|
--- |
|
license: openrail |
|
--- |
|
|
|
# GPTQ-for-SantaCoder |
|
Visit [GPTQ-for-SantaCoder](https://github.com/mayank31398/GPTQ-for-SantaCoder) for instructions on how to use the model weights here. |
|
If you want 4-bit weights, visit [santacoder-GPTQ-4bit-128g](https://huggingface.co/mayank31398/santacoder-GPTQ-4bit-128g). |
|
|
|
## Results |
|
| [SantaCoder](https://arxiv.org/abs/2301.03988) | Bits | group-size | memory(MiB) | wikitext2 | ptb | c4 | stack | checkpoint size(MB) | |
|
| -------------------------------------------------- | ---- | ---------- | ----------- | --------- | ---------- | ---------- | ---------- | ------------------- | |
|
| FP32 | 32 | - | 4344.722 | 24.927 | 38.574 | 27.779 | 2.619 | 4394 | |
|
| BF16 | 16 | - | 2173.680 | 24.960 | 38.597 | 27.794 | 2.621 | 2195 | |
|
| [GPTQ](https://arxiv.org/abs/2210.17323) | 8 | -1 | 1396.548 | 24.936 | 38.592 | 27.785 | 2.619 | 1411 | |
|
| [GPTQ](https://arxiv.org/abs/2210.17323) | 4 | -1 | 911.384 | 26.581 | 40.717 | 29.232 | 2.658 | 913 | |
|
| [GPTQ](https://arxiv.org/abs/2210.17323) | 3 | -1 | - | 11761.473 | 7273.338 | 9124.941 | 2485.844 | 789 | |
|
| [GPTQ](https://arxiv.org/abs/2210.17323) | 2 | -1 | - | 67976.797 | 68994.484 | 73294.438 | 45370.488 | 649 | |
|
|
|
# License |
|
The model is licenses under the CodeML Open RAIL-M v0.1 license. You can find the full license [here](https://huggingface.co/spaces/bigcode/license). |
|
|
|
# Acknowledgements |
|
Thanks to everyone in BigCode who worked so hard to create these code models. |
|
|
