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app.py
CHANGED
@@ -146,7 +146,7 @@ def create_grouped_leaderboard(selected_mwoz, selected_tau_airline, selected_tau
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})
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df = pd.DataFrame(aggregated)
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# Sort
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allowed_sort_cols = ["Average Score", "Conversation Consistency", "Backend Consistency", "Policy Completeness"]
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sort_by = sort_state.get("sort_by") if sort_state else None
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ascending = sort_state.get("ascending") if sort_state else True
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@@ -157,8 +157,8 @@ def create_grouped_leaderboard(selected_mwoz, selected_tau_airline, selected_tau
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def update_sort_state(current_state, clicked_column):
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"""
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Update the sort state based on the clicked column.
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If the same column is clicked, toggle
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otherwise,
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"""
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if current_state is None:
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current_state = {"sort_by": clicked_column, "ascending": True}
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@@ -170,9 +170,21 @@ def update_sort_state(current_state, clicked_column):
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current_state["ascending"] = True
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return current_state
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def get_color_for_value(value, min_val, max_val):
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"""
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Compute a
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Interpolates from red (lowest) to yellow (mid) to green (highest).
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"""
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if max_val == min_val:
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@@ -194,8 +206,7 @@ def get_color_for_value(value, min_val, max_val):
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def generate_html_table(df):
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"""
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Generate an HTML table from the DataFrame.
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Numeric cells are styled so that their text color reflects performance.
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"""
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numeric_cols = ["Average Score", "Conversation Consistency", "Backend Consistency", "Policy Completeness"]
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col_min = {}
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@@ -204,45 +215,21 @@ def generate_html_table(df):
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col_min[col] = df[col].min() if not df.empty else 0
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col_max[col] = df[col].max() if not df.empty else 0
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<
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if (currentState.sort_by === column) {
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currentState.ascending = !currentState.ascending;
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} else {
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currentState.sort_by = column;
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currentState.ascending = true;
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}
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hiddenSortState.value = JSON.stringify(currentState);
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var event = new Event('change');
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hiddenSortState.dispatchEvent(event);
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}
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</script>
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"""
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# Build header row with buttons for numeric columns.
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header = "<tr>"
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headers = ["Model", "Average Score", "Conversation Consistency", "Backend Consistency", "Policy Completeness", "Judge Model"]
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for col in headers:
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if col in numeric_cols:
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header += f"<th style='padding: 8px;'><button onclick=\"sortBy('{col}')\" style='width: 100%;'>{col}</button></th>"
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else:
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header += f"<th style='padding: 8px;'>{col}</th>"
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header += "</tr>"
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html += header
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# Generate data rows.
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for _, row in df.iterrows():
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html += "<tr>"
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for col in df.columns:
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cell_value = row[col]
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if col in numeric_cols:
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color = get_color_for_value(cell_value, col_min[col], col_max[col])
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#
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html += f"<td style='padding: 8px; color: {color};'>{cell_value}</td>"
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else:
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html += f"<td style='padding: 8px;'>{cell_value}</td>"
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@@ -250,12 +237,10 @@ def generate_html_table(df):
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html += "</table>"
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return html
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def update_leaderboard(selected_mwoz, selected_tau_airline, selected_tau_retail,
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"""
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Update the leaderboard by
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The sort_state_json is a JSON string that represents the current sort state.
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"""
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sort_state = json.loads(sort_state_json)
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df = create_grouped_leaderboard(selected_mwoz, selected_tau_airline, selected_tau_retail, sort_state)
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html_table = generate_html_table(df)
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return html_table
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@@ -278,30 +263,60 @@ with gr.Blocks(title="Rome Leaderboard") as demo:
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cb_tau_airline = gr.Checkbox(label="tau-airline", value=True)
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cb_tau_retail = gr.Checkbox(label="tau-retail", value=True)
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leaderboard_display = gr.HTML(label="Aggregated Model Rankings")
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# Load initial leaderboard on app start.
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demo.load(
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if __name__ == "__main__":
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demo.launch()
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})
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df = pd.DataFrame(aggregated)
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# Sort if a valid column is provided.
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allowed_sort_cols = ["Average Score", "Conversation Consistency", "Backend Consistency", "Policy Completeness"]
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sort_by = sort_state.get("sort_by") if sort_state else None
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ascending = sort_state.get("ascending") if sort_state else True
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def update_sort_state(current_state, clicked_column):
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"""
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Update the sort state based on the clicked column.
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If the same column is clicked, toggle the sort order;
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otherwise, switch to the new column with ascending order.
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"""
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if current_state is None:
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current_state = {"sort_by": clicked_column, "ascending": True}
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current_state["ascending"] = True
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return current_state
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def sort_by_avg(sort_state):
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return update_sort_state(sort_state, "Average Score")
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def sort_by_conv(sort_state):
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return update_sort_state(sort_state, "Conversation Consistency")
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def sort_by_backend(sort_state):
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return update_sort_state(sort_state, "Backend Consistency")
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def sort_by_policy(sort_state):
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return update_sort_state(sort_state, "Policy Completeness")
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def get_color_for_value(value, min_val, max_val):
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"""
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Compute a color for a given value based on its normalized position.
