.tmp, config.norm_eps)?; - { + if emit_logits { let ctx = DispatchCtx::new(gpu); let wr = weights.output.dispatch_ref(); let step = Step::Gemv { @@ -6130,6 +6250,24 @@ mod tests { assert_eq!(lower_variant(Q35Variant::FullAttnMoe).len(), 4); } + /// A logits-suppressed forward must never touch the plain-AR graph. + /// + /// Without this, the prefill fallback's `emit_logits = false` tokens could + /// replay a graph captured from a full forward (re-running the lm_head the + /// skip exists to remove — the optimisation silently does nothing), or + /// capture a logits-free graph that a later plain decode replays, leaving + /// `scratch.logits` holding a previous token's values with no error and no + /// NaN to catch it. + #[test] + fn logits_suppressed_forward_is_never_ar_graph_eligible() { + // Otherwise-perfect conditions: requested, no KV compaction. + assert!(ar_graph_eligible_for(true, 0, true)); + assert!(!ar_graph_eligible_for(true, 0, false)); + // emit_logits cannot RE-enable a forward the other conditions refuse. + assert!(!ar_graph_eligible_for(false, 0, true)); + assert!(!ar_graph_eligible_for(true, 128, true)); + } + #[test] fn ar_graph_is_ineligible_after_kv_compaction() { assert!(ar_graph_eligible_for_kv(true, 0)); diff --git a/crates/hipfire-arch-qwen35/src/qwen35/prefill.rs b/crates/hipfire-arch-qwen35/src/qwen35/prefill.rs index 07d15ab2c..18991e875 100644 --- a/crates/hipfire-arch-qwen35/src/qwen35/prefill.rs +++ b/crates/hipfire-arch-qwen35/src/qwen35/prefill.rs @@ -14,6 +14,7 @@ use super::config::Qwen35Config; use super::config::TreeVerifyCtx; use super::forward::checked_kv_end; use super::forward::forward_scratch; +use super::forward::forward_scratch_opts; use super::forward::forward_scratch_with_hidden; use super::forward::kv_cache_attention_dispatch; use super::forward::moe_ffn_has_mq3_experts_uniform; @@ -1188,7 +1189,16 @@ fn forward_prefill_batch_with_pbs_opts_inner( // One-shot: mark this forward AR-graph-eligible iff it's plain // single-token decode (consumed inside forward_scratch). gpu.graphs.ar_graph_eligible = plain_ar_graph_eligible; - forward_scratch( + // Only the LAST token's logits survive this loop — every + // earlier token's are overwritten by the next iteration and + // never read. Skipping the lm_head for them is not a + // shortcut, it deletes work that has no consumer: measured + // 2.32 ms of a 24.55 ms escha-35b prefill token (508 MB of + // weight traffic at vocab 248 320), 9.5 % of prefill, on + // every token but one. `scratch.tmp` (post-output-norm + // hidden) is still written, so the `per_token_hidden_out` + // copy below is unaffected. + forward_scratch_opts( gpu, weights, config, @@ -1197,6 +1207,7 @@ fn forward_prefill_batch_with_pbs_opts_inner( kv_cache, dn_state, scratch, + i + 1 == tokens.len(), )?; } if let Some(dst) = per_token_hidden_out { @@ -1837,7 +1848,24 @@ pub fn qwen35_layer_batch_admissible( arch, ); if !moe_ffn_batched_admissible(&l.ffn, admit_mq6, arch) { - return Err(HipError::new(0, "DeltaNetMoe moe_ffn not batch-admissible")); + // Name the dtypes. "not batch-admissible" alone sends the + // reader to a 180-line predicate; the six dtypes it keys on + // identify the missing arm directly. + return Err(HipError::new( + 0, + &format!( + "DeltaNetMoe moe_ffn not batch-admissible: router={:?} \ + shared_gate={:?} shared=({:?},{:?},{:?}) routed=({:?},{:?}) escha={}", + l.ffn.router.gpu_dtype, + l.ffn.shared_expert_gate.gpu_dtype, + l.ffn.shared_expert.gate.gpu_dtype, + l.ffn.shared_expert.up.gpu_dtype, + l.ffn.shared_expert.down.gpu_dtype, + l.ffn.experts.first().map(|e| e.gate_up.gpu_dtype), + l.ffn.experts.first().map(|e| e.down.gpu_dtype), + l.ffn.escha.is_some(), + ), + )); } Ok(()) } @@ -1907,7 +1935,24 @@ pub fn qwen35_layer_batch_admissible( arch, ); if !moe_ffn_batched_admissible(&l.ffn, admit_mq6, arch) { - return Err(HipError::new(0, "FullAttnMoe moe_ffn not batch-admissible")); + // Name the dtypes. "not batch-admissible" alone sends the + // reader to a 180-line predicate; the six dtypes it keys on + // identify the missing arm directly. + return Err(HipError::new( + 0, + &format!( + "FullAttnMoe moe_ffn not batch-admissible: router={:?} \ + shared_gate={:?} shared=({:?},{:?},{:?}) routed=({:?},{:?}) escha={}", + l.ffn.router.gpu_dtype, + l.ffn.shared_expert_gate.gpu_dtype, + l.ffn.shared_expert.gate.gpu_dtype, + l.ffn.shared_expert.up.gpu_dtype, + l.ffn.shared_expert.down.gpu_dtype, + l.ffn.experts.first().map(|e| e.gate_up.gpu_dtype), + l.ffn.experts.first().map(|e| e.down.gpu_dtype), + l.ffn.escha.is_some(), + ), + )); } Ok(()) } @@ -2492,6 +2537,40 @@ pub fn prefill_batch_pbs_eligible( all_layers_ok={all_layers_ok}", n >= MIN_BATCH, ); + // `all_layers_ok=false` on its own says a model prefills at decode + // speed but not WHY, and the reason is a string inside an `is_ok()` + // that nothing prints. Report each DISTINCT refusal once, with how + // many layers it covers, so a per-token prefill is diagnosable from + // one run instead of a source read. (Escha-W2 was diagnosed this way.) + if !all_layers_ok { + let mut seen: Vec<(String, Vec)> = Vec::new(); + for (i, lw) in weights.layers.iter().enumerate() { + let reason = if matches!( + lw, + LayerWeights::DeltaNetMoe(_) | LayerWeights::FullAttnMoe(_) + ) && !moe_router_logits_present + { + Some("MoE layer with no batched router-logits buffer".to_string()) + } else { + qwen35_layer_batch_admissible(lw, config, arch) + .err() + .map(|e| e.message.clone()) + }; + if let Some(reason) = reason { + match seen.iter_mut().find(|(r, _)| *r == reason) { + Some((_, layers)) => layers.push(i), + None => seen.push((reason, vec![i])), + } + } + } + for (reason, layers) in &seen { + eprintln!( + "[hipfire::batch_eligible] REFUSED {} layer(s) (first is {}): {reason}", + layers.len(), + layers[0], + ); + } + } } result } From d4dff4a264546f710715ad572dd31a59c4818081 Mon Sep 17 00:00:00 2001 From: Nick Woolmer <29717167+nwoolmer@users.noreply.github.com> Date: Thu, 3 Sep 2026 08:51:46 +0100 Subject: [PATCH 042/100] fix(rdna): stop the FP16 activation scratch returning another tensor's conversion `ScratchState::ensure_fp16_x` caches the f32->f16 activation conversion keyed on `x.buf.as_ptr()`. That identifies the SOURCE BUFFER, not its CONTENTS, so a caller handing it a stable scratch allocation whose contents are rewritten between calls gets the first call's conversion for every later one. Two call sites had already been bitten and fixed locally (the MTP lm_head, tau 1.85 -> 1.01, 2026-06-16; DeepSeek-V4 gfx942, which nulls the marker by hand). Two defects remained: 1. `convert_fp16_x_uncached` writes the SHARED `fp16_x_scratch` but left `fp16_x_source_ptr` set, so the next `ensure_fp16_x` for that pointer was a cache HIT onto this call's conversion of a DIFFERENT tensor. The DS4 call site works around this by nulling the marker itself, which is evidence the contract was the caller's job and was being missed elsewhere. 2. `gemm_q8_0_residual_wmma` (and its gfx12 sibling) still used the cached `ensure_fp16_x`, unlike `gemm_q8_0_wmma`, which was switched to the uncached conversion by the 2026-06-16 fix for exactly this shape. Together they fire on any batched prefill whose `wo` / `w_down` is Q8_0 and whose activation buffer is a per-layer scratch. Measured on Escha-W2 batched prefill: layer 0 was correct, then layer 1's `wqkv` (uncached) overwrote the scratch with the LA rmsnorm output and layer 1's `wo` (cached, stale marker) multiplied its weights by that instead of the gated-norm output -- magnitude 7.5e-1 against 1.9e-3, a ~400x amplification. Every later layer likewise. The residual stream went from 2.3e-2 to 8.4e-1 in one layer and the output stayed finite, fluent and non-NaN; the only visible symptom was a moved argmax. Both are now uncached. The cost is one elementwise f32->f16 kernel per call against a full [M, K] GEMM. `HIPFIRE_FP16_X_LEGACY_CACHE=1` restores the old semantics so the blast radius is a measurement rather than an argument. Checked that way on ornith-1.5-35b-a3b (mq4, arch-6, batched-prefill-admissible before and after): 512-token prefill final-token logits are BYTE-IDENTICAL with and without the flag, i.e. that model never hit the stale read, and warm prefill is 1027 vs 1040 tok/s (~1%, the extra conversion). Co-Authored-By: Claude Opus 5 (1M context) Claude-Session: https://claude.ai/code/session_01FfwZUVGT7QpjMdHikoERfM --- crates/rdna-compute/src/gemm.rs | 52 +++++++++++++++++++++++- crates/rdna-compute/src/scratch.rs | 64 ++++++++++++++++++++++++++++++ 2 files changed, 114 insertions(+), 2 deletions(-) diff --git a/crates/rdna-compute/src/gemm.rs b/crates/rdna-compute/src/gemm.rs index 1ea8aa32c..75b05f0a0 100644 --- a/crates/rdna-compute/src/gemm.rs +++ b/crates/rdna-compute/src/gemm.rs @@ -22549,7 +22549,31 @@ impl Gpu { kernels::GEMM_Q8_0_RESIDUAL_WMMA_SRC, "gemm_q8_0_residual_wmma", )?; - let x_f16_ptr = self.ensure_fp16_x(x, batch_size * k)?; + // Unconditional F32->F16 conversion, NOT the pointer-keyed + // `ensure_fp16_x` — the same call the `gemm_q8_0_wmma` sibling already + // makes, for the same reason, now applied to the residual variant too. + // + // `x` here is a batched-prefill activation: a FIXED scratch allocation + // (`dn_normed_batch`, `fa_attn_out_batch`, `ffn_hidden_batch`, ...) + // whose contents are rewritten EVERY layer. Pointer-keyed caching + // therefore hits on layer 1 and hands layer 0's activation to layer + // 1's weights. It went unnoticed because no shipped model reached this + // kernel with a per-layer buffer and no intervening conversion until + // Escha-W2's Q8_0 `wo` did; there the residual stream picked up a + // ~400x-too-large term, stayed finite and fluent, and only moved the + // argmax. One extra elementwise kernel per call against a full + // [M, K] GEMM is not a measurable cost. + // + // `HIPFIRE_FP16_X_LEGACY_CACHE=1` restores the pre-fix pointer-keyed + // path so the blast radius of this change is measurable in one binary; + // see `scratch::fp16_x_legacy_cache`. + let x_f16_ptr = if matches!(x.dtype, DType::F16) { + x.buf.as_ptr() + } else if crate::scratch::fp16_x_legacy_cache() { + self.ensure_fp16_x(x, batch_size * k)? + } else { + self.convert_fp16_x_uncached(x, batch_size * k)? + }; let mut a_p = a.buf.as_ptr(); let mut xp = x_f16_ptr; @@ -23032,7 +23056,31 @@ impl Gpu { kernels::GEMM_Q8_0_RESIDUAL_WMMA_GFX12_SRC, "gemm_q8_0_residual_wmma_gfx12", )?; - let x_f16_ptr = self.ensure_fp16_x(x, batch_size * k)?; + // Unconditional F32->F16 conversion, NOT the pointer-keyed + // `ensure_fp16_x` — the same call the `gemm_q8_0_wmma` sibling already + // makes, for the same reason, now applied to the residual variant too. + // + // `x` here is a batched-prefill activation: a FIXED scratch allocation + // (`dn_normed_batch`, `fa_attn_out_batch`, `ffn_hidden_batch`, ...) + // whose contents are rewritten EVERY layer. Pointer-keyed caching + // therefore hits on layer 1 and hands layer 0's activation to layer + // 1's weights. It went unnoticed because no shipped model reached this + // kernel with a per-layer buffer and no intervening conversion until + // Escha-W2's Q8_0 `wo` did; there the residual stream picked up a + // ~400x-too-large term, stayed finite and fluent, and only moved the + // argmax. One extra elementwise kernel per call against a full + // [M, K] GEMM is not a measurable cost. + // + // `HIPFIRE_FP16_X_LEGACY_CACHE=1` restores the pre-fix pointer-keyed + // path so the blast radius of this change is measurable in one binary; + // see `scratch::fp16_x_legacy_cache`. + let x_f16_ptr = if matches!(x.dtype, DType::F16) { + x.buf.as_ptr() + } else if crate::scratch::fp16_x_legacy_cache() { + self.ensure_fp16_x(x, batch_size * k)? + } else { + self.convert_fp16_x_uncached(x, batch_size * k)? + }; let mut a_p = a.buf.as_ptr(); let mut xp = x_f16_ptr; diff --git a/crates/rdna-compute/src/scratch.rs b/crates/rdna-compute/src/scratch.rs index 7f27a8c36..2a34cc702 100644 --- a/crates/rdna-compute/src/scratch.rs +++ b/crates/rdna-compute/src/scratch.rs @@ -62,6 +62,26 @@ pub struct ScratchState { pub sample_partials_bytes: usize, } +/// Restore the pre-fix FP16 activation-cache semantics: +/// `convert_fp16_x_uncached` leaves `fp16_x_source_ptr` set, and +/// `gemm_q8_0_residual_wmma` takes the pointer-keyed `ensure_fp16_x` path. +/// +/// A DIAGNOSTIC, not a supported mode. It re-enables a read of the shared FP16 +/// scratch that can hold a different tensor's conversion — the defect that made +/// Escha-W2 batched prefill produce finite, fluent, ~1e-1-wrong output from +/// layer 1 onward. +/// +/// It exists so the blast radius of that fix is a MEASUREMENT rather than an +/// argument: run any model's prefill with and without it and diff the logits +/// byte-for-byte. Bit-identical means that model never hit the stale read, so +/// the fix did not change it. Doing this with one binary and two runs is +/// strictly better evidence than two binaries, which can differ for reasons +/// nobody enumerated. +pub fn fp16_x_legacy_cache() -> bool { + static FLAG: std::sync::OnceLock = std::sync::OnceLock::new(); + *FLAG.get_or_init(|| std::env::var("HIPFIRE_FP16_X_LEGACY_CACHE").as_deref() == Ok("1")) +} + // ── Shared kernel dispatch helpers ────────────────────────────────────── /// Compile and load a kernel, caching the result in `modules`/`functions`. @@ -544,6 +564,23 @@ impl ScratchState { /// When either recorder is active (`capture_mode` or `replay.is_recording()`) /// the kernel always runs so the tape stays complete; the skip only applies /// to the live non-recording path. Returns the FP16 device pointer. + /// + /// # The pointer key is only sound for back-to-back same-`x` dispatches + /// + /// It identifies the SOURCE BUFFER, not its CONTENTS. A caller that hands + /// this a stable scratch allocation whose contents are rewritten between + /// calls — a per-layer activation buffer, which is most of them — gets the + /// first layer's conversion for every subsequent layer, silently. Two + /// call sites have already been bitten (the MTP lm_head, τ 1.85 → 1.01; + /// Escha-W2's `wo`) and both were fixed by switching to + /// [`Self::convert_fp16_x_uncached`]. + /// + /// So: use this ONLY when the same `x` is consumed by several dispatches + /// with nothing writing to it in between (the Q/K/V case it was built + /// for). If `x` is a per-layer or per-step buffer, use + /// `convert_fp16_x_uncached`; one extra elementwise kernel is far cheaper + /// than the GEMM it feeds, and is always correct. Writers of a cached + /// buffer may instead call [`Self::invalidate_x_caches_for`]. pub fn ensure_fp16_x( &mut self, hip: &HipRuntime, @@ -630,6 +667,27 @@ impl ScratchState { /// every layer), where pointer-keyed caching would read stale FP16. /// Always launches; both recorders observe the same launch via /// `launch_maybe_blob`'s unified `record || capture_mode || force_blob` gate. + /// + /// # It also INVALIDATES the cache, and must + /// + /// This writes the SHARED `fp16_x_scratch` — the same buffer + /// [`Self::ensure_fp16_x`] hands out — so after it runs, any cached + /// `fp16_x_source_ptr` marker describes a buffer that no longer holds that + /// pointer's data. Leaving the marker set makes the very next + /// `ensure_fp16_x` for that pointer a CACHE HIT onto this call's + /// conversion of a completely different tensor. + /// + /// That is not hypothetical. On Escha-W2 batched prefill it fired every + /// layer: `wo` (`gemm_q8_0_residual_wmma`, cached) converted + /// `dn_normed_batch` in layer 0; `wqkv` (`gemm_q8_0_wmma`, uncached) + /// overwrote the scratch with `x_rot_batch` in layer 1; layer 1's `wo` + /// then hit the stale marker and multiplied its weights by the LA + /// rmsnorm output (magnitude ~7.5e-1) instead of the gated-norm output + /// (~1.9e-3) — a ~400x amplification, finite and fluent, that showed up + /// only as a moved argmax. The DeepSeek-V4 gfx942 call site had already + /// discovered this and nulls the marker by hand after calling; doing it + /// here makes that hand-repair unnecessary and closes the same hole for + /// every other caller. pub fn convert_fp16_x_uncached( &mut self, hip: &HipRuntime, @@ -699,6 +757,12 @@ impl ScratchState { b }, )?; + // The shared scratch no longer holds whatever `fp16_x_source_ptr` + // says it holds. See this function's doc comment — dropping the + // marker is part of the contract, not an optimisation. + if !fp16_x_legacy_cache() { + self.fp16_x_source_ptr = std::ptr::null_mut(); + } Ok(self.fp16_x_scratch.as_ref().unwrap().as_ptr()) } From 06ab4db8e0d34acd5f6142c75c7b964af57856fa Mon Sep 17 00:00:00 2001 From: Nick Woolmer <29717167+nwoolmer@users.noreply.github.com> Date: Thu, 3 Sep 2026 08:54:52 +0100 Subject: [PATCH 043/100] =?UTF-8?q?perf(escha):=20make=20batched=20prefill?= =?UTF-8?q?=20reachable=20=E2=80=94=2045.3=20->=20~163=20tok/s?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit task-perf-2 §5.1-§5.3. Escha-W2 prefill was doing decode's work once per token: `prefill_batch_pbs_eligible` refused all 40 layers, 30 on an F16 linear-attention dtype and 10 on an F16 router, so `forward_prefill_batch` fell to its per-token `forward_scratch` loop. Three blockers, all now cleared. §5.1 F16 linear-attention projections (30/40 layers). escha-35b stores `w_alpha`/`w_beta` at qt=1 = F16 beside a Q8_0 `wqkv`/`wz`/`wo`. `is_batchable_la` now admits F16 on WMMA arches (arch-gated, because `gemm_f16_wmma_mb8` hard-errors without wave32 WMMA and an admitted-then- erroring layer is not a fallback -- the error propagates out of the forward). Two hazards §5.1 names, fixed in the same change because admitting F16 is what makes them reachable: * `plain_gemm_key_for`'s `_ => GemmQ8_0BatchedChunked` default would have dispatched a Q8_0 GEMM at a 34-byte-block stride over plain F16 bytes. It is now an exhaustive match that ERRORS on an unrecognised dtype, with `F16 => GemmF16WmmaMb8`. Not `GemmF16`/`GemmF16Tiled`: those write Y as [M, N] while every batched-prefill consumer reads [N, M], so either would have transposed the output silently. * the fused Q8_0 QKVZA/QKV/gate+up arms keyed on ONE representative weight and guarded the rest with a `debug_assert!` -- compiled out of release. Now a runtime `all_q8_0` over every weight the fused launch reads, so a mixed layer takes the per-weight unfused path instead. §5.2 F16 router + shared-expert scalar gate (all 40 layers). `moe_ffn_batched_admissible_for_dtypes` admits F16 for both, and the batched body gained F16 arms reading the UN-rotated `x_norm_batch` (the Q8_0 convention). Additive: every arm below is untouched, so a model whose router and scalar gate are already MQ4/MQ4V2/Q8_0/F32 keeps its exact admission decision -- pinned by `moe_prefill_f16_router_widening_is_additive`. The batched body also applies `router_logits_round_f16_rne` for escha layers, the twin of the call in `run_moe_decode`. Without it batched prefill would select experts from UNROUNDED logits while decode selects from rounded ones: a systematic route divergence on every token, not the ~0.42% f16-boundary straddle inherent to the format. §5.3 the batched escha executor. `escha_routed_prefill_indexed` is the decode executor with `slots = n_tokens * k`; every kernel in the pipeline is already purely slot-parallel, so the per-slot arithmetic is unchanged. One kernel change: `escha_h128_in_batched`'s binary `x_batched` becomes `x_group` (<= 0 broadcast, else row = slot / x_group), because batched prefill needs one activation per TOKEN shared by that token's k slots. 0 and 1 keep their old meanings, so both pre-existing call sites and both pre-existing G3 cases are unchanged by construction; G3 gains the grouped case, gated bit-exactly against `escha_ref`, plus a Grouped(1) == PerSlot equality and a rejection test for a group that does not divide `slots`. Scratch is ONE model-global `[max_batch x k]`-slot allocation on the per-GPU scratch state (~75 MB at A3B, one buffer carved into seven views). Per-layer would have been ~3 GB. Measured, gfx1151, warm: prefill n=512 45.3 -> ~163 tok/s (3.6x) prefill n=2048 44.9 -> 165.0 tok/s (164.5, 165.5) decode 40.2 -> 40.0-40.3 tok/s (unchanged) Above §5's own 110-140 tok/s estimate, which assumed the routed half would not amortise; it does not, and the dense half was worth more than modelled. Gates: G1/G2/G3/G4/G4b/G5 unchanged to every printed digit (G4 F32 max 1.828e-4 mean 9.673e-6, Q8_0 max 2.633e-4 mean 3.027e-5, indexed-vs-host 0; G5 KLD 0.002758 PPL 7.6585). G4 gains a bit-exact batched-vs-per-token routed cross-check (0 differing floats). New G6 (`escha_prefill_batch_gate`) is §5.4's whole-model gate: same prompt through both routes, reporting max/mean logit delta and asserting the argmax does not move, plus the measured expert-selection divergence. `escha_model_smoke`'s prefill assertion is inverted to the batched budget (160 per chunk, not 1280 per token) and now accepts either correct route while still failing on ZERO, which is the escha-blind batched body. Co-Authored-By: Claude Opus 5 (1M context) Claude-Session: https://claude.ai/code/session_01FfwZUVGT7QpjMdHikoERfM --- crates/hipfire-arch-cohere2moe/src/forward.rs | 10 +- crates/hipfire-arch-qwen35/Cargo.toml | 4 + .../examples/escha_model_smoke.rs | 87 ++- .../examples/escha_moe_block_gate.rs | 114 ++- .../examples/escha_prefill_batch_gate.rs | 443 +++++++++++ .../examples/escha_prefill_bench.rs | 13 + .../hipfire-arch-qwen35/src/qwen35/prefill.rs | 702 ++++++++++++++---- crates/hipfire-dispatch/src/families/moe.rs | 18 + crates/hipfire-dispatch/src/pipeline/escha.rs | 240 +++++- crates/hipfire-dispatch/src/pipeline/mod.rs | 74 ++ .../src/pipeline/route_trace.rs | 118 +++ .../examples/test_escha_h128_gpu_vs_cpu.rs | 118 ++- crates/rdna-compute/src/dispatch.rs | 20 + crates/rdna-compute/src/gemv.rs | 93 ++- crates/rdna-compute/src/lib.rs | 2 + crates/rdna-compute/src/norm.rs | 11 +- crates/rdna-compute/src/scratch.rs | 418 ++++++++--- kernels/src/escha_h128.hip | 32 +- 18 files changed, 2221 insertions(+), 296 deletions(-) create mode 100644 crates/hipfire-arch-qwen35/examples/escha_prefill_batch_gate.rs create mode 100644 crates/hipfire-dispatch/src/pipeline/route_trace.rs diff --git a/crates/hipfire-arch-cohere2moe/src/forward.rs b/crates/hipfire-arch-cohere2moe/src/forward.rs index 6f6588a0d..deb20aaa8 100644 --- a/crates/hipfire-arch-cohere2moe/src/forward.rs +++ b/crates/hipfire-arch-cohere2moe/src/forward.rs @@ -34,10 +34,11 @@ use crate::cohere2moe::{Cohere2MoeState, Cohere2MoeWeights, Ffn}; use crate::config::{AttnKind, Cohere2MoeConfig}; use hipfire_dispatch::context::DispatchCtx; use hipfire_dispatch::families::moe::{MoeDtypes, MoePrefillParams}; +use hipfire_runtime::llama::KvCacheExt; use hipfire_runtime::llama::{ fused_silu_mul_rotate_mq_batched_for, moe_family, rotate_x_mq_batched_for, rotate_x_mq_for, - weight_gemv, weight_gemv_residual}; -use hipfire_runtime::llama::KvCacheExt; + weight_gemv, weight_gemv_residual, +}; use rdna_compute::{DType, Gpu, GpuTensor}; /// Grouped-MoE prefill tiling constant — must match `run_moe_prefill`'s @@ -890,6 +891,11 @@ pub fn forward_batch( paro_down: None, down_awq_scale: None, routed_out: None, + // Not an escha model: the escha branch in + // `run_moe_prefill` is skipped and Path 1 / Path 2 run + // exactly as before. + escha: None, + hidden, }; moe_family() .run_prefill(&ctx, gpu, ¶ms) diff --git a/crates/hipfire-arch-qwen35/Cargo.toml b/crates/hipfire-arch-qwen35/Cargo.toml index ed4f69f92..96f6a09d9 100644 --- a/crates/hipfire-arch-qwen35/Cargo.toml +++ b/crates/hipfire-arch-qwen35/Cargo.toml @@ -43,6 +43,10 @@ required-features = ["deltanet"] [[example]] name = "escha_router_contract" path = "examples/escha_router_contract.rs" + +[[example]] +name = "escha_prefill_batch_gate" +path = "examples/escha_prefill_batch_gate.rs" required-features = ["deltanet"] [[example]] diff --git a/crates/hipfire-arch-qwen35/examples/escha_model_smoke.rs b/crates/hipfire-arch-qwen35/examples/escha_model_smoke.rs index d16389b28..30679937e 100644 --- a/crates/hipfire-arch-qwen35/examples/escha_model_smoke.rs +++ b/crates/hipfire-arch-qwen35/examples/escha_model_smoke.rs @@ -14,22 +14,28 @@ //! //! # The prefill phase, and why the launch counter is the load-bearing assert //! -//! Escha layers are expected to route to the escha executor in prefill too, -//! but by a completely different mechanism from decode. In prefill, -//! `moe_ffn_batched_admissible_for_dtypes` admits no `Q8_0` routed arm, so -//! `prefill_batch_pbs_eligible` comes out false for the WHOLE model and -//! `forward_prefill_batch` falls to its per-token `forward_scratch` loop — -//! which is byte-identical to decode and therefore reaches -//! `run_moe_decode` → `run_moe_decode_cpu_fallback` → the escha executor. +//! Escha layers route to an escha executor in prefill too, but through +//! `escha_routed_prefill_indexed` rather than the decode one. The H128 launch +//! budget is what identifies which of THREE things happened, and the three are +//! indistinguishable by looking at the logits: //! -//! That chain was INFERRED from source, not observed, and the failure mode if -//! the inference is wrong is silent wrong output: a batched MoE prefill body -//! would run the Q8_0 experts with no H128 pair and produce finite, fluent, -//! ~1e-1-wrong hidden state. Finiteness alone would not catch it. The -//! `escha_h128_launches()` delta would: on the batched body it is ZERO, on the -//! correct per-token path it is exactly `n_prompt * 4 * n_layers`. So the -//! prefill phase below asserts BOTH, and the counter is what actually proves -//! the escha executor ran for every layer of every prompt token. +//! | launches (8-token prompt, 40 layers) | what ran | +//! |---|---| +//! | **160** = `4 * n_layers` per CHUNK | batched escha prefill — correct | +//! | 1 280 = `n * 4 * n_layers` | silently fell back to the per-token loop | +//! | 0 | a batched MoE body with NO escha awareness | +//! +//! Zero is the dangerous one: the generic batched routed body would run the +//! Q8_0 experts without the H128 pair and emit finite, fluent, ~1e-1-wrong +//! hidden state, which finiteness alone would never catch. 1 280 is not wrong, +//! just 3.6x slower — but a silent fallback is exactly how a performance fix +//! rots, so it fails here too rather than being tolerated. +//! +//! The count is per CHUNK because that is the whole point of the batched body: +//! one launch of `escha_h128_in_batched` covers `n_tokens * k` slots. A prompt +//! longer than the prefill chunk ceiling would legitimately show one budget +//! per chunk; this gate keeps the prompt inside one chunk so the expected +//! number is exact. //! //! Token ids are arbitrary here on purpose: this gate is about the launch //! budget and the structural invariants (finite logits, a non-degenerate @@ -147,10 +153,11 @@ fn main() -> Result<(), String> { .filter(|v| !v.is_finite()) .count(); eprintln!( - "prefill n={}: H128 launches={prefill_launches} ({} per token, want {want_launches}), \ - non-finite logits={prefill_bad}/{}, {:?}", + "prefill n={}: H128 launches={prefill_launches} (want {want_launches} for one \ + batched chunk; {} would be the per-token fallback), non-finite logits={prefill_bad}/{}, \ + {:?}", PROMPT.len(), - prefill_launches / PROMPT.len() as u64, + PROMPT.len() * want_launches, b.config.vocab_size, t.elapsed() ); @@ -160,18 +167,42 @@ fn main() -> Result<(), String> { "non-finite logits after an {}-token prefill", PROMPT.len() ); - assert_eq!( - prefill_launches as usize, - PROMPT.len() * want_launches, - "PREFILL took a path that did not run the escha executor for every (layer, token). \ - Expected {} H128 launches ({} tokens x 4 x {} layers), saw {prefill_launches}. Zero \ - means the model was admitted to a BATCHED MoE prefill body, which has no escha \ - awareness and would emit finite-but-~1e-1-wrong hidden state — check \ - `moe_ffn_batched_admissible_for_dtypes` for a newly-added Q8_0 routed arm.", - PROMPT.len() * want_launches, - PROMPT.len(), + // BOTH correct routes are accepted, and everything else fails. + // + // `HIPFIRE_PREFILL_BATCHED=0` is a supported escape hatch, so a gate that + // demanded the batched count would fail the model under a configuration it + // is meant to survive — and a gate that has to be run with one specific + // env is a gate people stop running. What must never be accepted is ZERO: + // that is the generic batched MoE body running escha weights without the + // H128 pair, the finite-fluent-wrong case no logit check would catch. + let per_token_total = PROMPT.len() * want_launches; + let route = match prefill_launches as usize { + n if n == want_launches => "batched escha prefill body", + n if n == per_token_total => "per-token fallback (HIPFIRE_PREFILL_BATCHED=0?)", + _ => "UNKNOWN", + }; + eprintln!("prefill route: {route}"); + assert!( + prefill_launches as usize == want_launches || prefill_launches as usize == per_token_total, + "PREFILL issued {prefill_launches} H128 launches, which is neither the batched \ + budget ({want_launches} = 4 x {} layers, once for the whole chunk) nor the \ + per-token one ({per_token_total}). ZERO in particular means the model reached a \ + BATCHED MoE body with NO escha awareness: it omits both Hadamard transforms and \ + emits finite, fluent, ~1e-1-wrong hidden state that no finiteness or argmax check \ + would catch. Check that the escha branch at the top of `run_moe_prefill` still \ + fires before Path 1 / Path 2.", b.config.n_layers ); + // Under the DEFAULT configuration the batched body is the expected route; + // a silent fall back to per-token is correct but 3.6x slower, and a + // performance fix that quietly stops applying is how this regresses. + if hipfire_runtime::config::get().prefill_batched { + assert_eq!( + prefill_launches as usize, want_launches, + "default config, but prefill took the per-token route ({prefill_launches} \ + launches). Run with HIPFIRE_DEBUG_BATCH=1 to see which layer refused." + ); + } // ── Phase 2: DECODE, continuing from the prefilled context ─────────── let mut prev = rdna_compute::escha_h128_launches(); diff --git a/crates/hipfire-arch-qwen35/examples/escha_moe_block_gate.rs b/crates/hipfire-arch-qwen35/examples/escha_moe_block_gate.rs index 683681f3a..858520dfb 100644 --- a/crates/hipfire-arch-qwen35/examples/escha_moe_block_gate.rs +++ b/crates/hipfire-arch-qwen35/examples/escha_moe_block_gate.rs @@ -41,7 +41,8 @@ use hipfire_arch_qwen35::qwen35::escha::{load_escha_moe_experts, EschaWeightStore}; use hipfire_dispatch::context::DispatchCtx; use hipfire_dispatch::pipeline::escha::{ - escha_launches_per_token, escha_routed_decode, escha_routed_decode_indexed, EschaIndexedRouting, + escha_launches_per_token, escha_routed_decode, escha_routed_decode_indexed, + escha_routed_prefill_indexed, EschaIndexedRouting, }; use hipfire_quantize::float16::f16_to_f32; use hipfire_runtime::hfq::{load_weight_tensor_pread, HfqFile}; @@ -132,6 +133,18 @@ struct ArmResult { /// arm: the number of ROUTED-ONLY output floats that did NOT match the /// CPU-top-K route bit-for-bit, across every token. Must be 0. indexed_mismatches: Option, + /// `Some(n)` when the BATCHED-PREFILL routed executor was cross-checked on + /// this arm: the number of routed-only output floats where running all + /// `n_tok` tokens in ONE call disagreed, bit-for-bit, with running them one + /// at a time through `escha_routed_decode_indexed`. + /// + /// Must be 0, and equality — not a tolerance — is the right standard here + /// for the same reason it is for indexed-vs-host: every kernel in the + /// escha routed pipeline is purely slot-parallel, so slot `s` performs the + /// identical FLOPs in the identical order regardless of how many slots the + /// launch carried. A difference means a wrong stride, a wrong `x_group` + /// row, or a scratch aliasing bug — never rounding. + batched_mismatches: Option, } /// Device pointer table over the loaded experts, in the `[n_exp]` packed-u64 @@ -224,6 +237,7 @@ fn run_arm( None }; let mut indexed_mismatches = indexed.as_ref().map(|_| 0usize); + let mut per_token_indexed: Vec = Vec::new(); for t in 0..n_tok { let x_gpu = upload_f32(gpu, &x[t * hidden..(t + 1) * hidden]); @@ -292,6 +306,9 @@ fn run_arm( .zip(idx_route[..hidden].iter()) .filter(|(a, b)| a.to_bits() != b.to_bits()) .count(); + // Keep the per-token indexed result as the oracle for the batched + // executor below. + per_token_indexed.extend_from_slice(&idx_route[..hidden]); } run_shared_expert(gpu, shared, &x_gpu, &out, smi, hidden); @@ -302,6 +319,71 @@ fn run_arm( let _ = gpu.free_tensor(x_gpu); } + // ── Batched-prefill routed executor cross-check ────────────────────── + // + // The whole point of `escha_routed_prefill_indexed` is that `slots` grows + // from `k` to `n_tok * k` and NOTHING else changes. This runs all `n_tok` + // tokens in one call and requires the result to be bit-identical to the + // per-token indexed route captured above — the routed half of the §5.4 + // batched-prefill gate, at the layer where a failure is diagnosable. + // + // The tokens deliberately have DIFFERENT expert sets and different + // activations (they come from EschaLabs' shipped fixture), so an executor + // that broadcast token 0's activation to every slot — the `x_group` + // mistake this is here to catch — fails on tokens 1.. rather than passing + // by luck. + let batched_mismatches = indexed.as_ref().map(|(gu_tbl, dn_tbl, _, _, _)| { + let slots = n_tok * top_k; + let x_all = upload_f32(gpu, x); + let id_bytes: Vec = ids.iter().flat_map(|&i| (i as i32).to_le_bytes()).collect(); + let ids_dev = gpu.upload_raw(&id_bytes, &[slots]).unwrap(); + let w_bytes: Vec = scores.iter().flat_map(|w| w.to_le_bytes()).collect(); + let wts_dev = gpu.upload_raw(&w_bytes, &[slots]).unwrap(); + let out_b = gpu.alloc_tensor(&[n_tok * hidden], DType::F32).unwrap(); + let zb = vec![0.0f32; n_tok * hidden]; + gpu.hip + .memcpy_htod(&out_b.buf, unsafe { + std::slice::from_raw_parts(zb.as_ptr() as *const u8, n_tok * hidden * 4) + }) + .unwrap(); + let scratch = gpu + .ensure_escha_prefill_scratch(slots, hidden, mi) + .expect("escha prefill scratch"); + escha_routed_prefill_indexed( + gpu, + &refs, + &scratch, + &EschaIndexedRouting { + expert_gate_up_ptrs: gu_tbl, + expert_down_ptrs: dn_tbl, + topk_indices: &ids_dev, + topk_weights: &wts_dev, + gate_up_m: 2 * mi, + gate_up_k: hidden, + down_m: hidden, + down_k: mi, + }, + &out_b, + &x_all, + hidden, + mi, + top_k, + n_tok, + ) + .expect("escha routed prefill (batched)"); + gpu.hip.device_synchronize().unwrap(); + let batched = gpu.download_f32(&out_b).unwrap(); + let bad = batched[..n_tok * hidden] + .iter() + .zip(per_token_indexed.iter()) + .filter(|(a, b)| a.to_bits() != b.to_bits()) + .count(); + for t in [x_all, ids_dev, wts_dev, out_b] { + let _ = gpu.free_tensor(t); + } + bad + }); + let diffs: Vec = got .iter() .zip(want.iter()) @@ -331,6 +413,7 @@ fn run_arm( mean_abs, got, indexed_mismatches, + batched_mismatches, } } @@ -489,6 +572,35 @@ fn main() { Some here means the cross-check silently ran against the wrong container" ); + // ── Batched-prefill route == per-token indexed route, bit-for-bit ──── + // The routed half of the §5.4 batched-prefill gate. The dense half of a + // batched prefill is NOT bit-identical (a batched WMMA GEMM does not + // accumulate like a batch-1 GEMV) — but the ROUTED half must be, because + // every kernel in the escha pipeline is purely slot-parallel and slot `s` + // does the same FLOPs in the same order at 8 slots as at 2 048. Asserting + // equality here is what makes the whole-model logit delta attributable to + // the dense half alone. + let n_batched = q8_arm + .batched_mismatches + .expect("the Q8_0 arm must cross-check the batched-prefill route"); + println!( + "batched prefill route vs per-token indexed route: {n_batched} differing floats (want 0)" + ); + assert_eq!( + n_batched, 0, + "the batched-prefill escha route disagreed with the per-token indexed route on \ + {n_batched} routed-output floats. These must be BIT-identical — only `slots` \ + changes. Look at (1) `escha_h128_in_batched`'s `x_group`: the gate_up input side \ + must be `Grouped(k)` (slot s reads token s/k), not `Broadcast` (every slot reads \ + token 0) and not `PerSlot`; (2) the token-major slot layout, which must match what \ + `moe_topk_renorm_k8_batched` writes and `moe_down_combine_k8_batched` reads; \ + (3) the scratch views, which must be cut to exactly `n_tok * k` slots." + ); + assert!( + f32_arm.batched_mismatches.is_none(), + "the F32 control arm has no batched counterpart (the indexed GEMV is Q8_0-only)" + ); + let dq: Vec = q8_arm .got .iter() diff --git a/crates/hipfire-arch-qwen35/examples/escha_prefill_batch_gate.rs b/crates/hipfire-arch-qwen35/examples/escha_prefill_batch_gate.rs new file mode 100644 index 000000000..fad675623 --- /dev/null +++ b/crates/hipfire-arch-qwen35/examples/escha_prefill_batch_gate.rs @@ -0,0 +1,443 @@ +// SPDX-License-Identifier: Apache-2.0 +// hipfire — see LICENSE and NOTICE in the project root. +//! G6: batched Escha-W2 prefill against the per-token route, whole model. +//! +//! This is the gate specified in task-perf-2 §5.4. It runs ONE prompt through +//! the model twice — once through `forward_prefill_batch` (batched) and once +//! through the per-token `forward` loop the non-batched route is byte-identical +//! to — and reports what changed. +//! +//! # What must be equal, what must not be, and why +//! +//! The routed (escha) half is asserted EQUAL, bit-for-bit, by +//! `escha_moe_block_gate` (G4): `escha_routed_prefill_indexed` differs from +//! `escha_routed_decode_indexed` only in `slots`, and every kernel in that +//! pipeline is purely slot-parallel — slot `s` performs the same FLOPs in the +//! same order whether the launch carried 8 slots or 2 048. That is a real +//! equality claim and it is asserted as equality there, not as a tolerance. +//! +//! The DENSE half is NOT bit-identical and cannot be. Batched prefill runs the +//! attention projections, the router and the shared expert as batched WMMA +//! GEMMs (`gemm_q8_0_residual_wmma`, `gemm_f16_wmma_mb8`, ...) where the +//! per-token route runs batch-1 GEMVs. A 16x16x16 WMMA tile accumulates a +//! different K-order than a warp-reduced GEMV, so the two disagree at the +//! last bits of every dot product and the difference compounds across 40 +//! layers. That is a summation-order difference, not a defect. +//! +//! So the whole-model claim this gate can make is: the final-token logits +//! agree to a bound consistent with f32 accumulation reordering, and the +//! ARGMAX does not move. +//! +//! **The argmax assertion is the load-bearing one.** Do not relax this gate to +//! "max delta < tol" and stop there. A dropped H128 transform, a stale +//! activation cache, or a wrong expert-slot stride all produce finite, fluent +//! output that is wrong by ~1e-1 — orders of magnitude above the accumulation +//! noise but still finite — and a tolerance chosen loosely enough to absorb +//! the real reordering can absorb those too. The argmax moving, or the delta +//! exceeding the recorded bound by an order of magnitude, is the signal. +//! (When this port's stale-FP16-activation bug was live, this gate's max delta +//! was ~1e+1 and the argmax moved from 25760 to 220.) +//! +//! # The expert-selection divergence +//! +//! Escha's router logits pass through `router_logits_round_f16_rne` on BOTH +//! routes (that is what makes the comparison meaningful at all), but the +//! logits fed to it differ by the same accumulation reordering. ~0.42% of +//! escha routing decisions were measured in Task 9 to straddle an f16 +//! boundary, so a few tokens per prompt legitimately select a different expert +//! set on the two routes. That is a property of the format, not a defect — but +//! it has to be BOUNDED, so this gate measures it rather than repeating the +//! estimate: with `HIPFIRE_ESCHA_ROUTE_TRACE` set, both arms record the +//! `topk_indices` every MoE layer actually indexed with, and the gate reports +//! the fraction of (token, layer) decisions whose top-k SET differs. +//! +//! # State reset between the arms +//! +//! The DeltaNet recurrent state is the only thing that carries between the two +//! arms, and it must not: arm B would otherwise start from the state arm A +//! left behind and the comparison would be meaningless. A fresh +//! `DeltaNetState` is allocated for each arm rather than zeroing in place, so +//! "reset" means exactly what a fresh process means. The KV cache needs no +//! reset — arm B prefills from position 0 and rewrites the same slots, and +//! attention only reads positions below its own `start_pos + n`. +//! +//! COST: loads the whole model, ~37.5 GB resident. +//! +//! Run: +//! cargo run --release -p hipfire-arch-qwen35 \ +//! --example escha_prefill_batch_gate -- /data/hipfire-models/escha-35b.hfq [n] + +use hipfire_arch_qwen35::qwen35; +use hipfire_arch_qwen35::qwen35::DeltaNetState; +use hipfire_runtime::hfq::HfqFile; +use hipfire_runtime::loader_api::{CaskConfig, LoadCtx, ModelSource, SpecLoadCfg}; +use rdna_compute::Gpu; +use std::path::Path; + +/// Same deterministic filler as `escha_prefill_bench`, for the same reason: a +/// constant token would route every position to the same experts and would +/// understate both the routed work and the selection divergence. +fn prompt_of(n: usize, vocab: usize) -> Vec { + let mut s: u64 = 0x2545_F491_4F6C_DD1D; + (0..n) + .map(|_| { + s ^= s << 13; + s ^= s >> 7; + s ^= s << 17; + (s % vocab as u64) as u32 + }) + .collect() +} + +/// One trace record: `n_tokens` rows of `k` expert ids, token-major. +struct TraceRec { + n_tokens: usize, + k: usize, + ids: Vec, +} + +fn read_trace(path: &str) -> Result, String> { + let data = std::fs::read(path).map_err(|e| format!("read {path}: {e}"))?; + let mut out = Vec::new(); + let mut off = 0usize; + while off + 8 <= data.len() { + let n = u32::from_le_bytes(data[off..off + 4].try_into().unwrap()) as usize; + let k = u32::from_le_bytes(data[off + 4..off + 8].try_into().unwrap()) as usize; + off += 8; + let want = n * k * 4; + if off + want > data.len() { + return Err(format!("{path}: truncated record")); + } + let ids = data[off..off + want] + .chunks_exact(4) + .map(|c| i32::from_le_bytes(c.try_into().unwrap())) + .collect(); + off += want; + out.push(TraceRec { + n_tokens: n, + k, + ids, + }); + } + if off != data.len() { + return Err(format!("{path}: trailing bytes")); + } + Ok(out) +} + +/// Flatten a trace into `(token, layer) -> sorted expert set`, given the number +/// of MoE layers. Every MoE layer emits exactly one record per forward, so +/// record order determines the grid; the caller checks the totals. +fn flatten( + recs: &[TraceRec], + n_layers_moe: usize, + n_tokens: usize, +) -> Result>, String> { + let mut out: Vec> = vec![Vec::new(); n_tokens * n_layers_moe]; + let mut layer = 0usize; + let mut token_base = 0usize; + for r in recs { + for t in 0..r.n_tokens { + let tok = token_base + t; + if tok >= n_tokens { + return Err("trace covers more tokens than the prompt".into()); + } + let mut ids: Vec = r.ids[t * r.k..(t + 1) * r.k].to_vec(); + ids.sort_unstable(); + out[tok * n_layers_moe + layer] = ids; + } + layer += 1; + if layer == n_layers_moe { + layer = 0; + token_base += r.n_tokens; + } + } + if token_base != n_tokens { + return Err(format!( + "trace covered {token_base} tokens, expected {n_tokens} — record order does not \ + match the assumed (chunk, layer) grid" + )); + } + if out.iter().any(|v| v.is_empty()) { + return Err("trace left a (token, layer) cell unfilled".into()); + } + Ok(out) +} + +fn main() -> Result<(), String> { + let path = std::env::args() + .nth(1) + .unwrap_or_else(|| "/data/hipfire-models/escha-35b.hfq".to_string()); + let n: usize = std::env::args() + .nth(2) + .unwrap_or_else(|| "64".to_string()) + .trim() + .parse() + .expect("prefill length"); + + let trace_dir = std::env::var("TMPDIR").unwrap_or_else(|_| "/tmp".to_string()); + let trace_a = format!("{trace_dir}/escha-route-batched.bin"); + let trace_b = format!("{trace_dir}/escha-route-pertoken.bin"); + + let hfq = HfqFile::open(Path::new(&path)).map_err(|e| format!("open: {e:?}"))?; + let mut gpu = Gpu::init().map_err(|e| format!("gpu: {e:?}"))?; + let cask = CaskConfig::default(); + let src = ModelSource::Hfq(hfq); + let mut ctx = LoadCtx { + path: &path, + max_seq: n + 64, + deepseek4_compute_placement: Default::default(), + deepseek4_experts_per_token: None, + draft_path: None, + kv_mode_override: None, + kv_backend: hipfire_runtime::kv_backend::KvBackend::Contiguous, + kv_adaptive_override: None, + // `ESCHA_GATE_STATE_QUANT=f32` runs both arms with an FP32 DeltaNet + // state. That is an ATTRIBUTION lever, not a mode: the Q8 recurrent + // state is requantised after every token on both routes, but the + // batched GDN kernel's requant frame is documented as + // "distributionally equivalent to decode, not byte-identical", so some + // of the prefill-vs-decode divergence measured below predates any of + // this and belongs to that kernel rather than to the batched dense + // half. Running FP32 removes the requant and shows how much. + state_quant_override: std::env::var("ESCHA_GATE_STATE_QUANT") + .ok() + .map(|_| "f32") + .filter(|_| std::env::var("ESCHA_GATE_STATE_QUANT").as_deref() == Ok("f32")), + cask: &cask, + pp: 1, + spec: SpecLoadCfg::default(), + gpu: &mut gpu, + gemma4_drafter_path: None, + gemma4_draft_len: 3, + }; + let mut b = hipfire_arch_qwen35::load_qwen35_bundle(src, &mut ctx)?; + let vocab = b.config.vocab_size; + let prompt = prompt_of(n, vocab); + let n_moe_layers = b + .weights + .layers + .iter() + .filter(|l| { + matches!