Files

.dockerignore

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+.github
+.pytest_cache
+__pycache__
+.venv
+build
+jobauto.egg-info
+test
+feat_to_add.txt
+pytest.ini
+api

.env.example

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+JOBAUTO_API_URL = ""
+JOBAUTO_API_KEY = "API_KEY_HERE"
+
+TABLE_NAME = ""
+SUPA_URL = ""
+SUPA_KEY = "" # Service Key is required

.gitignore

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+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[codz]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+#   Usually these files are written by a python script from a template
+#   before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py.cover
+.hypothesis/
+.pytest_cache/
+cover/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+.pybuilder/
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+#   For a library or package, you might want to ignore these files since the code is
+#   intended to run in multiple environments; otherwise, check them in:
+# .python-version
+
+# pipenv
+#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+#   However, in case of collaboration, if having platform-specific dependencies or dependencies
+#   having no cross-platform support, pipenv may install dependencies that don't work, or not
+#   install all needed dependencies.
+# Pipfile.lock
+
+# UV
+#   Similar to Pipfile.lock, it is generally recommended to include uv.lock in version control.
+#   This is especially recommended for binary packages to ensure reproducibility, and is more
+#   commonly ignored for libraries.
+# uv.lock
+
+# poetry
+#   Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
+#   This is especially recommended for binary packages to ensure reproducibility, and is more
+#   commonly ignored for libraries.
+#   https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
+# poetry.lock
+# poetry.toml
+
+# pdm
+#   Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
+#   pdm recommends including project-wide configuration in pdm.toml, but excluding .pdm-python.
+#   https://pdm-project.org/en/latest/usage/project/#working-with-version-control
+# pdm.lock
+# pdm.toml
+.pdm-python
+.pdm-build/
+
+# pixi
+#   Similar to Pipfile.lock, it is generally recommended to include pixi.lock in version control.
+# pixi.lock
+#   Pixi creates a virtual environment in the .pixi directory, just like venv module creates one
+#   in the .venv directory. It is recommended not to include this directory in version control.
+.pixi
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# Redis
+*.rdb
+*.aof
+*.pid
+
+# RabbitMQ
+mnesia/
+rabbitmq/
+rabbitmq-data/
+
+# ActiveMQ
+activemq-data/
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.envrc
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+api_tok.csv
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# pytype static type analyzer
+.pytype/
+
+# Cython debug symbols
+cython_debug/
+
+# PyCharm
+#   JetBrains specific template is maintained in a separate JetBrains.gitignore that can
+#   be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
+#   and can be added to the global gitignore or merged into this file.  For a more nuclear
+#   option (not recommended) you can uncomment the following to ignore the entire idea folder.
+# .idea/
+
+# Abstra
+#   Abstra is an AI-powered process automation framework.
+#   Ignore directories containing user credentials, local state, and settings.
+#   Learn more at https://abstra.io/docs
+.abstra/
+
+# Visual Studio Code
+#   Visual Studio Code specific template is maintained in a separate VisualStudioCode.gitignore 
+#   that can be found at https://github.com/github/gitignore/blob/main/Global/VisualStudioCode.gitignore
+#   and can be added to the global gitignore or merged into this file. However, if you prefer, 
+#   you could uncomment the following to ignore the entire vscode folder
+.vscode/
+settings.json
+# Temporary file for partial code execution
+tempCodeRunnerFile.py
+
+# Ruff stuff:
+.ruff_cache/
+
+# PyPI configuration file
+.pypirc
+
+# Marimo
+marimo/_static/
+marimo/_lsp/
+__marimo__/
+
+# Streamlit
+.streamlit/secrets.toml
+
+logs
+.pipeline_runs
+feat_to_add.txt

.pypirc

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+[pypi]
+  username = __token__
+  password = pypi-AgEIcHlwaS5vcmcCJGNjMWYwZGU1LTg1ZDQtNDMwOC05MmIxLWEyMGIzZjkyN2I3YQACKlszLCI3YzhmZjEyNi1hMzJlLTRhMzYtYTE3ZC00OWIzNGI2ZWU2MDAiXQAABiB1qPdzQSxWCnokcPpAFHgAReDSeC1nEP7nBWgztR2U8w
+  

Dockerfile

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+FROM python:3.12-slim
+
+ENV PYTHONDONTWRITEBYTECODE=1
+ENV PYTHONUNBUFFERED=1
+
+WORKDIR /Job-Description-Analysis
+
+RUN apt-get update && apt-get install -y --no-install-recommends build-essential && rm -rf /var/lib/apt/lists/*
+
+COPY ./requirements.txt /Job-Description-Analysis/requirements.txt
+RUN pip install --no-cache-dir -r requirements.txt
+
+COPY . /Job-Description-Analysis
+
+EXPOSE 5500
+
+# CMD ["streamlit", "run", "app.py", "--server.port=5500", "--server.address=0.0.0.0"]

