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import gradio as gr |
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from src.assets.text_content import TITLE, INTRODUCTION_TEXT |
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from src.leaderboard_utils import filter_search, get_github_data |
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from src.plot_utils import split_models, compare_plots |
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global primary_leaderboard_df, version_dfs, version_names |
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primary_leaderboard_df, version_dfs, version_names = get_github_data() |
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global prev_df |
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prev_df = version_dfs[0] |
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def select_prev_df(name): |
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ind = version_names.index(name) |
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prev_df = version_dfs[ind] |
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return prev_df |
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global plot_df, OPEN_MODELS, CLOSED_MODELS |
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plot_df = primary_leaderboard_df[0] |
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MODELS = list(plot_df[list(plot_df.columns)[0]].unique()) |
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OPEN_MODELS, CLOSED_MODELS = split_models(MODELS) |
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main_app = gr.Blocks() |
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with main_app: |
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gr.HTML(TITLE) |
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gr.Markdown(INTRODUCTION_TEXT, elem_classes="markdown-text") |
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with gr.Tabs(elem_classes="tab-buttons") as tabs: |
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with gr.TabItem("π₯ CLEM Leaderboard", elem_id="llm-benchmark-tab-table", id=0): |
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with gr.Row(): |
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search_bar = gr.Textbox( |
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placeholder=" π Search for models - separate multiple queries with `;` and press ENTER...", |
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show_label=False, |
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elem_id="search-bar", |
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) |
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leaderboard_table = gr.components.Dataframe( |
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value=primary_leaderboard_df[0], |
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elem_id="leaderboard-table", |
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interactive=False, |
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visible=True, |
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) |
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dummy_leaderboard_table = gr.components.Dataframe( |
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value=primary_leaderboard_df[0], |
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elem_id="leaderboard-table", |
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interactive=False, |
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visible=False, |
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) |
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search_bar.submit( |
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filter_search, |
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[dummy_leaderboard_table, search_bar], |
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leaderboard_table, |
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queue=True |
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) |
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with gr.TabItem("π Plot", id=3): |
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with gr.Row(): |
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open_models_selection = gr.CheckboxGroup( |
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OPEN_MODELS, |
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label="Open-weight Models π", |
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value=[], |
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elem_id="value-select", |
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interactive=True, |
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) |
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with gr.Row(): |
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closed_models_selection = gr.CheckboxGroup( |
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CLOSED_MODELS, |
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label="Closed-weight Models πΌ", |
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value=[], |
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elem_id="value-select-2", |
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interactive=True, |
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) |
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with gr.Row(): |
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with gr.Column(): |
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show_all = gr.CheckboxGroup( |
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["Select All Models"], |
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label="Show plot for all models π€", |
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value=[], |
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elem_id="value-select-3", |
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interactive=True, |
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) |
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with gr.Column(): |
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show_names = gr.CheckboxGroup( |
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["Show Names"], |
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label ="Show names of models on the plot π·οΈ", |
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value=[], |
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elem_id="value-select-4", |
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interactive=True, |
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) |
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with gr.Row(): |
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dummy_plot_df = gr.DataFrame( |
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value=plot_df, |
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visible=False |
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) |
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with gr.Row(): |
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with gr.Column(): |
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plot_output = gr.Plot() |
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open_models_selection.change( |
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compare_plots, |
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[dummy_plot_df, open_models_selection, closed_models_selection, show_all, show_names], |
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plot_output, |
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queue=True |
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) |
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closed_models_selection.change( |
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compare_plots, |
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[dummy_plot_df, open_models_selection, closed_models_selection, show_all, show_names], |
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plot_output, |
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queue=True |
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) |
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show_all.change( |
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compare_plots, |
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[dummy_plot_df, open_models_selection, closed_models_selection, show_all, show_names], |
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plot_output, |
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queue=True |
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) |
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show_names.change( |
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compare_plots, |
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[dummy_plot_df, open_models_selection, closed_models_selection, show_all, show_names], |
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plot_output, |
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queue=True |
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) |
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with gr.TabItem("π Versions and Details", elem_id="details", id=2): |
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with gr.Row(): |
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version_select = gr.Dropdown( |
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version_names, label="Select Version πΉοΈ", value=version_names[0] |
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) |
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with gr.Row(): |
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search_bar_prev = gr.Textbox( |
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placeholder=" π Search for models - separate multiple queries with `;` and press ENTER...", |
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show_label=False, |
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elem_id="search-bar-2", |
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) |
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prev_table = gr.components.Dataframe( |
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value=prev_df, |
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elem_id="leaderboard-table", |
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interactive=False, |
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visible=True, |
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) |
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dummy_prev_table = gr.components.Dataframe( |
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value=prev_df, |
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elem_id="leaderboard-table", |
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interactive=False, |
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visible=False, |
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) |
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search_bar_prev.submit( |
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filter_search, |
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[dummy_prev_table, search_bar_prev], |
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prev_table, |
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queue=True |
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) |
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version_select.change( |
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select_prev_df, |
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[version_select], |
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prev_table, |
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queue=True |
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) |
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main_app.load() |
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main_app.queue() |
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main_app.launch() |