( + l, + qwen35::LayerWeights::DeltaNetMoe(_) | qwen35::LayerWeights::FullAttnMoe(_) + ) + }) + .count(); + println!("tokens={n} vocab={vocab} moe_layers={n_moe_layers}"); + + // ── Arm A: batched ─────────────────────────────────────────────────── + // + // The H128 launch count identifies the route with no ambiguity, which + // matters because `forward_prefill_batch` falls back to the per-token loop + // SILENTLY when a layer is inadmissible. Without this check a refused + // model would compare the per-token route against itself and pass a gate + // that proves nothing. + // Open the trace explicitly rather than via HIPFIRE_ESCHA_ROUTE_TRACE: + // `developer_var` reads a config snapshot resolved at process start, so a + // `set_var` here would never be seen and the gate would silently compare + // two empty traces and report 0% divergence. + hipfire_dispatch::pipeline::route_trace::reopen(&trace_a); + let before = rdna_compute::escha_h128_launches(); + qwen35::forward_prefill_batch( + ctx.gpu, + &b.weights, + &b.config, + &prompt, + 0, + &mut b.kv_cache, + &mut b.dn_state, + &b.scratch, + None, + None, + None, + None, + ) + .map_err(|e| format!("batched prefill: {e:?}"))?; + ctx.gpu + .hip + .device_synchronize() + .map_err(|e| format!("sync: {e:?}"))?; + let batched_launches = rdna_compute::escha_h128_launches() - before; + let logits_a = ctx + .gpu + .download_f32(&b.scratch.logits) + .map_err(|e| format!("download A: {e:?}"))?; + + let per_token_budget = + hipfire_dispatch::pipeline::escha::escha_launches_per_token(b.config.n_layers); + println!( + "arm A (batched): H128 launches={batched_launches} \ + (per-token route would be {})", + per_token_budget * n + ); + if batched_launches >= (per_token_budget * n) as u64 { + return Err(format!( + "arm A issued {batched_launches} H128 launches, which is the PER-TOKEN budget \ + ({per_token_budget} x {n} tokens) — `forward_prefill_batch` fell back to the \ + per-token loop, so this gate would be comparing that route against itself. Run \ + with HIPFIRE_DEBUG_BATCH=1 to see which layer refused." + )); + } + + // ── Arm B: per-token ───────────────────────────────────────────────── + // + // Fresh recurrent state; see the module docs for why the KV cache does not + // need one. + let fresh = DeltaNetState::new_with_quant(ctx.gpu, &b.config, b.dn_state.quant) + .map_err(|e| format!("fresh dn_state: {e:?}"))?; + let stale = std::mem::replace(&mut b.dn_state, fresh); + stale.free_gpu(ctx.gpu); + + // The trace sink is initialised on first use — inside arm A's first MoE + // layer — so setting the env var again here would be ignored. Redirect it + // explicitly. + hipfire_dispatch::pipeline::route_trace::reopen(&trace_b); + let mut logits_b = Vec::new(); + for (i, &tok) in prompt.iter().enumerate() { + logits_b = qwen35::forward( + ctx.gpu, + &b.weights, + &b.config, + tok, + i, + &mut b.kv_cache, + &mut b.dn_state, + ) + .map_err(|e| format!("per-token forward at {i}: {e:?}"))?; + } + + // ── Final-token logits ─────────────────────────────────────────────── + let (mut max_d, mut sum_d) = (0.0f32, 0.0f64); + for i in 0..vocab { + let d = (logits_a[i] - logits_b[i]).abs(); + if d > max_d { + max_d = d; + } + sum_d += d as f64; + } + let mean_d = sum_d / vocab as f64; + let am = |v: &[f32]| { + v.iter() + .take(vocab) + .enumerate() + .fold((0usize, f32::NEG_INFINITY), |(bi, bv), (i, &x)| { + if x > bv { + (i, x) + } else { + (bi, bv) + } + }) + }; + let (arg_a, best_a) = am(&logits_a); + let (arg_b, best_b) = am(&logits_b); + println!("final-token logits: max|delta|={max_d:.3e} mean|delta|={mean_d:.3e}"); + println!("argmax: batched={arg_a} ({best_a:.4}) per-token={arg_b} ({best_b:.4})"); + let nonfinite = logits_a + .iter() + .take(vocab) + .filter(|v| !v.is_finite()) + .count(); + println!("non-finite logits (batched): {nonfinite}"); + assert_eq!(nonfinite, 0, "batched prefill produced non-finite logits"); + + // ── Expert-selection divergence ────────────────────────────────────── + // + // Reported THREE ways, because one number would be misleading. + // + // * LAYER 0 is where the two routes have accumulated the LEAST difference: + // the embedding they start from is identical. It is NOT a matched-input + // measurement — by the time layer 0's router runs, the hidden state has + // already been through the batched attention projections AND the batched + // GDN recurrence, whose Q8 state requant is documented as + // "distributionally equivalent to decode, not byte-identical". So layer + // 0's rate is the floor of the whole effect, not the f16-boundary rate + // in isolation. Run with `ESCHA_GATE_STATE_QUANT=f32` to remove the + // requant term and see what is left. This is still the number to assert + // on, because it is the one that cannot have compounded. + // * Layers 1.. see inputs that already differ, because a flip at layer L + // changes that token's hidden state for every later layer. The rate + // therefore COMPOUNDS with depth and plateaus. That is arithmetic, not + // a defect, and it would happen on any model whose batched prefill is + // not bit-identical to its decode. + // * The per-EXPERT-SLOT rate says how much a differing set differs. A + // boundary straddle swaps the 8th expert for the 9th, so it should be + // ~1/k of the set rate; a much larger ratio would mean the routes are + // choosing genuinely different experts, not neighbouring ones. + let ra = read_trace(&trace_a)?; + let rb = read_trace(&trace_b)?; + let fa = flatten(&ra, n_moe_layers, n)?; + let fb = flatten(&rb, n_moe_layers, n)?; + let total = fa.len(); + let differing = fa.iter().zip(fb.iter()).filter(|(a, c)| a != c).count(); + let pct = 100.0 * differing as f64 / total as f64; + + let mut per_layer = vec![0usize; n_moe_layers]; + let (mut slots_total, mut slots_diff) = (0usize, 0usize); + for tok in 0..n { + for l in 0..n_moe_layers { + let a = &fa[tok * n_moe_layers + l]; + let c = &fb[tok * n_moe_layers + l]; + if a != c { + per_layer[l] += 1; + } + slots_total += a.len(); + slots_diff += a.iter().filter(|e| !c.contains(e)).count(); + } + } + let l0_pct = 100.0 * per_layer[0] as f64 / n as f64; + let slot_pct = 100.0 * slots_diff as f64 / slots_total as f64; + println!( + "expert-selection divergence, layer 0 (least-accumulated): {}/{n} = {l0_pct:.4}%", + per_layer[0] + ); + println!( + "expert-selection divergence, whole stack: {differing} of {total} \ + (token, layer) decisions = {pct:.4}%" + ); + println!("expert-slot divergence, whole stack: {slots_diff} of {slots_total} = {slot_pct:.4}%"); + print!("per-layer set-divergence %:"); + for l in 0..n_moe_layers { + print!(" {:.1}", 100.0 * per_layer[l] as f64 / n as f64); + } + println!(); + + // Layer 0 is the assertion. Both routes feed it the SAME embedding, so a + // flip there can only come from this layer's own accumulation reordering + // landing on an f16 boundary. Task 9 measured ~0.42% of escha routing + // decisions sitting on such a boundary; 5% leaves room for sampling noise + // at small `n` while still failing loudly if the dense half is wrong (when + // the stale-FP16-activation bug was live this was well above it). + assert!( + l0_pct < 10.0, + "layer-0 expert-selection divergence {l0_pct:.4}% is far above the few percent \ + expected from one layer of batched-vs-GEMV dense arithmetic plus the batched GDN \ + requant frame. Layer 0 cannot have compounded — it is the first layer — so a large \ + rate here means the batched dense half is computing materially different router \ + logits, not that a few decisions straddled an f16 boundary." + ); + // A differing set should differ by about one expert in k (the boundary + // swap). Much more than that is not a boundary effect. + assert!( + slot_pct * (2.0 * ra[0].k as f64) < pct.max(1e-9) * 3.0 + 5.0, + "sets that differ are differing by {slot_pct:.3}% of slots against a {pct:.3}% set \ + rate — a boundary straddle swaps ONE expert, so the slot rate should be near the \ + set rate divided by k. The routes are picking genuinely different experts." + ); + + // The load-bearing assertion. See the module docs: a tolerance alone would + // absorb the failure class this port keeps catching. + assert_eq!( + arg_a, arg_b, + "batched prefill chose a different next token than the per-token route \ + (batched {arg_a} @ {best_a}, per-token {arg_b} @ {best_b}). The dense half is not \ + bit-identical by design (batched WMMA vs batch-1 GEMV accumulation order), but that \ + difference is ~1e-3 on these logits and must never move the argmax. A moved argmax \ + means a structural error — a dropped H128 transform, a stale activation-conversion \ + cache, or a wrong expert-slot stride — all of which stay finite and fluent." + ); + + println!("G6 PASS"); + Ok(()) +} diff --git a/crates/hipfire-arch-qwen35/examples/escha_prefill_bench.rs b/crates/hipfire-arch-qwen35/examples/escha_prefill_bench.rs index e6e5183ec..ee9838e31 100644 --- a/crates/hipfire-arch-qwen35/examples/escha_prefill_bench.rs +++ b/crates/hipfire-arch-qwen35/examples/escha_prefill_bench.rs @@ -149,6 +149,19 @@ fn main() -> Result<(), String> { if bad != 0 { return Err(format!("non-finite logits after an {n}-token prefill")); } + // Full final-token logits, for byte-level A/B between two runs of the + // SAME binary (e.g. `HIPFIRE_FP16_X_LEGACY_CACHE=1` vs not, to measure + // whether a given model was affected by the FP16 activation-cache fix). + // An argmax and a 4-decimal top logit cannot establish bit-identity; + // this can. Nothing else in the harness depends on it. + if let Ok(dump) = std::env::var("HIPFIRE_BENCH_LOGITS_OUT") { + let mut bytes = Vec::with_capacity(b.config.vocab_size * 4); + for v in logits.iter().take(b.config.vocab_size) { + bytes.extend_from_slice(&v.to_le_bytes()); + } + std::fs::write(&dump, &bytes).map_err(|e| format!("write {dump}: {e}"))?; + eprintln!("wrote {} logits to {dump}", b.config.vocab_size); + } // Decode continuation, from the state this prefill just built. The // first token is discarded: it pays any first-shape JIT. diff --git a/crates/hipfire-arch-qwen35/src/qwen35/prefill.rs b/crates/hipfire-arch-qwen35/src/qwen35/prefill.rs index 18991e875..8278abb6d 100644 --- a/crates/hipfire-arch-qwen35/src/qwen35/prefill.rs +++ b/crates/hipfire-arch-qwen35/src/qwen35/prefill.rs @@ -101,7 +101,6 @@ fn dispatch_batched_gemm_epilogue( let is_mq3 = matches!(w.gpu_dtype, DType::MQ3G256); let is_fp4 = matches!(w.gpu_dtype, DType::HFP4G32 | DType::MFP4G32); let is_q8 = matches!(w.gpu_dtype, DType::Q8_0); - let is_lowbit = matches!(w.gpu_dtype, DType::TQ2G128 | DType::BQ1G128); match epilogue { BatchEpilogue::Residual => { if is_6bit { @@ -129,11 +128,11 @@ fn dispatch_batched_gemm_epilogue( k, n, ); - } else if is_q8 || is_lowbit { + } else if is_unfused_plain_gemm_dtype(w.gpu_dtype) { let scratch = pbs.x_rot_batch.sub_offset(0, n * m); run_plain_gemm_key( gpu, - plain_gemm_key_for(w.gpu_dtype), + plain_gemm_key_for(w.gpu_dtype)?, &w.buf, w.gpu_dtype, input, @@ -222,10 +221,10 @@ fn dispatch_batched_gemm_epilogue( k, n, ); - } else if is_q8 || is_lowbit { + } else if is_unfused_plain_gemm_dtype(w.gpu_dtype) { return run_plain_gemm_key( gpu, - plain_gemm_key_for(w.gpu_dtype), + plain_gemm_key_for(w.gpu_dtype)?, &w.buf, w.gpu_dtype, input, @@ -1354,17 +1353,80 @@ fn forward_prefill_batch_with_pbs_opts_inner( /// /// Q8 keeps the chunked kernel it already used, so this is behaviour-preserving /// for every existing model; the low-bit formats route to their tiled prefill -/// GEMMs. They share the Q8 call sites deliberately: none of the three has a -/// fused qkvza/gate_up/qkv kernel, so all three want the same unfused strategy. -fn plain_gemm_key_for(dt: DType) -> hipfire_dispatch::types::KernelKey { +/// GEMMs. They share the Q8 call sites deliberately: none of the four has a +/// fused qkvza/gate_up/qkv kernel, so all four want the same unfused strategy. +/// +/// # Why this is an EXHAUSTIVE match that errors, not a `_ =>` guess +/// +/// This used to end in `_ => GemmQ8_0BatchedChunked`. That default is a +/// silent-corruption hazard, and it became reachable the moment +/// [`is_batchable_la`] admitted `F16`: a Q8_0 GEMM walks 34-byte blocks of +/// 32 int8 plus an f16 scale, so pointing it at a plain f16 weight matrix +/// reads the wrong stride and produces finite, fluent, wrong output with +/// nothing to catch it — the exact failure class this port keeps finding. +/// An unrecognised dtype is now a hard error at the dispatch boundary, which +/// surfaces as a refused batched prefill (the caller falls back per-token) +/// rather than as bad tokens. +/// +/// `F16 => GemmF16WmmaMb8` is the escha arm: `linear_attn.in_proj_a` / +/// `in_proj_b` (`w_alpha` / `w_beta`) are stored at qt=1 = F16 and load +/// native. `gemm_f16_wmma_mb8` takes an F16 weight against an F32 activation +/// and was already the E8 shared-expert batched GEMM, so the kernel is +/// shipped and exercised on gfx11. +fn plain_gemm_key_for(dt: DType) -> HipResult { use hipfire_dispatch::types::KernelKey as K; match dt { - DType::TQ2G128 => K::GemmTQ2G128Prefill, - DType::BQ1G128 => K::GemmBQ1G128Prefill, - _ => K::GemmQ8_0BatchedChunked, + DType::TQ2G128 => Ok(K::GemmTQ2G128Prefill), + DType::BQ1G128 => Ok(K::GemmBQ1G128Prefill), + DType::F16 => Ok(K::GemmF16WmmaMb8), + DType::Q8_0 => Ok(K::GemmQ8_0BatchedChunked), + other => Err(HipError::new( + 0, + &format!( + "plain_gemm_key_for: no batched plain-GEMM kernel for {other:?}. \ + This dispatcher used to fall through to GemmQ8_0BatchedChunked for \ + any unknown dtype, which reads non-Q8_0 bytes at a Q8_0 stride — \ + add an explicit arm (and admit the dtype in is_batchable_la in the \ + SAME change) rather than restoring the default." + ), + )), } } +/// Weight dtypes the batched-prefill matchers serve with the UNFUSED, +/// per-weight [`run_plain_gemm_key`] strategy — exactly the set +/// [`plain_gemm_key_for`] resolves. +/// +/// Keep the two in lockstep. A dtype admitted here with no arm there errors at +/// the dispatch boundary (safe: the layer refuses and prefill falls back +/// per-token). A dtype with an arm there but missing here falls through to a +/// FUSED matcher instead, which assumes one shared stride across all of a +/// layer's projections — that direction is silent corruption, so this predicate +/// is the one that must be widened first. +#[inline] +pub(crate) fn is_unfused_plain_gemm_dtype(dt: DType) -> bool { + matches!( + dt, + DType::Q8_0 | DType::TQ2G128 | DType::BQ1G128 | DType::F16 + ) +} + +/// Runtime precondition of the fused Q8_0 QKVZA / QKV / gate+up kernels: every +/// weight the ONE launch reads must actually be Q8_0. +/// +/// These matchers key their arm selection on a single representative weight +/// (`wqkv`, `wq`, `w_gate`) and used to guard the rest with a `debug_assert!`, +/// which is compiled out of a release build. That was unreachable only because +/// `is_batchable_la` refused F16 up front; escha-35b stores `w_alpha` / `w_beta` +/// as F16 beside a Q8_0 `wqkv`, so admitting F16 makes a Q8_0-strided read of +/// F16 bytes reachable in release — finite, fluent, wrong. A false here sends +/// the layer down the per-weight `run_plain_gemm_key` path instead, which reads +/// each weight at its own stride. +#[inline] +pub(crate) fn all_q8_0(dtypes: &[DType]) -> bool { + dtypes.iter().all(|dt| matches!(dt, DType::Q8_0)) +} + /// Accepts the dtypes the batched prefill path can handle (shared by the /// eligibility check in `forward_prefill_batch` and the per-layer dtype /// branches in `forward_prefill_chunk`). @@ -1410,6 +1472,46 @@ pub(crate) fn is_batchable_la(dt: DType, arch: &str) -> bool { if always_ok { return true; } + + // F16 dense projections (Escha-W2 blocker 1), WMMA arches only. + // + // escha-35b stores `linear_attn.in_proj_a` / `in_proj_b` (w_alpha / + // w_beta) at qt=1 = F16 and the default `f16_lm_head_mode` is Native, so + // they load as DType::F16 beside a Q8_0 wqkv/wz/wo. Refusing F16 here + // refused 30 of escha's 40 layers BEFORE the MoE predicate was ever + // consulted, which is what pinned prefill to the per-token fallback. + // + // Admitting it is only safe because the SAME change (a) gave + // `plain_gemm_key_for` an explicit `F16 => GemmF16WmmaMb8` arm and turned + // its `_ =>` default from GemmQ8_0BatchedChunked into an error, and (b) + // converted the fused-QKVZA / QKV / gate+up `debug_assert!` stride guards + // into runtime `all_q8_0` predicates, so a layer that mixes Q8_0 and F16 + // takes the per-weight unfused path instead of one fused launch at the + // wrong stride. See the all-together rule in + // docs/plans/mq-lloyd-batched-prefill-followup.md. + // + // Arch-gated rather than `always_ok` on purpose: the only batched F16 GEMM + // is `gemm_f16_wmma_mb8`, which hard-errors without wave32 WMMA. Admitting + // a layer whose dispatch then errors is NOT a graceful fallback — the + // chunk propagates the error out of `forward_prefill_batch` — so a + // non-WMMA arch must be refused HERE, where refusal means "keep taking the + // per-token path you take today". Same arch set as the MQ3/FP4 WMMA arms. + let f16_with_wmma = matches!(dt, DType::F16) + && matches!( + arch, + "gfx1100" + | "gfx1101" + | "gfx1102" + | "gfx1103" + | "gfx1150" + | "gfx1151" + | "gfx1152" + | "gfx1200" + | "gfx1201" + ); + if f16_with_wmma { + return true; + } // MQ3 (uniform / HFQ3 family) is batchable on archs with a WMMA // family ported. As of this commit: // - gfx11 (gfx1100/1101/1102/1150/1151): wave32 WMMA via the @@ -2066,6 +2168,17 @@ struct MoePrefillDtypes { /// fails admission and silently drops to the per-token prefill fallback (the /// merged kernel never fires — observed as ~decode-speed prefill). routed_mixed_merged: bool, + /// This layer's routed experts are Escha-W2 coded: the H128 transform + /// tables are resident (`MoeFfnWeights::escha`) AND the indexed + /// (device-resident top-K) route is enabled. + /// + /// Both halves matter. The tables are what make the H128 pair callable at + /// all; the indexed route is what the batched prefill executor mirrors — + /// there is no batched analogue of the CPU-top-K host route, so under + /// `HIPFIRE_ESCHA_INDEXED=0` this stays false and escha prefills per-token + /// exactly as it did before, keeping that env var a genuine A/B of two + /// working routes rather than a half-disabled state. + escha: bool, } impl MoePrefillDtypes { @@ -2082,6 +2195,7 @@ impl MoePrefillDtypes { expert_gate_up_uniform: true, expert_down_uniform: true, routed_mixed_merged: false, + escha: false, } } @@ -2103,6 +2217,7 @@ impl MoePrefillDtypes { expert_gate_up_uniform: global.iter().all(|(g, _)| *g == first.0), expert_down_uniform: global.iter().all(|(_, d)| *d == first.1), routed_mixed_merged: ffn.expert_dtype_tags.is_some(), + escha: ffn.escha.is_some() && super::escha::escha_indexed_route_enabled(), }); } let first = ffn.experts.first()?; @@ -2123,6 +2238,7 @@ impl MoePrefillDtypes { .iter() .all(|e| e.down.gpu_dtype == first.down.gpu_dtype), routed_mixed_merged: ffn.expert_dtype_tags.is_some(), + escha: ffn.escha.is_some() && super::escha::escha_indexed_route_enabled(), }) } } @@ -2242,13 +2358,25 @@ fn moe_ffn_batched_admissible_for_dtypes( admit_e8: bool, admit_codebook: bool, ) -> bool { + // F16 (Escha-W2 blocker 2). `mlp.gate.weight` and + // `mlp.shared_expert_gate.weight` are F16 on escha-35b, and these are the + // FIRST two checks in this predicate — so the routed arms below were never + // even reached for an escha layer. Both are small ([n_exp, dim] and + // [1, dim]) and dispatch through `GemmF16WmmaMb8` against the UN-rotated + // `x_norm_batch`, matching the Q8_0 convention (F16 weights are dense and + // unrotated, so they are quantised against the unrotated activation). + // + // Every arm below is unchanged, so a model whose router / scalar gate is + // already MQ4 / MQ4V2 / Q8_0 / F32 keeps exactly the admission decision it + // has today. The only models this widens are ones REFUSED today, which by + // definition prefill per-token and cannot regress. let router_ok = matches!( dtypes.router, - DType::MQ4G256 | DType::MQ4G256V2 | DType::Q8_0 | DType::F32 + DType::MQ4G256 | DType::MQ4G256V2 | DType::Q8_0 | DType::F32 | DType::F16 ); let shared_gate_ok = matches!( dtypes.shared_expert_scalar_gate, - DType::MQ4G256 | DType::MQ4G256V2 | DType::Q8_0 | DType::F32 + DType::MQ4G256 | DType::MQ4G256V2 | DType::Q8_0 | DType::F32 | DType::F16 ); // Graded (mixed-dtype) routed experts are served by the merged grouped-WMMA // prefill kernel, so the per-expert *uniform* requirement is waived for the @@ -2281,6 +2409,35 @@ fn moe_ffn_batched_admissible_for_dtypes( return shared_gu_ok && shared_dn_ok; } + // ── Escha-W2 routed experts (blocker 3) ────────────────────────────── + // + // The routed experts are the Q8_0 the trellis decoded into, on BOTH + // projections, and the layer carries the H128 transform tables. This is + // the prefill twin of `MoeResolution::routed_indexable_escha_q8`, and it + // admits the layer to ONE executor only: `escha_routed_prefill_indexed`, + // reached through the escha branch at the top of `run_moe_prefill`. It + // must never reach the generic Path 1 / Path 2 routed bodies, which know + // nothing about the Hadamard domain escha weights live in and would emit + // finite, fluent, ~1e-1-wrong output. + // + // The shared expert is required Q8_0 on all three projections because that + // is what the escha checkpoint ships and what the Q8 arm of the batched + // body above serves; a different shared dtype would be a different model + // and should get its own arm rather than silently borrow this one. + // + // Q8_0 on both routed sides is load-bearing for the same reason as every + // other uniform arm: the indexed GEMV decodes a 34 B/32-element block + // layout and any other container is silent corruption, not a fault. + if dtypes.escha + && dtypes.expert_gate_up == DType::Q8_0 + && dtypes.expert_down == DType::Q8_0 + && dtypes.shared_expert_gate == DType::Q8_0 + && dtypes.shared_expert_up == DType::Q8_0 + && dtypes.shared_expert_down == DType::Q8_0 + { + return true; + } + // mfp4-E8 routed experts with Q8 shared expert (original arm): // gfx1151-native A3B checkpoint. Shared expert is Q8 (gate/up/down); // router/scalar-gate are Q8 (validated by router_ok/shared_gate_ok above). @@ -2528,6 +2685,44 @@ pub fn prefill_batch_pbs_eligible( .as_deref() == Some("1") { + // Per-layer attention-projection dtypes. The refusal lines below name + // only the FIRST weight that failed, which is enough to know why a + // layer refused but not enough to know what the layer IS — and an + // ADMITTED layer printed nothing at all. Both questions come up every + // time a mixed-dtype checkpoint (escha: Q8_0 wqkv/wz/wo beside F16 + // w_alpha/w_beta) picks a fused-vs-unfused arm. + for (i, lw) in weights.layers.iter().enumerate() { + let dts = match lw { + LayerWeights::DeltaNetMoe(l) => Some(( + "DeltaNetMoe", + [ + l.wqkv.gpu_dtype, + l.wz.gpu_dtype, + l.w_beta.gpu_dtype, + l.w_alpha.gpu_dtype, + l.wo.gpu_dtype, + ], + )), + LayerWeights::DeltaNet(l) => Some(( + "DeltaNet", + [ + l.wqkv.gpu_dtype, + l.wz.gpu_dtype, + l.w_beta.gpu_dtype, + l.w_alpha.gpu_dtype, + l.wo.gpu_dtype, + ], + )), + _ => None, + }; + if let Some((kind, d)) = dts { + eprintln!( + "[hipfire::batch_eligible] L{i} {kind} wqkv={:?} wz={:?} \ + w_beta={:?} w_alpha={:?} wo={:?}", + d[0], d[1], d[2], d[3], d[4] + ); + } + } eprintln!( "[hipfire::batch_eligible] result={result} \ arch={arch} n={n} n>={MIN_BATCH}={} \ @@ -3089,9 +3284,17 @@ pub(crate) fn prefill_moe_ffn_body_batched( hipfire_dispatch::types::KernelKey::GemmF32Batched, &pbs.x_norm_batch, ), + // F16 (escha `mlp.gate.weight`). Dense and unrotated, so it + // reads `x_norm_batch` like Q8_0/F32 — feeding it the + // FWHT-rotated `x_rot_batch` would be the classic silent + // "rotated activation into an unrotated weight" failure. + DType::F16 => ( + hipfire_dispatch::types::KernelKey::GemmF16WmmaMb8, + &pbs.x_norm_batch, + ), other => panic!( "prefill_moe_ffn_body_batched: unexpected router dtype {other:?} \ - — moe_ffn_batched_admitted admits MQ4G256, Q8_0, F32" + — moe_ffn_batched_admissible admits MQ4G256, MQ4G256V2, Q8_0, F32, F16" ), }; let w = WeightRef { @@ -3126,9 +3329,12 @@ pub(crate) fn prefill_moe_ffn_body_batched( DType::MQ4G256 => (KernelKey::GemmHfq4G256, &pbs.x_rot_batch), DType::MQ4G256V2 => (KernelKey::GemmMq4G256V2, &pbs.x_rot_batch), DType::F32 => (KernelKey::GemmF32Batched, &pbs.x_norm_batch), + // F16 (escha `mlp.shared_expert_gate.weight`), un-rotated — see + // the router arm above. + DType::F16 => (KernelKey::GemmF16WmmaMb8, &pbs.x_norm_batch), other => panic!( "prefill_moe_ffn_body_batched: unexpected shared_expert_gate dtype {other:?} \ - — moe_ffn_batched_admissible admits MQ4G256, Q8_0, F32" + — moe_ffn_batched_admissible admits MQ4G256, MQ4G256V2, Q8_0, F32, F16" ), }; run_plain_gemm_key( @@ -3339,6 +3545,30 @@ pub(crate) fn prefill_moe_ffn_body_batched( // so prefill activations match the CPU-reference softmax math // exactly. router_logits is allocated 1D as [n × n_exp]; alias it // into a 2D view so gpu.softmax_f32 takes rows = n. + // Escha-only router-logits f16 round-trip, the batched twin of the call in + // `run_moe_decode`. EschaLabs' runtime computes router logits as + // f16(x @ gate_w.T) and only widens to F32 to select top-k; hipfire keeps + // them F32 end to end, and escha's recovery fine-tune was trained against + // the rounding runtime. + // + // This is NOT optional polish for the batched path. Decode applies the + // rounding unconditionally, so omitting it here would make batched prefill + // select from UNROUNDED logits while decode selects from rounded ones — + // a systematic prefill-vs-decode route divergence on every token, on top + // of the ~0.42% of decisions that genuinely straddle an f16 boundary. + // Applied to the shared `router_logits` buffer BEFORE the softmax, exactly + // where decode applies it, so both routes see identical inputs to top-k. + // + // Keyed on the layer's own transform tables (a load-time model-state + // property), never an env var, so every non-escha arch-6 model skips the + // launch entirely and keeps its selection bit-for-bit. + if ffn.escha.is_some() { + // `router_logits` is the [max_batch x n_exp] scratch; only the first + // n rows are live. Round exactly those — the kernel is numel-driven, + // so handing it the whole buffer would launch over stale tail rows. + let live = router_logits.sub_offset(0, n * n_exp); + gpu.router_logits_round_f16_rne(&live)?; + } let router_logits_2d = GpuTensor { buf: unsafe { router_logits.buf.alias() }, shape: vec![n, n_exp], @@ -3354,6 +3584,13 @@ pub(crate) fn prefill_moe_ffn_body_batched( n, )?; + // Selection capture, the batched twin of the call in `run_moe_decode` + // (off unless HIPFIRE_ESCHA_ROUTE_TRACE is set). Same point in the + // pipeline: after top-k, before any routed body. + if hipfire_dispatch::pipeline::route_trace::enabled() { + hipfire_dispatch::pipeline::route_trace::record(gpu, topk_indices, n, k_top); + } + // ── 4. Shared-expert SwiGLU + FWHT, batched over N tokens ── // // fused_silu_mul_rotate_mq_batched expects [batch × k] gate/up with @@ -3595,10 +3832,10 @@ pub(crate) fn prefill_moe_ffn_body_batched( has_paro_shared: ffn.paro_shared.is_some(), per_expert_gate_up, per_expert_down, - // Escha-W2. Prefill for an escha model falls through to the per-token - // decode path (no Q8_0 routed arm is admitted to the batched MoE - // body), so this snapshot must agree with the decode one or the two - // routes would resolve the same layer differently. + // Escha-W2. Same marker as the decode snapshot, and it must stay the + // same: the two routes resolving one layer differently is exactly the + // failure this field exists to prevent. It now also gates the escha + // branch at the top of `run_moe_prefill` (via `escha` below). routed_escha_transforms: ffn.escha.is_some() && super::escha::escha_indexed_route_enabled(), }; @@ -3664,6 +3901,20 @@ pub(crate) fn prefill_moe_ffn_body_batched( paro_down, down_awq_scale, routed_out, + // Escha-W2 batched routed executor. `Some` publishes the layer's four + // `[E, ·]` transform tables to `run_moe_prefill`'s escha branch; the + // `[k]`-sized decode scratch inside `refs()` is unused there (batched + // prefill uses the model-global `[n × k]` scratch instead). + // + // Gated identically to `routed_escha_transforms` above and to the + // `escha` field of `MoePrefillDtypes` that admitted this layer, so + // "admitted" and "has the tables" cannot come apart. + escha: if ffn.escha.is_some() && super::escha::escha_indexed_route_enabled() { + ffn.escha.as_ref().map(|e| e.refs()) + } else { + None + }, + hidden: dim, }; hipfire_runtime::llama::moe_family() .run_prefill(ctx, gpu, &moe_prefill_params) @@ -3709,6 +3960,15 @@ pub(crate) struct PrefillBandCtx<'a> { /// divergence by diffing `.batched` vs `.pertoken` per layer. Requires /// `HIPFIRE_GRAPH=0` (does a synchronous D2H readback, which is illegal under /// graph capture). +/// Layer the `HIPFIRE_DUMP_HIDDEN` stage dumps (`q_b`/`k_b`/`v_b`/`alpha_b`/ +/// `beta_b`) fire on. `HIPFIRE_DUMP_HIDDEN_LAYER`, default 0. +pub(crate) fn dump_diag_layer() -> usize { + hipfire_config::developer_var("HIPFIRE_DUMP_HIDDEN_LAYER") + .ok() + .and_then(|v| v.parse().ok()) + .unwrap_or(0) +} + pub(crate) fn dump_hidden_localize( gpu: &Gpu, x: &GpuTensor, @@ -4189,11 +4449,6 @@ pub(crate) fn batch_chunk_delta_net_attn( let is_mq3_lloyd = matches!(layer.wqkv.gpu_dtype, DType::MQ3G256Lloyd); let is_fp4 = matches!(layer.wqkv.gpu_dtype, DType::HFP4G32 | DType::MFP4G32); let is_q8 = matches!(layer.wqkv.gpu_dtype, DType::Q8_0); - // TQ2G128/BQ1G128 have no fused qkvza/gate_up/qkv kernel, so they take - // the same UNFUSED plain-GEMM strategy as Q8 rather than falling through - // to the HFQ4 arm, which would read these packed blocks at the wrong - // stride and produce fluent-but-wrong tokens. - let is_lowbit = matches!(layer.wqkv.gpu_dtype, DType::TQ2G128 | DType::BQ1G128); // Batched rmsnorm (+ FWHT for MQ) for the LA preamble. // x_batch / x_rot_batch are [N × dim] contiguous. For HFQ @@ -4243,17 +4498,22 @@ pub(crate) fn batch_chunk_delta_net_attn( layer.wqkv.k, n, )?; - } else if is_q8 && q8_wmma_arch { - // `is_q8` only inspects `wqkv` (the routing anchor). The fused - // kernel assumes ALL four weights share the Q8_0 stride; a - // mixed-dtype layer would silently re-introduce the Tier-1 - // kernel-vs-stride corruption mode. - debug_assert!( - matches!(layer.wz.gpu_dtype, DType::Q8_0) - && matches!(layer.w_beta.gpu_dtype, DType::Q8_0) - && matches!(layer.w_alpha.gpu_dtype, DType::Q8_0), - "LA qkvza Q8 WMMA dispatch requires all of wqkv/wz/w_beta/w_alpha to be Q8_0", - ); + } else if is_q8 + && q8_wmma_arch + && all_q8_0(&[ + layer.wqkv.gpu_dtype, + layer.wz.gpu_dtype, + layer.w_beta.gpu_dtype, + layer.w_alpha.gpu_dtype, + ]) + { + // `is_q8` only inspects `wqkv` (the routing anchor). The fused kernel + // reads all FOUR weights in one launch at the Q8_0 stride, so the + // other three are checked HERE, at runtime — this used to be a + // `debug_assert!` (compiled out of release) and became reachable in + // release the moment `is_batchable_la` admitted F16. A mixed layer now + // falls through to the per-weight unfused arm below, which reads each + // weight at its own stride. run_fused_qkvza_key( gpu, hipfire_dispatch::types::KernelKey::FusedQkvzaQ8_0, @@ -4273,14 +4533,14 @@ pub(crate) fn batch_chunk_delta_net_attn( layer.wqkv.k, n, )?; - } else if is_q8 || is_lowbit { + } else if is_unfused_plain_gemm_dtype(layer.wqkv.gpu_dtype) { // #397 Ship 5.2 slice1: four plain Q8 batched GEMMs // (wqkv/wz/w_beta/w_alpha) → GemmFamily::run_key with the // GemmQ8_0BatchedChunked dispatcher-entry key → identical // gpu.gemm_q8_0_batched_chunked method, byte-for-byte. run_plain_gemm_key( gpu, - plain_gemm_key_for(layer.wqkv.gpu_dtype), + plain_gemm_key_for(layer.wqkv.gpu_dtype)?, &layer.wqkv.buf, layer.wqkv.gpu_dtype, &pbs.x_rot_batch, @@ -4291,7 +4551,7 @@ pub(crate) fn batch_chunk_delta_net_attn( )?; run_plain_gemm_key( gpu, - plain_gemm_key_for(layer.wz.gpu_dtype), + plain_gemm_key_for(layer.wz.gpu_dtype)?, &layer.wz.buf, layer.wz.gpu_dtype, &pbs.x_rot_batch, @@ -4302,7 +4562,7 @@ pub(crate) fn batch_chunk_delta_net_attn( )?; run_plain_gemm_key( gpu, - plain_gemm_key_for(layer.w_beta.gpu_dtype), + plain_gemm_key_for(layer.w_beta.gpu_dtype)?, &layer.w_beta.buf, layer.w_beta.gpu_dtype, &pbs.x_rot_batch, @@ -4313,7 +4573,7 @@ pub(crate) fn batch_chunk_delta_net_attn( )?; run_plain_gemm_key( gpu, - plain_gemm_key_for(layer.w_alpha.gpu_dtype), + plain_gemm_key_for(layer.w_alpha.gpu_dtype)?, &layer.w_alpha.buf, layer.w_alpha.gpu_dtype, &pbs.x_rot_batch, @@ -4819,11 +5079,6 @@ pub(crate) fn batch_chunk_delta_net_ffn( let ffn_is_mq3_lloyd = matches!(layer.w_gate.gpu_dtype, DType::MQ3G256Lloyd); let ffn_is_fp4 = matches!(layer.w_gate.gpu_dtype, DType::HFP4G32 | DType::MFP4G32); let ffn_is_q8 = matches!(layer.w_gate.gpu_dtype, DType::Q8_0); - // TQ2G128/BQ1G128 have no fused qkvza/gate_up/qkv kernel, so they take - // the same UNFUSED plain-GEMM strategy as Q8 rather than falling through - // to the HFQ4 arm, which would read these packed blocks at the wrong - // stride and produce fluent-but-wrong tokens. - let ffn_is_lowbit = matches!(layer.w_gate.gpu_dtype, DType::TQ2G128 | DType::BQ1G128); if ffn_is_mq { // AWQ-aware: next linear is w_gate (gate/up share input → same AWQ scale). fused_rmsnorm_rotate_mq_batched_for( @@ -4868,11 +5123,11 @@ pub(crate) fn batch_chunk_delta_net_ffn( layer.w_gate.k, n, )?; - } else if ffn_is_q8 && q8_wmma_arch { - debug_assert!( - matches!(layer.w_up.gpu_dtype, DType::Q8_0), - "LA FFN Q8 WMMA dispatch requires both w_gate and w_up to be Q8_0", - ); + } else if ffn_is_q8 && q8_wmma_arch && all_q8_0(&[layer.w_gate.gpu_dtype, layer.w_up.gpu_dtype]) + { + // `ffn_is_q8` inspects w_gate only; the fused kernel reads BOTH + // weights in one launch at the Q8_0 stride. Runtime, not + // `debug_assert!` — see `all_q8_0`. run_fused_gate_up_key( gpu, hipfire_dispatch::types::KernelKey::FusedGateUpQ8_0, @@ -4886,10 +5141,10 @@ pub(crate) fn batch_chunk_delta_net_ffn( layer.w_gate.k, n, )?; - } else if ffn_is_q8 || ffn_is_lowbit { + } else if is_unfused_plain_gemm_dtype(layer.w_gate.gpu_dtype) { run_plain_gemm_key( gpu, - plain_gemm_key_for(layer.w_gate.gpu_dtype), + plain_gemm_key_for(layer.w_gate.gpu_dtype)?, &layer.w_gate.buf, layer.w_gate.gpu_dtype, &pbs.x_rot_batch, @@ -4900,7 +5155,7 @@ pub(crate) fn batch_chunk_delta_net_ffn( )?; run_plain_gemm_key( gpu, - plain_gemm_key_for(layer.w_up.gpu_dtype), + plain_gemm_key_for(layer.w_up.gpu_dtype)?, &layer.w_up.buf, layer.w_up.gpu_dtype, &pbs.x_rot_batch, @@ -5061,11 +5316,6 @@ pub(crate) fn batch_chunk_full_attn_attn( let qkv_is_mq3_lloyd = matches!(layer.wq.gpu_dtype, DType::MQ3G256Lloyd); let qkv_is_fp4 = matches!(layer.wq.gpu_dtype, DType::HFP4G32 | DType::MFP4G32); let qkv_is_q8 = matches!(layer.wq.gpu_dtype, DType::Q8_0); - // TQ2G128/BQ1G128 have no fused qkvza/gate_up/qkv kernel, so they take - // the same UNFUSED plain-GEMM strategy as Q8 rather than falling through - // to the HFQ4 arm, which would read these packed blocks at the wrong - // stride and produce fluent-but-wrong tokens. - let qkv_is_lowbit = matches!(layer.wq.gpu_dtype, DType::TQ2G128 | DType::BQ1G128); // Fused QKV kernels require all three weights to share a // dtype — they treat wq/wk/wv as same-stride byte arrays. // When kmap mode 2 promotes only `v_proj` (issue #249), the @@ -5179,11 +5429,14 @@ pub(crate) fn batch_chunk_full_attn_attn( layer.wq.k, n, )?; - } else if qkv_is_q8 && q8_wmma_arch && qkv_same_dtype { - debug_assert!( - matches!(layer.wk.gpu_dtype, DType::Q8_0) && matches!(layer.wv.gpu_dtype, DType::Q8_0), - "FA qkv Q8 WMMA dispatch requires all of wq/wk/wv to be Q8_0", - ); + } else if qkv_is_q8 + && q8_wmma_arch + && all_q8_0(&[layer.wq.gpu_dtype, layer.wk.gpu_dtype, layer.wv.gpu_dtype]) + { + // All three checked at runtime rather than by `qkv_same_dtype` plus a + // `debug_assert!`: the equality predicate and the Q8_0 anchor are two + // facts, and only their conjunction licenses one fused Q8_0-stride + // launch over three buffers. run_fused_qkv_key( gpu, hipfire_dispatch::types::KernelKey::FusedQkvQ8_0, @@ -5200,10 +5453,10 @@ pub(crate) fn batch_chunk_full_attn_attn( layer.wq.k, n, )?; - } else if (qkv_is_q8 || qkv_is_lowbit) && qkv_same_dtype { + } else if is_unfused_plain_gemm_dtype(layer.wq.gpu_dtype) && qkv_same_dtype { run_plain_gemm_key( gpu, - plain_gemm_key_for(layer.wq.gpu_dtype), + plain_gemm_key_for(layer.wq.gpu_dtype)?, &layer.wq.buf, layer.wq.gpu_dtype, &pbs.x_rot_batch, @@ -5214,7 +5467,7 @@ pub(crate) fn batch_chunk_full_attn_attn( )?; run_plain_gemm_key( gpu, - plain_gemm_key_for(layer.wk.gpu_dtype), + plain_gemm_key_for(layer.wk.gpu_dtype)?, &layer.wk.buf, layer.wk.gpu_dtype, &pbs.x_rot_batch, @@ -5225,7 +5478,7 @@ pub(crate) fn batch_chunk_full_attn_attn( )?; run_plain_gemm_key( gpu, - plain_gemm_key_for(layer.wv.gpu_dtype), + plain_gemm_key_for(layer.wv.gpu_dtype)?, &layer.wv.buf, layer.wv.gpu_dtype, &pbs.x_rot_batch, @@ -5501,11 +5754,6 @@ pub(crate) fn batch_chunk_full_attn_ffn( let fa_ffn_is_mq3_lloyd = matches!(layer.w_gate.gpu_dtype, DType::MQ3G256Lloyd); let fa_ffn_is_fp4 = matches!(layer.w_gate.gpu_dtype, DType::HFP4G32 | DType::MFP4G32); let fa_ffn_is_q8 = matches!(layer.w_gate.gpu_dtype, DType::Q8_0); - // TQ2G128/BQ1G128 have no fused qkvza/gate_up/qkv kernel, so they take - // the same UNFUSED plain-GEMM strategy as Q8 rather than falling through - // to the HFQ4 arm, which would read these packed blocks at the wrong - // stride and produce fluent-but-wrong tokens. - let fa_ffn_is_lowbit = matches!(layer.w_gate.gpu_dtype, DType::TQ2G128 | DType::BQ1G128); if fa_ffn_is_mq { // AWQ-aware: next linear is w_gate (FA-FFN, gate/up share input). fused_rmsnorm_rotate_mq_batched_for( @@ -5546,11 +5794,13 @@ pub(crate) fn batch_chunk_full_attn_ffn( layer.w_gate.k, n, )?; - } else if fa_ffn_is_q8 && q8_wmma_arch { - debug_assert!( - matches!(layer.w_up.gpu_dtype, DType::Q8_0), - "FA FFN Q8 WMMA dispatch requires both w_gate and w_up to be Q8_0", - ); + } else if fa_ffn_is_q8 + && q8_wmma_arch + && all_q8_0(&[layer.w_gate.gpu_dtype, layer.w_up.gpu_dtype]) + { + // `fa_ffn_is_q8` inspects w_gate only; the fused kernel reads BOTH + // weights in one launch at the Q8_0 stride. Runtime, not + // `debug_assert!` — see `all_q8_0`. run_fused_gate_up_key( gpu, hipfire_dispatch::types::KernelKey::FusedGateUpQ8_0, @@ -5564,10 +5814,10 @@ pub(crate) fn batch_chunk_full_attn_ffn( layer.w_gate.k, n, )?; - } else if fa_ffn_is_q8 || fa_ffn_is_lowbit { + } else if is_unfused_plain_gemm_dtype(layer.w_gate.gpu_dtype) { run_plain_gemm_key( gpu, - plain_gemm_key_for(layer.w_gate.gpu_dtype), + plain_gemm_key_for(layer.w_gate.gpu_dtype)?, &layer.w_gate.buf, layer.w_gate.gpu_dtype, &pbs.x_rot_batch, @@ -5578,7 +5828,7 @@ pub(crate) fn batch_chunk_full_attn_ffn( )?; run_plain_gemm_key( gpu, - plain_gemm_key_for(layer.w_up.gpu_dtype), + plain_gemm_key_for(layer.w_up.gpu_dtype)?, &layer.w_up.buf, layer.w_up.gpu_dtype, &pbs.x_rot_batch, @@ -5789,11 +6039,6 @@ fn batch_chunk_delta_net_moe( ); let is_6bit = matches!(layer.wqkv.gpu_dtype, DType::MQ6G256 | DType::HFQ6G256); let is_q8 = matches!(layer.wqkv.gpu_dtype, DType::Q8_0); - // TQ2G128/BQ1G128 have no fused qkvza/gate_up/qkv kernel, so they take - // the same UNFUSED plain-GEMM strategy as Q8 rather than falling through - // to the HFQ4 arm, which would read these packed blocks at the wrong - // stride and produce fluent-but-wrong tokens. - let is_lowbit = matches!(layer.wqkv.gpu_dtype, DType::TQ2G128 | DType::BQ1G128); // Phase 1.5: PARO mode for DeltaNetMoe — wqkv/wz are // ParoQ4G128 (each with its own Givens rotation tables); // w_alpha/w_beta are F32 (no rotation, no quantization). @@ -5939,18 +6184,21 @@ fn batch_chunk_delta_net_moe( layer.wqkv.k, n, )?; - } else if is_q8 && q8_wmma_arch { - // Fused Q8 QKVZA WMMA — assumes all 4 weights share Q8_0 - // stride; mixed Q8/other layers within DNMoe are rejected - // upstream by `moe_ffn_batched_admissible` (router/gate Q8 OK, but - // shared_expert + experts must be MQ4) and would otherwise - // re-introduce Tier-1 stride corruption. - debug_assert!( - matches!(layer.wz.gpu_dtype, DType::Q8_0) - && matches!(layer.w_beta.gpu_dtype, DType::Q8_0) - && matches!(layer.w_alpha.gpu_dtype, DType::Q8_0), - "DNMoe LA qkvza Q8 WMMA dispatch requires all of wqkv/wz/w_beta/w_alpha to be Q8_0", - ); + } else if is_q8 + && q8_wmma_arch + && all_q8_0(&[ + layer.wqkv.gpu_dtype, + layer.wz.gpu_dtype, + layer.w_beta.gpu_dtype, + layer.w_alpha.gpu_dtype, + ]) + { + // Fused Q8 QKVZA WMMA — reads all four weights in ONE launch at the + // Q8_0 stride, so all four are checked at runtime here. This is the + // arm escha-35b would have hit: its wqkv/wz are Q8_0 but w_alpha / + // w_beta are F16, and the guard used to be a `debug_assert!` that a + // release build compiled out. It now falls through to the per-weight + // unfused arm below, which dispatches each weight by its own dtype. run_fused_qkvza_key( gpu, hipfire_dispatch::types::KernelKey::FusedQkvzaQ8_0, @@ -5970,12 +6218,12 @@ fn batch_chunk_delta_net_moe( layer.wqkv.k, n, )?; - } else if is_q8 || is_lowbit { + } else if is_unfused_plain_gemm_dtype(layer.wqkv.gpu_dtype) { // #397 Ship 5.2 slice1: four plain Q8 batched GEMMs // (wqkv/wz/w_beta/w_alpha), sibling DeltaNet QKVZA path. run_plain_gemm_key( gpu, - plain_gemm_key_for(layer.wqkv.gpu_dtype), + plain_gemm_key_for(layer.wqkv.gpu_dtype)?, &layer.wqkv.buf, layer.wqkv.gpu_dtype, &pbs.x_rot_batch, @@ -5986,7 +6234,7 @@ fn batch_chunk_delta_net_moe( )?; run_plain_gemm_key( gpu, - plain_gemm_key_for(layer.wz.gpu_dtype), + plain_gemm_key_for(layer.wz.gpu_dtype)?, &layer.wz.buf, layer.wz.gpu_dtype, &pbs.x_rot_batch, @@ -5997,7 +6245,7 @@ fn batch_chunk_delta_net_moe( )?; run_plain_gemm_key( gpu, - plain_gemm_key_for(layer.w_beta.gpu_dtype), + plain_gemm_key_for(layer.w_beta.gpu_dtype)?, &layer.w_beta.buf, layer.w_beta.gpu_dtype, &pbs.x_rot_batch, @@ -6008,7 +6256,7 @@ fn batch_chunk_delta_net_moe( )?; run_plain_gemm_key( gpu, - plain_gemm_key_for(layer.w_alpha.gpu_dtype), + plain_gemm_key_for(layer.w_alpha.gpu_dtype)?, &layer.w_alpha.buf, layer.w_alpha.gpu_dtype, &pbs.x_rot_batch, @@ -6156,8 +6404,13 @@ fn batch_chunk_delta_net_moe( gpu.memcpy_dtod_auto(&pbs.dn_q_batch.buf, &pbs.dn_q_raw_batch.buf, n * k_dim * 4)?; gpu.memcpy_dtod_auto(&pbs.dn_k_batch.buf, &pbs.dn_k_raw_batch.buf, n * k_dim * 4)?; } - // DIAG: dump GDN inputs (batched, MoE branch) - if layer_idx == 0 { + // DIAG: dump GDN inputs (batched, MoE branch). + // + // The layer is selectable (`HIPFIRE_DUMP_HIDDEN_LAYER`, default 0) because + // a per-layer x_batch diff localises a divergence to ONE layer and the + // next question is always "what did that layer's GDN see?" — which was + // unanswerable while this was hard-wired to layer 0. + if layer_idx == dump_diag_layer() { let qk_dim = n_v_heads * hd; dump_hidden_localize(gpu, &pbs.dn_q_batch, n, start_pos, qk_dim, 0, "q_b"); dump_hidden_localize(gpu, &pbs.dn_k_batch, n, start_pos, qk_dim, 0, "k_b"); @@ -6337,8 +6590,8 @@ fn batch_chunk_delta_net_moe( config.linear_value_head_dim, )?, } - // DIAG: dump GDN attention output at layer 0 - if layer_idx == 0 { + // DIAG: dump GDN attention output at the selected diag layer. + if layer_idx == dump_diag_layer() { dump_hidden_localize( gpu, &pbs.dn_attn_out_batch, @@ -6360,6 +6613,26 @@ fn batch_chunk_delta_net_moe( config.norm_eps, n, )?; + if layer_idx == dump_diag_layer() { + let vd = n_v_heads * config.linear_value_head_dim; + dump_hidden_localize(gpu, &pbs.dn_normed_batch, n, start_pos, vd, 0, "dnnorm_b"); + dump_hidden_localize(gpu, &pbs.dn_z_batch, n, start_pos, vd, 0, "dnz_b"); + } + // DIAG: the two points that split a per-layer divergence inside the LA + // block. `prewo_b` is the residual stream just BEFORE the wo add, so + // `attn_b - prewo_b` isolates wo alone; `larot_b` is the layer's rmsnorm + // output, whose magnitude against `dnnorm_b` is what identifies wo reading + // the wrong activation buffer (a ~400x ratio, in the case this port hit). + dump_hidden_localize(gpu, &pbs.x_batch, n, start_pos, dim, layer_idx, "prewo_b"); + dump_hidden_localize( + gpu, + &pbs.x_rot_batch, + n, + start_pos, + dim, + layer_idx, + "larot_b", + ); // wo + residual. Q8 wo lands un-rotated (Q8 weights were // quantized against un-rotated activations); MQ4/MQ6 wo // require FWHT(awq_scale-adjusted) rotation. Mirrors the @@ -6369,14 +6642,9 @@ fn batch_chunk_delta_net_moe( // stream when dispatched through the HFQ4 kernel against // 200 B/group MQ6-layout bytes. let dn_wo_is_q8 = matches!(layer.wo.gpu_dtype, DType::Q8_0); - // TQ2G128/BQ1G128 have no fused qkvza/gate_up/qkv kernel, so they take - // the same UNFUSED plain-GEMM strategy as Q8 rather than falling through - // to the HFQ4 arm, which would read these packed blocks at the wrong - // stride and produce fluent-but-wrong tokens. - let dn_wo_is_lowbit = matches!(layer.wo.gpu_dtype, DType::TQ2G128 | DType::BQ1G128); let dn_wo_is_6bit = matches!(layer.wo.gpu_dtype, DType::MQ6G256 | DType::HFQ6G256); let dn_wo_is_paro = matches!(layer.wo.gpu_dtype, DType::ParoQ4G128); - let dn_wo_input = if dn_wo_is_q8 { + let dn_wo_input = if dn_wo_is_q8 || matches!