Repository: MindSetLib/Insolver (language: python)

Issue:
Update workflow



Discussion / hints:

Fix patch:
diff --git a/.github/workflows/insolver-pypi-release.yaml b/.github/workflows/insolver-pypi-release.yaml
index 9edaceca..a54265e0 100644
--- a/.github/workflows/insolver-pypi-release.yaml
+++ b/.github/workflows/insolver-pypi-release.yaml
@@ -17,14 +17,15 @@ jobs:
       uses: actions/setup-python@v5
       with:
         python-version: "3.10"
+    - name: Install Poetry
+      uses: snok/install-poetry@v1
     - name: Install dependencies
-      run: |
-        python -m pip install --upgrade pip setuptools wheel
-        pip install build
+      shell: bash
+      run: poetry self add poetry-version-plugin
     - name: Build a binary wheel and a source tarball
-      run: python -m build --sdist --wheel --outdir dist/ .
+      run: poetry build
     - name: Publish package to PyPI
       uses: pypa/gh-action-pypi-publish@release/v1
       with:
         user: __token__
-        password: ${{ secrets.PYPI_API_TOKEN }}
\ No newline at end of file
+        password: ${{ secrets.PYPI_API_TOKEN }}
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 8b576375..b87c0095 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,17 +1,18 @@
 repos:
 -   repo: https://github.com/pre-commit/pre-commit-hooks
-    rev: v4.3.0
+    rev: v4.5.0
     hooks:
     -   id: check-added-large-files
+        args: ['--maxkb=800']
     -   id: check-yaml
     -   id: check-toml
     -   id: end-of-file-fixer
     -   id: trailing-whitespace
 -   repo: https://github.com/psf/black
-    rev: 23.7.0
+    rev: 24.4.2
     hooks:
     -   id: black-jupyter
 -   repo: https://github.com/charliermarsh/ruff-pre-commit
-    rev: 'v0.0.246'
+    rev: 'v0.4.4'
     hooks:
     -   id: ruff
diff --git a/MANIFEST.in b/MANIFEST.in
deleted file mode 100644
index ee388943..00000000
--- a/MANIFEST.in
+++ /dev/null
@@ -1,1 +0,0 @@
-recursive-include insolver/report *.html *.css *.js *.css.map *.js.map
\ No newline at end of file
diff --git a/README.md b/README.md
index c661d114..d381bc7b 100644
--- a/README.md
+++ b/README.md
@@ -68,7 +68,7 @@ python -m pytest
 
 tests with coverage:
 ```shell
-python -m pytest --cov=insolver; coverage html; xdg-open htmlcov/index.html
+python -m pytest . --cov=insolver --cov-report html
 ```
 
 
diff --git a/docs/requirements-docs.txt b/docs/requirements-docs.txt
deleted file mode 100644
index a01fd5d8..00000000
--- a/docs/requirements-docs.txt
+++ /dev/null
@@ -1,9 +0,0 @@
-myst-parser
-Sphinx
-sphinx-rtd-theme
-sphinxcontrib-applehelp
-sphinxcontrib-devhelp
-sphinxcontrib-htmlhelp
-sphinxcontrib-jsmath
-sphinxcontrib-qthelp
-sphinxcontrib-serializinghtml
\ No newline at end of file
diff --git a/insolver/feature_engineering/feature_engineering.py b/insolver/feature_engineering/feature_engineering.py
index 10f3ee07..2b1bcb6f 100644
--- a/insolver/feature_engineering/feature_engineering.py
+++ b/insolver/feature_engineering/feature_engineering.py
@@ -132,7 +132,7 @@ def preprocess(self, df, target=None, drop_target=True):
         # create a copy of the DataFrame if inplace=False
         df = df.copy()
 
-        if drop_target:
+        if drop_target and not (self.smoothing or self.sampling or self.dim_red):
             # if target is str add to lists
             if isinstance(target, str):
                 self.normalization_drop.append(target)
diff --git a/insolver/feature_monitoring/homogeneity_report.py b/insolver/feature_monitoring/homogeneity_report.py
index b7df0300..68a8af0f 100644
--- a/insolver/feature_monitoring/homogeneity_report.py
+++ b/insolver/feature_monitoring/homogeneity_report.py
@@ -1,13 +1,13 @@
 import os
 import inspect
 import numpy as np
-import pandas as pd
 import plotly as py
-import jinja2
 from os.path import dirname
 from typing import List, Sequence, Dict, Union
-from plotly.figure_factory import create_distplot
+from pandas import DataFrame
 from plotly import express as px
+from plotly.figure_factory import create_distplot
+from jinja2 import Environment, FileSystemLoader
 
 from .homogeneity_tests import ContinuousHomogeneityTests, DiscreteHomogeneityTests, fillna_cont, fillna_discr
 
@@ -176,8 +176,8 @@ def config_dict(self, config_dict_inp: Dict) -> None:
 
     def build_report(
         self,
-        df1: pd.DataFrame,
-        df2: pd.DataFrame,
+        df1: DataFrame,
+        df2: DataFrame,
         dropna: bool = False,
         name1: str = 'Base subset',
         name2: str = 'Current subset',
@@ -218,9 +218,9 @@ def build_report(
         """
 
         # checking error situations
-        if not isinstance(df1, pd.DataFrame):
+        if not isinstance(df1, DataFrame):
             raise TypeError("df1 must be a pandas DataFrame.")
-        if not isinstance(df2, pd.DataFrame):
+        if not isinstance(df2, DataFrame):
             raise TypeError("df2 must be a pandas DataFrame.")
         features = self.features
         if not (set(features) <= set(df1.columns)):
@@ -368,7 +368,7 @@ def render_report(report_data: list, report_path: str = 'homogeneity_report.html
             raise KeyError("Missing information in nan gap dict.")
 
