Spaces:
Runtime error
Runtime error
Initial Commit
Browse files- .github/workflows/publish.yml +29 -0
- .github/workflows/tests.yml +34 -0
- .gitignore +166 -0
- LICENSE +674 -0
- README.md +175 -0
- benchmark.py +226 -0
- data/.gitignore +6 -0
- data/examples/0.md +5 -0
- data/examples/0.png +0 -0
- data/examples/100.md +1 -0
- data/examples/100.png +0 -0
- data/examples/300.md +4 -0
- data/examples/300.png +0 -0
- data/examples/400.md +9 -0
- data/examples/400.png +0 -0
- data/images/gui_screen.png +0 -0
- data/images/texify_bench.png +0 -0
- ocr_app.py +167 -0
- ocr_image.py +67 -0
- poetry.lock +0 -0
- pyproject.toml +47 -0
- run_ocr_app.py +8 -0
- scripts/verify_benchmark_scores.py +20 -0
.github/workflows/publish.yml
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name: Python package
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on:
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push:
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tags:
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- "v*.*.*"
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jobs:
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build:
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runs-on: ubuntu-latest
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steps:
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- uses: actions/checkout@v3
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- name: Set up Python 3.11
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uses: actions/setup-python@v4
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with:
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python-version: 3.11
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- name: Install python dependencies
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run: |
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pip install poetry
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poetry install
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poetry remove torch
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poetry run pip install torch --index-url https://download.pytorch.org/whl/cpu
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- name: Build package
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run: |
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poetry build
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- name: Publish package
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env:
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PYPI_TOKEN: ${{ secrets.PYPI_TOKEN }}
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run: |
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poetry config pypi-token.pypi "$PYPI_TOKEN"
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poetry publish
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.github/workflows/tests.yml
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@@ -0,0 +1,34 @@
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name: Integration test
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on: [push]
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env:
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TORCH_DEVICE: "cpu"
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jobs:
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build:
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runs-on: ubuntu-latest
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steps:
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- uses: actions/checkout@v3
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- name: Set up Python 3.11
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uses: actions/setup-python@v4
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with:
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python-version: 3.11
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- name: Install python dependencies
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run: |
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pip install poetry
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poetry install
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poetry remove torch
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poetry run pip install torch --index-url https://download.pytorch.org/whl/cpu
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- name: Download benchmark data
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run: |
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wget -O benchmark_data.zip "https://drive.google.com/uc?export=download&id=1dbY0kBq2SUa885gmbLPUWSRzy5K7O5XJ"
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unzip benchmark_data.zip
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mv bench_data.json data/bench_data.json
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- name: Run benchmark test
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run: |
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poetry run texify_benchmark --max 16
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poetry run python scripts/verify_benchmark_scores.py data/bench_results.json
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.gitignore
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private.py
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2 |
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.DS_Store
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local.env
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4 |
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experiments
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5 |
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test_data
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6 |
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# Byte-compiled / optimized / DLL files
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8 |
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__pycache__/
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*.py[cod]
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*$py.class
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# C extensions
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*.so
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# Distribution / packaging
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.Python
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build/
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develop-eggs/
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dist/
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downloads/
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21 |
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eggs/
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.eggs/
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lib/
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lib64/
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parts/
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sdist/
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var/
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wheels/
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share/python-wheels/
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*.egg-info/
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.installed.cfg
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*.egg
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MANIFEST
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# PyInstaller
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# Usually these files are written by a python script from a template
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# before PyInstaller builds the exe, so as to inject date/other infos into it.
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38 |
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*.manifest
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39 |
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*.spec
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40 |
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41 |
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# Installer logs
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42 |
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pip-log.txt
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43 |
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pip-delete-this-directory.txt
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44 |
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45 |
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# Unit test / coverage reports
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46 |
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htmlcov/
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47 |
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.tox/
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48 |
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.nox/
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49 |
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.coverage
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50 |
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.coverage.*
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51 |
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.cache
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52 |
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nosetests.xml
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53 |
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coverage.xml
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54 |
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*.cover
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55 |
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*.py,cover
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56 |
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.hypothesis/
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.pytest_cache/
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58 |
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cover/
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59 |
+
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60 |
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# Translations
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61 |
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*.mo
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62 |
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*.pot
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63 |
+
|
64 |
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# Django stuff:
|
65 |
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*.log
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66 |
+
local_settings.py
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67 |
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db.sqlite3
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68 |
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db.sqlite3-journal
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69 |
+
|
70 |
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# Flask stuff:
|
71 |
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instance/
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72 |
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.webassets-cache
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73 |
+
|
74 |
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# Scrapy stuff:
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75 |
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.scrapy
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76 |
+
|
77 |
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# Sphinx documentation
|
78 |
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docs/_build/
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79 |
+
|
80 |
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# PyBuilder
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81 |
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.pybuilder/
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82 |
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target/
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83 |
+
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84 |
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# Jupyter Notebook
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85 |
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.ipynb_checkpoints
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86 |
+
|
87 |
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# IPython
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88 |
+
profile_default/
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89 |
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ipython_config.py
|
90 |
+
|
91 |
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# pyenv
|
92 |
+
# For a library or package, you might want to ignore these files since the code is
|
93 |
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# intended to run in multiple environments; otherwise, check them in:
|
94 |
+
# .python-version
|
95 |
+
|
96 |
+
# pipenv
|
97 |
+
# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
|
98 |
+
# However, in case of collaboration, if having platform-specific dependencies or dependencies
|
99 |
+
# having no cross-platform support, pipenv may install dependencies that don't work, or not
|
100 |
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# install all needed dependencies.
|
101 |
+
#Pipfile.lock
|
102 |
+
|
103 |
+
# poetry
|
104 |
+
# Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
|
105 |
+
# This is especially recommended for binary packages to ensure reproducibility, and is more
|
106 |
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# commonly ignored for libraries.
|
107 |
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# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
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#poetry.lock
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+
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110 |
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# pdm
|
111 |
+
# Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
|
112 |
+
#pdm.lock
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113 |
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# pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
|
114 |
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# in version control.
|
115 |
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# https://pdm.fming.dev/#use-with-ide
|
116 |
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.pdm.toml
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117 |
+
|
118 |
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# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
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119 |
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__pypackages__/
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120 |
+
|
121 |
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# Celery stuff
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122 |
+
celerybeat-schedule
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123 |
+
celerybeat.pid
|
124 |
+
|
125 |
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# SageMath parsed files
|
126 |
+
*.sage.py
|
127 |
+
|
128 |
+
# Environments
|
129 |
+
.env
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130 |
+
.venv
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131 |
+
env/
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132 |
+
venv/
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133 |
+
ENV/
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134 |
+
env.bak/
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135 |
+
venv.bak/
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136 |
+
|
137 |
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# Spyder project settings
|
138 |
+
.spyderproject
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139 |
+
.spyproject
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140 |
+
|
141 |
+
# Rope project settings
|
142 |
+
.ropeproject
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143 |
+
|
144 |
+
# mkdocs documentation
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145 |
+
/site
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146 |
+
|
147 |
+
# mypy
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148 |
+
.mypy_cache/
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149 |
+
.dmypy.json
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150 |
+
dmypy.json
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151 |
+
|
152 |
+
# Pyre type checker
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153 |
+
.pyre/
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154 |
+
|
155 |
+
# pytype static type analyzer
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156 |
+
.pytype/
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157 |
+
|
158 |
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# Cython debug symbols
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159 |
+
cython_debug/
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160 |
+
|
161 |
+
# PyCharm
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162 |
+
# JetBrains specific template is maintained in a separate JetBrains.gitignore that can
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163 |
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# be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
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164 |
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# and can be added to the global gitignore or merged into this file. For a more nuclear
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165 |
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# option (not recommended) you can uncomment the following to ignore the entire idea folder.
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+
.idea/
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LICENSE
ADDED
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|
1 |
+
GNU GENERAL PUBLIC LICENSE
|
2 |
+
Version 3, 29 June 2007
|
3 |
+
|
4 |
+
Copyright (C) 2007 Free Software Foundation, Inc. <https://fsf.org/>
|
5 |
+
Everyone is permitted to copy and distribute verbatim copies
|
6 |
+
of this license document, but changing it is not allowed.
|
7 |
+
|
8 |
+
Preamble
|
9 |
+
|
10 |
+
The GNU General Public License is a free, copyleft license for
|
11 |
+
software and other kinds of works.
|
12 |
+
|
13 |
+
The licenses for most software and other practical works are designed
|
14 |
+
to take away your freedom to share and change the works. By contrast,
|
15 |
+
the GNU General Public License is intended to guarantee your freedom to
|
16 |
+
share and change all versions of a program--to make sure it remains free
|
17 |
+
software for all its users. We, the Free Software Foundation, use the
|
18 |
+
GNU General Public License for most of our software; it applies also to
|
19 |
+
any other work released this way by its authors. You can apply it to
|
20 |
+
your programs, too.
|
21 |
+
|
22 |
+
When we speak of free software, we are referring to freedom, not
|
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+
price. Our General Public Licenses are designed to make sure that you
|
24 |
+
have the freedom to distribute copies of free software (and charge for
|
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+
them if you wish), that you receive source code or can get it if you
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26 |
+
want it, that you can change the software or use pieces of it in new
|
27 |
+
free programs, and that you know you can do these things.
|
28 |
+
|
29 |
+
To protect your rights, we need to prevent others from denying you
|
30 |
+
these rights or asking you to surrender the rights. Therefore, you have
|
31 |
+
certain responsibilities if you distribute copies of the software, or if
|
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+
you modify it: responsibilities to respect the freedom of others.
|
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+
|
34 |
+
For example, if you distribute copies of such a program, whether
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+
gratis or for a fee, you must pass on to the recipients the same
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+
freedoms that you received. You must make sure that they, too, receive
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+
or can get the source code. And you must show them these terms so they
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+
know their rights.
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Developers that use the GNU GPL protect your rights with two steps:
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giving you legal permission to copy, distribute and/or modify it.
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changed, so that their problems will not be attributed erroneously to
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authors of previous versions.
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Some devices are designed to deny users access to install or run
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use, which is precisely where it is most unacceptable. Therefore, we
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have designed this version of the GPL to prohibit the practice for those
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products. If such problems arise substantially in other domains, we
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stand ready to extend this provision to those domains in future versions
|
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of the GPL, as needed to protect the freedom of users.
|
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+
Finally, every program is threatened constantly by software patents.
|
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States should not allow patents to restrict development and use of
|
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+
software on general-purpose computers, but in those that do, we wish to
|
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avoid the special danger that patents applied to a free program could
|
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make it effectively proprietary. To prevent this, the GPL assures that
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patents cannot be used to render the program non-free.
|
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The precise terms and conditions for copying, distribution and
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modification follow.
