Delete app.py

app.py

@@ -1,41 +0,0 @@
-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)