PDFMathTranslate는 (수학) 논문 PDF를 번역하고, 원본 문서와 번역된 문서를 비교할 수 있는 기능을 제공합니다. 특히 수식, 차트, 목차, 주석 등 원본의 구조를 유지하면서 번역 결과를 제공하고 있어 수학 분야를 비롯한 자연 과학 분야의 논문들을 번역하기에 좋습니다. 다양한 언어 및 외부 번역 서비스 등을 지원하며, 명령줄 도구, GUI, Docker 환경 등 다양한 방식으로 활용할 수 있습니다.
https://github.com/Byaidu/PDFMathTranslate
GitHub - Byaidu/PDFMathTranslate: PDF scientific paper translation with preserved formats - 基于 AI 完整保留排版的 PDF
PDF scientific paper translation with preserved formats - 基于 AI 完整保留排版的 PDF 文档全文双语翻译，支持 Google/DeepL/Ollama/OpenAI 等服务，提供 CLI/GUI/Docker/Zotero - Byaidu/PDFMathTranslate
github.com
STEP 0 : Python 버전 확인
Python installed (3.8 <= version <= 3.12)
(base) C:\Users\032\SKT_AI\논문>python --version
Python 3.12.7STEP 1 : Install package
( Power Shell 터미널 말고, Anaconda Prompt 에서 실행하자. )
(base) C:\Users\032\SKT_AI\논문>pip install pdf2zh
# 버젼 에러가 난다면, 가상환경 실행 후 install
# (base) C:\Users\032\SKT_AI\논문>conda create -n paper_env python=3.9 -y
# (base) C:\Users\032\SKT_AI\논문>conda activate paper_env
# (paper_env) C:\Users\032\SKT_AI\논문>pip install pdf2zh
혹시 install 시, 버젼/의존성 관련 충돌이 일어난다면, (주석 처리한 코드) 가상환경에서 install 하자.
ERROR: Cannot install pdf2zh==1.7.5, pdf2zh==1.7.6, pdf2zh==1.7.7, pdf2zh==1.7.8 and pdf2zh==1.7.9 because these package versions have conflicting dependencies.
ERROR: ResolutionImpossible: for help visit https://pip.pypa.io/en/latest/topics/dependency-resolution/#dealing-with-dependency-conflicts
ERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.
contourpy 1.2.0 requires numpy<2.0,>=1.20, but you have numpy 2.2.2 which is incompatible.
gensim 4.3.3 requires numpy<2.0,>=1.18.5, but you have numpy 2.2.2 which is incompatible.
numba 0.60.0 requires numpy<2.1,>=1.22, but you have numpy 2.2.2 which is incompatible.
더보기
pdf2zh를 설치하려고 할 때 torch 관련 의존성 충돌이 발생.
가상환경을 새로 만들고, install 하자.
