Upload app.py

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app.py

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+def run_simulation(num_workers, batch_time, network_latency, mode, num_batches):
+    """Wrapper for Gradio interface."""
+    timelines, metrics = simulate_batches(
+        num_workers=int(num_workers),
+        batch_time=float(batch_time),
+        network_latency=float(network_latency),
+        mode=mode,
+        num_batches=int(num_batches)
+    )
+    fig = plot_timeline(timelines, metrics, num_workers)
+    return fig, (
+        f"Mode: {mode.capitalize()}\n"
+        f"Epoch Time: {metrics['epoch_time_ms']:.2f} ms\n"
+        f"Idle Time: {metrics['idle_percent']} %\n"
+        f"Throughput: {metrics['throughput']} batches/sec"
+    )
+
+# Define Gradio UI
+interface = gr.Interface(
+    fn=run_simulation,
+    inputs=[
+        gr.Slider(1, 8, value=4, step=1, label="Number of Workers"),
+        gr.Slider(100, 1000, value=500, step=50, label="Batch Processing Time (ms)"),
+        gr.Slider(50, 500, value=200, step=25, label="Network Latency (ms)"),
+        gr.Radio(["synchronous", "asynchronous"], value="synchronous", label="Mode"),
+        gr.Slider(5, 30, value=10, step=1, label="Number of Batches per Epoch"),
+    ],
+    outputs=[
+        gr.Plot(label="Timeline Visualization"),
+        gr.Textbox(label="Simulation Summary", lines=6, max_lines=8, show_copy_button=True)
+    ],
+    title="🧠 Batch Scheduler Simulator",
+    description="Visualize how synchronous vs. asynchronous batch scheduling affects throughput, idle time, and epoch duration.",
+    examples=[
+        [4, 500, 200, "synchronous", 10],
+        [8, 400, 150, "asynchronous", 15]
+    ]
+)
+
+# Launch interface
+interface.launch(share=True)