     # render report
-    env = jinja2.Environment(loader=jinja2.FileSystemLoader(curr_folder))
+    env = Environment(loader=FileSystemLoader(curr_folder))
     template = env.get_template("report_template.html")
     output = template.render(sets=report_data)
 
diff --git a/poetry.lock b/poetry.lock
new file mode 100644
index 00000000..f67b7547
--- /dev/null
+++ b/poetry.lock
@@ -0,0 +1,6171 @@
+# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand.
+
+[[package]]
+name = "alabaster"
+version = "0.7.13"
+description = "A configurable sidebar-enabled Sphinx theme"
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "alabaster-0.7.13-py3-none-any.whl", hash = "sha256:1ee19aca801bbabb5ba3f5f258e4422dfa86f82f3e9cefb0859b283cdd7f62a3"},
+    {file = "alabaster-0.7.13.tar.gz", hash = "sha256:a27a4a084d5e690e16e01e03ad2b2e552c61a65469419b907243193de1a84ae2"},
+]
+
+[[package]]
+name = "alibi"
+version = "0.9.6"
+description = "Algorithms for monitoring and explaining machine learning models"
+optional = true
+python-versions = ">=3.8"
+files = [
+    {file = "alibi-0.9.6-py3-none-any.whl", hash = "sha256:206416e297f927f6028f3ffcc286b16227a11b26ce99581f533ecf9efdc86a14"},
+    {file = "alibi-0.9.6.tar.gz", hash = "sha256:7a5075baf62b693c4489752281c58814efca1dcd08cfe353242da9a9da9ed6c1"},
+]
+
+[package.dependencies]
+attrs = ">=19.2.0,<24.0.0"
+blis = "<0.8.0"
+dill = ">=0.3.0,<0.4.0"
+matplotlib = ">=3.0.0,<4.0.0"
+numpy = ">=1.16.2,<2.0.0"
+pandas = ">=1.0.0,<3.0.0"
+Pillow = ">=5.4.1,<11.0"
+requests = ">=2.21.0,<3.0.0"
+scikit-image = ">=0.17.2,<0.23"
+scikit-learn = ">=1.0.0,<2.0.0"
+scipy = ">=1.1.0,<2.0.0"
+spacy = {version = ">=2.0.0,<4.0.0", extras = ["lookups"]}
+tqdm = ">=4.28.1,<5.0.0"
+transformers = ">=4.7.0,<5.0.0"
+typing-extensions = ">=3.7.4.3"
+
+[package.extras]
+all = ["numba (>=0.50.0,!=0.54.0,<0.60.0)", "ray (>=0.8.7,<3.0.0)", "shap (>=0.40.0,<0.44.0)", "tensorflow (>=2.0.0,!=2.6.0,!=2.6.1,<2.15.0)", "torch (>=1.9.0,<3.0.0)"]
+ray = ["ray (>=0.8.7,<3.0.0)"]
+shap = ["numba (>=0.50.0,!=0.54.0,<0.60.0)", "shap (>=0.40.0,<0.44.0)"]
+tensorflow = ["tensorflow (>=2.0.0,!=2.6.0,!=2.6.1,<2.15.0)"]
+torch = ["torch (>=1.9.0,<3.0.0)"]
+
+[[package]]
+name = "annotated-types"
+version = "0.6.0"
+description = "Reusable constraint types to use with typing.Annotated"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "annotated_types-0.6.0-py3-none-any.whl", hash = "sha256:0641064de18ba7a25dee8f96403ebc39113d0cb953a01429249d5c7564666a43"},
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+]
+
+[package.dependencies]
+typing-extensions = {version = ">=4.0.0", markers = "python_version < \"3.9\""}
+
+[[package]]
+name = "anyio"
+version = "4.3.0"
+description = "High level compatibility layer for multiple asynchronous event loop implementations"
+optional = false
+python-versions = ">=3.8"
+files = [
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+sniffio = ">=1.1"
+typing-extensions = {version = ">=4.1", markers = "python_version < \"3.11\""}
+
+[package.extras]
+doc = ["Sphinx (>=7)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme"]
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+trio = ["trio (>=0.23)"]
+
+[[package]]
+name = "appnope"
+version = "0.1.4"
+description = "Disable App Nap on macOS >= 10.9"
+optional = false
+python-versions = ">=3.6"
+files = [
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+]
+
+[[package]]
+name = "asgiref"
+version = "3.8.1"
+description = "ASGI specs, helper code, and adapters"
+optional = false
+python-versions = ">=3.8"
+files = [
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+typing-extensions = {version = ">=4", markers = "python_version < \"3.11\""}
+
+[package.extras]
+tests = ["mypy (>=0.800)", "pytest", "pytest-asyncio"]
+
+[[package]]
+name = "asttokens"
+version = "2.4.1"
+description = "Annotate AST trees with source code positions"
+optional = false
+python-versions = "*"
+files = [
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+]
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+[package.dependencies]
+six = ">=1.12.0"
+
+[package.extras]
+astroid = ["astroid (>=1,<2)", "astroid (>=2,<4)"]
+test = ["astroid (>=1,<2)", "astroid (>=2,<4)", "pytest"]
+
+[[package]]
+name = "attrs"
+version = "23.2.0"
+description = "Classes Without Boilerplate"
+optional = false
+python-versions = ">=3.7"
+files = [
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+
+[package.extras]
+cov = ["attrs[tests]", "coverage[toml] (>=5.3)"]
+dev = ["attrs[tests]", "pre-commit"]
+docs = ["furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier", "zope-interface"]
+tests = ["attrs[tests-no-zope]", "zope-interface"]
+tests-mypy = ["mypy (>=1.6)", "pytest-mypy-plugins"]
+tests-no-zope = ["attrs[tests-mypy]", "cloudpickle", "hypothesis", "pympler", "pytest (>=4.3.0)", "pytest-xdist[psutil]"]
+
+[[package]]
+name = "babel"
+version = "2.15.0"
+description = "Internationalization utilities"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "Babel-2.15.0-py3-none-any.whl", hash = "sha256:08706bdad8d0a3413266ab61bd6c34d0c28d6e1e7badf40a2cebe67644e2e1fb"},
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+]
+
+[package.dependencies]
+pytz = {version = ">=2015.7", markers = "python_version < \"3.9\""}
+
+[package.extras]
+dev = ["freezegun (>=1.0,<2.0)", "pytest (>=6.0)", "pytest-cov"]
+
+[[package]]
+name = "backcall"
+version = "0.2.0"
+description = "Specifications for callback functions passed in to an API"
+optional = false
+python-versions = "*"
+files = [
