Create app.py

app.py

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+import gradio as gr
+import json
+import time
+
+# Load results
+with open("results.json") as f:
+    data = json.load(f)
+
+def simulate_epochs(dataset):
+    results = data[dataset]
+    table = "| Epoch | LIAM (RFT) | Adam | Lion | SGR |\n|-------|-------------|------|------|-----|\n"
+    markdown_output = ""
+    for i in range(len(results["epochs"])):
+        epoch = results["epochs"][i]
+        rft = results["LIAM_RFT"][i]
+        adam = results["Adam"][i]
+        lion = results["Lion"][i]
+        sgr = results["SGR"][i]
+        table += f"| {epoch} | {rft:.2f}% | {adam:.2f}% | {lion:.2f}% | {sgr:.2f}% |\n"
+        markdown_output = table
+        yield markdown_output
+        time.sleep(0.75)
+
+demo = gr.Interface(
+    fn=simulate_epochs,
+    inputs=gr.Dropdown(choices=list(data.keys()), label="Select Dataset"),
+    outputs=gr.Markdown(),
+    title="RFT Optimizer Showdown",
+    description="Epoch-by-epoch simulation of optimizer performance. All results sealed and verified.",
+    live=True
+)
+
+demo.launch()