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--- |
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language: |
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- en |
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license: mit |
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tags: |
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- text-classfication |
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- int8 |
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- Intel® Neural Compressor |
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- neural-compressor |
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- PostTrainingDynamic |
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- onnx |
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datasets: |
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- glue |
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metrics: |
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- f1 |
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model-index: |
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- name: camembert-base-mrpc-int8-dynamic |
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results: |
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- task: |
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name: Text Classification |
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type: text-classification |
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dataset: |
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name: GLUE MRPC |
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type: glue |
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args: mrpc |
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metrics: |
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- name: F1 |
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type: f1 |
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value: 0.8842832469775476 |
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--- |
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# INT8 camembert-base-mrpc |
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## Post-training dynamic quantization |
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### PyTorch |
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This is an INT8 PyTorch model quantized with [Intel® Neural Compressor](https://github.com/intel/neural-compressor). |
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The original fp32 model comes from the fine-tuned model [camembert-base-mrpc](https://huggingface.co/Intel/camembert-base-mrpc). |
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The linear module **roberta.encoder.layer.6.attention.self.query** falls back to fp32 to meet the 1% relative accuracy loss. |
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#### Test result |
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| |INT8|FP32| |
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|---|:---:|:---:| |
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| **Accuracy (eval-f1)** |0.8843|0.8928| |
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| **Model size (MB)** |180|422| |
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#### Load with Intel® Neural Compressor: |
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```python |
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from optimum.intel import INCModelForSequenceClassification |
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model_id = "Intel/camembert-base-mrpc-int8-dynamic" |
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int8_model = INCModelForSequenceClassification.from_pretrained(model_id) |
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``` |
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### ONNX |
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This is an INT8 ONNX model quantized with [Intel® Neural Compressor](https://github.com/intel/neural-compressor). |
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The original fp32 model comes from the fine-tuned model [camembert-base-mrpc](https://huggingface.co/Intel/camembert-base-mrpc). |
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#### Test result |
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| |INT8|FP32| |
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|---|:---:|:---:| |
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| **Accuracy (eval-f1)** |0.8819|0.8928| |
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| **Model size (MB)** |113|423| |
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#### Load ONNX model: |
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```python |
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from optimum.onnxruntime import ORTModelForSequenceClassification |
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model = ORTModelForSequenceClassification.from_pretrained('Intel/camembert-base-mrpc-int8-dynamic') |
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``` |
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