LICENSE

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+MIT License
+
+Copyright (c) 2026 Akshay_Babu
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.

pipeline.py

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+"""
+pipeline.py - Main training pipeline, run this to retrain the model
+"""
+
+import subprocess as sub
+from pathlib import Path
+
+REPO_ROOT = Path(__file__).resolve().parent
+
+try :
+    import nbformat
+    from nbconvert.preprocessors import ExecutePreprocessor
+except ModuleNotFoundError :
+    print("Please Install nbconvert using pip or uv")
+    nbformat = None
+    ExecutePreprocessor = None
+
+def run_notebook(notebook_path: str, kernel_name: str = "python3") -> None:
+    if nbformat is None or ExecutePreprocessor is None:
+        print(f"Skipping {notebook_path} (nbformat/nbconvert not installed)")
+        return
+
+    print(f"Starting: {notebook_path}")
+
+    with open(notebook_path, "r", encoding="utf-8") as f:
+        nb = nbformat.read(f, as_version=4)
+        
+    ep = ExecutePreprocessor(timeout=600, kernel_name=kernel_name)
+
+    ep.preprocess(nb, {"metadata": {"path": "./"}})
+
+    with open(notebook_path, "w", encoding="utf-8") as f:
+        nbformat.write(nb, f)
+
+    print(f"Finished: {notebook_path}\n")
+    
+def run_scripts(script_path: str, shell_name: str = "python") -> None:
+    print(f"Running scripts from {script_path}")
+
+    sub.run([f"{shell_name}", f"{script_path}"], cwd=REPO_ROOT, check=True)
+
+run_notebook("notebooks/01_EDA.ipynb")
+run_notebook("notebooks/02_Data_Engineering.ipynb")
+run_scripts("model/prep/data_prep.py")
+run_scripts("model/Model.py")

pyproject.toml

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+[project]
+name = "JobSelect"
+version = "0.11.6"
+dependencies = [
+  "rich==15.0.0",
+  "pyfiglet==1.0.4",
+  "scikit-learn==1.9.0",
+  "uvicorn==0.50.2",
+  "pydantic==2.13.4",
+  "requests==2.34.2",
+  "torch==2.12.1"
+]
+authors = [
+  { name="Akshay Babu", email="akshaysureshbabu100@gmail.com" },
+]
+description = "A CLI Based AI Skill Classifier for Job Descriptions Build by Akshay Babu"
+readme = "README.md"
+requires-python = ">=3.12"
+classifiers = [
+    "Programming Language :: Python :: 3",
+    "Operating System :: OS Independent",
+]
+license = "MIT"
+license-files = ["LICEN[CS]E*"]
+
+[project.urls]
+Homepage = "https://github.com/Ak47xdd/Job-Description-Analysis"
+
+# CLI entrypoint
+[project.scripts]
+jobselect = "cli.jobselect:cli"
+
+[tool.setuptools]
+package-dir = {"" = "."}
+
+[tool.setuptools.packages.find]
+where = ["."]
+include = ["cli*", "model*", "model_out*"]
+exclude = ["data*", "notebooks*", "test*"]
+
+[tool.setuptools.package-data]
+"model.prep" = ["label_vocab.json", "vectorizer.pkl", "prepared_data.npz"]
+"model_out" = ["skill_classifier.pt", "training_history.json"]

pytest.ini

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+[pytest]
+minversion = 8.0
+testpaths = test
+addopts = -ra --strict-markers --strict-config --import-mode=importlib --tb=short
+markers =
+    slow: Marks tests as slow
+    integration: Marks tests requiring external systems
+    smoke: Core functionality checks
+log_cli = true
+log_cli_level = INFO
+log_cli_format = %(asctime)s [%(levelname)8s] %(message)s (%(filename)s:%(lineno)s)

