Intel/MiniLM-L12-H384-uncased-mrpc-int8-static-inc
By Intel · ↓ 9 · ♥ 0 · Updated 2024-03-21
What's in this repo
This page lists the files in Intel/MiniLM-L12-H384-uncased-mrpc-int8-static-inc, including model.onnx.
- 1 ONNX models (.onnx files)
- 9 files, including 4 .json, 1 .md, 1 .onnx, 1 .bin, 1 .txt
- Last updated 2024-03-21
ONNX files
| File | Size | Download |
|---|---|---|
| model.onnx | — | Download |
How to use
These ONNX files can be loaded with ONNX Runtime. To inspect a model graph, upload the file to the Netron viewer. Download links point to the original files on Hugging Face.
README
INT8 MiniLM-L12-H384 finetuned MRPC
Post-training static quantization
PyTorch
This is an INT8 PyTorch model quantized with huggingface/optimum-intel through the usage of Intel® Neural Compressor. The original fp32 model comes from the fine-tuned model Intel/MiniLM-L12-H384-uncased-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.
The linear module bert.encoder.layer.6.attention.self.key falls back to fp32 to meet the 1% relative accuracy loss.
Test result
| INT8 | FP32 | |
|---|---|---|
| Accuracy (eval-f1) | 0.9039 | 0.9097 |
| Model size (MB) | 33.5 | 127 |
Load with optimum:
from optimum.intel import INCModelForSequenceClassification
model_id = "Intel/MiniLM-L12-H384-uncased-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 Intel/MiniLM-L12-H384-uncased-mrpc.
The calibration dataloader is the eval dataloader. The calibration sampling size is 100.
Test result
| INT8 | FP32 | |
|---|---|---|
| Accuracy (eval-f1) | 0.9013 | 0.9097 |
| Model size (MB) | 33 | 128 |
Load ONNX model:
from optimum.onnxruntime import ORTModelForSequenceClassification
model = ORTModelForSequenceClassification.from_pretrained('Intel/MiniLM-L12-H384-uncased-mrpc-int8-static')
Model info
Created: 2022-06-10
Updated: 2024-03-21
View on Hugging Face