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1llm_model = LLM(
2 "MPWARE/DeepSeek-R1-Distill-Qwen-7B-BnB-4bits",
3 task="generate",
4 dtype=torch.bfloat16,
5 max_num_seqs=8192,
6 max_model_len=8192,
7 trust_remote_code=True,
8 quantization="bitsandbytes",
9 load_format="bitsandbytes",
10 enforce_eager=True, # Required for vLLM architecture V1
11 tensor_parallel_size=1,
12 gpu_memory_utilization=0.95,
13 seed=42
14)