Spaces:
Running
on
Zero
Running
on
Zero
add onboarding flow
Browse files
app.py
CHANGED
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@@ -78,13 +78,24 @@ def load_context(set_interrupt=False):
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return [
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example,
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gr.update(value=example['question']),
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gr.update(value=context_desc, visible=bool(context_desc)),
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gr.update(value=context_html),
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gr.update(value="Show Full Context", elem_classes=["context-toggle-button"]),
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show_full
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]
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def load_leaderboard():
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results = load_leaderboard_data()
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leaderboard_html = generate_leaderboard_html(results)
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context_desc = f"<div class='context-topic'><span class='topic-label'>The question and context are about:</span> {context_desc}</div>"
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return [
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gr.update(value=example['question']),
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gr.update(value=context_desc, visible=bool(context_desc)),
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gr.update(value=get_context_html(example, False)),
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gr.update(value="Show Full Context", elem_classes=["context-toggle-button"]),
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False
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]
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print(f"Browser disconnected. Cleaning up resources...")
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generation_interrupt.set()
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with gr.Blocks(theme=gr.themes.Default(
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primary_hue=gr.themes.colors.orange,
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secondary_hue=gr.themes.colors.slate
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"""
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gr.HTML(unload_js)
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current_example = gr.State({})
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model_a_name = gr.State("")
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model_b_name = gr.State("")
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show_results_state = gr.State(False)
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results_agg = gr.State(load_leaderboard_data())
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show_full_context = gr.State(False)
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with gr.Tabs() as tabs:
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with gr.TabItem("Arena", id="arena-tab"):
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gr.Markdown("# Small Language Model RAG
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gr.Markdown("""
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🏟️ This arena evaluates
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📝 Insturction: 1. **Review the query and context**. 2. **Compare answers** generated by two different models. 3. **Vote for the better response** or select 'Tie/Neither' if appropriate.
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""")
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gr.HTML("<hr>")
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with gr.Column(elem_id="main-interface-area") as main_interface_area:
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with gr.Row(elem_id="query-title-row"):
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gr.Markdown("### 💬 Query - Question About Document Content", elem_classes="section-heading")
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with gr.Row(elem_id="query-container"):
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with gr.Row(elem_classes="query-box-row"):
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query_display = gr.Markdown(value="
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random_question_btn = gr.Button("
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context_description = gr.Markdown("", elem_classes="context-description")
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gr.Markdown("### 📋 Context - Retrieved Content from the Document", elem_classes="context-title")
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context_toggle_btn = gr.Button("Show Full Context", elem_classes=["context-toggle-button"])
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with gr.Group(elem_classes=["feedback-section"], visible=False) as feedback_section:
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feedback_checkboxes = gr.CheckboxGroup(label="Feedback (optional)", choices=[], interactive=False)
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-
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with gr.Column(visible=False) as results_reveal_area:
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gr.Markdown("---")
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results_table_display = gr.HTML(label="Model Performance")
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context_toggle_btn.click(
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fn=toggle_context_display,
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inputs=[current_example, show_full_context],
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outputs=[show_full_context, context_display, context_toggle_btn]
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)
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demo.load(
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fn=
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inputs=[],
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outputs=[
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context_toggle_btn, show_full_context]
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).then(
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fn=process_example,
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inputs=[current_example],
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submit_button, results_reveal_area, random_question_btn, main_interface_area]
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)
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inputs=[],
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outputs=[
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)
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-
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btn.click(
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fn=show_loading_state,
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inputs=[],
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outputs=[
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summary_a_display, summary_b_display,
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vote_button_a, vote_button_b, vote_button_tie, vote_button_neither,
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feedback_section, submit_button, results_reveal_area, random_question_btn,
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selected_winner # Add selected_winner to reset vote state
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]
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).then(
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fn=handle_new_example_click,
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inputs=[],
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outputs=[current_example]
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).then(
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fn=load_leaderboard_data, # Add this to refresh results_agg
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inputs=[],
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outputs=[results_agg]
