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nguyenbh
commited on
Commit
·
d459b9e
1
Parent(s):
38c463d
update app
Browse files
app.py
CHANGED
@@ -24,15 +24,17 @@ except Exception as e:
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print("Could not get model info:", str(e))
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# Configuration parameters
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default_temperature = 0.
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default_max_tokens =
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default_top_p = 0.1
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# Example prompts that users can try
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example_prompts = [
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"I have $20,000 in my savings account, where I receive a 4% profit per year and payments twice a year. Can you please tell me how long it will take for me to become a millionaire?",
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"I have total $500 create a plan with travel and food",
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"I have $1000 and 5 years. Is it better to invest in a stock paying $15 quarterly dividends or in a 5% annual savings account?"
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]
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def get_azure_response(message, chat_history, temperature, max_tokens, top_p):
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@@ -40,7 +42,7 @@ def get_azure_response(message, chat_history, temperature, max_tokens, top_p):
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Function to get a response from the Azure Phi-4 model
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"""
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# Prepare conversation history in the format expected by Azure
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messages = [{"role": "system", "content": "You are a helpful AI assistant."}]
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# Add conversation history
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for human, assistant in chat_history:
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@@ -59,48 +61,158 @@ def get_azure_response(message, chat_history, temperature, max_tokens, top_p):
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"top_p": top_p,
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"presence_penalty": 0,
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"frequency_penalty": 0,
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}
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# Get response
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try:
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print("Sending request to Azure...")
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response = client.complete(payload)
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# Print usage statistics
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print(f"Usage - Prompt tokens: {response.usage.prompt_tokens}, "
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f"Completion tokens: {response.usage.completion_tokens}, "
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f"Total tokens: {response.usage.total_tokens}")
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return reply
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except Exception as e:
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print(f"Error getting response: {str(e)}")
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return f"Error: {str(e)}"
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#
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# Simplified chat function that handles both sending and receiving messages
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def chat(message, history, temperature, max_tokens, top_p):
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@@ -111,17 +223,77 @@ with gr.Blocks(title="Phi-4-mini Chatbot") as demo:
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response = get_azure_response(message, history, temperature, max_tokens, top_p)
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# Add the exchange to history
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history.append((message,
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# Function to clear the conversation
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def clear_conversation():
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return [], default_temperature, default_max_tokens, default_top_p
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#
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msg.submit(chat, [msg, chatbot, temp_slider, max_tokens_slider, top_p_slider], [msg, chatbot])
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clear.click(clear_conversation, None, [chatbot, temp_slider, max_tokens_slider, top_p_slider])
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# Launch the app
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-
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print("Could not get model info:", str(e))
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# Configuration parameters
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default_temperature = 0.7
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default_max_tokens = 4096
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default_top_p = 0.1
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# Example prompts that users can try
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example_prompts = [
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"Explain internet to a medieval knight.",
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"I have $20,000 in my savings account, where I receive a 4% profit per year and payments twice a year. Can you please tell me how long it will take for me to become a millionaire?",
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"I have total $500 create a plan with travel and food",
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"I have $1000 and 5 years. Is it better to invest in a stock paying $15 quarterly dividends or in a 5% annual savings account?"
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]
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def get_azure_response(message, chat_history, temperature, max_tokens, top_p):
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Function to get a response from the Azure Phi-4 model
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"""
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# Prepare conversation history in the format expected by Azure
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messages = [{"role": "system", "content": "You are a helpful AI assistant specialized in financial advice and planning."}]
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# Add conversation history
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for human, assistant in chat_history:
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"top_p": top_p,
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"presence_penalty": 0,
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"frequency_penalty": 0,
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"stream": True
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}
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# Get response
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try:
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print("Sending request to Azure...")