(layer.wo.gpu_dtype, DType::F16) { &pbs.dn_normed_batch } else if dn_wo_is_paro { // PARO wo: rotate dn_normed by wo's own Givens tables @@ -6433,14 +6701,14 @@ fn batch_chunk_delta_net_moe( layer.wo.k, n, )?; - } else if dn_wo_is_q8 || dn_wo_is_lowbit { + } else if is_unfused_plain_gemm_dtype(layer.wo.gpu_dtype) { // Non-WMMA Q8: gemm into a scratch then add into x_batch. // Reuse `dn_normed_rot_batch` (free since the MQ4 rotate // path didn't run here) as the GEMM scratch. let scratch = pbs.dn_normed_rot_batch.sub_offset(0, n * layer.wo.m); run_plain_gemm_key( gpu, - plain_gemm_key_for(layer.wo.gpu_dtype), + plain_gemm_key_for(layer.wo.gpu_dtype)?, &layer.wo.buf, layer.wo.gpu_dtype, dn_wo_input, @@ -6488,6 +6756,10 @@ fn batch_chunk_delta_net_moe( // silu_mul + w_down) block. Takes pbs.x_batch as input AND // accumulates the FFN output residual back into it via the // batched indexed down kernel's atomicAdd path. + // DIAG: x_batch after the LA/attention residual, BEFORE the MoE FFN. + // Splits a per-layer divergence into "attention half" vs "FFN half" + // without another build. + dump_hidden_localize(gpu, &pbs.x_batch, n, start_pos, dim, layer_idx, "attn_b"); prefill_moe_ffn_body_batched( gpu, &layer.ffn, @@ -6556,11 +6828,6 @@ fn batch_chunk_full_attn_moe( ); let qkv_is_6bit = matches!(layer.wq.gpu_dtype, DType::MQ6G256 | DType::HFQ6G256); let qkv_is_q8 = matches!(layer.wq.gpu_dtype, DType::Q8_0); - // TQ2G128/BQ1G128 have no fused qkvza/gate_up/qkv kernel, so they take - // the same UNFUSED plain-GEMM strategy as Q8 rather than falling through - // to the HFQ4 arm, which would read these packed blocks at the wrong - // stride and produce fluent-but-wrong tokens. - let qkv_is_lowbit = matches!(layer.wq.gpu_dtype, DType::TQ2G128 | DType::BQ1G128); // Phase 1.6 (PARO FullAttnMoe): wq/wk/wv are ParoQ4G128 // (each with its own Givens rotation tables). The fused-QKV // kernels can't handle this — they assume one shared @@ -6702,11 +6969,14 @@ fn batch_chunk_full_attn_moe( layer.wq.k, n, )?; - } else if qkv_is_q8 && q8_wmma_arch && qkv_same_dtype { - debug_assert!( - matches!(layer.wk.gpu_dtype, DType::Q8_0) && matches!(layer.wv.gpu_dtype, DType::Q8_0), - "FAMoe qkv Q8 WMMA dispatch requires all of wq/wk/wv to be Q8_0", - ); + } else if qkv_is_q8 + && q8_wmma_arch + && all_q8_0(&[layer.wq.gpu_dtype, layer.wk.gpu_dtype, layer.wv.gpu_dtype]) + { + // All three checked at runtime rather than by `qkv_same_dtype` plus a + // `debug_assert!`: the equality predicate and the Q8_0 anchor are two + // facts, and only their conjunction licenses one fused Q8_0-stride + // launch over three buffers. run_fused_qkv_key( gpu, hipfire_dispatch::types::KernelKey::FusedQkvQ8_0, @@ -6723,10 +6993,10 @@ fn batch_chunk_full_attn_moe( layer.wq.k, n, )?; - } else if (qkv_is_q8 || qkv_is_lowbit) && qkv_same_dtype { + } else if is_unfused_plain_gemm_dtype(layer.wq.gpu_dtype) && qkv_same_dtype { run_plain_gemm_key( gpu, - plain_gemm_key_for(layer.wq.gpu_dtype), + plain_gemm_key_for(layer.wq.gpu_dtype)?, &layer.wq.buf, layer.wq.gpu_dtype, &pbs.x_rot_batch, @@ -6737,7 +7007,7 @@ fn batch_chunk_full_attn_moe( )?; run_plain_gemm_key( gpu, - plain_gemm_key_for(layer.wk.gpu_dtype), + plain_gemm_key_for(layer.wk.gpu_dtype)?, &layer.wk.buf, layer.wk.gpu_dtype, &pbs.x_rot_batch, @@ -6748,7 +7018,7 @@ fn batch_chunk_full_attn_moe( )?; run_plain_gemm_key( gpu, - plain_gemm_key_for(layer.wv.gpu_dtype), + plain_gemm_key_for(layer.wv.gpu_dtype)?, &layer.wv.buf, layer.wv.gpu_dtype, &pbs.x_rot_batch, @@ -6935,18 +7205,13 @@ fn batch_chunk_full_attn_moe( // — catastrophic stride mismatch produces a single-token // attractor on AWQ A3B's 4/40 FA layers with MQ6 wo). let fa_wo_is_q8 = matches!(layer.wo.gpu_dtype, DType::Q8_0); - // TQ2G128/BQ1G128 have no fused qkvza/gate_up/qkv kernel, so they take - // the same UNFUSED plain-GEMM strategy as Q8 rather than falling through - // to the HFQ4 arm, which would read these packed blocks at the wrong - // stride and produce fluent-but-wrong tokens. - let fa_wo_is_lowbit = matches!(layer.wo.gpu_dtype, DType::TQ2G128 | DType::BQ1G128); let fa_wo_is_6bit = matches!(layer.wo.gpu_dtype, DType::MQ6G256 | DType::HFQ6G256); // Phase 1.6 (PARO FullAttnMoe wo): own Givens rotation table, // 72 B/group HFQ4G128 layout. Rotate fa_attn_out_batch by wo's // paro into fa_attn_out_rot_batch, then HFQ4G128 GEMM into a // scratch, then add into x_batch. let fa_wo_is_paro = matches!(layer.wo.gpu_dtype, DType::ParoQ4G128); - let fa_wo_input = if fa_wo_is_q8 { + let fa_wo_input = if fa_wo_is_q8 || matches!(layer.wo.gpu_dtype, DType::F16) { &pbs.fa_attn_out_batch } else if fa_wo_is_paro { let paro_wo = layer.wo.paro.as_ref().unwrap_or_else(|| { @@ -7000,14 +7265,14 @@ fn batch_chunk_full_attn_moe( layer.wo.k, n, )?; - } else if fa_wo_is_q8 || fa_wo_is_lowbit { + } else if is_unfused_plain_gemm_dtype(layer.wo.gpu_dtype) { // Non-WMMA Q8: GEMM into a scratch then add into x_batch. // Reuse `fa_attn_out_rot_batch` (free since MQ4 rotate // didn't run here) as scratch. let scratch = pbs.fa_attn_out_rot_batch.sub_offset(0, n * layer.wo.m); run_plain_gemm_key( gpu, - plain_gemm_key_for(layer.wo.gpu_dtype), + plain_gemm_key_for(layer.wo.gpu_dtype)?, &layer.wo.buf, layer.wo.gpu_dtype, fa_wo_input, @@ -7052,6 +7317,10 @@ fn batch_chunk_full_attn_moe( } // Batched MoE FFN. + // DIAG: x_batch after the LA/attention residual, BEFORE the MoE FFN. + // Splits a per-layer divergence into "attention half" vs "FFN half" + // without another build. + dump_hidden_localize(gpu, &pbs.x_batch, n, start_pos, dim, layer_idx, "attn_b"); prefill_moe_ffn_body_batched( gpu, &layer.ffn, @@ -9393,4 +9662,165 @@ mod tests { let full_chunk = moe_grouped_m_total_bound(2048, 256); assert_eq!(full_chunk, 5888); } + + // ── Escha-W2 batched prefill (task perf-3) ─────────────────────────── + + /// `is_batchable_la` admits F16 on WMMA arches only. + /// + /// The arch gate is not decoration. The only batched F16 GEMM is + /// `gemm_f16_wmma_mb8`, which hard-ERRORS without wave32 WMMA, and an + /// admitted-then-erroring layer is not a graceful fallback: the error + /// propagates out of `forward_prefill_batch`. Refusal here is what keeps a + /// non-WMMA arch on the per-token path it already takes. + #[test] + fn is_batchable_la_f16_is_wmma_arch_only() { + for arch in [ + "gfx1100", "gfx1101", "gfx1102", "gfx1103", "gfx1150", "gfx1151", "gfx1152", "gfx1200", + "gfx1201", + ] { + assert!( + is_batchable_la(DType::F16, arch), + "F16 must be batchable on {arch}" + ); + } + for arch in [ + "gfx906", "gfx908", "gfx942", "gfx1010", "gfx1030", "gfx1031", + ] { + assert!( + !is_batchable_la(DType::F16, arch), + "F16 must NOT be batchable on {arch} — gemm_f16_wmma_mb8 errors there" + ); + } + } + + /// `plain_gemm_key_for` resolves exactly the dtypes + /// `is_unfused_plain_gemm_dtype` admits, and ERRORS on everything else. + /// + /// The two must stay in lockstep. The dangerous direction is a dtype the + /// matchers route to the unfused path with no arm here: before this change + /// the `_ =>` default was `GemmQ8_0BatchedChunked`, so any such dtype was + /// read at a Q8_0 stride — 34-byte blocks of 32 int8 plus an f16 scale — + /// over bytes with a different layout. That is finite, fluent, wrong. + #[test] + fn plain_gemm_key_matches_the_unfused_dtype_set() { + use hipfire_dispatch::types::KernelKey as K; + // Behaviour-preserving for every dtype that reached this before. + assert_eq!( + plain_gemm_key_for(DType::Q8_0).unwrap(), + K::GemmQ8_0BatchedChunked + ); + assert_eq!( + plain_gemm_key_for(DType::TQ2G128).unwrap(), + K::GemmTQ2G128Prefill + ); + assert_eq!( + plain_gemm_key_for(DType::BQ1G128).unwrap(), + K::GemmBQ1G128Prefill + ); + // New arm. NOT GemmF16 / GemmF16Tiled: those write Y as [M, N] while + // every batched-prefill consumer reads [N, M], so picking one of them + // would transpose the output silently. + assert_eq!(plain_gemm_key_for(DType::F16).unwrap(), K::GemmF16WmmaMb8); + for dt in [DType::Q8_0, DType::TQ2G128, DType::BQ1G128, DType::F16] { + assert!( + is_unfused_plain_gemm_dtype(dt), + "{dt:?} resolves a key but is not in the unfused set" + ); + } + // Everything else must ERROR, not guess. + for dt in [ + DType::MQ4G256, + DType::MQ6G256, + DType::MQ3G256, + DType::F32, + DType::ParoQ4G128, + DType::MFP4G32E8, + ] { + assert!( + !is_unfused_plain_gemm_dtype(dt), + "{dt:?} must not be in the unfused set" + ); + assert!( + plain_gemm_key_for(dt).is_err(), + "{dt:?} must error rather than fall through to a Q8_0-stride GEMM" + ); + } + } + + /// The fused Q8_0 QKVZA/QKV/gate+up kernels read several weights in ONE + /// launch at the Q8_0 stride, so the arm must check ALL of them. + /// + /// This was a `debug_assert!` — compiled out of release — and it was + /// unreachable only because `is_batchable_la` refused F16. escha-35b has + /// Q8_0 `wqkv`/`wz` beside F16 `w_alpha`/`w_beta`, so admitting F16 made a + /// Q8_0-strided read of F16 bytes reachable in a release build. + #[test] + fn all_q8_0_rejects_a_mixed_layer() { + assert!(all_q8_0(&[DType::Q8_0; 4])); + assert!(all_q8_0(&[])); + // The exact escha shape: the anchor weight is Q8_0, two others are not. + assert!(!all_q8_0(&[ + DType::Q8_0, + DType::Q8_0, + DType::F16, + DType::F16 + ])); + assert!(!all_q8_0(&[DType::Q8_0, DType::MQ4G256])); + } + + /// The escha admission arm, and the proof that it is ADDITIVE. + /// + /// The same six dtypes without the escha marker must still be refused — + /// otherwise this arm would be admitting some other model's layer to an + /// executor that assumes escha's rotated weight domain and its H128 pair. + #[test] + fn moe_prefill_escha_arm_requires_the_escha_marker() { + let mut d = MoePrefillDtypes::uniform(DType::Q8_0); + d.router = DType::F16; + d.shared_expert_scalar_gate = DType::F16; + // shared expert + routed experts are Q8_0 from `uniform`. + assert!( + !moe_ffn_batched_admissible_for_dtypes(&d, false, false, false, false), + "Q8_0 routed + Q8_0 shared must stay refused WITHOUT the escha marker — no other \ + arm serves that combination and the escha executor must not see a non-escha layer" + ); + d.escha = true; + assert!( + moe_ffn_batched_admissible_for_dtypes(&d, false, false, false, false), + "the escha arm must admit F16 router + F16 scalar gate + Q8_0 shared + Q8_0 routed" + ); + // The marker alone is not enough: the executor hard-codes the Q8_0 + // block decode, so a non-Q8_0 routed projection must still refuse. + let mut mixed = d; + mixed.expert_down = DType::MQ4G256; + assert!(!moe_ffn_batched_admissible_for_dtypes( + &mixed, false, false, false, false + )); + } + + /// Widening `router_ok` / `shared_gate_ok` to F16 must not change any + /// decision for a model whose router and scalar gate were already + /// admissible — the additivity claim, checked rather than asserted. + #[test] + fn moe_prefill_f16_router_widening_is_additive() { + for base in [DType::MQ4G256, DType::MQ4G256V2] { + let d = MoePrefillDtypes::uniform(base); + // Admitted before and after; the F16 arms are simply not reached. + assert!(moe_ffn_batched_admissible_for_dtypes( + &d, false, false, false, false + )); + } + // A router dtype that is in NEITHER the old nor the new allowlist must + // still refuse — the widening added F16 and nothing else. + let mut d = MoePrefillDtypes::uniform(DType::MQ4G256); + d.router = DType::MQ6G256; + assert!(!moe_ffn_batched_admissible_for_dtypes( + &d, true, false, false, false + )); + d.router = DType::MQ4G256; + d.shared_expert_scalar_gate = DType::MQ3G256; + assert!(!moe_ffn_batched_admissible_for_dtypes( + &d, true, false, false, false + )); + } } diff --git a/crates/hipfire-dispatch/src/families/moe.rs b/crates/hipfire-dispatch/src/families/moe.rs index 953741b8f..a09dc66bd 100644 --- a/crates/hipfire-dispatch/src/families/moe.rs +++ b/crates/hipfire-dispatch/src/families/moe.rs @@ -905,6 +905,24 @@ pub struct MoePrefillParams<'a> { /// no all-reduce). `None` (the default) accumulates routed into `x_batch`, /// byte-identical to pre-EP behavior. pub routed_out: Option<&'a GpuTensor>, + /// Escha-W2 transform tables for this layer. `Some` iff the layer's routed + /// experts are escha-coded AND the indexed route is enabled — the same + /// marker `MoePrefillDtypes::escha` gates admission on, so a layer cannot + /// be admitted to batched prefill and then arrive here without the tables + /// the executor needs. `None` for every other model: the escha branch in + /// [`crate::pipeline::run_moe_prefill`] is skipped entirely and Path 1 / + /// Path 2 run exactly as they do today. + /// + /// Only the FOUR `[E, ·]` transform tables are read — the `[k]`-sized + /// decode scratch fields of `EschaRoutedRefs` are ignored here, because + /// batched prefill uses the model-global `[n_tokens × k]` scratch from + /// `Gpu::ensure_escha_prefill_scratch` instead. + pub escha: Option>, + /// Model hidden size. Decode's `MoeParams` already carries this; prefill + /// did not need it until the escha branch, whose H128 transforms are sized + /// by it (`down_m` happens to equal it, but relying on that coincidence is + /// how a shape bug gets written). + pub hidden: usize, } /// Resolved dispatch plan for the qwen35 batched MoE prefill routed block. diff --git a/crates/hipfire-dispatch/src/pipeline/escha.rs b/crates/hipfire-dispatch/src/pipeline/escha.rs index 920849371..d0254835a 100644 --- a/crates/hipfire-dispatch/src/pipeline/escha.rs +++ b/crates/hipfire-dispatch/src/pipeline/escha.rs @@ -80,7 +80,7 @@ //! bit-exactly against `escha_ref` by //! `rdna-compute/examples/test_escha_h128_gpu_vs_cpu.rs`. -use rdna_compute::{Gpu, GpuTensor}; +use rdna_compute::{EschaXGroup, Gpu, GpuTensor}; use crate::context::DispatchCtx; use crate::families::gemv::{GemvFamily, WeightRef}; @@ -236,7 +236,7 @@ pub fn escha_routed_decode( e.xh_gu, hidden, k, - false, + EschaXGroup::Broadcast, ))?; // ── 2. gate_up GEMV per selected expert ─────────────────────────────── @@ -257,7 +257,7 @@ pub fn escha_routed_decode( e.y_gu, 2 * mi, k, - true, + EschaXGroup::PerSlot, ))?; // ── 4. SwiGLU on the f16-rounded merged output, gate = FIRST half ───── @@ -272,7 +272,7 @@ pub fn escha_routed_decode( e.xh_dn, mi, k, - true, + EschaXGroup::PerSlot, ))?; // ── 6. down GEMV per selected expert ────────────────────────────────── @@ -291,7 +291,7 @@ pub fn escha_routed_decode( e.y_dn, hidden, k, - true, + EschaXGroup::PerSlot, ))?; // ── 8. weighted combine into the residual, ONE launch ───────────────── @@ -402,7 +402,7 @@ pub fn escha_routed_decode_indexed( e.xh_gu, hidden, k, - false, + EschaXGroup::Broadcast, ))?; // ── 2. gate_up GEMV for ALL k experts, ONE launch ───────────────────── @@ -425,7 +425,7 @@ pub fn escha_routed_decode_indexed( e.y_gu, 2 * mi, k, - true, + EschaXGroup::PerSlot, ))?; // ── 4. SwiGLU on the f16-rounded merged output, gate = FIRST half ───── @@ -440,7 +440,7 @@ pub fn escha_routed_decode_indexed( e.xh_dn, mi, k, - true, + EschaXGroup::PerSlot, ))?; // ── 6. down GEMV for ALL k experts, ONE launch ──────────────────────── @@ -463,10 +463,232 @@ pub fn escha_routed_decode_indexed( e.y_dn, hidden, k, - true, + EschaXGroup::PerSlot, ))?; // ── 8. weighted combine into the residual, ONE launch ───────────────── hip!(gpu.moe_down_combine_k8_batched(e.y_dn, e.weights, out, hidden, k, 1))?; Ok(()) } + +/// Run the routed half of one Escha-W2 MoE layer for a BATCH of `n_tokens`, +/// with the routing left on the device. +/// +/// The batched-prefill twin of [`escha_routed_decode_indexed`]. Same eight +/// phases, same H128 pair, same kernels — the ONLY change is that `slots` is +/// `n_tokens * k` instead of `k`. +/// +/// # Why that is enough, and why it is bit-identical per slot +/// +/// Every kernel in the pipeline is already purely slot-parallel: +/// +/// * `escha_gemv_q8_0_moe_k8_indexed_batched` (and its wide sibling) take +/// `krank = blockIdx.y`, read `x_batch + krank*K`, write `y_batch + krank*M` +/// and address the expert through `expert_ptrs[topk_indices[krank]]`. No +/// loop bound, accumulator, unroll or reduction depends on how many slots +/// there are, so slot `s` computes exactly the same sum in exactly the same +/// order whether the launch carried 8 slots or 2 048. +/// * `escha_h128_out_batched`, `escha_swiglu_batched` and +/// `moe_down_combine_k8_batched` are already `[slots, ...]` / +/// `[N, K_TOP, M]`-shaped and need nothing. +/// * `escha_h128_in_batched` needed the one change: its input-side activation +/// was either broadcast to every slot or one row per slot, and batched +/// prefill needs one row per TOKEN shared by that token's `k` slots. Hence +/// [`EschaXGroup::Grouped`]. +/// +/// That per-slot invariance is the reason the routed half of batched prefill +/// is asserted EQUAL to the per-token route rather than close to it — see the +/// gate in `hipfire-arch-qwen35/examples/escha_prefill_batch_gate.rs`. (The +/// DENSE half is not bit-identical: a batched WMMA GEMM does not accumulate +/// like a batch-1 GEMV.) +/// +/// # Slot layout +/// +/// Token-major: slot `s` is token `s / k`, rank `s % k`. This is the layout +/// `moe_topk_renorm_k8_batched` already writes `topk_indices` / `topk_weights` +/// in, and the layout `moe_down_combine_k8_batched` already reads +/// `expert_outputs` in, so nothing is permuted anywhere in this function. +/// +/// `out` (`[n_tokens, hidden]`) is accumulated into, never overwritten. +#[allow(clippy::too_many_arguments)] +pub fn escha_routed_prefill_indexed( + gpu: &mut Gpu, + tables: &EschaRoutedRefs<'_>, + scratch: &rdna_compute::scratch::EschaPrefillViews, + r: &EschaIndexedRouting<'_>, + out: &GpuTensor, + x_norm_batch: &GpuTensor, + hidden: usize, + mi: usize, + k: usize, + n_tokens: usize, +) -> Result<(), DispatchError> { + macro_rules! hip { + ($ex:expr) => { + $ex.map_err(|err| DispatchError::Hip(err.to_string())) + }; + } + // `moe_down_combine_k8_batched` unrolls to a hard 8 slots per token + // (`k < K_TOP` guard inside a `for k in 0..8`), so it silently DROPS ranks + // 8.. rather than failing. Same bound as both decode routes. + if k == 0 || k > 8 { + return Err(DispatchError::UnsupportedVariant { + family: "moe", + variant: "escha-routed-prefill-supports-k<=8", + arch: "", + quant: "", + }); + } + if n_tokens == 0 { + return Err(DispatchError::UnsupportedVariant { + family: "moe", + variant: "escha-routed-prefill-empty-batch", + arch: "", + quant: "", + }); + } + let slots = n_tokens + .checked_mul(k) + .ok_or(DispatchError::UnsupportedVariant { + family: "moe", + variant: "escha-routed-prefill-slot-overflow", + arch: "", + quant: "", + })?; + // The indexed GEMVs put `slots` on grid.y, which HIP caps at 65 535. Above + // that the launch would be truncated, not rejected — tokens past the cap + // would silently contribute nothing to the residual, which reads as a + // mildly worse model rather than as a failure. + if slots > 65_535 { + return Err(DispatchError::UnsupportedVariant { + family: "moe", + variant: "escha-routed-prefill-slots-exceed-grid-y", + arch: "", + quant: "", + }); + } + // The scratch is model-global and grows on demand, and its views are cut + // to a specific slot count; a caller that cut them for a different chunk + // would have every kernel here read or write the wrong extent. The + // wrappers also length-check exactly, so this is belt and braces — but it + // names the mistake instead of reporting a numel mismatch six frames down. + if scratch.slots != slots { + return Err(DispatchError::UnsupportedVariant { + family: "moe", + variant: "escha-prefill-scratch-slot-mismatch", + arch: "", + quant: "", + }); + } + // Same shape contract as the decode route: the GEMVs read + // `expert_ptrs[topk_indices[slot]]` on device, so a mis-sized weight table + // is an out-of-bounds READ, not a wrong answer, and a projection whose + // shape disagrees with the scratch would have the GEMV write past the end + // of `mid_gu` / `mid_dn`. + if r.gate_up_m != 2 * mi || r.gate_up_k != hidden || r.down_m != hidden || r.down_k != mi { + return Err(DispatchError::UnsupportedVariant { + family: "moe", + variant: "escha-indexed-routed-shape-mismatch", + arch: "", + quant: "", + }); + } + + let weights = &scratch.weights; + let xh_gu = &scratch.xh_gu; + let mid_gu = &scratch.mid_gu; + let y_gu = &scratch.y_gu; + let h = &scratch.h; + let xh_dn = &scratch.xh_dn; + let mid_dn = &scratch.mid_dn; + let y_dn = &scratch.y_dn; + // `topk_indices` / `topk_weights` are the [max_batch x k] prefill scratch; + // only the first `slots` entries are this chunk's. + let ids = r.topk_indices.sub_offset(0, slots); + let raw_weights = r.topk_weights.sub_offset(0, slots); + + // ── 0. f16-round the combine weights, ONE launch, out-of-place ──────── + hip!(gpu.escha_round_weights_f16_rne(&raw_weights, weights, slots))?; + + // ── 1. gate_up input transform, all slots, ONE launch ───────────────── + // Grouped(k): slot s reads token s/k's row of `x_norm_batch`. This is the + // one place batched prefill differs from decode, which broadcasts a single + // row to all k slots. + hip!(gpu.escha_h128_batched( + "escha_h128_in_batched", + x_norm_batch, + tables.gate_up_rin, + &ids, + xh_gu, + hidden, + slots, + EschaXGroup::Grouped(k), + ))?; + + // ── 2. gate_up GEMV for ALL slots, ONE launch ───────────────────────── + hip!(gpu.escha_gemv_q8_0_moe_k8_indexed_batched( + r.expert_gate_up_ptrs, + &ids, + xh_gu, + mid_gu, + r.gate_up_m, + r.gate_up_k, + slots, + ))?; + + // ── 3. gate_up output transform, ONE launch ─────────────────────────── + hip!(gpu.escha_h128_batched( + "escha_h128_out_batched", + mid_gu, + tables.gate_up_rout, + &ids, + y_gu, + 2 * mi, + slots, + EschaXGroup::PerSlot, + ))?; + + // ── 4. SwiGLU on the f16-rounded merged output, gate = FIRST half ───── + hip!(gpu.escha_swiglu_batched(y_gu, h, mi, slots))?; + + // ── 5. down input transform, ONE launch (per-slot activation) ───────── + hip!(gpu.escha_h128_batched( + "escha_h128_in_batched", + h, + tables.down_rin, + &ids, + xh_dn, + mi, + slots, + EschaXGroup::PerSlot, + ))?; + + // ── 6. down GEMV for ALL slots, ONE launch ──────────────────────────── + hip!(gpu.escha_gemv_q8_0_moe_k8_indexed_batched( + r.expert_down_ptrs, + &ids, + xh_dn, + mid_dn, + r.down_m, + r.down_k, + slots, + ))?; + + // ── 7. down output transform, ONE launch ────────────────────────────── + hip!(gpu.escha_h128_batched( + "escha_h128_out_batched", + mid_dn, + tables.down_rout, + &ids, + y_dn, + hidden, + slots, + EschaXGroup::PerSlot, + ))?; + + // ── 8. weighted combine into the residual, ONE launch ───────────────── + // `[n_tokens, k, hidden]` folded into `[n_tokens, hidden]`; blockIdx.y is + // already the token, so this is the same kernel decode uses at n = 1. + hip!(gpu.moe_down_combine_k8_batched(y_dn, weights, out, hidden, k, n_tokens))?; + Ok(()) +} diff --git a/crates/hipfire-dispatch/src/pipeline/mod.rs b/crates/hipfire-dispatch/src/pipeline/mod.rs index 5140ce921..ea3821245 100644 --- a/crates/hipfire-dispatch/src/pipeline/mod.rs +++ b/crates/hipfire-dispatch/src/pipeline/mod.rs @@ -20,6 +20,7 @@ pub mod superop; /// Escha-W2 routed-expert decode executor (Task 10). Replaces step 4 of the /// CPU-top-K fallback for escha layers; everything else stays arch-6 code. pub mod escha; +pub mod route_trace; pub struct Pipeline { pub ops: &'static [PipelineOp], @@ -1240,6 +1241,12 @@ pub fn run_moe_decode( // // It returns rather than falling through: it has already accumulated the // routed contribution into `out_target`, so the generic body must not run. + // Selection capture (off unless HIPFIRE_ESCHA_ROUTE_TRACE is set). Placed + // after top-k and before any routed body, so it records what the expert + // GEMVs are about to index with on EITHER decode route. + if crate::pipeline::route_trace::enabled() { + crate::pipeline::route_trace::record(gpu, p.topk_indices, p.batch_size, p.k); + } if escha_indexed_supported { let escha = p .escha @@ -3385,6 +3392,73 @@ pub fn run_moe_prefill( // partials equals the full single-GPU routed combine. let out_target: &GpuTensor = p.routed_out.unwrap_or(p.x_batch); + // ── Escha-W2 routed experts, batched + indexed ─────────────────────────── + // + // Mirrors the escha branch in `run_moe_decode`, and for the same reason: + // escha weights live in a ROTATED domain, so Path 1 and Path 2 below — + // which feed the activation straight into the expert GEMVs and combine the + // raw result — would omit both Hadamard transforms and emit finite, + // fluent, ~1e-1-wrong output with nothing to catch it. This branch RETURNS; + // it has already accumulated the routed contribution into `out_target`. + // + // It runs BEFORE the Path 2 scatter so escha never pays for a scatter it + // does not use. + if let Some(escha) = p.escha.as_ref() { + // The same four refusals the two decode escha branches make, for the + // same reasons. Kept verbatim rather than factored out: each one is a + // claim about THIS executor, and a shared helper would let a future + // divergence between the routes go unnoticed. + // + // AWQ / graded tiers: the escha executor has no arm for either. + if p.expert_down_awq_ptrs.is_some() || p.expert_dtype_tags.is_some() { + return Err(DispatchError::UnsupportedVariant { + family: "moe", + variant: "escha-routed-with-awq-or-graded-tiers", + arch: "", + quant: "", + }); + } + // Hessian capture keyed on the activation would record the H128 + // outputs instead of the raw pre-rotation activations, silently + // poisoning the Hessians. + if gpu.hessian_capture.is_some() { + return Err(DispatchError::UnsupportedVariant { + family: "moe", + variant: "escha-routed-hessian-capture-unsupported", + arch: "", + quant: "", + }); + } + // The escha executor always folds the weighted combine into the layer + // (phase 8); there is no expanded, uncombined `down_expanded` to hand + // back. (Prefill has no `defer_routed_combine` flag today — the decode + // branch refuses one — so this is recorded as a comment rather than a + // dead check. If prefill gains the flag, it must refuse here.) + let slots = total_slots; + let scratch = hip!(gpu.ensure_escha_prefill_scratch(slots, p.hidden, mi))?; + return crate::pipeline::escha::escha_routed_prefill_indexed( + gpu, + escha, + &scratch, + &crate::pipeline::escha::EschaIndexedRouting { + expert_gate_up_ptrs: p.expert_gate_up_ptrs, + expert_down_ptrs: p.expert_down_ptrs, + topk_indices: p.topk_indices, + topk_weights: p.topk_weights, + gate_up_m: 2 * mi, + gate_up_k, + down_m, + down_k, + }, + out_target, + p.x_norm_batch, + p.hidden, + mi, + k_top, + n, + ); + } + // ── Path 2 scatter pipeline ─────────────────────────────────────── let mut path2_m_total: usize = 0; if res.use_path2 { diff --git a/crates/hipfire-dispatch/src/pipeline/route_trace.rs b/crates/hipfire-dispatch/src/pipeline/route_trace.rs new file mode 100644 index 000000000..5b3dd0135 --- /dev/null +++ b/crates/hipfire-dispatch/src/pipeline/route_trace.rs @@ -0,0 +1,118 @@ +// SPDX-License-Identifier: MIT OR Apache-2.0 +// hipfire — see LICENSE and NOTICE in the project root. +//! Opt-in capture of the routed-expert SELECTION, so "prefill and decode +//! sometimes choose different experts" can be a measured rate instead of an +//! estimate. +//! +//! # Why the selection and not the router logits +//! +//! It is tempting to capture the logits and re-run top-k on the host. That +//! measures a different thing: the device kernels +//! (`moe_router_softmax_topk_k8_*` / `moe_topk_renorm_k8_batched`) have their +//! own ordering and tie-breaking, and a host re-implementation would attribute +//! its own disagreements with them to the routes. What matters is what the +//! model actually computed with, so this records the `topk_indices` buffer the +//! expert GEMVs are about to index with. +//! +//! # Why it is a file and not a return value +//! +//! The two routes being compared are a batched prefill and a per-token loop; +//! they are called from different places, produce a different number of +//! records per call, and neither has a natural channel back to the caller that +//! wants the comparison. A trace file keyed by call order is the cheapest +//! thing that lets one gate read both. +//! +//! Off unless `HIPFIRE_ESCHA_ROUTE_TRACE` names a path. When off, the only +//! cost is one relaxed atomic load per MoE layer. +//! +//! # Record format +//! +//! Little-endian, appended in CALL ORDER: +//! +//! ```text +//! u32 n_tokens // rows in this record (1 for decode, chunk size for prefill) +//! u32 k // experts per token +//! i32 ids[n_tokens*k] // token-major: row t is ids[t*k .. (t+1)*k] +//! ``` +//! +//! A reader reconstructs `(token, layer)` from call order: every MoE layer +//! emits exactly one record per forward, so with `L` MoE layers the j-th +//! record of a per-token run is `(token = j / L, layer = j % L)` and the j-th +//! record of a batched run covering one chunk is `(layer = j % L)` with its +//! `n_tokens` rows being that chunk's tokens in order. Readers MUST check the +//! totals agree rather than assuming — see the gate. + +use std::fs::File; +use std::io::Write; +use std::sync::Mutex; +use std::sync::OnceLock; + +use rdna_compute::{Gpu, GpuTensor}; + +fn sink() -> &'static Mutex> { + static SINK: OnceLock>> = OnceLock::new(); + SINK.get_or_init(|| { + let f = hipfire_config::developer_var("HIPFIRE_ESCHA_ROUTE_TRACE") + .ok() + .and_then(|path| match File::create(&path) { + Ok(f) => Some(f), + Err(e) => { + eprintln!("[escha-route-trace] cannot create {path}: {e}"); + None + } + }); + Mutex::new(f) + }) +} + +/// Redirect the trace to a new file, closing the previous one. +/// +/// Exists because the comparison this module serves needs TWO traces from ONE +/// process (a batched arm and a per-token arm over the same prompt, with the +/// model loaded once — it is 37.5 GB). Re-reading the env var would not work: +/// the sink is initialised on first use, which is inside the first MoE layer, +/// long before the second arm starts. +pub fn reopen(path: &str) { + let f = match File::create(path) { + Ok(f) => Some(f), + Err(e) => { + eprintln!("[escha-route-trace] cannot create {path}: {e}"); + None + } + }; + if let Ok(mut slot) = sink().lock() { + *slot = f; + } +} + +/// True when tracing is on. Callers should check this before doing anything +/// expensive (the capture below forces a device sync). +pub fn enabled() -> bool { + sink().lock().map(|s| s.is_some()).unwrap_or(false) +} + +/// Append one layer's selection. +/// +/// `topk_indices` is the device buffer the routed GEMVs index with: `i32` +/// expert ids stored in an F32 tensor (the same 4-bytes-per-element +/// reinterpretation `moe_topk_renorm_k8_batched` writes). Only the first +/// `n_tokens * k` entries are read — the buffer itself is usually the larger +/// `[max_batch x k]` scratch. +/// +/// Synchronises the device: this is a diagnostic, and a capture that raced the +/// kernel that produced the values would measure nothing. +pub fn record(gpu: &Gpu, topk_indices: &GpuTensor, n_tokens: usize, k: usize) { + let want = n_tokens * k; + if gpu.hip.device_synchronize().is_err() { + return; + } + let mut bytes = vec![0u8; want * 4]; + if gpu.hip.memcpy_dtoh(&mut bytes, &topk_indices.buf).is_err() { + return; + } + let Ok(mut slot) = sink().lock() else { return }; + let Some(f) = slot.as_mut() else { return }; + let _ = f.write_all(&(n_tokens as u32).to_le_bytes()); + let _ = f.write_all(&(k as u32).to_le_bytes()); + let _ = f.write_all(&bytes); +} diff --git a/crates/rdna-compute/examples/test_escha_h128_gpu_vs_cpu.rs b/crates/rdna-compute/examples/test_escha_h128_gpu_vs_cpu.rs index 5adf5bfd9..68ab806ad 100644 --- a/crates/rdna-compute/examples/test_escha_h128_gpu_vs_cpu.rs +++ b/crates/rdna-compute/examples/test_escha_h128_gpu_vs_cpu.rs @@ -4,6 +4,7 @@ //! butterfly order is also self-inverse and would pass it while being wrong. use hipfire_quantize::escha_ref; use hipfire_quantize::float16::f16_to_f32; +use rdna_compute::EschaXGroup; fn main() { let n = 2048usize; @@ -101,7 +102,7 @@ fn batched_vs_ref(gpu: &mut rdna_compute::Gpu, n: usize) { &d_out, n, slots, - false, + EschaXGroup::Broadcast, ) .expect("in batched (broadcast)"); let got = gpu.download_f32(&d_out).expect("dl"); @@ -129,7 +130,7 @@ fn batched_vs_ref(gpu: &mut rdna_compute::Gpu, n: usize) { &d_out, n, slots, - true, + EschaXGroup::PerSlot, ) .expect("in batched (per-slot)"); let got = gpu.download_f32(&d_out).expect("dl"); @@ -151,6 +152,117 @@ fn batched_vs_ref(gpu: &mut rdna_compute::Gpu, n: usize) { ); assert_eq!(bad, 0); + // ── in, GROUPED x (Task perf-3: batched prefill) ───────────────────── + // + // The third `x_group` case, gated exactly like the other two: bit-exact + // against `escha_ref`, never against the other kernel arms. + // + // This is the case batched prefill needs and neither existing case covers: + // `slots = n_tokens * k` laid out token-major, with all `k` slots of a + // token reading THAT TOKEN's activation row. `slots = 4`, `g = 2` means + // two tokens of two experts each: slots 0,1 read x row 0 and slots 2,3 + // read x row 1. + // + // Getting the group arithmetic wrong is silent, not loud. `slot * n` + // (the PerSlot formula) against a `[slots/g, n]` buffer reads off the end + // for the later slots; `slot / g` with the wrong `g` reads a real, + // full-magnitude activation belonging to a DIFFERENT token — plausible + // output, wrong answer. Only an oracle comparison distinguishes them, + // which is why this is here rather than a round-trip or a self-check. + // + // The ids list still repeats an expert and is still unsorted, and the two + // tokens' rows differ, so an implementation that broadcast row 0 to + // everything (the `x_group <= 0` arm firing by accident) fails on slots + // 2 and 3 rather than passing by luck. + let group = 2usize; + assert_eq!(slots % group, 0, "grouped case needs g | slots"); + let n_tokens = slots / group; + let xg: Vec = (0..n_tokens * n) + .map(|i| ((i * 23) as f32 * 0.0091).sin() * 0.75) + .collect(); + let d_xg = up(gpu, &xg); + gpu.escha_h128_batched( + "escha_h128_in_batched", + &d_xg, + &d_rin, + &d_ids, + &d_out, + n, + slots, + EschaXGroup::Grouped(group), + ) + .expect("in batched (grouped)"); + let got = gpu.download_f32(&d_out).expect("dl"); + let mut bad = 0usize; + for (s, &e) in ids.iter().enumerate() { + let tok = s / group; + let want = escha_ref::input_transform( + &xg[tok * n..(tok + 1) * n], + &r_in[e as usize * n..(e as usize + 1) * n], + ); + for i in 0..n { + if got[s * n + i] != f16_to_f32(want[i]) { + bad += 1; + } + } + } + println!( + "h128_in_batched (grouped x, g={group}): {bad} mismatched of {}", + slots * n + ); + assert_eq!(bad, 0); + + // Grouped(1) must be byte-identical to PerSlot — the backward-compatibility + // claim the kernel change rests on, checked rather than asserted in a + // comment. (Grouped(0) is rejected by the wrapper, not silently treated as + // broadcast, so there is nothing to check for it here.) + gpu.escha_h128_batched( + "escha_h128_in_batched", + &d_xk, + &d_rin, + &d_ids, + &d_out, + n, + slots, + EschaXGroup::Grouped(1), + ) + .expect("in batched (grouped g=1)"); + let got_g1 = gpu.download_f32(&d_out).expect("dl"); + gpu.escha_h128_batched( + "escha_h128_in_batched", + &d_xk, + &d_rin, + &d_ids, + &d_out, + n, + slots, + EschaXGroup::PerSlot, + ) + .expect("in batched (per-slot recheck)"); + let got_ps = gpu.download_f32(&d_out).expect("dl"); + assert_eq!( + got_g1, got_ps, + "Grouped(1) must be byte-identical to PerSlot" + ); + println!("h128_in_batched: Grouped(1) == PerSlot, byte-identical"); + + // A group that does not divide `slots` must be REFUSED, not truncated: + // a ragged tail would read a wrong row for the last slots, silently. + assert!( + gpu.escha_h128_batched( + "escha_h128_in_batched", + &d_xg, + &d_rin, + &d_ids, + &d_out, + n, + slots, + EschaXGroup::Grouped(3), + ) + .is_err(), + "a group size that does not divide slots must be rejected" + ); + // ── out ────────────────────────────────────────────────────────────── gpu.escha_h128_batched( "escha_h128_out_batched", @@ -160,7 +272,7 @@ fn batched_vs_ref(gpu: &mut rdna_compute::Gpu, n: usize) { &d_out, n, slots, - true, + EschaXGroup::PerSlot, ) .expect("out batched"); let got = gpu.download_f32(&d_out).expect("dl"); diff --git a/crates/rdna-compute/src/dispatch.rs b/crates/rdna-compute/src/dispatch.rs index 93c35b50a..ac8da406e 100644 --- a/crates/rdna-compute/src/dispatch.rs +++ b/crates/rdna-compute/src/dispatch.rs @@ -1235,6 +1235,7 @@ impl Gpu { mq_x_scales: None, mq_rmsnorm_wavegrid_scratch: None, gemv_residual_tmp: None, + escha_prefill: None, paro_x_scratch: None, paro_fused_scratch: None, fp16_x_scratch: None, @@ -2927,6 +2928,25 @@ impl Gpu { .ensure_gemv_residual_tmp(&self.hip, self.device_id, min_elems) } + /// Model-global Escha-W2 batched-prefill routed scratch, allocated on + /// first use and grown on demand. See + /// [`crate::scratch::EschaPrefillScratch`]. + /// Returns VIEWS by value, not a borrow: the caller launches kernels + /// through `&mut Gpu` immediately afterwards, so a borrow of + /// `self.scratch` could not survive. + pub fn ensure_escha_prefill_scratch( + &mut self, + slots: usize, + hidden: usize, + mi: usize, + ) -> HipResult { + // bind_thread: skip — delegated to scratch.rs (takes device_id explicitly). + Ok(self + .scratch + .ensure_escha_prefill(&self.hip, self.device_id, slots, hidden, mi)? + .views(slots)) + } + pub fn alloc_tensor(&mut self, shape: &[usize], dtype: DType) -> HipResult { self.bind_thread()?; let numel: usize = shape.iter().product(); diff --git a/crates/rdna-compute/src/gemv.rs b/crates/rdna-compute/src/gemv.rs index bfddcf2b2..0c3405d58 100644 --- a/crates/rdna-compute/src/gemv.rs +++ b/crates/rdna-compute/src/gemv.rs @@ -168,6 +168,40 @@ pub(crate) fn e8_soa_experts_enabled() -> bool { }) } +/// How the input activation of `escha_h128_in_batched` maps onto its slots. +/// +/// Replaces a bare `x_batched: bool`. The bool covered the two decode cases +/// (one shared `x`, or one `x` per slot); batched prefill needs a third — one +/// `x` per TOKEN, shared by that token's `k` expert slots — and a bool cannot +/// express it. Making it an enum rather than a raw `i32` means a caller cannot +/// pass `2` when it meant "true": the grouped case has to name its group size, +/// which is exactly the value that would otherwise be silently wrong. +/// +/// The kernarg encoding (`<= 0` broadcast, else `slot / g`) keeps 0 and 1 +/// meaning what the bool's `false` and `true` meant, so the kernel change is +/// backward compatible for every existing call site. +#[derive(Clone, Copy, PartialEq, Eq, Debug)] +pub enum EschaXGroup { + /// One `[n]` activation shared by every slot. + Broadcast, + /// `[slots, n]` — one activation per slot. + PerSlot, + /// `[slots / g, n]` — slot `s` reads row `s / g`. `g` must divide `slots`. + Grouped(usize), +} + +impl EschaXGroup { + /// The `x_group` kernarg. `PerSlot` is `Grouped(1)` by construction. + #[inline] + pub fn as_kernarg(self) -> i32 { + match self { + EschaXGroup::Broadcast => 0, + EschaXGroup::PerSlot => 1, + EschaXGroup::Grouped(g) => g as i32, + } + } +} + impl Gpu { /// Q4_LUT GEMV: 4-bit with LDS codebook lookup. 48 bytes per 32 elements. pub fn gemv_q4lut( @@ -13859,9 +13893,18 @@ impl Gpu { /// the per-expert form costs 1280 launches/token = 3.07 ms = a 326 tok/s /// ceiling before any GEMV work. The batched form is 160 launches. /// - /// - `a`: `[n]` when `x_batched == false` (input side of gate_up — every - /// top-k expert sees the same post-rmsnorm activation), else - /// `[slots, n]`. The output side is always `[slots, n]`. + /// - `x_group` (INPUT side only; ignored by `escha_h128_out_batched`) says + /// how many consecutive slots share one row of `a`: + /// * `EschaXGroup::Broadcast` — `a` is `[n]`, every slot reads it. The + /// decode gate_up input side: a token's top-k experts see the same + /// post-rmsnorm activation and differ only in `rin`. + /// * `EschaXGroup::PerSlot` — `a` is `[slots, n]`. The down input side. + /// * `EschaXGroup::Grouped(g)` — `a` is `[slots / g, n]`; slot `s` reads + /// row `s / g`. The batched-prefill gate_up input side with `g = k`: + /// slots are token-major (`token * k + krank`), so all k of a token's + /// experts read that token's activation. `slots % g != 0` is rejected + /// rather than truncated — a ragged tail would silently read a wrong + /// row for the last few slots. /// - `r_table`: the whole resident `[E, n]` `escha_rin_eff` / /// `escha_rout_eff` tensor. Slot `s` reads row `ids[s]` — that indexing /// IS the batching; no per-expert vector is gathered or copied. @@ -13876,7 +13919,7 @@ impl Gpu { out: &GpuTensor, n: usize, slots: usize, - x_batched: bool, + x_group: EschaXGroup, ) -> HipResult<()> { self.bind_thread()?; if n % 128 != 0 { @@ -13885,7 +13928,22 @@ impl Gpu { &format!("escha_h128_batched: n={n} is not a multiple of 128"), )); } - let want_a = if x_batched { slots * n } else { n }; + let want_a = match x_group { + EschaXGroup::Broadcast => n, + EschaXGroup::PerSlot => slots * n, + EschaXGroup::Grouped(g) => { + if g == 0 || slots % g != 0 { + return Err(hip_bridge::HipError::new( + 0, + &format!( + "escha_h128_batched: x_group={g} does not divide slots={slots}; \ + a ragged group would make the last slots read the wrong row of a" + ), + )); + } + (slots / g) * n + } + }; if a.numel() != want_a { return Err(hip_bridge::HipError::new( 0, @@ -13929,7 +13987,7 @@ impl Gpu { let mut i_ptr = ids.buf.as_ptr(); let mut o_ptr = out.buf.as_ptr(); let mut n_val = n as i32; - let mut xb = i32::from(x_batched); + let mut xb = x_group.as_kernarg(); let mut params: Vec<*mut c_void> = if entry == "escha_h128_in_batched" { vec![ &mut a_ptr as *mut _ as *mut c_void, @@ -16702,3 +16760,26 @@ impl Gpu { result } } + +#[cfg(test)] +mod escha_x_group_tests { + use super::EschaXGroup; + + /// The kernarg encoding must keep the two meanings the old `x_batched: + /// bool` had, or the two pre-existing decode call sites (and G3's two + /// pre-existing cases) change behaviour under a change that is supposed to + /// be purely additive. + #[test] + fn x_group_kernarg_is_backward_compatible() { + assert_eq!(EschaXGroup::Broadcast.as_kernarg(), 0, "was `false`"); + assert_eq!(EschaXGroup::PerSlot.as_kernarg(), 1, "was `true`"); + // Grouped(1) is PerSlot by construction — the kernel computes + // `slot / x_group`, and `slot / 1 == slot`. + assert_eq!( + EschaXGroup::Grouped(1).as_kernarg(), + EschaXGroup::PerSlot.as_kernarg() + ); + // The batched-prefill case: k slots per token. + assert_eq!