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+]
+
+[[package]]
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+version = "0.2.1"
+description = "Backport of the standard library zoneinfo module"
+optional = false
+python-versions = ">=3.6"
+files = [
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+
+[package.extras]
+tzdata = ["tzdata"]
+
+[[package]]
+name = "black"
+version = "24.4.2"
+description = "The uncompromising code formatter."
+optional = false
+python-versions = ">=3.8"
+files = [
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+description = "XGBoost Python Package"
+optional = false
+python-versions = ">=3.8"
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+[package.dependencies]
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+scipy = "*"
+
+[package.extras]
+dask = ["dask", "distributed", "pandas"]
+datatable = ["datatable"]
+pandas = ["pandas"]
+plotting = ["graphviz", "matplotlib"]
+pyspark = ["cloudpickle", "pyspark", "scikit-learn"]
+scikit-learn = ["scikit-learn"]
+
+[[package]]
+name = "ydata-profiling"
+version = "4.8.3"
+description = "Generate profile report for pandas DataFrame"
+optional = false
+python-versions = "<3.13,>=3.7"
+files = [
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+jinja2 = ">=2.11.1,<3.2"
+matplotlib = ">=3.2,<3.9"
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+numba = ">=0.56.0,<1"
+numpy = ">=1.16.0,<2"
+pandas = ">1.1,<1.4.0 || >1.4.0,<3"
+phik = ">=0.11.1,<0.13"
+pydantic = ">=2"
+PyYAML = ">=5.0.0,<6.1"
+requests = ">=2.24.0,<3"
+scipy = ">=1.4.1,<1.14"
+seaborn = ">=0.10.1,<0.14"
+statsmodels = ">=0.13.2,<1"
+tqdm = ">=4.48.2,<5"
+typeguard = ">=3,<5"
+visions = {version = ">=0.7.5,<0.7.7", extras = ["type-image-path"]}
+wordcloud = ">=1.9.1"
+
+[package.extras]
+notebook = ["ipywidgets (>=7.5.1)", "jupyter-client (>=5.3.4)", "jupyter-core (>=4.6.3)"]
+unicode = ["tangled-up-in-unicode (==0.2.0)"]
+
+[[package]]
+name = "zipp"
+version = "3.18.1"
+description = "Backport of pathlib-compatible object wrapper for zip files"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "zipp-3.18.1-py3-none-any.whl", hash = "sha256:206f5a15f2af3dbaee80769fb7dc6f249695e940acca08dfb2a4769fe61e538b"},
+    {file = "zipp-3.18.1.tar.gz", hash = "sha256:2884ed22e7d8961de1c9a05142eb69a247f120291bc0206a00a7642f09b5b715"},
+]
+
+[package.extras]
+docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
+
+[[package]]
+name = "zope-event"
+version = "5.0"
+description = "Very basic event publishing system"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "zope.event-5.0-py3-none-any.whl", hash = "sha256:2832e95014f4db26c47a13fdaef84cef2f4df37e66b59d8f1f4a8f319a632c26"},
+    {file = "zope.event-5.0.tar.gz", hash = "sha256:bac440d8d9891b4068e2b5a2c5e2c9765a9df762944bda6955f96bb9b91e67cd"},
+]
+
+[package.dependencies]
+setuptools = "*"
+
+[package.extras]
+docs = ["Sphinx"]
+test = ["zope.testrunner"]
+
+[[package]]
+name = "zope-interface"
+version = "6.3"
+description = "Interfaces for Python"
+optional = false
+python-versions = ">=3.7"
+files = [
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+    {file = "zope.interface-6.3-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:bf34840e102d1d0b2d39b1465918d90b312b1119552cebb61a242c42079817b9"},
+    {file = "zope.interface-6.3-cp39-cp39-win_amd64.whl", hash = "sha256:a1adc14a2a9d5e95f76df625a9b39f4709267a483962a572e3f3001ef90ea6e6"},
+    {file = "zope.interface-6.3.tar.gz", hash = "sha256:f83d6b4b22262d9a826c3bd4b2fbfafe1d0000f085ef8e44cd1328eea274ae6a"},
+]
+
+[package.dependencies]
+setuptools = "*"
+
+[package.extras]
+docs = ["Sphinx", "repoze.sphinx.autointerface", "sphinx-rtd-theme"]
+test = ["coverage (>=5.0.3)", "zope.event", "zope.testing"]
+testing = ["coverage (>=5.0.3)", "zope.event", "zope.testing"]
+
+[extras]
+full = ["alibi", "dice-ml"]
+
+[metadata]
+lock-version = "2.0"
+python-versions = ">=3.8,<3.12"
+content-hash = "b174af3516fb7fe53d0720d0fa340aa41d38c8c0a7d72d8ba5633759cdc4c5ca"
diff --git a/pyproject.toml b/pyproject.toml
index 782614ed..fb3aa421 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,11 +1,118 @@
-[build-system]
-requires = [
-    "setuptools",
-    "setuptools_scm[toml]>=6.2",
-    "wheel"
+[tool.poetry]
+name = "insolver"
+version = "0"
+description = "Insolver is low-code machine learning library, initially created for the insurance industry."
+authors = ["Mindset Team <request@mind-set.ru>"]
+homepage = "http://insolver.io/"
+repository = "https://github.com/MindSetLib/Insolver"
+documentation = "https://insolver.readthedocs.io/"
+keywords = ["insurance", "machine learning"]
+license = "MIT"
+readme = "README.md"
+packages = [{include = "insolver"}]
+classifiers = [
+    "Development Status :: 2 - Pre-Alpha",
+    "Intended Audience :: Financial and Insurance Industry",
+    "Intended Audience :: Information Technology",
+    "License :: OSI Approved :: MIT License",
+    "Operating System :: MacOS :: MacOS X",
+    "Operating System :: Microsoft :: Windows",
+    "Operating System :: POSIX :: Linux",
+    "Programming Language :: Python",
+    "Programming Language :: Python :: 3",
+    "Programming Language :: Python :: 3 :: Only",
+    "Programming Language :: Python :: 3.8",
+    "Programming Language :: Python :: 3.9",
+    "Programming Language :: Python :: 3.10",
+    "Programming Language :: Python :: 3.11"
+]
+include = [
+    "insolver/report/*.html",
+    "insolver/report/*.css",
+    "insolver/report/*.js",
+    "insolver/report/*.css.map",
+    "insolver/report/*.js.map"
 ]
 