(base) C:\Users\032\SKT_AI\논문>pip install pdf2zh
Collecting pdf2zh
Downloading pdf2zh-1.9.0-py3-none-any.whl.metadata (14 kB)
Collecting argostranslate (from pdf2zh)
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Downloading pikepdf-9.5.1-cp312-cp312-win_amd64.whl (3.5 MB)
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Downloading sympy-1.13.1-py3-none-any.whl (6.2 MB)
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Downloading websockets-14.2-cp312-cp312-win_amd64.whl (164 kB)
Downloading pyreadline3-3.5.4-py3-none-any.whl (83 kB)
Building wheels for collected packages: peewee, sacremoses, untokenize
Building wheel for peewee (pyproject.toml) ... done
Created wheel for peewee: filename=peewee-3.17.8-py3-none-any.whl size=139064 sha256=43303408f3c01da738466c583916432fec35c0e25b8c51d6549bb4cddb780119
Stored in directory: c:\users\032\appdata\local\pip\cache\wheels\8f\65\34\456800445efeafb05164fe95285c70e81ba1d96bae30f43917
Building wheel for sacremoses (setup.py) ... done
Created wheel for sacremoses: filename=sacremoses-0.0.53-py3-none-any.whl size=895249 sha256=da6e19195ae64134a3dc85566a9ca42414f50cf1b2e89d2b90374f9a6d025b8b
Stored in directory: c:\users\032\appdata\local\pip\cache\wheels\23\9c\68\179ccbdb91b8111e62b7518d3cf19e1f6af16440f1c146f93e
Building wheel for untokenize (setup.py) ... done
Created wheel for untokenize: filename=untokenize-0.1.1-py3-none-any.whl size=2889 sha256=fec6497ae8da8a954b570b319b3c4a33d37f9f5d2e90e7a340870e3e51ec892d
Stored in directory: c:\users\032\appdata\local\pip\cache\wheels\40\13\2e\5693f89ef0e698dd3e45499581571c8c390f43d03fa2097fef
Successfully built peewee sacremoses untokenize
Installing collected packages: untokenize, toposort, sentencepiece, pydub, peewee, flatbuffers, bitarray, websockets, typing-extensions, tqdm, tomlkit, sympy, semantic-version, ruff, python-multipart, pyreadline3, pymupdf, orjson, numpy, jiter, isodate, ffmpy, docformatter, Deprecated, configargparse, bitstring, aiofiles, xsdata, uvicorn, torch, tencentcloud-sdk-python, starlette, sacremoses, rich, pydantic-core, pikepdf, opencv-python-headless, opencv-python, onnx, humanfriendly, huggingface-hub, deepl, ctranslate2, click-default-group, azure-core, typer, stanza, safehttpx, pydantic, pdfminer-six, gradio-client, coloredlogs, azure-ai-translation-text, xinference-client, openai, onnxruntime, ollama, fastapi, argostranslate, yadt, gradio, gradio-pdf, pdf2zh
Attempting uninstall: typing-extensions
Found existing installation: typing_extensions 4.11.0
Uninstalling typing_extensions-4.11.0:
Successfully uninstalled typing_extensions-4.11.0
Attempting uninstall: tqdm
Found existing installation: tqdm 4.66.5
Uninstalling tqdm-4.66.5:
Successfully uninstalled tqdm-4.66.5
Attempting uninstall: tomlkit
Found existing installation: tomlkit 0.11.1
Uninstalling tomlkit-0.11.1:
Successfully uninstalled tomlkit-0.11.1
Attempting uninstall: sympy
Found existing installation: sympy 1.13.2
Uninstalling sympy-1.13.2:
Successfully uninstalled sympy-1.13.2
Attempting uninstall: numpy
Found existing installation: numpy 1.26.4
Uninstalling numpy-1.26.4:
Successfully uninstalled numpy-1.26.4
Attempting uninstall: rich
Found existing installation: rich 13.7.1
Uninstalling rich-13.7.1:
Successfully uninstalled rich-13.7.1
Attempting uninstall: pydantic-core
Found existing installation: pydantic_core 2.20.1
Uninstalling pydantic_core-2.20.1:
Successfully uninstalled pydantic_core-2.20.1
Attempting uninstall: typer
Found existing installation: typer 0.9.0
Uninstalling typer-0.9.0:
Successfully uninstalled typer-0.9.0
Attempting uninstall: pydantic
Found existing installation: pydantic 2.8.2
Uninstalling pydantic-2.8.2:
Successfully uninstalled pydantic-2.8.2
ERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.
contourpy 1.2.0 requires numpy<2.0,>=1.20, but you have numpy 2.2.2 which is incompatible.
gensim 4.3.3 requires numpy<2.0,>=1.18.5, but you have numpy 2.2.2 which is incompatible.
numba 0.60.0 requires numpy<2.1,>=1.22, but you have numpy 2.2.2 which is incompatible.
