app.py

import gradio as gr
import pandas as pd
import os
from utils import construct_dataframe, MODELS, get_scores

HF_TOKEN = os.getenv("HF_TOKEN")
DATAFRAME: pd.DataFrame = construct_dataframe()
MAX_LINES = 500
MIN_LINES = 10


def get_from_question_id_turn_2(model, question_id: int):
    new = DATAFRAME.loc[question_id]
    new = new[new["turn"] == 1]
    new = new[new["model"] == model]

    prompt_lighteval = new["prompt"].values[0]
    response_lighteval = new["response"].values[0]
    judgement_prompt_lighteval = new["judgement_prompt"].values[0]
    judgement_lighteval = new["judgment"].values[0]
    score_lighteval = new["score"].values[0]

    return prompt_lighteval, response_lighteval, judgement_prompt_lighteval[1]["content"], judgement_lighteval, score_lighteval


def get_from_question_id_turn_1(model, question_id: int):
    new = DATAFRAME.loc[question_id]
    new = new[new["turn"] == 0]
    new = new[new["model"] == model]

    prompt_lighteval = new["prompt"].values[0]
    response_lighteval = new["response"].values[0]
    judgement_prompt_lighteval = new["judgement_prompt"].values[0]
    judgement_lighteval = new["judgment"].values[0]
    score_lighteval = new["score"].values[0]

    return prompt_lighteval, response_lighteval, judgement_prompt_lighteval[1]["content"], judgement_lighteval, score_lighteval
    

with gr.Blocks() as demo:
    with gr.Row():
        model = gr.Dropdown([model.split("__")[1] for model in MODELS], label="Model")
        index = gr.Dropdown(set(DATAFRAME.index.values.tolist()), label="Index", value=DATAFRAME.index.values.tolist()[0])

    with gr.Row():
        gr.DataFrame(get_scores(DATAFRAME).reset_index(), interactive=False, )

    with gr.Row():
        with gr.Column():
            gr.Markdown("## Turn 1")
            score_lighteval = gr.Number(label="Score", interactive=False)
            prompt_lighteval = gr.Textbox(
                label="Prompt", interactive=False, max_lines=MAX_LINES, lines=MIN_LINES
            )
            response_lighteval = gr.Textbox(label="Response", interactive=False, max_lines=MAX_LINES, lines=MIN_LINES)
            judgement_prompt_lighteval = gr.Textbox(label="Judgement Prompt", interactive=False, max_lines=MAX_LINES, lines=MIN_LINES)
            judgement_lighteval = gr.Textbox(label="Judgement", interactive=False, max_lines=MAX_LINES, lines=MIN_LINES)
        with gr.Column():
            gr.Markdown("## Turn 2")
            score_lighteval_2 = gr.Number(label="Score", interactive=False)
            prompt_lighteval_2 = gr.Textbox(
                label="Prompt", interactive=False, max_lines=MAX_LINES, lines=MIN_LINES
            )
            response_lighteval_2 = gr.Textbox(label="Response", interactive=False, max_lines=MAX_LINES, lines=MIN_LINES)
            judgement_prompt_lighteval_2 = gr.Textbox(label="Judgement Prompt", interactive=False, max_lines=MAX_LINES, lines=MIN_LINES)
            judgement_lighteval_2 = gr.Textbox(label="Judgement", interactive=False, max_lines=MAX_LINES, lines=MIN_LINES)


    index.change(
        fn=get_from_question_id_turn_1,
        inputs=[model, index],
        outputs=[prompt_lighteval, response_lighteval, judgement_prompt_lighteval, judgement_lighteval, score_lighteval],
    )

    index.change(
        fn=get_from_question_id_turn_2,
        inputs=[model, index],
        outputs=[prompt_lighteval_2, response_lighteval_2, judgement_prompt_lighteval_2, judgement_lighteval_2, score_lighteval_2],
     )
    model.change(
        fn=get_from_question_id_turn_2,
        inputs=[model, index],
        outputs=[prompt_lighteval_2, response_lighteval_2, judgement_prompt_lighteval_2, judgement_lighteval_2, score_lighteval_2],
     )
    model.change(
        fn=get_from_question_id_turn_1,
        inputs=[model, index],
        outputs=[prompt_lighteval, response_lighteval, judgement_prompt_lighteval, judgement_lighteval, score_lighteval,],
     )

demo.launch()