from functools import partial import gradio as gr from src.constants import SUBTASKS, TASKS from src.details import update_subtasks_component, update_load_details_component, load_details_dataframes, \ display_details, update_sample_idx_component, clear_details from src.results import update_load_results_component, \ load_results_dataframes, display_results, update_tasks_component, clear_results, \ filter_latest_result_path_per_model, fetch_result_paths # if __name__ == "__main__": latest_result_path_per_model = filter_latest_result_path_per_model(fetch_result_paths()) load_results_dataframes = partial(load_results_dataframes, result_path_per_model=latest_result_path_per_model) with gr.Blocks(fill_height=True) as demo: gr.HTML("

Compare Results of the 🤗 Open LLM Leaderboard

") gr.HTML("

Select 2 models to load and compare their results

") with gr.Row(): with gr.Column(): model_id_1 = gr.Dropdown(choices=list(latest_result_path_per_model.keys()), label="Models") dataframe_1 = gr.Dataframe(visible=False) with gr.Column(): model_id_2 = gr.Dropdown(choices=list(latest_result_path_per_model.keys()), label="Models") dataframe_2 = gr.Dataframe(visible=False) with gr.Row(): # with gr.Tab("All"): # pass with gr.Tab("Results"): task = gr.Radio( ["All"] + list(TASKS.values()), label="Tasks", info="Evaluation tasks to be displayed", value="All", interactive=False, ) load_results_btn = gr.Button("Load Results", interactive=False) clear_results_btn = gr.Button("Clear Results") with gr.Tab("Results"): results = gr.HTML() with gr.Tab("Configs"): configs = gr.HTML() with gr.Tab("Details"): details_task = gr.Radio( ["All"] + list(TASKS.values()), label="Tasks", info="Evaluation tasks to be displayed", value="All", interactive=True, ) subtask = gr.Radio( SUBTASKS.get(details_task.value), label="Subtasks", info="Evaluation subtasks to be displayed (choose one of the Tasks above)", ) load_details_btn = gr.Button("Load Details", interactive=False) clear_details_btn = gr.Button("Clear Details") sample_idx = gr.Number( label="Sample Index", info="Index of the sample to be displayed", value=0, minimum=0, visible=False ) details = gr.HTML() details_dataframe_1 = gr.Dataframe(visible=False) details_dataframe_2 = gr.Dataframe(visible=False) details_dataframe = gr.DataFrame(visible=False) model_id_1.change( fn=update_load_results_component, outputs=load_results_btn, ) load_results_btn.click( fn=load_results_dataframes, inputs=[model_id_1, model_id_2], outputs=[dataframe_1, dataframe_2], ).then( fn=update_tasks_component, outputs=task, ) gr.on( triggers=[dataframe_1.change, dataframe_2.change, task.change], fn=display_results, inputs=[task, dataframe_1, dataframe_2], outputs=[results, configs], ) clear_results_btn.click( fn=clear_results, outputs=[model_id_1, model_id_2, dataframe_1, dataframe_2, task], ) details_task.change( fn=update_subtasks_component, inputs=details_task, outputs=subtask, ) gr.on( triggers=[model_id_1.change, model_id_2.change, subtask.change, details_task.change], fn=update_load_details_component, inputs=[model_id_1, model_id_2, subtask], outputs=load_details_btn, ) load_details_btn.click( fn=load_details_dataframes, inputs=[subtask, model_id_1, model_id_2], outputs=[details_dataframe_1, details_dataframe_2], ).then( fn=update_sample_idx_component, inputs=[details_dataframe_1, details_dataframe_2], outputs=sample_idx, ) gr.on( triggers=[details_dataframe_1.change, details_dataframe_2.change, sample_idx.change], fn=display_details, inputs=[sample_idx, details_dataframe_1, details_dataframe_2], outputs=details, ) clear_details_btn.click( fn=clear_details, outputs=[model_id_1, model_id_2, details_dataframe_1, details_dataframe_2, details_task, subtask, sample_idx], ) demo.launch()