| import json | |
| import re | |
| import os | |
| import shutil | |
| from pathlib import Path | |
| from compare_value import is_number, convert, convert_to_number, clean, is_valid_thousand_separator, only_digits_and_commas | |
| from compare_value import compare_value | |
| file_idx = 0 | |
| def compare(data_chart, data_image): | |
| matching_question = [] | |
| qid = [] | |
| res = [] | |
| path = {} | |
| path_score = {} | |
| for question_id, chart_data in data_chart.items(): | |
| if "response" not in chart_data: | |
| continue | |
| # 确保对应 question_id 在 data_image 中 | |
| if question_id in data_image: | |
| image_data = data_image[question_id] | |
| if "response" not in image_data or "score" not in image_data: | |
| continue | |
| qa = { | |
| "question_id": chart_data["question_id"], | |
| "qid":chart_data["qid"], | |
| "figue":data_qa[chart_data["question_id"]]["figure_path"], | |
| "question":data_qa[chart_data["question_id"]]["question"], | |
| "answer":chart_data["answer"], | |
| "response":chart_data["response"] | |
| } | |
| if chart_data["score"] == 0: | |
| matching_question.append(qa) | |
| # 检查条件 | |
| if chart_data["score"] == 0 and image_data["score"] == 1: | |
| qid.append(chart_data["qid"]) | |
| if data_qa[chart_data["question_id"]]["figure_path"] not in path: | |
| path[data_qa[chart_data["question_id"]]["figure_path"]] = 0 | |
| path[data_qa[chart_data["question_id"]]["figure_path"]] -= 1 | |
| if chart_data["score"] == 1 and image_data["score"] == 0: | |
| if data_qa[chart_data["question_id"]]["figure_path"] not in path: | |
| path[data_qa[chart_data["question_id"]]["figure_path"]] = 0 | |
| path[data_qa[chart_data["question_id"]]["figure_path"]] += 1 | |
| if data_qa[chart_data["question_id"]]["figure_path"] not in path_score: | |
| path_score[data_qa[chart_data["question_id"]]["figure_path"]] = {"image": 0, "chart": 0} | |
| path_score[data_qa[chart_data["question_id"]]["figure_path"]]["image"] += (image_data["score"] if not image_data["score"] == -1 else 0) | |
| path_score[data_qa[chart_data["question_id"]]["figure_path"]]["chart"] += (chart_data["score"] if not chart_data["score"] == -1 else 0) | |
| # 输出结果 | |
| # print("Matching question IDs:", matching_question) | |
| # with open("compare_res.json", "w") as f: | |
| # json.dump(matching_question, f, indent=4) | |
| # print(qid) | |
| path = dict(sorted(path.items(), key=lambda item: item[1])) | |
| # print(path) | |
| path_score = dict(sorted(path_score.items(), key=lambda item: item[1]["chart"])) | |
| # print(path_score) | |
| # for item in path_score: | |
| # print(item,path_score[item]) | |
| easy_path_score = {k: v for k, v in path_score.items() if v['chart'] < v['image']} | |
| easy_path_score = {k: path_score[k] for k in sorted(easy_path_score)} | |
| even_path_score = {k: v for k, v in path_score.items() if v['chart'] == v['image']} | |
| even_path_score = {k: path_score[k] for k in sorted(even_path_score)} | |
| hard_path_score = {k: v for k, v in path_score.items() if v['chart'] > v['image']} | |
| hard_path_score = {k: path_score[k] for k in sorted(hard_path_score)} | |
| res = {} | |
| # 如果文件存在，读取原有数据 | |
| # file_path = "/data/tianchi/minzhi/chartQA/code/ana/bar/simple/gemini/value.json" | |
| # if Path(file_path).exists(): | |
| # with open(file_path, "r") as f: | |
| # existing_data = json.load(f) | |
| # else: | |
| # existing_data = {} | |
| # # 更新数据（假设 path_score 是一个字典） | |
