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Initial Commit

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Files changed (6) hide show
  1. .gitignore +174 -0
  2. NLP_Group_logo.svg +1 -0
  3. main.py +16 -0
  4. main_page.py +5 -0
  5. requirements.txt +3 -0
  6. sketch2diagram.py +46 -0
.gitignore ADDED
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+ # Byte-compiled / optimized / DLL files
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+ __pycache__/
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+ *.py[cod]
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+ *$py.class
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+
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+ # C extensions
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+ *.so
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+
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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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+ 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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+
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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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+ *.manifest
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+ *.spec
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+
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+ # Installer logs
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+ pip-log.txt
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+ pip-delete-this-directory.txt
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+
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+ # Unit test / coverage reports
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+ htmlcov/
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+ .tox/
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+ .nox/
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+ .coverage
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+ .coverage.*
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+ .cache
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+ nosetests.xml
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+ coverage.xml
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+ *.cover
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+ *.py,cover
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+ .hypothesis/
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+ .pytest_cache/
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+ cover/
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+
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+ # Translations
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+ *.mo
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+ *.pot
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+
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+ # Django stuff:
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+ *.log
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+ local_settings.py
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+ db.sqlite3
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+ db.sqlite3-journal
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+
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+ # Flask stuff:
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+ instance/
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+ .webassets-cache
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+
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+ # Scrapy stuff:
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+ .scrapy
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+
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+ # Sphinx documentation
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+ docs/_build/
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+
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+ # PyBuilder
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+ .pybuilder/
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+ target/
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+
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+ # Jupyter Notebook
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+ .ipynb_checkpoints
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+
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+ # IPython
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+ profile_default/
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+ ipython_config.py
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+
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+ # pyenv
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+ # For a library or package, you might want to ignore these files since the code is
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+ # intended to run in multiple environments; otherwise, check them in:
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+ # .python-version
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+
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+ # pipenv
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+ # According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
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+ # However, in case of collaboration, if having platform-specific dependencies or dependencies
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+ # having no cross-platform support, pipenv may install dependencies that don't work, or not
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+ # install all needed dependencies.
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+ #Pipfile.lock
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+
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+ # UV
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+ # Similar to Pipfile.lock, it is generally recommended to include uv.lock in version control.
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+ # This is especially recommended for binary packages to ensure reproducibility, and is more
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+ # commonly ignored for libraries.
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+ #uv.lock
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+
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+ # poetry
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+ # Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
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+ # This is especially recommended for binary packages to ensure reproducibility, and is more
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+ # commonly ignored for libraries.
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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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+ # pdm
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+ # Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
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+ #pdm.lock
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+ # pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
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+ # in version control.
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+ # https://pdm.fming.dev/latest/usage/project/#working-with-version-control
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+ .pdm.toml
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+ .pdm-python
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+ .pdm-build/
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+
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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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+ __pypackages__/
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+
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+ # Celery stuff
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+ celerybeat-schedule
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+ celerybeat.pid
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+
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+ # SageMath parsed files
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+ *.sage.py
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+
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+ # Environments
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+ .env
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+ .venv
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+ env/
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+ venv/
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+ ENV/
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+ env.bak/
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+ venv.bak/
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+
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+ # Spyder project settings
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+ .spyderproject
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+ .spyproject
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+
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+ # Rope project settings
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+ .ropeproject
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+
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+ # mkdocs documentation
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+ /site
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+
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+ # mypy
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+ .mypy_cache/
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+ .dmypy.json
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+ dmypy.json
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+
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+ # Pyre type checker
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+ .pyre/
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+
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+ # pytype static type analyzer
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+ .pytype/
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+
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+ # Cython debug symbols
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+ cython_debug/
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+
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+ # PyCharm
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+ # JetBrains specific template is maintained in a separate JetBrains.gitignore that can
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+ # be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
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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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+ # option (not recommended) you can uncomment the following to ignore the entire idea folder.
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+ .idea/
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+
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+ # Ruff stuff:
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+ .ruff_cache/
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+
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+ # PyPI configuration file
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+ .pypirc
NLP_Group_logo.svg ADDED
main.py ADDED
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+ import streamlit as st
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+ from transformers import pipeline
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+
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+ st.logo("NLP_Group_logo.svg", size="large")
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+ main_page = st.Page("main_page.py", title="Main Page", icon="🏠")
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+ sketch2diagram_page = st.Page("sketch2diagram.py", title="Sketch2Diagram", icon="🖼️")
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+ # Add pages to the main page
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+ pg = st.navigation([main_page, sketch2diagram_page])
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+
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+ pg.run()
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+
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+ @st.cache_resource
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+ def get_model():
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+ # Load the model here
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+ model = pipeline("image-to-text", model="itsumi-st/imgtikz_qwen2vl")
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+ return model
main_page.py ADDED
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+ import streamlit as st
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+
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+ st.title("Tohoku NLP Group - Language and Information Science Laboratory ")
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+ st.write("Welcome to the Language and Information Science Laboratory!")
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+ st.write("We are working on various projects and research focused on Visual Language Models.")
requirements.txt ADDED
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+ streamlit~=1.43.2
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+ transformers~=4.50.0
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+ pillow~=11.1.0
sketch2diagram.py ADDED
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+ import streamlit as st
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+ from PIL import Image
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+
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+ from main import get_model
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+
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+ # Sidebar Setup
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+ st.sidebar.title("Model Configuration")
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+ inference_strat = st.sidebar.selectbox("Inference Strategy", ["Iterative", "Multi-candidate"],
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+ help="Choose the inference strategy for the model. Iterative generates one candidate at a time until an output compiles, while Multi-candidate generates multiple candidates in parallel.")
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+
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+ # Introduction Section
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+ st.title("Sketch2Diagram")
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+
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+ st.write("This is a runnable demo of ImgTikZ model introduced in the Sketch2Diagram paper.")
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+ st.write("Please refer to the [original paper](https://openreview.net/pdf?id=KvaDHPhhir) for more details.")
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+ st.write("The model is trained to convert sketches into TikZ code, which can be used to generate vectorized diagrams.")
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+ st.write(f"Inference Strategy: {inference_strat}")
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+
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+ # User Input Section
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+ st.subheader("Upload your sketch")
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+
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+ input_method = st.selectbox("Input Method", ["Upload", "Camera"],
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+ help="Choose how you want to input your sketch. You can either upload an image or take a picture using your webcam.")
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+
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+ input_file = None
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+ if input_method == "Camera":
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+ input_file = st.camera_input("Take a picture of your sketch")
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+ # Implement camera input functionality here
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+ else:
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+ input_file = st.file_uploader("Upload an image of your sketch", type=["png", "jpg", "jpeg"])
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+
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+ generate_command = None
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+ # Display the uploaded image
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+ if input_file is not None:
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+ st.image(input_file, caption="Uploaded Sketch")
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+ generate_command = st.button("Generate TikZ Code")
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+
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+ if generate_command:
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+ model = get_model()
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+ image = Image.open(input_file)
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+ with st.spinner("Generating TikZ code..."):
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+ output = model(image)
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+
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+ tikz_code = output[0]['generated_text']
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+ st.subheader("Generated TikZ Code")
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+ st.code(tikz_code, language='latex')