-[tool.setuptools_scm]
+[tool.poetry.urls]
+"Bug Tracker" = "https://github.com/MindSetLib/Insolver/issues"
+"Documentation" = "https://insolver.readthedocs.io/en/stable/"
+"Source Code" = "https://github.com/MindSetLib/Insolver"
+
+
+[tool.poetry.dependencies]
+python = ">=3.8,<3.12"
+numpy = ">=1.22.0"
+pandas = ">=1.2.0"
+scipy = ">=1.10.0"
+scikit-learn = ">=1.3.2"
+xgboost = ">=1.6.1"
+lightgbm = ">=3.2.0"
+catboost = ">=1.0.0"
+hyperopt = ">=0.2.5"
+matplotlib = ">=3.4.3"
+plotly = ">=5.3.1"
+seaborn = ">=0.12.2"
+shap = ">=0.39.0"
+h2o = ">=3.46.0.1"
+statsmodels = ">=0.13.1"
+lime = ">=0.2.0.1"
+dill = ">=0.3.4"
+numba = ">=0.58.0"
+Jinja2 = ">=3.1.3"
+ydata-profiling = ">=4.7.0"
+Flask = ">=2.3.2"
+fastapi = ">=0.109.1"
+uvicorn = {extras = ["standard"], version = ">=0.27"}
+pydantic = ">=2"
+gunicorn = ">=20.0.4"
+Django = ">=4.2.11"
+djangorestframework = ">=3.13.1"
+psycopg2-binary = ">=2.9.3"
+sympy = "1.9"
+dice-ml = {version = "*", optional = true}
+alibi = { version = "*", optional = true}
+
+[tool.poetry.group.dev]
+optional = true
+
+[tool.poetry.group.dev.dependencies]
+black = {extras = ["jupyter"], version = ">=24.4.2"}
+mypy = ">=0.971"
+pre-commit = ">=2.19.0"
+pytest = ">=6.2.5"
+pytest-cov = ">=2.12.1"
+ruff = ">=v0.4.4"
+tox = ">=3.24.3"
+locust = ">=2.9.0"
+
+[tool.poetry.group.docs]
+optional = true
+
+[tool.poetry.group.docs.dependencies]
+myst-parser = "*"
+Sphinx = "*"
+sphinx-rtd-theme = "*"
+sphinxcontrib-applehelp = "*"
+sphinxcontrib-devhelp = "*"
+sphinxcontrib-htmlhelp = "*"
+sphinxcontrib-jsmath = "*"
+sphinxcontrib-qthelp = "*"
+sphinxcontrib-serializinghtml = "*"
+
+[tool.poetry.extras]
+full = ["dice-ml", "alibi"]
+
+[tool.poetry.scripts]
+insolver_serving_cli = 'insolver.serving.run_service:run'
+
+[tool.poetry-version-plugin]
+source = "git-tag"
+
+[build-system]
+requires = ["poetry-core"]
+build-backend = "poetry.core.masonry.api"
+
 