| # print(len(existing_data)) | |
| # # print(existing_data) | |
| # print("--------------------------------------") | |
| # # print(path_score) | |
| # existing_data.update(path_score) # 或者用其他方式合并数据 | |
| # print(len(existing_data)) | |
| # # 写入合并后的数据 | |
| # with open(file_path, "w") as f: | |
| # json.dump(existing_data, f, indent=4) | |
| # # print(path_score.keys()) | |
| # print("-----------------") | |
| # global file_idx | |
| # for item in easy_path_score: | |
| # print(f"/data/tianchi/minzhi/chartQA/code/CharXiv/img/bar/single/archive{file_idx}/plain_chart/"+item+".png",easy_path_score[item]) | |
| # source_filepath = f"/data/tianchi/minzhi/chartQA/code/CharXiv/img/bar/single/archive{file_idx}/chart/h/"+item+".png" | |
| # target_filepath = "" | |
| # if os.path.exists(source_filepath): | |
| # print(f" {source_filepath}") | |
| # # shutil.copy(source_filepath, target_filepath) | |
| # source_filepath = f"/data/tianchi/minzhi/chartQA/code/CharXiv/img/bar/single/archive{file_idx}/chart/v/"+item+".png" | |
| # if os.path.exists(source_filepath): | |
| # print(f" {source_filepath}") | |
| # shutil.copy(source_filepath, target_filepath) | |
| def eval_value(path): | |
| print(path.split("/")[-1]) | |
| with open(path, 'r') as file: | |
| # 解析 JSON 数据 | |
| data = json.load(file) | |
| count = {0:0, 1:0} | |
| for idx in data: | |
| item = data[idx] | |
| if "response" not in item: | |
| continue | |
| # print(item["response"]) | |
| if compare_value(item["answer"], item["response"]): | |
| data[idx]["score"] = 1 | |
| else: | |
| data[idx]["score"] = 0 | |
| # if idx == "3": | |
| # print(item["answer"], item["response"],data[idx]["score"]) | |
| # break | |
| count[data[idx]["score"]] += 1 | |
| with open(path.replace(path.split('/')[-1],"score-"+path.split('/')[-1]), 'w') as f: | |
| json.dump(data, f, indent=4) | |
| print(count,count[1]/(count[0] + count[1])) | |
| return count | |
| def analysis(chartpath, imagepath): | |
| print("") | |
| eval_value(chartpath) | |
| eval_value(imagepath) | |
| chartpath = chartpath.replace(chartpath.split('/')[-1],"score-"+chartpath.split('/')[-1]) | |
| imagepath = imagepath.replace(imagepath.split('/')[-1],"score-"+imagepath.split('/')[-1]) | |
| with open(chartpath, 'r') as file: | |
| data_chart = json.load(file) | |
| with open(imagepath, 'r') as file: | |
| data_image = json.load(file) | |
| # compare(data_chart, data_image) | |
| # compare(data_image, data_chart, target_root = "/data/tianchi/minzhi/chartQA/code/ana/bar/simple/value/hard") | |
| file_idx = 3 | |
| # with open(f"/data/tianchi/CharXiv/data/line/line_QA_value.json", 'r') as file: | |
| # # 解析 JSON 数据 | |
| # data_qa = json.load(file) | |
| # analysis("/data/tianchi/minzhi/chartQA/code/ana/bar/simple/gemini/record/bar-difference-internlm-xcomposer2-4khd-7b-chart.json", | |
| # "/data/tianchi/minzhi/chartQA/code/ana/bar/simple/gemini/record/bar-difference-internlm-xcomposer2-4khd-7b-image.json") | |
| # model = 'gemini-2.0-flash' | |
| # analysis(f"/data/tianchi/CharXiv/results/{model}/{model}_line_value_plain.json", | |
| # f"/data/tianchi/CharXiv/results/{model}/{model}_line_value_info.json") | |
| # analysis(f"/data/tianchi/CharXiv/results/{model}/{model}_line_difference_plain.json", | |
| # f"/data/tianchi/CharXiv/results/{model}/{model}_line_difference_info.json") | |
| # file_list = ["/Users/linminzhi/Documents/chartQA/code/QA/our_bar/icon-label/record/gemini-2.0-flash_label_difference_bar_QA.json", | |
