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mgoin commited on Aug 16, 2024

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@@ -15,6 +15,6 @@ Download our compression-aware inference engines and open source tools for fast
 * [llm-compressor](https://github.com/vllm-project/llm-compressor/): HF-native library for applying quantization and sparsity algorithms to llms for optimized deployment with vLLM
 * [DeepSparse](https://github.com/neuralmagic/deepsparse): Inference runtime offering accelerated performance on CPUs and APIs to integrate ML into your application
-![image/png](https://cdn-uploads.huggingface.co/production/uploads/60466e4b4f40b01b66151416/2IDqpxbtCtw_ilOZbTSj0.png)
 In this profile we provide accurate model checkpoints compressed with SOTA methods ready to run in vLLM such as W4A16, W8A16, W8A8 (int8 and fp8), and many more! If you would like help quantizing a model or have a request for us to add a checkpoint, please open an issue in https://github.com/vllm-project/llm-compressor.

 * [llm-compressor](https://github.com/vllm-project/llm-compressor/): HF-native library for applying quantization and sparsity algorithms to llms for optimized deployment with vLLM
 * [DeepSparse](https://github.com/neuralmagic/deepsparse): Inference runtime offering accelerated performance on CPUs and APIs to integrate ML into your application
+![NM Workflow](https://cdn-uploads.huggingface.co/production/uploads/60466e4b4f40b01b66151416/oFtTSqKjDLwd095gtYHlc.png)
 In this profile we provide accurate model checkpoints compressed with SOTA methods ready to run in vLLM such as W4A16, W8A16, W8A8 (int8 and fp8), and many more! If you would like help quantizing a model or have a request for us to add a checkpoint, please open an issue in https://github.com/vllm-project/llm-compressor.