ONNX
onnxruntime
onnx-mlir
quantization
fp32
ONNX_Models / scripts /README.md
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Finalize public ONNX/ONNX-MLIR validation release
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# ์žฌํ˜„ ์ฝ”๋“œ
| ๋ชฉ์  | ์‹คํ–‰ ํŒŒ์ผ |
|---|---|
| ๋ชจ๋ธ ํ•˜๋‚˜ ์‹คํ–‰ | `run_model.py` |
| 21๊ฐœ ๋ชจ๋ธ ONNX ๋ณ€ํ™˜ | `run_batch.py` |
| ONNX-MLIR ๋ณ€ํ™˜ | `run_mlir_batch.py` |
| ํ˜„์žฌ MLIR ๊ฒฐ๊ณผ์˜ ๋‹จ๊ณ„ยท์ฒดํฌ์„ฌ ํ‘œ ์ƒ์„ฑ | `build_ir_stage_coverage.py` |
| Netron ๊ทธ๋ž˜ํ”„ ์ƒ์„ฑ | `run_netron_checks.py` |
| ONNX Dialect ์ •์  ์ˆœ์„œยทSSA ๊ทธ๋ž˜ํ”„ 42๊ฐœ ์ƒ์„ฑ | `run_mlir_graph_checks.py` |
| ์ •ํ™•๋„ CSV ์ƒ์„ฑ | `run_model_accuracy_summary.py` |
`run_mlir_graph_checks.py`๋Š” ๊ณต๊ฐœ ๊ฒฐ๊ณผ์™€ ๊ฐ™์€ ONNX Dialect FP32ยท์–‘์žํ™” ๊ทธ๋ž˜ํ”„๋งŒ ์ƒ์„ฑํ•œ๋‹ค. Affine/SCF/MemRef ๋ณด์กฐ ๊ทธ๋ž˜ํ”„์™€ ๋‚ด๋ถ€ operationยทSSA CSV package๋Š” ๊ณต๊ฐœ ์žฌํ˜„ ๋ฒ”์œ„์— ํฌํ•จํ•˜์ง€ ์•Š๋Š”๋‹ค.
`stages/`์—๋Š” ๋ชจ๋ธ ๋‹ค์šด๋กœ๋“œ, ๋ณ€ํ™˜, ONNX Runtime ๋น„๊ต, ์ •ํ™•๋„ ํ‰๊ฐ€๋ฅผ ์ˆ˜ํ–‰ํ•˜๋Š” ๋‹จ๊ณ„๋ณ„ ๊ตฌํ˜„์ด ์žˆ๋‹ค. `validate_*` ํŒŒ์ผ์€ ์ƒ์„ฑ ๊ฒฐ๊ณผ๋ฅผ ๋‹ค์‹œ ๊ณ„์‚ฐํ•˜๊ฑฐ๋‚˜ ์ฒดํฌ์„ฌ์„ ํ™•์ธํ•œ๋‹ค.