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+
TERMS AND CONDITIONS
|
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|
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+
0. Definitions.
|
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|
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"This License" refers to version 3 of the GNU General Public License.
|
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"Copyright" also means copyright-like laws that apply to other kinds of
|
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"The Program" refers to any copyrightable work licensed under this
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License. Each licensee is addressed as "you". "Licensees" and
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"recipients" may be individuals or organizations.
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To "modify" a work means to copy from or adapt all or part of the work
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exact copy. The resulting work is called a "modified version" of the
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A "covered work" means either the unmodified Program or a work based
|
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on the Program.
|
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To "propagate" a work means to do anything with it that, without
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permission, would make you directly or secondarily liable for
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infringement under applicable copyright law, except executing it on a
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To "convey" a work means any kind of propagation that enables other
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|
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The "source code" for a work means the preferred form of the work
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for making modifications to it. "Object code" means any non-source
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+
A "Standard Interface" means an interface that either is an official
|
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standard defined by a recognized standards body, or, in the case of
|
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interfaces specified for a particular programming language, one that
|
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+
is widely used among developers working in that language.
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|
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+
The "System Libraries" of an executable work include anything, other
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than the work as a whole, that (a) is included in the normal form of
|
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packaging a Major Component, but which is not part of that Major
|
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+
Component, and (b) serves only to enable use of the work with that
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+
Major Component, or to implement a Standard Interface for which an
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+
implementation is available to the public in source code form. A
|
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+
"Major Component", in this context, means a major essential component
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(kernel, window system, and so on) of the specific operating system
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(if any) on which the executable work runs, or a compiler used to
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produce the work, or an object code interpreter used to run it.
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The "Corresponding Source" for a work in object code form means all
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the source code needed to generate, install, and (for an executable
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work) run the object code and to modify the work, including scripts to
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control those activities. However, it does not include the work's
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+
System Libraries, or general-purpose tools or generally available free
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The Corresponding Source need not include anything that users
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Source.
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The Corresponding Source for a work in source code form is that
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+
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|
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All rights granted under this License are granted for the term of
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+
permission to run the unmodified Program. The output from running a
|
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covered work is covered by this License only if the output, given its
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|
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+
rights of fair use or other equivalent, as provided by copyright law.
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+
You may make, run and propagate covered works that you do not
|
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+
convey, without conditions so long as your license otherwise remains
|
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+
in force. You may convey covered works to others for the sole purpose
|
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+
of having them make modifications exclusively for you, or provide you
|
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+
with facilities for running those works, provided that you comply with
|
169 |
+
the terms of this License in conveying all material for which you do
|
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+
not control copyright. Those thus making or running the covered works
|
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+
for you must do so exclusively on your behalf, under your direction
|
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+
and control, on terms that prohibit them from making any copies of
|
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+
your copyrighted material outside their relationship with you.
|
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+
|
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+
Conveying under any other circumstances is permitted solely under
|
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+
the conditions stated below. Sublicensing is not allowed; section 10
|
177 |
+
makes it unnecessary.
|
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+
|
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+
3. Protecting Users' Legal Rights From Anti-Circumvention Law.
|
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+
|
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+
No covered work shall be deemed part of an effective technological
|
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+
measure under any applicable law fulfilling obligations under article
|
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+
11 of the WIPO copyright treaty adopted on 20 December 1996, or
|
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+
similar laws prohibiting or restricting circumvention of such
|
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+
measures.
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+
|
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+
When you convey a covered work, you waive any legal power to forbid
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circumvention of technological measures to the extent such circumvention
|
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the covered work, and you disclaim any intention to limit operation or
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+
modification of the work as a means of enforcing, against the work's
|
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+
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|
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+
technological measures.
|
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+
|
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+
4. Conveying Verbatim Copies.
|
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|
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+
You may convey verbatim copies of the Program's source code as you
|
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+
receive it, in any medium, provided that you conspicuously and
|
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appropriately publish on each copy an appropriate copyright notice;
|
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keep intact all notices stating that this License and any
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non-permissive terms added in accord with section 7 apply to the code;
|
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keep intact all notices of the absence of any warranty; and give all
|
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You may charge any price or no price for each copy that you convey,
|
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and you may offer support or warranty protection for a fee.
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|
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+
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|
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|
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You may convey a work based on the Program, or the modifications to
|
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+
produce it from the Program, in the form of source code under the
|
212 |
+
terms of section 4, provided that you also meet all of these conditions:
|
213 |
+
|
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+
a) The work must carry prominent notices stating that you modified
|
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it, and giving a relevant date.
|
216 |
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|
217 |
+
b) The work must carry prominent notices stating that it is
|
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released under this License and any conditions added under section
|
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+
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|
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"keep intact all notices".
|
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+
|
222 |
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c) You must license the entire work, as a whole, under this
|
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License to anyone who comes into possession of a copy. This
|
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|
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|
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regardless of how they are packaged. This License gives no
|
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+
permission to license the work in any other way, but it does not
|
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+
invalidate such permission if you have separately received it.
|
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|
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+
d) If the work has interactive user interfaces, each must display
|
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Appropriate Legal Notices; however, if the Program has interactive
|
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|
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|
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A compilation of a covered work with other separate and independent
|
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works, which are not by their nature extensions of the covered work,
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and which are not combined with it such as to form a larger program,
|
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|
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"aggregate" if the compilation and its resulting copyright are not
|
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used to limit the access or legal rights of the compilation's users
|
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|
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|
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parts of the aggregate.
|
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|
245 |
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6. Conveying Non-Source Forms.
|
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|
247 |
+
You may convey a covered work in object code form under the terms
|
248 |
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|
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machine-readable Corresponding Source under the terms of this License,
|
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in one of these ways:
|
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|
252 |
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a) Convey the object code in, or embodied in, a physical product
|
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|
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|
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+
customarily used for software interchange.
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|
257 |
+
b) Convey the object code in, or embodied in, a physical product
|
258 |
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(including a physical distribution medium), accompanied by a
|
259 |
+
written offer, valid for at least three years and valid for as
|
260 |
+
long as you offer spare parts or customer support for that product
|
261 |
+
model, to give anyone who possesses the object code either (1) a
|
262 |
+
copy of the Corresponding Source for all the software in the
|
263 |
+
product that is covered by this License, on a durable physical
|
264 |
+
medium customarily used for software interchange, for a price no
|
265 |
+
more than your reasonable cost of physically performing this
|
266 |
+
conveying of source, or (2) access to copy the
|
267 |
+
Corresponding Source from a network server at no charge.
|
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|
269 |
+
c) Convey individual copies of the object code with a copy of the
|
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|
271 |
+
alternative is allowed only occasionally and noncommercially, and
|
272 |
+
only if you received the object code with such an offer, in accord
|
273 |
+
with subsection 6b.
|
274 |
+
|
275 |
+
d) Convey the object code by offering access from a designated
|
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+
place (gratis or for a charge), and offer equivalent access to the
|
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Corresponding Source in the same way through the same place at no
|
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further charge. You need not require recipients to copy the
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Corresponding Source along with the object code. If the place to
|
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|
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may be on a different server (operated by you or a third party)
|
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that supports equivalent copying facilities, provided you maintain
|
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clear directions next to the object code saying where to find the
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Corresponding Source. Regardless of what server hosts the
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Corresponding Source, you remain obligated to ensure that it is
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+
available for as long as needed to satisfy these requirements.
|
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|
288 |
+
e) Convey the object code using peer-to-peer transmission, provided
|
289 |
+
you inform other peers where the object code and Corresponding
|
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+
Source of the work are being offered to the general public at no
|
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+
charge under subsection 6d.
|
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+
|
293 |
+
A separable portion of the object code, whose source code is excluded
|
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+
from the Corresponding Source as a System Library, need not be
|
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included in conveying the object code work.
|
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|
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A "User Product" is either (1) a "consumer product", which means any
|
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tangible personal property which is normally used for personal, family,
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|
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|
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|
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typical or common use of that class of product, regardless of the status
|
304 |
+
of the particular user or of the way in which the particular user
|
305 |
+
actually uses, or expects or is expected to use, the product. A product
|
306 |
+
is a consumer product regardless of whether the product has substantial
|
307 |
+
commercial, industrial or non-consumer uses, unless such uses represent
|
308 |
+
the only significant mode of use of the product.
|
309 |
+
|
310 |
+
"Installation Information" for a User Product means any methods,
|
311 |
+
procedures, authorization keys, or other information required to install
|
312 |
+
and execute modified versions of a covered work in that User Product from
|
313 |
+
a modified version of its Corresponding Source. The information must
|
314 |
+
suffice to ensure that the continued functioning of the modified object
|
315 |
+
code is in no case prevented or interfered with solely because
|
316 |
+
modification has been made.
|
317 |
+
|
318 |
+
If you convey an object code work under this section in, or with, or
|
319 |
+
specifically for use in, a User Product, and the conveying occurs as
|
320 |
+
part of a transaction in which the right of possession and use of the
|
321 |
+
User Product is transferred to the recipient in perpetuity or for a
|
322 |
+
fixed term (regardless of how the transaction is characterized), the
|
323 |
+
Corresponding Source conveyed under this section must be accompanied
|
324 |
+
by the Installation Information. But this requirement does not apply
|
325 |
+
if neither you nor any third party retains the ability to install
|
326 |
+
modified object code on the User Product (for example, the work has
|
327 |
+
been installed in ROM).
|
328 |
+
|
329 |
+
The requirement to provide Installation Information does not include a
|
330 |
+
requirement to continue to provide support service, warranty, or updates
|
331 |
+
for a work that has been modified or installed by the recipient, or for
|
332 |
+
the User Product in which it has been modified or installed. Access to a
|
333 |
+
network may be denied when the modification itself materially and
|
334 |
+
adversely affects the operation of the network or violates the rules and
|
335 |
+
protocols for communication across the network.
|
336 |
+
|
337 |
+
Corresponding Source conveyed, and Installation Information provided,
|
338 |
+
in accord with this section must be in a format that is publicly
|
339 |
+
documented (and with an implementation available to the public in
|
340 |
+
source code form), and must require no special password or key for
|
341 |
+
unpacking, reading or copying.