(EschaXGroup::Grouped(8).as_kernarg(), 8); + } +} diff --git a/crates/rdna-compute/src/lib.rs b/crates/rdna-compute/src/lib.rs index eb5aa3f52..1373d5b97 100644 --- a/crates/rdna-compute/src/lib.rs +++ b/crates/rdna-compute/src/lib.rs @@ -40,6 +40,8 @@ pub use dispatch::{ MQ6G256V2_GROUP_BYTES, }; pub use feature_flags::FeatureFlags; +/// Slot-to-activation mapping for `Gpu::escha_h128_batched`'s input side. +pub use gemv::EschaXGroup; pub use hip_bridge::{HipError, HipResult}; use std::sync::OnceLock; diff --git a/crates/rdna-compute/src/norm.rs b/crates/rdna-compute/src/norm.rs index 8a24328fa..26fbd360c 100644 --- a/crates/rdna-compute/src/norm.rs +++ b/crates/rdna-compute/src/norm.rs @@ -1809,8 +1809,17 @@ impl Gpu { /// (round-to-nearest-even). Escha-only precision-matching step: see /// `kernels/src/router_logits_round_f16_rne.hip` for why and /// `hipfire_dispatch::families::moe::MoeDtypes::has_escha_experts` for - /// the gate. Callers other than the escha decode path must not call + /// the gate. Callers other than the escha routed paths must not call /// this — every other model's router logits stay F32 end-to-end. + /// + /// Numel-driven and layout-agnostic: `x` may be one decode token's + /// `[n_exp]` logits or a batched prefill chunk's `[n x n_exp]` block. Both + /// call sites exist and MUST both round, or batched prefill would select + /// experts from unrounded logits while decode selects from rounded ones — + /// a systematic route divergence, not the ~0.42% f16-boundary straddle + /// that is inherent to the format. A batched caller should pass a view of + /// exactly the live rows; the whole scratch would also round stale tail + /// rows (harmless, but a larger launch for nothing). pub fn router_logits_round_f16_rne(&mut self, x: &GpuTensor) -> HipResult<()> { self.bind_thread()?; self.ensure_kernel( diff --git a/crates/rdna-compute/src/scratch.rs b/crates/rdna-compute/src/scratch.rs index 2a34cc702..42f82756f 100644 --- a/crates/rdna-compute/src/scratch.rs +++ b/crates/rdna-compute/src/scratch.rs @@ -60,6 +60,57 @@ pub struct ScratchState { /// in one allocation; grows-never-shrinks. pub sample_partials: Option, pub sample_partials_bytes: usize, + /// Escha-W2 BATCHED-PREFILL routed scratch. See [`EschaPrefillScratch`]. + /// + /// Lives here, on the per-GPU scratch state, rather than on the model's + /// `PrefillBatchScratch`, for two reasons. It is MODEL-GLOBAL — one copy + /// serves all 40 layers, because the routed half of a layer is fully + /// consumed before the next layer's begins — and the per-layer escha + /// scratch it mirrors is only `[k]` slots (~272 KB); a `[max_batch x k]` + /// version PER LAYER would be ~3 GB. It is also grows-never-shrinks and + /// lazily allocated, exactly like `gemv_residual_tmp` and + /// `paro_fused_scratch` beside it, so a non-escha model never pays a byte. + pub escha_prefill: Option, +} + +/// Scratch for `escha_routed_prefill_indexed`: the per-slot buffers of the +/// eight-phase escha routed pipeline, sized for `slots = n_tokens * k` rather +/// than decode's `k`. +/// +/// ONE device allocation carved into seven views. The packing matters: the HIP +/// allocator rounds every allocation to a 2 MiB granule, and seven separate +/// buffers would charge that seven times for buffers that are always allocated +/// and freed together (the same lesson `PackedExpertOwners` records at a much +/// larger scale — 20,480 allocations became 80 and 30.4 GB came back). +/// +/// At A3B shapes with `max_batch = 256`, `k = 8` (2 048 slots, hidden 2 048, +/// mi 512) this is `2048 * (3*2048 + 6*512 + 1) * 4 B` = ~75 MB total, for the +/// whole model. +pub struct EschaPrefillScratch { + /// Slot capacity this was sized for (`n_tokens * k`). + pub slots: usize, + /// Model hidden size the views were carved against. + pub hidden: usize, + /// Routed-expert intermediate size the views were carved against. + pub mi: usize, + /// The single owning allocation. Every field below is a non-owning view. + owner: DeviceBuffer, + /// `[slots]` f32 — f16-rounded combine weights. + pub weights: GpuTensor, + /// `[slots, hidden]` f32. + pub xh_gu: GpuTensor, + /// `[slots, 2*mi]` f32. + pub mid_gu: GpuTensor, + /// `[slots, 2*mi]` f32. + pub y_gu: GpuTensor, + /// `[slots, mi]` f32. + pub h: GpuTensor, + /// `[slots, mi]` f32. + pub xh_dn: GpuTensor, + /// `[slots, hidden]` f32. + pub mid_dn: GpuTensor, + /// `[slots, hidden]` f32 — the per-slot expert outputs the combine reduces. + pub y_dn: GpuTensor, } /// Restore the pre-fix FP16 activation-cache semantics: @@ -82,6 +133,65 @@ pub fn fp16_x_legacy_cache() -> bool { *FLAG.get_or_init(|| std::env::var("HIPFIRE_FP16_X_LEGACY_CACHE").as_deref() == Ok("1")) } +/// Non-owning views of exactly the LIVE prefix of an [`EschaPrefillScratch`]. +/// +/// Returned by value so the caller does not hold a borrow of `Gpu` across the +/// kernel launches that consume it — `ensure_escha_prefill_scratch` needs +/// `&mut Gpu`, and so does every launch, so a `&EschaPrefillScratch` tied to +/// `gpu.scratch` could not survive the first launch. +/// +/// Every field is a `sub_offset` alias: dropping one is a no-op, and none of +/// them may be passed to `free_tensor`. The owning allocation stays in +/// `ScratchState::escha_prefill`. +pub struct EschaPrefillViews { + /// Live slot count these views were cut to (`n_tokens * k`). + pub slots: usize, + pub weights: GpuTensor, + pub xh_gu: GpuTensor, + pub mid_gu: GpuTensor, + pub y_gu: GpuTensor, + pub h: GpuTensor, + pub xh_dn: GpuTensor, + pub mid_dn: GpuTensor, + pub y_dn: GpuTensor, +} + +impl EschaPrefillScratch { + /// Cut views of the first `slots` slots. + /// + /// The `escha_h128_batched` / GEMV wrappers validate buffer lengths + /// EXACTLY, so they must be handed the live prefix rather than the whole + /// (larger) capacity — and that exactness is deliberate: it is what turns + /// a slot-count mistake into a rejected launch instead of a silent + /// out-of-range write. + pub fn views(&self, slots: usize) -> EschaPrefillViews { + let (hidden, mi) = (self.hidden, self.mi); + EschaPrefillViews { + slots, + weights: self.weights.sub_offset(0, slots), + xh_gu: self.xh_gu.sub_offset(0, slots * hidden), + mid_gu: self.mid_gu.sub_offset(0, slots * 2 * mi), + y_gu: self.y_gu.sub_offset(0, slots * 2 * mi), + h: self.h.sub_offset(0, slots * mi), + xh_dn: self.xh_dn.sub_offset(0, slots * mi), + mid_dn: self.mid_dn.sub_offset(0, slots * hidden), + y_dn: self.y_dn.sub_offset(0, slots * hidden), + } + } + + /// f32 elements one slot occupies across all seven buffers. + /// + /// Pure, so the packing arithmetic is checkable without a GPU — and it + /// must be, because a wrong stride here puts every slot after the first at + /// a wrong offset, which is finite, plausible, wrong output rather than a + /// fault. + pub fn elems_per_slot(hidden: usize, mi: usize) -> usize { + // weights(1) + xh_gu(hidden) + mid_gu(2mi) + y_gu(2mi) + h(mi) + // + xh_dn(mi) + mid_dn(hidden) + y_dn(hidden) + 1 + 3 * hidden + 6 * mi + } +} + // ── Shared kernel dispatch helpers ────────────────────────────────────── /// Compile and load a kernel, caching the result in `modules`/`functions`. @@ -178,50 +288,40 @@ pub(crate) fn launch_maybe_blob( if record { // Single decision point for how a launch is recorded: same // artifact lookup shape as `Gpu::launch_maybe_blob_bound`. - let artifact = compiler - .as_ref() - .and_then(|c| { - c - .compiled_kernels() - .get(func_name) - .or_else(|| match func_name { - "mq_rotate_x" => c.compiled_kernels().get("gemv_mq4g256"), - "deinterleave_f32_batched" => { - c.compiled_kernels().get("deinterleave_batched") - } - name if name.starts_with("gemv_hfq4g256_residual_sigmoid_scaled_gpu") => { - c + let artifact = compiler.as_ref().and_then(|c| { + c.compiled_kernels() + .get(func_name) + .or_else(|| match func_name { + "mq_rotate_x" => c.compiled_kernels().get("gemv_mq4g256"), + "deinterleave_f32_batched" => { + c.compiled_kernels().get("deinterleave_batched") + } + name if name.starts_with("gemv_hfq4g256_residual_sigmoid_scaled_gpu") => { + c.compiled_kernels().get("gemv_hfq4g256_residual_scaled") + } + "gemv_hfq4g256_moe_gate_up_k8_indexed" => c .compiled_kernels() - .get("gemv_hfq4g256_residual_scaled") - } - "gemv_hfq4g256_moe_gate_up_k8_indexed" => c - .compiled_kernels() - .get("gemv_hfq4g256_moe_gate_up_indexed"), - name if name.starts_with("gemv_hfq4g256_multirow_r") => c - .compiled_kernels() - .get("gemv_hfq4g256_multirow_default") - .or_else(|| { - c - .compiled_kernels() - .get("gemv_hfq4g256_multirow_rdna3") - }), - name if name.starts_with("gemv_hfq4g256_residual_multirow_r") => c - .compiled_kernels() - .get("gemv_hfq4g256_residual_multirow_default") - .or_else(|| { - c - .compiled_kernels() - .get("gemv_hfq4g256_residual_multirow_rdna3") - }), - _ => None, - }) - .or_else(|| { - func_name - .strip_suffix("_f32") - .and_then(|name| c.compiled_kernels().get(name)) - }) - .cloned() - }); + .get("gemv_hfq4g256_moe_gate_up_indexed"), + name if name.starts_with("gemv_hfq4g256_multirow_r") => c + .compiled_kernels() + .get("gemv_hfq4g256_multirow_default") + .or_else(|| c.compiled_kernels().get("gemv_hfq4g256_multirow_rdna3")), + name if name.starts_with("gemv_hfq4g256_residual_multirow_r") => c + .compiled_kernels() + .get("gemv_hfq4g256_residual_multirow_default") + .or_else(|| { + c.compiled_kernels() + .get("gemv_hfq4g256_residual_multirow_rdna3") + }), + _ => None, + }) + .or_else(|| { + func_name + .strip_suffix("_f32") + .and_then(|name| c.compiled_kernels().get(name)) + }) + .cloned() + }); replay.as_mut().unwrap().record_hip_launch_typed_bound( hip, func_name, @@ -237,11 +337,15 @@ pub(crate) fn launch_maybe_blob( capture_blobs.push(blob.into_vec()); let buf = capture_blobs.last_mut().unwrap(); let func = &functions[func_name]; - unsafe { hip.launch_kernel_blob(func, grid, block, shared_mem, stream, buf.as_mut_slice()) } + unsafe { + hip.launch_kernel_blob(func, grid, block, shared_mem, stream, buf.as_mut_slice()) + } } else { let mut bytes = blob.into_vec(); let func = &functions[func_name]; - unsafe { hip.launch_kernel_blob(func, grid, block, shared_mem, stream, bytes.as_mut_slice()) } + unsafe { + hip.launch_kernel_blob(func, grid, block, shared_mem, stream, bytes.as_mut_slice()) + } } } else { let func = &functions[func_name]; @@ -414,6 +518,80 @@ impl ScratchState { Ok(self.gemv_residual_tmp.as_ref().unwrap()) } + /// Ensure the Escha-W2 batched-prefill routed scratch can serve `slots` + /// slots at this model's `hidden` / `mi`, growing on demand. + /// + /// Reallocates whenever the request exceeds the current capacity OR the + /// shapes differ — `hidden` / `mi` are fixed per model, so a shape change + /// means a different model on the same `Gpu`, and reusing views carved for + /// the old shapes would silently read the wrong strides. + pub fn ensure_escha_prefill( + &mut self, + hip: &HipRuntime, + device_id: i32, + slots: usize, + hidden: usize, + mi: usize, + ) -> HipResult<&EschaPrefillScratch> { + crate::graph::bind_thread(hip, device_id)?; + let fits = self + .escha_prefill + .as_ref() + .is_some_and(|e| e.slots >= slots && e.hidden == hidden && e.mi == mi); + if !fits { + let per_slot = EschaPrefillScratch::elems_per_slot(hidden, mi); + let total = slots.checked_mul(per_slot).ok_or_else(|| { + hip_bridge::HipError::new(0, "escha prefill scratch size overflow") + })?; + let owner = hip.malloc(total * 4)?; + // Carve seven views out of one allocation, in declaration order. + // `off` counts f32 ELEMENTS; each view is a non-owning alias, so + // dropping them is a no-op and only `owner` holds the memory. + let base = owner.as_ptr() as *mut u8; + let mut off = 0usize; + let mut carve = |len: usize| -> GpuTensor { + // SAFETY: `off + len <= total` by construction (the sum of the + // seven lengths is exactly `slots * per_slot`), and the view + // never outlives `owner`, which is moved into the struct below + // and only replaced by this same function. + let t = GpuTensor { + buf: unsafe { DeviceBuffer::from_raw(base.add(off * 4) as *mut _, len * 4) }, + shape: vec![len], + dtype: DType::F32, + }; + off += len; + t + }; + let weights = carve(slots); + let xh_gu = carve(slots * hidden); + let mid_gu = carve(slots * 2 * mi); + let y_gu = carve(slots * 2 * mi); + let h = carve(slots * mi); + let xh_dn = carve(slots * mi); + let mid_dn = carve(slots * hidden); + let y_dn = carve(slots * hidden); + debug_assert_eq!(off, total, "escha prefill scratch carve must be exact"); + if let Some(prev) = self.escha_prefill.take() { + hip.free(prev.owner)?; + } + self.escha_prefill = Some(EschaPrefillScratch { + slots, + hidden, + mi, + owner, + weights, + xh_gu, + mid_gu, + y_gu, + h, + xh_dn, + mid_dn, + y_dn, + }); + } + Ok(self.escha_prefill.as_ref().unwrap()) + } + /// Lazily initialize MagnumQuant FWHT sign tables (256 floats each, seeds 42 and 1042). pub fn ensure_mq_signs( &mut self, @@ -619,7 +797,12 @@ impl ScratchState { self.fp16_x_source_ptr = std::ptr::null_mut(); // force reconversion after realloc } - let must_convert = scratch_must_convert(capture_mode, replay.is_recording(), self.fp16_x_source_ptr, src_ptr); + let must_convert = scratch_must_convert( + capture_mode, + replay.is_recording(), + self.fp16_x_source_ptr, + src_ptr, + ); if must_convert { let in_ptr = src_ptr; let out_ptr = self.fp16_x_scratch.as_ref().unwrap().as_ptr(); @@ -736,14 +919,14 @@ impl ScratchState { ]; let grid = ((n_elems + 255) / 256) as u32; launch_maybe_blob( - hip, - Some(&*compiler), - functions, - stream, - capture_blobs, - capture_mode, - force_blob_path, - Some(replay), + hip, + Some(&*compiler), + functions, + stream, + capture_blobs, + capture_mode, + force_blob_path, + Some(replay), "convert_f32_to_f16", [grid, 1, 1], [256, 1, 1], @@ -809,7 +992,12 @@ impl ScratchState { self.fp8_x_source_ptr = std::ptr::null_mut(); } - let must_convert = scratch_must_convert(capture_mode, replay.is_recording(), self.fp8_x_source_ptr, src_ptr); + let must_convert = scratch_must_convert( + capture_mode, + replay.is_recording(), + self.fp8_x_source_ptr, + src_ptr, + ); if must_convert { let in_ptr = src_ptr; let out_ptr = self.fp8_x_scratch.as_ref().unwrap().as_ptr(); @@ -993,14 +1181,14 @@ impl ScratchState { let bytes = crate::profile::mq_rotate_bytes(k); let timer = crate::profile::begin_timer(hip, "fwht", "mq_rotate_x", bytes); let result = launch_maybe_blob( - hip, - Some(compiler), - functions, - stream, - capture_blobs, - capture_mode, - force_blob_path, - Some(replay), + hip, + Some(compiler), + functions, + stream, + capture_blobs, + capture_mode, + force_blob_path, + Some(replay), "mq_rotate_x", [n_groups, 1, 1], [32, 1, 1], @@ -1061,14 +1249,14 @@ impl ScratchState { let bytes = crate::profile::mq_rotate_bytes(k) * batch_size; let timer = crate::profile::begin_timer(hip, "fwht", "mq_rotate_x_batched", bytes); let result = launch_maybe_blob( - hip, - Some(compiler), - functions, - stream, - capture_blobs, - capture_mode, - force_blob_path, - Some(replay), + hip, + Some(compiler), + functions, + stream, + capture_blobs, + capture_mode, + force_blob_path, + Some(replay), "mq_rotate_x", [n_groups * batch_size as u32, 1, 1], [32, 1, 1], @@ -1126,14 +1314,14 @@ impl ScratchState { let bytes = crate::profile::mq_rotate_bytes(k); let timer = crate::profile::begin_timer(hip, "fwht", "mq_rotate_x_128", bytes); let result = launch_maybe_blob( - hip, - Some(compiler), - functions, - stream, - capture_blobs, - capture_mode, - force_blob_path, - Some(replay), + hip, + Some(compiler), + functions, + stream, + capture_blobs, + capture_mode, + force_blob_path, + Some(replay), "mq_rotate_x_128", [n_groups, 1, 1], [32, 1, 1], @@ -1193,14 +1381,14 @@ impl ScratchState { let bytes = k * 4 * 3 + 2 * 256 * 4; let timer = crate::profile::begin_timer(hip, "fwht", "rotate_x_mq_awq", bytes); let result = launch_maybe_blob( - hip, - Some(compiler), - functions, - stream, - capture_blobs, - capture_mode, - force_blob_path, - Some(replay), + hip, + Some(compiler), + functions, + stream, + capture_blobs, + capture_mode, + force_blob_path, + Some(replay), "rotate_x_mq_awq", [n_groups, 1, 1], [32, 1, 1], @@ -1266,14 +1454,14 @@ impl ScratchState { let bytes = (k * 4 * 3 + 2 * 256 * 4) * batch_size; let timer = crate::profile::begin_timer(hip, "fwht", "rotate_x_mq_awq_batched", bytes); let result = launch_maybe_blob( - hip, - Some(compiler), - functions, - stream, - capture_blobs, - capture_mode, - force_blob_path, - Some(replay), + hip, + Some(compiler), + functions, + stream, + capture_blobs, + capture_mode, + force_blob_path, + Some(replay), "rotate_x_mq_awq", [n_groups, batch_size as u32, 1], [32, 1, 1], @@ -1349,14 +1537,14 @@ impl ScratchState { let bytes = crate::profile::mq_rotate_bytes(k) + k; let timer = crate::profile::begin_timer(hip, "fwht", "mq_rotate_x_dual_fp8", bytes); let result = launch_maybe_blob( - hip, - Some(compiler), - functions, - stream, - capture_blobs, - capture_mode, - force_blob_path, - Some(replay), + hip, + Some(compiler), + functions, + stream, + capture_blobs, + capture_mode, + force_blob_path, + Some(replay), "mq_rotate_x_dual_fp8_gfx12", [n_groups, 1, 1], [32, 1, 1], @@ -1477,3 +1665,27 @@ fn alloc_tensor_on( dtype, }) } + +#[cfg(test)] +mod escha_prefill_scratch_tests { + use super::EschaPrefillScratch; + + /// The carve arithmetic at the real A3B shapes. A wrong `elems_per_slot` + /// puts every buffer after the first at a wrong offset — plausible, + /// finite, wrong values rather than a fault — and the `debug_assert_eq!` + /// in `ensure_escha_prefill` that would catch it is compiled out of the + /// release build this actually runs in. + #[test] + fn elems_per_slot_matches_the_a3b_shapes() { + // hidden = 2048, mi = 512. + // weights 1 + xh_gu 2048 + mid_gu 1024 + y_gu 1024 + h 512 + // + xh_dn 512 + mid_dn 2048 + y_dn 2048 + assert_eq!(EschaPrefillScratch::elems_per_slot(2048, 512), 9217); + // The whole-model footprint the design is sized against: max_batch 256 + // x k 8 = 2048 slots. ~75 MB, ONE copy for all 40 layers (a per-layer + // one would be ~3 GB). + let bytes = 2048 * EschaPrefillScratch::elems_per_slot(2048, 512) * 4; + assert_eq!(bytes, 75_505_664); + assert!(bytes < 80 << 20); + } +} diff --git a/kernels/src/escha_h128.hip b/kernels/src/escha_h128.hip index 782fcd218..58502c311 100644 --- a/kernels/src/escha_h128.hip +++ b/kernels/src/escha_h128.hip @@ -164,15 +164,32 @@ extern "C" __global__ void escha_h128_out( // rounding happens at exactly the same point — but the consumer is // hipfire's f32 GEMV, so widening here saves a separate convert launch. // -// `x_batched == 0` broadcasts a single `[n]` activation across all slots -// (the gate_up input side: every top_k expert of a token sees the same -// post-rmsnorm x, only `rin` differs). `x_batched != 0` reads `[slots, n]` -// (the down input side, whose per-slot activation is that slot's SwiGLU -// output). +// `x_group` says how many CONSECUTIVE slots share one row of `x`: +// +// x_group <= 0 broadcast — every slot reads the single `[n]` row `x`. +// (Decode gate_up input side: a token's top_k experts all see +// the same post-rmsnorm x, only `rin` differs.) +// x_group == 1 one row per slot, `x` is `[slots, n]`. +// (Down input side: each slot's activation is its own SwiGLU +// output.) +// x_group == g row `slot / g`, `x` is `[slots/g, n]`. +// (Batched-prefill gate_up input side, g = k: slots are laid +// out token-major as `token * k + krank`, so `slot / k` is the +// token and every one of its k experts reads that token's x.) +// +// 0 and 1 keep the exact meanings the old binary `x_batched` flag had, so the +// two pre-existing call sites and the two pre-existing G3 cases are unchanged +// by construction; the grouped case is the only new behaviour and G3 gates it +// bit-exactly against escha_ref like the other two. +// +// Deliberately `slot / x_group` rather than a second `tokens` kernarg: the +// division is once per block (128 threads share it) against a value already +// in a register, and expressing it as "how many slots share a row" keeps ALL +// THREE cases one expression instead of a three-way branch per element. extern "C" __global__ void escha_h128_in_batched( const float* __restrict__ x, const float* __restrict__ r, const int* __restrict__ ids, float* __restrict__ out, - int n, int x_batched) { + int n, int x_group) { __shared__ float bufA[128]; __shared__ float bufB[128]; int groups = n >> 7; @@ -181,7 +198,8 @@ extern "C" __global__ void escha_h128_in_batched( int t = threadIdx.x; int lane = grp * 128 + t; int e = ids[slot]; - float xv = x_batched ? x[(size_t)slot * n + lane] : x[lane]; + float xv = (x_group <= 0) ? x[lane] + : x[(size_t)(slot / x_group) * n + lane]; bufA[t] = xv * r[(size_t)e * n + lane]; __syncthreads(); float* h = h128_parallel(bufA, bufB, t); From a63d04d1724b7eddbdc7486ccf023af6f3f5bfb2 Mon Sep 17 00:00:00 2001 From: Nick Woolmer <29717167+nwoolmer@users.noreply.github.com> Date: Thu, 3 Sep 2026 10:17:46 +0100 Subject: [PATCH 044/100] fix(escha): make the G1 verifier fail when it compares nothing MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit G1 is the sole evidence for the verbatim-repack contract — the claim that the codec is lossless. It could print PASS having compared zero tensors: if `codes` was empty the comparison loop never ran, every counter stayed 0, and nothing asserted otherwise. That was not hypothetical. `Path(d).glob("*.safetensors")` is NON-recursive, so pointed at an HF cache root — where the shards live under `snapshots//` — it yielded nothing and the script exited 0. Demonstrated against the real cache layout: the old script prints "escha_code tensors in source : 0 / G1 PASS", exit 0. Now: * `rglob`, so an HF cache root resolves; * the expected count comes from the source `model.safetensors.index.json` rather than a hardcoded 80, so it generalises to any escha checkpoint (this model: 40 layers x 2 projections = 80); * the expectation is read from the INDEX while the comparands come from the SHARDS, so the count assertion is not circular — a walk that finds nothing no longer also expects nothing; * nonzero exit on: not a directory, no index, no shards, no code tensors, a name set that disagrees with the index, or a compared count that disagrees with it; * a tensor appearing in two shards is refused rather than silently half-compared. Verified: 80/80 byte-identical PASS on /data/hipfire-models/escha-35b (unchanged), PASS on the same tree arranged as an HF cache (old script: vacuous PASS), FAIL on an empty directory, FAIL with a per-name diff when a shard is withheld (42 of 80 found). Co-Authored-By: Claude Opus 5 (1M context) Claude-Session: https://claude.ai/code/session_01FfwZUVGT7QpjMdHikoERfM --- scripts/escha-verify-roundtrip.py | 123 ++++++++++++++++++++++++++++-- 1 file changed, 115 insertions(+), 8 deletions(-) diff --git a/scripts/escha-verify-roundtrip.py b/scripts/escha-verify-roundtrip.py index 574eb1aca..d057942ee 100755 --- a/scripts/escha-verify-roundtrip.py +++ b/scripts/escha-verify-roundtrip.py @@ -5,6 +5,13 @@ memcmp against the tensor at its indexed offset — not a substring search, which would be quadratic over a 12 GB file. +Because it is the SOLE evidence for that contract, the count is asserted, not +merely printed. An earlier version compared each discovered code tensor and +printed PASS when it discovered none — which a non-recursive `*.safetensors` +glob against an HF cache root (shards live under `snapshots//`) produced +silently. The gate now fails on: no shards, no index, no code tensors, or a +count that disagrees with `model.safetensors.index.json`. + HFQ layout (see hipfire-quantize/src/hfq.rs::write_hfq): header 32B : magic[4] "HFQM", version u32, arch u32, n_tensors u32, metadata_offset u64, data_offset u64 @@ -68,9 +75,57 @@ def hfq_tensors(mm): return out +class GateFailure(Exception): + """A G1 precondition that, unmet, would make the comparison vacuous.""" + + +def expected_code_names(d): + """The set of `.escha_code` tensor names the SOURCE claims to contain. + + Read from `model.safetensors.index.json`, not from the shards, so that + "how many did we compare" is checked against an INDEPENDENT statement of + how many there should be. Deriving the expectation from the same shard + walk that produces the comparands would make the count assertion circular + — a walk that finds nothing would also expect nothing and still pass. + + `rglob`, not `glob`: an HF cache root keeps the index under + `snapshots//`, and a non-recursive search there finds nothing. + """ + root = Path(d) + if not root.is_dir(): + raise GateFailure(f"source {d!r} is not a directory") + idxs = sorted(root.rglob("model.safetensors.index.json")) + if not idxs: + raise GateFailure( + f"no model.safetensors.index.json under {d!r} — cannot establish the " + "expected escha_code count, so a zero-comparison PASS could not be " + "distinguished from a real one" + ) + if len(idxs) > 1: + raise GateFailure( + "more than one model.safetensors.index.json under " + f"{d!r} ({', '.join(str(p) for p in idxs)}) — ambiguous source" + ) + weight_map = json.loads(idxs[0].read_text())["weight_map"] + names = {k for k in weight_map if k.endswith(".escha_code")} + if not names: + raise GateFailure( + f"{idxs[0]} lists no .escha_code tensors — this is not an escha " + "checkpoint, and G1 would otherwise compare nothing and pass" + ) + return names + + def safetensors_tensors(d): out = {} - for shard in sorted(Path(d).glob("*.safetensors")): + shards = sorted(Path(d).rglob("*.safetensors")) + if not shards: + raise GateFailure( + f"no *.safetensors shards under {d!r} — nothing to compare. " + "(This is the failure mode the count assertions exist for: the " + "loop below would not execute and every counter would stay 0.)" + ) + for shard in shards: raw = shard.read_bytes() (n,) = struct.unpack_from(" ") + sys.exit(2) sys.exit(main(sys.argv[1], sys.argv[2])) \ No newline at end of file From 4ef29bc31efaff5d664c8c91ad46e0a3f0176618 Mon Sep 17 00:00:00 2001 From: Nick Woolmer <29717167+nwoolmer@users.noreply.github.com> Date: Thu, 3 Sep 2026 10:18:01 +0100 Subject: [PATCH 045/100] fix(rdna): delete HIPFIRE_FP16_X_LEGACY_CACHE MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit The flag re-enabled exactly the defect d4dff4a26 fixed: `ensure_fp16_x` keyed on the source pointer, so a shared FP16 scratch rewritten by an intervening conversion is handed back as if it still held the requested tensor. On Escha-W2 batched prefill that multiplied `wo` by the previous layer's LA rmsnorm output instead of the gated-norm output — a ~400x amplification that stays finite and fluent and shows up only as a moved argmax. It was not escha-scoped. `gemm_q8_0_residual_wmma` and its gfx12 sibling are reached by any model with a Q8_0 `wo` / `w_down` in batched prefill, so setting one environment variable turned on silent wrong output for a class of models, with no error and no NaN. It also read `std::env::var` directly rather than `hipfire_config::developer_var`, so it did not appear in the config snapshot: a run made with it set was indistinguishable, after the fact, from one made without. The measurement it existed for — the blast radius of the fix, one binary, two runs, logits diffed byte-for-byte — is already recorded in d4dff4a26's commit message. Keeping a lever whose only remaining function is to reinstate a known silent-wrong-output bug is not worth the ability to re-run it. Both call sites collapse to the correct path (`convert_fp16_x_uncached`), which is what they already took with the flag unset, and the marker invalidation in `convert_fp16_x_uncached` becomes unconditional. No numbers move, and that is measured rather than argued: G4 F32 1.828e-4 / 9.673e-6 and Q8_0 2.633e-4 / 3.027e-5 unchanged; G6 max|delta| 4.393e-1, mean 7.160e-2, argmax 135744 — byte-identical to a build of the parent commit's rdna-compute; decode 40.2 tok/s, prefill 161.9 tok/s at n=512 and 165.2 at n=2048. Co-Authored-By: Claude Opus 5 (1M context) Claude-Session: https://claude.ai/code/session_01FfwZUVGT7QpjMdHikoERfM --- .../examples/escha_prefill_bench.rs | 8 ++--- crates/rdna-compute/src/gemm.rs | 16 ++++------ crates/rdna-compute/src/scratch.rs | 30 ++++--------------- 3 files changed, 16 insertions(+), 38 deletions(-) diff --git a/crates/hipfire-arch-qwen35/examples/escha_prefill_bench.rs b/crates/hipfire-arch-qwen35/examples/escha_prefill_bench.rs index ee9838e31..eeda733c7 100644 --- a/crates/hipfire-arch-qwen35/examples/escha_prefill_bench.rs +++ b/crates/hipfire-arch-qwen35/examples/escha_prefill_bench.rs @@ -150,10 +150,10 @@ fn main() -> Result<(), String> { return Err(format!("non-finite logits after an {n}-token prefill")); } // Full final-token logits, for byte-level A/B between two runs of the - // SAME binary (e.g. `HIPFIRE_FP16_X_LEGACY_CACHE=1` vs not, to measure - // whether a given model was affected by the FP16 activation-cache fix). - // An argmax and a 4-decimal top logit cannot establish bit-identity; - // this can. Nothing else in the harness depends on it. + // SAME binary (e.g. `HIPFIRE_ESCHA_INDEXED=0` vs not, to check the two + // routed routes are bit-identical). An argmax and a 4-decimal top + // logit cannot establish bit-identity; this can. Nothing else in the + // harness depends on it. if let Ok(dump) = std::env::var("HIPFIRE_BENCH_LOGITS_OUT") { let mut bytes = Vec::with_capacity(b.config.vocab_size * 4); for v in logits.iter().take(b.config.vocab_size) { diff --git a/crates/rdna-compute/src/gemm.rs b/crates/rdna-compute/src/gemm.rs index 75b05f0a0..cb6d337af 100644 --- a/crates/rdna-compute/src/gemm.rs +++ b/crates/rdna-compute/src/gemm.rs @@ -22564,13 +22564,11 @@ impl Gpu { // argmax. One extra elementwise kernel per call against a full // [M, K] GEMM is not a measurable cost. // - // `HIPFIRE_FP16_X_LEGACY_CACHE=1` restores the pre-fix pointer-keyed - // path so the blast radius of this change is measurable in one binary; - // see `scratch::fp16_x_legacy_cache`. + // There is deliberately no env lever back to the pointer-keyed path: + // the measurement it existed for is recorded in commit d4dff4a26, and + // the only thing the lever could do now is reinstate the defect. let x_f16_ptr = if matches!(x.dtype, DType::F16) { x.buf.as_ptr() - } else if crate::scratch::fp16_x_legacy_cache() { - self.ensure_fp16_x(x, batch_size * k)? } else { self.convert_fp16_x_uncached(x, batch_size * k)? }; @@ -23071,13 +23069,11 @@ impl Gpu { // argmax. One extra elementwise kernel per call against a full // [M, K] GEMM is not a measurable cost. // - // `HIPFIRE_FP16_X_LEGACY_CACHE=1` restores the pre-fix pointer-keyed - // path so the blast radius of this change is measurable in one binary; - // see `scratch::fp16_x_legacy_cache`. + // There is deliberately no env lever back to the pointer-keyed path: + // the measurement it existed for is recorded in commit d4dff4a26, and + // the only thing the lever could do now is reinstate the defect. let x_f16_ptr = if matches!(x.dtype, DType::F16) { x.buf.as_ptr() - } else if crate::scratch::fp16_x_legacy_cache() { - self.ensure_fp16_x(x, batch_size * k)? } else { self.convert_fp16_x_uncached(x, batch_size * k)? }; diff --git a/crates/rdna-compute/src/scratch.rs b/crates/rdna-compute/src/scratch.rs index 42f82756f..a54fd4495 100644 --- a/crates/rdna-compute/src/scratch.rs +++ b/crates/rdna-compute/src/scratch.rs @@ -113,26 +113,6 @@ pub struct EschaPrefillScratch { pub y_dn: GpuTensor, } -/// Restore the pre-fix FP16 activation-cache semantics: -/// `convert_fp16_x_uncached` leaves `fp16_x_source_ptr` set, and -/// `gemm_q8_0_residual_wmma` takes the pointer-keyed `ensure_fp16_x` path. -/// -/// A DIAGNOSTIC, not a supported mode. It re-enables a read of the shared FP16 -/// scratch that can hold a different tensor's conversion — the defect that made -/// Escha-W2 batched prefill produce finite, fluent, ~1e-1-wrong output from -/// layer 1 onward. -/// -/// It exists so the blast radius of that fix is a MEASUREMENT rather than an -/// argument: run any model's prefill with and without it and diff the logits -/// byte-for-byte. Bit-identical means that model never hit the stale read, so -/// the fix did not change it. Doing this with one binary and two runs is -/// strictly better evidence than two binaries, which can differ for reasons -/// nobody enumerated. -pub fn fp16_x_legacy_cache() -> bool { - static FLAG: std::sync::OnceLock = std::sync::OnceLock::new(); - *FLAG.get_or_init(|| std::env::var("HIPFIRE_FP16_X_LEGACY_CACHE").as_deref() == Ok("1")) -} - /// Non-owning views of exactly the LIVE prefix of an [`EschaPrefillScratch`]. /// /// Returned by value so the caller does not hold a borrow of `Gpu` across the @@ -942,10 +922,12 @@ impl ScratchState { )?; // The shared scratch no longer holds whatever `fp16_x_source_ptr` // says it holds. See this function's doc comment — dropping the - // marker is part of the contract, not an optimisation. - if !fp16_x_legacy_cache() { - self.fp16_x_source_ptr = std::ptr::null_mut(); - } + // marker is part of the contract, not an optimisation, so it is + // unconditional. There is deliberately no lever that restores the + // pre-fix behaviour: the only thing it could do is reinstate a + // known silent-wrong-output defect, for any model with a Q8_0 + // `wo`/`w_down` in batched prefill. + self.fp16_x_source_ptr = std::ptr::null_mut(); Ok(self.fp16_x_scratch.as_ref().unwrap().as_ptr()) } From 571d3a9b5cb91c7ab51819efd1994d4983176782 Mon Sep 17 00:00:00 2001 From: Nick Woolmer <29717167+nwoolmer@users.noreply.github.com> Date: Thu, 3 Sep 2026 10:18:18 +0100 Subject: [PATCH 046/100] fix(dispatch): fail closed when an escha layer takes a non-escha prefill path MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit `run_moe_prefill`'s escha branch keys on `p.escha.is_some()`. If that is `None` the layer falls through into Path 1 / Path 2, which feed the activation straight into the expert GEMMs and combine the raw result — no Hadamard transform, and no error. Rotated-domain weights against an unrotated activation is the same finite, fluent, ~1e-1-wrong output that `check_moe_decode_supported`'s arm (c) exists to prevent on the decode side; prefill had no such arm. Two things make it more than theoretical. `MoePrefillParams::escha` is ANDed with `escha_indexed_route_enabled()`, so with `HIPFIRE_ESCHA_INDEXED=0` an escha layer is indistinguishable from a plain Q8_0 MoE layer inside `run_moe_prefill` today. And the branch is safe by default only because no admission arm outside escha's own admits Q8_0 routed experts — a property of a dtype table 200 lines away in another crate, not an assertion at the point of danger. The next planned work, a Q8_0 grouped GEMM over sorted expert groups, is exactly the generic Q8_0 routed arm that would spring it. Adds `check_moe_prefill_supported`, the prefill mirror of arm (c), called before any GPU work. It keys on a new UNGATED `MoePrefillParams:: layer_is_escha`, taken from `ffn.escha.is_some()` alone — the same load-time model-state marker `prefill.rs`'s router f16 rounding already uses correctly, and never an env var. A gated marker could not express the refused state at all. Coverage: `escha_layer_must_not_take_a_non_escha_prefill_path` in `coverage_tests`, four cases plus a structural assertion that exactly one input pair is refused (the one a gated marker cannot produce). Verified by mutation: with the guard body replaced by `Ok(())` the test fails on the escha-without-tables case; restored, it passes. 243 dispatch tests green. This commit also carries the `MoePrefillParams` construction sites in qwen35 and cohere2moe (`layer_is_escha: false` for the latter, where the check is a no-op). Co-Authored-By: Claude Opus 5 (1M context) Claude-Session: https://claude.ai/code/session_01FfwZUVGT7QpjMdHikoERfM --- crates/hipfire-arch-cohere2moe/src/forward.rs | 4 +- .../hipfire-arch-qwen35/src/qwen35/prefill.rs | 7 ++ crates/hipfire-dispatch/src/coverage_tests.rs | 93 +++++++++++++++++++ crates/hipfire-dispatch/src/families/moe.rs | 13 +++ crates/hipfire-dispatch/src/pipeline/mod.rs | 52 +++++++++++ 5 files changed, 168 insertions(+), 1 deletion(-) diff --git a/crates/hipfire-arch-cohere2moe/src/forward.rs b/crates/hipfire-arch-cohere2moe/src/forward.rs index deb20aaa8..1b8cdbbf3 100644 --- a/crates/hipfire-arch-cohere2moe/src/forward.rs +++ b/crates/hipfire-arch-cohere2moe/src/forward.rs @@ -893,8 +893,10 @@ pub fn forward_batch( routed_out: None, // Not an escha model: the escha branch in // `run_moe_prefill` is skipped and Path 1 / Path 2 run - // exactly as before. + // exactly as before, and `check_moe_prefill_supported` is + // a no-op for `layer_is_escha == false`. escha: None, + layer_is_escha: false, hidden, }; moe_family() diff --git a/crates/hipfire-arch-qwen35/src/qwen35/prefill.rs b/crates/hipfire-arch-qwen35/src/qwen35/prefill.rs index 8278abb6d..d97cadb6a 100644 --- a/crates/hipfire-arch-qwen35/src/qwen35/prefill.rs +++ b/crates/hipfire-arch-qwen35/src/qwen35/prefill.rs @@ -3914,6 +3914,13 @@ pub(crate) fn prefill_moe_ffn_body_batched( } else { None }, + // UNGATED, deliberately — the one marker in this struct that is not + // ANDed with `escha_indexed_route_enabled()`. Keyed on the layer's own + // transform tables, exactly as the router f16 rounding above is. With + // the indexed route off, `escha` is `None` while this stays true, and + // `check_moe_prefill_supported` refuses the layer rather than letting + // it fall into a transform-free Path 1 / Path 2. + layer_is_escha: ffn.escha.is_some(), hidden: dim, }; hipfire_runtime::llama::moe_family() diff --git a/crates/hipfire-dispatch/src/coverage_tests.rs b/crates/hipfire-dispatch/src/coverage_tests.rs index c280c33ac..e97ae04c7 100644 --- a/crates/hipfire-dispatch/src/coverage_tests.rs +++ b/crates/hipfire-dispatch/src/coverage_tests.rs @@ -749,6 +749,99 @@ fn escha_layer_must_not_take_the_indexed_gpu_topk_path() { ); } +/// LAYER 1g — the BATCHED-PREFILL twin of 1f: an escha layer must never fall +/// into a prefill path that applies no Hadamard transform. +/// +/// `run_moe_prefill`'s escha branch keys on `MoePrefillParams::escha`, which is +/// gated on `escha_indexed_route_enabled()`. `None` there falls through into +/// Path 1 / Path 2, which feed the activation straight into the expert GEMMs +/// and combine the raw result — no H128 pair, no error, ~1e-1-wrong output. +/// +/// That is unreachable TODAY only because no admission arm outside escha's own +/// admits Q8_0 routed experts to batched prefill: a property of a dtype table +/// in `families::moe`, not of the branch that depends on it. The next planned +/// change (a Q8_0 grouped GEMM over sorted expert groups) adds exactly such an +/// arm. `check_moe_prefill_supported` therefore states the requirement at the +/// point of danger, keyed on the UNGATED `layer_is_escha` marker. +/// +/// The cases, and what each one catches: +/// 1. escha layer + tables present → ADMITTED (production; the escha +/// branch runs and returns before Path 1 / Path 2 are reached). +/// 2. escha layer + tables ABSENT → REJECTED. This is the whole point: +/// `HIPFIRE_ESCHA_INDEXED=0` produces exactly this state, and so would a +/// future generic Q8_0 prefill arm. Goes GREEN-to-RED if the guard is +/// removed. +/// 3. non-escha + tables absent → ADMITTED (every other MoE model — +/// the guard must be a no-op for them). +/// 4. the marker must be UNGATED → asserted structurally below. +#[test] +fn escha_layer_must_not_take_a_non_escha_prefill_path() { + use crate::pipeline::check_moe_prefill_supported; + + // ── 1. Production shape ──────────────────────────────────────────────── + assert!( + check_moe_prefill_supported(/*layer_is_escha=*/ true, /*escha_tables_present=*/ true) + .is_ok(), + "an escha layer WITH its transform tables is the supported batched-prefill shape — the \ + escha branch in run_moe_prefill runs it and returns. If this is red the guard is \ + refusing production." + ); + + // ── 2. The silent-wrong-output case ──────────────────────────────────── + let err = check_moe_prefill_supported( + /*layer_is_escha=*/ true, /*escha_tables_present=*/ false, + ) + .expect_err( + "an escha layer that reaches run_moe_prefill WITHOUT its transform tables MUST be \ + refused. Path 1 and Path 2 apply NO Hadamard transform and raise no error, so this \ + is a rotated-domain weight multiplied by an unrotated activation: finite, fluent, \ + ~1e-1-wrong output with nothing to catch it. This is reachable today by setting \ + HIPFIRE_ESCHA_INDEXED=0, and will be reachable by default the moment a generic Q8_0 \ + routed prefill arm exists.", + ); + match err { + DispatchError::UnsupportedVariant { + family, variant, .. + } => { + assert_eq!(family, "moe"); + assert_eq!( + variant, "escha-routed-experts-on-non-escha-prefill-path", + "the refusal must name escha and the unsupported path" + ); + } + other => panic!("expected UnsupportedVariant, got {other:?}"), + } + + // ── 3. Every non-escha MoE model is untouched ────────────────────────── + assert!( + check_moe_prefill_supported(false, false).is_ok(), + "the guard must be a no-op for non-escha models — they legitimately have no tables" + ); + assert!( + check_moe_prefill_supported(false, true).is_ok(), + "tables without the escha marker is not a state this guard has an opinion about" + ); + + // ── 4. The marker must be UNGATED ────────────────────────────────────── + // + // `escha_tables_present` is `MoePrefillParams::escha.is_some()`, which the + // model ANDs with `escha_indexed_route_enabled()`. If `layer_is_escha` + // were built the same way, case 2 could never arise — the guard would be + // structurally dead, always seeing `(false, false)`. Stated as an + // assertion over the pair rather than left as prose: the ONLY pair the + // guard rejects is the one a gated marker cannot produce. + let rejected: Vec<(bool, bool)> = [(false, false), (false, true), (true, false), (true, true)] + .into_iter() + .filter(|&(l, t)| check_moe_prefill_supported(l, t).is_err()) + .collect(); + assert_eq!( + rejected, + vec![(true, false)], + "exactly one input pair may be refused: escha layer, no tables. A gated `layer_is_escha` \ + would never produce it, which is why the field is documented as UNGATED." + ); +} + /// LAYER 1f (companion) — the Q8_0 indexed arm must stay ESCHA-SCOPED. /// /// `routed_indexable_escha_q8` is the first arm in `MoeResolution` that diff --git a/crates/hipfire-dispatch/src/families/moe.rs b/crates/hipfire-dispatch/src/families/moe.rs index a09dc66bd..aa29b7b40 100644 --- a/crates/hipfire-dispatch/src/families/moe.rs +++ b/crates/hipfire-dispatch/src/families/moe.rs @@ -918,6 +918,19 @@ pub struct MoePrefillParams<'a> { /// batched prefill uses the model-global `[n_tokens × k]` scratch from /// `Gpu::ensure_escha_prefill_scratch` instead. pub escha: Option>, + /// UNGATED marker: this layer's routed experts are escha-coded, full stop. + /// + /// Set from `ffn.escha.is_some()` alone — never ANDed with + /// `escha_indexed_route_enabled()` or any other env lever. That is the + /// whole point of the field: [`escha`](Self::escha) above IS gated, so + /// `escha.is_none()` cannot distinguish "not an escha layer" from "an + /// escha layer with the indexed route switched off", and the second of + /// those must never be allowed to run Path 1 / Path 2. + /// + /// Consumed by `pipeline::check_moe_prefill_supported`, which refuses + /// `layer_is_escha && escha.is_none()` before any GPU work. `false` for + /// every non-escha model, where the check is a no-op. + pub layer_is_escha: bool, /// Model hidden size. Decode's `MoeParams` already carries this; prefill /// did not need it until the escha branch, whose H128 transforms are sized /// by it (`down_m` happens to equal it, but relying on that coincidence is diff --git a/crates/hipfire-dispatch/src/pipeline/mod.rs b/crates/hipfire-dispatch/src/pipeline/mod.rs index ea3821245..933ba4c15 100644 --- a/crates/hipfire-dispatch/src/pipeline/mod.rs +++ b/crates/hipfire-dispatch/src/pipeline/mod.rs @@ -281,6 +281,52 @@ pub fn check_moe_decode_supported( Ok(()) } +/// The BATCHED-PREFILL mirror of [`check_moe_decode_supported`]'s arm (c). +/// +/// [`run_moe_prefill`] branches to the escha routed executor on +/// `MoePrefillParams::escha.is_some()`. If that is `None`, control falls +/// through into Path 1 / Path 2, which apply NO Hadamard transform and raise +/// no error — the same finite, fluent, ~1e-1-wrong output arm (c) exists to +/// prevent on the decode side. +/// +/// # Why the layer marker must be UNGATED +/// +/// `MoePrefillParams::escha` is `Some` only when the layer is escha AND +/// `escha_indexed_route_enabled()`. So `escha.is_none()` on its own cannot +/// tell "this is a plain Q8_0 MoE layer" apart from "this is an escha layer +/// with `HIPFIRE_ESCHA_INDEXED=0`". `layer_is_escha` is therefore taken +/// straight from the layer's own transform tables (`ffn.escha.is_some()`, a +/// load-time model-state property), never from an env var — exactly as the +/// router f16 rounding in `qwen35::prefill` already does. +/// +/// # Why this is not "safe today, therefore unnecessary" +/// +/// It is safe today only because no admission arm outside escha's own admits +/// Q8_0 routed experts to batched prefill — a property of a dtype table in +/// another crate, 200 lines from the branch that depends on it. The next +/// planned work is a Q8_0 grouped GEMM over sorted expert groups, which is +/// precisely a generic Q8_0 routed arm; when it lands, an escha layer with the +/// indexed route disabled becomes indistinguishable from a plain Q8_0 MoE +/// layer inside `run_moe_prefill` and takes the transform-free path. This +/// makes that a loud refusal at the point of danger instead. +/// +/// Like arm (c), it ERRORS rather than silently rerouting: a new prefill arm +/// has to be taught about escha, or explicitly excluded from it, consciously. +pub fn check_moe_prefill_supported( + layer_is_escha: bool, + escha_tables_present: bool, +) -> Result<(), DispatchError> { + if layer_is_escha && !escha_tables_present { + return Err(DispatchError::UnsupportedVariant { + family: "moe", + variant: "escha-routed-experts-on-non-escha-prefill-path", + arch: "", + quant: "", + }); + } + Ok(()) +} + /// True when the gate→down step must NOT fuse the FWHT rotation, because the /// routed `down` weights were packed in the NATURAL basis. /// @@ -3356,6 +3402,12 @@ pub fn run_moe_prefill( }; } + // BEFORE any GPU work, and before the escha branch below: an escha layer + // that reaches here without its transform tables would fall into Path 1 / + // Path 2, which apply no Hadamard transform and raise no error. See + // `check_moe_prefill_supported`. + check_moe_prefill_supported(p.layer_is_escha, p.escha.is_some())?; + let res = MoePrefillResolution::resolve(&p.dtypes, &ctx.arch, &ctx.flags); let force_mq4_grouped_fp16 = res.force_mq4_grouped_fp16 || p.force_mq4_grouped_fp16; if hipfire_config::developer_var("HIPFIRE_MOE_PREFILL_TRACE") From 2de41e447c884ff052321de86f42aca384c4954b Mon Sep 17 00:00:00 2001 From: Nick Woolmer <29717167+nwoolmer@users.noreply.github.com> Date: Thu, 3 Sep 2026 10:18:38 +0100 Subject: [PATCH 047/100] fix(dispatch): dtype_needs_rotation must answer true for the escha dtypes MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit `dtype_rotation_plan` maps Escha2T16 / Escha3T16 to `RotationPlan::EschaH128`. `dtype_needs_rotation` had no arm for them and fell through to `false`, so the two functions flatly contradicted each other for the only dtypes whose weights live in a rotated domain. A caller reaching for the legacy predicate would skip the H128 pair. `rotation_plan_matches_legacy_needs_fwht` exists to make exactly that disagreement impossible, and it iterates `QUANTIZED_DTYPES`. This branch reflowed that list without adding the two new types, so the invariant test was green over a set that excluded the only types violating the invariant — the contradiction shipped untested. Adds the arm, adds both types to `QUANTIZED_DTYPES` (they are already size-1 byte-level dtypes, so `quantized_dtypes_have_size_1` covers them too), and asserts their plan explicitly in `rotation_plan_covers_every_dtype`. Verified by mutation: with the arm removed the invariant test fails with "rotation_plan/needs_fwht disagree for Escha2T16"; before this commit the same removal was green. Co-Authored-By: Claude Opus 5 (1M context) Claude-Session: https://claude.ai/code/session_01FfwZUVGT7QpjMdHikoERfM --- crates/hipfire-dispatch-tests/src/dtype.rs | 15 +++++++++++++++ crates/hipfire-dispatch/src/types.rs | 11 +++++++++++ 2 files changed, 26 insertions(+) diff --git a/crates/hipfire-dispatch-tests/src/dtype.rs b/crates/hipfire-dispatch-tests/src/dtype.rs index 778b2a369..a5c45ac2f 100644 --- a/crates/hipfire-dispatch-tests/src/dtype.rs +++ b/crates/hipfire-dispatch-tests/src/dtype.rs @@ -27,6 +27,13 @@ const QUANTIZED_DTYPES: &[DType] = &[ DType::HFQ2G128, DType::HFQ6G256, DType::ParoQ4G128, + // Escha-W2. Listed so `rotation_plan_matches_legacy_needs_fwht` actually + // covers the two dtypes whose rotation plan is `EschaH128`. This branch + // reflowed that list without adding them, which let + // `dtype_needs_rotation` return false for an `EschaH128` dtype with no + // test to catch it. + DType::Escha2T16, + DType::Escha3T16, DType::Raw, ]; @@ -143,6 +150,14 @@ fn rotation_plan_covers_every_dtype() { RotationPlan::Mq8Internal ); assert_eq!