 [tool.black]
 line-length = 120
@@ -19,9 +126,11 @@ exclude = '''
   | dist
   | venv
   | env
+  | .venv
 )/
 '''
 
+
 [tool.pytest.ini_options]
 minversion = "6.0"
 addopts = "-ra -q"
@@ -32,6 +141,7 @@ filterwarnings = [
     "ignore:the imp module is deprecated in favour of importlib;"
 ]
 
+
 [tool.mypy]
 python_version = "3.9"
 disallow_untyped_defs = true
@@ -42,6 +152,7 @@ exclude = [
     'env'
 ]
 
+
 [tool.tox]
 legacy_tox_ini = """
 [tox]
@@ -62,6 +173,7 @@ commands =
     pytest --junitxml=test_report.xml
 """
 
+
 [tool.ruff]
 exclude = [
     ".bzr",
diff --git a/requirements-dev.txt b/requirements-dev.txt
deleted file mode 100644
index a9ecb8f0..00000000
--- a/requirements-dev.txt
+++ /dev/null
@@ -1,8 +0,0 @@
-black[jupyter]==24.4.2
-mypy>=0.971
-pre-commit>=2.19.0
-pytest>=6.2.5
-pytest-cov>=2.12.1
-ruff>=0.0.246
-tox>=3.24.3
-locust==2.9.0
diff --git a/requirements-extra.txt b/requirements-extra.txt
deleted file mode 100644
index 628ea59b..00000000
--- a/requirements-extra.txt
+++ /dev/null
@@ -1,2 +0,0 @@
-dice-ml
-alibi
\ No newline at end of file
diff --git a/requirements.txt b/requirements.txt
deleted file mode 100644
index b5a4204b..00000000
--- a/requirements.txt
+++ /dev/null
@@ -1,32 +0,0 @@
-numpy>=1.22.0
-pandas>=1.2.0
-scipy>=1.10.0
-scikit-learn>=1.3.2
-xgboost>=1.6.1
-lightgbm>=3.2.0
-catboost>=1.0.0
-hyperopt>=0.2.5
-matplotlib>=3.4.3
-plotly>=5.3.1
-seaborn>=0.12.2
-shap>=0.39.0
-h2o>=3.46.0.1
-statsmodels>=0.13.1
-lime>=0.2.0.1
-dill>=0.3.4
-numba>=0.58.0
-
-# insolver.report
-Jinja2>= 3.1.3
-ydata-profiling==4.7.0
-
-# insolver.serving
-Flask>=2.3.2
-fastapi>=0.109.1
-uvicorn[standard]>=0.13.3
-pydantic>=2
-gunicorn>=20.0.4
-Django>=4.2.11
-djangorestframework==3.13.1
-psycopg2-binary>=2.9.3
-sympy==1.9
diff --git a/setup.cfg b/setup.cfg
deleted file mode 100644
index e56195de..00000000
--- a/setup.cfg
+++ /dev/null
@@ -1,30 +0,0 @@
-[metadata]
-name = insolver
-description = Insolver is low-code machine learning library, initially created for the insurance industry.
-long_description = file: README.md
-long_description_content_type = text/markdown
-url = http://insolver.io/
-author = Mindset Team
-author_email = request@mind-set.ru
-license = MIT
-license_files = LICENSE
-keywords = insurance, machine learning
-classifiers =
-    Development Status :: 2 - Pre-Alpha
-    Intended Audience :: Financial and Insurance Industry
-    Intended Audience :: Information Technology
-    License :: OSI Approved :: MIT License
-    Operating System :: MacOS :: MacOS X
-    Operating System :: Microsoft :: Windows
-    Operating System :: POSIX :: Linux
-    Programming Language :: Python
-    Programming Language :: Python :: 3
-    Programming Language :: Python :: 3 :: Only
-    Programming Language :: Python :: 3.8
-    Programming Language :: Python :: 3.9
-    Programming Language :: Python :: 3.10
-    Programming Language :: Python :: 3.11
-project_urls =
-    Bug Tracker = https://github.com/MindSetLib/Insolver/issues
-    Documentation = https://insolver.readthedocs.io/en/stable/
-    Source Code = https://github.com/MindSetLib/Insolver
diff --git a/setup.py b/setup.py
deleted file mode 100644
index 1a7f536c..00000000
--- a/setup.py
+++ /dev/null
@@ -1,26 +0,0 @@
-from setuptools import setup, find_packages
-
-
-with open("requirements.txt") as f:
-    required = f.read().splitlines()
-
-with open("requirements-dev.txt") as f:
-    req_dev = f.read().splitlines()
-
-with open("./docs/requirements-docs.txt") as f:
-    req_dev += f.read().splitlines()
-
-with open("requirements-extra.txt") as f:
-    extras = f.read().splitlines()
-
-
-if __name__ == "__main__":
-    setup(
-        packages=find_packages(),
-        entry_points={'console_scripts': ['insolver_serving = insolver.serving.run_service:run']},
-        install_requires=required,
-        extras_require={'full': extras, 'dev': req_dev},
-        zip_safe=False,
-        python_requires='>=3.8',
-        include_package_data=True,
-    )


