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8 changes: 4 additions & 4 deletions README.md
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Expand Up @@ -24,13 +24,13 @@ npx doppler-gpu

## Evidence

Doppler has lower steady-state inference latency than Transformers.js in each
Doppler has higher steady-state inference throughput than Transformers.js in each
of the comparable browser WebGPU results indexed below.

![Metal and Vulkan browser WebGPU latency distributions](https://raw.githubusercontent.com/clocksmith/doppler/main/assets/doppler-webgpu-evidence.svg)
![Metal and Vulkan browser WebGPU throughput](https://raw.githubusercontent.com/clocksmith/doppler/main/assets/doppler-webgpu-evidence.svg)

For text, faster means lower decode ms/token; for retrieval it means lower
ms/embedding or ms/rerank. Every comparison passes its declared workload
Text results use decode `tok/s`; retrieval uses `embedding/s` or `reranks/s`.
Higher is faster. Every comparison passes its declared workload
correctness gate. Model loading is separate: Transformers.js loads the Vulkan
embedding and reranker artifacts faster. The
[competition scoreboard](https://github.com/clocksmith/doppler/blob/main/docs/model-competition-scoreboard.md) links every
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158 changes: 106 additions & 52 deletions assets/doppler-webgpu-evidence.svg
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Expand Up @@ -149,8 +149,8 @@
"dopplerDtype": null,
"dopplerModelSource": {
"source": "explicit",
"locator": "file:///Users/xyz/deco/doppler/models/local/gemma-3-1b-it-q4k-ehf16-af32",
"modelUrl": "file:///Users/xyz/deco/doppler/models/local/gemma-3-1b-it-q4k-ehf16-af32",
"locator": "file:///workspace/deco/doppler/models/local/gemma-3-1b-it-q4k-ehf16-af32",
"modelUrl": "file:///workspace/deco/doppler/models/local/gemma-3-1b-it-q4k-ehf16-af32",
"modelBaseDir": null,
"manifestSource": "models/local/gemma-3-1b-it-q4k-ehf16-af32/manifest.json",
"manifestSha256": "fcb3136e4188eec38e65f977359957bdc5f1b3590d63fba935b21474dfed0919",
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"trainingBenchSteps": null,
"checkpointEvery": null,
"workloadType": null,
"modelUrl": "file:///Users/xyz/deco/doppler/models/local/gemma-3-1b-it-q4k-ehf16-af32",
"modelUrl": "file:///workspace/deco/doppler/models/local/gemma-3-1b-it-q4k-ehf16-af32",
"cacheMode": "warm",
"loadMode": "opfs",
"runtimeProfile": null,
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"trainingBenchSteps": null,
"checkpointEvery": null,
"workloadType": null,
"modelUrl": "file:///Users/xyz/deco/doppler/models/local/gemma-3-1b-it-q4k-ehf16-af32",
"modelUrl": "file:///workspace/deco/doppler/models/local/gemma-3-1b-it-q4k-ehf16-af32",
"cacheMode": "warm",
"loadMode": "opfs",
"runtimeProfile": null,
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}
},
"benchmarkPolicy": {
"source": "/Users/xyz/deco/doppler/benchmarks/vendors/benchmark-policy.json",
"source": "/workspace/deco/doppler/benchmarks/vendors/benchmark-policy.json",
"schemaVersion": 1,
"updated": "2026-03-29"
},
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}
},
"benchmarkPolicy": {
"source": "/Users/xyz/deco/doppler/benchmarks/vendors/benchmark-policy.json",
"source": "/workspace/deco/doppler/benchmarks/vendors/benchmark-policy.json",
"schemaVersion": 1,
"updated": "2026-03-29"
},
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}
},
"benchmarkPolicy": {
"source": "/Users/xyz/deco/doppler/benchmarks/vendors/benchmark-policy.json",
"source": "/workspace/deco/doppler/benchmarks/vendors/benchmark-policy.json",
"schemaVersion": 1,
"updated": "2026-03-29"
},
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}
},
"benchmarkPolicy": {
"source": "/Users/xyz/deco/doppler/benchmarks/vendors/benchmark-policy.json",
"source": "/workspace/deco/doppler/benchmarks/vendors/benchmark-policy.json",
"schemaVersion": 1,
"updated": "2026-03-29"
},
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