Update app.py
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app.py
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import gradio as gr
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from
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""
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demo.launch()
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import gradio as gr
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from transformers import AutoTokenizer, AutoModelForSeq2SeqLM
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# Load model and tokenizer
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tokenizer = AutoTokenizer.from_pretrained("aaliyaan/t5-small-finetuned-career")
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model = AutoModelForSeq2SeqLM.from_pretrained("aaliyaan/t5-small-finetuned-career")
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# Function to generate a response from the model and maintain chat history
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def chat_with_gpt(user_input, chat_history):
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# Tokenize the user input and generate response
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inputs = tokenizer(user_input, return_tensors="pt", padding=True, truncation=True, max_length=512)
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outputs = model.generate(**inputs, max_length=150, num_beams=5, early_stopping=True)
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response = tokenizer.decode(outputs[0], skip_special_tokens=True)
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# Update chat history with the new user input and response
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chat_history += f"You: {user_input}\nJobMatch AI: {response}\n"
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# Return updated chat history and clear input box
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return chat_history, ""
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# Define the Gradio interface
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def launch_gradio_interface():
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# Create the Gradio Blocks for the layout
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with gr.Blocks() as demo:
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# Title and description section
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gr.Markdown("<h1 style='color: #3A9FD6; font-family: 'Segoe UI', Tahoma, Geneva, Verdana, sans-serif; font-weight: bold; text-align: center;'>JobMatch AI</h1>")
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gr.Markdown("<p style='font-size: 18px; color: #333; text-align: center;'>Your trusted career assistant. Ask any job-related question, and get expert advice!</p>")
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# Chat history display (above the input box)
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chat_history = gr.Textbox(
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label="Chat History",
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interactive=False,
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show_label=False,
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placeholder="Chat history will appear here...",
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lines=10,
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max_lines=20,
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elem_id="chat-history",
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value="", # Initial empty chat history
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container=False # To avoid any extra padding around this area
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)
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# User input and output textboxes
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with gr.Row():
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with gr.Column():
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user_input = gr.Textbox(
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label="Ask JobMatch AI",
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placeholder="Type your job-related question here...",
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lines=2,
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max_lines=4,
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interactive=True,
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elem_id="user-input-textbox",
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show_label=False,
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container=False
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)
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# Button to submit input
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submit_button = gr.Button("Submit", variant="primary")
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# Link the button with the function (updates chat history and clears input)
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submit_button.click(fn=chat_with_gpt, inputs=[user_input, chat_history], outputs=[chat_history, user_input])
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# Custom CSS styling
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demo.css = """
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/* Body and Container Styling */
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.gradio-container {
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background: linear-gradient(135deg, #FF9A8B, #FF6A00); /* Gradient background with warm colors */
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border-radius: 15px;
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box-shadow: 0px 6px 30px rgba(0, 0, 0, 0.1); /* Soft shadow for depth */
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padding: 50px;
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width: 70%; /* Adjust width for centering */
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margin: 0 auto; /* Centering the container */
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font-family: 'Segoe UI', Tahoma, Geneva, Verdana, sans-serif; /* Professional font */
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}
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/* Title Styling */
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.gradio-title {
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font-size: 36px;
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font-weight: 700;
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color: #ffffff; /* White color for contrast */
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text-align: center;
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margin-bottom: 20px;
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}
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/* Description Styling */
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.gradio-description {
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font-size: 18px;
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color: #eeeeee; /* Light gray text for description */
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text-align: center;
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margin-bottom: 30px;
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}
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/* Chat History Box Styling */
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#chat-history {
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font-size: 16px;
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border-radius: 12px;
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border: none;
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padding: 14px;
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background: rgba(255, 255, 255, 0.9); /* Slight transparent white background */
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color: #444;
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margin-bottom: 20px;
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height: 300px;
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overflow-y: auto;
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font-family: 'Roboto', sans-serif;
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box-shadow: 0px 4px 12px rgba(0, 0, 0, 0.1); /* Soft shadow for chat history */
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}
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/* Input Textbox Styling */
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#user-input-textbox {
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font-size: 16px;
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border-radius: 10px;
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border: none;
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padding: 12px;
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width: 100%;
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margin-bottom: 15px;
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background-color: #FFFFFF;
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font-family: 'Roboto', sans-serif;
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transition: background-color 0.3s ease; /* Smooth transition for hover effect */
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}
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#user-input-textbox:focus {
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background-color: #FFFFFF; /* Light gray background on focus */
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border-color: #FF6A00; /* Orange border on focus */
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}
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/* Submit Button Styling */
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.gradio-button {
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background-color: #3A9FD6; /* Blue color for submit button */
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color: white;
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padding: 14px 28px;
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border-radius: 8px;
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box-shadow: 0px 6px 30px H000000; /* Soft shadow for depth */
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border: none;
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font-size: 18px;
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font-weight: 600;
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cursor: pointer;
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transition: all 0.3s ease-in-out;
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}
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.gradio-button:hover {
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background-color: #FF6A00; /* Orange color on hover */
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transform: scale(1.05); /* Slight button scaling on hover */
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}
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/* Adjust padding and margins */
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.gradio-block {
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padding: 0;
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}
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.gradio-row {
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margin-bottom: 25px;
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}
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"""
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demo.launch()
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