license: mit | |
tags: | |
- openvino | |
- int4 | |
This is an INT4 quantized version of the `Phi-3-mini-128k-instruct` model. The Python packages used in creating this model are as follows: | |
``` | |
openvino==2024.5.0rc1 | |
optimum==1.23.3 | |
optimum-intel==1.20.1 | |
nncf==2.13.0 | |
torch==2.5.1 | |
transformers==4.46.2 | |
``` | |
This quantized model is created using the following command: | |
``` | |
optimum-cli export openvino --model "microsoft/Phi-3-mini-128k-instruct" --weight-format int4 --group-size 128 --sym --ratio 1 --all-layers ./Phi-3-mini-128k-instruct-ov-int4 | |
``` | |
For more details, run the following command from your Python environment: `optimum-cli export openvino --help` | |
INFO:nncf:Statistics of the bitwidth distribution: | |
| Num bits (N) | % all parameters (layers) | % ratio-defining parameters (layers) | | |
|----------------|-----------------------------|----------------------------------------| | |
| 4 | 100% (130 / 130) | 100% (130 / 130) | | |