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")