(dtype_rotation_plan(DType::ParoQ4G128), RotationPlan::Givens); + assert_eq!( + dtype_rotation_plan(DType::Escha2T16), + RotationPlan::EschaH128 + ); + assert_eq!( + dtype_rotation_plan(DType::Escha3T16), + RotationPlan::EschaH128 + ); } #[test] diff --git a/crates/hipfire-dispatch/src/types.rs b/crates/hipfire-dispatch/src/types.rs index 2749ece72..8eaca42ec 100644 --- a/crates/hipfire-dispatch/src/types.rs +++ b/crates/hipfire-dispatch/src/types.rs @@ -1023,6 +1023,17 @@ pub fn dtype_needs_rotation(dtype: DType) -> bool { | MFP3G32E8 | MFP2G32E8 | ParoQ4G128 + // Escha-W2. Its plan is `RotationPlan::EschaH128` (see + // `dtype_rotation_plan` above), so it MUST answer true here. + // The two functions disagreeing is precisely the state in which + // one caller applies the H128 pair and another skips it — an + // unrotated activation through a rotated-domain weight, which is + // finite, fluent, wrong output rather than a crash. + // `rotation_plan_matches_legacy_needs_fwht` in dispatch-tests + // enforces the agreement; both types are in its + // `QUANTIZED_DTYPES` list so the enforcement is not vacuous. + | Escha2T16 + | Escha3T16 ) } From 2dec2ff9c16851510a2f0bc6e838d11e66a28136 Mon Sep 17 00:00:00 2001 From: Nick Woolmer <29717167+nwoolmer@users.noreply.github.com> Date: Thu, 3 Sep 2026 10:18:38 +0100 Subject: [PATCH 048/100] fix(qwen35): refuse an escha MoE in the MTP head instead of skipping its transforms MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit `mtp_moe_ffn_decode` is a second, independent MoE forward: it does not go through `run_moe_decode`, so none of the escha guards there protect it. It applies one rotation (`rotate_x_mq_for`'s FWHT) and combines the raw expert outputs — an escha layer would skip both Hadamard transforms and produce finite, fluent, ~1e-1-wrong draft tokens. Nothing errors on that path today. It is unreachable only by two accidents, neither of which is a decision: the MTP loader reads per-expert `moe_experts.{i}.{gate_up,down}` names an escha checkpoint does not contain, and the escha SKU ships no MTP sidecar. Worse, the failure would present as "the speculator is useless" rather than "the speculator is wrong" — the verifier would reject nearly every draft — which is the shape of bug that survives a release. Adds `mtp_moe_refuse_unsupported_rotation`, called from `load_mtp_moe_ffn` (so a bad sidecar is refused at LOAD, not at the first speculative step) and again at the top of `mtp_moe_ffn_decode` (the guard at the point of danger, which also covers any future path that builds the weights without the loader). The `match` on `RotationPlan` is exhaustive with no `_` arm, so a new rotation plan will not compile until someone decides whether this forward implements it or refuses it. Co-Authored-By: Claude Opus 5 (1M context) Claude-Session: https://claude.ai/code/session_01FfwZUVGT7QpjMdHikoERfM --- crates/hipfire-arch-qwen35/src/mtp_head.rs | 79 +++++++++++++++++++++- 1 file changed, 77 insertions(+), 2 deletions(-) diff --git a/crates/hipfire-arch-qwen35/src/mtp_head.rs b/crates/hipfire-arch-qwen35/src/mtp_head.rs index 68e4eb798..cafb1ee02 100644 --- a/crates/hipfire-arch-qwen35/src/mtp_head.rs +++ b/crates/hipfire-arch-qwen35/src/mtp_head.rs @@ -1083,14 +1083,19 @@ fn load_mtp_moe_ffn( gpu.hip.memcpy_htod(&expert_gate_up_ptrs.buf, &gu_bytes)?; gpu.hip.memcpy_htod(&expert_down_ptrs.buf, &dn_bytes)?; - Ok(Qwen35MtpMoeFfnWeights { + let ffn = Qwen35MtpMoeFfnWeights { router, shared_expert, shared_expert_gate, experts, expert_gate_up_ptrs, expert_down_ptrs, - }) + }; + // Fail at LOAD, not at the first speculative step: a head that this + // forward cannot run correctly must not be reported as loaded. + // See `mtp_moe_refuse_unsupported_rotation`. + mtp_moe_refuse_unsupported_rotation(&ffn)?; + Ok(ffn) } /// Cross-check the on-disk shape against the caller's expected (m, k). @@ -1716,6 +1721,70 @@ pub fn mtp_head_forward_block_only_with_pos_buf( Ok(()) } +/// Refuse any MTP MoE weight whose dtype needs a rotation this function does +/// not apply. +/// +/// # Why this exists +/// +/// [`mtp_moe_ffn_decode`] below is a SECOND, independent MoE forward: it does +/// not go through `hipfire_dispatch::pipeline::run_moe_decode`, so none of the +/// escha guards there (`check_moe_decode_supported` arm (c), the escha branch +/// that routes to `pipeline::escha`) protect it. It applies exactly one +/// rotation, `rotate_x_mq_for`'s FWHT, and combines the raw expert outputs. +/// +/// An Escha-W2 layer here would therefore skip BOTH Hadamard transforms and +/// multiply rotated-domain weights by an unrotated activation — finite, +/// fluent, ~1e-1-wrong draft tokens. Speculative decoding would then verify +/// them against a correct trunk and reject nearly all of them: the failure +/// would present as "the speculator is useless", not as "the speculator is +/// wrong", which is the shape of bug that survives a release. +/// +/// It is unreachable today by two accidents, neither of which is a decision: +/// the MTP loader reads per-expert `moe_experts.{i}.{gate_up,down}` tensor +/// names that an escha checkpoint does not contain, and the escha SKU ships no +/// MTP sidecar at all. Wiring a speculator to escha must fail loudly, here. +/// +/// The `match` is deliberately EXHAUSTIVE — no `_` arm. A new `RotationPlan` +/// variant will not compile until someone decides whether this forward +/// implements it or refuses it. +fn mtp_moe_refuse_unsupported_rotation(ffn: &Qwen35MtpMoeFfnWeights) -> HipResult<()> { + use hipfire_dispatch::types::{dtype_rotation_plan, RotationPlan}; + + let mut check = |label: &str, dt: DType| -> HipResult<()> { + match dtype_rotation_plan(dt) { + // Applied by `rotate_x_mq_for` / folded into the kernels below. + RotationPlan::None + | RotationPlan::FwhtG256 + | RotationPlan::FwhtG128 + | RotationPlan::Mq8Internal + | RotationPlan::Givens => Ok(()), + RotationPlan::EschaH128 => Err(HipError::new( + 0, + &format!( + "MTP head: {label} is {dt:?}, whose rotation plan is EschaH128. The MTP \ + MoE forward is a separate implementation from run_moe_decode and applies \ + NO H128 pair, so it would multiply rotated-domain weights by an \ + unrotated activation and emit finite, fluent, ~1e-1-wrong draft tokens. \ + Refusing. To wire a speculator to Escha-W2, teach this forward the H128 \ + transforms (see hipfire_dispatch::pipeline::escha) — do not delete this \ + check." + ), + )), + } + }; + + check("moe_router", ffn.router.gpu_dtype)?; + check("moe_shared_expert_gate", ffn.shared_expert_gate.gpu_dtype)?; + check("moe_shared_gate", ffn.shared_expert.gate.gpu_dtype)?; + check("moe_shared_up", ffn.shared_expert.up.gpu_dtype)?; + check("moe_shared_down", ffn.shared_expert.down.gpu_dtype)?; + for (i, e) in ffn.experts.iter().enumerate() { + check(&format!("moe_experts.{i}.gate_up"), e.gate_up.gpu_dtype)?; + check(&format!("moe_experts.{i}.down"), e.down.gpu_dtype)?; + } + Ok(()) +} + fn mtp_moe_ffn_decode( gpu: &mut Gpu, ffn: &Qwen35MtpMoeFfnWeights, @@ -1724,6 +1793,12 @@ fn mtp_moe_ffn_decode( cfg: &Qwen35MtpHeadConfig, scratch: &Qwen35MtpHeadScratch, ) -> HipResult<()> { + // Before any GPU work. `load_mtp_moe_ffn` makes the same call so an escha + // sidecar is refused at LOAD rather than at the first speculative step; + // this one is the guard at the point of danger, and it is what protects a + // `Qwen35MtpMoeFfnWeights` built by any future path that skips the loader. + mtp_moe_refuse_unsupported_rotation(ffn)?; + let dim = cfg.n_embd; let mi = cfg.moe_intermediate_size; let smi = cfg.shared_expert_intermediate_size; From a5e37d1279426f4c9cc0e54a75860a2ab2eff6a2 Mon Sep 17 00:00:00 2001 From: Nick Woolmer <29717167+nwoolmer@users.noreply.github.com> Date: Thu, 3 Sep 2026 10:18:55 +0100 Subject: [PATCH 049/100] perf/cleanup(escha): OnceLock the debug hooks, drop a divergent-barrier guard MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Three residues from debugging this port, none of which changes any output. `dump_hidden_localize` and `dump_diag_layer` did a `developer_var` lookup — an environment read plus a `String` allocation — on every call. The call sites are unconditional and run per layer per chunk for EVERY qwen35 model, not just the escha localisation runs they were written for. Both now read once behind a `OnceLock`, the pattern `escha_indexed_route_enabled` already uses, so the off case is a relaxed atomic load. Mid-run env mutation is no longer honoured, in common with every other developer var in this crate. `route_trace::enabled()` was documented as "one relaxed atomic load per MoE layer" and was in fact `OnceLock::get_or_init` -> `Mutex::lock()`, taken per layer, contending with nothing, to answer a question that changes O(1) times per process. Now a relaxed `AtomicBool` mirrored by `sink()`'s initialiser and by `reopen`. It cannot key on the env var directly: `reopen` installs a sink with no env var set at all, which is how the G6 gate takes two traces from one process. `escha_h128_in` / `escha_h128_out` had `if (idx >= n) return;` before `__syncthreads()`. `Gpu::escha_h128` asserts `n % 128 == 0` and launches exactly `n / 128` blocks of 128 threads, so the guard provably cannot fire — and if it ever did, an early return before a barrier is a divergent barrier: undefined behaviour, and on RDNA a hang or silently wrong LDS contents rather than the clean truncation it resembles. The batched production kernels alongside them correctly have no such guard. G3 re-run after the kernel change: bit-exact against escha_ref on every form (h128_in, h128_out, all three batched input mappings, out_batched, swiglu) — 0 mismatched. Co-Authored-By: Claude Opus 5 (1M context) Claude-Session: https://claude.ai/code/session_01FfwZUVGT7QpjMdHikoERfM --- .../hipfire-arch-qwen35/src/qwen35/prefill.rs | 51 +++++++++++++++---- .../src/pipeline/route_trace.rs | 28 +++++++++- kernels/src/escha_h128.hip | 15 +++++- 3 files changed, 80 insertions(+), 14 deletions(-) diff --git a/crates/hipfire-arch-qwen35/src/qwen35/prefill.rs b/crates/hipfire-arch-qwen35/src/qwen35/prefill.rs index d97cadb6a..27a3613e1 100644 --- a/crates/hipfire-arch-qwen35/src/qwen35/prefill.rs +++ b/crates/hipfire-arch-qwen35/src/qwen35/prefill.rs @@ -3970,10 +3970,41 @@ pub(crate) struct PrefillBandCtx<'a> { /// Layer the `HIPFIRE_DUMP_HIDDEN` stage dumps (`q_b`/`k_b`/`v_b`/`alpha_b`/ /// `beta_b`) fire on. `HIPFIRE_DUMP_HIDDEN_LAYER`, default 0. pub(crate) fn dump_diag_layer() -> usize { - hipfire_config::developer_var("HIPFIRE_DUMP_HIDDEN_LAYER") - .ok() - .and_then(|v| v.parse().ok()) - .unwrap_or(0) + static LAYER: std::sync::OnceLock = std::sync::OnceLock::new(); + *LAYER.get_or_init(|| { + hipfire_config::developer_var("HIPFIRE_DUMP_HIDDEN_LAYER") + .ok() + .and_then(|v| v.parse().ok()) + .unwrap_or(0) + }) +} + +/// `HIPFIRE_DUMP_HIDDEN`'s file prefix, resolved ONCE. +/// +/// The call sites below are unconditional — every qwen35 model pays them, once +/// per layer per chunk, not just the escha localisation runs they were written +/// for. Read once behind a `OnceLock` (the pattern +/// `escha::escha_indexed_route_enabled` and `route_trace` already use) so the +/// steady-state cost is one relaxed atomic load rather than an environment +/// lookup and a `String` allocation. Mid-run env mutation is not honoured, in +/// common with every other developer var in this crate. +fn dump_hidden_prefix() -> Option<&'static str> { + static PREFIX: std::sync::OnceLock> = std::sync::OnceLock::new(); + PREFIX + .get_or_init(|| hipfire_config::developer_var("HIPFIRE_DUMP_HIDDEN").ok()) + .as_deref() +} + +/// `HIPFIRE_DUMP_HIDDEN_POS` (default 0), resolved once. See +/// [`dump_hidden_prefix`]. +fn dump_hidden_pos() -> usize { + static POS: std::sync::OnceLock = std::sync::OnceLock::new(); + *POS.get_or_init(|| { + hipfire_config::developer_var("HIPFIRE_DUMP_HIDDEN_POS") + .ok() + .and_then(|v| v.parse().ok()) + .unwrap_or(0) + }) } pub(crate) fn dump_hidden_localize( @@ -3985,14 +4016,12 @@ pub(crate) fn dump_hidden_localize( layer_idx: usize, tag: &str, ) { - let prefix = match hipfire_config::developer_var("HIPFIRE_DUMP_HIDDEN") { - Ok(p) => p, - Err(_) => return, + // One relaxed atomic load in the (overwhelmingly common) off case — this + // is called unconditionally, per layer per chunk, for EVERY qwen35 model. + let Some(prefix) = dump_hidden_prefix() else { + return; }; - let target: usize = hipfire_config::developer_var("HIPFIRE_DUMP_HIDDEN_POS") - .ok() - .and_then(|v| v.parse().ok()) - .unwrap_or(0); + let target: usize = dump_hidden_pos(); if target < abs_pos_of_row0 { return; } diff --git a/crates/hipfire-dispatch/src/pipeline/route_trace.rs b/crates/hipfire-dispatch/src/pipeline/route_trace.rs index 5b3dd0135..e33e16246 100644 --- a/crates/hipfire-dispatch/src/pipeline/route_trace.rs +++ b/crates/hipfire-dispatch/src/pipeline/route_trace.rs @@ -44,11 +44,18 @@ use std::fs::File; use std::io::Write; +use std::sync::atomic::{AtomicBool, Ordering}; use std::sync::Mutex; use std::sync::OnceLock; use rdna_compute::{Gpu, GpuTensor}; +/// Mirror of "`sink()` currently holds a `Some`", so [`enabled`] can answer +/// with a relaxed load instead of taking the sink mutex. Written only by +/// `sink()`'s initialiser and by [`reopen`], both of which happen O(1) times +/// per process; read once per MoE layer. +static ACTIVE: AtomicBool = AtomicBool::new(false); + fn sink() -> &'static Mutex> { static SINK: OnceLock>> = OnceLock::new(); SINK.get_or_init(|| { @@ -61,6 +68,7 @@ fn sink() -> &'static Mutex> { None } }); + ACTIVE.store(f.is_some(), Ordering::Relaxed); Mutex::new(f) }) } @@ -81,14 +89,32 @@ pub fn reopen(path: &str) { } }; if let Ok(mut slot) = sink().lock() { + ACTIVE.store(f.is_some(), Ordering::Relaxed); *slot = f; } } /// True when tracing is on. Callers should check this before doing anything /// expensive (the capture below forces a device sync). +/// +/// This is the "one relaxed atomic load per MoE layer" the module docs +/// promise, and it has to be: it is called from the MoE routed path on every +/// forward of every model, tracing or not. It used to be +/// `sink().lock().map(...)` — a mutex acquisition per layer, contending with +/// nothing, to answer a question that changes O(1) times per process. +/// +/// The `OnceLock` below exists only to force the lazy env-derived +/// initialisation of `sink()` exactly once; after that the answer comes from +/// [`ACTIVE`]. It cannot be replaced by reading the env var directly: +/// [`reopen`] installs a sink with no env var set at all (that is how the G6 +/// gate takes two traces from one process), so "tracing was requested via the +/// environment" is not the same predicate as "there is somewhere to write". pub fn enabled() -> bool { - sink().lock().map(|s| s.is_some()).unwrap_or(false) + static INIT: OnceLock<()> = OnceLock::new(); + INIT.get_or_init(|| { + let _ = sink(); + }); + ACTIVE.load(Ordering::Relaxed) } /// Append one layer's selection. diff --git a/kernels/src/escha_h128.hip b/kernels/src/escha_h128.hip index 58502c311..2cf8240a5 100644 --- a/kernels/src/escha_h128.hip +++ b/kernels/src/escha_h128.hip @@ -115,28 +115,39 @@ __device__ __forceinline__ float* h128_parallel(float* bufA, float* bufB, int t) } // One block per 128-channel group. 128 threads cooperate via LDS. +// +// NO `if (idx >= n) return;` BOUNDS GUARD, deliberately. `Gpu::escha_h128` +// asserts `n % 128 == 0` and launches exactly `n / 128` blocks of 128 +// threads, so `idx` is in range for every thread of every block — the guard +// could never fire. If it ever DID, an early `return` before the +// `__syncthreads()` below is a divergent barrier: undefined behaviour, and on +// RDNA a hang or silently wrong LDS contents rather than the clean truncation +// it looks like. The batched forms further down correctly have no such guard. +// `n` is still taken as a parameter so the signature matches the batched +// kernels and the host launcher. extern "C" __global__ void escha_h128_in( const float* __restrict__ x, const float* __restrict__ rin, __half* __restrict__ xh, int n) { + (void)n; __shared__ float bufA[128]; __shared__ float bufB[128]; int g = blockIdx.x, t = threadIdx.x; int idx = g * 128 + t; - if (idx >= n) return; bufA[t] = x[idx] * rin[idx]; __syncthreads(); float* out = h128_parallel(bufA, bufB, t); xh[idx] = f2h_rne(out[t] * ESCHA_RS); } +// No bounds guard, for the reason spelled out on `escha_h128_in` above. extern "C" __global__ void escha_h128_out( const float* __restrict__ mid, const float* __restrict__ rout, __half* __restrict__ y, int n) { + (void)n; __shared__ float bufA[128]; __shared__ float bufB[128]; int g = blockIdx.x, t = threadIdx.x; int idx = g * 128 + t; - if (idx >= n) return; bufA[t] = mid[idx]; __syncthreads(); float* out = h128_parallel(bufA, bufB, t); From e1132540aa9d1b84351b89a02db16a9b8a3bba5f Mon Sep 17 00:00:00 2001 From: Nick Woolmer <29717167+nwoolmer@users.noreply.github.com> Date: Thu, 3 Sep 2026 10:19:24 +0100 Subject: [PATCH 050/100] test(escha): make the gates enforce their own contracts MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Four gates that stated a pass condition and did not check it. G5 (`scripts/escha-kld.sh`). The negative control's result directory was written and never read: "must print exactly 0.000000" was enforced only by a human watching stdout. Both arms are now reduced and asserted. The control's real value is 2.1341004702939135e-10 (p99 6.03e-09), which prints as 0.000000 — and re-running it against the same reference reproduces both figures BIT-FOR-BIT, so it is not a nondeterminism floor but the fixed difference between two binaries (`build_kld_ref_native` writes the reference, `eval_hipfire` scores it). The assertion encodes what has to hold for stage 2 to be attributable: the control rounds to 0.000000 at the printed precision, AND it is at least 1e4x below the production number (measured margin ~1.3e7). A KLD upper bound is added: 0.010 nats, ~3.6x the measured 0.0027576 and ~2.6x its upper CI bound. Deliberately loose — the quantity is a Q8_0 re-quantisation error over a 6-chunk sample with real sampling spread, and a bound that flaked on a reseed would get raised rather than investigated. It is still nowhere near what a defect produces. The reference cache was keyed on `${NCTX}x${CHUNKS}` alone and skipped whenever a file of that name was non-empty, so a different `$HFQ` or a rebuilt binary silently scored against a stale reference — a meaningless number that looks fine. The key now covers the model (realpath, size, mtime), the slice contents, the builder binary and the sampling parameters. Each run also gets its own result directory named by that key, so a stray `.kldseq` from an earlier experiment cannot join the reduction. G6 (`escha_prefill_batch_gate`). `max_d`/`mean_d` were computed and only PRINTED, though the module doc calls the bound load-bearing and the bug it was written to catch produced ~1e+1 in exactly that quantity. Both are now asserted — against MEASURED values, not the "~1e-3" the file used to quote. The real figures at n=64 are max 4.393e-1, mean 7.160e-2, and the old estimate was wrong because it described two arms with identical routing: 24.1% of (token, layer) routing decisions differ between these arms, and a token routed to a different expert set computes a different hidden state. Bounds are 2.0 and 5e-1 — ~4.6x and ~7x above measurement, ~5x below the known-bad ~1e+1. The module doc and the argmax message are corrected to match. G2 (`test_escha_decode_gpu_vs_cpu`). The "device-resident vs host" check was tautological: `escha_decode_tiles_host` calls `escha_decode_tiles` internally, so both sides ran the same kernel on the same bytes. It could only ever have failed on nondeterminism while claiming to prove the two entry points equivalent. Deleted rather than patched — the real gate is bit-exactness against `escha_ref`, which already covers the device kernel at both K and at shapes up to 89M elements, because the host wrapper is a thin shell over it. G4/G4b fixtures. `moeblk_x.f16`, `moeblk_out.f16`, `moeblk_ids.i64` and `moeblk_scores.f32` were untracked, so neither gate could run from a clean checkout. Committed (72 KB). `fetch-goldens.sh` pulled from an unpinned `HEAD` ref — an oracle that can move without a line of the gate changing — and is now pinned to escha-mlx 22f7f4c3bb128cacee0d7ae19af9812b212bdc2c, verified sha256-identical for all eight files against the copies in the tree. Its comment claimed every uncommitted file was needed only to regenerate digests; that is true of the two `expected_*.f16` (6.0 MB, still not committed, since the `escha_ref` tests compare against recorded digests) and was never true of the moeblk fixtures, which G4 asserts against directly. All gates re-run and unchanged: G1 80/80; G2 0 mismatched at both golden and 89M-element shapes; G3 bit-exact all forms; G4b 0/8; G4 F32 1.828e-4 / 9.673e-6 and Q8_0 2.633e-4 / 3.027e-5 with 0 differing floats on both route comparisons; G5 0.0027576 nats / PPL 7.6585; G6 PASS. Co-Authored-By: Claude Opus 5 (1M context) Claude-Session: https://claude.ai/code/session_01FfwZUVGT7QpjMdHikoERfM --- .../examples/escha_prefill_batch_gate.rs | 82 ++++++-- .../tests/data/escha/fetch-goldens.sh | 34 +++- .../tests/data/escha/moeblk_ids.i64 | Bin 0 -> 512 bytes .../tests/data/escha/moeblk_out.f16 | Bin 0 -> 32768 bytes .../tests/data/escha/moeblk_scores.f32 | 3 + .../tests/data/escha/moeblk_x.f16 | Bin 0 -> 32768 bytes .../examples/test_escha_decode_gpu_vs_cpu.rs | 72 ++----- scripts/escha-kld.sh | 177 +++++++++++++++++- 8 files changed, 290 insertions(+), 78 deletions(-) create mode 100644 crates/hipfire-quantize/tests/data/escha/moeblk_ids.i64 create mode 100644 crates/hipfire-quantize/tests/data/escha/moeblk_out.f16 create mode 100644 crates/hipfire-quantize/tests/data/escha/moeblk_scores.f32 create mode 100644 crates/hipfire-quantize/tests/data/escha/moeblk_x.f16 diff --git a/crates/hipfire-arch-qwen35/examples/escha_prefill_batch_gate.rs b/crates/hipfire-arch-qwen35/examples/escha_prefill_batch_gate.rs index fad675623..b8e9ea431 100644 --- a/crates/hipfire-arch-qwen35/examples/escha_prefill_batch_gate.rs +++ b/crates/hipfire-arch-qwen35/examples/escha_prefill_batch_gate.rs @@ -25,18 +25,25 @@ //! layers. That is a summation-order difference, not a defect. //! //! So the whole-model claim this gate can make is: the final-token logits -//! agree to a bound consistent with f32 accumulation reordering, and the -//! ARGMAX does not move. +//! agree to a MEASURED bound, and the ARGMAX does not move. +//! +//! The measured values at n=64 on escha-35b are `max|delta| = 4.393e-1` and +//! `mean|delta| = 7.160e-2`, and both are now asserted rather than printed. +//! Note that these are two orders of magnitude ABOVE what pure accumulation +//! reordering would give: the dominant term is not reordering at all but the +//! expert-selection divergence documented below, which is 24.1% of (token, +//! layer) decisions over the whole stack. A token whose expert set differs +//! computes a different hidden state, and that compounds with depth. An +//! earlier version of this file quoted "~1e-3" here; that figure describes +//! two arms with identical routing, which these are not. //! //! **The argmax assertion is the load-bearing one.** Do not relax this gate to //! "max delta < tol" and stop there. A dropped H128 transform, a stale //! activation cache, or a wrong expert-slot stride all produce finite, fluent -//! output that is wrong by ~1e-1 — orders of magnitude above the accumulation -//! noise but still finite — and a tolerance chosen loosely enough to absorb -//! the real reordering can absorb those too. The argmax moving, or the delta -//! exceeding the recorded bound by an order of magnitude, is the signal. -//! (When this port's stale-FP16-activation bug was live, this gate's max delta -//! was ~1e+1 and the argmax moved from 25760 to 220.) +//! output that is wrong by ~1e-1 per element — and a tolerance chosen loosely +//! enough to absorb the real divergence can absorb those too. The argmax +//! moving is the signal. (When this port's stale-FP16-activation bug was live, +//! this gate's max delta was ~1e+1 and the argmax moved from 25760 to 220.) //! //! # The expert-selection divergence //! @@ -426,16 +433,67 @@ fn main() -> Result<(), String> { set rate divided by k. The routes are picking genuinely different experts." ); + // ── The logit-delta bound ──────────────────────────────────────────── + // + // Until now `max_d` and `mean_d` were computed and only PRINTED, so the + // bound the module docs call load-bearing was enforced by a human reading + // stdout. That is not enforcement, and the defect this gate exists to + // catch produced ~1e+1 in exactly this quantity. + // + // THE BOUNDS BELOW ARE MEASURED, not derived from the "~1e-3" figure this + // file used to quote. At n=64 on this model the actual values are + // + // max|delta| = 4.393e-1 mean|delta| = 7.160e-2 + // + // reproduced identically across builds. The old ~1e-3 estimate described + // pure accumulation reordering with IDENTICAL routing on both arms, and + // that is not what these two arms do: 24.1% of (token, layer) routing + // decisions differ between them (see the divergence report above). A + // token routed to a different expert set computes a genuinely different + // hidden state, and 40 layers of that lands two orders of magnitude above + // the reordering-only figure. The estimate was wrong, not the run. + // + // So the headroom here is real but narrow: 4.4e-1 measured against the + // ~1e+1 the stale-FP16-activation bug produced is a factor of ~23, and the + // bound has to sit inside it. 2.0 is ~4.6x above the measurement and ~5x + // below the known-bad value — the honest split. The mean is the steadier + // statistic (it is an average over 248 320 logits rather than one extreme + // order statistic), so it is bounded more tightly at ~7x headroom. + // + // This bound is NOT what makes the gate work; the argmax assertion below + // is. What it adds is a trip-wire for a structural error that happens not + // to move the argmax on this one prompt. + const MAX_ABS_LOGIT_DELTA: f32 = 2.0; + const MAX_MEAN_LOGIT_DELTA: f64 = 5e-1; + assert!( + max_d < MAX_ABS_LOGIT_DELTA, + "final-token logit max|delta| {max_d:.3e} exceeds {MAX_ABS_LOGIT_DELTA:.1}. Measured \ + on this model at n=64: 4.393e-1, from f32 accumulation reordering compounded by the \ + 24% prefill-vs-decode expert-selection divergence reported above. A value near 1e+1 \ + is the signature of a structural error — a dropped H128 transform, a stale \ + activation-conversion cache, or a wrong expert-slot stride — every one of which \ + stays finite and fluent. Check the divergence percentages above first: if THEY are \ + unchanged and this moved, the dense half changed." + ); + assert!( + mean_d < MAX_MEAN_LOGIT_DELTA, + "final-token logit mean|delta| {mean_d:.3e} exceeds {MAX_MEAN_LOGIT_DELTA:.1e}. \ + Measured on this model at n=64: 7.160e-2. The mean is averaged over the whole \ + vocabulary, so unlike max|delta| it does not move on a single outlier logit — a \ + mean this far out means the two routes disagree broadly, not at one index." + ); + // The load-bearing assertion. See the module docs: a tolerance alone would // absorb the failure class this port keeps catching. assert_eq!( arg_a, arg_b, "batched prefill chose a different next token than the per-token route \ (batched {arg_a} @ {best_a}, per-token {arg_b} @ {best_b}). The dense half is not \ - bit-identical by design (batched WMMA vs batch-1 GEMV accumulation order), but that \ - difference is ~1e-3 on these logits and must never move the argmax. A moved argmax \ - means a structural error — a dropped H128 transform, a stale activation-conversion \ - cache, or a wrong expert-slot stride — all of which stay finite and fluent." + bit-identical by design (batched WMMA vs batch-1 GEMV accumulation order) and the \ + routing genuinely diverges on ~24% of decisions, which together move these logits by \ + ~4e-1 — but that must never move the argmax. A moved argmax means a structural \ + error — a dropped H128 transform, a stale activation-conversion cache, or a wrong \ + expert-slot stride — all of which stay finite and fluent." ); println!("G6 PASS"); diff --git a/crates/hipfire-quantize/tests/data/escha/fetch-goldens.sh b/crates/hipfire-quantize/tests/data/escha/fetch-goldens.sh index 5a60810f5..4440ca2c8 100755 --- a/crates/hipfire-quantize/tests/data/escha/fetch-goldens.sh +++ b/crates/hipfire-quantize/tests/data/escha/fetch-goldens.sh @@ -1,10 +1,36 @@ #!/usr/bin/env bash -# Fetch the full escha-mlx golden vectors (6.3 MB of expected outputs, not -# committed). Only needed to regenerate the digests in escha_ref.rs; the -# committed packed inputs plus those digests are a complete gate. +# Fetch the escha-mlx golden vectors that are NOT committed to this repo. +# +# WHAT IS AND IS NOT COMMITTED +# +# Committed (a clean checkout can run G2, G3, G4, G4b with no network): +# packed_gu_e0_k2.i16 packed_down_e0_k3.i16 — codec inputs (G2) +# moeblk_x.f16 moeblk_out.f16 — MoE block in/out (G4) +# moeblk_ids.i64 moeblk_scores.f32 — injected routing (G4/G4b) +# +# NOT committed, fetched by this script (6.0 MB): +# expected_gu_e0_k2.f16 expected_down_e0_k3.f16 +# +# Only that LAST pair is "needed only to regenerate the digests" — the +# `escha_ref` unit tests compare against sha256 digests recorded in +# escha_ref.rs, so the expected tensors themselves are not needed to run +# them. The moeblk_* fixtures are a different case entirely: G4 and G4b +# assert against `moeblk_out.f16` directly and cannot run without it, which +# is why they are now in the repo. (They previously were not, and those two +# gates were unrunnable from a clean checkout while this comment claimed +# every uncommitted file was digest-regeneration only.) +# +# THE REF IS PINNED, deliberately. It used to be `HEAD`, which means the +# goldens this gate scores against could change under the repo without a +# single line of it changing — the classic silently-moving-oracle. This SHA's +# eight files were verified byte-for-byte (sha256) against the copies now in +# the tree. To move to a newer upstream: bump REF, re-run, diff the printed +# digests against the committed files, and say in the commit message what +# changed and why. set -euo pipefail cd "$(dirname "$0")" -B=https://raw.githubusercontent.com/EschaLabs/escha-mlx/HEAD/tests/data +REF=22f7f4c3bb128cacee0d7ae19af9812b212bdc2c +B=https://raw.githubusercontent.com/EschaLabs/escha-mlx/$REF/tests/data for f in codec/packed_gu_e0_k2.i16 codec/expected_gu_e0_k2.f16 \ codec/packed_down_e0_k3.i16 codec/expected_down_e0_k3.f16 \ qwen3_5_moe/moeblk_x.f16 qwen3_5_moe/moeblk_out.f16 \ diff --git a/crates/hipfire-quantize/tests/data/escha/moeblk_ids.i64 b/crates/hipfire-quantize/tests/data/escha/moeblk_ids.i64 new file mode 100644 index 0000000000000000000000000000000000000000..e1aad03b12e19b990c86c2683836dc09967f63c3 GIT binary patch literal 512 zcmZ9{u?m4v00m&1qHIR_jZ#t;i^OU%$zqaK$wCH?VUx*Z@d8SjtQMIq#9)+?!FLyT 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G2: GPU tile decode must match escha_ref::reconstruct EXACTLY in fp16, -//! for both K. Also covers the gate-widening and device-resident-vs-host -//! equivalence checks from the Task 7 review. Run: +//! for both K, at the golden shapes AND at production shapes up to 89M +//! elements. Run: //! cargo run --release -p rdna-compute --example test_escha_decode_gpu_vs_cpu use hipfire_quantize::escha_ref; -use rdna_compute::DType; /// xorshift64* — same tiny inline PRNG convention used by the other GPU /// parity examples in this crate (no `rand` dependency). @@ -73,53 +72,22 @@ fn main() { } println!("wide-shape gate PASS"); - // Device-resident vs. host-roundtrip equivalence (Task 7, Finding 4): - // the load path decodes weights that are already resident on the GPU, - // with no host round trip. Prove the device-resident `escha_decode_tiles` - // and the host-roundtrip `escha_decode_tiles_host` (which now calls it - // internally) produce bit-identical output for the same input. - { - let (ic, oc, k) = (2048usize, 1024usize, 2usize); - let path = format!( - "{}/../hipfire-quantize/tests/data/escha/packed_gu_e0_k2.i16", - env!("CARGO_MANIFEST_DIR") - ); - let raw = std::fs::read(&path).expect("run fetch-goldens.sh first"); - let code: Vec = raw - .chunks_exact(2) - .map(|c| i16::from_le_bytes([c[0], c[1]])) - .collect(); - - let mut gpu = rdna_compute::Gpu::init().expect("gpu"); - let host_result = gpu - .escha_decode_tiles_host(&code, ic as u32, oc as u32, k as u32) - .expect("host-roundtrip decode"); - - let code_bytes: Vec = code.iter().flat_map(|v| v.to_le_bytes()).collect(); - let d_code = gpu - .upload_raw(&code_bytes, &[code.len()]) - .expect("upload code"); - let d_bare = gpu - .alloc_tensor(&[ic * oc], DType::F16) - .expect("alloc bare"); - gpu.escha_decode_tiles(&d_code, &d_bare, ic as u32, oc as u32, k as u32) - .expect("device-resident decode"); - let mut raw_out = vec![0u8; ic * oc * 2]; - gpu.hip - .memcpy_dtoh(&mut raw_out, &d_bare.buf) - .expect("copy back device-resident result"); - let device_result: Vec = raw_out - .chunks_exact(2) - .map(|c| u16::from_le_bytes([c[0], c[1]])) - .collect(); - - assert_eq!( - host_result, device_result, - "device-resident escha_decode_tiles diverges from escha_decode_tiles_host" - ); - println!( - "device-resident vs host equivalence PASS ({} elements identical)", - device_result.len() - ); - } + // The "device-resident vs host-roundtrip equivalence" check that used to + // sit here has been DELETED, not moved. + // + // It compared `escha_decode_tiles_host(...)` against a hand-rolled + // upload -> `escha_decode_tiles` -> download of the same input. But + // `escha_decode_tiles_host` IS that sequence — it calls + // `escha_decode_tiles` internally — so both sides ran the same kernel on + // the same bytes. The only thing it could ever have caught is kernel + // nondeterminism, while its message claimed to prove the two entry points + // equivalent. A check that cannot fail for the reason it names is worse + // than no check: it reads as coverage. + // + // The real gate for the device-resident path is the G2 arm at the top of + // this file. `escha_decode_tiles_host` is a thin wrapper over + // `escha_decode_tiles`, so asserting bit-exactness against + // `escha_ref::reconstruct` — the frozen oracle — already asserts it for + // the device kernel, at both K and at production shapes up to 89M + // elements. Nothing was lost. } diff --git a/scripts/escha-kld.sh b/scripts/escha-kld.sh index 6be9860c5..c3b1ca828 100755 --- a/scripts/escha-kld.sh +++ b/scripts/escha-kld.sh @@ -50,9 +50,15 @@ # reference with f32, i.e. 6.5x, almost all of it KV rather than codec. # # Stage 3 is a NEGATIVE CONTROL, not decoration. It scores the f16 arm against -# its own reference and must print exactly 0.000000; anything else means the +# its own reference and must be exactly 0.000000; anything else means the # harness is measuring the run-to-run noise floor rather than the codec, and # the stage-2 number cannot be attributed. +# +# BOTH the control and the headline number are now ASSERTED by this script +# (stage 4). They used to be enforced only by a human reading stdout — the +# control's result directory was written and never read at all — which is not +# enforcement. A gate whose pass condition lives in a person's attention is a +# gate that passes. set -euo pipefail cd "$(dirname "$0")/.." @@ -67,10 +73,57 @@ CHUNKS=${CHUNKS:-6} TOPK=${TOPK:-256} ARCH=${ARCH:-gfx1151} -mkdir -p "$OUT/per-seq" "$OUT/control" -REF="$OUT/escha-35b-f16-exact-${NCTX}x${CHUNKS}.kldref.bin" +# Upper bound on the headline KLD. Measured: 0.0027576 nats (95% CI +# 0.0019491-0.0038610) with PPL 7.6585. +# +# 0.010 is ~3.6x the measured mean and ~2.6x the upper CI bound. Chosen loose +# on purpose: the quantity being bounded is a Q8_0 re-quantisation error over +# a 6-chunk sample, so it has real sampling spread, and a bound tight enough +# to flake on a reseed would get raised rather than investigated the first +# time it fired. It is still far below anything a genuine defect produces — +# the failure modes this port has actually hit (a dropped H128 transform, a +# stale activation cache, an unrounded router) move the logits by ~1e-1 and +# the KLD by orders of magnitude, not by a factor of three. +KLD_MAX=${KLD_MAX:-0.010} + +# The reference cache key includes everything the reference DEPENDS on, not +# just its shape. It used to be keyed on "${NCTX}x${CHUNKS}" alone and skipped +# whenever a file of that name was non-empty, so pointing the script at a +# different $HFQ — or rebuilding build_kld_ref_native — silently scored the +# new candidate against the OLD model's reference. That is a stale-oracle +# false negative: the number it prints is meaningless and looks fine. +# +# Keyed on: the model's identity and bytes-in-place (realpath, size, mtime), +# the slice contents, the reference builder binary, and the sampling +# parameters. Cheap: no 12 GB hash, and any of these changing changes the key. +ref_key() { + local builder=./target/release/examples/build_kld_ref_native + { + printf '%s\n' "$(readlink -f "$HFQ")" + stat -c '%s %Y' "$HFQ" + sha256sum "$SLICE" | cut -d' ' -f1 + stat -c '%s %Y' "$builder" + printf '%s %s %s\n' "$NCTX" "$CHUNKS" "$TOPK" + } | sha256sum | cut -c1-16 +} +KEY=$(ref_key) +REF="$OUT/escha-35b-f16-exact-${NCTX}x${CHUNKS}-${KEY}.kldref.bin" + +# Each run gets its OWN result directories, named by the same key. +# +# `kld_reduce.py` reduces a whole DIRECTORY, so a single shared `per-seq/` +# means any `.kldseq` left behind by an earlier experiment silently joins this +# run's reduction — and the stage-4 assertions would then be scoring a mixture +# of runs, or asserting against a row this run did not produce. Per-key +# directories make "the reduction describes exactly this run" structural +# rather than something the operator has to remember to clean up. +RUNDIR="$OUT/run-${NCTX}x${CHUNKS}-${KEY}" +PER_SEQ="$RUNDIR/per-seq" +CONTROL="$RUNDIR/control" +mkdir -p "$PER_SEQ" "$CONTROL" echo "== 1/4 weight-exact reference (escha_ref semantics, f16 expert store) ==" +echo " cache key: $(basename "$REF")" if [ ! -s "$REF" ]; then HIPFIRE_ESCHA_EXPERT_STORE=f16 \ ./target/release/examples/build_kld_ref_native \ @@ -84,7 +137,7 @@ echo "== 2/4 score the production Q8_0 arm on the SAME token stream ==" ./target/release/examples/eval_hipfire \ --model "$HFQ" --ref "$REF" \ --scoring-mode per-token --kv-mode f32 \ - --output "$OUT/per-seq/escha-35b-q8_0__${ARCH}__per-token.kldseq" + --output "$PER_SEQ/escha-35b-q8_0__${ARCH}__per-token.kldseq" echo "== 3/4 negative control: the reference arm against its own reference ==" echo " (must be exactly 0.000000, or stage 2 is unattributable)" @@ -92,11 +145,115 @@ HIPFIRE_ESCHA_EXPERT_STORE=f16 \ ./target/release/examples/eval_hipfire \ --model "$HFQ" --ref "$REF" \ --scoring-mode per-token --kv-mode f32 \ - --output "$OUT/control/escha-35b-f16-selfcontrol__${ARCH}__per-token.kldseq" + --output "$CONTROL/escha-35b-f16-selfcontrol__${ARCH}__per-token.kldseq" -echo "== 4/4 reduce ==" +echo "== 4/4 reduce and ASSERT ==" +python3 benchmarks/quality-baselines/harness/kld_reduce.py \ + --result-dir "$PER_SEQ" \ + --out-md "$RUNDIR/result-table.md" \ + --out-json "$RUNDIR/result-data.json" +# The control arm gets reduced too. Writing a result directory and never +# reading it is what let "must print exactly 0.000000" be a comment. python3 benchmarks/quality-baselines/harness/kld_reduce.py \ - --result-dir "$OUT/per-seq" \ - --out-md "$OUT/result-table.md" \ - --out-json "$OUT/result-data.json" -cat "$OUT/result-table.md" + --result-dir "$CONTROL" \ + --out-md "$RUNDIR/control-table.md" \ + --out-json "$RUNDIR/control-data.json" +cat "$RUNDIR/result-table.md" +echo +cat "$RUNDIR/control-table.md" +echo + +python3 - "$RUNDIR/result-data.json" "$RUNDIR/control-data.json" "$KLD_MAX" <<'PYEOF' +import json, sys + +result, control, kld_max = sys.argv[1], sys.argv[2], float(sys.argv[3]) +fail = [] + +def one(path, what): + rows = json.load(open(path)) + if len(rows) != 1: + fail.append( + f"{what}: expected exactly one row in {path}, got {len(rows)} " + f"({[r['variant'] for r in rows]}). A stale .kldseq from an earlier " + "run is in the result directory; the reduction is not describing " + "this run." + ) + return None + return rows[0] + +# What "exactly 0.000000" means, precisely. +# +# The contract in the header is about the value eval_hipfire PRINTS, which is +# 6 decimal places. The underlying float is NOT bit-zero: measured +# +# mean_kld = 2.1341004702939135e-10 p99_kld = 6.029504362788427e-09 +# +# and — this is the part that matters — those two figures reproduce BIT-FOR-BIT +# across repeated runs against the same reference. So the residue is not a +# nondeterminism floor. It is the fixed difference between two programs +# computing the same forward: the reference is written by +# `build_kld_ref_native` and scored by `eval_hipfire`, which are separate +# binaries with their own scratch reuse and launch order. A constant ~1e-10 +# between them is f32 last-bit noise, and it is ~1.3e7 times smaller than the +# 2.7576e-3 the production arm reports. +# +# The assertion therefore encodes what actually has to hold for stage 2 to be +# attributable, in two parts: +# (1) the control rounds to 0.000000 at the printed precision — the literal +# documented contract; and +# (2) the control is at least 10 000x below the production number, so no +# part of the headline figure can be the floor. +# A control that had drifted to genuine run-to-run noise would break (2) long +# before it broke (1), which is why (2) is here at all. +CONTROL_ABS_MAX = 5e-7 # rounds to 0.000000 at 6 dp +CONTROL_RATIO = 1e4 # measured margin is ~1.3e7 + +ctl = one(control, "negative control") +if ctl is not None: + if not (abs(ctl["mean_kld"]) < CONTROL_ABS_MAX and abs(ctl["p99_kld"]) < CONTROL_ABS_MAX): + fail.append( + f"negative control does not round to 0.000000: " + f"mean_kld={ctl['mean_kld']!r} p99_kld={ctl['p99_kld']!r}. The " + "reference arm scored against its own reference must agree with " + "it to the printed precision; anything visible at 6 dp means the " + "harness has a floor of its own and the stage-2 KLD cannot be " + "attributed to the Q8_0 expert re-quantisation." + ) + else: + print( + f"negative control: mean_kld={ctl['mean_kld']:.3e} " + f"p99_kld={ctl['p99_kld']:.3e} (prints as 0.000000), OK" + ) + +res = one(result, "production arm") +if res is not None: + print( + f"production arm: mean_kld={res['mean_kld']:.7f} nats " + f"(95% CI {res['mean_kld_ci_lo']:.7f}-{res['mean_kld_ci_hi']:.7f}) " + f"ppl={res['ppl']:.4f}" + ) + if not (res["mean_kld"] <= kld_max): + fail.append( + f"KLD {res['mean_kld']:.7f} nats exceeds the bound {kld_max}. " + "See the KLD_MAX rationale at the top of escha-kld.sh: this bound " + "is ~3.6x the recorded 0.0027576, so exceeding it is not sampling " + "spread." + ) + if ctl is not None and not ( + abs(ctl["mean_kld"]) * CONTROL_RATIO < res["mean_kld"] + ): + fail.append( + f"the negative control ({ctl['mean_kld']:.3e}) is within " + f"{CONTROL_RATIO:.0e}x of the production KLD " + f"({res['mean_kld']:.7f}). Whatever stage 2 is measuring, a " + "material fraction of it is the harness floor rather than the " + "codec, and the number must not be reported as a codec result." + ) + +if fail: + print() + for f in fail: + print("G5 FAIL:", f) + sys.exit(1) +print("G5 PASS") +PYEOF From ce22593b2d6f74bfe0648d9669901d0e28ed1118 Mon Sep 17 00:00:00 2001 From: Nick Woolmer <29717167+nwoolmer@users.noreply.github.com> Date: Thu, 3 Sep 2026 10:26:34 +0100 Subject: [PATCH 051/100] =?UTF-8?q?docs(escha):=20correct=20=C2=A710.3,=20?= =?UTF-8?q?record=20the=20gates=20and=20the=20limitations,=20register=20G1?= =?UTF-8?q?-G6?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit **§10.3 was stale by this branch's own last four commits** and understated prefill by 4x in a section titled "Phase 1 results (measured)": | claim | was | is | |---|---|---| | prefill | 40.0 tok/s | 161.9 (n=512), 165.2 (n=2048) | | resident | 67.9 GB | 37.58 GB (37 587 996 672 B GTT delta) | | batched prefill | "has no admissible batched prefill body" | admissible and taken since 06ab4db8e — 160 H128 launches for a 512-token prompt against 81 920 for a per-token fallback | | gap to mq4r prefill | "7.2x behind" | ~1.8x | | contiguous expert buffers | "Phase 2 work" | landed in 6547c78b6 | Also propagated: `docs/MODELS.md` said min_vram 72 / 67.9 GB where `registry/models.json` said 40 / 37.5; `escha_model_smoke` pointed readers at §10.3 while itself stating the correct figure. All now 40 / 37.6 GB. One consequence of the packing fix that the old text got backwards: the weight-exact F16 expert store is no longer free. It was free only because the 2 MiB granule already charged Q8_0 what F16 needs; packed, it is a genuine 2x on the expert half. **§10.5 (new) — two required limitations.** (a) The routed half does not amortise in prefill. Batched prefill amortises the H128 launch cost and the activation traffic, not the 34.2 GB of expert weight traffic per pass, which is why escha stays ~1.8x behind mq4r's 289.6 tok/s. Closing it needs a Q8_0 grouped GEMM over sorted expert groups — and that changes the order in which a token's k expert contributions accumulate, so G4's two `0 differing floats` equality claims would have to become bounds with an argument behind them. It is also the arm that would spring the prefill hole `check_moe_prefill_supported` now closes. (b) The prefill-vs-decode expert-selection divergence is **2.96-3.13% per expert slot**, not the ~0.42% estimated at design time — 8x low, and low for a structural reason: the dominant term is the f16 activation downcast the batched dense half applies for its WMMA GEMMs, not accumulation reordering. 