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Create app.py
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app.py
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import gradio as gr
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import torch
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from transformers import GPT2Tokenizer, GPT2LMHeadModel
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# Load the language model and tokenizer
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tokenizer = GPT2Tokenizer.from_pretrained('gpt2')
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model = GPT2LMHeadModel.from_pretrained('gpt2')
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# Define the coding mode function
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def coding_mode(text):
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# Prepend the text with a coding prompt
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prompt = ">>> "
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input_text = prompt + text
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# Generate a response from the model
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input_ids = tokenizer.encode(input_text, return_tensors="pt")
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output_ids = model.generate(input_ids, max_length=1000, do_sample=True)
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response = tokenizer.decode(output_ids[0], skip_special_tokens=True)
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# Remove the coding prompt from the response
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response = response[len(prompt):]
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return response
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# Define the normal mode function
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def normal_mode(text):
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# Generate a response from the model
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input_ids = tokenizer.encode(text, return_tensors="pt")
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output_ids = model.generate(input_ids, max_length=1000, do_sample=True)
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response = tokenizer.decode(output_ids[0], skip_special_tokens=True)
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return response
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# Create the Gradio interface
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iface = gr.Interface(
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fn=normal_mode,
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inputs=gr.inputs.Chat(
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placeholder="Enter your message here...",
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prompt="Me: ",
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allow_audio_input=False,
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allow_video_input=False,
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),
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outputs=gr.outputs.Textbox(placeholder="Output text will appear here..."),
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title="Chatbot",
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description="Enter text and the chatbot will respond!",
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theme="compact",
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layout="vertical",
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allow_flagging=False,
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allow_screenshot=False,
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allow_sharing=False,
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examples=[
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["Hi there!"],
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["What's your name?"],
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["How old are you?"],
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["What do you like to do for fun?"],
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],
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)
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# Add the coding mode toggle to the interface
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iface.add_mode("Coding Mode", coding_mode)
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# Launch the interface
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iface.launch(share=True)
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