readme: ---
  language:
  - en
  license: mit
  tags:
  - text-classfication
  - int8
  - Intel® Neural Compressor
  - neural-compressor
  - PostTrainingDynamic
  - onnx
  datasets:
  - glue
  metrics:
  - f1
  model-index:
  - name: camembert-base-mrpc-int8-dynamic
    results:
    - task:
        name: Text Classification
        type: text-classification
      dataset:
        name: GLUE MRPC
        type: glue
        args: mrpc
      metrics:
      - name: F1
        type: f1
        value: 0.8842832469775476
  ---
  # INT8 camembert-base-mrpc
  
  ##  Post-training dynamic quantization
  
  ### PyTorch
  
  This is an INT8  PyTorch model quantized with [Intel® Neural Compressor](https://github.com/intel/neural-compressor). 
  
  The original fp32 model comes from the fine-tuned model [camembert-base-mrpc](https://huggingface.co/Intel/camembert-base-mrpc).
  
  The linear module **roberta.encoder.layer.6.attention.self.query** falls back to fp32 to meet the 1% relative accuracy loss.
  
  #### Test result
  
  |   |INT8|FP32|
  |---|:---:|:---:|
  | **Accuracy (eval-f1)** |0.8843|0.8928|
  | **Model size (MB)**  |180|422|
  
  #### Load with Intel® Neural Compressor:
  
  ```python
  from optimum.intel.neural_compressor import IncQuantizedModelForSequenceClassification
  
  model_id = "Intel/camembert-base-mrpc-int8-dynamic"
  int8_model = IncQuantizedModelForSequenceClassification.from_pretrained(model_id)
  ```
  
  ### ONNX
  
  This is an INT8 ONNX model quantized with [Intel® Neural Compressor](https://github.com/intel/neural-compressor).
  
  The original fp32 model comes from the fine-tuned model [camembert-base-mrpc](https://huggingface.co/Intel/camembert-base-mrpc).
  
  #### Test result
  
  |   |INT8|FP32|
  |---|:---:|:---:|
  | **Accuracy (eval-f1)** |0.8847|0.8928|
  | **Model size (MB)**  |115|423|
  
  
  #### Load ONNX model:
  
  ```python
  from optimum.onnxruntime import ORTModelForSequenceClassification
  model = ORTModelForSequenceClassification.from_pretrained('Intel/camembert-base-mrpc-int8-dynamic')
  ```
  