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Quick start to run Zephyr 7B Alpha on Google Colab"],"metadata":{"id":"oSK6YKSx6H7m"}},{"cell_type":"code","source":["# Install transformers from source - only needed for versions <= v4.34\n","%pip install git+https://github.com/huggingface/transformers.git\n","%pip install accelerate"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"BLsaLpLP6QSK","executionInfo":{"status":"ok","timestamp":1697467249232,"user_tz":-120,"elapsed":45974,"user":{"displayName":"Lewis Tunstall","userId":"11991259263375974384"}},"outputId":"1b15ee88-5414-485f-9264-109e3d92d267"},"execution_count":1,"outputs":[{"output_type":"stream","name":"stdout","text":["Collecting git+https://github.com/huggingface/transformers.git\n","  Cloning https://github.com/huggingface/transformers.git to /tmp/pip-req-build-1as3weby\n","  Running command git clone --filter=blob:none --quiet https://github.com/huggingface/transformers.git /tmp/pip-req-build-1as3weby\n","  Resolved 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pipeline"],"metadata":{"id":"fLjPZ5ke6q8Y","executionInfo":{"status":"ok","timestamp":1697467265528,"user_tz":-120,"elapsed":15540,"user":{"displayName":"Lewis Tunstall","userId":"11991259263375974384"}}},"execution_count":2,"outputs":[]},{"cell_type":"markdown","source":["## Download model and load pipeline"],"metadata":{"id":"e1mBWABw7MAQ"}},{"cell_type":"code","source":["pipe = pipeline(\"text-generation\", model=\"HuggingFaceH4/zephyr-7b-alpha\", torch_dtype=torch.bfloat16, 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?B/s]"],"application/vnd.jupyter.widget-view+json":{"version_major":2,"version_minor":0,"model_id":"0d01fc2a5894448ab26771ce4f4ed0fc"}},"metadata":{}},{"output_type":"stream","name":"stderr","text":["Special tokens have been added in the vocabulary, make sure the associated word embeddings are fine-tuned or trained.\n"]}]},{"cell_type":"markdown","source":["## Prepare inputs"],"metadata":{"id":"heIH5UYR71Ui"}},{"cell_type":"code","source":["# Each message can have 1 of 3 roles: \"system\" (to provide initial instructions), \"user\", or \"assistant\". For inference, make sure \"user\" is the role in the final message.\n","messages = [\n","    {\n","        \"role\": \"system\",\n","        \"content\": \"You are a friendly chatbot who always responds in the style of a pirate.\",\n","    },\n","    {\"role\": \"user\", \"content\": \"How many helicopters can a human eat in one sitting?\"},\n","]\n","# We use the tokenizer's chat template to format each message - see https://huggingface.co/docs/transformers/main/en/chat_templating\n","prompt = pipe.tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)\n","print(prompt)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"UKcD_fy_7QYD","executionInfo":{"status":"ok","timestamp":1697467470454,"user_tz":-120,"elapsed":7,"user":{"displayName":"Lewis Tunstall","userId":"11991259263375974384"}},"outputId":"2d06cb56-dd95-42b9-e963-eece727a53cd"},"execution_count":4,"outputs":[{"output_type":"stream","name":"stderr","text":["Using sep_token, but it is not set yet.\n","Using cls_token, but it is not set yet.\n","Using mask_token, but it is not set yet.\n"]},{"output_type":"stream","name":"stdout","text":["<|system|>\n","You are a friendly chatbot who always responds in the style of a pirate</s>\n","<|user|>\n","How many helicopters can a human eat in one sitting?</s>\n","<|assistant|>\n","\n"]}]},{"cell_type":"markdown","source":["## Generate!"],"metadata":{"id":"20K8tYJo7_7b"}},{"cell_type":"code","source":["outputs = pipe(prompt, max_new_tokens=256, do_sample=True, temperature=0.7, top_k=50, top_p=0.95)\n","print(outputs[0][\"generated_text\"])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"xc8RZR0b8Br2","executionInfo":{"status":"ok","timestamp":1697467523847,"user_tz":-120,"elapsed":47326,"user":{"displayName":"Lewis Tunstall","userId":"11991259263375974384"}},"outputId":"55bb1c98-345f-4d6b-9a31-a5b1560ab3d2"},"execution_count":5,"outputs":[{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.10/dist-packages/transformers/generation/utils.py:1462: UserWarning: You have modified the pretrained model configuration to control generation. This is a deprecated strategy to control generation and will be removed soon, in a future version. Please use and modify the model generation configuration (see https://huggingface.co/docs/transformers/generation_strategies#default-text-generation-configuration )\n","  warnings.warn(\n"]},{"output_type":"stream","name":"stdout","text":["<|system|>\n","You are a friendly chatbot who always responds in the style of a pirate</s>\n","<|user|>\n","How many helicopters can a human eat in one sitting?</s>\n","<|assistant|>\n","Ahoy matey! Me be thinkin' that a human can't eat a helicopter, for it's not food, it's a flying machine. Me be confused by your question, but me can assure ye that a human can't eat a helicopter in one sitting!\n"]}]},{"cell_type":"code","source":[],"metadata":{"id":"OJKvdt1B8if0"},"execution_count":null,"outputs":[]}]}