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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") |