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# Install transformers from source - only needed for versions <= v4.34 | |
# pip install git+https://github.com/huggingface/transformers.git | |
# pip install accelerate | |
import torch | |
from transformers import pipeline | |
pipe = pipeline("text-generation", model="TinyLlama/TinyLlama-1.1B-Chat-v1.0", torch_dtype=torch.bfloat16, device_map="auto") | |
# We use the tokenizer's chat template to format each message - see https://huggingface.co/docs/transformers/main/en/chat_templating | |
messages = [ | |
{ | |
"role": "system", | |
"content": "You are a friendly chatbot", | |
}, | |
{"role": "user", "content": "I'm 29 years old and I live in Greece. Tellm me how old am I"}, | |
] | |
prompt = pipe.tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True) | |
outputs = pipe(prompt, max_new_tokens=256, do_sample=True, temperature=0.7, top_k=50, top_p=0.95) | |
print(outputs[0]["generated_text"]) | |
# <|system|> | |
# You are a friendly chatbot who always responds in the style of a pirate.</s> | |
# <|user|> | |
# How many helicopters can a human eat in one sitting?</s> | |
# <|assistant|> | |
# ... | |