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Neural Magic Releases LLM Compressor: A Novel Library to Compress LLMs for Faster Inference with vLLM

  • Neural Magic has released the LLM Compressor, a state-of-the-art tool for large language model optimization that enables faster inference through advanced model compression.
  • LLM Compressor simplifies the process by incorporating various compression algorithms like GPTQ, SmoothQuant, and SparseGPT, reducing inference latency without sacrificing accuracy.
  • The tool supports activation and weight quantization, enabling utilization of INT8 and FP8 tensor cores for improved performance on NVIDIA GPU architectures.
  • In addition to compression, LLM Compressor also supports structured sparsity and weight pruning techniques to reduce model size while maintaining accuracy.

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