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README.md
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```--compilation_config '{"full_cuda_graph": true}'``` : Activates cuda [full graph capture](https://docs.vllm.ai/en/stable/design/cuda_graphs/#cudagraphmodes)
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```--rope-scaling '{"rope_type":"yarn","factor":2.0,"original_max_position_embeddings":65536}'```: Apply [yarn](https://arxiv.org/abs/2309.00071) to support 128K context length
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```--enable-auto-tool-choice --tool-call-parser hermes``` : Enables [tool calling](https://docs.vllm.ai/en/latest/features/tool_calling/)
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```--logits-processors logit_:WrappedPerReqLogitsProcessor
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```--reasoning-parser deepseek_r1``` : Parses [reasoning outputs](https://docs.vllm.ai/en/latest/features/reasoning_outputs/)
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### how to use
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```bash
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pip install -U "huggingface_hub[cli]"
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hf download Motif-Technologies/Motif-2-12.7B-Reasoning \
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```--compilation_config '{"full_cuda_graph": true}'``` : Activates cuda [full graph capture](https://docs.vllm.ai/en/stable/design/cuda_graphs/#cudagraphmodes)
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```--rope-scaling '{"rope_type":"yarn","factor":2.0,"original_max_position_embeddings":65536}'```: Apply [yarn](https://arxiv.org/abs/2309.00071) to support 128K context length
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```--enable-auto-tool-choice --tool-call-parser hermes``` : Enables [tool calling](https://docs.vllm.ai/en/latest/features/tool_calling/)
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```--logits-processors logit_:WrappedPerReqLogitsProcessor```: Enables a ratio-based thinking budget and repetition-based auto-stop. The model is guided to think for ```(model_max_len - input_prompt_len) * VLLM_THINK_BUDGET_RATIO``` tokens, using the rest of the context window to generate the response
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```--reasoning-parser deepseek_r1``` : Parses [reasoning outputs](https://docs.vllm.ai/en/latest/features/reasoning_outputs/)
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```bash
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pip install -U "huggingface_hub[cli]"
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hf download Motif-Technologies/Motif-2-12.7B-Reasoning \
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