Test patch:
diff --git a/.github/workflows/insolver-tests.yaml b/.github/workflows/insolver-tests.yaml
index a673de88..89dc5fa7 100644
--- a/.github/workflows/insolver-tests.yaml
+++ b/.github/workflows/insolver-tests.yaml
@@ -31,25 +31,25 @@ jobs:
     - name: Install libomp for lightgbm (macOS)
       if: matrix.os == 'macos-latest'
       run: brew install libomp
+    - name: Install Poetry
+      uses: snok/install-poetry@v1
     - name: Install dependencies
       shell: bash
       run: |
-        python -m pip install --upgrade pip setuptools wheel
-        pip install wheel ruff pytest pytest-cov black[jupyter]
-        if [ -f requirements.txt ]; then pip install -r requirements.txt; fi
+        poetry install --with dev --no-interaction
     - name: Lint with black
       shell: bash
       run: |
-        black . --check --line-length 120
+        poetry run black . --check --line-length 120
     - name: Lint with ruff
       shell: bash
       run: |
-        ruff check . --select=E9,F63,F7,F82 --show-source
-        ruff check . --exit-zero --statistics
+        poetry run ruff check . --select=E9,F63,F7,F82 --show-source
+        poetry run ruff check . --exit-zero --statistics
     - name: Test with pytest
       shell: bash
       run: |
-        python -m pytest --cov=insolver --cov-report xml
+        poetry run pytest --cov=insolver --cov-report xml
     - name: Code coverage with codecov on (ubuntu-latest & Python 3.10 & master)
       if: |
         (matrix.os == 'ubuntu-latest' && matrix.python-version == '3.10' && github.ref == 'refs/heads/master')
diff --git a/tests/data/freMPL-R_100.csv b/tests/data/freMPL-R_100.csv
deleted file mode 100644
index c6500e8d..00000000
--- a/tests/data/freMPL-R_100.csv
+++ /dev/null
@@ -1,110 +0,0 @@
-Exposure,LicAge,RecordBeg,RecordEnd,VehAge,Gender,MariStat,SocioCateg,VehUsage,DrivAge,HasKmLimit,BonusMalus,VehBody,VehPrice,VehEngine,VehEnergy,VehMaxSpeed,VehClass,ClaimAmount,RiskVar,Garage,ClaimInd,Dataset,DeducType,ClaimNbResp,ClaimNbNonResp,ClaimNbParking,ClaimNbFireTheft,ClaimNbWindscreen,OutUseNb,RiskArea
-0.583,366,2004-06-01,,2,Female,Other,CSP1,Professional,55,0,72,sedan,D ,injection,regular,160-170 km/h,B,0.0,15.0,None,0,1,,,,,,,,
-0.2,187,2004-10-19,,0,Male,Alone,CSP55,Private+trip to office,34,0,80,microvan,K ,direct injection overpowered,diesel,170-180 km/h,M1,0.0,20.0,None,0,1,,,,,,,,
-0.083,169,2004-07-16,2004-08-16,1,Female,Other,CSP1,Professional,33,0,63,other microvan,L ,direct injection overpowered,diesel,170-180 km/h,M1,0.0,17.0,None,0,1,,,,,,,,
-0.375,170,2004-08-16,,1,Female,Other,CSP1,Professional,34,0,63,other microvan,L ,direct injection overpowered,diesel,170-180 km/h,M1,0.0,17.0,Private garage,0,1,,,,,,,,
-0.5,224,2004-01-01,2004-07-01,3,Male,Other,CSP47,Professional,53,0,72,van,L ,direct injection overpowered,diesel,140-150 km/h,0,1418.61027190332,19.0,None,1,1,,,,,,,,
-0.499,230,2004-07-01,,3,Male,Other,CSP47,Professional,53,0,68,van,L ,direct injection overpowered,diesel,140-150 km/h,0,0.0,19.0,None,0,1,,,,,,,,
-0.218,169,2004-01-01,2004-03-20,6-7,Male,Other,CSP50,Private+trip to office,32,0,50,sedan,G ,injection,diesel,160-170 km/h,B,146.25589123867098,19.0,None,1,1,,,,,,,,
-0.75,232,2004-01-01,2004-10-01,4,Female,Other,CSP55,Private+trip to office,38,0,57,sedan,B ,injection,regular,150-160 km/h,A,0.0,19.0,None,0,1,,,,,,,,
-0.249,241,2004-10-01,,5,Female,Other,CSP55,Private+trip to office,39,0,54,sedan,B ,injection,regular,150-160 km/h,A,0.0,19.0,None,0,1,,,,,,,,
-0.75,298,2004-01-01,2004-10-01,2,Male,Other,CSP50,Private+trip to office,43,0,76,other microvan,M ,injection,regular,190-200 km/h,M2,0.0,10.0,None,0,1,,,,,,,,
-0.249,307,2004-10-01,,2,Male,Other,CSP50,Private+trip to office,44,0,72,other microvan,M ,injection,regular,190-200 km/h,M2,0.0,10.0,None,0,1,,,,,,,,
-0.40700000000000003,408,2004-01-01,2004-05-28,6-7,Female,Other,CSP50,Private+trip to office,54,0,50,cabriolet,L ,injection,regular,170-180 km/h,M1,0.0,16.0,Collective garage,0,1,,,,,,,,
-0.259,412,2004-05-28,2004-09-01,2,Female,Other,CSP50,Private+trip to office,54,0,50,cabriolet,L ,injection,regular,190-200 km/h,M1,0.0,16.0,Collective garage,0,1,,,,,,,,
-0.33299999999999996,416,2004-09-01,,3,Female,Other,CSP50,Private+trip to office,55,0,50,cabriolet,L ,injection,regular,190-200 km/h,M1,0.0,17.0,Collective garage,0,1,,,,,,,,
-0.187,324,2004-09-24,2004-12-01,6-7,Female,Other,CSP50,Private+trip to office,54,0,50,cabriolet,P ,injection overpowered,regular,200-220 km/h,H,0.0,16.0,Private garage,0,1,,,,,,,,
-0.083,327,2004-12-01,,6-7,Female,Other,CSP50,Private+trip to office,55,0,50,cabriolet,P ,injection overpowered,regular,200-220 km/h,H,0.0,16.0,Private garage,0,1,,,,,,,,
-0.483,580,2004-07-07,,0,Male,Other,CSP60,Private,81,0,50,sedan,H ,injection,regular,170-180 km/h,B,0.0,16.0,Private garage,0,1,,,,,,,,
-0.017,545,2004-11-25,2004-12-01,0,Male,Other,CSP60,Private,63,0,50,other microvan,M ,direct injection overpowered,diesel,180-190 km/h,M1,0.0,1.0,None,0,1,,,,,,,,
-0.083,546,2004-12-01,,0,Male,Other,CSP60,Private,64,0,50,other microvan,M ,direct injection overpowered,diesel,180-190 km/h,M1,0.0,1.0,None,0,1,,,,,,,,
-0.882,378,2004-01-01,2004-11-19,1,Female,Other,CSP60,Private,58,0,50,sedan,J ,injection,regular,170-180 km/h,M1,102.59003021148001,17.0,None,1,1,,,,,,,,
-0.034,388,2004-11-19,2004-12-01,2,Female,Other,CSP60,Private,59,0,50,sedan,J ,injection,regular,170-180 km/h,M1,0.0,17.0,None,0,1,,,,,,,,
-0.083,389,2004-12-01,,2,Female,Other,CSP60,Private,59,0,50,sedan,J ,injection,regular,170-180 km/h,M1,0.0,17.0,None,0,1,,,,,,,,
-0.725,336,2004-03-29,2004-12-20,10+,Male,Other,CSP50,Private+trip to office,55,0,51,sedan,J ,injection overpowered,diesel,170-180 km/h,M2,0.0,8.0,None,0,1,,,,,,,,
-0.031,345,2004-12-20,,10+,Male,Other,CSP50,Private+trip to office,56,0,51,sedan,J ,injection overpowered,diesel,170-180 km/h,M2,0.0,8.0,None,0,1,,,,,,,,