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).then(
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fn=update_ui_for_new_context,
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inputs=[current_example],
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outputs=[query_display, context_description, context_display,
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context_toggle_btn, show_full_context]
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).then(
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fn=process_example,
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inputs=[current_example],
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outputs=[model_a_name, model_b_name, summary_a_text, summary_b_text,
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selected_winner, feedback_list, show_results_state, results_agg,
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summary_a_display, summary_b_display, vote_button_a, vote_button_b,
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vote_button_tie, vote_button_neither, feedback_checkboxes, feedback_section,
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submit_button, results_reveal_area, random_question_btn, main_interface_area]
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)
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for btn, choice in zip(
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[vote_button_a, vote_button_b, vote_button_tie, vote_button_neither],
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['left', 'right', 'tie', 'neither']
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inputs=[],
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outputs=[results_table_display],
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api_name="refresh_leaderboard"
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).then(
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fn=load_leaderboard_data,
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inputs=[],
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outputs=[results_agg]
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)
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demo.unload(cleanup_on_disconnect)
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return [
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example,
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gr.update(value=example['question'], elem_classes="query-text"), # Regular query styles
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gr.update(value=context_desc, visible=bool(context_desc)),
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gr.update(value=context_html),
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gr.update(value="Show Full Context", elem_classes=["context-toggle-button"], visible=True), # Ensure toggle is visible
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show_full
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]
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def toggle_faq(expanded):
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"""Toggle FAQ visibility with proper arrow icons"""
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new_state = not expanded
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button_text = "▼ Why can't I upload a file or ask my own question?" if new_state else "▶ Why can't I upload a file or ask my own question?"
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return new_state, gr.update(visible=new_state), gr.update(value=button_text)
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# Explicit function to hide the FAQ section completely
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def hide_faq_section():
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"""Completely hide the FAQ section and its content"""
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return gr.update(visible=False), gr.update(visible=False)
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def load_leaderboard():
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results = load_leaderboard_data()
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leaderboard_html = generate_leaderboard_html(results)
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context_desc = f"<div class='context-topic'><span class='topic-label'>The question and context are about:</span> {context_desc}</div>"
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return [
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gr.update(value=example['question'], elem_classes="query-text"), # Regular query styles
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gr.update(value=context_desc, visible=bool(context_desc)),
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gr.update(value=get_context_html(example, False)),
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gr.update(value="Show Full Context", elem_classes=["context-toggle-button"], visible=True), # Ensure toggle is visible
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False
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]
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print(f"Browser disconnected. Cleaning up resources...")
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generation_interrupt.set()
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# Helper functions for showing/hiding UI elements
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def initialize_empty_app():
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return [
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gr.update(visible=False), # context_section
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gr.update(visible=False), # model_section
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gr.update(visible=False), # voting_section
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gr.update(visible=False) # submit_button
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]
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def show_all_after_loading():
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return [
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gr.update(visible=True), # context_section
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gr.update(visible=True), # model_section
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gr.update(visible=True), # voting_section
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gr.update(visible=True), # submit_button
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gr.update(value="🔄 Try a New Question", elem_classes=["query-button"]) # update button text
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]
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with gr.Blocks(theme=gr.themes.Default(
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primary_hue=gr.themes.colors.orange,
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secondary_hue=gr.themes.colors.slate
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"""
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gr.HTML(unload_js)
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# State variables
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current_example = gr.State({})
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model_a_name = gr.State("")
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model_b_name = gr.State("")
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show_results_state = gr.State(False)
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results_agg = gr.State(load_leaderboard_data())
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show_full_context = gr.State(False)
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faq_expanded = gr.State(False) # State for FAQ toggle
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with gr.Tabs() as tabs:
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with gr.TabItem("Arena", id="arena-tab"):
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gr.Markdown("# Small Language Model RAG Arena")
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gr.Markdown("""
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🏟️ This arena evaluates how well SLMs (under 5B) answer questions based on document contexts.
