Spaces:
Running
on
Zero
Running
on
Zero
Commit
·
ba45294
1
Parent(s):
1f82605
update
Browse files
app.py
CHANGED
@@ -69,6 +69,9 @@ EXAMPLES = [
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# Verification function
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def verify_answer(question, ground_truth, model_answer, temperature, top_p, max_tokens):
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# Format the prompt with user inputs
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prompt = LV_PROMPT.format(
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question=question,
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@@ -110,71 +113,191 @@ def load_example(example_index):
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example["tokens"]
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)
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# Create the Gradio interface
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with gr.Blocks(
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theme=gr.themes.
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primary_hue="
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font=[gr.themes.GoogleFont("Inter"), "ui-sans-serif", "system-ui", "sans-serif"]
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),
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css=
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.container { max-width: 1000px; margin: auto; }
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.example-btn { min-width: 140px; }
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.title { text-align: center; margin-bottom: 1rem; }
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.result-box { min-height: 100px; }
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"""
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) as demo:
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# Main
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with gr.Row(equal_height=True):
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# Left column - Inputs
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with gr.Column():
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# Right column - Result
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with gr.Column():
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# Examples section
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gr.Markdown("###
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with gr.
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for i, ex in enumerate(EXAMPLES):
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btn = gr.Button(ex["name"],
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btn.click(
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fn=lambda idx=i: load_example(idx),
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outputs=[question, ground_truth, model_answer, temperature, top_p, max_tokens]
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@@ -183,12 +306,11 @@ with gr.Blocks(
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btn.click(
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fn=verify_answer,
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inputs=[question, ground_truth, model_answer, temperature, top_p, max_tokens],
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outputs=result
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queue=False
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)
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# Advanced Settings
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with gr.Accordion("
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with gr.Row():
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temp_slider = gr.Slider(0, 1, value=0.3, step=0.1, label="Temperature")
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top_p_slider = gr.Slider(0.1, 1.0, value=0.95, step=0.05, label="Top-p (nucleus sampling)")
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top_p_slider.change(lambda x: x, inputs=[top_p_slider], outputs=[top_p])
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max_tokens_slider.change(lambda x: x, inputs=[max_tokens_slider], outputs=[max_tokens])
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#
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with gr.Accordion("
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gr.Markdown(
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"""
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### What This Tool Does
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This verification tool uses the TinyV-1.5B model to determine if answers are semantically equivalent,
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even when they have different:
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- **Formatting** (LaTeX vs. plain text, spacing, etc.)
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- **Ordering** (e.g., listing items in different orders)
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- **Phrasing** (paraphrases with the same meaning)
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- **Variable labeling** (with or without variable names)
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-
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### API Usage
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-
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```python
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from gradio_client import Client
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model_answer="Paris is the capital of France.",
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temperature=0.3,
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top_p=0.95,
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max_tokens=
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api_name="/verify_answer"
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)
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print(result)
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```
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"""
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)
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# Connect the interface to the verification function
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verify_btn.click(
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# Verification function
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def verify_answer(question, ground_truth, model_answer, temperature, top_p, max_tokens):
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if not question or not ground_truth or not model_answer:
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return "Please fill in all fields: Question, Ground Truth Answer, and Model Answer."
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# Format the prompt with user inputs
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prompt = LV_PROMPT.format(
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question=question,
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example["tokens"]
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)
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# Custom CSS for better styling
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custom_css = """
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.gradio-container {
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max-width: 1080px !important;
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margin: auto !important;
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}
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.main-container {
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background-color: #f9f9f9;
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border-radius: 10px;
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padding: 15px;
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box-shadow: 0 0 5px rgba(0,0,0,0.1);
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}
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.header {
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background: linear-gradient(90deg, #4776E6 0%, #8E54E9 100%);
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color: white;
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border-radius: 8px;
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padding: 20px 30px;
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margin-bottom: 20px;
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text-align: center;
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}
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.header h1 {
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font-size: 32px !important;
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font-weight: 700 !important;
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margin-bottom: 5px !important;
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}
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.header p {
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font-size: 16px !important;
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opacity: 0.9;
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}
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.example-btn {
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min-width: 140px !important;
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margin: 5px !important;
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background-color: #f0f0f0 !important;
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border: 1px solid #ddd !important;
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transition: all 0.3s ease !important;
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}
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.example-btn:hover {
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background-color: #e0e0e0 !important;
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transform: translateY(-2px) !important;
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box-shadow: 0 4px 6px rgba(0,0,0,0.1) !important;
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}
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.verify-btn {
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background: linear-gradient(90deg, #4776E6 0%, #8E54E9 100%) !important;
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color: white !important;
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padding: 12px 20px !important;
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font-size: 16px !important;
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font-weight: 600 !important;
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border-radius: 8px !important;
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transition: all 0.3s ease !important;
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border: none !important;
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width: 100% !important;
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margin-top: 10px !important;
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}
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.verify-btn:hover {
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transform: translateY(-2px) !important;