-0.84,246,2004-01-29,2004-12-01,6-7,Male,Alone,CSP50,Private+trip to office,39,0,60,sedan,D ,injection,regular,140-150 km/h,A,0.0,19.0,None,0,1,,,,,,,,
-0.083,257,2004-12-01,,8-9,Male,Alone,CSP50,Private+trip to office,40,0,57,sedan,D ,injection,regular,140-150 km/h,A,0.0,19.0,None,0,1,,,,,,,,
-0.166,212,2004-01-01,2004-03-01,5,Male,Other,CSP50,Private+trip to office,35,0,63,sedan,L ,injection,regular,200-220 km/h,M2,0.0,17.0,None,0,1,,,,,,,,
-0.799,214,2004-03-01,2004-12-19,5,Male,Other,CSP50,Private+trip to office,36,0,59,sedan,L ,injection,regular,200-220 km/h,M2,0.0,17.0,None,0,1,,,,,,,,
-0.435,184,2004-01-01,2004-06-08,6-7,Male,Other,CSP50,Private+trip to office,34,0,50,sedan,D ,injection,regular,150-160 km/h,B,0.0,16.0,None,0,1,,,,,,,,
-1.0,454,2004-01-01,,0,Male,Other,CSP50,Professional,56,0,50,sport utility vehicle,P ,direct injection overpowered,diesel,200-220 km/h,M2,1562.35649546828,17.0,Private garage,1,1,,,,,,,,
-0.083,162,2004-01-01,2004-02-01,2,Female,Other,CSP60,Private,63,0,90,sedan,G ,injection,regular,150-160 km/h,B,0.0,16.0,None,0,1,,,,,,,,
-0.9159999999999999,163,2004-02-01,,2,Female,Other,CSP60,Private,63,0,85,sedan,G ,injection,regular,150-160 km/h,B,0.0,16.0,None,0,1,,,,,,,,
-0.083,331,2004-01-01,2004-02-01,1,Male,Other,CSP55,Professional,46,0,50,sedan,H ,direct injection overpowered,diesel,160-170 km/h,B,0.0,18.0,Private garage,0,1,,,,,,,,
-0.9159999999999999,332,2004-02-01,,1,Male,Other,CSP55,Professional,46,0,50,sedan,H ,direct injection overpowered,diesel,160-170 km/h,B,0.0,18.0,Private garage,0,1,,,,,,,,
-0.09699999999999999,446,2004-01-01,2004-02-06,0,Male,Alone,CSP48,Professional,57,0,50,sedan,K ,direct injection overpowered,diesel,180-190 km/h,M1,2020.6359516616299,18.0,None,1,1,,,,,,,,
-0.902,447,2004-02-06,,0,Male,Alone,CSP48,Professional,58,0,50,sedan,K ,direct injection overpowered,diesel,180-190 km/h,M1,0.0,18.0,None,0,1,,,,,,,,
-0.823,295,2004-01-01,2004-10-28,3,Female,Other,CSP50,Professional,43,0,108,other microvan,J ,injection,regular,180-190 km/h,M1,3262.22628398791,18.0,None,1,1,,,,,,,,
-0.166,324,2004-01-01,2004-03-01,8-9,Female,Alone,CSP50,Private,53,0,50,sedan,G ,injection,regular,170-180 km/h,B,0.0,20.0,None,0,1,,,,,,,,
-0.22899999999999998,320,2004-01-01,2004-03-24,10+,Female,Other,CSP50,Private,45,0,50,sedan,C ,carburation,regular,140-150 km/h,B,0.0,11.0,None,0,1,,,,,,,,
-0.77,322,2004-03-24,,10+,Female,Other,CSP50,Private,45,0,50,sedan,C ,carburation,regular,140-150 km/h,B,0.0,11.0,None,0,1,,,,,,,,
-0.9159999999999999,408,2004-02-01,,8-9,Female,Other,CSP50,Private+trip to office,54,0,54,other microvan,J ,injection,regular,180-190 km/h,M1,0.0,17.0,None,0,1,,,,,,,,
-0.154,322,2004-01-01,2004-02-27,10+,Female,Alone,CSP55,Private+trip to office,46,0,100,sedan,C ,carburation,regular,140-150 km/h,B,0.0,19.0,None,0,1,,,,,,,,
-0.845,323,2004-02-27,,10+,Female,Alone,CSP55,Private+trip to office,46,0,95,sedan,C ,carburation,regular,140-150 km/h,B,0.0,19.0,None,0,1,,,,,,,,
-0.055,234,2004-12-11,,4,Female,Other,CSP50,Private+trip to office,39,0,60,microvan,N ,injection overpowered,diesel,170-180 km/h,H,0.0,17.0,Collective garage,0,1,,,,,,,,
-0.493,339,2004-01-01,2004-06-29,2,Female,Other,CSP50,Private+trip to office,46,0,50,sedan,Q ,injection,regular,220+ km/h,M2,0.0,16.0,Private garage,0,1,,,,,,,,
-0.098,228,2004-11-26,,3,Male,Alone,CSP50,Private+trip to office,38,0,50,sedan,I ,direct injection overpowered,diesel,180-190 km/h,B,0.0,17.0,None,0,1,,,,,,,,
-0.25,358,2004-01-01,2004-04-01,1,Male,Alone,CSP60,Private,68,0,96,sport utility vehicle,N ,injection,regular,160-170 km/h,H,0.0,14.0,Private garage,0,1,,,,,,,,
-0.7490000000000001,361,2004-04-01,,1,Male,Alone,CSP60,Private,69,0,149,sport utility vehicle,N ,injection,regular,160-170 km/h,H,0.0,14.0,Private garage,0,1,,,,,,,,
-0.166,461,2004-01-01,2004-03-01,1,Male,Other,CSP50,Private+trip to office,63,0,57,station wagon,D ,injection,regular,150-160 km/h,A,0.0,18.0,None,0,1,,,,,,,,
-0.833,463,2004-03-01,,2,Male,Other,CSP50,Private+trip to office,63,0,54,station wagon,D ,injection,regular,150-160 km/h,A,0.0,18.0,None,0,1,,,,,,,,
-0.22399999999999998,288,2004-01-01,2004-03-22,1,Female,Other,CSP50,Private,53,0,50,sedan,D ,injection,regular,150-160 km/h,A,0.0,13.0,None,0,1,,,,,,,,
-0.775,290,2004-03-22,,1,Female,Other,CSP50,Private,53,0,50,sedan,D ,injection,regular,150-160 km/h,A,1168.6332326284,13.0,None,1,1,,,,,,,,
-0.166,336,2004-01-01,2004-03-01,10+,Male,Other,CSP55,Private+trip to office,50,0,50,sedan,L ,injection,regular,190-200 km/h,M2,0.0,16.0,None,0,1,,,,,,,,
-0.39,338,2004-03-01,2004-07-22,10+,Male,Other,CSP55,Private+trip to office,50,0,50,sedan,L ,injection,regular,190-200 km/h,M2,0.0,16.0,None,0,1,,,,,,,,
-0.166,295,2004-01-01,2004-03-01,0,Male,Alone,CSP50,Private,43,0,76,sedan,H ,direct injection overpowered,diesel,160-170 km/h,B,0.0,20.0,None,0,1,,,,,,,,
-0.833,297,2004-03-01,,0,Male,Alone,CSP50,Private,44,0,72,sedan,H ,direct injection overpowered,diesel,160-170 km/h,B,2975.42900302115,20.0,None,1,1,,,,,,,,
-0.166,517,2004-01-01,2004-03-01,10+,Female,Alone,CSP46,Private+trip to office,61,0,50,sedan,Q ,injection,regular,170-180 km/h,H,0.0,14.0,Private garage,0,1,,,,,,,,
-0.833,519,2004-03-01,,10+,Female,Alone,CSP46,Private+trip to office,61,0,50,sedan,Q ,injection,regular,170-180 km/h,H,0.0,14.0,Private garage,0,1,,,,,,,,
-0.243,159,2004-01-01,2004-03-29,0,Male,Other,CSP50,Professional,31,0,51,sedan,J ,direct injection overpowered,diesel,180-190 km/h,M1,0.0,15.0,None,0,1,,,,,,,,
-0.7559999999999999,161,2004-03-29,,1,Male,Other,CSP50,Professional,31,0,50,sedan,J ,direct injection overpowered,diesel,180-190 km/h,M1,1342.30694864048,15.0,None,1,1,,,,,,,,
-0.24600000000000002,154,2004-01-01,2004-03-30,1,Female,Alone,CSP50,Private+trip to office,40,1,90,sedan,F ,injection,regular,150-160 km/h,B,0.0,17.0,None,0,1,,,,,,,,
