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Minitron-8B-Base-FP8

FP8 quantized checkpoint of nvidia/Minitron-8B-Base for use with vLLM.

Evaluations

This quantized model:

lm_eval --model vllm --model_args pretrained=Minitron-8B-Base-FP8 --tasks gsm8k --num_fewshot 5 --batch_size auto

vllm (pretrained=Minitron-8B-Base-FP8), gen_kwargs: (None), limit: None, num_fewshot: 5, batch_size: auto
|Tasks|Version|     Filter     |n-shot|  Metric   |   |Value |   |Stderr|
|-----|------:|----------------|-----:|-----------|---|-----:|---|-----:|
|gsm8k|      3|flexible-extract|     5|exact_match|↑  |0.5019|±  |0.0138|
|     |       |strict-match    |     5|exact_match|↑  |0.4989|±  |0.0138|

Baseline:

lm_eval --model vllm --model_args pretrained=nvidia/Minitron-8B-Base --tasks gsm8k --num_fewshot 5 --batch_size auto

vllm (pretrained=nvidia/Minitron-8B-Base), gen_kwargs: (None), limit: None, num_fewshot: 5, batch_size: auto
|Tasks|Version|     Filter     |n-shot|  Metric   |   |Value |   |Stderr|
|-----|------:|----------------|-----:|-----------|---|-----:|---|-----:|
|gsm8k|      3|flexible-extract|     5|exact_match|↑  |0.5080|±  |0.0138|
|     |       |strict-match    |     5|exact_match|↑  |0.5064|±  |0.0138|

The original paper evals:

image/png

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Tensor type
BF16
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F8_E4M3
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Quantized from

Collection including mgoin/Minitron-8B-Base-FP8