|
342 |
+
|
343 |
+
7. Additional Terms.
|
344 |
+
|
345 |
+
"Additional permissions" are terms that supplement the terms of this
|
346 |
+
License by making exceptions from one or more of its conditions.
|
347 |
+
Additional permissions that are applicable to the entire Program shall
|
348 |
+
be treated as though they were included in this License, to the extent
|
349 |
+
that they are valid under applicable law. If additional permissions
|
350 |
+
apply only to part of the Program, that part may be used separately
|
351 |
+
under those permissions, but the entire Program remains governed by
|
352 |
+
this License without regard to the additional permissions.
|
353 |
+
|
354 |
+
When you convey a copy of a covered work, you may at your option
|
355 |
+
remove any additional permissions from that copy, or from any part of
|
356 |
+
it. (Additional permissions may be written to require their own
|
357 |
+
removal in certain cases when you modify the work.) You may place
|
358 |
+
additional permissions on material, added by you to a covered work,
|
359 |
+
for which you have or can give appropriate copyright permission.
|
360 |
+
|
361 |
+
Notwithstanding any other provision of this License, for material you
|
362 |
+
add to a covered work, you may (if authorized by the copyright holders of
|
363 |
+
that material) supplement the terms of this License with terms:
|
364 |
+
|
365 |
+
a) Disclaiming warranty or limiting liability differently from the
|
366 |
+
terms of sections 15 and 16 of this License; or
|
367 |
+
|
368 |
+
b) Requiring preservation of specified reasonable legal notices or
|
369 |
+
author attributions in that material or in the Appropriate Legal
|
370 |
+
Notices displayed by works containing it; or
|
371 |
+
|
372 |
+
c) Prohibiting misrepresentation of the origin of that material, or
|
373 |
+
requiring that modified versions of such material be marked in
|
374 |
+
reasonable ways as different from the original version; or
|
375 |
+
|
376 |
+
d) Limiting the use for publicity purposes of names of licensors or
|
377 |
+
authors of the material; or
|
378 |
+
|
379 |
+
e) Declining to grant rights under trademark law for use of some
|
380 |
+
trade names, trademarks, or service marks; or
|
381 |
+
|
382 |
+
f) Requiring indemnification of licensors and authors of that
|
383 |
+
material by anyone who conveys the material (or modified versions of
|
384 |
+
it) with contractual assumptions of liability to the recipient, for
|
385 |
+
any liability that these contractual assumptions directly impose on
|
386 |
+
those licensors and authors.
|
387 |
+
|
388 |
+
All other non-permissive additional terms are considered "further
|
389 |
+
restrictions" within the meaning of section 10. If the Program as you
|
390 |
+
received it, or any part of it, contains a notice stating that it is
|
391 |
+
governed by this License along with a term that is a further
|
392 |
+
restriction, you may remove that term. If a license document contains
|
393 |
+
a further restriction but permits relicensing or conveying under this
|
394 |
+
License, you may add to a covered work material governed by the terms
|
395 |
+
of that license document, provided that the further restriction does
|
396 |
+
not survive such relicensing or conveying.
|
397 |
+
|
398 |
+
If you add terms to a covered work in accord with this section, you
|
399 |
+
must place, in the relevant source files, a statement of the
|
400 |
+
additional terms that apply to those files, or a notice indicating
|
401 |
+
where to find the applicable terms.
|
402 |
+
|
403 |
+
Additional terms, permissive or non-permissive, may be stated in the
|
404 |
+
form of a separately written license, or stated as exceptions;
|
405 |
+
the above requirements apply either way.
|
406 |
+
|
407 |
+
8. Termination.
|
408 |
+
|
409 |
+
You may not propagate or modify a covered work except as expressly
|
410 |
+
provided under this License. Any attempt otherwise to propagate or
|
411 |
+
modify it is void, and will automatically terminate your rights under
|
412 |
+
this License (including any patent licenses granted under the third
|
413 |
+
paragraph of section 11).
|
414 |
+
|
415 |
+
However, if you cease all violation of this License, then your
|
416 |
+
license from a particular copyright holder is reinstated (a)
|
417 |
+
provisionally, unless and until the copyright holder explicitly and
|
418 |
+
finally terminates your license, and (b) permanently, if the copyright
|
419 |
+
holder fails to notify you of the violation by some reasonable means
|
420 |
+
prior to 60 days after the cessation.
|
421 |
+
|
422 |
+
Moreover, your license from a particular copyright holder is
|
423 |
+
reinstated permanently if the copyright holder notifies you of the
|
424 |
+
violation by some reasonable means, this is the first time you have
|
425 |
+
received notice of violation of this License (for any work) from that
|
426 |
+
copyright holder, and you cure the violation prior to 30 days after
|
427 |
+
your receipt of the notice.
|
428 |
+
|
429 |
+
Termination of your rights under this section does not terminate the
|
430 |
+
licenses of parties who have received copies or rights from you under
|
431 |
+
this License. If your rights have been terminated and not permanently
|
432 |
+
reinstated, you do not qualify to receive new licenses for the same
|
433 |
+
material under section 10.
|
434 |
+
|
435 |
+
9. Acceptance Not Required for Having Copies.
|
436 |
+
|
437 |
+
You are not required to accept this License in order to receive or
|
438 |
+
run a copy of the Program. Ancillary propagation of a covered work
|
439 |
+
occurring solely as a consequence of using peer-to-peer transmission
|
440 |
+
to receive a copy likewise does not require acceptance. However,
|
441 |
+
nothing other than this License grants you permission to propagate or
|
442 |
+
modify any covered work. These actions infringe copyright if you do
|
443 |
+
not accept this License. Therefore, by modifying or propagating a
|
444 |
+
covered work, you indicate your acceptance of this License to do so.
|
445 |
+
|
446 |
+
10. Automatic Licensing of Downstream Recipients.
|
447 |
+
|
448 |
+
Each time you convey a covered work, the recipient automatically
|
449 |
+
receives a license from the original licensors, to run, modify and
|
450 |
+
propagate that work, subject to this License. You are not responsible
|
451 |
+
for enforcing compliance by third parties with this License.
|
452 |
+
|
453 |
+
An "entity transaction" is a transaction transferring control of an
|
454 |
+
organization, or substantially all assets of one, or subdividing an
|
455 |
+
organization, or merging organizations. If propagation of a covered
|
456 |
+
work results from an entity transaction, each party to that
|
457 |
+
transaction who receives a copy of the work also receives whatever
|
458 |
+
licenses to the work the party's predecessor in interest had or could
|
459 |
+
give under the previous paragraph, plus a right to possession of the
|
460 |
+
Corresponding Source of the work from the predecessor in interest, if
|
461 |
+
the predecessor has it or can get it with reasonable efforts.
|
462 |
+
|
463 |
+
You may not impose any further restrictions on the exercise of the
|
464 |
+
rights granted or affirmed under this License. For example, you may
|
465 |
+
not impose a license fee, royalty, or other charge for exercise of
|
466 |
+
rights granted under this License, and you may not initiate litigation
|
467 |
+
(including a cross-claim or counterclaim in a lawsuit) alleging that
|
468 |
+
any patent claim is infringed by making, using, selling, offering for
|
469 |
+
sale, or importing the Program or any portion of it.
|
470 |
+
|
471 |
+
11. Patents.
|
472 |
+
|
473 |
+
A "contributor" is a copyright holder who authorizes use under this
|
474 |
+
License of the Program or a work on which the Program is based. The
|
475 |
+
work thus licensed is called the contributor's "contributor version".
|
476 |
+
|
477 |
+
A contributor's "essential patent claims" are all patent claims
|
478 |
+
owned or controlled by the contributor, whether already acquired or
|
479 |
+
hereafter acquired, that would be infringed by some manner, permitted
|
480 |
+
by this License, of making, using, or selling its contributor version,
|
481 |
+
but do not include claims that would be infringed only as a
|
482 |
+
consequence of further modification of the contributor version. For
|
483 |
+
purposes of this definition, "control" includes the right to grant
|
484 |
+
patent sublicenses in a manner consistent with the requirements of
|
485 |
+
this License.
|
486 |
+
|
487 |
+
Each contributor grants you a non-exclusive, worldwide, royalty-free
|
488 |
+
patent license under the contributor's essential patent claims, to
|
489 |
+
make, use, sell, offer for sale, import and otherwise run, modify and
|
490 |
+
propagate the contents of its contributor version.
|
491 |
+
|
492 |
+
In the following three paragraphs, a "patent license" is any express
|
493 |
+
agreement or commitment, however denominated, not to enforce a patent
|
494 |
+
(such as an express permission to practice a patent or covenant not to
|
495 |
+
sue for patent infringement). To "grant" such a patent license to a
|
496 |
+
party means to make such an agreement or commitment not to enforce a
|
497 |
+
patent against the party.
|
498 |
+
|
499 |
+
If you convey a covered work, knowingly relying on a patent license,
|
500 |
+
and the Corresponding Source of the work is not available for anyone
|
501 |
+
to copy, free of charge and under the terms of this License, through a
|
502 |
+
publicly available network server or other readily accessible means,
|
503 |
+
then you must either (1) cause the Corresponding Source to be so
|
504 |
+
available, or (2) arrange to deprive yourself of the benefit of the
|
505 |
+
patent license for this particular work, or (3) arrange, in a manner
|
506 |
+
consistent with the requirements of this License, to extend the patent
|
507 |
+
license to downstream recipients. "Knowingly relying" means you have
|
508 |
+
actual knowledge that, but for the patent license, your conveying the
|
509 |
+
covered work in a country, or your recipient's use of the covered work
|
510 |
+
in a country, would infringe one or more identifiable patents in that
|
511 |
+
country that you have reason to believe are valid.
|
512 |
+
|
513 |
+
If, pursuant to or in connection with a single transaction or
|
514 |
+
arrangement, you convey, or propagate by procuring conveyance of, a
|
515 |
+
covered work, and grant a patent license to some of the parties
|
516 |
+
receiving the covered work authorizing them to use, propagate, modify
|
517 |
+
or convey a specific copy of the covered work, then the patent license
|
518 |
+
you grant is automatically extended to all recipients of the covered
|
519 |
+
work and works based on it.
