app.py

from typing import *
import gradio as gr
from model.common import Grader
from model.IELTS_essay_scoring import IELTS_essay_scoring
from model.Engessay_grading_ML import Engessay_grading_ML
from model.mistral_7b_ielts_evaluator import Mistral_7b_IELTS_Evaluator

models: Dict[str, Grader] = {
    "IELTS_essay_scoring": IELTS_essay_scoring(),
    "Engessay_grading_ML": Engessay_grading_ML(),
    "mistral_7b_ielts_evaluator": Mistral_7b_IELTS_Evaluator(),
}


# we don't apply @spaces.GPU to here because some models work fast on CPU
def grade(question: str, answer: str, model: str) -> Tuple[float, str]:
    if len(question) < 30 or len(answer) < 30:
        raise gr.Error("Please enter more than 30 characters")

    if model not in models:
        raise gr.Error(f"Model {model} not found")

    grader = models[model]
    return grader.grade(question, answer)


with gr.Blocks() as app:
    gr.Markdown("# Essay Scoring")

    with gr.Row():
        with gr.Column():
            question = gr.Textbox(
                label="Enter the question here",
                placeholder="Write the question here",
                lines=3,
            )
            essay = gr.Textbox(
                label="Enter your essay here",
                placeholder="Write your essay here",
                lines=10,
            )
            model = gr.Radio(
                label="Select the grading model",
                choices=list(models.keys()),
                value=list(models.keys())[0],
            )
            btn = gr.Button("Grade Essay", variant="primary")
        with gr.Column():
            overall = gr.Number(label="Overall Score")
            comment = gr.Markdown(label="Comment")

    btn.click(
        fn=grade,
        inputs=[question, essay, model],
        outputs=[overall, comment],
    )

    gr.Examples(
        [
            [
                "It is important for all towns and cities to have large public spaces such as squares and parks. Do you agree or disagree with this statement?",
                (
                    "It is crucial for all metropolitan cities and towns to "
                    "have some recreational facilities like parks and squares because of their numerous benefits. A number of "
                    "arguments surround my opinion, and I will discuss it in upcoming paragraphs. To commence with, the first "
                    "and the foremost merit is that it is beneficial for the health of people because in morning time they can "
                    "go for walking as well as in the evenings, also older people can spend their free time with their loved ones, "
                    "and they can discuss about their daily happenings. In addition, young people do lot of exercise in parks and "
                    "gardens to keep their health fit and healthy, otherwise if there is no park they glue with electronic gadgets "
                    "like mobile phones and computers and many more. Furthermore, little children get best place to play, they play "
                    "with their friends in parks if any garden or square is not available for kids then they use roads and streets "
                    "for playing it can lead to serious incidents. Moreover, parks have some educational value too, in schools, "
                    "students learn about environment protection in their studies and teachers can take their pupils to parks because "
                    "students can see those pictures so lively which they see in their school books and they know about importance "
                    "and protection of trees and flowers. In recapitulate, parks holds immense importance regarding education, health "
                    "for people of every society, so government should build parks in every city and town."
                ),
            ],
        ],
        inputs=[question, essay],
    )

    info = "\n\n".join([f"### {k}\n{grader.info()}" for k, grader in models.items()])
    gr.Markdown(info)

app.launch()