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Interpolates from red (lowest) to yellow (mid) to green (highest).
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"""
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if max_val == min_val:
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def generate_html_table(df):
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"""
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Generate an HTML table from the DataFrame.
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For each numeric column, apply a text color based on its relative value.
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"""
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numeric_cols = ["Average Score", "Conversation Consistency", "Backend Consistency", "Policy Completeness"]
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col_min = {}
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col_min[col] = df[col].min() if not df.empty else 0
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col_max[col] = df[col].max() if not df.empty else 0
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html = "<table border='1' style='border-collapse: collapse; text-align: center; width: 100%;'>"
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# Header row
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html += "<tr>"
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for col in df.columns:
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html += f"<th style='padding: 8px;'>{col}</th>"
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html += "</tr>"
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# Data rows
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for _, row in df.iterrows():
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html += "<tr>"
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for col in df.columns:
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cell_value = row[col]
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if col in numeric_cols:
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color = get_color_for_value(cell_value, col_min[col], col_max[col])
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# Now applying the color to the text (color property) instead of background.
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html += f"<td style='padding: 8px; color: {color};'>{cell_value}</td>"
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else:
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html += f"<td style='padding: 8px;'>{cell_value}</td>"
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html += "</table>"
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return html
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def update_leaderboard(selected_mwoz, selected_tau_airline, selected_tau_retail, sort_state):
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"""
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Update the leaderboard by creating the aggregated DataFrame and converting it to HTML.
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"""
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df = create_grouped_leaderboard(selected_mwoz, selected_tau_airline, selected_tau_retail, sort_state)
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html_table = generate_html_table(df)
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return html_table
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cb_tau_airline = gr.Checkbox(label="tau-airline", value=True)
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cb_tau_retail = gr.Checkbox(label="tau-retail", value=True)
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gr.Markdown("### Sort by (click a button to toggle ascending/descending):")
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with gr.Row():
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btn_avg = gr.Button("Average Score")
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btn_conv = gr.Button("Conversation Consistency")
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btn_backend = gr.Button("Backend Consistency")
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btn_policy = gr.Button("Policy Completeness")
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# Initialize sort state: default sort by Average Score descending.
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sort_state = gr.State({"sort_by": "Average Score", "ascending": False})
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leaderboard_display = gr.HTML(label="Aggregated Model Rankings")
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refresh_btn = gr.Button("🔄 Refresh Leaderboard")
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# Sort button events.
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btn_avg.click(fn=sort_by_avg, inputs=[sort_state], outputs=[sort_state]).then(
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fn=update_leaderboard,
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inputs=[cb_mwoz, cb_tau_airline, cb_tau_retail, sort_state],
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outputs=leaderboard_display
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)
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btn_conv.click(fn=sort_by_conv, inputs=[sort_state], outputs=[sort_state]).then(
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fn=update_leaderboard,
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inputs=[cb_mwoz, cb_tau_airline, cb_tau_retail, sort_state],
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outputs=leaderboard_display
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)
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btn_backend.click(fn=sort_by_backend, inputs=[sort_state], outputs=[sort_state]).then(
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fn=update_leaderboard,
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inputs=[cb_mwoz, cb_tau_airline, cb_tau_retail, sort_state],
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outputs=leaderboard_display
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)
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btn_policy.click(fn=sort_by_policy, inputs=[sort_state], outputs=[sort_state]).then(
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fn=update_leaderboard,
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inputs=[cb_mwoz, cb_tau_airline, cb_tau_retail, sort_state],
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outputs=leaderboard_display
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)
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# Refresh button event.
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refresh_btn.click(
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fn=update_leaderboard,
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inputs=[cb_mwoz, cb_tau_airline, cb_tau_retail, sort_state],
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outputs=leaderboard_display
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)
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# Update leaderboard immediately when any checkbox changes.
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cb_mwoz.change(fn=update_leaderboard, inputs=[cb_mwoz, cb_tau_airline, cb_tau_retail, sort_state], outputs=leaderboard_display)
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cb_tau_airline.change(fn=update_leaderboard, inputs=[cb_mwoz, cb_tau_airline, cb_tau_retail, sort_state], outputs=leaderboard_display)
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cb_tau_retail.change(fn=update_leaderboard, inputs=[cb_mwoz, cb_tau_airline, cb_tau_retail, sort_state], outputs=leaderboard_display)
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# Load initial leaderboard on app start.
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demo.load(
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fn=update_leaderboard,
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inputs=[cb_mwoz, cb_tau_airline, cb_tau_retail, sort_state],
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outputs=leaderboard_display
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)
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if __name__ == "__main__":
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demo.launch()
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