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9b2cf74
1
Parent(s):
eb3100d
Add application file
Browse files
app.py
ADDED
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import gradio as gr
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import gradio.themes.base
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from utils import *
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from data_utils import *
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from datasets import load_dataset
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# Dummy
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ds = load_dataset("visionLMsftw/vibe-testing-samples", split="train")
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models = get_model_names()
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evaluation_data = get_evaluation_data(ds)
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responses = get_responses()
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with gr.Blocks(theme=gr.themes.Soft()) as demo:
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gr.Markdown("# VLMVibeEval")
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gr.Markdown("VLM evaluation leaderboard based on vibes.")
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mode = gr.Radio(["View model-wise responses", "Compare model responses on a specific example"], label="Mode", value="View model-wise responses")
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with gr.Column(visible=True) as model_mode:
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selected_model = gr.Dropdown(models, label="Choose model")
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model_output = gr.HTML()
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current_index = gr.State(value=0)
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current_html = gr.State(value="")
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def load_initial(model):
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html = display_model_responses_html(evaluation_data, responses, model, 0)
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return html, 5, html
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def load_more(model, index, html_so_far):
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new_html = display_model_responses_html(evaluation_data, responses, model, index)
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updated_html = html_so_far + new_html
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return updated_html, index + 5, updated_html
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selected_model.change(load_initial, selected_model, [model_output, current_index, current_html])
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demo.load(load_initial, inputs=selected_model, outputs=[model_output, current_index, current_html])
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more_button = gr.Button("Load more")
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more_button.click(load_more, inputs=[selected_model, current_index, current_html], outputs=[model_output, current_index, current_html])
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default_category = evaluation_data[0]["category"]
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default_example_id = evaluation_data[0]["id"]
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with gr.Column(visible=False) as example_mode:
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category = gr.Dropdown(
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choices=list(set(ex["category"] for ex in evaluation_data)),
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label="Category",
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value=default_category
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)
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example = gr.Dropdown(
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label="Example",
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value=default_example_id,
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choices=get_examples_by_category(evaluation_data, default_category)
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)
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example_display = gr.HTML()
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category.change(lambda c: gr.update(choices=get_examples_by_category(evaluation_data, c)), category, example)
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example.change(
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fn=lambda ex_id: display_example_responses_html(evaluation_data, responses, models, ex_id),
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inputs=example,
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outputs=example_display
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)
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demo.load(fn=lambda: display_example_responses_html(evaluation_data, responses, models, default_example_id), inputs=None, outputs=example_display)
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def switch_mode(selected):
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return {
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model_mode: gr.update(visible=selected == "View model-wise responses"),
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example_mode: gr.update(visible=selected == "Compare model responses on a specific example"),
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}
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mode.change(switch_mode, mode, [model_mode, example_mode])
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gr.HTML(r"""
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<style>
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#image-modal {
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display: none;
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position: fixed;
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z-index: 999;
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left: 0; top: 0;
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width: 100%; height: 100%;
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background-color: rgba(0, 0, 0, 0.8);
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align-items: center;
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justify-content: center;
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}
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#image-modal img {
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max-width: 90%;
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max-height: 90%;
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border-radius: 8px;
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box-shadow: 0 0 20px rgba(255,255,255,0.3);
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}
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#image-modal .close {
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position: absolute;
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top: 20px; right: 30px;
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font-size: 32px;
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color: #fff;
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cursor: pointer;
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font-weight: bold;
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}
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</style>
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<div id="image-modal" onclick="closeModal(event)">
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<span class="close" onclick="closeModal(event)">×</span>
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<img id="modal-img" src="" alt="Enlarged Image" />
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</div>
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<script>
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function openImage(src) {
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const modal = document.getElementById('image-modal');
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const img = document.getElementById('modal-img');
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img.src = src;
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modal.style.display = 'flex';
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}
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function closeModal(event) {
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if (event.target.id === 'image-modal' || event.target.classList.contains('close')) {
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document.getElementById('image-modal').style.display = 'none';
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}
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}
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// Optional: close on ESC key
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document.addEventListener('keydown', function(e) {
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if (e.key === "Escape") {
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document.getElementById('image-modal').style.display = 'none';
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}
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});
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</script>
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""")
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demo.launch()
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