|
520 |
+
|
521 |
+
A patent license is "discriminatory" if it does not include within
|
522 |
+
the scope of its coverage, prohibits the exercise of, or is
|
523 |
+
conditioned on the non-exercise of one or more of the rights that are
|
524 |
+
specifically granted under this License. You may not convey a covered
|
525 |
+
work if you are a party to an arrangement with a third party that is
|
526 |
+
in the business of distributing software, under which you make payment
|
527 |
+
to the third party based on the extent of your activity of conveying
|
528 |
+
the work, and under which the third party grants, to any of the
|
529 |
+
parties who would receive the covered work from you, a discriminatory
|
530 |
+
patent license (a) in connection with copies of the covered work
|
531 |
+
conveyed by you (or copies made from those copies), or (b) primarily
|
532 |
+
for and in connection with specific products or compilations that
|
533 |
+
contain the covered work, unless you entered into that arrangement,
|
534 |
+
or that patent license was granted, prior to 28 March 2007.
|
535 |
+
|
536 |
+
Nothing in this License shall be construed as excluding or limiting
|
537 |
+
any implied license or other defenses to infringement that may
|
538 |
+
otherwise be available to you under applicable patent law.
|
539 |
+
|
540 |
+
12. No Surrender of Others' Freedom.
|
541 |
+
|
542 |
+
If conditions are imposed on you (whether by court order, agreement or
|
543 |
+
otherwise) that contradict the conditions of this License, they do not
|
544 |
+
excuse you from the conditions of this License. If you cannot convey a
|
545 |
+
covered work so as to satisfy simultaneously your obligations under this
|
546 |
+
License and any other pertinent obligations, then as a consequence you may
|
547 |
+
not convey it at all. For example, if you agree to terms that obligate you
|
548 |
+
to collect a royalty for further conveying from those to whom you convey
|
549 |
+
the Program, the only way you could satisfy both those terms and this
|
550 |
+
License would be to refrain entirely from conveying the Program.
|
551 |
+
|
552 |
+
13. Use with the GNU Affero General Public License.
|
553 |
+
|
554 |
+
Notwithstanding any other provision of this License, you have
|
555 |
+
permission to link or combine any covered work with a work licensed
|
556 |
+
under version 3 of the GNU Affero General Public License into a single
|
557 |
+
combined work, and to convey the resulting work. The terms of this
|
558 |
+
License will continue to apply to the part which is the covered work,
|
559 |
+
but the special requirements of the GNU Affero General Public License,
|
560 |
+
section 13, concerning interaction through a network will apply to the
|
561 |
+
combination as such.
|
562 |
+
|
563 |
+
14. Revised Versions of this License.
|
564 |
+
|
565 |
+
The Free Software Foundation may publish revised and/or new versions of
|
566 |
+
the GNU General Public License from time to time. Such new versions will
|
567 |
+
be similar in spirit to the present version, but may differ in detail to
|
568 |
+
address new problems or concerns.
|
569 |
+
|
570 |
+
Each version is given a distinguishing version number. If the
|
571 |
+
Program specifies that a certain numbered version of the GNU General
|
572 |
+
Public License "or any later version" applies to it, you have the
|
573 |
+
option of following the terms and conditions either of that numbered
|
574 |
+
version or of any later version published by the Free Software
|
575 |
+
Foundation. If the Program does not specify a version number of the
|
576 |
+
GNU General Public License, you may choose any version ever published
|
577 |
+
by the Free Software Foundation.
|
578 |
+
|
579 |
+
If the Program specifies that a proxy can decide which future
|
580 |
+
versions of the GNU General Public License can be used, that proxy's
|
581 |
+
public statement of acceptance of a version permanently authorizes you
|
582 |
+
to choose that version for the Program.
|
583 |
+
|
584 |
+
Later license versions may give you additional or different
|
585 |
+
permissions. However, no additional obligations are imposed on any
|
586 |
+
author or copyright holder as a result of your choosing to follow a
|
587 |
+
later version.
|
588 |
+
|
589 |
+
15. Disclaimer of Warranty.
|
590 |
+
|
591 |
+
THERE IS NO WARRANTY FOR THE PROGRAM, TO THE EXTENT PERMITTED BY
|
592 |
+
APPLICABLE LAW. EXCEPT WHEN OTHERWISE STATED IN WRITING THE COPYRIGHT
|
593 |
+
HOLDERS AND/OR OTHER PARTIES PROVIDE THE PROGRAM "AS IS" WITHOUT WARRANTY
|
594 |
+
OF ANY KIND, EITHER EXPRESSED OR IMPLIED, INCLUDING, BUT NOT LIMITED TO,
|
595 |
+
THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR
|
596 |
+
PURPOSE. THE ENTIRE RISK AS TO THE QUALITY AND PERFORMANCE OF THE PROGRAM
|
597 |
+
IS WITH YOU. SHOULD THE PROGRAM PROVE DEFECTIVE, YOU ASSUME THE COST OF
|
598 |
+
ALL NECESSARY SERVICING, REPAIR OR CORRECTION.
|
599 |
+
|
600 |
+
16. Limitation of Liability.
|
601 |
+
|
602 |
+
IN NO EVENT UNLESS REQUIRED BY APPLICABLE LAW OR AGREED TO IN WRITING
|
603 |
+
WILL ANY COPYRIGHT HOLDER, OR ANY OTHER PARTY WHO MODIFIES AND/OR CONVEYS
|
604 |
+
THE PROGRAM AS PERMITTED ABOVE, BE LIABLE TO YOU FOR DAMAGES, INCLUDING ANY
|
605 |
+
GENERAL, SPECIAL, INCIDENTAL OR CONSEQUENTIAL DAMAGES ARISING OUT OF THE
|
606 |
+
USE OR INABILITY TO USE THE PROGRAM (INCLUDING BUT NOT LIMITED TO LOSS OF
|
607 |
+
DATA OR DATA BEING RENDERED INACCURATE OR LOSSES SUSTAINED BY YOU OR THIRD
|
608 |
+
PARTIES OR A FAILURE OF THE PROGRAM TO OPERATE WITH ANY OTHER PROGRAMS),
|
609 |
+
EVEN IF SUCH HOLDER OR OTHER PARTY HAS BEEN ADVISED OF THE POSSIBILITY OF
|
610 |
+
SUCH DAMAGES.
|
611 |
+
|
612 |
+
17. Interpretation of Sections 15 and 16.
|
613 |
+
|
614 |
+
If the disclaimer of warranty and limitation of liability provided
|
615 |
+
above cannot be given local legal effect according to their terms,
|
616 |
+
reviewing courts shall apply local law that most closely approximates
|
617 |
+
an absolute waiver of all civil liability in connection with the
|
618 |
+
Program, unless a warranty or assumption of liability accompanies a
|
619 |
+
copy of the Program in return for a fee.
|
620 |
+
|
621 |
+
END OF TERMS AND CONDITIONS
|
622 |
+
|
623 |
+
How to Apply These Terms to Your New Programs
|
624 |
+
|
625 |
+
If you develop a new program, and you want it to be of the greatest
|
626 |
+
possible use to the public, the best way to achieve this is to make it
|
627 |
+
free software which everyone can redistribute and change under these terms.
|
628 |
+
|
629 |
+
To do so, attach the following notices to the program. It is safest
|
630 |
+
to attach them to the start of each source file to most effectively
|
631 |
+
state the exclusion of warranty; and each file should have at least
|
632 |
+
the "copyright" line and a pointer to where the full notice is found.
|
633 |
+
|
634 |
+
Texify latex image ocr
|
635 |
+
Copyright (C) 2023 Vikas Paruchuri
|
636 |
+
|
637 |
+
This program is free software: you can redistribute it and/or modify
|
638 |
+
it under the terms of the GNU General Public License as published by
|
639 |
+
the Free Software Foundation, either version 3 of the License, or
|
640 |
+
(at your option) any later version.
|
641 |
+
|
642 |
+
This program is distributed in the hope that it will be useful,
|
643 |
+
but WITHOUT ANY WARRANTY; without even the implied warranty of
|
644 |
+
MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
|
645 |
+
GNU General Public License for more details.
|
646 |
+
|
647 |
+
You should have received a copy of the GNU General Public License
|
648 |
+
along with this program. If not, see <https://www.gnu.org/licenses/>.
|
649 |
+
|
650 |
+
Also add information on how to contact you by electronic and paper mail.
|
651 |
+
|
652 |
+
If the program does terminal interaction, make it output a short
|
653 |
+
notice like this when it starts in an interactive mode:
|
654 |
+
|
655 |
+
Texify Copyright (C) 2023 Vikas Paruchuri
|
656 |
+
This program comes with ABSOLUTELY NO WARRANTY; for details type `show w'.
|
657 |
+
This is free software, and you are welcome to redistribute it
|
658 |
+
under certain conditions; type `show c' for details.
|
659 |
+
|
660 |
+
The hypothetical commands `show w' and `show c' should show the appropriate
|
661 |
+
parts of the General Public License. Of course, your program's commands
|
662 |
+
might be different; for a GUI interface, you would use an "about box".
|
663 |
+
|
664 |
+
You should also get your employer (if you work as a programmer) or school,
|
665 |
+
if any, to sign a "copyright disclaimer" for the program, if necessary.
|
666 |
+
For more information on this, and how to apply and follow the GNU GPL, see
|
667 |
+
<https://www.gnu.org/licenses/>.
|
668 |
+
|
669 |
+
The GNU General Public License does not permit incorporating your program
|
670 |
+
into proprietary programs. If your program is a subroutine library, you
|
671 |
+
may consider it more useful to permit linking proprietary applications with
|
672 |
+
the library. If this is what you want to do, use the GNU Lesser General
|
673 |
+
Public License instead of this License. But first, please read
|
674 |
+
<https://www.gnu.org/licenses/why-not-lgpl.html>.
|
README.md
ADDED
@@ -0,0 +1,175 @@
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|
1 |
+
# Texify
|
2 |
+
|
3 |
+
Texify is an OCR model that converts images or pdfs containing math into markdown and LaTeX that can be rendered by MathJax ($$ and $ are delimiters). It can run on CPU, GPU, or MPS.
|
4 |
+
|
5 |
+
https://github.com/VikParuchuri/texify/assets/913340/882022a6-020d-4796-af02-67cb77bc084c
|
6 |
+
|
7 |
+
Texify can work with block equations, or equations mixed with text (inline). It will convert both the equations and the text.
|
8 |
+
|
9 |
+
The closest open source comparisons to texify are [pix2tex](https://github.com/lukas-blecher/LaTeX-OCR) and [nougat](https://github.com/facebookresearch/nougat), although they're designed for different purposes:
|
10 |
+
|
11 |
+
- Pix2tex is designed only for block LaTeX equations, and hallucinates more on text.
