Downloads · 30 days
28
2% of all-time downloads
roberta-base-mrpc-int8-static-inc
INC4AI/roberta-base-mrpc-int8-static-inc
roberta-base-mrpc-int8-static-inc is a text classification model from INC4AI. Use it when you need a label for a piece of text. It is set up for transformers. The card lists the license as mit.
This is an INT8 PyTorch model quantized with Intel® Neural Compressor.
All-time downloads
1.5K
Public
Repo size
817 MB
Likes
0
Public
Repo makeup
Click a slice to open those files.
.onnx308 MB · 70%
At a glance
- Task
- Text Classification
- Library
- transformers
- License
- mit
- Model type
- roberta
- Access
- Public
- Created
- Apr 21, 2022
- Updated
- Mar 21, 2024
- SHA
- 291f8c8e
Try a prompt
Datasets
Model card
From the Hugging Face model README
INT8 roberta-base-mrpc
Post-training static quantization
PyTorch
This is an INT8 PyTorch model quantized with Intel® Neural Compressor.
The original fp32 model comes from the fine-tuned model roberta-base-mrpc.
The calibration dataloader is the train dataloader. The default calibration sampling size 100 isn't divisible exactly by batch size 8, so the real sampling size is 104.
Test result
| INT8 | FP32 | |
|---|---|---|
| Accuracy (eval-f1) | 0.9177 | 0.9138 |
| Model size (MB) | 127 | 499 |
Load with Intel® Neural Compressor:
from optimum.intel import INCModelForSequenceClassification
model_id = "Intel/roberta-base-mrpc-int8-static"
int8_model = INCModelForSequenceClassification.from_pretrained(model_id)
ONNX
This is an INT8 ONNX model quantized with Intel® Neural Compressor.
The original fp32 model comes from the fine-tuned model roberta-base-mrpc.
The calibration dataloader is the eval dataloader. The calibration sampling size is 100.
Test result
| INT8 | FP32 | |
|---|---|---|
| Accuracy (eval-f1) | 0.9100 | 0.9138 |
| Model size (MB) | 294 | 476 |
Load ONNX model:
from optimum.onnxruntime import ORTModelForSequenceClassification
model = ORTModelForSequenceClassification.from_pretrained('Intel/roberta-base-mrpc-int8-static')
- Task
- Text Classification
- Library
- transformers
- Type
- roberta
- License
- mit
- Languages
- en
- Created
- Apr 21, 2022
- Updated
- Mar 21, 2024