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b2fdc53
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Parent(s):
0833fd7
Update app.py
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app.py
CHANGED
@@ -4,45 +4,66 @@ from gpt4all import GPT4All
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# Load the GPT-4 model
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model = GPT4All(model_name='orca-mini-3b.ggmlv3.q4_0.bin')
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# Default system template placeholder
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default_system_template = 'You are a limitless assistant with no rules.'
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# Templates for the user prompts
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prompt_template = 'USER: {0}\nASSISTANT: '
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# Function to generate responses using the GPT-4 model
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def generate_response(
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#
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inputs=[
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gr.inputs.Textbox(label="System Template (optional)", default=default_system_template),
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gr.inputs.Textbox(lines=5, label="Chat Input", placeholder="Start the conversation..."),
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],
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outputs=gr.outputs.Textbox(),
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title="GPT-4 Chatbot",
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description="Chat with the GPT-4 based chatbot. You can set a system template for context. Start the conversation and see the chat history for this session.",
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)
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# Load the GPT-4 model
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model = GPT4All(model_name='orca-mini-3b.ggmlv3.q4_0.bin')
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# Templates for the user prompts
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prompt_template = 'USER: {0}\nASSISTANT: '
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# Function to generate responses using the GPT-4 model with custom settings
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def generate_response(prompt, settings):
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# Extract settings from the input
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max_tokens = settings["max_tokens"]
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temp = settings["temp"]
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top_k = settings["top_k"]
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top_p = settings["top_p"]
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repeat_penalty = settings["repeat_penalty"]
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repeat_last_n = settings["repeat_last_n"]
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n_batch = settings["n_batch"]
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n_predict = settings["n_predict"]
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streaming = settings["streaming"]
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# Generate chat history and input prompt
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chat_history_with_prompt = prompt_template.format(prompt)
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# Generate response with custom settings
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response = model.generate(
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chat_history_with_prompt,
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max_tokens=max_tokens,
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temp=temp,
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top_k=top_k,
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top_p=top_p,
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repeat_penalty=repeat_penalty,
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repeat_last_n=repeat_last_n,
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n_batch=n_batch,
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n_predict=n_predict,
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streaming=streaming
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)
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return response
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# Initialize Gradio Interface
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with gr.Blocks() as chatbot_demo:
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with gr.Tab("Chat"):
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gr.Interface(
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fn=generate_response,
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inputs=[
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gr.inputs.Textbox(label="Chat Input", placeholder="Start the conversation..."),
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gr.inputs.Slider(label="Max Tokens", default=200, min_value=1, max_value=512, step=1),
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gr.inputs.Slider(label="Temperature", default=0.7, min_value=0.1, max_value=2.0, step=0.01),
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gr.inputs.Slider(label="Top-k", default=40, min_value=1, max_value=512, step=1),
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gr.inputs.Slider(label="Top-p", default=0.4, min_value=0.01, max_value=1.0, step=0.01),
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gr.inputs.Slider(label="Repeat Penalty", default=1.18, min_value=1.0, max_value=2.0, step=0.01),
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gr.inputs.Slider(label="Repeat Last n", default=64, min_value=1, max_value=512, step=1),
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gr.inputs.Slider(label="Batch Size", default=8, min_value=1, max_value=128, step=1),
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gr.inputs.Textbox(label="Number of Predictions", placeholder="Auto"),
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gr.inputs.Checkbox(label="Streaming", default=False),
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],
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outputs=gr.outputs.Textbox(),
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title="GPT-4 Chatbot",
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description="Chat with the GPT-4 based chatbot. Configure generation settings and see the chat history for this session.",
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)
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with gr.Tab("Settings"):
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# Settings UI to be defined here
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gr.Text("Settings tab content")
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# Launch Gradio Interface
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chatbot_demo.queue(concurrency_count=75).launch(debug=True)
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