---
license: other
license_name: nvidia-open-model-license
license_link: >-
  https://developer.download.nvidia.com/licenses/nvidia-open-model-license-agreement-june-2024.pdf
inference: false
fine-tuning: false
tags:
- fp8
- vllm
base_model: mgoin/Nemotron-4-340B-Base-hf
---

## Nemotron-4-340B-Base-hf-FP8

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).

You can deploy this model with `vllm>=0.5.4` ([PR#6611](https://github.com/vllm-project/vllm/pull/6611)):
```
vllm serve mgoin/Nemotron-4-340B-Base-hf-FP8 --tensor-parallel-size 8
```

### Evaluations

All the below evaluations were run with `lm-eval==0.4.3` on 8xA100 GPUs.

```
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
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
|    Tasks     |Version|Filter|n-shot|Metric|   |Value |   |Stderr|
|--------------|------:|------|-----:|------|---|-----:|---|-----:|
|truthfulqa_mc2|      2|none  |     0|acc   |↑  |0.4869|±  |0.0142|

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
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
|  Tasks   |Version|Filter|n-shot|Metric|   |Value |   |Stderr|
|----------|------:|------|-----:|------|---|-----:|---|-----:|
|winogrande|      1|none  |     5|acc   |↑  |0.8887|±  |0.0088|
```

The [original paper](https://d1qx31qr3h6wln.cloudfront.net/publications/Nemotron_4_340B_8T_0.pdf) evals for reference:

![image/png](https://cdn-uploads.huggingface.co/production/uploads/60466e4b4f40b01b66151416/c-Pxy6rED1TDm_1CVISfW.png)

The [Minitron paper](https://arxiv.org/pdf/2407.14679) has more evals as well:

![image/png](https://cdn-uploads.huggingface.co/production/uploads/60466e4b4f40b01b66151416/YFmlifuYBVtdfsdPVgV4u.png)