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@@ -340,6 +340,8 @@ For BF16, use `vllm==0.25.0` for `/v2/embed` serving. NVIDIA also validated `vll
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  pip install --upgrade "vllm==0.25.0" openai requests numpy
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  ```
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  ### vLLM Offline Python
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  Use the offline Python API when you want local vLLM inference without running an HTTP server. `LLM.embed` accepts formatted strings, so add the `query: ` and `passage: ` prefixes manually.
 
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  pip install --upgrade "vllm==0.25.0" openai requests numpy
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  ```
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+ **FP8 acceleration:** On NVIDIA Hopper and Ada Lovelace GPUs, enable FP8 in vLLM online with `--quantization fp8_per_tensor`, or offline with `quantization="fp8_per_tensor"` in `LLM(...)`. Validated with vLLM `0.25.0` on H100; accuracy matched BF16.
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+
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  ### vLLM Offline Python
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  Use the offline Python API when you want local vLLM inference without running an HTTP server. `LLM.embed` accepts formatted strings, so add the `query: ` and `passage: ` prefixes manually.