Skip to content

[BUG] The pass "eliminate_nop_flatten" causes output mismatch #276

@C1ri007

Description

@C1ri007

[BUG] The pass "eliminate_nop_flatten" causes output mismatch

Issue
Running the single pass eliminate_nop_flatten 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_nop_flatten_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_nop_flatten (writes model.opt.onnx next to model.onnx):
  • python optimize_model.py --case ./case_02084_seed36754215
  1. Differential test original and optimized models with same oracle inputs (ORT graph optimization disabled):
  • python diff_test.py --case ./case_02084_seed36754215

Expected
eliminate_nop_flatten 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_09334_seed94166965 — mismatch; outputs 3, 4, 8-12, 14, 15 have max_abs=inf max_rel=inf (NaN-equal comparison enabled), output[13] max_abs=1.000e+00 max_rel=1.000e+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_09334_seed94166965 (ORT graph optimizations disabled)
  outputs 3, 4, 8, 9, 10, 11, 12, 14, 15: max_abs=inf, max_rel=inf
  output[13]: max_abs=1.000e+00, max_rel=1.000e+00, shape=(4, 62)
Overall: max_abs=inf, max_rel=inf

Attachments

  • requirements.txt
  • optimize_model.py
  • diff_test.py (runs original and optimized with same oracle inputs; ORT graph optimizations disabled)
  • run_optimized_model.py (executes optimized model with same oracle inputs)
  • case_03140_seed45116679/, case_04011_seed52014128/, case_00324_seed22816775/(original models, optimized models, and oracle inputs)

Metadata

Metadata

Assignees

No one assigned

    Labels

    No labels
    No labels

    Type

    No type

    Projects

    No projects

    Milestone

    No milestone

    Relationships

    None yet

    Development

    No branches or pull requests

    Issue actions