Successfully installed Deprecated-1.2.15 aiofiles-23.2.1 argostranslate-1.9.6 azure-ai-translation-text-1.0.1 azure-core-1.32.0 bitarray-3.0.0 bitstring-4.3.0 click-default-group-1.2.4 coloredlogs-15.0.1 configargparse-1.7 ctranslate2-4.5.0 deepl-1.21.0 docformatter-1.7.5 fastapi-0.115.7 ffmpy-0.5.0 flatbuffers-25.1.21 gradio-5.13.0 gradio-client-1.6.0 gradio-pdf-0.0.21 huggingface-hub-0.27.1 humanfriendly-10.0 isodate-0.7.2 jiter-0.8.2 numpy-2.2.2 ollama-0.4.7 onnx-1.17.0 onnxruntime-1.20.1 openai-1.60.0 opencv-python-4.11.0.86 opencv-python-headless-4.11.0.86 orjson-3.10.15 pdf2zh-1.9.0 pdfminer-six-20240706 peewee-3.17.8 pikepdf-9.5.1 pydantic-2.10.5 pydantic-core-2.27.2 pydub-0.25.1 pymupdf-1.25.2 pyreadline3-3.5.4 python-multipart-0.0.20 rich-13.9.4 ruff-0.9.3 sacremoses-0.0.53 safehttpx-0.1.6 semantic-version-2.10.0 sentencepiece-0.2.0 stanza-1.1.1 starlette-0.45.2 sympy-1.13.1 tencentcloud-sdk-python-3.0.1310 tomlkit-0.13.2 toposort-1.10 torch-2.5.1 tqdm-4.67.1 typer-0.15.1 typing-extensions-4.12.2 untokenize-0.1.1 uvicorn-0.34.0 websockets-14.2 xinference-client-1.2.0 xsdata-24.12 yadt-0.0.1a28PS C:\Users\032\SKT_AI\논문> pip install pdf2zh
Defaulting to user installation because normal site-packages is not writeable
Collecting pdf2zh
Using cached pdf2zh-1.7.9-py3-none-any.whl.metadata (10 kB)
Collecting charset-normalizer (from pdf2zh)
Using cached charset_normalizer-3.4.1-cp313-cp313-win_amd64.whl.metadata (36 kB)
Collecting cryptography (from pdf2zh)
Using cached cryptography-44.0.0-cp39-abi3-win_amd64.whl.metadata (5.7 kB)
Collecting requests (from pdf2zh)
Using cached requests-2.32.3-py3-none-any.whl.metadata (4.6 kB)
Collecting pymupdf (from pdf2zh)
Using cached pymupdf-1.25.2-cp39-abi3-win_amd64.whl.metadata (3.4 kB)
Collecting tqdm (from pdf2zh)
Using cached tqdm-4.67.1-py3-none-any.whl.metadata (57 kB)
Collecting tenacity (from pdf2zh)
Using cached tenacity-9.0.0-py3-none-any.whl.metadata (1.2 kB)
Collecting doclayout-yolo (from pdf2zh)
Using cached doclayout_yolo-0.0.2-py3-none-any.whl.metadata (8.9 kB)
Requirement already satisfied: numpy in c:\users\032\appdata\local\packages\pythonsoftwarefoundation.python.3.13_qbz5n2kfra8p0\localcache\local-packages\python313\site-packages (from pdf2zh) (2.2.2)
Collecting ollama (from pdf2zh)
Using cached ollama-0.4.7-py3-none-any.whl.metadata (4.7 kB)
Collecting deepl<1.19.1 (from pdf2zh)
Using cached deepl-1.18.0-py3-none-any.whl.metadata (27 kB)
Collecting openai (from pdf2zh)
Using cached openai-1.60.0-py3-none-any.whl.metadata (27 kB)
Collecting azure-ai-translation-text<=1.0.1 (from pdf2zh)
Using cached azure_ai_translation_text-1.0.1-py3-none-any.whl.metadata (18 kB)
Collecting gradio (from pdf2zh)
Using cached gradio-5.13.0-py3-none-any.whl.metadata (16 kB)
Collecting huggingface_hub (from pdf2zh)
Using cached huggingface_hub-0.27.1-py3-none-any.whl.metadata (13 kB)
INFO: pip is looking at multiple versions of pdf2zh to determine which version is compatible with other requirements. This could take a while.
