diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..6ac6a53
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,158 @@
+# 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/latest/usage/project/#working-with-version-control
+.pdm.toml
+.pdm-python
+.pdm-build/
+
+# 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
+.idea/
\ No newline at end of file
diff --git a/README.md b/README.md
index 0c3737e..e8f5a28 100644
--- a/README.md
+++ b/README.md
@@ -4,5 +4,9 @@
 
 An example of English text tone detection with [Hugging Face](https://huggingface.co/) library.
 
+## Installing + Running
+
+- > git clone https://github.com/RomanLazovskiy/ml_fast_api_basedx
+- > cd ml_fast_api_based
+- > python -m uvicorn modules.main:app
 
-Tests GitHub Actions
diff --git a/main.py b/modules/main.py
similarity index 99%
rename from main.py
rename to modules/main.py
index be946ec..286338b 100644
--- a/main.py
+++ b/modules/main.py
@@ -7,12 +7,10 @@ class Item(BaseModel):
     text: str
 
 
-
 app = FastAPI()
 classifier = pipeline("sentiment-analysis")
 
 
-
 @app.get("/")
 def root():
     return {"message": "Hello World"}
diff --git a/requirements.txt b/requirements.txt
index e20aba8..f4b39a5 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,6 +1,7 @@
 --extra-index-url https://download.pytorch.org/whl/cpu
-fastapi
+fastapi~=0.111.0
 uvicorn
-transformers
+transformers~=4.41.1
 torch
 httpx
+pydantic~=2.7.1
\ No newline at end of file
diff --git a/test_main.py b/tests/test_main.py
similarity index 96%
rename from test_main.py
rename to tests/test_main.py
index fdbdb2d..9c9297b 100644
--- a/test_main.py
+++ b/tests/test_main.py
@@ -1,5 +1,5 @@
 from fastapi.testclient import TestClient
-from main import app
+from modules.main import app
 
 client = TestClient(app)