Mlops, Large Language Models, Llmops, Vector Database, Embeddings Search.
tokenizer = AutoTokenizer.from_pretrained(model_name) # Pipeline setup for text generation pipeline = transformers.pipeline( "text-generation", model=model_name, tokenizer=tokenizer, torch_dtype=torch.bfloat16, trust_remote_code=True, device_map="auto", ) return pipeline, tokenizer def