From d6698db25713f0f2a16558787c120b7db4e82133 Mon Sep 17 00:00:00 2001 From: binary-husky Date: Wed, 6 Sep 2023 15:32:11 +0800 Subject: [PATCH] =?UTF-8?q?nougat=E7=BF=BB=E8=AF=91PDF=E8=AE=BA=E6=96=87?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- crazy_functional.py | 12 + crazy_functions/批量翻译PDF文档_NOUGAT.py | 271 ++++++++++++++++++++++ tests/test_plugins.py | 3 +- 3 files changed, 285 insertions(+), 1 deletion(-) create mode 100644 crazy_functions/批量翻译PDF文档_NOUGAT.py diff --git a/crazy_functional.py b/crazy_functional.py index f06cd40..4c12e92 100644 --- a/crazy_functional.py +++ b/crazy_functional.py @@ -501,6 +501,18 @@ def get_crazy_functions(): except: print('Load function plugin failed') + try: + from crazy_functions.批量翻译PDF文档_NOUGAT import 批量翻译PDF文档 + function_plugins.update({ + "精准翻译PDF文档(NOUGAT)": { + "Group": "学术", + "Color": "stop", + "AsButton": False, + "Function": HotReload(批量翻译PDF文档) + } + }) + except: + print('Load function plugin failed') # try: # from crazy_functions.chatglm微调工具 import 微调数据集生成 diff --git a/crazy_functions/批量翻译PDF文档_NOUGAT.py b/crazy_functions/批量翻译PDF文档_NOUGAT.py new file mode 100644 index 0000000..33e127a --- /dev/null +++ b/crazy_functions/批量翻译PDF文档_NOUGAT.py @@ -0,0 +1,271 @@ +from toolbox import CatchException, report_execption, gen_time_str +from toolbox import update_ui, promote_file_to_downloadzone, update_ui_lastest_msg, disable_auto_promotion +from toolbox import write_history_to_file, get_log_folder +from .crazy_utils import request_gpt_model_in_new_thread_with_ui_alive +from .crazy_utils import request_gpt_model_multi_threads_with_very_awesome_ui_and_high_efficiency +from .crazy_utils import read_and_clean_pdf_text +from .pdf_fns.parse_pdf import parse_pdf, get_avail_grobid_url +from colorful import * +import os +import math +import logging + +def markdown_to_dict(article_content): + import markdown + from bs4 import BeautifulSoup + cur_t = "" + cur_c = "" + results = {} + for line in article_content: + if line.startswith('#'): + if cur_t!="": + if cur_t not in results: + results.update({cur_t:cur_c.lstrip('\n')}) + else: + # 处理重名的章节 + results.update({cur_t + " " + gen_time_str():cur_c.lstrip('\n')}) + cur_t = line.rstrip('\n') + cur_c = "" + else: + cur_c += line + results_final = {} + for k in list(results.keys()): + if k.startswith('# '): + results_final['title'] = k.split('# ')[-1] + results_final['authors'] = results.pop(k).lstrip('\n') + if k.startswith('###### Abstract'): + results_final['abstract'] = results.pop(k).lstrip('\n') + + results_final_sections = [] + for k,v in results.items(): + results_final_sections.append({ + 'heading':k.lstrip("# "), + 'text':v if len(v) > 0 else f"The beginning of {k.lstrip('# ')} section." + }) + results_final['sections'] = results_final_sections + return results_final + + +@CatchException +def 批量翻译PDF文档(txt, llm_kwargs, plugin_kwargs, chatbot, history, system_prompt, web_port): + + disable_auto_promotion(chatbot) + # 基本信息:功能、贡献者 + chatbot.append([ + "函数插件功能?", + "批量翻译PDF文档。函数插件贡献者: Binary-Husky"]) + yield from update_ui(chatbot=chatbot, history=history) # 刷新界面 + + # 尝试导入依赖,如果缺少依赖,则给出安装建议 + try: + import nougat + import tiktoken + except: + report_execption(chatbot, history, + a=f"解析项目: {txt}", + b=f"导入软件依赖失败。