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update: mistral 7b v1 benchmark

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Trần Đức Nam 2023-12-18 11:37:09 +07:00
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examples/awqutils/README.md
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@ -96,3 +96,33 @@ Several quantization methods are supported. They differ in the resulting model d
|AWQ-LLama2 7B| ms/tok @ 4th | xxx| xxx | xxx | xxx | |AWQ-LLama2 7B| ms/tok @ 4th | xxx| xxx | xxx | xxx |
|AWQ-LLama2 7B| ms/tok @ 8th | xxx| xx | xx | xx | |AWQ-LLama2 7B| ms/tok @ 8th | xxx| xx | xx | xx |
|AWQ-LLama2 7B| bits/weight | 16.0 | 4.5 | 5.0 | 2.6 | |AWQ-LLama2 7B| bits/weight | 16.0 | 4.5 | 5.0 | 2.6 |
### Mistral 7B v0.1
Build with CuBLAS
#### Memory/Disk Requirements
| Model | Original | AWQ-4bit |
|------:|--------------:|--------------:|
| fp16 | 12.853 GB | 12.853 GB |
| q4_0 | 3.647 GB | 3.647 GB |
| q4_1 | 4.041 GB | 4.041 GB |
| q2_k | 2.649 GB | 2.649 GB |
#### Quantization
Several quantization methods are supported. They differ in the resulting model disk size and inference speed.
| Model | Measure | F16 | Q4_0 | Q4_1 | Q2_K |
|-------------:|--------------|-------:|-------:|-------:|-------:|
|Mistral 7B | perplexity | 5.6931 | 5.8202 | 5.8268 | 6.1645 |
|Mistral 7B | file size | 12.9G | 3.5G | 3.9G | 2.7G |
|Mistral 7B | ms/tok @ 4th | xxx | xx | xx | xx |
|Mistral 7B | ms/tok @ 8th | xxx | xx | xx | xx |
|Mistral 7B | bits/weight | 16.0 | 4.5 | 5.0 | 2.6 |
|AWQ-Mistral 7B| perplexity | 5.6934 | 5.8020 | 5.7691 | 6.0426 |
|AWQ-Mistral 7B| file size | 12.9G | 3.5G | 3.9G | 2.7G |
|AWQ-Mistral 7B| ms/tok @ 4th | xxx| xxx | xxx | xxx |
|AWQ-Mistral 7B| ms/tok @ 8th | xxx| xx | xx | xx |
|AWQ-Mistral 7B| bits/weight | 16.0 | 4.5 | 5.0 | 2.6 |