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fix typos in README #7

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18 changes: 9 additions & 9 deletions README.md
Original file line number Diff line number Diff line change
Expand Up @@ -2,11 +2,16 @@


## Overview
The `nm-vllm` packages published in this repository are Neuralmagic Enterprise Edition of [vLLM](https://github.com/vllm-project/vllm). Packages are versioned Python wheels and docker images. These are released as "production level" official releases and "beta level" nightly releases.
The `nm-vllm` packages published in this repository are Neural Magic Enterprise Editions of [vLLM](https://github.com/vllm-project/vllm). Packages are versioned Python wheels and docker images. These are released as "production level" official releases and "beta level" nightly releases.
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Official releases are made at the discretion of Neuralmagic, but typically track with `vllm` releases. These wheels are available via the official PyPI as well as [Neuralmagic's PyPI](https://pypi.neuralmagic.com).
Official releases are made at the discretion of Neural Magic, but typically track with `vllm` releases. These wheels are available via the official PyPI as well as [Neural Magic's PyPI](https://pypi.neuralmagic.com).

Nightly builds are released every night given green runs in automation. The wheels are available at [Neuralmagic's PyPI](https://pypi.neuralmagic.com).
Nightly builds are released every night given green runs in automation. The wheels are available at [Neural Magic's PyPI](https://pypi.neuralmagic.com).


## Benchmarks

Please see how we are doing with our benchmark results [here]( https://neuralmagic.github.io/nm-vllm-certs/dev/bench/).


## Installation
Expand Down Expand Up @@ -38,13 +43,8 @@ docker run --gpus all --shm-size 2g ghcr.io/neuralmagic/nm-vllm-ent:latest --mod
```


## Benchmarks

Please see our benchmark results [here]( https://neuralmagic.github.io/nm-vllm-certs/dev/bench/).


## Models

Neuralmagic maintains a variety of optimized models on our Hugging Face organization profiles:
Neural Magic maintains a variety of optimized models on our Hugging Face organization profiles:
- [neuralmagic](https://huggingface.co/neuralmagic)
- [nm-testing](https://huggingface.co/nm-testing)