24.1% of (token, layer) SETS diverge over the whole stack, 0.00% at layer 0 (which cannot have compounded). The three code comments quoting 0.42% for this quantity are corrected; the separate 0.42% figure for escha-vs-hipfire router rounding is a different measurement and is left alone. **§10.6 (new) — the correctness gates, with results.** §10 recorded none of them. G1 80/80 byte-identical; G2 bit-exact including 89 128 960-element shapes; G3 bit-exact every launch form; G4b 0/8; G4 F32 max 1.828e-4 / mean 9.673e-6, Q8_0 max 2.633e-4 / mean 3.027e-5, indexed-vs-host and batched-vs-per-token both 0 differing floats; G5 0.0027576 nats / PPL 7.6585 with the control at 2.13e-10 (prints 0.000000, bit-reproducible); G6 argmax stable at 135744. §10.1's control row is corrected too: it said "0.000000 nats, NLL identical to 8 dp", which is the printed value. The float is 2.1341004702939135e-10 and repeats bit-for-bit, which is what makes it a determinism control rather than a noise floor. **G1-G6 are now registered.** Neither `docs/VALIDATION.md` nor `scripts/gates.sh` contained the string "escha", so nothing in the repo recorded that these gates exist or must be re-run before a release. VALIDATION.md gains a gate table, a claim→route row (escha codec / H128 / routed executors / loader → G1-G6, explicitly NOT serve_harness.py), and a note that `escha_ref` is a frozen oracle. `gates.sh` gains `--escha` / `--escha-only`, off by default because the battery is checkpoint-specific and would pass vacuously or fail confusingly against an arbitrary `--model`. **Registry (I12).** The escha entry was the only one in the registry with an empty `repo` AND a `sha256` + `size_bytes`. Those describe a file nobody else can fetch: the digest verifies nothing and reads like a published one. Dropped until the artifact is public. `hipfire pull` already bails on an empty `repo` before it reads either field, so the fail-closed CLI behaviour is unchanged; `registry/v1.json` regenerated (only this entry and the timestamp move). The status line said "design approved, plan pending" for a branch that is implemented and gated. Co-Authored-By: Claude Opus 5 (1M context) Claude-Session: https://claude.ai/code/session_01FfwZUVGT7QpjMdHikoERfM --- .../examples/escha_model_smoke.rs | 12 +- .../examples/escha_prefill_batch_gate.rs | 33 +-- .../examples/escha_prefill_bench.rs | 2 +- .../hipfire-arch-qwen35/src/qwen35/escha.rs | 2 +- .../hipfire-arch-qwen35/src/qwen35/prefill.rs | 3 +- .../hipfire-arch-qwen35/src/qwen35/weights.rs | 3 +- .../src/pipeline/route_trace.rs | 2 +- docs/MODELS.md | 2 +- docs/VALIDATION.md | 35 +++- docs/plans/escha-w2-port-design.md | 196 ++++++++++++++---- registry/models.json | 4 +- registry/v1.json | 8 +- scripts/gates.sh | 59 ++++++ 13 files changed, 292 insertions(+), 69 deletions(-) diff --git a/crates/hipfire-arch-qwen35/examples/escha_model_smoke.rs b/crates/hipfire-arch-qwen35/examples/escha_model_smoke.rs index 30679937e..48636755a 100644 --- a/crates/hipfire-arch-qwen35/examples/escha_model_smoke.rs +++ b/crates/hipfire-arch-qwen35/examples/escha_model_smoke.rs @@ -44,15 +44,17 @@ //! the daemon DOES drive this checkpoint (`scripts/_coherence_runner.py`, and //! §10.4 of the design doc). //! -//! COST: **37.5 GB resident**, measured as an amdgpu GTT delta on gfx1151 -//! (`scripts/escha-gtt-probe.sh`). 34.2 GB of that is the Q8_0 routed experts -//! and ~3.3 GB is everything else. It was 67.9 GB until the experts were -//! packed one device buffer per (layer, projection): while each of the 20,480 +//! COST: **37.6 GB resident** (37 587 996 672 B), measured as an amdgpu GTT +//! delta on gfx1151 (`scripts/escha-gtt-probe.sh`: 40.94 GB peak over a +//! 3.36 GB idle baseline). 34.2 GB of that is the Q8_0 routed experts and +//! ~3.3 GB is everything else. It was 67.9 GB until the experts were packed +//! one device buffer per (layer, projection): while each of the 20,480 //! per-expert buffers was its own allocation, the HIP allocator's 2 MiB //! granule rounded the 2.125 MiB gate_up up to 4 MiB and the 1.0625 MiB down //! up to 2 MiB, spending 30 GB on rounding. Still not free on a 128 GB //! workstation with other applications running — check headroom first. -//! See design doc §10.3. +//! See design doc §10.3, which now records this figure rather than the 67.9 GB +//! it predated. //! //! Run: //! cargo run --release -p hipfire-arch-qwen35 \ diff --git a/crates/hipfire-arch-qwen35/examples/escha_prefill_batch_gate.rs b/crates/hipfire-arch-qwen35/examples/escha_prefill_batch_gate.rs index b8e9ea431..85c688aa0 100644 --- a/crates/hipfire-arch-qwen35/examples/escha_prefill_batch_gate.rs +++ b/crates/hipfire-arch-qwen35/examples/escha_prefill_batch_gate.rs @@ -49,14 +49,19 @@ //! //! Escha's router logits pass through `router_logits_round_f16_rne` on BOTH //! routes (that is what makes the comparison meaningful at all), but the -//! logits fed to it differ by the same accumulation reordering. ~0.42% of -//! escha routing decisions were measured in Task 9 to straddle an f16 -//! boundary, so a few tokens per prompt legitimately select a different expert -//! set on the two routes. That is a property of the format, not a defect — but -//! it has to be BOUNDED, so this gate measures it rather than repeating the -//! estimate: with `HIPFIRE_ESCHA_ROUTE_TRACE` set, both arms record the -//! `topk_indices` every MoE layer actually indexed with, and the gate reports -//! the fraction of (token, layer) decisions whose top-k SET differs. +//! logits fed to it differ, so some decisions land on the other side of an f16 +//! rounding boundary and the two routes legitimately select different experts. +//! That is a property of the format, not a defect — but it has to be MEASURED, +//! which is what this gate does: with `HIPFIRE_ESCHA_ROUTE_TRACE` set, both +//! arms record the `topk_indices` every MoE layer actually indexed with. +//! +//! The measured rate is **2.96-3.13% per expert slot** (24.1% of (token, +//! layer) SETS over the whole stack, 0.00% at layer 0). Task 9's design-time +//! estimate was ~0.42%, i.e. 8x low, and it was low because it modelled the +//! wrong term: the dominant perturbation is not f32 accumulation reordering +//! but the **f16 downcast** the batched dense half applies to its activations +//! for the WMMA GEMMs, which the per-token F32 GEMV route does not. See the +//! design doc §10.5(b). Do not re-quote 0.42% anywhere. //! //! # State reset between the arms //! @@ -68,7 +73,7 @@ //! reset — arm B prefills from position 0 and rewrites the same slots, and //! attention only reads positions below its own `start_pos + n`. //! -//! COST: loads the whole model, ~37.5 GB resident. +//! COST: loads the whole model, ~37.6 GB resident. //! //! Run: //! cargo run --release -p hipfire-arch-qwen35 \ @@ -412,10 +417,12 @@ fn main() -> Result<(), String> { // Layer 0 is the assertion. Both routes feed it the SAME embedding, so a // flip there can only come from this layer's own accumulation reordering - // landing on an f16 boundary. Task 9 measured ~0.42% of escha routing - // decisions sitting on such a boundary; 5% leaves room for sampling noise - // at small `n` while still failing loudly if the dense half is wrong (when - // the stale-FP16-activation bug was live this was well above it). + // landing on an f16 boundary. Measured on this model at n=64: 0.00% — + // layer 0 does not flip at all. The 10% bound leaves room for sampling + // noise at small `n` while still failing loudly if the dense half is wrong + // (when the stale-FP16-activation bug was live this was well above it). + // The whole-stack rate is a different quantity and is much higher (24.1% + // of sets, 2.96-3.13% of slots) because it compounds; see §10.5(b). assert!( l0_pct < 10.0, "layer-0 expert-selection divergence {l0_pct:.4}% is far above the few percent \ diff --git a/crates/hipfire-arch-qwen35/examples/escha_prefill_bench.rs b/crates/hipfire-arch-qwen35/examples/escha_prefill_bench.rs index eeda733c7..802362a0f 100644 --- a/crates/hipfire-arch-qwen35/examples/escha_prefill_bench.rs +++ b/crates/hipfire-arch-qwen35/examples/escha_prefill_bench.rs @@ -21,7 +21,7 @@ //! activations, so a fixed prompt also keeps the expert-selection work //! comparable between runs. //! -//! COST: loads the whole model, ~37.5 GB resident. See `escha_model_smoke`. +//! COST: loads the whole model, ~37.6 GB resident. See `escha_model_smoke`. //! //! Run: //! cargo run --release -p hipfire-arch-qwen35 \ diff --git a/crates/hipfire-arch-qwen35/src/qwen35/escha.rs b/crates/hipfire-arch-qwen35/src/qwen35/escha.rs index 404a13416..12c79905f 100644 --- a/crates/hipfire-arch-qwen35/src/qwen35/escha.rs +++ b/crates/hipfire-arch-qwen35/src/qwen35/escha.rs @@ -71,7 +71,7 @@ pub enum EschaWeightStore { /// logical expert size) and F16 was free. Since the projections are packed /// one buffer per (layer, projection) — see [`PackedExpertOwners`] — the /// granule is charged 80 times instead of 20,480 and Q8_0 is measured at - /// 37.5 GB. F16 would be ~32 GB more. It remains the G5 KLD reference arm + /// 37.6 GB. F16 would be ~32 GB more. It remains the G5 KLD reference arm /// and still fits; it is no longer a free upgrade. /// /// Like F32 this loses the indexed GPU-top-K fast path (admission is diff --git a/crates/hipfire-arch-qwen35/src/qwen35/prefill.rs b/crates/hipfire-arch-qwen35/src/qwen35/prefill.rs index 27a3613e1..e65fa8f63 100644 --- a/crates/hipfire-arch-qwen35/src/qwen35/prefill.rs +++ b/crates/hipfire-arch-qwen35/src/qwen35/prefill.rs @@ -3555,7 +3555,8 @@ pub(crate) fn prefill_moe_ffn_body_batched( // rounding unconditionally, so omitting it here would make batched prefill // select from UNROUNDED logits while decode selects from rounded ones — // a systematic prefill-vs-decode route divergence on every token, on top - // of the ~0.42% of decisions that genuinely straddle an f16 boundary. + // of the residual divergence that genuinely straddles an f16 boundary + // (measured 2.96-3.13% per expert slot; design doc §10.5(b)). // Applied to the shared `router_logits` buffer BEFORE the softmax, exactly // where decode applies it, so both routes see identical inputs to top-k. // diff --git a/crates/hipfire-arch-qwen35/src/qwen35/weights.rs b/crates/hipfire-arch-qwen35/src/qwen35/weights.rs index ac1ea5b61..498536c5f 100644 --- a/crates/hipfire-arch-qwen35/src/qwen35/weights.rs +++ b/crates/hipfire-arch-qwen35/src/qwen35/weights.rs @@ -105,7 +105,8 @@ pub struct ExpertWeights { /// occupy 4 MiB and 2 MiB each — 64.4 GB of granules for 34.2 GB of weights. /// Packing each (layer, projection) into ONE buffer pays the rounding once per /// buffer instead of once per expert and recovers ~30 GB. Measured: 67.9 GB -> -/// 37.7 GB of GTT for the whole escha-35b model on gfx1151. +/// 37.6 GB of GTT for the whole escha-35b model on gfx1151 (37 587 996 672 B +/// delta, `scripts/escha-gtt-probe.sh`). pub struct PackedExpertOwners { pub gate_up: GpuTensor, pub down: GpuTensor, diff --git a/crates/hipfire-dispatch/src/pipeline/route_trace.rs b/crates/hipfire-dispatch/src/pipeline/route_trace.rs index e33e16246..36524b91d 100644 --- a/crates/hipfire-dispatch/src/pipeline/route_trace.rs +++ b/crates/hipfire-dispatch/src/pipeline/route_trace.rs @@ -77,7 +77,7 @@ fn sink() -> &'static Mutex> { /// /// Exists because the comparison this module serves needs TWO traces from ONE /// process (a batched arm and a per-token arm over the same prompt, with the -/// model loaded once — it is 37.5 GB). Re-reading the env var would not work: +/// model loaded once — it is 37.6 GB). Re-reading the env var would not work: /// the sink is initialised on first use, which is inside the first MoE layer, /// long before the second arm starts. pub fn reopen(path: &str) { diff --git a/docs/MODELS.md b/docs/MODELS.md index b3714ac31..57ab76c71 100644 --- a/docs/MODELS.md +++ b/docs/MODELS.md @@ -63,7 +63,7 @@ Sizes below are **registry declarations**, not a substitute for runtime MoE layo | `qwen3.5:35b-a3b` | `qwen3.5-35b-a3b.mq4` | 19.7 | 22 | q8 | 35B / 3B-active | | `qwen3.6:35b-a3b` | `qwen3.6-35b-a3b.mq4p` | 19.8 | 22 | q8 | Default graded mq4p SKU | | `qwen3.6:35b-a3b-mq2` | `qwen3.6-35b-a3b.mq2` | 11.6 | 14 | | Floor SKU | -| `qwen3.6:35b-a3b-escha` | `qwen3.6-35b-a3b.escha` | 12.3 | 72 | | EschaLabs Escha-W2 2-bit trellis. Local-only (empty `repo`) until published. Min VRAM 72, NOT 14: the file is small but the experts decode to Q8_0 at load and sit at 67.9 GB resident, measured on gfx1151 — see `docs/plans/escha-w2-port-design.md` §10.3. Phase 1 is correctness, not speed (40 tok/s decode). | +| `qwen3.6:35b-a3b-escha` | `qwen3.6-35b-a3b.escha` | 12.3 | 40 | | EschaLabs Escha-W2 2-bit trellis. Local-only (empty `repo`) until published. Min VRAM 40, NOT 14: the file is small but the experts decode to Q8_0 at load and sit at **37.6 GB** resident, measured as a GTT delta on gfx1151 — see `docs/plans/escha-w2-port-design.md` §10.3. (It was 67.9 GB before the experts were packed one buffer per (layer, projection); that figure and a min VRAM of 72 are both stale.) Phase 1 is correctness plus a servable artifact: 40 tok/s decode, 163 tok/s prefill. | | `qwen3.6:35b-a3b-mq3p` | `qwen3.6-35b-a3b.mq3p` | 17.2 | 20 | | MQ3+P graded | | `qwen3.6:35b-a3b-mq4p` | `qwen3.6-35b-a3b.mq4p` | 19.8 | 22 | | MQ4+P graded | | `qwen3.6:35b-a3b-mfp4` | `qwen3.6-35b-a3b.mfp4` | 20.2 | 22 | | MFP4-E8 | diff --git a/docs/VALIDATION.md b/docs/VALIDATION.md index 4093adc4e..a9793443e 100644 --- a/docs/VALIDATION.md +++ b/docs/VALIDATION.md @@ -68,7 +68,7 @@ Narrow roles. Do not widen a harness into a universal gate. | Harness | Path | Role | Not this harness | |---|---|---|---| -| **gates.sh** | [`scripts/gates.sh`](../scripts/gates.sh) | Maintained **manual** wrapper: optional Redline capture, generic serve battery, optional fresh-process perf compare (`probe_commits.sh`). Requires `--model`. | Not CI-default. Not universal. Does not call retired coherence-gate scripts. | +| **gates.sh** | [`scripts/gates.sh`](../scripts/gates.sh) | Maintained **manual** wrapper: optional Redline capture, generic serve battery, optional fresh-process perf compare (`probe_commits.sh`), and (opt-in, `--escha`) the Escha-W2 G1-G6 correctness battery. Requires `--model`. | Not CI-default. Not universal. Does not call retired coherence-gate scripts. The `--escha` arm is checkpoint-specific and is **off by default** — it is not a gate for any other model. | | **serve_harness.py** | [`scripts/serve_harness.py`](../scripts/serve_harness.py) | **Model-agnostic** user-facing serve behavior (battery / chain / session): finish reasons, runaway/empty, prefix cache, prefill/decode timing, recall hooks. | Not LFM thinking-frame specifics. Not Redline route proof. | | **serve_harness.py (LFM tag)** | [`scripts/serve_harness.py`](../scripts/serve_harness.py) | LFM2.5 serve smoke with the exact registry tag; use registry sampling or `recipe:nothink` for non-thinking framing. | Not a substitute for numerical parity oracles. | | **redline_daemon_harness.py** | [`scripts/redline_daemon_harness.py`](../scripts/redline_daemon_harness.py) | Resident-daemon **Redline** capture, phase fingerprint, shadow/parity, and timing evidence under manual-capture env. | Discovery/correctness evidence ≠ product timed-arm route proof by itself. Does not enable AQL routing. | @@ -89,6 +89,38 @@ Use only when the claim class below names them. They are not universal. | Redline certification ladder | [`docs/REDLINE.md`](REDLINE.md) | What evidence is required before Redline-attributed promotion. | | Path-specific parity / state oracle | Arch-owned example or test named by the change (when one exists) | Hidden-state, logit, KV/conv, or graph parity. If none exists for the surface → **blocked**. | +### Escha-W2 correctness gates (G1-G6) + +Checkpoint-specific, **manual**, GPU + model. Run them with +`scripts/gates.sh --escha-only --model /path/to/escha-35b.hfq`, or +individually. These are the required route for any change to the escha codec, +the H128 transforms, the escha routed executors, or the escha loader — a green +serve battery is **not** evidence for any of them. + +Measured values live in +[`escha-w2-port-design.md`](plans/escha-w2-port-design.md) §10.6. A gate that +passes with a number materially different from the one recorded there has not +passed; re-derive before re-recording. + +| Gate | Command | Asserts | Recorded result | +|---|---|---|---| +| **G1** | `python3 scripts/escha-verify-roundtrip.py ` | Verbatim repack: every `escha_code` tensor byte-identical to the source safetensors. Count asserted against `model.safetensors.index.json`; fails on zero shards, zero code tensors, or a count mismatch. | 80/80 byte-identical | +| **G2** | `cargo run --release -p rdna-compute --example test_escha_decode_gpu_vs_cpu` | GPU tile decode == `escha_ref::reconstruct`, bit-exact in fp16, at golden and 89M-element shapes. | 0 mismatched | +| **G3** | `cargo run --release -p rdna-compute --example test_escha_h128_gpu_vs_cpu` | The H128 pair == `escha_ref`, bit-exact, every launch form (single, batched broadcast / per-slot / grouped, out_batched, swiglu). | 0 mismatched | +| **G4b** | `cargo run --release -p hipfire-arch-qwen35 --example escha_router_contract -- ` | arch-6 router selects the same experts as escha's reference routing. | 0/8 differing sets | +| **G4** | `cargo run --release -p hipfire-arch-qwen35 --example escha_moe_block_gate -- ` | Whole MoE block vs escha's `moeblk_out.f16`; plus indexed-vs-host and batched-vs-per-token **equality**. | F32 max 1.828e-4 / mean 9.673e-6; Q8_0 max 2.633e-4 / mean 3.027e-5; 0 differing floats on both route comparisons | +| **G5** | `scripts/escha-kld.sh ` | KLD vs the weight-exact escha arm on a fixed teacher-forced corpus, with an asserted negative control and an asserted upper bound. | 0.0027576 nats (CI 0.0019491-0.0038610), PPL 7.6585, control prints 0.000000 | +| **G6** | `cargo run --release -p hipfire-arch-qwen35 --example escha_prefill_batch_gate -- ` | Batched prefill vs the per-token route, whole model: argmax stable, logit deltas within measured bounds, no non-finite logits. | argmax stable; max\|delta\| 4.393e-1, mean\|delta\| 7.160e-2 | + +`escha_ref` (`crates/hipfire-quantize/src/escha_ref.rs`) is the **frozen +oracle** every bit-exactness claim above rests on. It is a transcription of +EschaLabs' `ref.py` and must not be edited to make a gate pass; a gate that +disagrees with it is reporting a defect in hipfire. + +G1-G4b need only the checkpoint and the fixtures committed under +`crates/hipfire-quantize/tests/data/escha/`. G5 and G6 load the whole model +(37.6 GB resident) and take minutes each. + ## Claim → route map | Claim / change class | Minimum route(s) | Evidence kind | @@ -107,6 +139,7 @@ Use only when the claim class below names them. They are not universal. | Arch port | `methodology/arch-port-validation.md` (channel + speed; no retired coherence battery as acceptance) | Manual | | Model/route **admission** (registry evidence) | Row in [`admissions.yml`](admissions.yml) | Schema v2; exactly one evidence-bound record (LFM2.5-350M MQ4 gfx1201 retained-PM4). No inferred/wildcard rows. Registry admission/evidence is distinct from runtime wiring: the sealed LFM row does **not** select a runtime default and current automatic selection does not use it. | | MQ4R **runtime** automatic Redline default | Source predicate `mq4r_redline_default` in `crates/hipfire-runtime/src/config.rs`; policy in [`REDLINE.md`](REDLINE.md) | **Only** current automatic runtime predicate. Runtime-only: exact GPU arch `gfx1100`, `gfx1151`, or `gfx1201`; PP=1; TP=1; case-insensitive `.mq4r` → retained PM4/Auto unless disabled with the config wizard's built-in `hip` profile, another explicit backend selection, or `HIPFIRE_REPLAY_BACKEND=hip`. Model-family agnostic (no `arch_id` gate). `gfx1200` and all other arches remain opt-in. Existing LFM `.mq4` registry evidence is not auto-selected because it is not `.mq4r`, not because LFM is categorically exempt; any usable non-default retained route must still prove route support and fail closed when unsupported. **Not** registry admission, **not** Section 7 certification, and **not** a sealed-fixture claim for every default-eligible `.mq4r` model. | +| Escha-W2 codec / H128 transforms / escha routed executors / escha loader | `scripts/gates.sh --escha-only --model ` (G1-G6; see the Escha-W2 table above), against the recorded values in [`escha-w2-port-design.md`](plans/escha-w2-port-design.md) §10.6 | Manual GPU + model. Bit-exactness claims are against the frozen `escha_ref` oracle. **Not** `serve_harness.py`, and **not** a subset — G4's two `0 differing floats` rows are equality claims and a change that turns either into a tolerance needs its own argument | | Unknown surface | **Blocked** until an owner adds a row here | Fail closed | ## Retired coherence-gate scripts diff --git a/docs/plans/escha-w2-port-design.md b/docs/plans/escha-w2-port-design.md index d456ef50e..32db42e97 100644 --- a/docs/plans/escha-w2-port-design.md +++ b/docs/plans/escha-w2-port-design.md @@ -1,6 +1,6 @@ # Escha-W2 port — design -**Status:** design approved, plan pending +**Status:** Phase 1 implemented and gated; see §10 for measured results and §10.5 for the limitations that remain open. **Date:** 2026-09-02 **Branch:** `nw_escha_w2` (worktree `~/repos/hipfire-escha`, off `origin/master` @ `8cd15a62b`) **Targets:** `EschaLabs/Qwen3.6-35B-A3B-Escha-W2` (first), `EschaLabs/Qwen3.8-27B-Escha-W2` (second) @@ -617,7 +617,7 @@ Reproduce with `scripts/escha-kld.sh`. | p99 KLD | 0.054 nats | | reference PPL / NLL | 7.6651 / 2.036678 | | candidate PPL / NLL | 7.6585 / 2.035821 | -| negative control (exact vs itself) | **0.000000** nats, NLL identical to 8 dp | +| negative control (exact vs itself) | **0.000000** nats as printed (actual 2.1341e-10, p99 6.03e-09) | | KLD vs the bf16 parent | **not run** — see §10.2 | Near-zero, as §7 predicted, and it is the `Q8_0` intermediate rather than the @@ -640,8 +640,17 @@ before being fixed: default in place gives **0.018357** nats on the identical reference — 6.5x the real figure, and almost all of it is KV quantisation, not the codec. - **The negative control is the thing that makes the number attributable.** - Scoring the exact arm against its own reference returns exactly 0.000000, so - the harness is not reporting a run-to-run noise floor. + Scoring the exact arm against its own reference prints 0.000000. The + underlying float is not bit-zero — it is 2.1341004702939135e-10 (p99 + 6.029504362788427e-09) — and re-running it against the same reference + reproduces both figures BIT-FOR-BIT. That reproducibility is the point: a + nondeterminism floor would not repeat. The residue is the fixed difference + between two programs computing the same forward (`build_kld_ref_native` + writes the reference, `eval_hipfire` scores it), and it is ~1.3e7 times + below the 0.0027576 the production arm reports. `scripts/escha-kld.sh` now + asserts both halves of that — the control rounds to 0.000000 at the printed + precision, and it is at least 1e4x below the headline number — rather than + leaving "must print exactly 0.000000" to a human reading stdout. The reference could not be `escha_ref` driving a CPU forward: `escha_ref` is a block-level oracle (codec, H128, `expert_linear`, `swiglu`) and this repo has @@ -666,30 +675,47 @@ prices the port, not the codec. ### 10.3 Speed and memory +All figures re-measured on the branch head (gfx1151, ROCm 7.2.2) with +`escha_prefill_bench` and `scripts/escha-gtt-probe.sh`. An earlier revision of +this section reported the state before `6547c78b6` (contiguous expert buffers) +and `06ab4db8e` (reachable batched prefill) and understated prefill by 4x; the +numbers below supersede it. + | | escha (Phase 1) | `qwen3.6:35b-a3b-mq4r` | |---|---|---| -| decode | **40.0 tok/s** | 71.8 tok/s (MTP engaged, tau 1.52) | -| prefill, 1240-token prompt | **40.0 tok/s** | — | -| prefill, short prompt | 37.5–40.7 tok/s | 289.6 tok/s | +| decode | **40.0–40.2 tok/s** | 71.8 tok/s (MTP engaged, tau 1.52) | +| prefill, n=512 | **161.9 tok/s** | — | +| prefill, n=2048 | **165.0 tok/s** | — | +| prefill, short prompt | — | 289.6 tok/s | | file on disk | 12.34 GB | 18.7 GB | -| resident (GTT) | **67.9 GB** | — | - -Phase 1 **loses to `qwen3.6:35b-a3b-mq2` on speed**, as §9 predicted, and that -is Phase 2's job. mq2 itself is not on this box, so the table uses `mq4r` from -the same family; the conclusion is a-fortiori rather than assumed — mq2 is -11.6 GB against mq4r's 18.7 GB, reads strictly fewer expert bytes per token, -and takes the same indexed GPU-top-K path, so it is at least as fast as the -column shown. The decode row is not like-for-like (mq4r has its MTP sidecar -attached and escha has no speculator wired); the prefill row is, and it is the -starker gap: escha has no admissible batched prefill body, so -`forward_prefill_batch` falls to a per-token loop and prefill runs at decode -speed, 7.2x behind. - -**Resident memory is 67.9 GB, not the ~36.7 GB §9 predicted.** The prediction -was not wrong about the format; it was wrong about the allocator. Measured on -gfx1151 as GTT delta over baseline (`mem_info_gtt_used`, 71.2 GB peak against a -3.4 GB idle baseline), steady through decode. The cause is allocation -granularity across 20,480 separate per-expert buffers: +| resident (GTT) | **37.58 GB** | — | + +Batched prefill IS admissible and IS taken: `escha_routed_prefill_indexed` +runs the routed half over `n_tokens * k` slots in one launch per (layer, +projection, side), which the bench confirms as 160 H128 launches for a +512-token prompt (a per-token fallback would be 81 920). Prefill is therefore +~4.1x decode, not equal to it. + +The remaining prefill gap to `mq4r` is ~1.8x, and §10.5 says what closing it +would cost. The decode row is still not like-for-like — `mq4r` has its MTP +sidecar attached and escha has no speculator wired (and, per the MTP refusal +added on this branch, cannot have one until the H128 pair is taught to that +forward). + +`qwen3.6:35b-a3b-mq2` remains the honest speed comparison and is still not on +this box, so the table uses `mq4r` from the same family; mq2 is 11.6 GB +against mq4r's 18.7 GB, reads strictly fewer expert bytes per token and takes +the same indexed GPU-top-K path, so it is at least as fast as the column +shown. + +**Resident memory is 37.58 GB**, measured as an amdgpu GTT delta over a +3.36 GB idle baseline (40.94 GB peak). 34.2 GB of that is the Q8_0 routed +experts and ~3.3 GB is everything else. + +It was **67.9 GB** until `6547c78b6`, and the cause was allocation +granularity, not the codec or the carrier. While each of the 20 480 per-expert +projections was its own device allocation, the HIP allocator's 2 MiB granule +rounded up every one of them: | | logical | rounded to 2 MiB granules | |---|---|---| @@ -697,19 +723,18 @@ granularity across 20,480 separate per-expert buffers: | down `[2048, 512]` Q8_0 | 1.0625 MiB | 2 MiB | | x 10240 experts | 31.9 GiB (34.2 GB) | 60 GiB (64.4 GB) | -64.4 GB of granules plus ~3.4 GB of everything else is 67.8 GB, against 67.9 GB -observed — the arithmetic closes to 0.1%, which is why this is attributed to -granularity rather than to a leak. Two consequences worth carrying into Phase 2: - -- The fix is one contiguous per-layer expert buffer with per-expert offsets, - not a change of codec or carrier. It would recover ~30 GB, nearly half the - footprint, and is independent of the fused-GEMV work. -- Until then, the weight-exact **F16** store is free: F16's 4 MiB / 2 MiB - projections are exactly what Q8_0 already occupies. That is what makes the - §10.1 reference arm runnable at all — F32 would be 129 GB and would not fit. +64.4 GB of granules plus ~3.4 GB of everything else is 67.8 GB against 67.9 GB +observed — the arithmetic closed to 0.1%, which is why it was attributed to +granularity rather than to a leak, and why packing the experts into one buffer +per (layer, projection) recovered the predicted ~30 GB exactly. The logical +34.2 GB now IS the resident cost. -`escha_model_smoke`'s own note that it "OOMs with ~60 GB already in use" -corroborates ~65-70 GB rather than the 36 GB it states next to it. +One consequence survives the fix: the weight-exact **F16** expert store is no +longer free. It was free at 67.9 GB, because F16's 4 MiB / 2 MiB projections +were exactly what the rounded Q8_0 already occupied. Packed, F16 is a genuine +2x on the expert half (~68 GB resident). That still fits on this box and is +what the §10.1 reference arm uses, but it is now a real cost rather than an +accounting artifact, and F32 (129 GB) still does not fit. ### 10.4 Coherence @@ -737,6 +762,103 @@ daemon reports `open think span at end of generation (validation)`. That is a budget artifact, not a decode fault — the same prompt with headroom closes the span and emits a normal answer. +### 10.5 Limitations that remain open + +Two, both measured, both required reading before this is treated as finished. + +**(a) The routed half does not amortise in prefill.** Batched prefill amortises +the *launch* cost of the H128 transforms and the *activation* traffic, and that +is what took prefill from decode speed to ~163 tok/s. It does not amortise the +expert **weight** traffic: each token's top-8 experts are read for that token, +so a batch of `n` tokens still moves ~`n` x 34.2 GB / (n_layers x tokens) +worth of expert bytes — 34.2 GB of expert traffic per full pass over the batch, +the same total as the per-token route. That is why escha stays ~1.8x behind +`mq4r`'s 289.6 tok/s at prefill despite the batched body. + +Closing it needs a Q8_0 grouped GEMM over **sorted expert groups**: sort the +`n * k` slots by expert, then run one GEMM per expert over all the tokens that +chose it, so each expert's weights are read once per batch instead of once per +token. That is the same Path-2 scatter/grouped structure the MQ dtypes already +use, and it is a real change rather than a port: grouping changes the order in +which a token's `k` expert contributions accumulate, so the result would no +longer be bit-identical to the per-token route. G4's +`batched prefill route vs per-token indexed route: 0 differing floats` — an +equality claim, not a tolerance — would have to be restated as a bound, and +the argument for the new bound would have to be made from scratch. Do not land +that work while leaving G4 asserting equality; the gate would go red and the +temptation would be to loosen it. + +That grouped arm is also what would spring the prefill hole this branch closed +with `check_moe_prefill_supported`: it is the first generic Q8_0 routed prefill +arm, and without the guard an escha layer with `HIPFIRE_ESCHA_INDEXED=0` would +silently take it and drop both Hadamard transforms. + +**(b) Prefill and decode select different experts, at 2.96% per expert slot.** +The design-time estimate in §5 was ~0.42% of routing decisions straddling an +f16 boundary. The measured figure is **8x that**, and — more importantly — the +dominant term is not the one the estimate was about. + +`escha_prefill_batch_gate` records the `topk_indices` both routes actually +indexed with. Measured at n=64: + +| | rate | +|---|---| +| expert-SLOT divergence, whole stack | **2.96–3.13%** | +| (token, layer) SET divergence, whole stack | 24.1% | +| (token, layer) SET divergence, layer 0 | 0.00% | + +Layer 0 is 0% because both routes feed it the same embedding, and it is the +only layer that cannot have compounded. The whole-stack rate is higher because +a flip at layer L changes that token's hidden state for every later layer; the +per-layer series rises from 0% to a ~25-35% plateau, which is compounding, not +a defect. + +The dominant contribution is an **f16 activation downcast**, not accumulation +reordering. The batched dense half converts its F32 activations to F16 for the +WMMA GEMMs where the per-token route runs F32 GEMVs; that downcast is a much +coarser perturbation of the router input than the last-bit differences of a +reordered f32 sum, and it is what pushes decisions across the f16 rounding +boundary that `router_logits_round_f16_rne` then quantises them to. Attributing +this to "accumulation reordering" — as the 0.42% estimate did — is why the +estimate was 8x low. + +Consequences: escha's prefill and decode are NOT interchangeable for anything +that assumes identical routing (KV-cache reuse across a prefill/decode boundary +is fine; a cache of routed-expert outputs would not be). And the final-token +logit delta between the routes is `max 4.393e-1 / mean 7.160e-2` — two orders +of magnitude above what reordering alone gives, dominated by this divergence. +The argmax is stable, which is what G6 asserts, but the logits are not close. + +Neither limitation is a blocker for Phase 1, whose claim is correctness plus a +servable artifact. Both are stated here because §10.3 reads like a success and +a reader who stops there would carry away two wrong beliefs. + +### 10.6 Correctness gates (measured) + +The six gates, their commands, and the results on the branch head. All are +re-runnable; G1-G4b need no model beyond the checkpoint and the committed +fixtures. Registered in `docs/VALIDATION.md` and `scripts/gates.sh`. + +| Gate | What it asserts | Result | +|---|---|---| +| **G1** | every `escha_code` tensor in the `.hfq` is byte-identical to the source safetensors | **80/80 byte-identical** (40 layers x 2 projections; count asserted against `model.safetensors.index.json`, not hardcoded) | +| **G2** | GPU tile decode == `escha_ref::reconstruct` exactly, in fp16 | **bit-exact**, 0 mismatched, at both golden shapes and at production shapes of 89 128 960 elements (K=2 and K=3) | +| **G3** | the H128 pair == `escha_ref`, all launch forms | **bit-exact**, 0 mismatched: `h128_in`, `h128_out`, batched broadcast / per-slot / grouped input mappings, `out_batched`, and swiglu | +| **G4b** | arch-6 router selects the same experts as escha's reference routing | **0/8 tokens with a differing top-8 set** | +| **G4** | the whole MoE block against escha's `moeblk_out.f16` golden | F32 (weight-exact) arm **max 1.828e-4 / mean 9.673e-6**; Q8_0 (production) arm **max 2.633e-4 / mean 3.027e-5**, against a golden mean magnitude of 1.85e-2. Indexed route vs host route: **0 differing floats**. Batched prefill route vs per-token indexed route: **0 differing floats**. Q8_0 re-quantisation cost, arm2 - arm1: max 1.687e-4 / mean 2.864e-5 | +| **G5** | KLD against the weight-exact escha arm on a fixed teacher-forced corpus | **0.0027576 nats** (95% CI 0.0019491-0.0038610), p99 0.054, **PPL 7.6585**; negative control **2.13e-10 (prints 0.000000)** and bit-reproducible across runs — see §10.1 | +| **G6** | batched prefill vs the per-token route, whole model | **argmax stable** (135744 on both arms); max\|delta\| 4.393e-1, mean\|delta\| 7.160e-2, 0 non-finite logits. Both deltas are now asserted, not printed — see §10.5(b) for why they are this large | + +The two `0 differing floats` rows in G4 are EQUALITY claims, not tolerances, +and are only true because every kernel in the escha routed pipeline is purely +slot-parallel: slot `s` performs the same FLOPs in the same order whether the +launch carried 8 slots or 2048. §10.5(a) explains what would break them. + +G4's F32 arm is the codec+transform accuracy; its Q8_0 arm is that plus the +8-bit expert store. The gap between them (max 1.687e-4) is the price of the +Q8_0 carrier at block level, and G5's 0.0027576 nats is the same price +end-to-end over 40 layers. + ## 11. Out of scope - Reproducing Escha's quantization or recovery fine-tune. We consume their diff --git a/registry/models.json b/registry/models.json index 9923d6359..eb72f6505 100644 --- a/registry/models.json +++ b/registry/models.json @@ -457,9 +457,7 @@ "file": "qwen3.6-35b-a3b.escha", "size_gb": 12.3, "min_vram_gb": 40, - "desc": "EschaLabs Escha-W2 2-bit trellis codec, decoded to Q8_0 experts at load (Phase 1: correctness + a servable artifact, not speed). 12.3 GB on disk, 37.5 GB resident (measured GTT delta on gfx1151) \u2014 the experts decode to Q8_0 at load, packed one buffer per (layer, projection). Local-only until published.", - "sha256": "bd186b37037ee6c1cb58ce6a5c053b785e9ba30b7f1de04fda7ef4f4f06e3010", - "size_bytes": 12344899840 + "desc": "EschaLabs Escha-W2 2-bit trellis codec, decoded to Q8_0 experts at load. Phase 1: correctness plus a servable artifact \u2014 40 tok/s decode, 163 tok/s prefill. 12.3 GB on disk, 37.6 GB resident (measured GTT delta on gfx1151), the experts packed one buffer per (layer, projection). Local-only: `repo` is empty and `hipfire pull` refuses the tag, so `sha256`/`size_bytes` are deliberately absent \u2014 a locally-computed digest of a file nobody else can fetch verifies nothing and reads like a published one. They go in when the artifact does." }, "qwen3.6:35b-a3b-mq3p": { "recommended_settings": { diff --git a/registry/v1.json b/registry/v1.json index c33c3ed3b..0db63bb1b 100644 --- a/registry/v1.json +++ b/registry/v1.json @@ -1,6 +1,6 @@ { "schema_version": 1, - "generated_at": "2026-09-03T05:31:00Z", + "generated_at": "2026-09-03T09:24:30Z", "_comment": "GENERATED by scripts/registry_gen.py \u2014 do not hand-edit. Edit registry/models.json (curated overlay) and re-run the generator. Strict superset of registry/models.json: models/aliases keep the curated shape; sha256/size_bytes come from the HF LFS API; arch_id per docs/architecture-ids.md; min_vram_gb gates pull/run on VRAM.", "models": { "qwen3.5:0.8b": { @@ -513,9 +513,9 @@ "file": "qwen3.6-35b-a3b.escha", "size_gb": 12.3, "min_vram_gb": 40, - "desc": "EschaLabs Escha-W2 2-bit trellis codec, decoded to Q8_0 experts at load (Phase 1: correctness + a servable artifact, not speed). 12.3 GB on disk, 37.5 GB resident (measured GTT delta on gfx1151) \u2014 the experts decode to Q8_0 at load, packed one buffer per (layer, projection). Local-only until published.", - "sha256": "bd186b37037ee6c1cb58ce6a5c053b785e9ba30b7f1de04fda7ef4f4f06e3010", - "size_bytes": 12344899840, + "desc": "EschaLabs Escha-W2 2-bit trellis codec, decoded to Q8_0 experts at load. Phase 1: correctness plus a servable artifact \u2014 40 tok/s decode, 163 tok/s prefill. 12.3 GB on disk, 37.6 GB resident (measured GTT delta on gfx1151), the experts packed one buffer per (layer, projection). Local-only: `repo` is empty and `hipfire pull` refuses the tag, so `sha256`/`size_bytes` are deliberately absent \u2014 a locally-computed digest of a file nobody else can fetch verifies nothing and reads like a published one. They go in when the artifact does.", + "sha256": null, + "size_bytes": null, "arch_id": 6, "quant": "escha" }, diff --git a/scripts/gates.sh b/scripts/gates.sh index 75e4b0fe1..9735c828a 100755 --- a/scripts/gates.sh +++ b/scripts/gates.sh @@ -21,6 +21,11 @@ WORK_DIR="${HIPFIRE_GATE_WORK_DIR:-$ROOT/.redline-work/gates}" RUN_REDLINE=1 RUN_SERVE=1 RUN_PERF=1 +# Escha-W2 G1-G6. OFF by default: these are checkpoint-specific (they need the +# escha .hfq and, for G1, the source safetensors tree), so running them against +# whatever `--model` happens to be would either fail or, worse, pass vacuously. +RUN_ESCHA=0 +ESCHA_SRC="${ESCHA_SRC:-/data/hipfire-models/escha-35b}" PM4=1 PERF_BASE="HEAD~1" @@ -36,6 +41,21 @@ Options: --perf REF compare performance against REF (default HEAD~1) --aql shadow the retained AQL path instead of one PM4 IB --work-dir PATH artifact directory + --escha ALSO run the Escha-W2 correctness battery G1-G6 + --escha-only run ONLY G1-G6 (--model must be the escha .hfq) + --escha-src PATH source safetensors tree for G1 (or ESCHA_SRC) + default /data/hipfire-models/escha-35b + +Escha-W2 gates (see docs/plans/escha-w2-port-design.md §10.6): + G1 verbatim repack: every escha_code tensor byte-identical to source + G2 GPU tile decode == escha_ref::reconstruct, bit-exact + G3 the H128 pair == escha_ref, bit-exact, every launch form + G4 the whole MoE block against escha's moeblk_out.f16 golden + G4b arch-6 router selects the same experts as escha + G5 KLD on a fixed teacher-forced corpus, with a negative control + G6 batched prefill vs the per-token route, whole model +G5 and G6 load the model (37.6 GB resident) and take minutes; G1-G4b do not +need a GPU-resident model beyond the checkpoint and the committed fixtures. EOF } @@ -47,6 +67,9 @@ while [ $# -gt 0 ]; do --no-perf) RUN_PERF=0 ;; --perf) PERF_BASE="${2:?--perf requires a git ref}"; shift ;; --aql) PM4=0 ;; + --escha) RUN_ESCHA=1 ;; + --escha-only) RUN_ESCHA=1; RUN_REDLINE=0; RUN_SERVE=0; RUN_PERF=0 ;; + --escha-src) ESCHA_SRC="${2:?--escha-src requires a path}"; shift ;; --work-dir) WORK_DIR="${2:?--work-dir requires a path}"; shift ;; -h|--help) usage; exit 0 ;; *) echo "gates.sh: unknown argument: $1" >&2; usage >&2; exit 2 ;; @@ -97,4 +120,40 @@ if [ "$RUN_PERF" -eq 1 ]; then BENCH_MODEL="$MODEL" scripts/probe_commits.sh "$BASE_SHA" "$HEAD_SHA" fi +if [ "$RUN_ESCHA" -eq 1 ]; then + echo "== Escha-W2 correctness battery (G1-G6) ==" + echo " model: $MODEL" + echo " source: $ESCHA_SRC" + echo + # Built once; every gate below is a release example. + cargo build --release --workspace --all-targets --locked + + echo "-- G1: verbatim repack (expect 80/80 byte-identical) --" + python3 scripts/escha-verify-roundtrip.py "$ESCHA_SRC" "$MODEL" + + echo "-- G2: tile decode vs escha_ref (expect 0 mismatched) --" + cargo run --release -p rdna-compute --example test_escha_decode_gpu_vs_cpu + + echo "-- G3: H128 pair vs escha_ref (expect 0 mismatched) --" + cargo run --release -p rdna-compute --example test_escha_h128_gpu_vs_cpu + + echo "-- G4b: router contract (expect 0/8 differing sets) --" + cargo run --release -p hipfire-arch-qwen35 \ + --example escha_router_contract -- "$MODEL" + + echo "-- G4: MoE block vs golden (expect F32 1.828e-4/9.673e-6," \ + "Q8_0 2.633e-4/3.027e-5, 0 differing floats on both routes) --" + cargo run --release -p hipfire-arch-qwen35 \ + --example escha_moe_block_gate -- "$MODEL" + + echo "-- G6: batched prefill vs per-token (expect a stable argmax) --" + cargo run --release -p hipfire-arch-qwen35 \ + --example escha_prefill_batch_gate -- "$MODEL" + + echo "-- G5: KLD (expect 0.0027576 nats, PPL 7.6585, control 0.000000) --" + scripts/escha-kld.sh "$MODEL" + + echo "Escha-W2 G1-G6: all green." +fi + echo "runtime validation artifacts: $WORK_DIR" From 1d7d1ea65abc72896b290db242a647ede52d0423 Mon Sep 17 00:00:00 2001 From: Nick Woolmer <29717167+nwoolmer@users.noreply.github.com> Date: Thu, 3 Sep 2026 11:16:09 +0100 Subject: [PATCH 052/100] feat(escha): fused routed GEMV that decodes the trellis code in-register MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Phase 2's core kernel. escha's codes are 2 bits (K=2) and 3 bits (K=3) per weight; Phase 1 expanded them to Q8_0 at load, so 1.0625 B/weight crossed the bus on every token and the whole model streamed 3.01 GB/token — a 69 tok/s roofline at this box's measured 209 GB/s, below the 71.8 the comparable mq4r SKU already does. These kernels read the code stream itself. The structural constraint is the trellis: a 16x16 tile is ONE sliding-window bit stream, so any single weight still costs 4 bytes of it. A block that owns one output row would pay 0.75 B/weight — no better than Q8_0. So a block owns a whole 16-wide tile COLUMN (16 warps, one per column) and every tile it reads is used in full: 0.25 B/weight, the format's floor. Within that, warp `w` reproduces `escha_moe_gemv_k8_indexed.hip` exactly — same lane->contraction mapping, same accumulator count, same loop order, same `(acc0+acc1)+(acc2+acc3)` fold, same `__shfl_down` ladder, same `k <= 1536` wide/narrow rule. Only the weight's provenance changes. K=2 and K=3 keep separate slot maths and separate entry points; the shared part is only the "merge two words, shift, truncate" step, which genuinely is the same. The slot maths is the INVERSE of `escha_decode_tiles`' forward lane->position scatter, which is where this could have gone silently wrong: a wrong inversion still yields a full-rank, finite, plausible weight matrix. G7 (test_escha_native_gemv_gpu_vs_cpu) pins it, on the shipped golden code, at both projections and therefore both trellis orders AND both accumulator variants, against two independent references: * the F16 expert store (`escha_decode_tiles` -> `escha_bare_to_f16`), read through an order-matched f16 GEMV added here for the purpose — 0 differing floats. NOT against Q8_0, which is a lossy re-quantisation of the same weights and would be a false claim. * `escha_ref`, the frozen CPU oracle, re-summed in the kernel's own order — 0 differing floats. This is the one that cannot be satisfied by two GPU paths sharing a wrong idea of where a weight lives. The gate determines whether the build contracted to FMA rather than assuming (it did), and asserts the outputs are not degenerate so the equality is not vacuous. Mutation-verified: `^ 1` in the lane inversion turns 0/8192 and 0/16384 into 8192/8192 and 16384/16384. No production path is wired to these yet — that is the next commit. Co-Authored-By: Claude Opus 5 (1M context) Claude-Session: https://claude.ai/code/session_01FfwZUVGT7QpjMdHikoERfM --- .../test_escha_native_gemv_gpu_vs_cpu.rs | 414 +++++++++++++++++ crates/rdna-compute/src/dispatch.rs | 12 + crates/rdna-compute/src/gemv.rs | 238 ++++++++++ crates/rdna-compute/src/kernels.rs | 12 + kernels/src/escha_moe_gemv_native.hip | 438 ++++++++++++++++++ 5 files changed, 1114 insertions(+) create mode 100644 crates/rdna-compute/examples/test_escha_native_gemv_gpu_vs_cpu.rs create mode 100644 kernels/src/escha_moe_gemv_native.hip diff --git a/crates/rdna-compute/examples/test_escha_native_gemv_gpu_vs_cpu.rs b/crates/rdna-compute/examples/test_escha_native_gemv_gpu_vs_cpu.rs new file mode 100644 index 000000000..b4b27e7bb --- /dev/null +++ b/crates/rdna-compute/examples/test_escha_native_gemv_gpu_vs_cpu.rs @@ -0,0 +1,414 @@ +//! G7: the FUSED routed GEMV — the one that decodes escha's trellis code +//! inside the matmul instead of reading an expanded copy — must produce +//! **bit-identical** f32 output to +//! +//! 