requirements.txt

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+aiofile==3.11.1
+annotated-doc==0.0.4
+annotated-types==0.7.0
+anyio==4.14.1
+asttokens==3.0.1
+attrs==26.1.0
+Authlib==1.7.2
+beartype==0.22.9
+beautifulsoup4==4.15.0
+bleach==6.4.0
+build==1.5.0
+cachetools==7.1.4
+caio==0.9.25
+certifi==2026.6.17
+cffi==2.1.0
+charset-normalizer==3.4.8
+click==8.4.2
+colorama==0.4.6
+comm==0.2.3
+cryptography==49.0.0
+cyclopts==4.21.1
+debugpy==1.8.21
+decorator==5.3.1
+defusedxml==0.7.1
+Deprecated==1.3.1
+deprecation==2.1.0
+dnspython==2.8.0
+docstring_parser==0.18.0
+docutils==0.23
+dotenv==0.9.9
+email-validator==2.3.0
+exceptiongroup==1.3.1
+executing==2.2.1
+fastapi==0.139.0
+fastjsonschema==2.21.2
+fastmcp==3.4.4
+fastmcp-slim==3.4.4
+filelock==3.29.4
+fsspec==2026.6.0
+griffelib==2.1.0
+h11==0.16.0
+h2==4.3.0
+hpack==4.2.0
+httpcore==1.0.9
+httpx==0.28.1
+httpx-sse==0.4.3
+hyperframe==6.1.0
+id==1.6.1
+idna==3.18
+iniconfig==2.3.0
+ipykernel==7.3.0
+ipython==9.15.0
+ipython_pygments_lexers==1.1.1
+jaraco.classes==3.4.0
+jaraco.context==6.1.2
+jaraco.functools==4.5.0
+jedi==0.20.0
+Jinja2==3.1.6
+joblib==1.5.3
+joserfc==1.7.3
+jsonref==1.1.0
+jsonschema==4.26.0
+jsonschema-path==0.5.0
+jsonschema-specifications==2025.9.1
+jupyter_client==8.9.1
+jupyter_core==5.9.1
+jupyterlab_pygments==0.3.0
+keyboard==0.13.5
+keyring==25.7.0
+limits==5.8.0
+linkify-it-py==2.1.0
+markdown-it-py==4.2.0
+MarkupSafe==3.0.3
+matplotlib-inline==0.2.2
+mcp==1.28.1
+mdit-py-plugins==0.6.1
+mdurl==0.1.2
+mistune==3.3.2
+more-itertools==11.1.0
+mpmath==1.3.0
+multidict==6.7.1
+narwhals==2.22.1
+nbclient==0.11.0
+nbconvert==7.17.1
+nbformat==5.10.4
+nest-asyncio2==1.7.2
+networkx==3.6.1
+nh3==0.3.6
+numpy==2.4.6
+openapi-pydantic==0.5.1
+opentelemetry-api==1.44.0
+packaging==26.2
+pandas==3.0.3
+pandocfilters==1.5.1
+parso==0.8.7
+pathable==0.6.0
+platformdirs==4.10.0
+pluggy==1.6.0
+postgrest==2.31.0
+prompt_toolkit==3.0.52
+propcache==0.5.2
+psutil==7.2.2
+pure_eval==0.2.3
+py-key-value-aio==0.4.5
+pycparser==3.0
+pydantic==2.13.4
+pydantic-settings==2.14.2
+pydantic_core==2.46.4
+pyfiglet==1.0.4
+Pygments==2.20.0
+PyJWT==2.13.0
+pyperclip==1.11.0
+pyproject_hooks==1.2.0
+pytest==9.1.1
+python-dateutil==2.9.0.post0
+python-dotenv==1.2.2
+python-multipart==0.0.32
+pywin32==312
+pywin32-ctypes==0.2.3
+PyYAML==6.0.3
+pyzmq==27.1.0
+readme_renderer==45.0
+realtime==2.31.0
+referencing==0.37.0
+requests==2.34.2
+requests-toolbelt==1.0.0
+rfc3986==2.0.0
+rich==15.0.0
+rich-rst==2.1.0
+rpds-py==2026.5.1
+scikit-learn==1.9.0
+scipy==1.17.1
+setuptools==81.0.0
+six==1.17.0
+sk==0.0.1
+slowapi==0.1.10
+soupsieve==2.8.4
+sse-starlette==3.4.5
+stack-data==0.6.3
+starlette==1.3.1
+storage3==2.31.0
+StrEnum==0.4.15
+supabase==2.31.0
+supabase-auth==2.31.0
+supabase-functions==2.31.0
+sympy==1.14.0
+textual==8.2.8
+threadpoolctl==3.6.0
+tinycss2==1.5.1
+torch==2.12.1
+tornado==6.5.7
+traitlets==5.15.1
+twine==6.2.0
+typing-inspection==0.4.2
+typing_extensions==4.15.0
+tzdata==2026.2
+uc-micro-py==2.0.0
+uncalled-for==0.3.2
+urllib3==2.7.0
+uvicorn==0.50.2
+watchfiles==1.2.0
+wcwidth==0.8.1
+webencodings==0.5.1
+websockets==15.0.1
+wrapt==2.2.2
+yarl==1.24.2