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response = client.complete(payload)
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return response
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except Exception as e:
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print(f"Error getting response: {str(e)}")
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return f"Error: {str(e)}"
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# CSS for custom styling
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custom_css = """
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.container {
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max-width: 1000px !important;
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margin-left: auto !important;
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margin-right: auto !important;
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padding-top: 0rem !important;
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}
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.header {
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text-align: center;
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margin-bottom: 0rem;
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}
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.header h1 {
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font-size: 2.5rem !important;
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font-weight: 700 !important;
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color: #1a5276 !important;
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margin-bottom: 0.5rem !important;
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}
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.header p {
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font-size: 1.2rem !important;
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color: #34495e !important;
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}
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.chatbot-container {
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border-radius: 10px !important;
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box-shadow: 0 4px 6px rgba(0, 0, 0, 0.1) !important;
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overflow: hidden !important;
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}
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.emoji-button {
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background: none !important;
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border: none !important;
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padding: 0.2rem 0.5rem !important;
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font-size: 1.5rem !important;
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cursor: pointer !important;
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transition: transform 0.2s !important;
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}
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.emoji-button:hover {
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transform: scale(1.2) !important;
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}
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.message-input {
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margin-top: 1rem !important;
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display: flex !important;
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align-items: center !important;
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}
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.footer {
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margin-top: 2rem;
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text-align: center;
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font-size: 0.9rem;
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color: #7f8c8d;
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}
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.parameters-section {
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background-color: #f8f9fa !important;
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padding: 1rem !important;
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border-radius: 8px !important;
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margin-top: 1rem !important;
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}
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.examples-section {
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background-color: #e8f4f8 !important;
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padding: 1rem !important;
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border-radius: 8px !important;
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margin-top: 1rem !important;
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}
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"""
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# Create the Gradio interface with a modern, professional design
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with gr.Blocks(css=custom_css, title="Phi-4-mini Playground") as demo:
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with gr.Column(elem_classes="container"):
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# Header section
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with gr.Column(elem_classes="header"):
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gr.Markdown("# Phi-4-mini Playground")
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# Main chat interface
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with gr.Column(elem_classes="chatbot-container"):
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chatbot = gr.Chatbot(
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height=500,
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bubble_full_width=False,
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show_label=False,
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avatar_images=(None, "https://upload.wikimedia.org/wikipedia/commons/d/d3/Phi-integrated-information-symbol.png")
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)
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with gr.Row(elem_classes="message-input"):
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msg = gr.Textbox(
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label="Your message",
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placeholder="Ask about financial planning, investments, or budgeting...",
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lines=2,
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show_label=False,
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container=False,
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scale=8
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)
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send_btn = gr.Button("📤Send", size="sm", variant="primary", scale=1)
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clear = gr.Button("🗑️ Clear", size="sm", variant="secondary", scale=1)
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regenerate = gr.Button("🔄 Regenerate", size="sm", variant="secondary", scale=1)
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# Examples section
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with gr.Accordion("Try these examples", open=True, elem_classes="examples-section"):
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examples = gr.Examples(
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examples=example_prompts,
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inputs=msg,
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# label="Financial Questions"
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)
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# Model parameters section
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with gr.Accordion("Advanced Settings", open=False, elem_classes="parameters-section"):
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with gr.Row():
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with gr.Column(scale=1):
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gr.Markdown("### Response Parameters")
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with gr.Row():
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with gr.Column(scale=1):
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temp_slider = gr.Slider(
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minimum=0.0,
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maximum=1.0,
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value=default_temperature,
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step=0.1,
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label="Temperature",
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info="Higher = more creative, lower = more focused"
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)
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with gr.Column(scale=1):
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top_p_slider = gr.Slider(
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minimum=0.1,
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maximum=1.0,
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value=default_top_p,
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step=0.1,
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label="Top P",
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info="Controls diversity of responses"
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)
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with gr.Column(scale=1):
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max_tokens_slider = gr.Slider(
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minimum=100,
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maximum=32000,
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value=default_max_tokens,
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step=100,
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label="Max Tokens",
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info="Maximum length of response"
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)
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# Footer
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with gr.Column(elem_classes="footer"):
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gr.Markdown("Powered by Microsoft Phi-4 mini model on Azure AI. © 2025")
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# Simplified chat function that handles both sending and receiving messages
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def chat(message, history, temperature, max_tokens, top_p):
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response = get_azure_response(message, history, temperature, max_tokens, top_p)
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# Add the exchange to history
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history.append((message, ""))
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response_index = len(history) - 1 # Create a blank index for the newest response
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full_response = "" # Stream the response
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try:
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print("Streaming response from Azure...")
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for chunk in response:
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if chunk.choices:
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content = chunk.choices[0].delta.content
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if content:
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full_response += content
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# Update the response in place
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history[response_index] = (message, full_response)
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# Yield the updated history
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yield "", history
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# Print usage statistics at the end
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print("Streaming completed")
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# Return the final state
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return "", history
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except Exception as e:
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error_message = f"Error: {str(e)}"
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print(error_message)
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# Update history with error message
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history[response_index] = (message, error_message)
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return "", history
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# Function to clear the conversation
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def clear_conversation():
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return [], default_temperature, default_max_tokens, default_top_p
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# Function to regenerate the last response
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def regenerate_response(history, temperature, max_tokens, top_p):
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if not history:
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return history
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last_user_message = history[-1][0]
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# Remove the last exchange
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history = history[:-1]
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# Get new response
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response = get_azure_response(last_user_message, history, temperature, max_tokens, top_p)
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# Add the exchange to history
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history.append((last_user_message, ""))
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response_index = len(history) - 1
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full_response = ""
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try:
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for chunk in response:
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if chunk.choices:
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content = chunk.choices[0].delta.content
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if content:
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full_response += content
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history[response_index] = (last_user_message, full_response)
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yield history
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return history
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except Exception as e:
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error_message = f"Error: {str(e)}"
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history[response_index] = (last_user_message, error_message)
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return history
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# Set up event handlers
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msg.submit(chat, [msg, chatbot, temp_slider, max_tokens_slider, top_p_slider], [msg, chatbot])
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send_btn.click(chat, [msg, chatbot, temp_slider, max_tokens_slider, top_p_slider], [msg, chatbot])
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clear.click(clear_conversation, None, [chatbot, temp_slider, max_tokens_slider, top_p_slider])
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regenerate.click(regenerate_response, [chatbot, temp_slider, max_tokens_slider, top_p_slider], [chatbot])
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# Launch the app
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demo.launch(share=True) # Set share=True to generate a public URL for testing
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