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Usage: Serving with SGLang

  • Download the weights. You can replace /local/grok-2 with any other folder name you prefer.

    hf download xai-org/grok-2 --local-dir /local/grok-2
    

    You might encounter some errors during the download. Please retry until the download is successful.
    If the download succeeds, the folder should contain 42 files and be approximately 500 GB.

  • Launch a server.

    Install the latest SGLang inference engine by following the instructions at https://docs.sglang.ai/get_started/install.html.

    Then, you can launch an inference server. This checkpoint is TP=8, so you will need 8 GPUs (each with > 40GB of memory).

    python3 -m sglang.launch_server --model /local/grok-2 --tokenizer-path /local/grok-2/tokenizer.tok.json --tp 8 --quantization fp8 --attention-backend triton
    
  • Send a request.

    python3 -m sglang.test.send_one --prompt "Human: What is your name? <|separator|>\n\nAssistant:"
    

    Learn more about other ways of sending requests here.