1. the same GEMV reading the **F16 expert store** +//! (`escha_decode_tiles` -> `escha_bare_to_f16`, i.e. the exactly-decoded +//! weights with nothing re-quantised), and +//! 2. a CPU replica built from **`escha_ref`**, the frozen oracle, summed in +//! the kernel's own order. +//! +//! Run: +//! cargo run --release -p rdna-compute --example test_escha_native_gemv_gpu_vs_cpu +//! +//! # Why the comparison is against F16 and NOT against the Q8_0 store +//! +//! The Q8_0 expert store is a LOSSY re-quantisation of the decoded weight +//! (that loss is the dominant term in the G4 block gate: 2.633e-4 max against +//! the F32 arm's 1.828e-4). The fused kernel uses the decoded fp16 value +//! itself. Asserting equality against Q8_0 would therefore be asserting +//! something false; the arm that holds the same values the fused kernel +//! decodes is the F16 store, and that is what arm 1 compares against. +//! +//! # Why arm 2 exists as well +//! +//! Arm 1 alone would be satisfied by two GPU paths that are wrong in the same +//! way — they share `escha_decode_tiles`' idea of where a weight lives. Arm 2 +//! closes that: it takes the weights from `escha_ref::reconstruct`, the CPU +//! oracle that has been frozen since commit 11 and that every bit-exact claim +//! in this port rests on, and it re-does the summation in the kernel's exact +//! order (lane-strided partial sums, the accumulator count the variant uses, +//! the `__shfl_down` ladder). So arm 2 checks the DECODE against the oracle +//! and the ACCUMULATION against the transcription contract at once. +//! +//! Arm 2 also reports WHICH f32 contraction the compiler chose (fused +//! multiply-add or separate multiply and add) rather than assuming one: the +//! two differ in the last bit and the gate is an exact-equality gate, so +//! guessing would make it flaky rather than wrong. +//! +//! # Coverage +//! +//! Both shipped A3B projections, i.e. both trellis orders AND both accumulator +//! variants, on the SHIPPED golden code (not synthetic): +//! +//! | projection | ic (K) | oc (M) | trellis K | variant | +//! |---|---|---|---|---| +//! | `gate_up` | 2048 | 1024 | 2 | narrow (K > 1536) | +//! | `down` | 512 | 2048 | 3 | wide (K <= 1536) | +//! +//! `n_exp = 4` experts, each a distinct rotation of the golden code, and eight +//! slots whose ids repeat and are out of order — so a kernel that ignored +//! `expert_ptrs[topk_indices[krank]]`, or that mixed slots up, fails here +//! rather than passing on an accidentally-uniform fixture. +use hipfire_quantize::escha_ref; +use rdna_compute::{DType, Gpu, GpuTensor}; + +/// xorshift64* — the same inline PRNG the other GPU parity examples in this +/// crate use (no `rand` dependency). +struct Rng(u64); +impl Rng { + fn next_u32(&mut self) -> u32 { + self.0 ^= self.0 >> 12; + self.0 ^= self.0 << 25; + self.0 ^= self.0 >> 27; + (self.0.wrapping_mul(0x2545_F491_4F6C_DD1D) >> 32) as u32 + } + /// Activations in roughly the range the H128 input transform emits. + fn next_f32(&mut self) -> f32 { + (self.next_u32() as f32 / u32::MAX as f32) * 2.0 - 1.0 + } +} + +fn f16_to_f32(bits: u16) -> f32 { + half::f16::from_bits(bits).to_f32() +} + +/// How the kernel folds one product into an accumulator. HIP compiles with +/// `-ffp-contract=fast` by default, so `acc += w * x` becomes a single-rounding +/// `v_fmac_f32`; but that is a toolchain default, not a guarantee, and the two +/// forms differ in the last bit. The gate determines which one the build +/// actually produced instead of assuming — see `main`. +#[derive(Clone, Copy, PartialEq, Eq, Debug)] +enum Fold { + Fma, + MulAdd, +} +impl Fold { + #[inline(always)] + fn apply(self, acc: f32, w: f32, x: f32) -> f32 { + match self { + Fold::Fma => w.mul_add(x, acc), + Fold::MulAdd => acc + w * x, + } + } +} + +/// The `__shfl_down(sum, 16/8/4/2/1)` ladder both kernel variants end with, +/// evaluated for lane 0 — the only lane whose result is stored. +/// +/// Every value lane 0 consumes comes from an in-range lane, so the ladder is +/// exactly a balanced binary tree over the 32 partial sums and the +/// out-of-range-returns-self behaviour of `__shfl_down` never enters. +fn warp_reduce(mut lanes: [f32; 32]) -> f32 { + let mut width = 16; + while width > 0 { + for t in 0..width { + lanes[t] += lanes[t + width]; + } + width >>= 1; + } + lanes[0] +} + +/// CPU replica of `escha_gemv_native_*_moe_k8_indexed_batched` for one output +/// row: the NARROW form (one accumulator, `K > 1536`). +/// +/// `w_row[i]` is the weight for contraction index `i`, already fp16-decoded. +fn cpu_row_narrow(w_row: &dyn Fn(usize) -> f32, x: &[f32], k: usize, fold: Fold) -> f32 { + let blocks = k / 32; + let mut lanes = [0.0f32; 32]; + for (t, lane) in lanes.iter_mut().enumerate() { + let mut sum = 0.0f32; + for bi in 0..blocks { + let i = bi * 32 + t; + sum = fold.apply(sum, w_row(i), x[i]); + } + *lane = sum; + } + warp_reduce(lanes) +} + +/// CPU replica of the WIDE form (`K <= 1536`): four interleaved accumulators +/// folded `(acc0 + acc1) + (acc2 + acc3)`, tail blocks landing in `acc[t]`. +fn cpu_row_wide(w_row: &dyn Fn(usize) -> f32, x: &[f32], k: usize, fold: Fold) -> f32 { + let blocks = k / 32; + let quads = blocks >> 2; + let tail = blocks & 3; + let mut lanes = [0.0f32; 32]; + for (t, lane) in lanes.iter_mut().enumerate() { + let mut acc = [0.0f32; 4]; + for q in 0..quads { + let bi = q << 2; + for (s, a) in acc.iter_mut().enumerate() { + let i = (bi + s) * 32 + t; + *a = fold.apply(*a, w_row(i), x[i]); + } + } + for s in 0..tail { + let bi = (quads << 2) + s; + let i = bi * 32 + t; + let contrib = w_row(i) * x[i]; + // Verbatim from the kernel, `t == 3` included in its unreachability. + if s < 3 { + acc[s] += contrib; + } + } + *lane = (acc[0] + acc[1]) + (acc[2] + acc[3]); + } + warp_reduce(lanes) +} + +/// The `[n_exp]` u64 weight-base table the indexed GEMVs index with +/// `expert_ptrs[topk_indices[krank]]`, packed into an F32 tensor (2 f32 per +/// pointer) exactly as the model loader packs it. +fn ptr_table(gpu: &Gpu, owner: &GpuTensor, n_exp: usize, stride_bytes: usize) -> GpuTensor { + let bytes: Vec = (0..n_exp) + .map(|e| owner.buf.as_ptr() as u64 + (e * stride_bytes) as u64) + .flat_map(|p| p.to_ne_bytes()) + .collect(); + gpu.upload_raw(&bytes, &[2 * n_exp]).expect("ptr table") +} + +struct Case { + name: &'static str, + fixture: &'static str, + ic: usize, + oc: usize, + trellis_k: usize, +} + +fn main() { + let cases = [ + Case { + name: "gate_up", + fixture: "packed_gu_e0_k2.i16", + ic: 2048, + oc: 1024, + trellis_k: 2, + }, + Case { + name: "down", + fixture: "packed_down_e0_k3.i16", + ic: 512, + oc: 2048, + trellis_k: 3, + }, + ]; + + let n_exp = 4usize; + let slots = 8usize; + // Repeating, out-of-order ids: an implementation that dropped the indirection + // (or that used `krank` where it meant `ids[krank]`) cannot pass. + let ids: [i32; 8] = [3, 0, 2, 1, 0, 3, 1, 2]; + + let mut gpu = Gpu::init().expect("gpu"); + let mut failures = 0usize; + + for case in &cases { + let path = format!( + "{}/../hipfire-quantize/tests/data/escha/{}", + env!("CARGO_MANIFEST_DIR"), + case.fixture + ); + let raw = std::fs::read(&path).expect("run fetch-goldens.sh first"); + let base: Vec = raw + .chunks_exact(2) + .map(|c| i16::from_le_bytes([c[0], c[1]])) + .collect(); + let words_per_expert = (case.ic / 16) * (case.oc / 16) * 16 * case.trellis_k; + assert_eq!( + base.len(), + words_per_expert, + "{}: fixture is {} i16, expected {words_per_expert}", + case.name, + base.len() + ); + + // Four DIFFERENT experts out of one fixture: rotating the code stream + // keeps it a valid trellis code (every tile is still 16*K words) while + // making no two experts share a single tile. + let experts: Vec> = (0..n_exp) + .map(|e| { + let shift = (e * 16 * case.trellis_k * 37) % words_per_expert; + let mut v = base.clone(); + v.rotate_left(shift); + v + }) + .collect(); + + // ── the two device-side weight stores ──────────────────────────────── + // NATIVE: the code bytes, verbatim, one contiguous buffer with the + // per-expert slot stride the packed loader uses. + let code_bytes: Vec = experts + .iter() + .flat_map(|e| e.iter().flat_map(|v| v.to_le_bytes())) + .collect(); + let d_code = gpu + .upload_raw(&code_bytes, &[code_bytes.len()]) + .expect("upload code"); + + // F16: the production store path — `escha_decode_tiles` then + // `escha_bare_to_f16` — into the same kind of packed buffer. + let d_f16 = gpu + .alloc_tensor(&[n_exp * case.ic * case.oc], DType::F16) + .expect("alloc f16 store"); + let bare = gpu + .alloc_tensor(&[case.ic * case.oc], DType::F16) + .expect("alloc bare"); + let stage = gpu + .alloc_tensor(&[words_per_expert], DType::F16) + .expect("alloc stage"); + for (e, code) in experts.iter().enumerate() { + let bytes: Vec = code.iter().flat_map(|v| v.to_le_bytes()).collect(); + gpu.hip.memcpy_htod(&stage.buf, &bytes).expect("stage code"); + gpu.escha_decode_tiles( + &stage, + &bare, + case.ic as u32, + case.oc as u32, + case.trellis_k as u32, + ) + .expect("decode"); + let slot = d_f16.sub_offset(e * case.ic * case.oc, case.ic * case.oc); + gpu.escha_bare_to_f16(&bare, &slot, case.ic, case.oc) + .expect("bare->f16"); + } + + // ── pointer tables (the same [n_exp] u64 packing the loader builds) ── + let code_ptrs = ptr_table(&gpu, &d_code, n_exp, words_per_expert * 2); + let f16_ptrs = ptr_table(&gpu, &d_f16, n_exp, case.ic * case.oc * 2); + + let id_bytes: Vec = ids.iter().flat_map(|v| v.to_le_bytes()).collect(); + let d_ids = gpu.upload_raw(&id_bytes, &[slots]).expect("ids"); + + // ── activations: one distinct vector per slot ──────────────────────── + let mut rng = Rng(0x5EED_0000_0000_0001 ^ (case.ic as u64)); + let x: Vec = (0..slots * case.ic).map(|_| rng.next_f32()).collect(); + let x_bytes: Vec = x.iter().flat_map(|v| v.to_le_bytes()).collect(); + let d_x = gpu + .upload_raw(&x_bytes, &[slots * case.ic]) + .expect("upload x"); + let d_y_native = gpu + .alloc_tensor(&[slots * case.oc], DType::F32) + .expect("y native"); + let d_y_f16 = gpu + .alloc_tensor(&[slots * case.oc], DType::F32) + .expect("y f16"); + + gpu.escha_gemv_native_moe_k8_indexed_batched( + &code_ptrs, + &d_ids, + &d_x, + &d_y_native, + case.oc, + case.ic, + slots, + case.trellis_k as u32, + ) + .expect("native gemv"); + gpu.escha_gemv_f16_moe_k8_indexed_batched( + &f16_ptrs, &d_ids, &d_x, &d_y_f16, case.oc, case.ic, slots, + ) + .expect("f16 gemv"); + + let y_native = gpu.download_f32(&d_y_native).expect("dl native"); + let y_f16 = gpu.download_f32(&d_y_f16).expect("dl f16"); + + // ── arm 1: fused native vs the F16 expert store, bit for bit ───────── + let diff_f16 = y_native + .iter() + .zip(&y_f16) + .filter(|(a, b)| a.to_bits() != b.to_bits()) + .count(); + let worst = y_native + .iter() + .zip(&y_f16) + .map(|(a, b)| (a - b).abs()) + .fold(0.0f32, f32::max); + println!( + "{}: fused-native vs F16 store — {diff_f16} differing floats of {} (max |delta| {worst:e})", + case.name, + y_native.len() + ); + if diff_f16 != 0 { + failures += 1; + } + + // ── arm 2: fused native vs escha_ref, summed in the kernel's order ─── + // `reconstruct` is IN-major `[ic, oc]`; the GEMV's output row `o` + // contracts over `i`, so the weight is `bare[i * oc + o]`. + let decoded: Vec> = experts + .iter() + .map(|c| escha_ref::reconstruct(c, case.ic, case.oc, case.trellis_k)) + .collect(); + let wide = case.ic <= 1536; + + // Which f32 contraction did this build produce? Decide it from ONE + // element rather than assuming, then hold the whole gate to it. + let probe_row = |fold: Fold, slot: usize, o: usize| -> f32 { + let w = &decoded[ids[slot] as usize]; + let w_row = |i: usize| f16_to_f32(w[i * case.oc + o]); + let xs = &x[slot * case.ic..(slot + 1) * case.ic]; + if wide { + cpu_row_wide(&w_row, xs, case.ic, fold) + } else { + cpu_row_narrow(&w_row, xs, case.ic, fold) + } + }; + let fold = if probe_row(Fold::Fma, 0, 0).to_bits() == y_native[0].to_bits() { + Fold::Fma + } else { + Fold::MulAdd + }; + println!("{}: CPU replica folding as {fold:?}", case.name); + + let mut diff_ref = 0usize; + let mut worst_ref = 0.0f32; + for slot in 0..slots { + let w = &decoded[ids[slot] as usize]; + let xs = &x[slot * case.ic..(slot + 1) * case.ic]; + for o in 0..case.oc { + let w_row = |i: usize| f16_to_f32(w[i * case.oc + o]); + let want = if wide { + cpu_row_wide(&w_row, xs, case.ic, fold) + } else { + cpu_row_narrow(&w_row, xs, case.ic, fold) + }; + let got = y_native[slot * case.oc + o]; + if want.to_bits() != got.to_bits() { + diff_ref += 1; + worst_ref = worst_ref.max((want - got).abs()); + } + } + } + println!( + "{}: fused-native vs escha_ref (kernel order) — {diff_ref} differing floats of {} \ + (max |delta| {worst_ref:e})", + case.name, + y_native.len() + ); + if diff_ref != 0 { + failures += 1; + } + + // A gate that compared two all-zero buffers would report 0 differences + // and prove nothing. Assert the output is actually a GEMV result. + let nonzero = y_native.iter().filter(|v| **v != 0.0).count(); + assert!( + nonzero > y_native.len() / 2, + "{}: only {nonzero} of {} outputs are non-zero — the fixture or the launch is \ + degenerate and the equality above is vacuous", + case.name, + y_native.len() + ); + + for t in [ + d_code, d_f16, bare, stage, code_ptrs, f16_ptrs, d_ids, d_x, d_y_native, d_y_f16, + ] { + let _ = gpu.free_tensor(t); + } + } + + assert_eq!(failures, 0, "G7: the fused native GEMV is not bit-exact"); + println!("G7 PASS"); +} diff --git a/crates/rdna-compute/src/dispatch.rs b/crates/rdna-compute/src/dispatch.rs index ac8da406e..6bc514352 100644 --- a/crates/rdna-compute/src/dispatch.rs +++ b/crates/rdna-compute/src/dispatch.rs @@ -4301,6 +4301,10 @@ impl Gpu { "escha_moe_gemv_k8_indexed", kernels::ESCHA_MOE_GEMV_K8_INDEXED_SRC.to_string(), )); + specs.push(( + "escha_moe_gemv_native", + kernels::ESCHA_MOE_GEMV_NATIVE_SRC.to_string(), + )); // Embedding kernels — Q8_0 is most common, also cover HFQ4G256/G128 variants specs.push(("embedding_q8", kernels::EMBEDDING_Q8_SRC.to_string())); @@ -4653,6 +4657,14 @@ impl Gpu { "escha_gemv_q8_0_wide_moe_k8_indexed_batched", "escha_round_weights_f16_rne", ], + "escha_moe_gemv_native" => vec![ + "escha_gemv_native_k2_moe_k8_indexed_batched", + "escha_gemv_native_k3_moe_k8_indexed_batched", + "escha_gemv_native_k2_wide_moe_k8_indexed_batched", + "escha_gemv_native_k3_wide_moe_k8_indexed_batched", + "escha_gemv_f16_moe_k8_indexed_batched", + "escha_gemv_f16_wide_moe_k8_indexed_batched", + ], other => vec![other], }; // Compile and ensure the module is loaded once. diff --git a/crates/rdna-compute/src/gemv.rs b/crates/rdna-compute/src/gemv.rs index 0c3405d58..2ccb59099 100644 --- a/crates/rdna-compute/src/gemv.rs +++ b/crates/rdna-compute/src/gemv.rs @@ -14182,6 +14182,244 @@ impl Gpu { ) } + /// Escha-W2 routed GEMV that reads the TRELLIS CODE DIRECTLY — the Phase-2 + /// fused kernel. Same signature and same launch shape contract as + /// [`Self::escha_gemv_q8_0_moe_k8_indexed_batched`], so the executor swaps + /// one for the other and nothing else moves. + /// + /// `expert_ptrs` here point at the raw `[in/16, out/16, 16*trellis_k]` + /// int16 code stream of each expert slot — the bytes that came off disk, + /// never an expanded copy. `trellis_k` is 2 (`Escha2T16`, hfq qt=42) or 3 + /// (`Escha3T16`, qt=43); the two have structurally different bit geometry + /// and get separate kernels rather than a runtime branch. + /// + /// # Numerics + /// + /// The wide/narrow choice re-uses the SAME `k <= 1536` threshold as the + /// Q8_0 sibling, and each entry point reproduces that sibling's lane + /// mapping, accumulator count, loop order and final reduction exactly. The + /// result is therefore bit-identical to running the Q8_0 kernel's + /// arithmetic on exactly-decoded fp16 weights — asserted against both + /// [`Self::escha_gemv_f16_moe_k8_indexed_batched`] and `escha_ref` by + /// `rdna-compute/examples/test_escha_native_gemv_gpu_vs_cpu.rs`. + /// + /// # Shape + /// + /// Grid `(m/16, slots)`, block 512: a block owns a whole 16-wide tile + /// column so that every tile it reads is used in full (see the .hip + /// header). Hence the extra `m % 16 == 0` requirement the Q8_0 sibling + /// does not have — satisfied by every escha projection (`2*mi` and + /// `hidden` are both multiples of 16), and rejected loudly rather than + /// silently dropping the tail rows if it ever is not. + #[allow(clippy::too_many_arguments)] + pub fn escha_gemv_native_moe_k8_indexed_batched( + &mut self, + expert_ptrs: &GpuTensor, + topk_indices: &GpuTensor, + x_batch: &GpuTensor, + y_batch: &GpuTensor, + m: usize, + k: usize, + slots: usize, + trellis_k: u32, + ) -> HipResult<()> { + let wide = self.escha_indexed_gemv_preflight( + "escha_gemv_native_moe_k8_indexed_batched", + topk_indices, + x_batch, + y_batch, + m, + k, + slots, + )?; + let entry = match (trellis_k, wide) { + (2, false) => "escha_gemv_native_k2_moe_k8_indexed_batched", + (2, true) => "escha_gemv_native_k2_wide_moe_k8_indexed_batched", + (3, false) => "escha_gemv_native_k3_moe_k8_indexed_batched", + (3, true) => "escha_gemv_native_k3_wide_moe_k8_indexed_batched", + (other, _) => { + return Err(hip_bridge::HipError::new( + 0, + &format!( + "escha_gemv_native_moe_k8_indexed_batched: trellis_k={other}, expected \ + 2 (Escha2T16) or 3 (Escha3T16)" + ), + )) + } + }; + self.escha_launch_native_family( + entry, + expert_ptrs, + topk_indices, + x_batch, + y_batch, + m, + k, + slots, + ) + } + + /// The F16 reference arm of [`Self::escha_gemv_native_moe_k8_indexed_batched`]. + /// + /// Reads an OUT-major `[m, k]` fp16 expert slot — what `escha_bare_to_f16` + /// writes, i.e. the exactly-decoded weights with nothing re-quantised — + /// through the identical grid, lane mapping, accumulator structure and + /// reduction. It exists so "decoding inside the GEMV changes nothing" is a + /// checkable claim about the DECODE rather than about floating point. + /// + /// It is a GATE arm, not a production route: `EschaWeightStore::F16` still + /// runs host-routed, because that arm is what the published G5 KLD + /// reference is built from and changing its GEMV would move a published + /// number. + #[allow(clippy::too_many_arguments)] + pub fn escha_gemv_f16_moe_k8_indexed_batched( + &mut self, + expert_ptrs: &GpuTensor, + topk_indices: &GpuTensor, + x_batch: &GpuTensor, + y_batch: &GpuTensor, + m: usize, + k: usize, + slots: usize, + ) -> HipResult<()> { + let wide = self.escha_indexed_gemv_preflight( + "escha_gemv_f16_moe_k8_indexed_batched", + topk_indices, + x_batch, + y_batch, + m, + k, + slots, + )?; + let entry = if wide { + "escha_gemv_f16_wide_moe_k8_indexed_batched" + } else { + "escha_gemv_f16_moe_k8_indexed_batched" + }; + self.escha_launch_native_family( + entry, + expert_ptrs, + topk_indices, + x_batch, + y_batch, + m, + k, + slots, + ) + } + + /// Shared argument validation for the fused-native GEMV family. Returns + /// `wide` — the SAME `k <= 1536` variant choice the Q8_0 sibling makes, + /// restated here rather than duplicated as a literal so the two cannot + /// drift apart silently (they must agree: it is a numerical selection). + #[allow(clippy::too_many_arguments)] + fn escha_indexed_gemv_preflight( + &mut self, + what: &str, + topk_indices: &GpuTensor, + x_batch: &GpuTensor, + y_batch: &GpuTensor, + m: usize, + k: usize, + slots: usize, + ) -> HipResult { + self.bind_thread()?; + if k % 32 != 0 { + return Err(hip_bridge::HipError::new( + 0, + &format!("{what}: k={k} is not a multiple of 32"), + )); + } + // A block owns a 16-wide tile column, so a non-multiple-of-16 `m` + // would leave the tail rows uncomputed — reading whatever `y` held. + if m % 16 != 0 { + return Err(hip_bridge::HipError::new( + 0, + &format!("{what}: m={m} is not a multiple of 16"), + )); + } + if slots == 0 || m == 0 { + return Err(hip_bridge::HipError::new( + 0, + &format!("{what}: slots={slots} m={m}"), + )); + } + if x_batch.numel() < slots * k || y_batch.numel() < slots * m { + return Err(hip_bridge::HipError::new( + 0, + &format!( + "{what}: x has {} elements (need {}), y has {} (need {})", + x_batch.numel(), + slots * k, + y_batch.numel(), + slots * m + ), + )); + } + if topk_indices.numel() < slots { + return Err(hip_bridge::HipError::new( + 0, + &format!( + "{what}: topk_indices has {} elements, need {slots}", + topk_indices.numel() + ), + )); + } + Ok(k <= 1536) + } + + /// Launch one of the six `escha_moe_gemv_native` entry points. They all + /// share a kernarg list and a grid, so the launch is written once. + #[allow(clippy::too_many_arguments)] + fn escha_launch_native_family( + &mut self, + entry: &str, + expert_ptrs: &GpuTensor, + topk_indices: &GpuTensor, + x_batch: &GpuTensor, + y_batch: &GpuTensor, + m: usize, + k: usize, + slots: usize, + ) -> HipResult<()> { + self.ensure_kernel( + "escha_moe_gemv_native", + kernels::ESCHA_MOE_GEMV_NATIVE_SRC, + entry, + )?; + let pp = expert_ptrs.buf.as_ptr(); + let ip = topk_indices.buf.as_ptr(); + let xp = x_batch.buf.as_ptr(); + let yp = y_batch.buf.as_ptr(); + let m_val = m as i32; + let k_val = k as i32; + let mut params: Vec<*mut c_void> = vec![ + &pp as *const _ as *mut c_void, + &ip as *const _ as *mut c_void, + &xp as *const _ as *mut c_void, + &yp as *const _ as *mut c_void, + &m_val as *const _ as *mut c_void, + &k_val as *const _ as *mut c_void, + ]; + self.launch_maybe_blob( + entry, + [(m / 16) as u32, slots as u32, 1], + [512, 1, 1], + 0, + &mut params, + || { + let mut b = hip_bridge::KernargBlob::new(); + b.push_ptr(pp); + b.push_ptr(ip); + b.push_ptr(xp); + b.push_ptr(yp); + b.push_i32(m_val); + b.push_i32(k_val); + b + }, + ) + } + /// Device-side out-of-place `f32 -> f16 -> f32` round-trip of the escha /// combine weights. /// diff --git a/crates/rdna-compute/src/kernels.rs b/crates/rdna-compute/src/kernels.rs index fbb0cd23a..7e39d4e4d 100644 --- a/crates/rdna-compute/src/kernels.rs +++ b/crates/rdna-compute/src/kernels.rs @@ -4842,6 +4842,18 @@ pub const ESCHA_BARE_TO_OUTMAJOR_SRC: &str = pub const ESCHA_MOE_GEMV_K8_INDEXED_SRC: &str = include_str!("../../../kernels/src/escha_moe_gemv_k8_indexed.hip"); +/// Escha-W2 routed-expert GEMVs that read the TRELLIS CODE DIRECTLY — the +/// Phase-2 fused kernels. Six entry points: the four +/// `escha_gemv_native_k{2,3}[_wide]_moe_k8_indexed_batched` production kernels +/// and the two `escha_gemv_f16[_wide]_moe_k8_indexed_batched` reference arms +/// they are gated bit-exactly against. Same lane mapping, accumulator count +/// and reduction as [`ESCHA_MOE_GEMV_K8_INDEXED_SRC`]; the only difference is +/// that the weight is decoded in-register from the code instead of read from +/// an expanded Q8_0 copy. See the .hip header for why a block has to own a +/// whole 16-wide tile column to reach the format's 0.25 B/weight floor. +pub const ESCHA_MOE_GEMV_NATIVE_SRC: &str = + include_str!("../../../kernels/src/escha_moe_gemv_native.hip"); + /// Batched Q8_0 GEMM. Same per-row math as gemv_q8_0 but holds MAX_BATCH /// per-row accumulators in registers, broadcasting each weight load across /// all batch elements. Saves the (batch_size - 1)× weight re-reads of the diff --git a/kernels/src/escha_moe_gemv_native.hip b/kernels/src/escha_moe_gemv_native.hip new file mode 100644 index 000000000..b7d352141 --- /dev/null +++ b/kernels/src/escha_moe_gemv_native.hip @@ -0,0 +1,438 @@ +// SPDX-License-Identifier: Apache-2.0 +// hipfire — see LICENSE and NOTICE in the project root. + +#include +#include + +// Escha-W2 routed-expert GEMVs that read the TRELLIS CODE DIRECTLY (Phase 2). +// +// # Why +// +// Phase 1 decoded escha's codes to Q8_0 at load: 1.0625 B/weight resident and +// 1.0625 B/weight across the bus on every token. The codes themselves are +// 0.25 B/weight (K=2) and 0.375 B/weight (K=3). At A3B shapes the routed half +// of a decode token moves 1.07 GB as Q8_0 against 0.294 GB native, and the +// whole model is 3.01 GB/token against 2.23 — a 69 tok/s roofline against 94 +// on this box's measured 209 GB/s. Q8_0 could not reach the comparable mq4r +// SKU at ANY efficiency. So the expanded copy has to stop existing: these +// kernels decode inside the GEMV and the code is what crosses the bus. +// +// # The one structural constraint: a block owns a whole 16-wide tile column +// +// Escha's code is a 16x16 TRELLIS tile: 256 weights encoded as one 512-bit +// (K=2) or 768-bit (K=3) sliding-window bit stream. Any single weight needs a +// 16-bit window out of that stream, so a kernel that wants ONE weight from a +// tile must still touch 4 bytes of it. Decoding a tile for one output column +// therefore costs ~12 B of the 64 B tile for 16 weights (0.75 B/weight) — +// three times the format's own 0.25, and no better than Q8_0. +// +// A block that owns all SIXTEEN columns of a tile column-strip reads each tile +// exactly once and uses all 256 of its weights: 0.25 B/weight, the format's +// floor. That is why the block is 16 warps and `blockIdx.x` is a TILE column +// (`out/16` of them) rather than an output row. +// +// # Bit-exactness contract (load-bearing) +// +// Warp `w` of the block computes output row `blockIdx.x*16 + w` with the SAME +// lane->contraction-index mapping, the SAME accumulator count, the SAME loop +// order and the SAME final reduction as `escha_moe_gemv_k8_indexed.hip`. Only +// the weight's provenance changes: `__half2float(escha_cba(state))` instead of +// `d * (float)qval`. So this is bit-identical to running the Q8_0 kernel's +// arithmetic on exactly-decoded fp16 weights — which is exactly what +// `escha_gemv_f16_*` at the bottom of this file does, and what the gate +// `rdna-compute/examples/test_escha_native_gemv_gpu_vs_cpu.rs` asserts to the +// bit against both that kernel and `escha_ref`, the frozen CPU oracle. +// +// The narrow/wide split mirrors the Q8_0 kernels' `k <= 1536` rule for the +// same reason it exists there: the wide form folds FOUR interleaved +// accumulators and the narrow one, so picking the other variant for a given +// projection changes the answer. The host wrapper re-uses that threshold. +// +// # No codebook table, still +// +// `escha_cba` is five inline ops. A 65536-entry fp16 LUT would be 128 KB and +// gfx1151 has 64 KB of LDS, so there is no table here either — see +// `escha_decode_tiles.hip`, whose per-lane maths this reproduces. +// +// # K=2 and K=3 are separate, deliberately +// +// The two orders extract their 16-bit window from structurally different +// stream geometries (16 32-bit words with a 2-bit stride vs 24 words with a +// 3-bit stride and a modular wrap). They share the final "merge two words, +// shift, truncate" step because that step IS the same; everything that decides +// WHICH two words and WHICH shift is duplicated per K on purpose, and each K +// gets its own kernel entry points so neither pays a runtime branch. + +// ── the codebook, inline ───────────────────────────────────────────────────── +// Byte-for-byte the same five ops as `escha_decode_tiles.hip` and +// `escha_ref::cba`. Duplicated rather than shared: G2 asserts the GPU decode +// bit-exact against the Rust oracle, and generating either from the other +// would make that gate circular. Same reasoning here. +__device__ __forceinline__ __half escha_native_cba(unsigned short state) { + unsigned int r = ((unsigned int)state * 0xCBAC1FEDu) & 0x8FFF8FFFu; + r ^= 0x3B603B60u; + __half lo = __ushort_as_half((unsigned short)(r & 0xFFFFu)); + __half hi = __ushort_as_half((unsigned short)(r >> 16)); + return __hadd(lo, hi); // fp16 RNE add — matches the reference exactly +} + +// Load tile word `i` (a little-endian pair of int16s), as in +// `escha_decode_tiles::escha_load_word`. `off` is the word's SHORT offset +// (`2 * i`), precomputed once per lane because it is loop-invariant. +__device__ __forceinline__ unsigned int escha_native_word( + const short* __restrict__ tile, int off) { + return ((unsigned int)(unsigned short)tile[off]) | + (((unsigned int)(unsigned short)tile[off + 1]) << 16); +} + +// Where the state for tile element (row, col) lives. +// +// `escha_decode_tiles` runs 32 lanes x 8 values FORWARD: lane `l` decodes 8 +// states out of one 32-bit window and scatters them to 8 (row, col) slots. A +// GEMV needs the INVERSE — "which window, which shift, for THIS (row, col)" — +// because the lane that must own a weight is fixed by the contraction index, +// not by the tile geometry. +// +// Inverting the forward map (`escha_decode_tiles.hip:96-103`): +// row = 2*(l & 3) + (j & 1) + 8*((j >> 1) & 1) +// col = 2*((l >> 3) + 4*(j >= 4)) + ((l >> 2) & 1) +// gives, uniquely, +// l = ((col >> 1) & 3)*8 + (col & 1)*4 + ((row & 7) >> 1) +// j = ((col >> 3) & 1)*4 + ((row >> 3) & 1)*2 + (row & 1) +// which is what both helpers below start from. A wrong inversion yields a +// full-rank, finite, plausible weight matrix — never a fault — so it is gated +// against `escha_ref` rather than eyeballed. +__device__ __forceinline__ int escha_native_lane_of(int row, int col) { + return ((col >> 1) & 3) * 8 + (col & 1) * 4 + ((row & 7) >> 1); +} +__device__ __forceinline__ int escha_native_j_of(int row, int col) { + return ((col >> 3) & 1) * 4 + ((row >> 3) & 1) * 2 + (row & 1); +} + +// K=2: 16 words per tile, `escha_decode8_k2`'s geometry. +// +// That routine merges words (i0, i1) into a 64-bit value and takes a 32-bit +// window at `shift` (16 for even lanes, 0 for odd), then value `j` is the +// 16 bits at `2*(7-j)` inside the window. Composing the two shifts is exact: +// the widest total is 30, and 30 + 16 <= 64, so the truncation to +// `unsigned short` selects the identical bits. +__device__ __forceinline__ void escha_native_slot_k2( + int row, int col, int* off_a, int* off_b, int* shift) { + const int lane = escha_native_lane_of(row, col); + const int j = escha_native_j_of(row, col); + const int t_off = lane * 8; + const int i1 = t_off >> 4; + const int i0 = (i1 + 15) & 15; + *off_a = 2 * i0; // the high half of `merged` + *off_b = 2 * i1; // the low half + *shift = (((~t_off) & 8) << 1) + 2 * (7 - j); +} + +// K=3: 24 words per tile, `escha_decode8_k3`'s geometry — a 3-bit stride with +// a modular wrap, not a scaled copy of K=2. +// +// There the merge is of words (i0, i2), the two 32-bit windows are at `s2` +// (values 4..7) and `s2 + 12` (values 0..3), and value `j` is the 16 bits at +// `3*(3 - (j & 3))` inside its window. `s2` is in 1..32, so the largest total +// shift is 32 + 12 + 9 = 53 — under 64, so composing is defined, and the bits +// past 63 that the original's 32-bit truncation dropped are zeros either way. +__device__ __forceinline__ void escha_native_slot_k3( + int row, int col, int* off_a, int* off_b, int* shift) { + const int BITS = 3; + const int lane = escha_native_lane_of(row, col); + const int j = escha_native_j_of(row, col); + const int t_off = lane * 8; + const int b1 = (t_off + 257) * BITS; + const int b0 = b1 - 16; + const int b2 = b1 + BITS * 7; + const int i0 = b0 >> 5; + const int i2 = (b2 - 1) >> 5; + const int s2 = ((i2 + 1) << 5) - b2; + *off_a = 2 * (i0 % 24); // the high half of `merged` + *off_b = 2 * (i2 % 24); // the low half + *shift = s2 + (j < 4 ? BITS * 4 : 0) + BITS * (3 - (j & 3)); +} + +// ── the two accumulation forms ─────────────────────────────────────────────── +// +// Both are transcriptions of `escha_moe_gemv_k8_indexed.hip`. The ONLY edit is +// the weight expression. Everything that decides the value of the sum — which +// lane owns which contraction index, the iteration order, the accumulator +// count, the `(acc0+acc1)+(acc2+acc3)` fold, the `__shfl_down` ladder — is +// copied. `TRELLIS_K` is a template parameter so the slot maths is resolved at +// compile time and the inner loop carries no branch on it. +// +// `code` addresses tiles as `[in/16][out/16][16*TRELLIS_K]` int16 — escha's +// own IN-major grid, unchanged from the file. `nt` is this block's tile +// column, `tn = M/16` the grid's width. + +template +__device__ __forceinline__ void escha_native_slot( + int row, int col, int* off_a, int* off_b, int* shift) { + if (TRELLIS_K == 2) escha_native_slot_k2(row, col, off_a, off_b, shift); + else escha_native_slot_k3(row, col, off_a, off_b, shift); +} + +// Narrow form (Q8_0 twin: `escha_gemv_q8_0_moe_k8_indexed_batched`, K > 1536). +// One accumulator; lane `t` owns contraction indices t, t+32, t+64, ... +template +__device__ __forceinline__ void escha_gemv_native_narrow_body( + const unsigned long long* __restrict__ expert_ptrs, + const int* __restrict__ topk_indices, + const float* __restrict__ x_batch, + float* __restrict__ y_batch, + int M, int K +) { + const int warp = threadIdx.x >> 5; + const int lane = threadIdx.x & 31; + const int row = blockIdx.x * 16 + warp; + if (row >= M) return; + const int krank = blockIdx.y; + + const short* __restrict__ code = + reinterpret_cast(expert_ptrs[topk_indices[krank]]); + const float* __restrict__ x = x_batch + (size_t)krank * K; + float* __restrict__ y = y_batch + (size_t)krank * M; + + // Loop-invariant: the block's tile column, the lane's row inside a tile, + // and which of the iteration's two tiles the lane falls in. The slot + // descriptor depends only on (row-in-tile, column-in-tile), so it is + // hoisted out of the contraction loop entirely. + const int tn = M >> 4; + const int nt = blockIdx.x; + const int in_row = lane & 15; + const int tile_hi = lane >> 4; + int off_a, off_b, shift; + escha_native_slot(in_row, warp, &off_a, &off_b, &shift); + + // Tile `kt` of column `nt` starts at `(kt*tn + nt) * 16*TRELLIS_K` shorts. + // This lane's tile in iteration `bi` is `kt = bi*2 + tile_hi`, so the base + // is a loop-invariant origin plus `bi` times two strips. + const size_t strip = (size_t)tn * (16 * TRELLIS_K); + const short* __restrict__ strip0 = + code + (size_t)nt * (16 * TRELLIS_K) + (size_t)tile_hi * strip; + + const int blocks_per_row = K / 32; + float sum = 0.0f; + for (int bi = 0; bi < blocks_per_row; bi++) { + const short* __restrict__ tile = strip0 + (size_t)bi * 2 * strip; + const unsigned long long merged = + ((unsigned long long)escha_native_word(tile, off_a) << 32) | + escha_native_word(tile, off_b); + const __half w = escha_native_cba((unsigned short)(merged >> shift)); + sum += __half2float(w) * x[bi * 32 + lane]; + } + + for (int offset = 16; offset > 0; offset >>= 1) + sum += __shfl_down(sum, offset); + if (lane == 0) y[row] = sum; +} + +// Wide form (Q8_0 twin: `escha_gemv_q8_0_wide_moe_k8_indexed_batched`, +// K <= 1536). Four interleaved accumulators with the `(acc0+acc1)+(acc2+acc3)` +// fold. The tail's `acc[t]` assignment is copied verbatim, including the fact +// that `t == 3` is unreachable. +template +__device__ __forceinline__ void escha_gemv_native_wide_body( + const unsigned long long* __restrict__ expert_ptrs, + const int* __restrict__ topk_indices, + const float* __restrict__ x_batch, + float* __restrict__ y_batch, + int M, int K +) { + const int warp = threadIdx.x >> 5; + const int lane = threadIdx.x & 31; + const int row = blockIdx.x * 16 + warp; + if (row >= M) return; + const int krank = blockIdx.y; + + const short* __restrict__ code = + reinterpret_cast(expert_ptrs[topk_indices[krank]]); + const float* __restrict__ x = x_batch + (size_t)krank * K; + float* __restrict__ y = y_batch + (size_t)krank * M; + + const int tn = M >> 4; + const int nt = blockIdx.x; + const int in_row = lane & 15; + const int tile_hi = lane >> 4; + int off_a, off_b, shift; + escha_native_slot(in_row, warp, &off_a, &off_b, &shift); + + const size_t strip = (size_t)tn * (16 * TRELLIS_K); + const short* __restrict__ strip0 = + code + (size_t)nt * (16 * TRELLIS_K) + (size_t)tile_hi * strip; + + const int blocks_per_row = K / 32; + float acc0 = 0.0f, acc1 = 0.0f, acc2 = 0.0f, acc3 = 0.0f; + const int quads = blocks_per_row >> 2; + const int tail = blocks_per_row & 3; + + for (int q = 0; q < quads; q++) { + const int bi = q << 2; + const short* __restrict__ t0 = strip0 + (size_t)(bi + 0) * 2 * strip; + const short* __restrict__ t1 = strip0 + (size_t)(bi + 1) * 2 * strip; + const short* __restrict__ t2 = strip0 + (size_t)(bi + 2) * 2 * strip; + const short* __restrict__ t3 = strip0 + (size_t)(bi + 3) * 2 * strip; + + const unsigned long long m0 = + ((unsigned long long)escha_native_word(t0, off_a) << 32) | + escha_native_word(t0, off_b); + const unsigned long long m1 = + ((unsigned long long)escha_native_word(t1, off_a) << 32) | + escha_native_word(t1, off_b); + const unsigned long long m2 = + ((unsigned long long)escha_native_word(t2, off_a) << 32) | + escha_native_word(t2, off_b); + const unsigned long long m3 = + ((unsigned long long)escha_native_word(t3, off_a) << 32) | + escha_native_word(t3, off_b); + + const __half w0 = escha_native_cba((unsigned short)(m0 >> shift)); + const __half w1 = escha_native_cba((unsigned short)(m1 >> shift)); + const __half w2 = escha_native_cba((unsigned short)(m2 >> shift)); + const __half w3 = escha_native_cba((unsigned short)(m3 >> shift)); + + acc0 += __half2float(w0) * x[(bi + 0) * 32 + lane]; + acc1 += __half2float(w1) * x[(bi + 1) * 32 + lane]; + acc2 += __half2float(w2) * x[(bi + 2) * 32 + lane]; + acc3 += __half2float(w3) * x[(bi + 3) * 32 + lane]; + } + + for (int t = 0; t < tail; t++) { + const int bi = (quads << 2) + t; + const short* __restrict__ tp = strip0 + (size_t)bi * 2 * strip; + const unsigned long long m = + ((unsigned long long)escha_native_word(tp, off_a) << 32) | + escha_native_word(tp, off_b); + const __half w = escha_native_cba((unsigned short)(m >> shift)); + const float contrib = __half2float(w) * x[bi * 32 + lane]; + if (t == 0) acc0 += contrib; + else if (t == 1) acc1 += contrib; + else if (t == 2) acc2 += contrib; + } + + float sum = (acc0 + acc1) + (acc2 + acc3); + for (int offset = 16; offset > 0; offset >>= 1) + sum += __shfl_down(sum, offset); + if (lane == 0) y[row] = sum; +} + +// ── entry points ───────────────────────────────────────────────────────────── +// Grid: (M/16, slots, 1). Block: 512 (16 warps, one per column of the strip). +// The host wrapper enforces `M % 16 == 0` and `K % 32 == 0`. + +#define ESCHA_NATIVE_GEMV(NAME, FORM, TK) \ + __launch_bounds__(512) \ + extern "C" __global__ void NAME( \ + const unsigned long long* __restrict__ expert_ptrs, \ + const int* __restrict__ topk_indices, \ + const float* __restrict__ x_batch, \ + float* __restrict__ y_batch, \ + int M, int K \ + ) { \ + FORM(expert_ptrs, topk_indices, x_batch, y_batch, M, K); \ + } + +ESCHA_NATIVE_GEMV(escha_gemv_native_k2_moe_k8_indexed_batched, + escha_gemv_native_narrow_body, 2) +ESCHA_NATIVE_GEMV(escha_gemv_native_k3_moe_k8_indexed_batched, + escha_gemv_native_narrow_body, 3) +ESCHA_NATIVE_GEMV(escha_gemv_native_k2_wide_moe_k8_indexed_batched, + escha_gemv_native_wide_body, 2) +ESCHA_NATIVE_GEMV(escha_gemv_native_k3_wide_moe_k8_indexed_batched, + escha_gemv_native_wide_body, 3) + +// ── the F16 reference arm ──────────────────────────────────────────────────── +// +// These read an OUT-major `[M, K]` fp16 expert slot — exactly what +// `escha_bare_to_f16` writes, i.e. the exactly-decoded weights with nothing +// re-quantised. Their whole purpose is to be the thing the fused kernels above +// are compared against: same grid, same block, same lane mapping, same +// accumulator structure, same reduction, and the weight expression written +// character-for-character the same (`__half2float(w) * x[...]`), so the ONLY +// difference between the two is where `w` came from. Equality is therefore a +// statement about the DECODE, not about floating-point luck. +// +// They are a gate arm, not a production route: `EschaWeightStore::F16` still +// runs host-routed. Admitting F16 to the indexed path would change the arm the +// G5 KLD reference is built from, and that reference has published numbers. + +template +__device__ __forceinline__ void escha_gemv_f16_body( + const unsigned long long* __restrict__ expert_ptrs, + const int* __restrict__ topk_indices, + const float* __restrict__ x_batch, + float* __restrict__ y_batch, + int M, int K +) { + const int warp = threadIdx.x >> 5; + const int lane = threadIdx.x & 31; + const int row = blockIdx.x * 16 + warp; + if (row >= M) return; + const int krank = blockIdx.y; + + const __half* __restrict__ A = + reinterpret_cast(expert_ptrs[topk_indices[krank]]); + const float* __restrict__ x = x_batch + (size_t)krank * K; + float* __restrict__ y = y_batch + (size_t)krank * M; + const __half* __restrict__ row_data = A + (size_t)row * K; + + const int blocks_per_row = K / 32; + float sum = 0.0f; + if (!WIDE) { + for (int bi = 0; bi < blocks_per_row; bi++) { + const __half w = row_data[bi * 32 + lane]; + sum += __half2float(w) * x[bi * 32 + lane]; + } + } else { + float acc0 = 0.0f, acc1 = 0.0f, acc2 = 0.0f, acc3 = 0.0f; + const int quads = blocks_per_row >> 2; + const int tail = blocks_per_row & 3; + for (int q = 0; q < quads; q++) { + const int bi = q << 2; + const __half w0 = row_data[(bi + 0) * 32 + lane]; + const __half w1 = row_data[(bi + 1) * 32 + lane]; + const __half w2 = row_data[(bi + 2) * 32 + lane]; + const __half w3 = row_data[(bi + 3) * 32 + lane]; + acc0 += __half2float(w0) * x[(bi + 0) * 32 + lane]; + acc1 += __half2float(w1) * x[(bi + 1) * 32 + lane]; + acc2 += __half2float(w2) * x[(bi + 2) * 32 + lane]; + acc3 += __half2float(w3) * x[(bi + 3) * 32 + lane]; + } + for (int t = 0; t < tail; t++) { + const int bi = (quads << 2) + t; + const __half w = row_data[bi * 32 + lane]; + const float contrib = __half2float(w) * x[bi * 32 + lane]; + if (t == 0) acc0 += contrib; + else if (t == 1) acc1 += contrib; + else if (t == 2) acc2 += contrib; + } + sum = (acc0 + acc1) + (acc2 + acc3); + } + + for (int offset = 16; offset > 0; offset >>= 1) + sum += __shfl_down(sum, offset); + if (lane == 0) y[row] = sum; +} + +__launch_bounds__(512) +extern "C" __global__ void escha_gemv_f16_moe_k8_indexed_batched( + const unsigned long long* __restrict__ expert_ptrs, + const int* __restrict__ topk_indices, + const float* __restrict__ x_batch, + float* __restrict__ y_batch, + int M, int K +) { + escha_gemv_f16_body(expert_ptrs, topk_indices, x_batch, y_batch, M, K); +} + +__launch_bounds__(512) +extern "C" __global__ void escha_gemv_f16_wide_moe_k8_indexed_batched( + const unsigned long long* __restrict__ expert_ptrs, + const int* __restrict__ topk_indices, + const float* __restrict__ x_batch, + float* __restrict__ y_batch, + int M, int K +) { + escha_gemv_f16_body(expert_ptrs, topk_indices, x_batch, y_batch, M, K); +} From 02c36d36ceb3ca6ecffad133a7bf758089d6989f Mon Sep 17 00:00:00 2001 From: Nick Woolmer <29717167+nwoolmer@users.noreply.github.com> Date: Thu, 3 Sep 2026 13:59:54 +0100 Subject: [PATCH 053/100] perf(escha): default the routed experts to the native trellis store Wires the fused GEMV from 1d7d1ea65 in as the production expert store, so escha's 2/3-bit codes stay resident and are decoded inside the GEMV rather than expanded to Q8_0 at load. Measured on Qwen3.6-35B-A3B-Escha-W2, gfx1151: Phase 1 (Q8_0) Phase 2 (native) prefill n=512 162.9 tok/s 217.4 tok/s decode 40.1 tok/s 46.8 tok/s resident GTT 37.55 GB 12.74 GB load 32.7 s 5.15 s Resident is now below the comparable qwen3.6:35b-a3b-mq4r SKU (~17.5 GB) rather than 2x above it, and load no longer pays for a 34 GB expansion. Weight-exactness improves, since the fused path uses exactly-decoded weights instead of a Q8_0 re-quantisation. G4 gains a third arm: F32 weight-exact max 1.828e-4 mean 9.673e-6 Native fused max 1.824e-4 mean 9.674e-6 Q8_0 (Phase 1) max 2.633e-4 mean 3.027e-5 The two 0-differing-float route checks hold, and the batched prefill route is bit-identical to the per-token one on the native store too. Gates: G1 80/80, G2, G3, G4b 0/8, G4, G6 all pass. Tests 243/81/198. Co-Authored-By: Claude Opus 5 (1M context) Claude-Session: https://claude.ai/code/session_01FfwZUVGT7QpjMdHikoERfM --- .../examples/escha_model_smoke.rs | 24 +- .../examples/escha_moe_block_gate.rs | 165 +++++++-- .../hipfire-arch-qwen35/src/qwen35/escha.rs | 171 ++++++++- crates/hipfire-arch-qwen35/src/qwen35/load.rs | 41 ++- .../hipfire-arch-qwen35/src/qwen35/prefill.rs | 26 +- crates/hipfire-dispatch/src/families/moe.rs | 38 +- crates/hipfire-dispatch/src/pipeline/escha.rs | 86 ++++- crates/hipfire-dispatch/src/pipeline/mod.rs | 70 ++-- .../tests/data/escha/expected_down_e0_k3.f16 | Bin 0 -> 2097152 bytes .../tests/data/escha/expected_gu_e0_k2.f16 | Bin 0 -> 4194304 bytes crates/rdna-compute/src/gemv.rs | 6 +- kernels/src/escha_moe_gemv_native.hip | 328 +++++++++++------- 12 files changed, 733 insertions(+), 222 deletions(-) create mode 100644 crates/hipfire-quantize/tests/data/escha/expected_down_e0_k3.f16 create mode 100644 crates/hipfire-quantize/tests/data/escha/expected_gu_e0_k2.f16 diff --git a/crates/hipfire-arch-qwen35/examples/escha_model_smoke.rs b/crates/hipfire-arch-qwen35/examples/escha_model_smoke.rs index 48636755a..07d0ea6c9 100644 --- a/crates/hipfire-arch-qwen35/examples/escha_model_smoke.rs +++ b/crates/hipfire-arch-qwen35/examples/escha_model_smoke.rs @@ -94,15 +94,27 @@ fn main() -> Result<(), String> { let mut b = hipfire_arch_qwen35::load_qwen35_bundle(src, &mut ctx)?; eprintln!("loaded in {:?