|
12 |
+
- Nougat is designed to OCR entire pages, and hallucinates more on small images only containing math.
|
13 |
+
|
14 |
+
Pix2tex is trained on im2latex, and nougat is trained on arxiv. Texify is trained on a more diverse set of web data, and works on a range of images.
|
15 |
+
|
16 |
+
See more details in the [benchmarks](#benchmarks) section.
|
17 |
+
|
18 |
+
## Community
|
19 |
+
|
20 |
+
[Discord](https://discord.gg//KuZwXNGnfH) is where we discuss future development.
|
21 |
+
|
22 |
+
## Examples
|
23 |
+
|
24 |
+
**Note** I added spaces after _ symbols because [Github math formatting is broken](https://github.com/github/markup/issues/1575).
|
25 |
+
|
26 |
+
![Example 0](data/examples/0.png)
|
27 |
+
|
28 |
+
**Detected Text** The potential $V_{i}$ of cell $\mathcal{C}_ {j}$ centred at position $\mathbf{r}_ {i}$ is related to the surface charge densities $\sigma_ {j}$ of cells $\mathcal{E}_ {j}$ $j\in[1,N]$ through the superposition principle as:
|
29 |
+
|
30 |
+
$$V_ {i}\,=\,\sum_ {j=0}^{N}\,\frac{\sigma_ {j}}{4\pi\varepsilon_ {0}}\,\int_{\mathcal{E}_ {j}}\frac{1}{\left|\mathbf{r}_ {i}-\mathbf{r}^{\prime}\right|}\,\mathrm{d}^{2}\mathbf{r}^{\prime}\,=\,\sum_{j=0}^{N}\,Q_ {ij}\,\sigma_{j},$$
|
31 |
+
|
32 |
+
where the integral over the surface of cell $\mathcal{C}_ {j}$ only depends on $\mathcal{C}{j}$ shape and on the relative position of the target point $\mathbf{r}_ {i}$ with respect to $\mathcal{C}_ {j}$ location, as $\sigma_ {j}$ is assumed constant over the whole surface of cell $\mathcal{C}_ {j}$.
|
33 |
+
|
34 |
+
| Image | OCR Markdown |
|
35 |
+
|----------------------------|---------------------------|
|
36 |
+
| [1](data/examples/100.png) | [1](data/examples/100.md) |
|
37 |
+
| [2](data/examples/300.png) | [2](data/examples/300.md) |
|
38 |
+
| [3](data/examples/400.png) | [3](data/examples/400.md) |
|
39 |
+
|
40 |
+
# Installation
|
41 |
+
|
42 |
+
You'll need python 3.10+ and PyTorch. You may need to install the CPU version of torch first if you're not using a Mac or a GPU machine. See [here](https://pytorch.org/get-started/locally/) for more details.
|
43 |
+
|
44 |
+
Install with:
|
45 |
+
|
46 |
+
```
|
47 |
+
`pip install texify`
|
48 |
+
```
|
49 |
+
|
50 |
+
Model weights will automatically download the first time you run it.
|
51 |
+
|
52 |
+
# Usage
|
53 |
+
|
54 |
+
- Inspect the settings in `texify/settings.py`. You can override any settings with environment variables.
|
55 |
+
- Your torch device will be automatically detected, but you can override this. For example, `TORCH_DEVICE=cuda` or `TORCH_DEVICE=mps`.
|
56 |
+
|
57 |
+
## Usage tips
|
58 |
+
|
59 |
+
- Don't make your boxes too small or too large. See the examples and the video above for good crops.
|
60 |
+
- Texify is sensitive to how you draw the box around the text you want to OCR. If you get bad results, try selecting a slightly different box, or splitting the box into 2+. You can also try changing the `TEMPERATURE` setting.
|
61 |
+
- Sometimes, KaTeX won't be able to render an equation (red error), but it will still be valid LaTeX. You can copy the LaTeX and render it elsewhere.
|
62 |
+
|
63 |
+
## App for interactive conversion
|
64 |
+
|
65 |
+
I've included a streamlit app that lets you interactively select and convert equations from images or PDF files. Run it with:
|
66 |
+
|
67 |
+
```
|
68 |
+
texify_gui
|
69 |
+
```
|
70 |
+
|
71 |
+
The app will allow you to select the specific equations you want to convert on each page, then render the results with KaTeX and enable easy copying.
|
72 |
+
|
73 |
+
## Convert images
|
74 |
+
|
75 |
+
You can OCR a single image or a folder of images with:
|
76 |
+
|
77 |
+
```
|
78 |
+
texify /path/to/folder_or_file --max 8 --json_path results.json
|
79 |
+
```
|
80 |
+
|
81 |
+
- `--max` is how many images in the folder to convert at most. Omit this to convert all images in the folder.
|
82 |
+
- `--json_path` is an optional path to a json file where the results will be saved. If you omit this, the results will be saved to `data/results.json`.
|
83 |
+
|
84 |
+
## Import and run
|
85 |
+
|
86 |
+
You can import texify and run it in python code:
|
87 |
+
|
88 |
+
```
|
89 |
+
from texify.inference import batch_inference
|
90 |
+
from texify.model.model import load_model
|
91 |
+
from texify.model.processor import load_processor
|
92 |
+
from PIL import Image
|
93 |
+
|
94 |
+
model = load_model()
|
95 |
+
processor = load_processor()
|
96 |
+
img = Image.open("test.png") # Your image name here
|
97 |
+
results = batch_inference([img], model, processor)
|
98 |
+
```
|
99 |
+
|
100 |
+
# Manual install
|
101 |
+
|
102 |
+
If you want to develop texify, you can install it manually:
|
103 |
+
|
104 |
+
- `git clone https://github.com/VikParuchuri/texify.git`
|
105 |
+
- `cd texify`
|
106 |
+
- `poetry install` # Installs main and dev dependencies
|
107 |
+
|
108 |
+
# Limitations
|
109 |
+
|
110 |
+
OCR is complicated, and texify is not perfect. Here are some known limitations:
|
111 |
+
|
112 |
+
- The OCR is dependent on how you crop the image. If you get bad results, try a different selection/crop. Or try changing the `TEMPERATURE` setting.
|
113 |
+
- Texify will OCR equations and surrounding text, but is not good for general purpose OCR. Think sections of a page instead of a whole page.
|
114 |
+
- Texify was mostly trained with 96 DPI images, and only at a max 420x420 resolution. Very wide or very tall images may not work well.
|
115 |
+
- It works best with English, although it should support other languages with similar character sets.
|
116 |
+
- The output format will be markdown with embedded LaTeX for equations (close to Github flavored markdown). It will not be pure LaTeX.
|
117 |
+
|
118 |
+
# Benchmarks
|
119 |
+
|
120 |
+
Benchmarking OCR quality is hard - you ideally need a parallel corpus that models haven't been trained on. I sampled from arxiv and im2latex to create the benchmark set.
|
121 |
+
|
122 |
+
![Benchmark results](data/images/texify_bench.png)
|
123 |
+
|
124 |
+
Each model is trained on one of the benchmark tasks:
|
125 |
+
|
126 |
+
- Nougat was trained on arxiv, possibly the images in the benchmark.
|
127 |
+
- Pix2tex was trained on im2latex.
|
128 |
+
- Texify was trained on im2latex. It was trained on arxiv, but not the images in the benchmark.
|
129 |
+
|
130 |
+
Although this makes the benchmark results biased, it does seem like a good compromise, since nougat and pix2tex don't work as well out of domain. Note that neither pix2tex or nougat is really designed for this task (OCR inline equations and text), so this is not a perfect comparison.
|
131 |
+
|
132 |
+
| Model | BLEU ⬆ | METEOR ⬆ | Edit Distance ⬇ |
|
133 |
+
|---------|--------------|--------------|-----------------|
|
134 |
+
| pix2tex | 0.382659 | 0.543363 | 0.352533 |
|
135 |
+
| nougat | 0.697667 | 0.668331 | 0.288159 |
|
136 |
+
| texify | **0.842349** | **0.885731** | **0.0651534** |
|
137 |
+
|
138 |
+
## Running your own benchmarks
|
139 |
+
|
140 |
+
You can benchmark the performance of texify on your machine.
|
141 |
+
|
142 |
+
- Follow the manual install instructions above.
|
143 |
+
- If you want to use pix2tex, run `pip install pix2tex`
|
144 |
+
- If you want to use nougat, run `pip install nougat-ocr`
|
145 |
+
- Download the benchmark data [here](https://drive.google.com/file/d/1dbY0kBq2SUa885gmbLPUWSRzy5K7O5XJ/view?usp=sharing) and put it in the `data` folder.
|
146 |
+
- Run `benchmark.py` like this:
|
147 |
+
|
148 |
+
```
|
149 |
+
python benchmark.py --max 100 --pix2tex --nougat --data_path data/bench_data.json --result_path data/bench_results.json
|
150 |
+
```
|
151 |
+
|
152 |
+
This will benchmark marker against pix2tex and nougat. It will do batch inference with texify and nougat, but not with pix2tex, since I couldn't find an option for batching.
|
153 |
+
|
154 |
+
- `--max` is how many benchmark images to convert at most.
|
155 |
+
- `--data_path` is the path to the benchmark data. If you omit this, it will use the default path.
|
156 |
+
- `--result_path` is the path to the benchmark results. If you omit this, it will use the default path.
|
157 |
+
- `--pix2tex` specifies whether to run pix2tex (Latex-OCR) or not.
|
158 |
+
- `--nougat` specifies whether to run nougat or not.
|
159 |
+
|
160 |
+
# Training
|
161 |
+
|
162 |
+
Texify was trained on latex images and paired equations from across the web. It includes the [im2latex](https://github.com/guillaumegenthial/im2latex) dataset. Training happened on 4x A6000s for 2 days (~6 epochs).
|
163 |
+
|
164 |
+
# Commercial usage
|
165 |
+
|
166 |
+
This model is trained on top of the openly licensed [Donut](https://huggingface.co/naver-clova-ix/donut-base) model, and thus can be used for commercial purposes. Model weights are licensed under the [CC BY-SA 4.0](https://creativecommons.org/licenses/by-sa/4.0/) license.