使用该模块需要额外依赖,安装方法```pip install --upgrade nougat-ocr tiktoken```。") + yield from update_ui(chatbot=chatbot, history=history) # 刷新界面 + return + + # 清空历史,以免输入溢出 + history = [] + + from .crazy_utils import get_files_from_everything + success, file_manifest, project_folder = get_files_from_everything(txt, type='.pdf') + # 检测输入参数,如没有给定输入参数,直接退出 + if not success: + if txt == "": txt = '空空如也的输入栏' + + # 如果没找到任何文件 + if len(file_manifest) == 0: + report_execption(chatbot, history, + a=f"解析项目: {txt}", b=f"找不到任何.tex或.pdf文件: {txt}") + yield from update_ui(chatbot=chatbot, history=history) # 刷新界面 + return + + # 开始正式执行任务 + yield from 解析PDF_基于NOUGAT(file_manifest, project_folder, llm_kwargs, plugin_kwargs, chatbot, history, system_prompt) + + +def nougat_with_timeout(command, cwd, timeout=3600): + import subprocess + process = subprocess.Popen(command, shell=True, cwd=cwd) + try: + stdout, stderr = process.communicate(timeout=timeout) + except subprocess.TimeoutExpired: + process.kill() + stdout, stderr = process.communicate() + print("Process timed out!") + return False + return True + + +def NOUGAT_parse_pdf(fp): + import glob + from toolbox import get_log_folder, gen_time_str + dst = os.path.join(get_log_folder(plugin_name='nougat'), gen_time_str()) + os.makedirs(dst) + nougat_with_timeout(f'nougat --out "{os.path.abspath(dst)}" "{os.path.abspath(fp)}"', os.getcwd()) + res = glob.glob(os.path.join(dst,'*.mmd')) + if len(res) == 0: + raise RuntimeError("Nougat解析论文失败。") + return res[0] + + +def 解析PDF_基于NOUGAT(file_manifest, project_folder, llm_kwargs, plugin_kwargs, chatbot, history, system_prompt): + import copy + import tiktoken + TOKEN_LIMIT_PER_FRAGMENT = 1280 + generated_conclusion_files = [] + generated_html_files = [] + DST_LANG = "中文" + for index, fp in enumerate(file_manifest): + chatbot.append(["当前进度:", f"正在解析论文,请稍候"]); yield from update_ui(chatbot=chatbot, history=history) # 刷新界面 + fpp = NOUGAT_parse_pdf(fp) + + with open(fpp, 'r', encoding='utf8') as f: + article_content = f.readlines() + article_dict = markdown_to_dict(article_content) + logging.info(article_dict) + + prompt = "以下是一篇学术论文的基本信息:\n" + # title + title = article_dict.get('title', '无法获取 title'); prompt += f'title:{title}\n\n' + # authors + authors = article_dict.get('authors', '无法获取 authors'); prompt += f'authors:{authors}\n\n' + # abstract + abstract = article_dict.get('abstract', '无法获取 abstract'); prompt += f'abstract:{abstract}\n\n' + # command + prompt += f"请将题目和摘要翻译为{DST_LANG}。" + meta = [f'# Title:\n\n', title, f'# Abstract:\n\n', abstract ] + + # 单线,获取文章meta信息 + paper_meta_info = yield from request_gpt_model_in_new_thread_with_ui_alive( + inputs=prompt, + inputs_show_user=prompt, + llm_kwargs=llm_kwargs, + chatbot=chatbot, history=[], + sys_prompt="You are an academic paper reader。", + ) + + # 多线,翻译 + inputs_array = [] + inputs_show_user_array = [] + + # get_token_num + from request_llm.bridge_all import model_info + enc = model_info[llm_kwargs['llm_model']]['tokenizer'] + def get_token_num(txt): return len(enc.encode(txt, disallowed_special=())) + from .crazy_utils import breakdown_txt_to_satisfy_token_limit_for_pdf + + def break_down(txt): + raw_token_num = get_token_num(txt) + if raw_token_num <= TOKEN_LIMIT_PER_FRAGMENT: + return [txt] + else: + # raw_token_num > TOKEN_LIMIT_PER_FRAGMENT + # find a smooth token limit to achieve even seperation + count = int(math.ceil(raw_token_num / TOKEN_LIMIT_PER_FRAGMENT)) + token_limit_smooth = raw_token_num // count + count + return breakdown_txt_to_satisfy_token_limit_for_pdf(txt, get_token_fn=get_token_num, limit=token_limit_smooth) + + for section in article_dict.get('sections'): + if len(section['text']) == 0: continue + section_frags = break_down(section['text']) + for i, fragment in enumerate(section_frags): + heading = section['heading'] + if len(section_frags) > 1: heading += f' Part-{i+1}' + inputs_array.append( + f"你需要翻译{heading}章节,内容如下: \n\n{fragment}" + ) + inputs_show_user_array.append( + f"# {heading}\n\n{fragment}" + ) + + gpt_response_collection = yield from request_gpt_model_multi_threads_with_very_awesome_ui_and_high_efficiency( + inputs_array=inputs_array, + inputs_show_user_array=inputs_show_user_array, + llm_kwargs=llm_kwargs, + chatbot=chatbot, + history_array=[meta for _ in inputs_array], + sys_prompt_array=[ + "请你作为一个学术翻译,负责把学术论文准确翻译成中文。