# Copyright (c) Microsoft Corporation. # Licensed under the MIT License. # Test cases for automatic introduction of Identity (copy) from onnxscript import script from onnxscript.onnx_opset import opset15 as op from onnxscript.onnx_types import BOOL, FLOAT, INT64 @script(default_opset=op) def id1(A: FLOAT[...]) -> FLOAT[...]: return A # treat as op.Identity(A) @script() def id1_expanded(A: FLOAT[...]) -> FLOAT[...]: return op.Identity(A) @script(default_opset=op) def id2(A: FLOAT[...]) -> FLOAT[...]: B = A return B # treat as op.Identity(B) == op.Identity(A) @script() def id2_expanded(A: FLOAT[...]) -> FLOAT[...]: B = A return op.Identity(B) @script() def control_flow_id1(A: FLOAT[...], flag: BOOL) -> FLOAT[...]: if flag: y = A # treat as op.Identity(A) else: y = op.Abs(A) return y @script() def control_flow_id1_expanded(A: FLOAT[...], flag: BOOL) -> FLOAT[...]: if flag: y = op.Identity(A) else: y = op.Abs(A) return y @script() def loop_id(A: FLOAT[...], N: INT64) -> FLOAT[...]: B = op.Identity(A) for i in range(N): B = A # treat as op.Identity(A) A = A + 1 return A + B @script() def loop_id_expanded(A: FLOAT[...], N: INT64) -> FLOAT[...]: B = op.Identity(A) for i in range(N): B = op.Identity(A) A = A + 1 return A + B