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box-shadow: 0 4px 10px rgba(0,0,0,0.2) !important;
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}
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.panel {
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background-color: white;
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border-radius: 8px;
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padding: 15px;
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box-shadow: 0 2px 4px rgba(0,0,0,0.05);
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margin-bottom: 15px;
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}
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.result-panel {
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background-color: #f8f9fa;
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border-left: 4px solid #4776E6;
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padding: 15px;
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border-radius: 8px;
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min-height: 120px;
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}
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.label {
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font-weight: 600;
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margin-bottom: 5px;
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color: #444;
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}
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.examples-container {
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display: flex;
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flex-wrap: wrap;
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justify-content: center;
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margin-top: 10px;
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margin-bottom: 20px;
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}
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.footer {
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text-align: center;
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font-size: 12px;
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color: #888;
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margin-top: 20px;
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}
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/* Make the accordion look better */
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.accordions-container .label {
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font-size: 14px !important;
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font-weight: 600 !important;
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}
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"""
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# Create the Gradio interface
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with gr.Blocks(
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theme=gr.themes.Monochrome(
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primary_hue="indigo",
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secondary_hue="blue",
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font=[gr.themes.GoogleFont("Inter"), "ui-sans-serif", "system-ui", "sans-serif"]
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),
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css=custom_css
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) as demo:
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# Define these variables first so they can be used by the example loading function
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temperature = gr.State(value=0.3)
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top_p = gr.State(value=0.95)
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max_tokens = gr.State(value=2)
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# Main container
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with gr.Box(elem_classes="main-container"):
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# Header
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with gr.Box(elem_classes="header"):
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gr.Markdown(
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"""
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# TinyV - Answer Verification Tool
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Verify if model-generated answers are correct compared to ground truth.
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"""
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)
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# Main content area
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with gr.Row(equal_height=True):
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# Left column - Inputs
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with gr.Column(scale=3):
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with gr.Box(elem_classes="panel"):
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gr.Markdown("### Input", elem_classes="label")
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question = gr.Textbox(
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lines=3,
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label="Question",
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placeholder="Enter the problem or question here...",
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elem_classes="input-field"
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)
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with gr.Row():
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with gr.Column(scale=1):
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ground_truth = gr.Textbox(
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lines=3,
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label="Ground Truth Answer",
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placeholder="Enter the correct answer here...",
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elem_classes="input-field"
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)
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with gr.Column(scale=1):
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model_answer = gr.Textbox(
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lines=3,
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label="Model Answer",
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placeholder="Enter the answer to verify here...",
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elem_classes="input-field"
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)
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verify_btn = gr.Button("Verify Answer", elem_classes="verify-btn")
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# Right column - Result
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with gr.Column(scale=2):
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with gr.Box(elem_classes="panel"):
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gr.Markdown("### Verification Result", elem_classes="label")
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result = gr.Textbox(
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placeholder="The verification result will appear here...",
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lines=10,
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elem_classes="result-panel"
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)
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# Examples section
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gr.Markdown("### Examples", elem_classes="label")
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with gr.Box(elem_classes="examples-container"):
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for i, ex in enumerate(EXAMPLES):
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btn = gr.Button(ex["name"], elem_classes="example-btn")
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btn.click(
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fn=lambda idx=i: load_example(idx),
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outputs=[question, ground_truth, model_answer, temperature, top_p, max_tokens]
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btn.click(
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fn=verify_answer,
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inputs=[question, ground_truth, model_answer, temperature, top_p, max_tokens],
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outputs=result
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)
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# Advanced Settings in accordion
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with gr.Accordion("Advanced Settings", open=False, elem_classes="accordions-container"):
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with gr.Row():
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temp_slider = gr.Slider(0, 1, value=0.3, step=0.1, label="Temperature")
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top_p_slider = gr.Slider(0.1, 1.0, value=0.95, step=0.05, label="Top-p (nucleus sampling)")
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top_p_slider.change(lambda x: x, inputs=[top_p_slider], outputs=[top_p])
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max_tokens_slider.change(lambda x: x, inputs=[max_tokens_slider], outputs=[max_tokens])
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# API usage in accordion
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with gr.Accordion("API Usage", open=False, elem_classes="accordions-container"):
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gr.Markdown(
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"""
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```python
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from gradio_client import Client
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model_answer="Paris is the capital of France.",
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temperature=0.3,
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top_p=0.95,
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max_tokens=1,
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api_name="/verify_answer"
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)
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print(result)
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```
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"""
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)
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# Footer
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gr.Markdown(
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"""
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Powered by TinyV-1.5B model. This tool verifies semantic equivalence between answers.
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""",
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elem_classes="footer"
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)
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# Connect the interface to the verification function
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verify_btn.click(
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