GPTQ-for-SantaCoder
Visit GPTQ-for-SantaCoder for instructions on how to use the model weights here. If you want 8-bit weights, visit santacoder-GPTQ-8bit-128g.
Results
| SantaCoder | 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 | 8 | -1 | 1396.548 | 24.936 | 38.592 | 27.785 | 2.619 | 1411 |
| GPTQ | 4 | -1 | 911.384 | 26.581 | 40.717 | 29.232 | 2.658 | 913 |
| GPTQ | 3 | -1 | - | 11761.473 | 7273.338 | 9124.941 | 2485.844 | 789 |
| GPTQ | 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.
Acknowledgements
Thanks to everyone in BigCode who worked so hard to create these code models.