|
167 |
+
|
168 |
+
# Thanks
|
169 |
+
|
170 |
+
This work would not have been possible without lots of amazing open source work. I particularly want to acknowledge [Lukas Blecher](https://github.com/lukas-blecher), whose work on Nougat and pix2tex was key for this project. I learned a lot from his code, and used parts of it for texify.
|
171 |
+
|
172 |
+
- [im2latex](https://github.com/guillaumegenthial/im2latex) - one of the datasets used for training
|
173 |
+
- [Donut](https://huggingface.co/naver-clova-ix/donut-base) from Naver, the base model for texify
|
174 |
+
- [Nougat](https://github.com/facebookresearch/nougat) - I used the tokenizer from Nougat
|
175 |
+
- [Latex-OCR](https://github.com/lukas-blecher/LaTeX-OCR) - The original open source Latex OCR project
|
benchmark.py
ADDED
@@ -0,0 +1,226 @@
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|
1 |
+
import argparse
|
2 |
+
import os.path
|
3 |
+
import random
|
4 |
+
import time
|
5 |
+
from functools import partial
|
6 |
+
|
7 |
+
import evaluate
|
8 |
+
from tabulate import tabulate
|
9 |
+
from tqdm import tqdm
|
10 |
+
|
11 |
+
from texify.inference import batch_inference
|
12 |
+
from texify.model.model import load_model
|
13 |
+
from texify.model.processor import load_processor
|
14 |
+
from PIL import Image
|
15 |
+
from texify.settings import settings
|
16 |
+
import json
|
17 |
+
import base64
|
18 |
+
import io
|
19 |
+
from rapidfuzz.distance import Levenshtein
|
20 |
+
|
21 |
+
|
22 |
+
def normalize_text(text):
|
23 |
+
# Replace fences
|
24 |
+
text = text.replace("$", "")
|
25 |
+
text = text.replace("\[", "")
|
26 |
+
text = text.replace("\]", "")
|
27 |
+
text = text.replace("\(", "")
|
28 |
+
text = text.replace("\)", "")
|
29 |
+
text = text.strip()
|
30 |
+
return text
|
31 |
+
|
32 |
+
|
33 |
+
def score_text(predictions, references):
|
34 |
+
bleu = evaluate.load("bleu")
|
35 |
+
bleu_results = bleu.compute(predictions=predictions, references=references)
|
36 |
+
|
37 |
+
meteor = evaluate.load('meteor')
|
38 |
+
meteor_results = meteor.compute(predictions=predictions, references=references)
|
39 |
+
|
40 |
+
lev_dist = []
|
41 |
+
for p, r in zip(predictions, references):
|
42 |
+
lev_dist.append(Levenshtein.normalized_distance(p, r))
|
43 |
+
|
44 |
+
return {
|
45 |
+
'bleu': bleu_results["bleu"],
|
46 |
+
'meteor': meteor_results['meteor'],
|
47 |
+
'edit': sum(lev_dist) / len(lev_dist)
|
48 |
+
}
|
49 |
+
|
50 |
+
|
51 |
+
def image_to_pil(image):
|
52 |
+
decoded = base64.b64decode(image)
|
53 |
+
return Image.open(io.BytesIO(decoded))
|
54 |
+
|
55 |
+
|
56 |
+
def load_images(source_data):
|
57 |
+
images = [sd["image"] for sd in source_data]
|
58 |
+
images = [image_to_pil(image) for image in images]
|
59 |
+
return images
|
60 |
+
|
61 |
+
|
62 |
+
def inference_texify(source_data, model, processor):
|
63 |
+
images = load_images(source_data)
|
64 |
+
|
65 |
+
write_data = []
|
66 |
+
for i in tqdm(range(0, len(images), settings.BATCH_SIZE), desc="Texify inference"):
|
67 |
+
batch = images[i:i+settings.BATCH_SIZE]
|
68 |
+
text = batch_inference(batch, model, processor)
|
69 |
+
for j, t in enumerate(text):
|
70 |
+
eq_idx = i + j
|
71 |
+
write_data.append({"text": t, "equation": source_data[eq_idx]["equation"]})
|
72 |
+
|
73 |
+
return write_data
|
74 |
+
|
75 |
+
|
76 |
+
def inference_pix2tex(source_data):
|
77 |
+
from pix2tex.cli import LatexOCR
|
78 |
+
model = LatexOCR()
|
79 |
+
|
80 |
+
images = load_images(source_data)
|
81 |
+
write_data = []
|
82 |
+
for i in tqdm(range(len(images)), desc="Pix2tex inference"):
|
83 |
+
try:
|
84 |
+
text = model(images[i])
|
85 |
+
except ValueError:
|
86 |
+
# Happens when resize fails
|
87 |
+
text = ""
|
88 |
+
write_data.append({"text": text, "equation": source_data[i]["equation"]})
|
89 |
+
|
90 |
+
return write_data
|
91 |
+
|
92 |
+
|
93 |
+
def image_to_bmp(image):
|
94 |
+
img_out = io.BytesIO()
|
95 |
+
image.save(img_out, format="BMP")
|
96 |
+
return img_out
|
97 |
+
|
98 |
+
|
99 |
+
def inference_nougat(source_data, batch_size=1):
|
100 |
+
import torch
|
101 |
+
from nougat.postprocessing import markdown_compatible
|
102 |
+
from nougat.utils.checkpoint import get_checkpoint
|
103 |
+
from nougat.utils.dataset import ImageDataset
|
104 |
+
from nougat.utils.device import move_to_device
|
105 |
+
from nougat import NougatModel
|
106 |
+
|
107 |
+
# Load images, then convert to bmp format for nougat
|
108 |
+
images = load_images(source_data)
|
109 |
+
images = [image_to_bmp(image) for image in images]
|
110 |
+
predictions = []
|
111 |
+
|
112 |
+
ckpt = get_checkpoint(None, model_tag="0.1.0-small")
|
113 |
+
model = NougatModel.from_pretrained(ckpt)
|
114 |
+
if settings.TORCH_DEVICE_MODEL != "cpu":
|
115 |
+
move_to_device(model, bf16=settings.CUDA, cuda=settings.CUDA)
|
116 |
+
model.eval()
|
117 |
+
|
118 |
+
dataset = ImageDataset(
|
119 |
+
images,
|
120 |
+
partial(model.encoder.prepare_input, random_padding=False),
|
121 |
+
)
|
122 |
+
|
123 |
+
# Batch sizes higher than 1 explode memory usage on CPU/MPS
|
124 |
+
dataloader = torch.utils.data.DataLoader(
|
125 |
+
dataset,
|
126 |
+
batch_size=batch_size,
|
127 |
+
pin_memory=True,
|
128 |
+
shuffle=False,
|
129 |
+
)
|
130 |
+
|
131 |
+
for idx, sample in tqdm(enumerate(dataloader), desc="Nougat inference", total=len(dataloader)):
|
132 |
+
model.config.max_length = settings.MAX_TOKENS
|
133 |
+
model_output = model.inference(image_tensors=sample, early_stopping=False)
|
134 |
+
output = [markdown_compatible(o) for o in model_output["predictions"]]
|
135 |
+
predictions.extend(output)
|
136 |
+
return predictions
|
137 |
+
|
138 |
+
|
139 |
+
def main():
|
140 |
+
parser = argparse.ArgumentParser(description="Benchmark the performance of texify.")
|
141 |
+
parser.add_argument("--data_path", type=str, help="Path to JSON file with source images/equations", default=os.path.join(settings.DATA_DIR, "bench_data.json"))
|
142 |
+
parser.add_argument("--result_path", type=str, help="Path to JSON file to save results to.", default=os.path.join(settings.DATA_DIR, "bench_results.json"))
|
143 |
+
parser.add_argument("--max", type=int, help="Maximum number of images to benchmark.", default=None)
|
144 |
+
parser.add_argument("--pix2tex", action="store_true", help="Run pix2tex scoring", default=False)
|
145 |
+
parser.add_argument("--nougat", action="store_true", help="Run nougat scoring", default=False)
|
146 |
+
args = parser.parse_args()
|
147 |
+
|
148 |
+
source_path = os.path.abspath(args.data_path)
|
149 |
+
result_path = os.path.abspath(args.result_path)
|
150 |
+
os.makedirs(os.path.dirname(result_path), exist_ok=True)
|
151 |
+
model = load_model()
|
152 |
+
processor = load_processor()
|
153 |
+
|
154 |
+
with open(source_path, "r") as f:
|
155 |
+
source_data = json.load(f)
|
156 |
+
|
157 |
+
if args.max:
|
158 |
+
random.seed(1)
|
159 |
+
source_data = random.sample(source_data, args.max)
|
160 |
+
|
161 |
+
start = time.time()
|
162 |
+
predictions = inference_texify(source_data, model, processor)
|
163 |
+
times = {"texify": time.time() - start}
|
164 |
+
text = [normalize_text(p["text"]) for p in predictions]
|
165 |
+
references = [normalize_text(p["equation"]) for p in predictions]
|
166 |
+
|
167 |
+
scores = score_text(text, references)
|
168 |
+
|
169 |
+
write_data = {
|
170 |
+
"texify": {
|
171 |
+
"scores": scores,
|
172 |
+
"text": [{"prediction": p, "reference": r} for p, r in zip(text, references)]
|
173 |
+
}
|
174 |
+
}
|
175 |
+
|
176 |
+
if args.pix2tex:
|
177 |
+
start = time.time()
|
178 |
+
predictions = inference_pix2tex(source_data)
|
179 |
+
times["pix2tex"] = time.time() - start
|
180 |
+
|
181 |
+
p_text = [normalize_text(p["text"]) for p in predictions]
|
182 |
+
|
183 |
+
p_scores = score_text(p_text, references)
|
184 |
+
|
185 |
+
write_data["pix2tex"] = {
|
186 |
+
"scores": p_scores,
|
187 |
+
"text": [{"prediction": p, "reference": r} for p, r in zip(p_text, references)]
|
188 |
+
}
|
189 |
+
|
190 |
+
if args.nougat:
|
191 |
+
start = time.time()
|
192 |
+
predictions = inference_nougat(source_data)
|
193 |
+
times["nougat"] = time.time() - start
|
194 |
+
n_text = [normalize_text(p) for p in predictions]
|
195 |
+
|
196 |
+
n_scores = score_text(n_text, references)
|
197 |
+
|
198 |
+
write_data["nougat"] = {
|
199 |
+
"scores": n_scores,
|
200 |
+
"text": [{"prediction": p, "reference": r} for p, r in zip(n_text, references)]
|
201 |
+
}
|
202 |
+
|
203 |
+
score_table = []
|
204 |
+
score_headers = ["bleu", "meteor", "edit"]
|
205 |
+
score_dirs = ["⬆", "⬆", "⬇", "⬇"]
|
206 |
+
|
207 |
+
for method in write_data.keys():
|
208 |
+
score_table.append([method, *[write_data[method]["scores"][h] for h in score_headers], times[method]])
|
209 |
+
|
210 |
+
score_headers.append("time taken (s)")
|
211 |
+
score_headers = [f"{h} {d}" for h, d in zip(score_headers, score_dirs)]
|
212 |
+
print()
|
213 |
+
print(tabulate(score_table, headers=["Method", *score_headers]))
|
214 |
+
print()
|
215 |
+
print("Higher is better for BLEU and METEOR, lower is better for edit distance and time taken.")
