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--- |
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license: other |
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license_name: nvidia-open-model-license |
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license_link: >- |
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https://developer.download.nvidia.com/licenses/nvidia-open-model-license-agreement-june-2024.pdf |
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inference: false |
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fine-tuning: false |
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tags: |
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- fp8 |
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- vllm |
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base_model: mgoin/Nemotron-4-340B-Base-hf |
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--- |
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## Nemotron-4-340B-Base-hf-FP8 |
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Converted and quantized checkpoint of [nvidia/Nemotron-4-340B-Base](https://huggingface.co/nvidia/Nemotron-4-340B-Base). Specifically it was produced from the [v1.2 .nemo checkpoint on NGC](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/nemo/models/nemotron-4-340b-base/files?version=1.2). |
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You can deploy this model with `vllm>=0.5.4` ([PR#6611](https://github.com/vllm-project/vllm/pull/6611)): |
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``` |
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vllm serve mgoin/Nemotron-4-340B-Base-hf-FP8 --tensor-parallel-size 8 |
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``` |
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### Evaluations |
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All the below evaluations were run with `lm-eval==0.4.3` on 8xA100 GPUs. |
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``` |
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lm_eval --model vllm --model_args pretrained=/home/mgoin/code/Nemotron-4-340B-Base-hf-FP8,tensor_parallel_size=8,distributed_executor_backend="ray",max_model_len=4096,gpu_memory_utilization=0.6 --tasks truthfulqa_mc2 --num_fewshot 0 --batch_size 16 |
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vllm (pretrained=/home/mgoin/code/Nemotron-4-340B-Base-hf-FP8,tensor_parallel_size=8,distributed_executor_backend=ray,max_model_len=4096,gpu_memory_utilization=0.6), gen_kwargs: (None), limit: None, num_fewshot: 0, batch_size: 16 |
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| Tasks |Version|Filter|n-shot|Metric| |Value | |Stderr| |
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|--------------|------:|------|-----:|------|---|-----:|---|-----:| |
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|truthfulqa_mc2| 2|none | 0|acc |↑ |0.4869|± |0.0142| |
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lm_eval --model vllm --model_args pretrained=/home/mgoin/code/Nemotron-4-340B-Base-hf-FP8,tensor_parallel_size=8,distributed_executor_backend="ray",max_model_len=4096,gpu_memory_utilization=0.6 --tasks winogrande --num_fewshot 5 --batch_size 16 |
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vllm (pretrained=/home/mgoin/code/Nemotron-4-340B-Base-hf-FP8,tensor_parallel_size=8,distributed_executor_backend=ray,max_model_len=4096,gpu_memory_utilization=0.6), gen_kwargs: (None), limit: None, num_fewshot: 5, batch_size: 16 |
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| Tasks |Version|Filter|n-shot|Metric| |Value | |Stderr| |
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|----------|------:|------|-----:|------|---|-----:|---|-----:| |
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|winogrande| 1|none | 5|acc |↑ |0.8887|± |0.0088| |
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``` |
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The [original paper](https://d1qx31qr3h6wln.cloudfront.net/publications/Nemotron_4_340B_8T_0.pdf) evals for reference: |
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The [Minitron paper](https://arxiv.org/pdf/2407.14679) has more evals as well: |
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