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ISTA-DASLab/Meta-Llama-3.1-8B-Instruct-AQLM-PV-2Bit-2x8-hf

Model

Official AQLM quantization of [meta-llama/Meta-Llama-3.1-8B-Instruct

2

6 commits

1 linked in READMEs

updated Aug 9, 2024

See the code

README

Official AQLM quantization of meta-llama/Meta-Llama-3.1-8B-Instruct finetuned with PV-Tuning.

For this quantization, we used 2 codebooks of 8 bits and groupsize of 8.

Results:

ModelQuantizationMMLU (5-shot)ArcCArcEHellaswagPiQAWinograndeModel size, Gb
meta-llama/Meta-Llama-3.1-8B-InstructNone0.68170.51620.81860.59090.80140.736416.1
2x8g80.55330.45310.77570.54590.78350.70643.9

Note

We used lm-eval=0.4.0 for evaluation.

8-bit
aqlm
conversational
endpoints_compatible
facebook
llama
llama-3
meta
safetensors
text-generation
text-generation-inference
transformers

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ISTA-DASLab/Meta-Llama-3.1-8B-Instruct-AQLM-PV-2Bit-2x8-hf

Model

Official AQLM quantization of [meta-llama/Meta-Llama-3.1-8B-Instruct

2

6 commits

1 linked in READMEs

updated Aug 9, 2024

See the code

README

Official AQLM quantization of meta-llama/Meta-Llama-3.1-8B-Instruct finetuned with PV-Tuning.

For this quantization, we used 2 codebooks of 8 bits and groupsize of 8.

Results:

ModelQuantizationMMLU (5-shot)ArcCArcEHellaswagPiQAWinograndeModel size, Gb
meta-llama/Meta-Llama-3.1-8B-InstructNone0.68170.51620.81860.59090.80140.736416.1
2x8g80.55330.45310.77570.54590.78350.70643.9

Note

We used lm-eval=0.4.0 for evaluation.

8-bit
aqlm
conversational
endpoints_compatible
facebook
llama
llama-3
meta
safetensors
text-generation
text-generation-inference
transformers

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