Collecting pdf2zh
Using cached pdf2zh-1.7.8-py3-none-any.whl.metadata (10 kB)
Using cached pdf2zh-1.7.7-py3-none-any.whl.metadata (9.6 kB)
Using cached pdf2zh-1.7.6-py3-none-any.whl.metadata (6.7 kB)
Using cached pdf2zh-1.7.5-py3-none-any.whl.metadata (6.7 kB)
Using cached pdf2zh-1.7.4-py3-none-any.whl.metadata (6.5 kB)
Collecting isodate>=0.6.1 (from azure-ai-translation-text<=1.0.1->pdf2zh)
Using cached isodate-0.7.2-py3-none-any.whl.metadata (11 kB)
Collecting azure-core>=1.30.0 (from azure-ai-translation-text<=1.0.1->pdf2zh)
Using cached azure_core-1.32.0-py3-none-any.whl.metadata (39 kB)
Collecting typing-extensions>=4.6.0 (from azure-ai-translation-text<=1.0.1->pdf2zh)
Using cached typing_extensions-4.12.2-py3-none-any.whl.metadata (3.0 kB)
Collecting idna<4,>=2.5 (from requests->pdf2zh)
Using cached idna-3.10-py3-none-any.whl.metadata (10 kB)
Collecting urllib3<3,>=1.21.1 (from requests->pdf2zh)
Using cached urllib3-2.3.0-py3-none-any.whl.metadata (6.5 kB)
Collecting certifi>=2017.4.17 (from requests->pdf2zh)
Using cached certifi-2024.12.14-py3-none-any.whl.metadata (2.3 kB)
Collecting cffi>=1.12 (from cryptography->pdf2zh)
Using cached cffi-1.17.1-cp313-cp313-win_amd64.whl.metadata (1.6 kB)
Collecting matplotlib>=3.3.0 (from doclayout-yolo->pdf2zh)
Using cached matplotlib-3.10.0-cp313-cp313-win_amd64.whl.metadata (11 kB)
Requirement already satisfied: opencv-python>=4.6.0 in c:\users\032\appdata\local\packages\pythonsoftwarefoundation.python.3.13_qbz5n2kfra8p0\localcache\local-packages\python313\site-packages (from doclayout-yolo->pdf2zh) (4.11.0.86)
Collecting pillow>=7.1.2 (from doclayout-yolo->pdf2zh)
Using cached pillow-11.1.0-cp313-cp313-win_amd64.whl.metadata (9.3 kB)
Collecting pyyaml>=5.3.1 (from doclayout-yolo->pdf2zh)
Using cached PyYAML-6.0.2-cp313-cp313-win_amd64.whl.metadata (2.1 kB)
Collecting scipy>=1.4.1 (from doclayout-yolo->pdf2zh)
Using cached scipy-1.15.1-cp313-cp313-win_amd64.whl.metadata (60 kB)
INFO: pip is looking at multiple versions of doclayout-yolo to determine which version is compatible with other requirements. This could take a while.
INFO: pip is still looking at multiple versions of pdf2zh to determine which version is compatible with other requirements. This could take a while.
Collecting pdf2zh
Using cached pdf2zh-1.7.3-py3-none-any.whl.metadata (6.5 kB)
INFO: This is taking longer than usual. You might need to provide the dependency resolver with stricter constraints to reduce runtime. See https://pip.pypa.io/warnings/backtracking for guidance. If you want to abort this run, press Ctrl + C.