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📝 Instructions:
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- **Click the "Get a Question" button** to load a random question with context
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- **Review the query and context** to understand the information provided to the models
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- **Compare answers** generated by two different models on answer quality or appropriate refusal
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- **Cast your vote** for the better response, or select 'Tie' if equally good or 'Neither' if both are inadequate
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""")
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gr.Markdown("---")
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with gr.Column(elem_id="main-interface-area") as main_interface_area:
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with gr.Row(elem_id="query-title-row"):
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gr.Markdown("### 💬 Query - Question About Document Content", elem_classes="section-heading")
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with gr.Row(elem_id="query-container"):
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with gr.Row(elem_classes="query-box-row"):
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query_display = gr.Markdown(value="Click \"Get a Question\" to start", elem_classes=["query-text", "empty-query"], elem_id="query-section")
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random_question_btn = gr.Button("💡 Get a Question", elem_classes=["query-button", "initial-button"])
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# Add the FAQ toggle and content here
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with gr.Row(visible=True, elem_id="faq-container") as faq_container:
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faq_toggle_btn = gr.Button("▶ Why can't I upload a file or ask my own question?", elem_classes=["faq-toggle-button"])
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# FAQ Content - initially hidden
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with gr.Row(visible=False, elem_id="faq-content") as faq_content:
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gr.Markdown("""
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This arena tests how well different AI models summarize information using standardized questions and contexts. All models see the exact same inputs for fair comparison.
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We don't allow file uploads here as that would change what we're measuring. Instead, check our leaderboard to find top-performing models for your needs. We'll soon launch a separate playground where you can test models with your own files.
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""", elem_classes="faq-text")
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context_description = gr.Markdown("", elem_classes="context-description")
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# Create a section container for all context-related elements - INITIALLY HIDDEN
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with gr.Column(visible=False, elem_id="context-section") as context_section:
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context_divider = gr.HTML("<hr>", elem_id="context-divider")
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with gr.Row(elem_id="context-header-row"):
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gr.Markdown("### 📋 Context - Retrieved Content from the Document", elem_classes="context-title")
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context_toggle_btn = gr.Button("Show Full Context", elem_classes=["context-toggle-button"])
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context_display = gr.HTML(value="", label="Context Chunks")
