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1 change: 1 addition & 0 deletions python/tvm/relax/backend/cpu_generic/pipeline.py
Original file line number Diff line number Diff line change
Expand Up @@ -52,6 +52,7 @@ def finalize_passes(target: tvm.target.Target): # pylint: disable=unused-argume
relax.transform.LowerAllocTensor(),
relax.transform.KillAfterLastUse(),
relax.transform.LowerRuntimeBuiltin(),
relax.transform.CanonicalizeShapeExpr(),
relax.transform.ComputePrimValue(),
relax.transform.VMShapeLower(),
relax.transform.AttachGlobalSymbol(),
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1 change: 1 addition & 0 deletions python/tvm/relax/backend/cuda/pipeline.py
Original file line number Diff line number Diff line change
Expand Up @@ -64,6 +64,7 @@ def finalize_passes(target: tvm.target.Target): # pylint: disable=unused-argume
relax.transform.LowerAllocTensor(),
relax.transform.KillAfterLastUse(),
relax.transform.LowerRuntimeBuiltin(),
relax.transform.CanonicalizeShapeExpr(),
relax.transform.ComputePrimValue(),
relax.transform.VMShapeLower(),
relax.transform.AttachGlobalSymbol(),
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1 change: 1 addition & 0 deletions python/tvm/relax/backend/gpu_generic/pipeline.py
Original file line number Diff line number Diff line change
Expand Up @@ -63,6 +63,7 @@ def finalize_passes(target: tvm.target.Target): # pylint: disable=unused-argume
relax.transform.LowerAllocTensor(),
relax.transform.KillAfterLastUse(),
relax.transform.LowerRuntimeBuiltin(),
relax.transform.CanonicalizeShapeExpr(),
relax.transform.ComputePrimValue(),
relax.transform.VMShapeLower(),
relax.transform.AttachGlobalSymbol(),
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1 change: 1 addition & 0 deletions python/tvm/relax/backend/rocm/pipeline.py
Original file line number Diff line number Diff line change
Expand Up @@ -63,6 +63,7 @@ def finalize_passes(target: tvm.target.Target): # pylint: disable=unused-argume
relax.transform.LowerAllocTensor(),
relax.transform.KillAfterLastUse(),
relax.transform.LowerRuntimeBuiltin(),
relax.transform.CanonicalizeShapeExpr(),
relax.transform.ComputePrimValue(),
relax.transform.VMShapeLower(),
relax.transform.AttachGlobalSymbol(),
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1 change: 1 addition & 0 deletions python/tvm/relax/transform/__init__.py
Original file line number Diff line number Diff line change
Expand Up @@ -28,6 +28,7 @@
BundleModelParams,
CallTIRRewrite,
CanonicalizeBindings,
CanonicalizeShapeExpr,
CombineParallelMatmul,
ComputePrimValue,
ConvertLayout,
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26 changes: 26 additions & 0 deletions python/tvm/relax/transform/transform.py
Original file line number Diff line number Diff line change
Expand Up @@ -735,6 +735,32 @@ def FoldConstant() -> tvm.ir.transform.Pass:
return _ffi_api.FoldConstant() # type: ignore


def CanonicalizeShapeExpr() -> tvm.ir.transform.Pass:
"""Canonicalize ShapeExpr by replacing compound PrimExpr with fresh symbolic variables.

VMShapeLower can only handle ShapeExpr where each dimension is either:
- IntImm (concrete integer constant)
- tir::Var (symbolic variable from function parameters or match_cast)

This pass transforms compound PrimExpr (e.g., n+1, 4*n*m) by:
1. Creating a fresh tir::Var for each compound expression
2. Emitting a MatchCast that binds the fresh var to a PrimValue computing the expression
3. Replacing the compound expression in ShapeExpr with teh fresh var

Example transformation:
Before: y = R.zeros(R.shape([n + 1]), dtype="float32")
After: _s0_pv: R.Prim(value=_s0) = R.match_cast(R.prim_value(n+1), R.Prim(value=_s0))
y = R.zeros(R.shape([_s0]), dtype="float32")

This pass should be applied before ComputePrimValue and before VMShapeLower.

Returns
-------
ret: tvm.ir.transform.Pass
"""
return _ffi_api.CanonicalizeShapeExpr() # type: ignore


def ExpandTupleArguments() -> tvm.ir.transform.Pass:
"""Expand tuple arguments to internal functions

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