Using cached pdf2zh-1.7.2-py3-none-any.whl.metadata (5.4 kB)
Using cached pdf2zh-1.7.1-py3-none-any.whl.metadata (5.3 kB)
Collecting deepl (from pdf2zh)
Using cached deepl-1.21.0-py3-none-any.whl.metadata (30 kB)
Collecting pdf2zh
Using cached pdf2zh-1.7.0-py3-none-any.whl.metadata (5.0 kB)
Using cached pdf2zh-1.6.9-py3-none-any.whl.metadata (4.7 kB)
Using cached pdf2zh-1.6.8-py3-none-any.whl.metadata (4.6 kB)
Using cached pdf2zh-1.6.7-py3-none-any.whl.metadata (3.7 kB)
INFO: pip is still looking at multiple versions of doclayout-yolo to determine which version is compatible with other requirements. This could take a while.
Using cached pdf2zh-1.6.6-py3-none-any.whl.metadata (3.6 kB)
Using cached pdf2zh-1.6.5-py3-none-any.whl.metadata (3.2 kB)
Using cached pdf2zh-1.6.4-py3-none-any.whl.metadata (3.1 kB)
Using cached pdf2zh-1.6.3-py3-none-any.whl.metadata (3.1 kB)
Using cached pdf2zh-1.6.2-py3-none-any.whl.metadata (3.0 kB)
INFO: This is taking longer than usual. You might need to provide the dependency resolver with stricter constraints to reduce runtime. See https://pip.pypa.io/warnings/backtracking for guidance. If you want to abort this run, press Ctrl + C.
Using cached pdf2zh-1.6.1-py3-none-any.whl.metadata (3.0 kB)
Using cached pdf2zh-1.6.0-py3-none-any.whl.metadata (3.0 kB)
Using cached pdf2zh-1.5.9-py3-none-any.whl.metadata (2.9 kB)
Using cached pdf2zh-1.5.8-py3-none-any.whl.metadata (2.9 kB)
Using cached pdf2zh-1.5.7-py3-none-any.whl.metadata (2.9 kB)
Using cached pdf2zh-1.5.6-py3-none-any.whl.metadata (2.9 kB)
Using cached pdf2zh-1.5.5-py3-none-any.whl.metadata (2.9 kB)
Using cached pdf2zh-1.5.4-py3-none-any.whl.metadata (2.9 kB)
Using cached pdf2zh-1.5.3-py3-none-any.whl.metadata (2.9 kB)
ERROR: Cannot install pdf2zh==1.7.5, pdf2zh==1.7.6, pdf2zh==1.7.7, pdf2zh==1.7.8 and pdf2zh==1.7.9 because these package versions have conflicting dependencies.
The conflict is caused by:
pdf2zh 1.7.9 depends on torch
pdf2zh 1.7.8 depends on torch
pdf2zh 1.7.7 depends on torch
pdf2zh 1.7.6 depends on torch
pdf2zh 1.7.5 depends on torch
To fix this you could try to:
1. loosen the range of package versions you've specified
2. remove package versions to allow pip to attempt to solve the dependency conflict
ERROR: ResolutionImpossible: for help visit https://pip.pypa.io/en/latest/topics/dependency-resolution/#dealing-with-dependency-conflicts
STEP 2 : Execute translation, files generated in current working directory
(paper_env) C:\Users\032\SKT_AI\논문>pdf2zh 패기3팀.pdf -li en -lo ko
# pdf2zh 논문이름.pdf -li 원본언어 -lo 번역할언어
언어 코드 리스트 :
https://developers.google.com/admin-sdk/directory/v1/languages?hl=ko
언어 코드 | Admin console | Google for Developers
이 페이지는 Cloud Translation API를 통해 번역되었습니다. 의견 보내기 언어 코드 컬렉션을 사용해 정리하기 내 환경설정을 기준으로 콘텐츠를 저장하고 분류하세요. 아래 표의 언어 코드는 Customer.l
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번역이 완료 되었다!
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