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+ ## What this model is for:
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+ This project is an intelligent manufacturing process generation system based on multi-modal large language models.
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+ It aims to automatically generate process sequences and machining steps by analyzing manufacturing drawings.
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+
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+
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+
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+ ## How to use me:
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+ Make sure you have `vllm>=0.19.1` installed.
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+ Check if your server has computation force at least with 1 H100.
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+ The model runs good on Nvidia 12.9 in our lab.
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+
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+ Then run the script:
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+ ```bash
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+ CUDA_VISIBLE_DEVICES=0 \
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+ OMP_NUM_THREADS=1 \
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+ vllm serve \
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+ /the/local/path/to/the/model/ \
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+ --port 18124 \
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+ --served-model-name adam_a \
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+ --reasoning-parser qwen3 \
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+ --chat-template-content-format openai \
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+ --trust-remote-code \
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+ --max-model-len 32768 \
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+ --gpu-memory-utilization 0.9 \
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+ --mm-processor-cache-type shm
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+ ```