backup/delete/lib/MMMU/eval/print_results.py

# Beautiful table to print results of all categories

import os
from typing import Dict
import json
import numpy as np
from tabulate import tabulate

from argparse import ArgumentParser

from utils.data_utils import CAT_SHORT2LONG, DOMAIN_CAT2SUB_CAT

from utils.eval_utils import calculate_ins_level_acc

def main():
    parser = ArgumentParser()
    parser.add_argument('--path', type=str, default="./example_outputs/blip2_flant5xxl", help="The path to output directory.")
    args = parser.parse_args()

    # load all results
    all_results = {}
    for cat_folder_name in os.listdir(args.path):
        if cat_folder_name in CAT_SHORT2LONG.values():
            cat_folder_path = os.path.join(args.path, cat_folder_name)
            result_path = os.path.join(cat_folder_path, 'result.json')
            if os.path.exists(result_path):
                cat_results = json.load(open(result_path))
                all_results[cat_folder_name] = cat_results

    # print results
    headers = ['Subject', 'Data Num', 'Acc']
    table = []

    # add domain Subject
    for domain, in_domain_cats in DOMAIN_CAT2SUB_CAT.items():
        in_domain_cat_results = {}
        for cat_name in in_domain_cats: # use the order in DOMAIN_CAT2SUB_CAT
            if cat_name in all_results.keys():
                in_domain_cat_results[cat_name] = all_results[cat_name]
            else:
                pass
        in_domain_ins_acc = calculate_ins_level_acc(in_domain_cat_results)
        in_domain_data_num = np.sum([cat_results['num_example'] for cat_results in in_domain_cat_results.values()])
        table.append(['Overall-' + domain, int(in_domain_data_num), round(in_domain_ins_acc, 3)])
        # add sub category
        for cat_name, cat_results in in_domain_cat_results.items():
            table.append([cat_name, int(cat_results['num_example']), round(cat_results['acc'], 3)])
        # table.append(["-----------------------------", "-----", "----"])

    # table.append(["-----------------------------", "-----", "----"])
    all_ins_acc = calculate_ins_level_acc(all_results)
    table.append(['Overall', np.sum([cat_results['num_example'] for cat_results in all_results.values()]), round(all_ins_acc, 3)])

    print(tabulate(table, headers=headers, tablefmt='orgtbl'))


if __name__ == '__main__':
    main()