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Create src/chatbots/blenderbot.py
Browse files- src/chatbots/blenderbot.py +33 -0
src/chatbots/blenderbot.py
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"""
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Adapted from:
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https://mandgie.medium.com/how-to-build-your-own-chatbot-f5848ebcba8d
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"""
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from transformers import BlenderbotSmallTokenizer, BlenderbotSmallForConditionalGeneration
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import os
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class BlenderBot:
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def __init__(
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self,
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model_name: str ='facebook/blenderbot_small-90M',
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):
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if not os.path.exists('./models/blenderbot'):
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BlenderbotSmallForConditionalGeneration.from_pretrained(model_name).save_pretrained('./models/blenderbot')
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BlenderbotSmallTokenizer.from_pretrained(model_name).save_pretrained('./models/blenderbot')
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self.model = BlenderbotSmallForConditionalGeneration.from_pretrained('./models/blenderbot')
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self.tokenizer = BlenderbotSmallTokenizer.from_pretrained('./models/blenderbot')
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def __call__(self, inputs: str) -> str:
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inputs_tokenized = self.tokenizer(inputs, return_tensors='pt')
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reply_ids = self.model.generate(**inputs_tokenized)
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reply = self.tokenizer.batch_decode(reply_ids, skip_special_tokens=True)[0]
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return reply
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def run(self):
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while True:
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user_input = input("User: ")
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print("Bot:", self(user_input))
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