Fixed some errors
Browse files- app.py +53 -30
- requirements.txt +1 -1
app.py
CHANGED
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@@ -11,46 +11,69 @@ model = AutoModelForCausalLM.from_pretrained("microsoft/DialoGPT-medium")
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# Define the prediction function
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def predict(message, history):
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# Build the Gradio interface
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with gr.Blocks() as demo:
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gr.Markdown("## DialoGPT-medium Chatbot")
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gr.Markdown("This chatbot uses the microsoft/DialoGPT-medium model. Start typing to chat!")
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chatbot = gr.Chatbot()
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textbox = gr.Textbox(placeholder="Type your message here and press Enter")
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# When the user submits the textbox, call the 'predict' function
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textbox.submit(
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# Define the prediction function
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def predict(message, history):
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try:
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# Validate inputs
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if not message or not message.strip():
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return "", history
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if history is None:
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history = []
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# 'history' is a list of lists, where each inner list has a user and a bot message.
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# We need to format it for DialoGPT.
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history_transformer_format = []
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for exchange in history:
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if isinstance(exchange, list) and len(exchange) >= 2:
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user_msg, bot_msg = exchange[0], exchange[1]
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if user_msg:
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history_transformer_format.append(str(user_msg))
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if bot_msg:
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history_transformer_format.append(str(bot_msg))
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# Join the history and the new message, separated by the EOS token
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history_string = "".join(history_transformer_format)
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input_text = history_string + str(message) + tokenizer.eos_token
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# Tokenize the input
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new_user_input_ids = tokenizer.encode(input_text, return_tensors='pt')
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# Generate a response
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# The max_length is set to 1250 to allow for a decent conversation history.
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with torch.no_grad():
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bot_output_ids = model.generate(
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new_user_input_ids,
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max_length=1250,
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pad_token_id=tokenizer.eos_token_id,
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no_repeat_ngram_size=3,
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do_sample=True,
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top_k=100,
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top_p=0.7,
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temperature=0.8
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)
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# Decode the response, skipping the input part
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response = tokenizer.decode(bot_output_ids[:, new_user_input_ids.shape[-1]:][0], skip_special_tokens=True)
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# Clean up response
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response = response.strip()
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if not response:
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response = "I'm not sure how to respond to that. Could you try rephrasing?"
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# Return an empty string to clear the textbox and the updated history
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return "", history + [[message, response]]
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except Exception as e:
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print(f"Error in predict function: {e}")
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error_response = "Sorry, I encountered an error. Please try again."
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return "", history + [[message, error_response]]
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# Build the Gradio interface
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with gr.Blocks() as demo:
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gr.Markdown("## DialoGPT-medium Chatbot")
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gr.Markdown("This chatbot uses the microsoft/DialoGPT-medium model. Start typing to chat!")
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chatbot = gr.Chatbot(value=[], label="DialoGPT Conversation")
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textbox = gr.Textbox(placeholder="Type your message here and press Enter", label="Message")
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# When the user submits the textbox, call the 'predict' function
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textbox.submit(
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requirements.txt
CHANGED
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@@ -1,3 +1,3 @@
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torch
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transformers
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gradio
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torch
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transformers
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gradio>=3.50.0,<4.0.0
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