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# Model comparison section - initially hidden
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with gr.Column(visible=False, elem_id="model-section") as model_section:
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gr.Markdown("---")
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gr.Markdown("### 🔍 Compare Models - Are these Grounded, Complete Answers or Correct Rejections?", elem_classes="section-heading")
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with gr.Row(elem_id="summary-containers"):
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with gr.Column(scale=1):
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with gr.Group(elem_classes=["summary-card", "summary-card-a"]):
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summary_a_display = gr.Textbox(
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label="Model A",
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lines=10,
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interactive=False,
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show_copy_button=True,
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autoscroll=False,
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elem_id="summary-a-display"
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)
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with gr.Column(scale=1):
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with gr.Group(elem_classes=["summary-card", "summary-card-b"]):
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summary_b_display = gr.Textbox(
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label="Model B",
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| 392 |
+
lines=10,
|
| 393 |
+
interactive=False,
|
| 394 |
+
show_copy_button=True,
|
| 395 |
+
autoscroll=False,
|
| 396 |
+
elem_id="summary-b-display"
|
| 397 |
+
)
|
| 398 |
+
|
| 399 |
+
# Voting section - initially hidden
|
| 400 |
+
with gr.Column(visible=False, elem_id="voting-section") as voting_section:
|
| 401 |
+
gr.HTML("<hr>")
|
| 402 |
+
gr.Markdown("### 🏅 Cast Your Vote", elem_classes="section-heading")
|
| 403 |
+
with gr.Row():
|
| 404 |
+
vote_button_a = gr.Button("⬅️ Summary A is Better", elem_classes=["vote-button"], interactive=False)
|
| 405 |
+
vote_button_tie = gr.Button("🤝 Tie / Equally Good", elem_classes=["vote-button"], interactive=False)
|
| 406 |
+
vote_button_b = gr.Button("➡️ Summary B is Better", elem_classes=["vote-button"], interactive=False)
|
| 407 |
+
vote_button_neither = gr.Button("❌ Neither is Good", elem_classes=["vote-button", "vote-button-neither"], interactive=False)
|
| 408 |
|
| 409 |
with gr.Group(elem_classes=["feedback-section"], visible=False) as feedback_section:
|
| 410 |
feedback_checkboxes = gr.CheckboxGroup(label="Feedback (optional)", choices=[], interactive=False)
|
| 411 |
+
|
| 412 |
+
# Submit button - initially hidden
|
| 413 |
+
submit_button = gr.Button("Submit Your Vote", variant="primary", interactive=False, elem_id="submit-button", visible=False)
|
| 414 |
|
| 415 |
with gr.Column(visible=False) as results_reveal_area:
|
| 416 |
gr.Markdown("---")
|
|
|
|
| 445 |
|
| 446 |
results_table_display = gr.HTML(label="Model Performance")
|
| 447 |
|
| 448 |
+
# FAQ toggle functionality with icon change
|
| 449 |
+
faq_toggle_btn.click(
|
| 450 |
+
fn=toggle_faq,
|
| 451 |
+
inputs=[faq_expanded],
|
| 452 |
+
outputs=[faq_expanded, faq_content, faq_toggle_btn]
|
| 453 |
+
)
|
| 454 |
+
|
| 455 |
+
# Context toggle functionality
|
| 456 |
context_toggle_btn.click(
|
| 457 |
fn=toggle_context_display,
|
| 458 |
inputs=[current_example, show_full_context],
|
| 459 |
outputs=[show_full_context, context_display, context_toggle_btn]
|
| 460 |
)
|
| 461 |
+
|
| 462 |
+
# Initialize UI to empty state on load
|
| 463 |
demo.load(
|
| 464 |
+
fn=initialize_empty_app,
|
| 465 |
+
