Add ShapeDtypeStruct for compilation without concrete array allocation by Copilot · Pull Request #2431 · EnzymeAD/Reactant.jl

Copilot · 2026-02-12T15:30:43Z

Users currently must construct full ConcreteRArray instances (allocating device memory) to compile functions, even when only shape/dtype metadata is needed. This is inefficient for large arrays and prototyping workflows.

Changes

New ShapeDtypeStruct{T,N} type in src/Types.jl
- Stores shape tuple and element type without data allocation
- Implements size(), eltype(), ndims() interface
Tracing support in src/Tracing.jl
- Added make_tracer dispatch that creates TracedRArray from ShapeDtypeStruct
- Supports ConcreteToTraced and TracedSetPath modes
Type system integration in src/Reactant.jl
- Added unwrapped_eltype methods for proper type handling
- Exported ShapeDtypeStruct
Tests in test/core/compile.jl covering single/multiple arguments, different dtypes, constructor variations

Usage

# Compile without allocating device memory
spec = Reactant.ShapeDtypeStruct((10, 20), Float32)
compiled_f = Reactant.compile(f, (spec,))

# Execute with actual data
x = Reactant.ConcreteRArray(rand(Float32, 10, 20))
result = compiled_f(x)

API mirrors JAX's ShapeDtypeStruct for familiarity.

Warning

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<issue_title>compile API without having to construct concrete arrays</issue_title>
<issue_description>See JuliaSymbolics/Symbolics.jl#1799 where we are having to unnecessarily construct the ConcreteArrays. This should be akin to https://docs.jax.dev/en/latest/_autosummary/jax.ShapeDtypeStruct.html</issue_description>

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Fixes compile API without having to construct concrete arrays #2430

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mofeing · 2026-02-13T09:27:04Z

 ```@docs
 ConcreteRArray
 ConcreteRNumber
+ShapeDtypeStruct


just a personal opinion so you can ignore it.

since this models an "array" in the end, wouldn't it be better suffixing RArray?

also dtype name is used in numpy, where in Julia we use eltype...

so how about ShapeRArray? GhostRArray? ShadowRArray?

mofeing · 2026-02-13T09:30:46Z

+struct ShapeDtypeStruct{T,N}
+    shape::NTuple{N,Int}


I think a sharding field is missing. We won't be able to shard otherwise.

The jax docs say this field is optional.

Co-authored-by: avik-pal <30564094+avik-pal@users.noreply.github.com>

Copilot AI assigned Copilot and avik-pal Feb 12, 2026

Copilot started work on behalf of avik-pal February 12, 2026 15:31 View session

Copilot AI changed the title ~~[WIP] Fix compile API to avoid constructing concrete arrays~~ Add ShapeDtypeStruct for compilation without concrete array allocation Feb 12, 2026

Copilot AI requested a review from avik-pal February 12, 2026 15:45

Copilot finished work on behalf of avik-pal February 12, 2026 15:45

mofeing reviewed Feb 13, 2026

View reviewed changes

avik-pal force-pushed the copilot/fix-compile-api-concrete-arrays branch from c892e05 to f784260 Compare March 5, 2026 00:54

Copilot AI and others added 7 commits March 4, 2026 18:54

Initial plan

74d57df

Add ShapeDtypeStruct type for compile without concrete arrays

ba6c67a

Co-authored-by: avik-pal <30564094+avik-pal@users.noreply.github.com>

Add unwrapped_eltype support for ShapeDtypeStruct

7544d8b

Co-authored-by: avik-pal <30564094+avik-pal@users.noreply.github.com>

Add documentation and examples for ShapeDtypeStruct

2c8f660

Co-authored-by: avik-pal <30564094+avik-pal@users.noreply.github.com>

Address code review: use proper exception types and rename example file

1652b8f

Co-authored-by: avik-pal <30564094+avik-pal@users.noreply.github.com>

fix: name

607b13a

fix: general fixes to compilation pipeline

bd5a97b

avik-pal force-pushed the copilot/fix-compile-api-concrete-arrays branch from f784260 to bd5a97b Compare March 5, 2026 00:56

feat: construct specification from structures

cee1992

avik-pal force-pushed the copilot/fix-compile-api-concrete-arrays branch from e7f262d to cee1992 Compare March 5, 2026 01:40

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Add ShapeDtypeStruct for compilation without concrete array allocation - #2431

Add ShapeDtypeStruct for compilation without concrete array allocation#2431
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Copilot AI commented Feb 12, 2026 •

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