|
216 |
+
print("Note that pix2tex is unbatched (I couldn't find a batch inference method in the docs), so time taken is higher than it should be.")
|
217 |
+
|
218 |
+
with open(result_path, "w") as f:
|
219 |
+
json.dump(write_data, f, indent=4)
|
220 |
+
|
221 |
+
|
222 |
+
if __name__ == "__main__":
|
223 |
+
main()
|
224 |
+
|
225 |
+
|
226 |
+
|
data/.gitignore
ADDED
@@ -0,0 +1,6 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
*
|
2 |
+
!.gitignore
|
3 |
+
!examples
|
4 |
+
!examples/*
|
5 |
+
!images
|
6 |
+
!images/*
|
data/examples/0.md
ADDED
@@ -0,0 +1,5 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
The potential $V_{i}$ of cell $\mathcal{C}_ {j}$ centred at position $\mathbf{r}_ {i}$ is related to the surface charge densities $\sigma_ {j}$ of cells $\mathcal{E}_ {j}$ $j\in[1,N]$ through the superposition principle as:
|
2 |
+
|
3 |
+
$$V_ {i}\,=\,\sum_ {j=0}^{N}\,\frac{\sigma_ {j}}{4\pi\varepsilon_ {0}}\,\int_{\mathcal{E}_ {j}}\frac{1}{\left|\mathbf{r}_ {i}-\mathbf{r}^{\prime}\right|}\,\mathrm{d}^{2}\mathbf{r}^{\prime}\,=\,\sum_{j=0}^{N}\,Q_ {ij}\,\sigma_{j},$$
|
4 |
+
|
5 |
+
where the integral over the surface of cell $\mathcal{C}_ {j}$ only depends on $\mathcal{C}{j}$ shape and on the relative position of the target point $\mathbf{r}_ {i}$ with respect to $\mathcal{C}_ {j}$ location, as $\sigma_ {j}$ is assumed constant over the whole surface of cell $\mathcal{C}_ {j}$.
|
data/examples/0.png
ADDED
![]() |
data/examples/100.md
ADDED
@@ -0,0 +1 @@
|
|
|
|
|
1 |
+
Following , the minimal energy fraction the muon receives in the pion's rest frame is $r_ {\pi}=(m_ {\mu}/m_ {\pi})^2\approx0.57$, when it is emitted against the direction of movement, or 1 when it coincides with the pion's direction.
|
data/examples/100.png
ADDED
![]() |
data/examples/300.md
ADDED
@@ -0,0 +1,4 @@
|
|
|
|
|
|
|
|
|
|
|
1 |
+
|
2 |
+
$$\mid\frac{1}{x}=\frac{1}{c}\mid=\mid\frac{c-x}{xc}\mid=\frac{1}{\left\vert x\right\vert}\cdot\frac{1}{\left\vert c\right\vert}\cdot\left\vert x-c\right\vert$$
|
3 |
+
|
4 |
+
The factor $$\frac{1}{\left\vert x\right\vert}$$ is not good if its near 0.
|
data/examples/300.png
ADDED
![]() |
data/examples/400.md
ADDED
@@ -0,0 +1,9 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
Then the results are that afterward:
|
2 |
+
|
3 |
+
For every value of $\lambda$, there is a probability of $|\langle\Psi|\Psi_\lambda\rangle|^2$ that the system is in state $|\Psi_\lambda\rangle$
|
4 |
+
|
5 |
+
This is captured by the density matrix formalism as the transition
|
6 |
+
|
7 |
+
$|\Psi\rangle\langle\Psi|\Rightarrow\sum_\lambda|\langle\Psi|\Psi_\lambda\rangle|^2|\Psi_\lambda\rangle\langle\Psi_\lambda|$
|
8 |
+
|
9 |
+
atyy I guess thinking about it classically, Demystifier's argument must be right.
|
data/examples/400.png
ADDED
![]() |
data/images/gui_screen.png
ADDED
![]() |
data/images/texify_bench.png
ADDED
![]() |
ocr_app.py
ADDED
@@ -0,0 +1,167 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
import io
|
2 |
+
|
3 |
+
import pandas as pd
|
4 |
+
import streamlit as st
|
5 |
+
from streamlit_drawable_canvas import st_canvas
|
6 |
+
import hashlib
|
7 |
+
import pypdfium2
|
8 |
+
|
9 |
+
from texify.inference import batch_inference
|
10 |
+
from texify.model.model import load_model
|
11 |
+
from texify.model.processor import load_processor
|
12 |
+
from texify.settings import settings
|
13 |
+
import subprocess
|
14 |
+
import re
|
15 |
+
from PIL import Image
|
16 |
+
|
17 |
+
MAX_WIDTH = 1000
|
18 |
+
|
19 |
+
|
20 |
+
def replace_katex_invalid(string):
|
21 |
+
# KaTeX cannot render all LaTeX, so we need to replace some things
|
22 |
+
string = re.sub(r'\\tag\{.*?\}', '', string)
|
23 |
+
string = re.sub(r'\\Big\{(.*?)\}|\\big\{(.*?)\}', r'\1\2', string)
|
24 |
+
return string
|
25 |
+
|
26 |
+
@st.cache_resource()
|
27 |
+
def load_model_cached():
|
28 |
+
return load_model()
|
29 |
+
|
30 |
+
|
31 |
+
@st.cache_resource()
|
32 |
+
def load_processor_cached():
|
33 |
+
return load_processor()
|
34 |
+
|
35 |
+
|
36 |
+
@st.cache_data()
|
37 |
+
def infer_image(pil_image, bbox, temperature):
|
38 |
+
input_img = pil_image.crop(bbox)
|
39 |
+
model_output = batch_inference([input_img], model, processor, temperature=temperature)
|
40 |
+
return model_output[0]
|
41 |
+
|
42 |
+
|
43 |
+
def open_pdf(pdf_file):
|
44 |
+
stream = io.BytesIO(pdf_file.getvalue())
|
45 |
+
return pypdfium2.PdfDocument(stream)
|
46 |
+
|
47 |
+
|
48 |
+
@st.cache_data()
|
49 |
+
def get_page_image(pdf_file, page_num, dpi=96):
|
50 |
+
doc = open_pdf(pdf_file)
|
51 |
+
renderer = doc.render(
|
52 |
+
pypdfium2.PdfBitmap.to_pil,
|
53 |
+
page_indices=[page_num - 1],
|
54 |
+
scale=dpi / 72,
|
55 |
+
)
|
56 |
+
png = list(renderer)[0]
|
57 |
+
png_image = png.convert("RGB")
|
58 |
+
return png_image
|
59 |
+
|
60 |
+
|
61 |
+
@st.cache_data()
|
62 |
+
def get_uploaded_image(in_file):
|
63 |
+
return Image.open(in_file).convert("RGB")
|
64 |
+
|
65 |
+
|
66 |
+
@st.cache_data()
|
67 |
+
def page_count(pdf_file):
|
68 |
+
doc = open_pdf(pdf_file)
|
69 |
+
return len(doc)
|
70 |
+
|
71 |
+
|
72 |
+
def get_canvas_hash(pil_image):
|
73 |
+
return hashlib.md5(pil_image.tobytes()).hexdigest()
|
74 |
+
|
75 |
+
|
76 |
+
@st.cache_data()
|
77 |
+
def get_image_size(pil_image):
|
78 |
+
if pil_image is None:
|
79 |
+
return 800, 600
|
80 |
+
height, width = pil_image.height, pil_image.width
|
81 |
+
if width > MAX_WIDTH:
|
82 |
+
scale = MAX_WIDTH / width
|
83 |
+
height = int(height * scale)
|
84 |
+
width = MAX_WIDTH
|
85 |
+
return height, width
|
86 |
+
|
87 |
+
|
88 |
+
st.set_page_config(layout="wide")
|
89 |
+
|
90 |
+
top_message = """### Texify
|
91 |
+
|
92 |
+
After the model loads, upload an image or a pdf, then draw a box around the equation or text you want to OCR by clicking and dragging. Texify will convert it to Markdown with LaTeX math on the right.
|
93 |
+
|
94 |
+
If you have already cropped your image, select "OCR image" in the sidebar instead.
