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[BUG] The pass "eliminate_shape_op" causes output mismatch #279

@C1ri007

Description

@C1ri007

[BUG] The pass "eliminate_shape_op" causes output mismatch

Issue
Running the single pass eliminate_shape_op with onnxoptimizer 0.4.2 changes numerical outputs.

Environment

  • Ubuntu 20.04
  • Python 3.10
  • onnx==1.19.0
  • onnxruntime==1.23.2
  • onnxoptimizer==0.4.2(latest)

Repro steps (run from this folder)
eliminate_shape_op_repro.tar.gz

  1. Create a Python environment (Python 3.10) and install dependencies:
python3 -m venv .venv
source .venv/bin/activate
pip install -U pip
pip install -r requirements.txt
  1. Optimize a case with only eliminate_shape_op (writes model.opt.onnx next to model.onnx):
  • python optimize_model.py --case ./case_03140_seed45116679
  1. Differential test original and optimized models with the same oracle inputs (ORT graph optimization disabled; NaN pairs treated as equal):
  • python diff_test.py --case ./case_03140_seed45116679

Expected
eliminate_shape_op should be semantics-preserving. Applying this pass alone should not change any output values.

Differential Test Output Details

  1. case_03140_seed45116679 — mismatch; output[14] max_abs=4.022e+04 max_rel=4.022e+12, output[15] max_abs=5.190e+02 max_rel=5.120e+10; overall mismatch.
  2. case_00324_seed22816775 — mismatch; output[3] max_abs=5.022e+18 max_rel=1.000e+00; overall mismatch.
  3. case_03181_seed45441358 — mismatch; output[11] max_abs=3.352e+00 max_rel=6.005e-01, output[12] max_abs=5.664e+00 max_rel=4.489e+00; overall mismatch.
Case: case_03140_seed45116679 (ORT graph optimizations disabled)
	output[14]: max_abs=4.022e+04, max_rel=4.022e+12, shape=(1, 21, 24)
	output[15]: max_abs=5.190e+02, max_rel=5.120e+10, shape=(32, 21, 24)
Overall: max_abs=4.022e+04, max_rel=4.022e+12


Case: case_00324_seed22816775 (ORT graph optimizations disabled)
	output[3]: max_abs=5.022e+18, max_rel=1.000e+00, shape=(51, 1, 1, 1)
Overall: max_abs=5.022e+18, max_rel=1.000e+00


Case: case_03181_seed45441358 (ORT graph optimizations disabled)
	output[11]: max_abs=3.352e+00, max_rel=6.005e-01, shape=(1, 135, 17)
	output[12]: max_abs=5.664e+00, max_rel=4.489e+00, shape=(57, 45, 17)
Overall: max_abs=5.664e+00, max_rel=4.489e+00

Attachments

  • requirements.txt
  • optimize_model.py
  • diff_test.py (runs original and optimized with same oracle inputs; ORT graph optimizations disabled; NaN pairs treated equal)
  • run_optimized_model.py (executes optimized model with oracle inputs)
  • case_03140_seed45116679/, case_00324_seed22816775/, case_03181_seed45441358/ (original models, optimized models, and oracle inputs)

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