| # "/Users/linminzhi/Documents/chartQA/code/QA/our_bar/icon-label/record/new_gemini-2.0-flash_label_difference_bar_QA.json", | |
| # "/Users/linminzhi/Documents/chartQA/code/QA/our_bar/icon-label/record/gemini-2.0-flash_visual_difference_bar_QA.json", | |
| # "/Users/linminzhi/Documents/chartQA/code/QA/our_bar/icon-label/record/new_gemini-2.0-flash_visual_difference_bar_QA.json", | |
| # "/Users/linminzhi/Documents/chartQA/code/QA/our_bar/icon-label/record/gemini-2.0-flash_label_value_bar_QA.json", | |
| # "/Users/linminzhi/Documents/chartQA/code/QA/our_bar/icon-label/record/new_gemini-2.0-flash_label_value_bar_QA.json", | |
| # "/Users/linminzhi/Documents/chartQA/code/QA/our_bar/icon-label/record/gemini-2.0-flash_visual_value_bar_QA.json", | |
| # "/Users/linminzhi/Documents/chartQA/code/QA/our_bar/icon-label/record/new_gemini-2.0-flash_visual_value_bar_QA.json", | |
| # "/Users/linminzhi/Documents/chartQA/code/QA/our_bar/icon-label/record/line_gemini-2.0-flash_label_difference_QA.json", | |
| # "/Users/linminzhi/Documents/chartQA/code/QA/our_bar/icon-label/record/line_gemini-2.0-flash_visual_difference_QA.json", | |
| # "/Users/linminzhi/Documents/chartQA/code/QA/our_bar/icon-label/record/line_gemini-2.0-flash_label_value_QA.json", | |
| # "/Users/linminzhi/Documents/chartQA/code/QA/our_bar/icon-label/record/line_gemini-2.0-flash_visual_value_QA.json" | |
| # ] | |
| file_list = ["/Users/linminzhi/Documents/chartQA/code/QA/our_bar/icon-label/record/icon-label/gemini-2.0-flash_flag_no-label_label_value_bar_QA.json", | |
| "/Users/linminzhi/Documents/chartQA/code/QA/our_bar/icon-label/record/icon-label/gemini-2.0-flash_flag_origin_label_value_bar_QA.json", | |
| "/Users/linminzhi/Documents/chartQA/code/QA/our_bar/icon-label/record/icon-label/gemini-2.0-flash_no-label_icon_value_bar_QA.json", | |
| "/Users/linminzhi/Documents/chartQA/code/QA/our_bar/icon-label/record/icon-label/gemini-2.0-flash_no-label_label_value_bar_QA.json", | |
| "/Users/linminzhi/Documents/chartQA/code/QA/our_bar/icon-label/record/icon-label/gemini-2.0-flash_origin_icon_value_bar_QA.json", | |
| "/Users/linminzhi/Documents/chartQA/code/QA/our_bar/icon-label/record/icon-label/gemini-2.0-flash_origin_label_value_bar_QA.json"] | |
| for file in file_list: | |
| count1 = eval_value(file) | |
| # count2 = eval_value(file.replace("gemini-2.0-flash","new_gemini-2.0-flash")) | |
| # count = {0:count1[0]+count2[0],1:count1[1]+count2[1]} | |
| # print(count,count[1]/(count[0] + count[1])) | |
| print() | |
| # eval_value("/Users/linminzhi/Documents/chartQA/code/QA/our_bar/hard/gemini-2.0-flash_value_bar_info_QA.json") | |
| # eval_value("/Users/linminzhi/Documents/chartQA/code/QA/our_bar/hard/gemini-2.0-flash_value_bar_plain_QA.json") | |
| # eval_value("/Users/linminzhi/Documents/chartQA/code/QA/our_bar/radial/gemini-2.0-flash-exp_radial_difference_bar_QA_plain.json") | |
| # eval_value("/Users/linminzhi/Documents/chartQA/code/QA/our_bar/radial/gemini-2.0-flash-exp_radial_extreme_bar_QA_info.json") | |
| # eval_value("/Users/linminzhi/Documents/chartQA/code/QA/our_bar/radial/gemini-2.0-flash-exp_radial_extreme_bar_QA_plain.json") | |
| # eval_value("/Users/linminzhi/Documents/chartQA/code/QA/our_bar/radial/gemini-2.0-flash-exp_radial_value_bar_QA_info.json") | |
| # eval_value("/Users/linminzhi/Documents/chartQA/code/QA/our_bar/radial/gemini-2.0-flash-exp_radial_value_bar_QA_plain.json") |