|
95 |
+
"""
|
96 |
+
|
97 |
+
st.markdown(top_message)
|
98 |
+
col1, col2 = st.columns([.7, .3])
|
99 |
+
|
100 |
+
model = load_model_cached()
|
101 |
+
processor = load_processor_cached()
|
102 |
+
|
103 |
+
in_file = st.sidebar.file_uploader("PDF file or image:", type=["pdf", "png", "jpg", "jpeg", "gif", "webp"])
|
104 |
+
if in_file is None:
|
105 |
+
st.stop()
|
106 |
+
|
107 |
+
filetype = in_file.type
|
108 |
+
whole_image = False
|
109 |
+
if "pdf" in filetype:
|
110 |
+
page_count = page_count(in_file)
|
111 |
+
page_number = st.sidebar.number_input(f"Page number out of {page_count}:", min_value=1, value=1, max_value=page_count)
|
112 |
+
|
113 |
+
pil_image = get_page_image(in_file, page_number)
|
114 |
+
else:
|
115 |
+
pil_image = get_uploaded_image(in_file)
|
116 |
+
whole_image = st.sidebar.button("OCR image")
|
117 |
+
|
118 |
+
temperature = st.sidebar.slider("Generation temperature:", min_value=0.0, max_value=1.0, value=0.0, step=0.05)
|
119 |
+
|
120 |
+
canvas_hash = get_canvas_hash(pil_image) if pil_image else "canvas"
|
121 |
+
|
122 |
+
with col1:
|
123 |
+
# Create a canvas component
|
124 |
+
canvas_result = st_canvas(
|
125 |
+
fill_color="rgba(255, 165, 0, 0.1)", # Fixed fill color with some opacity
|
126 |
+
stroke_width=1,
|
127 |
+
stroke_color="#FFAA00",
|
128 |
+
background_color="#FFF",
|
129 |
+
background_image=pil_image,
|
130 |
+
update_streamlit=True,
|
131 |
+
height=get_image_size(pil_image)[0],
|
132 |
+
width=get_image_size(pil_image)[1],
|
133 |
+
drawing_mode="rect",
|
134 |
+
point_display_radius=0,
|
135 |
+
key=canvas_hash,
|
136 |
+
)
|
137 |
+
|
138 |
+
if canvas_result.json_data is not None or whole_image:
|
139 |
+
objects = pd.json_normalize(canvas_result.json_data["objects"]) # need to convert obj to str because PyArrow
|
140 |
+
bbox_list = None
|
141 |
+
if objects.shape[0] > 0:
|
142 |
+
boxes = objects[objects["type"] == "rect"][["left", "top", "width", "height"]]
|
143 |
+
boxes["right"] = boxes["left"] + boxes["width"]
|
144 |
+
boxes["bottom"] = boxes["top"] + boxes["height"]
|
145 |
+
bbox_list = boxes[["left", "top", "right", "bottom"]].values.tolist()
|
146 |
+
if whole_image:
|
147 |
+
bbox_list = [(0, 0, pil_image.width, pil_image.height)]
|
148 |
+
|
149 |
+
if bbox_list:
|
150 |
+
with col2:
|
151 |
+
inferences = [infer_image(pil_image, bbox, temperature) for bbox in bbox_list]
|
152 |
+
for idx, inference in enumerate(reversed(inferences)):
|
153 |
+
st.markdown(f"### {len(inferences) - idx}")
|
154 |
+
katex_markdown = replace_katex_invalid(inference)
|
155 |
+
st.markdown(katex_markdown)
|
156 |
+
st.code(inference)
|
157 |
+
st.divider()
|
158 |
+
|
159 |
+
with col2:
|
160 |
+
tips = """
|
161 |
+
### Usage tips
|
162 |
+
- Don't make your boxes too small or too large. See the examples and the video in the [README](https://github.com/vikParuchuri/texify) for more info.
|
163 |
+
- Texify is sensitive to how you draw the box around the text you want to OCR. If you get bad results, try selecting a slightly different box, or splitting the box into multiple.
|
164 |
+
- You can try changing the temperature value on the left if you don't get good results. This controls how "creative" the model is.
|
165 |
+
- Sometimes KaTeX won't be able to render an equation (red error text), but it will still be valid LaTeX. You can copy the LaTeX and render it elsewhere.
|
166 |
+
"""
|
167 |
+
st.markdown(tips)
|
ocr_image.py
ADDED
@@ -0,0 +1,67 @@
|
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|
|
|
|
1 |
+
import argparse
|
2 |
+
import os.path
|
3 |
+
|
4 |
+
from texify.inference import batch_inference
|
5 |
+
from texify.model.model import load_model
|
6 |
+
from texify.model.processor import load_processor
|
7 |
+
from PIL import Image
|
8 |
+
from texify.settings import settings
|
9 |
+
from texify.util import is_valid_image
|
10 |
+
import json
|
11 |
+
|
12 |
+
|
13 |
+
def inference_single_image(image_path, json_path, model, processor):
|
14 |
+
image = Image.open(image_path)
|
15 |
+
text = batch_inference([image], model, processor)
|
16 |
+
write_data = [{"image_path": image_path, "text": text[0]}]
|
17 |
+
with open(json_path, "w+") as f:
|
18 |
+
json_repr = json.dumps(write_data, indent=4)
|
19 |
+
f.write(json_repr)
|
20 |
+
|
21 |
+
|
22 |
+
def inference_image_dir(image_dir, json_path, model, processor, max=None):
|
23 |
+
image_paths = [os.path.join(image_dir, image_name) for image_name in os.listdir(image_dir)]
|
24 |
+
image_paths = [ip for ip in image_paths if is_valid_image(ip)]
|
25 |
+
if max:
|
26 |
+
image_paths = image_paths[:max]
|
27 |
+
|
28 |
+
write_data = []
|
29 |
+
for i in range(0, len(image_paths), settings.BATCH_SIZE):
|
30 |
+
batch = image_paths[i:i+settings.BATCH_SIZE]
|
31 |
+
images = [Image.open(image_path) for image_path in batch]
|
32 |
+
text = batch_inference(images, model, processor)
|
33 |
+
for image_path, t in zip(batch, text):
|
34 |
+
write_data.append({"image_path": image_path, "text": t})
|
35 |
+
|
36 |
+
with open(json_path, "w+") as f:
|
37 |
+
json_repr = json.dumps(write_data, indent=4)
|
38 |
+
f.write(json_repr)
|
39 |
+
|
40 |
+
|
41 |
+
def main():
|
42 |
+
parser = argparse.ArgumentParser(description="OCR an image of a LaTeX equation.")
|
43 |
+
parser.add_argument("image", type=str, help="Path to image or folder of images to OCR.")
|
44 |
+
parser.add_argument("--max", type=int, help="Maximum number of images to OCR if a folder is passes.", default=None)
|
45 |
+
parser.add_argument("--json_path", type=str, help="Path to JSON file to save results to.", default=os.path.join(settings.DATA_DIR, "results.json"))
|
46 |
+
args = parser.parse_args()
|
47 |
+
|
48 |
+
image_path = args.image
|
49 |
+
model = load_model()
|
50 |
+
processor = load_processor()
|
51 |
+
|
52 |
+
json_path = os.path.abspath(args.json_path)
|
53 |
+
os.makedirs(os.path.dirname(json_path), exist_ok=True)
|
54 |
+
|
55 |
+
if os.path.isfile(image_path):
|
56 |
+
inference_single_image(image_path, json_path, model, processor)
|
57 |
+
else:
|
58 |
+
inference_image_dir(image_path, json_path, model, processor, args.max)
|
59 |
+
|
60 |
+
print(f"Wrote results to {json_path}")
|
61 |
+
|
62 |
+
|
63 |
+
if __name__ == "__main__":
|
64 |
+
main()
|
65 |
+
|
66 |
+
|
67 |
+
|
poetry.lock
ADDED
The diff for this file is too large to render.
See raw diff
|
|
pyproject.toml
ADDED
@@ -0,0 +1,47 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
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|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
[tool.poetry]
|
2 |
+
name = "texify"
|
3 |
+
version = "0.1.6"
|
4 |
+
description = "OCR for latex images"
|
5 |
+
authors = ["Vik Paruchuri <vik.paruchuri@gmail.com>"]
|
6 |
+
readme = "README.md"
|
7 |
+
license = "GPL-3.0-or-later"
|
8 |
+
repository = "https://github.com/VikParuchuri/texify"
|
9 |
+
keywords = ["ocr", "latex", "markdown", "pdf"]
|
10 |
+
include = [
|
11 |
+
"ocr_app.py",
|
12 |
+
"ocr_image.py",
|
13 |
+
"run_ocr_app.py",
|
14 |
+
"benchmark.py"
|
15 |
+
]
|
16 |
+
|
17 |
+
[tool.poetry.dependencies]
|
18 |
+
python = ">=3.10,<4.0"
|
19 |
+
streamlit = "^1.29.0"
|
20 |
+
transformers = "^4.36.2"
|
21 |
+
torch = "^2.1.2"
|
22 |
+
pydantic = "^2.5.2"
|
23 |
+
pydantic-settings = "^2.1.0"
|
24 |
+
Pillow = "^10.1.0"
|
25 |
+
numpy = "^1.26.2"
|
26 |
+
pypdfium2 = "^4.25.0"
|
27 |
+
python-dotenv = "^1.0.0"
|
28 |
+
watchdog = "^3.0.0"
|
29 |
+
ftfy = "^6.1.3"
|
30 |
+
tabulate = "^0.9.0"
|
31 |
+
streamlit-drawable-canvas-jsretry = "^0.9.3"
|
32 |
+
|
33 |
+
[tool.poetry.group.dev.dependencies]
|
34 |
+
jupyter = "^1.0.0"
|
35 |
+
evaluate = "^0.4.1"
|
36 |
+
rapidfuzz = "^3.5.2"
|
37 |
+
pyperclip = "^1.8.2"
|
38 |
+
nltk = "^3.8.1"
|
39 |
+
|
40 |
+
[tool.poetry.scripts]
|
41 |
+
texify = "ocr_image:main"
|
42 |
+
texify_gui = "run_ocr_app:run_app"
|
43 |
+
texify_benchmark = "benchmark:main"
|
44 |
+
|
45 |
+
[build-system]
|
46 |
+
requires = ["poetry-core"]
|
47 |
+
build-backend = "poetry.core.masonry.api"
|
run_ocr_app.py
ADDED
@@ -0,0 +1,8 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
import subprocess
|
2 |
+
import os
|
3 |
+
|
4 |
+
|
5 |
+
def run_app():
|
6 |
+
cur_dir = os.path.dirname(os.path.abspath(__file__))
|
7 |
+
ocr_app_path = os.path.join(cur_dir, "ocr_app.py")
|
8 |
+
subprocess.run(["streamlit", "run", ocr_app_path])
|
scripts/verify_benchmark_scores.py
ADDED
@@ -0,0 +1,20 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
import json
|
2 |
+
import argparse
|
3 |
+
|
4 |
+
|
5 |
+
def verify_scores(file_path):
|
6 |
+
with open(file_path, 'r') as file:
|
7 |
+
data = json.load(file)
|
8 |
+
|
9 |
+
scores = data["texify"]["scores"]
|
10 |
+
|
11 |
+
if scores["bleu"] <= 0.6 or scores["meteor"] <= 0.6 or scores["edit"] > 0.2:
|
12 |
+
print(scores)
|
13 |
+
raise ValueError("Scores do not meet the required threshold")
|
14 |
+
|
15 |
+
|
16 |
+
if __name__ == "__main__":
|
17 |
+
parser = argparse.ArgumentParser(description="Verify benchmark scores")
|
18 |
+
parser.add_argument("file_path", type=str, help="Path to the json file")
|
19 |
+
args = parser.parse_args()
|
20 |
+
verify_scores(args.file_path)
|