Update app.py
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app.py
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import gradio as gr
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import logging
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import gradio as gr
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from queue import Queue
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import time
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from prometheus_client import start_http_server, Counter, Histogram
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# --- Prometheus Metrics Setup ---
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REQUEST_COUNT = Counter('gradio_request_count', 'Total number of requests')
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@@ -36,16 +35,31 @@ def chat_function(message, history):
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logging.error(f"Error in chat processing: {e}")
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return "An error occurred. Please try again."
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# --- Gradio Interface ---
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with gr.Blocks() as demo:
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gr.Markdown("## Chat with the Bot")
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chatbot = gr.ChatInterface(fn=chat_function)
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gr.load("models/Sevixdd/roberta-base-finetuned-ner").launch()
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import logging
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import gradio as gr
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from queue import Queue
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import time
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from prometheus_client import start_http_server, Counter, Histogram
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import threading
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# --- Prometheus Metrics Setup ---
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REQUEST_COUNT = Counter('gradio_request_count', 'Total number of requests')
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logging.error(f"Error in chat processing: {e}")
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return "An error occurred. Please try again."
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# --- Gradio Interface with Metrics Display ---
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with gr.Blocks() as demo:
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gr.Markdown("## Chat with the Bot")
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chatbot = gr.ChatInterface(fn=chat_function)
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with gr.Row():
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request_count_display = gr.Textbox(label="Request Count")
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avg_latency_display = gr.Textbox(label="Avg. Response Time (s)")
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# --- Update Metrics Display ---
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def update_metrics():
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while True:
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request_count_display.update(REQUEST_COUNT.collect()[0].samples[0].value)
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avg_latency_display.update(round(REQUEST_LATENCY.collect()[0].samples[0].value, 2))
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time.sleep(5) # Update every 5 seconds
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# Start the metrics server in a separate thread
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threading.Thread(target=start_http_server, args=(8000,), daemon=True).start()
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demo.load(update_metrics, None, None, every=1) # Call update_metrics every second after initial page load
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demo.launch(share=True) # For Hugging Face Spaces, set share=True to make the UI public
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#gr.load("models/Sevixdd/roberta-base-finetuned-ner").launch()
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