ORTTrainer / ORTSeq2SeqTrainer refactoring - Inference with ORTModel#189
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echarlaix
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Sep 5, 2022
* Override export of ORTSeq2SeqTrainer * Do not force download by default in ORTModel (#356) * Update OnnxConfigWithLoss wrapper * ORT optimizer refactorization (#294) * Refactorization of ORTOptimizer * Refactorization of ORTModel * Adapt examples according to refactorization * Adapt tests * Fix style * Remove quantizer modification * Fix style * Apply modifications from #270 for quantizer and optimizer to have same behavior * Add test for optimization of Seq2Seq models * Fix style * Add ort config saving when optimizing a model * Add ort config saving when quantizing a model * Add tests * Fix style * Adapt optimization examples * Fix readme * Remove unused parameter * Adapt quantization examples * Fix quantized model and ort config saving * Add documentation * Add model configuration saving to simplify loading of optimized model * Fix style * Fix description * Fix quantization tests * Remove opset argument which is onnx config default opset when exporting with ORTModels * Fix import (#360) * Fix export of decoders * Add flag to export only decoders * Fix ORTTrainer inference ort subclass parsing * Fix filenames when empty suffix given (#363) * fix(optimization): handle empty file suffix * fix(quantization): handle empty file suffix * use pathlibfor save_dir * run test again * Update optimum/onnxruntime/quantization.py Co-authored-by: Ella Charlaix <80481427+echarlaix@users.noreply.github.com> * ReRun test that failed because of cache (network) Co-authored-by: Ella Charlaix <80481427+echarlaix@users.noreply.github.com> * Override the evaluation and prediction loop in ORTSeq2SeqTrainer * Fix documentation (#369) * fix class * Update optimization.mdx * Fix label smoother device prob * Fix lm_logits and labels dimension mismatch * Clean up Co-authored-by: fxmarty <9808326+fxmarty@users.noreply.github.com> Co-authored-by: Ella Charlaix <80481427+echarlaix@users.noreply.github.com> Co-authored-by: Pierre Snell <ierezell@gmail.com> Co-authored-by: Pierre Snell <pierre.snell@botpress.com> Co-authored-by: Philipp Schmid <32632186+philschmid@users.noreply.github.com>
JingyaHuang
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regisss
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Sep 7, 2022
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Great work Jingya 🔥
I just have two naive questions
regisss
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Sep 7, 2022
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echarlaix
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Sep 19, 2022
Co-authored-by: Ella Charlaix <80481427+echarlaix@users.noreply.github.com>
Co-authored-by: Ella Charlaix <80481427+echarlaix@users.noreply.github.com>
echarlaix
reviewed
Sep 19, 2022
Co-authored-by: Ella Charlaix <80481427+echarlaix@users.noreply.github.com>
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What does this PR do?
This PR replaces the bare inference sessions in
ORTTrainerwith subclasses ofORTModel, and enables the inference with ONNX Runtime inORTSeq2SeqTrainer.[Refactoring
ORTTrainer]evaluation_loop_ortandprediction_loop_ortwith subclasses ofORTModel.evaluation_loop_ortandprediction_loop_ort[Refactoring
ORTSeq2SeqTrainer]OnnxConfigWithPastAndLosson the top ofDecoderOnnxConfig._DecoderWithLMhead.evaluation_loop_ortandprediction_loop_ortto leverageORTModelForSeq2SeqLM.