inputs=[],
|
| 466 |
+
outputs=[
|
| 467 |
+
context_section,
|
| 468 |
+
model_section,
|
| 469 |
+
voting_section,
|
| 470 |
+
submit_button
|
| 471 |
+
]
|
| 472 |
+
)
|
| 473 |
+
|
| 474 |
+
# Load leaderboard on start
|
| 475 |
+
demo.load(
|
| 476 |
+
fn=load_leaderboard,
|
| 477 |
+
inputs=[],
|
| 478 |
+
outputs=[results_table_display]
|
| 479 |
+
)
|
| 480 |
+
|
| 481 |
+
# Getting a new question
|
| 482 |
+
random_question_btn.click(
|
| 483 |
+
fn=show_loading_state,
|
| 484 |
inputs=[],
|
| 485 |
+
outputs=[
|
| 486 |
+
summary_a_display, summary_b_display,
|
| 487 |
+
vote_button_a, vote_button_b, vote_button_tie, vote_button_neither,
|
| 488 |
+
feedback_section, submit_button, results_reveal_area, random_question_btn,
|
| 489 |
+
selected_winner
|
| 490 |
+
]
|
| 491 |
+
).then(
|
| 492 |
+
fn=handle_new_example_click,
|
| 493 |
+
inputs=[],
|
| 494 |
+
outputs=[current_example]
|
| 495 |
+
).then(
|
| 496 |
+
fn=update_ui_for_new_context,
|
| 497 |
+
inputs=[current_example],
|
| 498 |
+
outputs=[query_display, context_description, context_display,
|
| 499 |
context_toggle_btn, show_full_context]
|
| 500 |
+
).then(
|
| 501 |
+
# IMPORTANT: Explicitly hide FAQ here
|
| 502 |
+
fn=hide_faq_section,
|
| 503 |
+
inputs=[],
|
| 504 |
+
outputs=[faq_container, faq_content]
|
| 505 |
+
).then(
|
| 506 |
+
fn=show_all_after_loading,
|
| 507 |
+
inputs=[],
|
| 508 |
+
outputs=[
|
| 509 |
+
context_section,
|
| 510 |
+
model_section,
|
| 511 |
+
voting_section,
|
| 512 |
+
submit_button,
|
| 513 |
+
random_question_btn
|
| 514 |
+
]
|
| 515 |
).then(
|
| 516 |
fn=process_example,
|
| 517 |
inputs=[current_example],
|
|
|
|
| 522 |
submit_button, results_reveal_area, random_question_btn, main_interface_area]
|
| 523 |
)
|
| 524 |
|
| 525 |
+
# Try another question
|
| 526 |
+
try_another_btn.click(
|
| 527 |
+
fn=show_loading_state,
|
| 528 |
inputs=[],
|
| 529 |
+
outputs=[
|
| 530 |
+
summary_a_display, summary_b_display,
|
| 531 |
+
vote_button_a, vote_button_b, vote_button_tie, vote_button_neither,
|
| 532 |
+
feedback_section, submit_button, results_reveal_area, random_question_btn,
|
| 533 |
+
selected_winner
|
| 534 |
+
]
|
| 535 |
+
).then(
|
| 536 |
+
fn=handle_new_example_click,
|
| 537 |
+
inputs=[],
|
| 538 |
+
outputs=[current_example]
|
| 539 |
+
).then(
|
| 540 |
+
fn=update_ui_for_new_context,
|
| 541 |
+
inputs=[current_example],
|
| 542 |
+
outputs=[query_display, context_description, context_display,
|
| 543 |
+
context_toggle_btn, show_full_context]
|
| 544 |
+
).then(
|
| 545 |
+
# IMPORTANT: Explicitly hide FAQ here too
|
| 546 |
+
fn=hide_faq_section,
|
| 547 |
+
inputs=[],
|
| 548 |
+
outputs=[faq_container, faq_content]
|
| 549 |
+
).then(
|
| 550 |
+
fn=show_all_after_loading,
|
| 551 |
+
inputs=[],
|
| 552 |
+
outputs=[
|
| 553 |
+
context_section,
|
| 554 |
+
model_section,
|
| 555 |
+
voting_section,
|
| 556 |
+
submit_button,
|
| 557 |
+
random_question_btn
|
| 558 |
+
]
|
| 559 |
+
).then(
|
| 560 |
+
fn=process_example,
|
| 561 |
+
inputs=[current_example],
|
| 562 |
+
outputs=[model_a_name, model_b_name, summary_a_text, summary_b_text,
|
| 563 |
+
selected_winner, feedback_list, show_results_state, results_agg,
|
| 564 |
+
summary_a_display, summary_b_display, vote_button_a, vote_button_b,
|
| 565 |
+
vote_button_tie, vote_button_neither, feedback_checkboxes, feedback_section,
|
| 566 |
+
submit_button, results_reveal_area, random_question_btn, main_interface_area]
|
| 567 |
)
|
| 568 |
|
| 569 |
+
# Vote button handling
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 570 |
for btn, choice in zip(
|
| 571 |
[vote_button_a, vote_button_b, vote_button_tie, vote_button_neither],
|
| 572 |
['left', 'right', 'tie', 'neither']
|
|
|
|
| 599 |
inputs=[],
|
| 600 |
outputs=[results_table_display],
|
| 601 |
api_name="refresh_leaderboard"
|
|
|
|
|
|
|
|
|
|
|
|
|
| 602 |
)
|
| 603 |
|
| 604 |
demo.unload(cleanup_on_disconnect)
|