Refactor code for improved readability and performance

.gitignore

@@ -0,0 +1,350 @@
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$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
+
+# 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
+
+# pdm
+#   Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
+#pdm.lock
+#   pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
+#   in version control.
+#   https://pdm.fming.dev/#use-with-ide
+.pdm.toml
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# 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 added to the global gitignore or merged into this project gitignore.  For a PyCharm
+#  project, it is recommended to include the following files:
+#  .idea/
+#  *.iml
+#  *.ipr
+#  *.iws
+
+# VS Code
+.vscode/
+*.code-workspace
+
+# Machine Learning / AI specific
+# Model files
+*.pkl
+*.pickle
+*.joblib
+*.h5
+*.hdf5
+*.pb
+*.pth
+*.pt
+*.ckpt
+*.safetensors
+*.bin
+*.onnx
+
+# Training data
+data/raw/
+data/processed/
+data/train/
+data/test/
+data/val/
+*.csv
+*.json
+*.parquet
+*.feather
+
+# Model checkpoints and outputs
+models/
+checkpoints/
+outputs/
+logs/
+runs/
+wandb/
+mlruns/
+.neptune/
+
+# Hugging Face cache
+.cache/
+huggingface/
+
+# Jupyter notebook outputs
+*.ipynb
+
+# Temporary files
+tmp/
+temp/
+*.tmp
+*.temp
+
+# OS generated files
+.DS_Store
+.DS_Store?
+._*
+.Spotlight-V100
+.Trashes
+ehthumbs.db
+Thumbs.db
+
+# Windows
+*.lnk
+
+# Project specific
+# Training outputs
+trained_model/
+backend_code_model/
+raw_dataset.json
+*.zip
+
+# API service files
+uploads/
+downloads/
+generated_projects/
+
+# Environment variables
+.env.local
+.env.production
+.env.development
+
+# Database files
+*.db
+*.sqlite
+*.sqlite3
+
+# Log files
+*.log
+logs/
+
+# Node.js (if using any JS tools)
+node_modules/
+npm-debug.log*
+yarn-debug.log*
+yarn-error.log*
+package-lock.json
+yarn.lock
+
+# Docker
+.dockerignore
+Dockerfile
+docker-compose.yml
+docker-compose.override.yml
+
+# Kubernetes
+*.yaml
+*.yml
+!requirements.yml
+
+# Terraform
+*.tfstate
+*.tfstate.*
+.terraform/
+
+# Secrets and credentials
+secrets/
+credentials/
+*.pem
+*.key
+*.crt
+*.p12
+*.pfx
+
+# IDE and editor files
+.idea/
+*.swp
+*.swo
+*~
+
+# Backup files
+*.bak
+*.backup
+*.old
+
+# Compressed files
+*.7z
+*.dmg
+*.gz
+*.iso
+*.jar
+*.rar
+*.tar
+*.zip
+
+# Large files that shouldn't be in git
+*.mp4
+*.avi
+*.mov
+*.wmv
+*.flv
+*.webm
+*.mp3
+*.wav
+*.flac
+*.aac
+*.ogg
+*.wma
+
+# Documentation build
+docs/build/
+docs/_build/
+site/
+
+# Testing
+.pytest_cache/
+.coverage
+htmlcov/
+.tox/
+.nox/
+
+# Profiling
+*.prof
+*.lprof
+
+# Memory dumps
+*.dmp
+*.dump
+
+# Core dumps
+core
+core.*
+
+# Local configuration
+local_config.py
+config_local.py
+settings_local.py

Techta

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+-----BEGIN OPENSSH PRIVATE KEY-----
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+9dIsqc7KWftc+rAAAAGAAAAAEAAAAzAAAAC3NzaC1lZDI1NTE5AAAAIGM38mC/KwrVUvpS
+POplyTcclzXE6KgDz7+JYEyn8UBFAAAAoF9ZijLzVifRzwi5cyfjr81yAGVi05A1JhlXjf
+4eTd8lwEwbI3CmdbuIlaVp9HFMoLmzc9L7eVZkFFACw9QybreYkwgy2hz8eC6pChYIxlrC
+r/TTM/P7cE89oHfw1GYfQ40Ql7kcO7Nu35j1ky0FcRCXoekPrS678zopabIsL6oDTzGEIV
+7KA4x95B48gBHQIalGLaU1rgXu6Oa+RPjhCoY=
+-----END OPENSSH PRIVATE KEY-----

Techta.pub

@@ -0,0 +1 @@
+ssh-ed25519 AAAAC3NzaC1lZDI1NTE5AAAAIGM38mC/KwrVUvpSPOplyTcclzXE6KgDz7+JYEyn8UBF [email protected]