}", t0.elapsed()); - // Layer 0 must have come through the escha loader, and its experts must be - // the Q8_0 the trellis decoded into — not whatever the generic per-expert - // path would have found. + // Layer 0 must have come through the escha loader, and its experts must + // hold one of the containers that loader produces — not whatever the + // generic per-expert path would have found. + // + // The exact container depends on `HIPFIRE_ESCHA_EXPERT_STORE` and is not + // what this gate is about, so it is asserted as a SET rather than pinned + // to one value. It is asserted at all because the failure it catches is + // "the escha loader did not run and some other path filled these slots", + // which is a different bug from a wrong store. match &b.weights.layers[0] { qwen35::LayerWeights::DeltaNetMoe(l) => { assert!(l.ffn.escha.is_some(), "layer 0 carries no escha tables"); - assert_eq!( - l.ffn.experts[0].gate_up.gpu_dtype, - rdna_compute::DType::Q8_0 + assert!( + matches!( + l.ffn.experts[0].gate_up.gpu_dtype, + rdna_compute::DType::Escha2T16 + | rdna_compute::DType::Escha3T16 + | rdna_compute::DType::Q8_0 + ), + "layer 0 routed experts are {:?}, which no escha store produces", + l.ffn.experts[0].gate_up.gpu_dtype ); eprintln!( "layer0: escha=Some experts={} gate_up dtype={:?} m={} k={}", diff --git a/crates/hipfire-arch-qwen35/examples/escha_moe_block_gate.rs b/crates/hipfire-arch-qwen35/examples/escha_moe_block_gate.rs index 858520dfb..d457635f3 100644 --- a/crates/hipfire-arch-qwen35/examples/escha_moe_block_gate.rs +++ b/crates/hipfire-arch-qwen35/examples/escha_moe_block_gate.rs @@ -214,10 +214,19 @@ fn run_arm( // bound is what lets the golden tolerances below keep meaning ONE thing // for both routes. // - // Q8_0 only: the indexed GEMV decodes the Q8_0 34 B/32-element block - // layout, so the F32 weight-exact control arm has no indexed counterpart - // (and needs none — it exists to isolate wiring, which both routes share). - let indexed = if matches!(store, EschaWeightStore::Q8_0) { + // Q8_0 and Native only: the indexed GEMVs decode one specific container + // each (a 34 B/32-element Q8_0 block, or a 16x16 trellis tile), so the F32 + // weight-exact control arm has no indexed counterpart — and needs none, it + // exists to isolate wiring, which every route shares. + // + // Native is the reverse case: it has no HOST counterpart. There is no + // per-expert native GEMV (`GemvFamily::run_auto` refuses an escha dtype + // outright, which is the fail-closed behaviour that keeps escha off a + // Plain GEMV), so for that store the indexed route is not a cross-check — + // it IS the route, and its output is what the golden comparison is made + // against. `host_route_supported` is the one flag that distinguishes them. + let host_route_supported = !matches!(store, EschaWeightStore::Native); + let indexed = if matches!(store, EschaWeightStore::Q8_0 | EschaWeightStore::Native) { let gu_ptrs: Vec = experts .iter() .map(|e| e.gate_up.buf.buf.as_ptr() as u64) @@ -236,7 +245,12 @@ fn run_arm( } else { None }; - let mut indexed_mismatches = indexed.as_ref().map(|_| 0usize); + // Only meaningful when there are two routes to compare. + let mut indexed_mismatches = indexed + .as_ref() + .filter(|_| host_route_supported) + .map(|_| 0usize); + let (gu_dtype, dn_dtype) = (experts[0].gate_up.gpu_dtype, experts[0].down.gpu_dtype); let mut per_token_indexed: Vec = Vec::new(); for t in 0..n_tok { @@ -252,14 +266,14 @@ fn run_arm( .map(|&v| v as usize) .collect(); let slot_w = &scores[t * top_k..(t + 1) * top_k]; - escha_routed_decode( - &ctx, gpu, &refs, &routed, &slot_ids, slot_w, &x_gpu, &out, hidden, mi, - ) - .expect("escha routed decode"); + if host_route_supported { + escha_routed_decode( + &ctx, gpu, &refs, &routed, &slot_ids, slot_w, &x_gpu, &out, hidden, mi, + ) + .expect("escha routed decode"); + } - if let (Some((gu_tbl, dn_tbl, ids_dev, wts_dev, out_idx)), Some(bad)) = - (indexed.as_ref(), indexed_mismatches.as_mut()) - { + if let Some((gu_tbl, dn_tbl, ids_dev, wts_dev, out_idx)) = indexed.as_ref() { // Routing goes up ONCE, as the device buffers the GPU top-K // kernel would have written: ids as i32 bits in an F32 tensor, // scores UNROUNDED (the executor's own kernel does the f16 @@ -285,6 +299,8 @@ fn run_arm( expert_down_ptrs: dn_tbl, topk_indices: ids_dev, topk_weights: wts_dev, + gate_up_dtype: gu_dtype, + down_dtype: dn_dtype, gate_up_m: 2 * mi, gate_up_k: hidden, down_m: hidden, @@ -299,13 +315,22 @@ fn run_arm( .expect("escha routed decode (indexed)"); gpu.hip.device_synchronize().unwrap(); - let host_route = gpu.download_f32(&out).unwrap(); let idx_route = gpu.download_f32(out_idx).unwrap(); - *bad += host_route[..hidden] - .iter() - .zip(idx_route[..hidden].iter()) - .filter(|(a, b)| a.to_bits() != b.to_bits()) - .count(); + if let Some(bad) = indexed_mismatches.as_mut() { + let host_route = gpu.download_f32(&out).unwrap(); + *bad += host_route[..hidden] + .iter() + .zip(idx_route[..hidden].iter()) + .filter(|(a, b)| a.to_bits() != b.to_bits()) + .count(); + } else { + // Native: the indexed route is the only route, so its routed + // output is what the shared expert accumulates onto and what + // the golden comparison sees. + gpu.hip + .memcpy_dtod_at(&out.buf, 0, &out_idx.buf, 0, hidden * 4) + .unwrap(); + } // Keep the per-token indexed result as the oracle for the batched // executor below. per_token_indexed.extend_from_slice(&idx_route[..hidden]); @@ -358,6 +383,8 @@ fn run_arm( expert_down_ptrs: dn_tbl, topk_indices: &ids_dev, topk_weights: &wts_dev, + gate_up_dtype: gu_dtype, + down_dtype: dn_dtype, gate_up_m: 2 * mi, gate_up_k: hidden, down_m: hidden, @@ -544,6 +571,37 @@ fn main() { q8_arm.max_abs, q8_arm.mean_abs ); + // ── Arm 3: production (Native — the trellis code, fused GEMV) ──────── + // + // Phase 2's production store. It is WEIGHT-EXACT: the fused GEMV consumes + // the same fp16 values `escha_decode_tiles` produces, so this arm carries + // no re-quantisation error at all and its bounds are the F32 arm's, not + // the Q8_0 arm's. That is the assertion below, and it is the point of + // running it here rather than trusting the kernel-level gate: if the store + // or the executor wiring lost the exactness that G7 proved at the GEMV, + // this arm lands on the Q8_0 arm's numbers instead of the F32 arm's. + let native_arm = run_arm( + &mut gpu, + &hfq, + layer_prefix, + &shared, + EschaWeightStore::Native, + &x, + &want, + &ids, + &scores, + n_tok, + top_k, + n_exp, + hidden, + mi, + smi, + ); + println!( + "MoE block [Native code, fused GEMV]: max|diff|={:.3e} mean|diff|={:.3e}", + native_arm.max_abs, native_arm.mean_abs + ); + // ── Indexed route == host route, bit-for-bit ───────────────────────── // Production decode/prefill run `escha_routed_decode_indexed`. The // tolerances asserted below were measured on the host-routed executor, so @@ -568,8 +626,14 @@ fn main() { ); assert!( f32_arm.indexed_mismatches.is_none(), - "the F32 control arm has no indexed counterpart (the indexed GEMV is Q8_0-only) — a \ - Some here means the cross-check silently ran against the wrong container" + "the F32 control arm has no indexed counterpart (each indexed GEMV decodes one specific \ + container) — a Some here means the cross-check silently ran against the wrong container" + ); + assert!( + native_arm.indexed_mismatches.is_none(), + "the Native arm has no HOST counterpart (there is no per-expert native GEMV) — a Some \ + here means the host route ran on trellis code, which `GemvFamily::run_auto` is supposed \ + to refuse outright" ); // ── Batched-prefill route == per-token indexed route, bit-for-bit ──── @@ -598,7 +662,26 @@ fn main() { ); assert!( f32_arm.batched_mismatches.is_none(), - "the F32 control arm has no batched counterpart (the indexed GEMV is Q8_0-only)" + "the F32 control arm has no batched counterpart (each indexed GEMV decodes one specific \ + container)" + ); + // The same slot-parallel invariance has to hold for the fused kernels. It + // is not free: they are the only escha GEMVs whose BLOCK spans 16 output + // rows, so a `blockIdx`/slot mix-up would show up here and nowhere else. + let n_batched_native = native_arm + .batched_mismatches + .expect("the Native arm must cross-check the batched-prefill route"); + println!( + "batched prefill route vs per-token indexed route [Native]: {n_batched_native} differing \ + floats (want 0)" + ); + assert_eq!( + n_batched_native, 0, + "the batched-prefill escha route disagreed with the per-token indexed route on \ + {n_batched_native} routed-output floats with the fused native GEMV. Same three \ + suspects as the Q8_0 case, plus one specific to these kernels: their grid is \ + (m/16, slots) with a 512-thread block, so check that `blockIdx.y` is still the slot \ + and that `m % 16 == 0` held." ); let dq: Vec = q8_arm @@ -701,5 +784,45 @@ fn main() { "Q8_0 re-quantisation cost {dq_mean:.3e} exceeds 5e-5 — the quantiser regressed" ); + // ── Arm 3 bounds: weight-exact, so the F32 arm's bounds ────────────── + // + // Deliberately NOT the Q8_0 arm's looser 4e-4 / 6e-5. The fused GEMV + // decodes to the same fp16 the F32 store holds, so the only thing between + // this arm and the F32 arm is f32 summation ORDER (the indexed kernels' + // lane-strided partials against `gemv_f32`'s), which moves the last bit — + // not the fourth digit. Holding it to the F32 bounds is what makes "the + // Q8_0 re-quantisation error is gone" a checked claim rather than a hope. + assert!( + native_arm.max_abs <= 2e-4, + "Native arm max|diff| {:.3e} exceeds 2e-4 (the WEIGHT-EXACT bound). If this sits near \ + the Q8_0 arm's 2.6e-4 instead, the layer is not running the fused native GEMV at all \ + — check that the store resolved to Native, that \ + `MoeResolution::routed_indexable_escha_native` admitted the layer, and that \ + `escha_routed_gemv` dispatched on the escha dtype rather than falling through to the \ + Q8_0 arm.", + native_arm.max_abs + ); + assert!( + native_arm.mean_abs <= 1.2e-5, + "Native arm mean|diff| {:.3e} exceeds 1.2e-5 (the WEIGHT-EXACT bound; see the F32 arm's \ + derivation of that figure)", + native_arm.mean_abs + ); + // And state the relationship directly rather than leaving it to two + // separate bounds: the fused arm must be no worse than the weight-exact + // control, and strictly better than the re-quantised one. + println!( + "weight-exactness: native mean {:.3e} vs F32 {:.3e} vs Q8_0 {:.3e}", + native_arm.mean_abs, f32_arm.mean_abs, q8_arm.mean_abs + ); + assert!( + native_arm.mean_abs < q8_arm.mean_abs, + "the Native arm's mean|diff| {:.3e} is not better than the Q8_0 arm's {:.3e}. The fused \ + GEMV uses exactly-decoded weights and Q8_0 re-quantises them, so this can only mean \ + the Native arm did not actually run the fused path.", + native_arm.mean_abs, + q8_arm.mean_abs + ); + println!("G4 PASS"); } diff --git a/crates/hipfire-arch-qwen35/src/qwen35/escha.rs b/crates/hipfire-arch-qwen35/src/qwen35/escha.rs index 12c79905f..7cb39906b 100644 --- a/crates/hipfire-arch-qwen35/src/qwen35/escha.rs +++ b/crates/hipfire-arch-qwen35/src/qwen35/escha.rs @@ -21,21 +21,34 @@ //! out_features]`**. hipfire's expert slots are **OUT-MAJOR** — //! `experts[X].gate_up` is `[2*moe_intermediate, hidden]` (see //! `weights.rs:69`) and every hipfire GEMV walks K contiguously along a row. -//! So a transpose happens, and it happens exactly once, folded into the -//! quantise pass (`Gpu::escha_bare_to_q8_0`). A wrong orientation still -//! yields a full-rank, plausible weight matrix, so it is gated by the G4 -//! block gate, never by "the output looks sane". +//! So on the three DECODING stores a transpose happens, and it happens exactly +//! once, folded into the store pass (`Gpu::escha_bare_to_q8_0` and friends). A +//! wrong orientation still yields a full-rank, plausible weight matrix, so it +//! is gated by the G4 block gate, never by "the output looks sane". +//! +//! [`EschaWeightStore::Native`] keeps escha's in-major grid instead, because +//! it stores the code and never materialises a matrix at all; the fused GEMV +//! addresses the in-major tile grid directly. Same hazard, same gate. //! //! hipfire's `gate_up` slot is already FUSED (gate ‖ up), matching escha's //! single fused `gate_up_proj`, so there is no concat step. //! -//! ## Why the weights land as `Q8_0` +//! ## Why production stores the CODE (Phase 2) +//! +//! Phase 1 decoded to `Q8_0` at load: 1.0625 B/weight, 34.2 GB of routed +//! experts, 37.55 GB resident, and 1.07 GB of routed-expert traffic on every +//! decode token. That put a hard 69 tok/s roofline on a box measured at +//! 209 GB/s — under the 71.8 tok/s the comparable `qwen3.6:35b-a3b-mq4r` SKU +//! already reaches, so Q8_0 could not have won at any efficiency. //! -//! The decoded weight is bare fp16. Storing it as fp16 for the whole model is -//! 60 GiB of experts; `Q8_0` is 32 GiB. The re-quantisation is NOT free — it -//! is the dominant error term in the G4 block gate, measured there against a -//! weight-exact F32 control arm. [`EschaWeightStore::F32`] exists to make that -//! measurement possible; it is a diagnostic, not a way to run the 35B model. +//! [`EschaWeightStore::Native`] stores the trellis code verbatim (2.00 bpw for +//! the K=2 gate_up, 3.00 for the K=3 down) and decodes it inside the routed +//! GEMV. It is both smaller AND weight-exact — the `Q8_0` re-quantisation that +//! dominates the G4 block gate's error simply does not happen. The remaining +//! decoding stores are measurement arms: [`EschaWeightStore::Q8_0`] is Phase 1, +//! kept because every published Phase 1 number was measured on it, +//! [`EschaWeightStore::F16`] is the G5 KLD reference, and +//! [`EschaWeightStore::F32`] is a small-layer weight-exact control. use hip_bridge::HipError; use hip_bridge::HipResult; @@ -51,7 +64,36 @@ use super::weights::PackedExpertOwners; /// How the decoded fp16 expert weight is stored in the expert slot. #[derive(Clone, Copy, PartialEq, Eq, Debug)] pub enum EschaWeightStore { - /// Production: transpose + Q8_0 re-quantise (1.0625 B/weight). + /// PRODUCTION (Phase 2): the trellis code, verbatim, not decoded at all. + /// 0.25 B/weight at K=2 and 0.375 at K=3 — a quarter of Q8_0 — and the + /// routed GEMV decodes it in-register + /// (`Gpu::escha_gemv_native_moe_k8_indexed_batched`). + /// + /// This is the arm that makes the port fast, and it is fast for exactly + /// one reason: the expanded copy stops existing, so it stops crossing the + /// bus. At A3B shapes the routed half of a decode token moves 0.294 GB + /// instead of 1.07 GB, and the whole model 2.23 GB/token instead of 3.01 + /// — a 94 tok/s roofline instead of 69 on this box's measured 209 GB/s. + /// Q8_0's 69 was BELOW the 71.8 the comparable `qwen3.6:35b-a3b-mq4r` SKU + /// already achieves, so no amount of efficiency could have closed it. + /// + /// It is also weight-EXACT: the fused GEMV consumes the same fp16 values + /// `escha_decode_tiles` would have produced, so unlike [`Self::Q8_0`] it + /// carries no re-quantisation error at all. Gated bit-for-bit against the + /// F16 store and against `escha_ref` by + /// `rdna-compute/examples/test_escha_native_gemv_gpu_vs_cpu.rs`. + /// + /// Requires the indexed (GPU-top-K) route: there is no per-expert + /// native GEMV, so `HIPFIRE_ESCHA_INDEXED=0` with this store fails loudly + /// in `GemvFamily::run_auto` (`RotationPlan::EschaH128` has no plain GEMV) + /// rather than running unrotated. The A/B lever for this store is + /// `HIPFIRE_ESCHA_EXPERT_STORE=q8_0`, which restores Phase 1 entirely. + Native, + /// Phase 1 production, now the A/B arm: transpose + Q8_0 re-quantise + /// (1.0625 B/weight). Kept because it is what every published Phase 1 + /// number was measured on — including the G4 block gate's Q8_0 arm and the + /// G5 KLD headline — and because it is the only routed store that also + /// works through the per-expert host route. Q8_0, /// Diagnostic control arm: transpose only, F32 store (4 B/weight), so a /// caller can separate "the H128 wiring is wrong" from "Q8_0 costs this @@ -391,8 +433,15 @@ pub fn load_escha_moe_experts( /// store. `(elems_per_slot, dtype)` — `sub_offset` counts in `dtype.size()` /// units, and `DType::Q8_0::size()` is 1, so the Q8_0 arm's "elements" are /// bytes. Pure, so the packing arithmetic is checkable without a GPU. -fn slot_extent(store: EschaWeightStore, ic: usize, oc: usize) -> (usize, DType) { +fn slot_extent(store: EschaWeightStore, ic: usize, oc: usize, trellis_k: usize) -> (usize, DType) { match store { + // Native holds the code stream itself: `(ic/16) * (oc/16)` tiles of + // `16 * trellis_k` int16. `Escha{2,3}T16::size()` is 1 (a byte dtype, + // like Q8_0), so these "elements" are BYTES. + EschaWeightStore::Native => ( + (ic / 16) * (oc / 16) * 16 * trellis_k * 2, + escha_dtype(trellis_k), + ), // Q8_0 rows are `ic/32` blocks of 34 B (32 int8 + one f16 scale). EschaWeightStore::Q8_0 => (oc * (ic / 32) * 34, DType::Q8_0), EschaWeightStore::F32 => (ic * oc, DType::F32), @@ -400,6 +449,20 @@ fn slot_extent(store: EschaWeightStore, ic: usize, oc: usize) -> (usize, DType) } } +/// The `DType` that names a trellis order. This is the dtype the routed expert +/// slot CARRIES under [`EschaWeightStore::Native`], and it is what +/// `MoeResolution::routed_indexable_escha_native` and the batched-prefill +/// admission arm key on — so the layer's route is decided by the same fact the +/// GEMV's bit geometry is decided by, not by two independently-maintained +/// flags. +fn escha_dtype(trellis_k: usize) -> DType { + if trellis_k == 2 { + DType::Escha2T16 + } else { + DType::Escha3T16 + } +} + /// Decode every requested expert of ONE projection into ONE device buffer. /// /// Staging is reused across experts: one device code buffer, one device bare @@ -459,12 +522,49 @@ fn decode_projection( // ONE buffer for the whole projection. See `PackedExpertOwners`: the 2 MiB // allocation granule is charged once here instead of once per expert. - let (slot_elems, slot_dtype) = slot_extent(store, ic, oc); + let (slot_elems, slot_dtype) = slot_extent(store, ic, oc, k as usize); let total_elems = slot_elems .checked_mul(expert_ids.len()) .ok_or_else(|| HipError::new(0, &format!("escha: {name} packed size overflow")))?; let owner = gpu.alloc_tensor(&[total_elems], slot_dtype)?; + // ── Native: there is nothing to decode ──────────────────────────────── + // The slot IS the code. No `escha_decode_tiles`, no transpose, no + // requantise, no staging buffers — the bytes go from the file to their + // final resting place and the GEMV decodes them per token. This is also + // why an escha model loads faster on this store than on Q8_0: the decode + // that used to run 20 480 times at load does not run at all. + // + // The code keeps escha's own IN-major `[ic/16, oc/16, 16*k]` tile grid. + // The out-major transpose the other three stores fold in is not skipped + // here so much as absorbed: the fused GEMV addresses tiles in the in-major + // grid directly (see `escha_moe_gemv_native.hip`). + if store == EschaWeightStore::Native { + debug_assert_eq!(slot_elems, bytes_per_expert); + let mut out = Vec::with_capacity(expert_ids.len()); + for (slot, &x) in expert_ids.iter().enumerate() { + let src = &data[x * bytes_per_expert..(x + 1) * bytes_per_expert]; + let buf = owner.sub_offset(slot * slot_elems, slot_elems); + if let Err(error) = gpu.hip.memcpy_htod(&buf.buf, src) { + let _ = gpu.free_tensor(owner); + return Err(error); + } + out.push(WeightTensor { + buf, + gpu_dtype: slot_dtype, + // `m` / `k` stay the LOGICAL matrix shape, exactly as on every + // other store, because that is what the executor passes to the + // GEMV. The dtype is what says the bytes are trellis code. + m: oc, + k: ic, + row_stride: 0, + paro: None, + awq_scale: None, + }); + } + return Ok((out, owner)); + } + // `escha_decode_tiles` validates `code.numel()` in SHORTS, so the staging // tensor's logical length must be the i16 count (F16 gives the right // 2-bytes-per-element sizing; the payload is trellis code, not floats). @@ -503,6 +603,8 @@ fn decode_projection( EschaWeightStore::Q8_0 => gpu.escha_bare_to_q8_0(&bare, &buf, ic, oc)?, EschaWeightStore::F32 => gpu.escha_bare_to_f32(&bare, &buf, ic, oc)?, EschaWeightStore::F16 => gpu.escha_bare_to_f16(&bare, &buf, ic, oc)?, + // Returned above, before any staging buffer was allocated. + EschaWeightStore::Native => unreachable!("native store returns before decoding"), } out.push(WeightTensor { buf, @@ -540,33 +642,64 @@ mod tests { #[test] fn q8_0_slot_extent_matches_the_a3b_projection_sizes() { // gate_up: ic = hidden = 2048, oc = 2*mi = 1024. - let (gu, gu_dtype) = slot_extent(EschaWeightStore::Q8_0, 2048, 1024); + let (gu, gu_dtype) = slot_extent(EschaWeightStore::Q8_0, 2048, 1024, 2); assert_eq!(gu_dtype, DType::Q8_0); assert_eq!(gu, 2_228_224, "gate_up slot is 2.125 MiB"); // down: ic = mi = 512, oc = hidden = 2048. - let (dn, _) = slot_extent(EschaWeightStore::Q8_0, 512, 2048); + let (dn, _) = slot_extent(EschaWeightStore::Q8_0, 512, 2048, 3); assert_eq!(dn, 1_114_112, "down slot is 1.0625 MiB"); // 256 experts x 40 layers x both projections = the 34.2 GB of real // weight bytes the 67.9 GB of granules was hiding. assert_eq!((gu + dn) * 256 * 40, 34_225_520_640); } + /// The Native (Phase 2) store's slot arithmetic, at the real A3B shapes, + /// against the code sizes on disk. These are the numbers the whole Phase-2 + /// memory claim rests on, so they are asserted rather than asserted-about: + /// a wrong stride would place every expert after slot 0 at a wrong offset + /// and — because trellis code decodes to *something* from any bit pattern + /// — produce finite, plausible, wrong weights rather than a fault. + #[test] + fn native_slot_extent_matches_the_a3b_code_sizes() { + // gate_up: ic = hidden = 2048, oc = 2*mi = 1024, K=2. + let (gu, gu_dtype) = slot_extent(EschaWeightStore::Native, 2048, 1024, 2); + assert_eq!(gu_dtype, DType::Escha2T16); + assert_eq!(gu_dtype.size(), 1, "escha code offsets are byte offsets"); + assert_eq!(gu, 524_288, "gate_up code is 512 KiB (2.00 bpw)"); + // down: ic = mi = 512, oc = hidden = 2048, K=3. + let (dn, dn_dtype) = slot_extent(EschaWeightStore::Native, 512, 2048, 3); + assert_eq!(dn_dtype, DType::Escha3T16); + assert_eq!(dn, 393_216, "down code is 384 KiB (3.00 bpw)"); + + // Exactly 2.00 / 3.00 bits per weight — the format's own figures, so + // this also catches a tile-count or word-count slip. + assert_eq!(gu * 8, 2048 * 1024 * 2); + assert_eq!(dn * 8, 512 * 2048 * 3); + + // 256 experts x 40 layers x both projections. The Q8_0 store's 34.2 GB + // of the same weights is 3.73x this. + assert_eq!((gu + dn) * 256 * 40, 9_395_240_960); + let (q8_gu, _) = slot_extent(EschaWeightStore::Q8_0, 2048, 1024, 2); + let (q8_dn, _) = slot_extent(EschaWeightStore::Q8_0, 512, 2048, 3); + assert!((q8_gu + q8_dn) > 3 * (gu + dn)); + } + /// `sub_offset` counts in `dtype.size()` units. Q8_0 is a byte dtype, so /// the Q8_0 stride is a byte stride while F16/F32 strides are element /// counts. Getting that wrong scales every offset by 2 or 4. #[test] fn slot_extent_is_in_dtype_units_not_bytes() { - let (f32_elems, f32_dtype) = slot_extent(EschaWeightStore::F32, 2048, 1024); + let (f32_elems, f32_dtype) = slot_extent(EschaWeightStore::F32, 2048, 1024, 2); assert_eq!(f32_dtype, DType::F32); assert_eq!(f32_elems, 2048 * 1024); assert_eq!(f32_elems * DType::F32.size(), 8 * 1024 * 1024); - let (f16_elems, f16_dtype) = slot_extent(EschaWeightStore::F16, 2048, 1024); + let (f16_elems, f16_dtype) = slot_extent(EschaWeightStore::F16, 2048, 1024, 2); assert_eq!(f16_dtype, DType::F16); assert_eq!(f16_elems, 2048 * 1024); assert_eq!(f16_elems * DType::F16.size(), 4 * 1024 * 1024); - let (q8_elems, q8_dtype) = slot_extent(EschaWeightStore::Q8_0, 2048, 1024); + let (q8_elems, q8_dtype) = slot_extent(EschaWeightStore::Q8_0, 2048, 1024, 2); assert_eq!(q8_dtype.size(), 1, "Q8_0 offsets are byte offsets"); assert_eq!(q8_elems * q8_dtype.size(), 2_228_224); } @@ -577,7 +710,7 @@ mod tests { #[test] fn a3b_slot_strides_are_widely_aligned() { for (ic, oc) in [(2048usize, 1024usize), (512, 2048)] { - let (elems, dtype) = slot_extent(EschaWeightStore::Q8_0, ic, oc); + let (elems, dtype) = slot_extent(EschaWeightStore::Q8_0, ic, oc, 2); assert_eq!(elems * dtype.size() % 1024, 0, "{ic}x{oc} stride alignment"); } } diff --git a/crates/hipfire-arch-qwen35/src/qwen35/load.rs b/crates/hipfire-arch-qwen35/src/qwen35/load.rs index 67c8a57fc..ea6e3b1c5 100644 --- a/crates/hipfire-arch-qwen35/src/qwen35/load.rs +++ b/crates/hipfire-arch-qwen35/src/qwen35/load.rs @@ -4361,26 +4361,37 @@ fn e8_aos_to_soa(aos: &[u8], m: usize, k: usize) -> Vec { /// `[n_exp]` with dummy pointers for non-owned slots (which contribute 0 to the /// all-reduce because their gate_up is a zeroed buffer). Uniform files only — /// graded/AWQ EP would need the full per-expert dtype map and is rejected here. -/// Escha-W2 expert storage. Production is `Q8_0`. The two other values select -/// weight-exact arms, so the Q8_0 re-quantisation cost can be measured rather -/// than assumed: +/// Escha-W2 expert storage. Production (Phase 2) is `Native` — the trellis +/// code itself, 0.25/0.375 B/weight, decoded inside the routed GEMV. The three +/// other values select DECODING stores, each of which exists to make a +/// specific measurement possible rather than to be run: /// -/// * `HIPFIRE_ESCHA_EXPERT_STORE=f16` — 2 B/weight. The decode already -/// produced fp16, so this is exact, and because per-expert buffers are -/// rounded to 2 MiB granules it costs the same 60 GiB the Q8_0 arm already -/// costs. This is the arm the G5 KLD reference is built with; it is the only -/// weight-exact arm that fits the 35B. +/// * `HIPFIRE_ESCHA_EXPERT_STORE=q8_0` (also `q8`) — Phase 1: transpose + +/// Q8_0 re-quantise, 1.0625 B/weight, 37.55 GB resident. This is the A/B arm +/// for every Phase-2 performance claim, and the arm every published Phase-1 +/// number (G4's Q8_0 arm, the G5 KLD headline) was measured on. It is also +/// the only routed store that works on the per-expert HOST route, so it is +/// what `HIPFIRE_ESCHA_INDEXED=0` needs. +/// * `HIPFIRE_ESCHA_EXPERT_STORE=f16` — 2 B/weight, weight-exact, ~64 GB of +/// experts. The arm the G5 KLD reference is built with. /// * `HIPFIRE_ESCHA_EXPERT_STORE=f32` — 4 B/weight, ~129 GB of experts on the /// 35B. Equally exact and does NOT fit; small-layer diagnostic only (the G4 /// block gate uses it). /// -/// Both lose the indexed GPU-top-K path and run host-routed. See -/// `qwen35/escha.rs`. +/// `f16` and `f32` lose the indexed GPU-top-K path and run host-routed; +/// `native` REQUIRES it — there is no per-expert native GEMV, so an escha +/// layer that reaches the host route with this store fails loudly in +/// `GemvFamily::run_auto` (no plain GEMV exists for `RotationPlan::EschaH128`) +/// instead of running unrotated. See `qwen35/escha.rs`. +/// +/// An unrecognised value falls through to production rather than erroring, +/// matching every other developer var in this loader. fn escha_weight_store() -> EschaWeightStore { match hipfire_config::developer_var("HIPFIRE_ESCHA_EXPERT_STORE").as_deref() { Ok("f32") | Ok("F32") => EschaWeightStore::F32, Ok("f16") | Ok("F16") => EschaWeightStore::F16, - _ => EschaWeightStore::Q8_0, + Ok("q8_0") | Ok("Q8_0") | Ok("q8") | Ok("Q8") => EschaWeightStore::Q8_0, + _ => EschaWeightStore::Native, } } @@ -4806,9 +4817,13 @@ pub(crate) fn load_moe_ffn( )?; if layer_idx == 0 { eprintln!( - " Escha-W2 routed experts: {} experts decoded from the trellis, stored {store:?}, \ - {} per-expert weight buffers -> 2 layer blobs", + " Escha-W2 routed experts: {} experts, store {store:?} ({}), {} per-expert \ + weight buffers -> 2 layer blobs", experts.len(), + match store { + EschaWeightStore::Native => "trellis code kept verbatim, decoded in the GEMV", + _ => "decoded from the trellis at load", + }, 2 * experts.len() ); } diff --git a/crates/hipfire-arch-qwen35/src/qwen35/prefill.rs b/crates/hipfire-arch-qwen35/src/qwen35/prefill.rs index e65fa8f63..b065e1064 100644 --- a/crates/hipfire-arch-qwen35/src/qwen35/prefill.rs +++ b/crates/hipfire-arch-qwen35/src/qwen35/prefill.rs @@ -2425,12 +2425,28 @@ fn moe_ffn_batched_admissible_for_dtypes( // body above serves; a different shared dtype would be a different model // and should get its own arm rather than silently borrow this one. // - // Q8_0 on both routed sides is load-bearing for the same reason as every - // other uniform arm: the indexed GEMV decodes a 34 B/32-element block - // layout and any other container is silent corruption, not a fault. + // The ROUTED side admits exactly the two containers the escha indexed + // executor has a GEMV for, and the pair must be uniform-in-kind: + // + // * `Escha2T16` / `Escha3T16` — Phase 2 production. The routed experts + // are the trellis CODE and `escha_gemv_native_*` decodes it inside the + // GEMV. Either order on either projection (the shipped file is K=2 + // gate_up / K=3 down; the reverse allocation is equally valid), which + // is exactly what `MoeResolution::routed_indexable_escha_native` + // admits on the decode side — this is its prefill twin and the two + // must agree or a layer batches in prefill and does not in decode. + // * `Q8_0` on both — Phase 1, the A/B arm. + // + // The container is load-bearing for the same reason as every other uniform + // arm: each escha GEMV hard-codes one bit geometry (a 34 B/32-element Q8_0 + // block, or a 16x16 trellis tile) and handing it the other reads different + // weights out of the same bytes — silent corruption, not a fault. + let escha_routed_ok = (dtypes.expert_gate_up == DType::Q8_0 + && dtypes.expert_down == DType::Q8_0) + || (matches!(dtypes.expert_gate_up, DType::Escha2T16 | DType::Escha3T16) + && matches!(dtypes.expert_down, DType::Escha2T16 | DType::Escha3T16)); if dtypes.escha - && dtypes.expert_gate_up == DType::Q8_0 - && dtypes.expert_down == DType::Q8_0 + && escha_routed_ok && dtypes.shared_expert_gate == DType::Q8_0 && dtypes.shared_expert_up == DType::Q8_0 && dtypes.shared_expert_down == DType::Q8_0 diff --git a/crates/hipfire-dispatch/src/families/moe.rs b/crates/hipfire-dispatch/src/families/moe.rs index aa29b7b40..e060e6ce1 100644 --- a/crates/hipfire-dispatch/src/families/moe.rs +++ b/crates/hipfire-dispatch/src/families/moe.rs @@ -229,6 +229,21 @@ pub struct MoeResolution { /// never the generic indexed body, which has no escha awareness. See the /// arm in `resolve_arch` and `pipeline::check_moe_decode_supported`. pub routed_indexable_escha_q8: bool, + /// Escha-W2 routed experts stored as the TRELLIS CODE (`Escha2T16` / + /// `Escha3T16` on either projection, H128 transform tables resident) — the + /// Phase-2 production shape. Admits the layer to exactly the same place + /// [`Self::routed_indexable_escha_q8`] does: GPU-resident top-K, reaching + /// `pipeline::escha::escha_routed_decode_indexed` and never the generic + /// indexed body. + /// + /// It is a SEPARATE flag rather than a widened `routed_indexable_escha_q8` + /// because the two select different GEMVs — the code arm dispatches + /// `escha_gemv_native_*` with a trellis order taken from each projection's + /// own dtype, the Q8_0 arm dispatches the block-decode kernels. A single + /// flag would leave the executor guessing from the dtype anyway, and the + /// fail-closed guard would no longer be able to say WHICH shape it + /// admitted. + pub routed_indexable_escha_native: bool, pub use_gpu_topk: bool, pub needs_x_rot_local: bool, /// True when a per-expert tier table is `Some` AND contains >1 distinct @@ -359,6 +374,25 @@ impl MoeResolution { let routed_indexable_escha_q8 = d.routed_escha_transforms && d.routed_gate_up == Q8_0 && d.routed_down == Q8_0; + // Escha-W2, Phase 2: the routed experts are the TRELLIS CODE itself and + // the fused GEMV decodes it in-register. Everything the Q8_0 arm above + // says applies unchanged — this admits GPU-resident top-K only, and the + // executor it reaches is still `escha_routed_decode_indexed` with its + // H128 pair, never the generic indexed body. + // + // Either escha dtype is accepted on either projection rather than + // hard-coding today's (K=2 gate_up, K=3 down) pairing: the trellis + // order is a per-projection property that the executor reads back off + // the SAME dtype to pick the kernel, so a file that allocated the bits + // the other way round is served correctly instead of being silently + // refused. What is NOT accepted is a mix with any other container — + // the fused kernel's bit geometry is the format's, and handing it + // anything else is silent corruption rather than a fault. + let is_escha_code = |dt: DType| matches!(dt, Escha2T16 | Escha3T16); + let routed_indexable_escha_native = d.routed_escha_transforms + && is_escha_code(d.routed_gate_up) + && is_escha_code(d.routed_down); + let routed_dtype_indexable = routed_indexable_mq4 || routed_indexable_mq4v2 || routed_indexable_mq5 @@ -372,7 +406,8 @@ impl MoeResolution { || routed_indexable_mixed_lloyd || routed_indexable_paro || routed_indexable_e8 - || routed_indexable_escha_q8; + || routed_indexable_escha_q8 + || routed_indexable_escha_native; let use_gpu_topk = k == 8 && routed_dtype_indexable; let needs_x_rot_local = gate_side_mq4 @@ -431,6 +466,7 @@ impl MoeResolution { routed_indexable_mixed_per_expert, routed_indexable_paro, routed_indexable_escha_q8, + routed_indexable_escha_native, use_gpu_topk, needs_x_rot_local, mixed, diff --git a/crates/hipfire-dispatch/src/pipeline/escha.rs b/crates/hipfire-dispatch/src/pipeline/escha.rs index d0254835a..7dee4d54b 100644 --- a/crates/hipfire-dispatch/src/pipeline/escha.rs +++ b/crates/hipfire-dispatch/src/pipeline/escha.rs @@ -144,6 +144,55 @@ pub fn escha_launches_per_token(n_layers: usize) -> usize { n_layers * ESCHA_H128_LAUNCHES_PER_LAYER } +/// Run one routed GEMV phase against whichever container this layer's expert +/// slots hold. +/// +/// Both arms compute the SAME sum in the SAME order — the fused native kernels +/// are transcriptions of the Q8_0 ones with only the weight's provenance +/// changed (see `kernels/src/escha_moe_gemv_native.hip`). They do not produce +/// the same NUMBERS, because Q8_0 is a lossy re-quantisation of the weights +/// the code decodes to; the native arm is the weight-exact one. +/// +/// The `_ =>` arm is load-bearing and must stay an error. `expert_ptrs` are +/// raw device addresses with no length or type attached, so dispatching the +/// wrong kernel at one of them reads a different byte geometry out of the same +/// bytes: finite, plausible, wrong. `MoeResolution` should already have +/// refused anything that lands here, which is exactly why this is the place to +/// notice that it did not. +fn escha_routed_gemv( + gpu: &mut Gpu, + dtype: rdna_compute::DType, + expert_ptrs: &GpuTensor, + ids: &GpuTensor, + x: &GpuTensor, + y: &GpuTensor, + m: usize, + k: usize, + slots: usize, +) -> Result<(), DispatchError> { + use rdna_compute::DType; + let r = match dtype { + DType::Escha2T16 => { + gpu.escha_gemv_native_moe_k8_indexed_batched(expert_ptrs, ids, x, y, m, k, slots, 2) + } + DType::Escha3T16 => { + gpu.escha_gemv_native_moe_k8_indexed_batched(expert_ptrs, ids, x, y, m, k, slots, 3) + } + DType::Q8_0 => { + gpu.escha_gemv_q8_0_moe_k8_indexed_batched(expert_ptrs, ids, x, y, m, k, slots) + } + _ => { + return Err(DispatchError::UnsupportedVariant { + family: "moe", + variant: "escha-routed-expert-container-not-code-or-q8_0", + arch: "", + quant: "", + }) + } + }; + r.map_err(|err| DispatchError::Hip(err.to_string())) +} + /// SAFETY: `src` is a device buffer of at least `offset_elems + len_elems` /// f32; the returned view is non-owning and must not outlive `src`. unsafe fn view(src: &GpuTensor, offset_elems: usize, len_elems: usize) -> GpuTensor { @@ -316,6 +365,19 @@ pub struct EschaIndexedRouting<'a> { /// `[k]` combine weights, NOT yet f16-rounded. Left untouched; the /// rounded copy goes into the layer's own `weights` scratch. pub topk_weights: &'a GpuTensor, + /// Container of the gate_up expert slots the pointers above address: + /// `Escha2T16` / `Escha3T16` (Phase 2 — the trellis code, decoded inside + /// the GEMV) or `Q8_0` (Phase 1 — decoded at load). This is read off the + /// layer's own routed dtype, the SAME fact + /// `MoeResolution::routed_indexable_escha_{native,q8}` admitted the layer + /// on, so the kernel choice and the admission decision cannot disagree. + /// Anything else is refused by [`escha_routed_gemv`] rather than + /// mis-decoded. + pub gate_up_dtype: rdna_compute::DType, + /// Container of the down expert slots. Independent of `gate_up_dtype`: the + /// shipped A3B file allocates K=2 to gate_up and K=3 to down, and a file + /// that allocated them the other way round is equally valid. + pub down_dtype: rdna_compute::DType, /// Rows of the gate_up weight matrix (`2 * mi`). pub gate_up_m: usize, /// Columns of the gate_up weight matrix (`hidden`). @@ -406,7 +468,9 @@ pub fn escha_routed_decode_indexed( ))?; // ── 2. gate_up GEMV for ALL k experts, ONE launch ───────────────────── - hip!(gpu.escha_gemv_q8_0_moe_k8_indexed_batched( + escha_routed_gemv( + gpu, + r.gate_up_dtype, r.expert_gate_up_ptrs, r.topk_indices, e.xh_gu, @@ -414,7 +478,7 @@ pub fn escha_routed_decode_indexed( r.gate_up_m, r.gate_up_k, k, - ))?; + )?; // ── 3. gate_up output transform, ONE launch ─────────────────────────── hip!(gpu.escha_h128_batched( @@ -444,7 +508,9 @@ pub fn escha_routed_decode_indexed( ))?; // ── 6. down GEMV for ALL k experts, ONE launch ──────────────────────── - hip!(gpu.escha_gemv_q8_0_moe_k8_indexed_batched( + escha_routed_gemv( + gpu, + r.down_dtype, r.expert_down_ptrs, r.topk_indices, e.xh_dn, @@ -452,7 +518,7 @@ pub fn escha_routed_decode_indexed( r.down_m, r.down_k, k, - ))?; + )?; // ── 7. down output transform, ONE launch ────────────────────────────── hip!(gpu.escha_h128_batched( @@ -626,7 +692,9 @@ pub fn escha_routed_prefill_indexed( ))?; // ── 2. gate_up GEMV for ALL slots, ONE launch ───────────────────────── - hip!(gpu.escha_gemv_q8_0_moe_k8_indexed_batched( + escha_routed_gemv( + gpu, + r.gate_up_dtype, r.expert_gate_up_ptrs, &ids, xh_gu, @@ -634,7 +702,7 @@ pub fn escha_routed_prefill_indexed( r.gate_up_m, r.gate_up_k, slots, - ))?; + )?; // ── 3. gate_up output transform, ONE launch ─────────────────────────── hip!(gpu.escha_h128_batched( @@ -664,7 +732,9 @@ pub fn escha_routed_prefill_indexed( ))?; // ── 6. down GEMV for ALL slots, ONE launch ──────────────────────────── - hip!(gpu.escha_gemv_q8_0_moe_k8_indexed_batched( + escha_routed_gemv( + gpu, + r.down_dtype, r.expert_down_ptrs, &ids, xh_dn, @@ -672,7 +742,7 @@ pub fn escha_routed_prefill_indexed( r.down_m, r.down_k, slots, - ))?; + )?; // ── 7. down output transform, ONE launch ────────────────────────────── hip!(gpu.escha_h128_batched( diff --git a/crates/hipfire-dispatch/src/pipeline/mod.rs b/crates/hipfire-dispatch/src/pipeline/mod.rs index 933ba4c15..52c9c8874 100644 --- a/crates/hipfire-dispatch/src/pipeline/mod.rs +++ b/crates/hipfire-dispatch/src/pipeline/mod.rs @@ -212,25 +212,34 @@ pub fn check_moe_decode_batch_size(batch_size: usize) -> Result<(), DispatchErro /// running an escha layer through it omits the transforms and emits finite, /// fluent output that is wrong by ~1e-1 — no crash, no NaN, no test fires. /// -/// Escha is now a SUPPORTED indexed variant: `routed_indexable_escha_q8` -/// admits a layer whose experts are Q8_0 on both projections and whose H128 -/// transform tables are resident, and `run_moe_decode` branches such a layer -/// to `escha::escha_routed_decode_indexed` before the generic body ever runs. -/// `escha_indexed_supported` is the caller's assertion that BOTH halves of -/// that hold for this layer. +/// Escha now has TWO supported indexed variants, and arm (c) is the assertion +/// that the layer is one of them: /// -/// What arm (c) still catches is every way escha could arrive on the indexed -/// path other than through that arm: +/// * `routed_indexable_escha_native` (Phase 2, production) — the routed +/// experts are the trellis CODE (`Escha2T16` / `Escha3T16`) and the fused +/// `escha_gemv_native_*` decodes it inside the GEMV; +/// * `routed_indexable_escha_q8` (Phase 1, the A/B arm) — the experts are the +/// Q8_0 the trellis decoded into at load. +/// +/// Both additionally require the H128 transform tables to be resident, and +/// both reach `escha::escha_routed_decode_indexed`, which `run_moe_decode` +/// branches to before the generic body ever runs. `escha_indexed_supported` is +/// the caller's assertion that a supported container AND the tables hold for +/// this layer. +/// +/// The arm was WIDENED for Phase 2 rather than removed, and it is still the +/// specific-combination test it always was. What it catches is every way escha +/// could arrive on the indexed path other than through those two arms: /// /// * transform tables missing (`MoeParams::escha == None`) while the layer /// is still marked escha by dtype — the executor could not be called; /// * an escha layer that resolved indexable through some OTHER arm, e.g. a -/// future graded/mixed escha file whose representative routed dtype is not -/// Q8_0. The escha indexed executor hard-codes the Q8_0 block decode, so -/// dispatching it on a non-Q8_0 container is silent corruption too — this -/// hazard is the mirror image of the original one, and both are refused -/// here by requiring the *specific* supported combination rather than -/// merely "escha, somehow, on the indexed path". +/// future graded/mixed escha file whose representative routed dtype is +/// neither escha-coded nor Q8_0. Each escha GEMV hard-codes its container's +/// bit geometry, so dispatching one on a different container is silent +/// corruption too — this hazard is the mirror image of the original one, +/// and both are refused here by requiring the *specific* supported +/// combinations rather than merely "escha, somehow, on the indexed path". /// /// It deliberately ERRORS rather than forcing `use_gpu_topk = false`. Forcing /// would keep escha correct while hiding the fact that a new indexed arm needs @@ -267,9 +276,9 @@ pub fn check_moe_decode_supported( } // (c) escha on the indexed GPU-top-K path WITHOUT the escha indexed // executor behind it: fail closed. The generic indexed body never applies - // the H128 pair, and the escha indexed executor hard-codes Q8_0 — either - // mismatch is silently-wrong output rather than an error. See the - // module-level rationale on this function. + // the H128 pair, and each escha GEMV hard-codes one container's bit + // geometry — either mismatch is silently-wrong output rather than an + // error. See the module-level rationale on this function. if has_escha && use_gpu_topk && !escha_indexed_supported { return Err(DispatchError::UnsupportedVariant { family: "moe", @@ -745,18 +754,21 @@ pub fn run_moe_decode( // [1, n_exp] (MQ4 k=4, F32 k=2, …). // // `p.has_escha()` feeds arm (c): an Escha-W2 layer on the indexed - // GPU-top-K path is refused HERE, before any GPU work, UNLESS it is the - // one supported shape — resolved through `routed_indexable_escha_q8` AND - // carrying the transform tables the escha indexed executor needs. Both - // arguments must stay wired to the real values; a constant re-opens - // exactly the hole they close. + // GPU-top-K path is refused HERE, before any GPU work, UNLESS it is one of + // the two supported shapes — resolved through + // `routed_indexable_escha_native` (Phase 2: the trellis code, fused GEMV) + // or `routed_indexable_escha_q8` (Phase 1: the decoded Q8_0) AND carrying + // the transform tables the escha indexed executor needs. Both arguments + // must stay wired to the real values; a constant re-opens exactly the hole + // they close. // // `escha_indexed_supported` is deliberately the AND of the resolver's // escha arm and the tables' presence, and it is computed once here so the // guard and the dispatch below cannot drift apart — the branch to // `escha_routed_decode_indexed` re-reads THIS binding rather than // recomputing the predicate. - let escha_indexed_supported = res.routed_indexable_escha_q8 && p.escha.is_some(); + let escha_indexed_supported = + (res.routed_indexable_escha_q8 || res.routed_indexable_escha_native) && p.escha.is_some(); check_moe_decode_supported( res.use_gpu_topk, p.k, @@ -1338,6 +1350,13 @@ pub fn run_moe_decode( expert_down_ptrs: p.expert_down_ptrs, topk_indices: p.topk_indices, topk_weights: p.topk_weights, + // The container the expert slots hold, straight off the layer's + // routed dtype — the same fact `escha_indexed_supported` was + // resolved from, so the GEMV the executor picks and the arm the + // guard admitted are the same decision read twice, not two + // decisions that could drift. + gate_up_dtype: p.dtypes.routed_gate_up, + down_dtype: p.dtypes.routed_down, gate_up_m: 2 * p.mi, gate_up_k: p.routed_gate_up_k, down_m: p.routed_down_m, @@ -3497,6 +3516,11 @@ pub fn run_moe_prefill( expert_down_ptrs: p.expert_down_ptrs, topk_indices: p.topk_indices, topk_weights: p.topk_weights, + // See the decode branch: the container comes off the layer's + // own routed dtype, which is what the batched-prefill + // admission arm keyed on too. + gate_up_dtype: p.dtypes.routed_gate_up, + down_dtype: p.dtypes.routed_down, gate_up_m: 2 * mi, gate_up_k, down_m, diff --git a/crates/hipfire-quantize/tests/data/escha/expected_down_e0_k3.f16 b/crates/hipfire-quantize/tests/data/escha/expected_down_e0_k3.f16 new file mode 100644 index 0000000000000000000000000000000000000000..242941acdf8023b2e8f5357d0260586c3fed802d GIT binary patch literal 2097152 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