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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This section details on the original issue you should resolve

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

mofeing · 2026-02-13T09:15:10Z

src/Tracing.jl

+    if mode == TracedToTypes
+        throw(
+            ArgumentError(
+                "ShapeDtypeStruct cannot be used as a function call argument; it is only valid for compilation signatures."
+            ),
+        )
+    end
+    if mode == ArrayToConcrete
+        throw(
+            ErrorException(
+                "Cannot convert ShapeDtypeStruct to ConcreteRArray. ShapeDtypeStruct is only for compilation signatures."
+            ),
+        )
+    end
+    # ShapeDtypeStruct behaves like ConcreteToTraced mode - creates a TracedRArray without data
+    # Accept both ConcreteToTraced and TracedSetPath modes
+    if mode != ConcreteToTraced && mode != TracedSetPath
+        throw(
+            ArgumentError(
+                "ShapeDtypeStruct can only be used with ConcreteToTraced or TracedSetPath mode, got $mode"
+            ),
+        )
+    end


this can be fused into one check

mofeing · 2026-02-13T09:20:22Z

src/Tracing.jl

    return res
 end

+Base.@nospecializeinfer function make_tracer(


mmm I think you're missing the traced_type_inner rule, right?

mofeing · 2026-02-13T09:21:23Z

examples/shape_dtype_struct_example.jl

@@ -0,0 +1,94 @@
+# Example: Using ShapeDtypeStruct for compilation without concrete arrays


this would be the first script in the "examples" folder. IMHO they can quickly become outdated and confusing for new users if we don't test them. specially in Reactant where we have been breaking API quite a lot.

so... maybe this is better handled in the docs as an @example?

mofeing · 2026-02-13T09:27:04Z

docs/src/api/api.md

 ```@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

src/Types.jl

+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.

Initial plan

fe6bab1

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 and others added 4 commits February 12, 2026 15:36

Add ShapeDtypeStruct type for compile without concrete arrays

57179de

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

Add unwrapped_eltype support for ShapeDtypeStruct

bf9ccc2

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

Add documentation and examples for ShapeDtypeStruct

b937ca2

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

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

c892e05

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

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

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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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		@@ -0,0 +1,94 @@
		# Example: Using ShapeDtypeStruct for compilation without concrete arrays

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Copilot AI commented Feb 12, 2026 •

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