注意文章中的每一句话都要翻译。" for _ in inputs_array], + ) + res_path = write_history_to_file(meta + ["# Meta Translation" , paper_meta_info] + gpt_response_collection, file_basename=None, file_fullname=None) + promote_file_to_downloadzone(res_path, rename_file=os.path.basename(fp)+'.md', chatbot=chatbot) + generated_conclusion_files.append(res_path) + + ch = construct_html() + orig = "" + trans = "" + gpt_response_collection_html = copy.deepcopy(gpt_response_collection) + for i,k in enumerate(gpt_response_collection_html): + if i%2==0: + gpt_response_collection_html[i] = inputs_show_user_array[i//2] + else: + gpt_response_collection_html[i] = gpt_response_collection_html[i] + + final = ["", "", "一、论文概况", "", "Abstract", paper_meta_info, "二、论文翻译", ""] + final.extend(gpt_response_collection_html) + for i, k in enumerate(final): + if i%2==0: + orig = k + if i%2==1: + trans = k + ch.add_row(a=orig, b=trans) + create_report_file_name = f"{os.path.basename(fp)}.trans.html" + html_file = ch.save_file(create_report_file_name) + generated_html_files.append(html_file) + promote_file_to_downloadzone(html_file, rename_file=os.path.basename(html_file), chatbot=chatbot) + + chatbot.append(("给出输出文件清单", str(generated_conclusion_files + generated_html_files))) + yield from update_ui(chatbot=chatbot, history=history) # 刷新界面 + + + +class construct_html(): + def __init__(self) -> None: + self.css = """ +.row { + display: flex; + flex-wrap: wrap; +} + +.column { + flex: 1; + padding: 10px; +} + +.table-header { + font-weight: bold; + border-bottom: 1px solid black; +} + +.table-row { + border-bottom: 1px solid lightgray; +} + +.table-cell { + padding: 5px; +} + """ + self.html_string = f'翻译结果' + + + def add_row(self, a, b): + tmp = """ +
+
REPLACE_A
+
REPLACE_B
+
+ """ + from toolbox import markdown_convertion + tmp = tmp.replace('REPLACE_A', markdown_convertion(a)) + tmp = tmp.replace('REPLACE_B', markdown_convertion(b)) + self.html_string += tmp + + + def save_file(self, file_name): + with open(os.path.join(get_log_folder(), file_name), 'w', encoding='utf8') as f: + f.write(self.html_string.encode('utf-8', 'ignore').decode()) + return os.path.join(get_log_folder(), file_name) diff --git a/tests/test_plugins.py b/tests/test_plugins.py index 2780ed2..ec28af1 100644 --- a/tests/test_plugins.py +++ b/tests/test_plugins.py @@ -10,8 +10,9 @@ from tests.test_utils import plugin_test if __name__ == "__main__": # plugin_test(plugin='crazy_functions.虚空终端->虚空终端', main_input='修改api-key为sk-jhoejriotherjep') + plugin_test(plugin='crazy_functions.批量翻译PDF文档_NOUGAT->批量翻译PDF文档', main_input='crazy_functions/test_project/pdf_and_word/aaai.pdf') - plugin_test(plugin='crazy_functions.虚空终端->虚空终端', main_input='调用插件,对C:/Users/fuqingxu/Desktop/旧文件/gpt/chatgpt_academic/crazy_functions/latex_fns中的python文件进行解析') + # plugin_test(plugin='crazy_functions.虚空终端->虚空终端', main_input='调用插件,对C:/Users/fuqingxu/Desktop/旧文件/gpt/chatgpt_academic/crazy_functions/latex_fns中的python文件进行解析') # plugin_test(plugin='crazy_functions.命令行助手->命令行助手', main_input='查看当前的docker容器列表')