| --- |
| license: llama3.3 |
| base_model: |
| - meta-llama/Llama-3.3-70B-Instruct |
| --- |
| |
| ## Model Details |
|
|
| This model card is for mxfp8/mxfp4/mxfp4_mixed quantization of [meta-llama/Llama-3.3-70B-Instruct](https://huggingface.co/meta-llama/Llama-3.3-70B-Instruct) based on [intel/auto-round](https://github.com/intel/auto-round). |
| The models are not able to be published due to the license limitation. Please follow the INC example README to generate and evaluate the low precision models. |
| |
| ## How to Use |
| |
| The step-by-step README of quantization and evaluation can be found in [Intel Neural Compressor Examples](https://github.com/intel/neural-compressor/blob/master/examples/pytorch/nlp/huggingface_models/language-modeling/quantization/auto_round/llama3/README.md). |
| |
| ## Evaluate Results |
| |
| | Task | backend | BF16 | MXFP8 | MXFP4(mixed) | |
| |:-------------------:|:-------:|:------:|:------:|:------------:| |
| | hellaswag | vllm | 0.6661 | 0.6660 | 0.6567 | |
| | piqa | vllm | 0.8357 | 0.8324 | 0.8303 | |
| | mmlu_llama | vllm | 0.8336 | 0.8326 | 0.8291 | |
| | gsm8k_llama(strict) | vllm | 0.9492 | 0.9439 | 0.9416 | |
| | average | vllm | 0.8211 | 0.8187 | 0.8144 | |
| |
| |
| ## Ethical Considerations and Limitations |
| |
| The model can produce factually incorrect output, and should not be relied on to produce factually accurate information. |
| Because of the limitations of the pretrained model and the finetuning datasets, it is possible that this model could generate lewd, biased or otherwise offensive outputs. |
| |
| Therefore, before deploying any applications of the model, developers should perform safety testing. |
| |
| ## Caveats and Recommendations |
| |
| Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. |
| |
| Here are a couple of useful links to learn more about Intel's AI software: |
| |
| - [Intel Neural Compressor](https://github.com/intel/neural-compressor) |
| - [AutoRound](https://github.com/intel/auto-round) |
| |
| ## Disclaimer |
| |
| The license on this model does not constitute legal advice. |
| We are not responsible for the actions of third parties who use this model. |
| Please consult an attorney before using this model for commercial purposes. |
| |