-0.753,156,2004-03-30,,1,Female,Alone,CSP50,Private+trip to office,40,1,85,sedan,F ,injection,regular,150-160 km/h,B,0.0,17.0,None,0,1,,,,,,,,
-0.853,281,2004-02-24,,0,Female,Other,CSP37,Private,67,0,50,sedan,I ,direct injection overpowered,diesel,160-170 km/h,B,0.0,13.0,None,0,1,,,,,,,,
-0.33299999999999996,522,2004-01-01,2004-05-01,6-7,Male,Other,CSP50,Private+trip to office,61,0,50,sedan,H ,carburation,regular,170-180 km/h,M1,0.0,19.0,None,0,1,,,,,,,,
-0.6659999999999999,526,2004-05-01,,6-7,Male,Other,CSP50,Private+trip to office,62,0,50,sedan,H ,carburation,regular,170-180 km/h,M1,0.0,19.0,None,0,1,,,,,,,,
-0.127,593,2004-01-01,2004-02-17,1,Male,Other,CSP55,Private,72,0,50,sedan,K ,direct injection overpowered,diesel,180-190 km/h,M1,2198.8105740181304,12.0,None,1,1,,,,,,,,
-0.872,594,2004-02-17,,1,Male,Other,CSP55,Private,72,0,50,sedan,K ,direct injection overpowered,diesel,180-190 km/h,M1,0.0,12.0,None,0,1,,,,,,,,
-0.29100000000000004,429,2004-01-01,2004-04-16,10+,Male,Other,CSP50,Private,54,1,50,sedan,H ,injection,regular,170-180 km/h,M2,0.0,11.0,None,0,1,,,,,,,,
-0.016,432,2004-04-16,2004-04-22,10+,Male,Other,CSP50,Private,54,1,50,sedan,H ,injection,regular,170-180 km/h,M2,0.0,11.0,None,0,1,,,,,,,,
-0.523,434,2004-06-23,,0,Male,Other,CSP46,Professional,54,0,50,sedan,H ,injection,regular,180-190 km/h,M1,0.0,11.0,Private garage,0,1,,,,,,,,
-0.336,457,2004-01-01,2004-05-02,2,Female,Other,CSP50,Professional,58,0,52,sedan,E ,injection,regular,150-160 km/h,B,0.0,12.0,None,0,1,,,,,,,,
-0.6629999999999999,461,2004-05-02,,3,Female,Other,CSP50,Professional,59,0,50,sedan,E ,injection,regular,150-160 km/h,B,0.0,12.0,None,0,1,,,,,,,,
-0.33299999999999996,495,2004-01-01,2004-05-01,0,Female,Other,CSP60,Private,94,0,50,sedan,H ,injection,regular,190-200 km/h,B,0.0,17.0,None,0,1,,,,,,,,
-0.6659999999999999,499,2004-05-01,,0,Female,Other,CSP60,Private,95,0,50,sedan,H ,injection,regular,190-200 km/h,B,0.0,17.0,None,0,1,,,,,,,,
-0.33299999999999996,420,2004-01-01,2004-05-01,5,Female,Other,CSP50,Private,66,0,68,sedan,H ,injection,regular,160-170 km/h,M1,0.0,8.0,None,0,1,,,,,,,,
-0.6659999999999999,424,2004-05-01,,5,Female,Other,CSP50,Private,66,0,64,sedan,H ,injection,regular,160-170 km/h,M1,0.0,8.0,None,0,1,,,,,,,,
-0.426,328,2004-07-28,,5,Male,Other,CSP50,Private+trip to office,48,0,50,sedan,B ,injection,regular,160-170 km/h,M2,0.0,20.0,None,0,1,,,,,,,,
-0.7190000000000001,421,2004-04-12,,2,Male,Other,CSP55,Private+trip to office,54,0,50,sedan,D ,injection,regular,150-160 km/h,B,0.0,13.0,None,0,1,,,,,,,,
-0.41600000000000004,155,2004-01-01,2004-06-01,6-7,Female,Alone,CSP50,Private+trip to office,33,0,50,sedan,F ,injection,diesel,150-160 km/h,B,0.0,15.0,None,0,1,,,,,,,,
-0.583,160,2004-06-01,,6-7,Female,Alone,CSP50,Private+trip to office,34,0,50,sedan,F ,injection,diesel,150-160 km/h,B,0.0,15.0,None,0,1,,,,,,,,
-0.47100000000000003,215,2004-01-01,2004-06-21,3,Female,Alone,CSP50,Private,36,0,50,sedan,E ,injection,regular,150-160 km/h,A,0.0,18.0,None,0,1,,,,,,,,
-0.528,220,2004-06-21,,4,Female,Alone,CSP50,Private,37,0,50,sedan,E ,injection,regular,150-160 km/h,A,0.0,18.0,None,0,1,,,,,,,,
-0.33299999999999996,366,2004-01-01,2004-05-01,2,Male,Other,CSP60,Private,81,0,50,sedan,J ,injection,regular,180-190 km/h,M1,0.0,15.0,Collective garage,0,1,,,,,,,,
-0.6659999999999999,370,2004-05-01,,2,Male,Other,CSP60,Private,81,0,50,sedan,J ,injection,regular,180-190 km/h,M1,0.0,15.0,Collective garage,0,1,,,,,,,,
-0.5,477,2004-01-01,2004-07-01,5,Male,Other,CSP1,Professional,58,0,50,sedan,K ,injection,regular,180-190 km/h,M1,0.0,16.0,None,0,1,,,,,,,,
-0.499,483,2004-07-01,,6-7,Male,Other,CSP1,Professional,59,0,50,sedan,K ,injection,regular,180-190 km/h,M1,0.0,16.0,None,0,1,,,,,,,,
-0.56,279,2004-01-01,2004-07-23,2,Female,Other,CSP50,Private+trip to office,43,0,65,station wagon,H ,injection,regular,150-160 km/h,M1,0.0,18.0,None,0,1,,,,,,,,
-0.439,285,2004-07-23,,2,Female,Other,CSP50,Private+trip to office,43,0,61,station wagon,H ,injection,regular,150-160 km/h,M1,0.0,18.0,None,0,1,,,,,,,,
-0.5,246,2004-01-01,2004-07-01,4,Male,Other,CSP50,Professional,44,0,50,station wagon,M ,injection,regular,190-200 km/h,M2,0.0,15.0,None,0,1,,,,,,,,
-0.499,252,2004-07-01,,5,Male,Other,CSP50,Professional,45,0,50,station wagon,M ,injection,regular,190-200 km/h,M2,0.0,15.0,None,0,1,,,,,,,,
-0.15,484,2004-04-07,2004-06-01,6-7,Male,Other,CSP50,Private+trip to office,58,0,50,microvan,K ,injection,regular,180-190 km/h,M1,0.0,14.0,None,0,1,,,,,,,,
-0.583,486,2004-06-01,,6-7,Male,Other,CSP50,Private+trip to office,58,0,50,microvan,K ,injection,regular,180-190 km/h,M1,0.0,14.0,None,0,1,,,,,,,,
-0.583,306,2004-01-01,2004-08-01,0,Female,Alone,CSP1,Professional,46,0,50,sedan,I ,injection,regular,200-220 km/h,B,0.0,15.0,None,0,1,,,,,,,,
-0.41600000000000004,313,2004-08-01,,1,Female,Alone,CSP1,Professional,47,0,50,sedan,I ,injection,regular,200-220 km/h,B,0.0,15.0,None,0,1,,,,,,,,
-0.583,198,2004-01-01,2004-08-01,3,Male,Alone,CSP50,Private+trip to office,34,0,50,sedan,G ,injection,regular,160-170 km/h,B,0.0,12.0,None,0,1,,,,,,,,
-0.41600000000000004,205,2004-08-01,,3,Male,Alone,CSP50,Private+trip to office,35,0,50,sedan,G ,injection,regular,160-170 km/h,B,0.0,12.0,None,0,1,,,,,,,,
-0.040999999999999995,222,2004-01-01,2004-01-16,6-7,Female,Other,CSP50,Private+trip to office,56,0,50,sedan,H ,injection,regular,170-180 km/h,M1,0.0,9.0,None,0,1,,,,,,,,
-0.935,222,2004-01-16,2004-12-23,6-7,Female,Other,CSP50,Private+trip to office,56,0,50,sedan,H ,injection,regular,170-180 km/h,M1,0.0,9.0,None,0,1,,,,,,,,
-0.075,194,2004-12-04,,4,Female,Other,CSP50,Private+trip to office,34,0,50,sedan,K ,injection,regular,170-180 km/h,B,0.0,9.0,None,0,1,,,,,,,,
-0.616,149,2004-01-01,2004-08-13,1,Male,Other,CSP50,Private+trip to office,30,0,51,microvan,J ,injection,regular,180-190 km/h,M1,806.5105740181269,17.0,Collective garage,1,1,,,,,,,,
-0.38299999999999995,156,2004-08-13,,2,Male,Other,CSP50,Private+trip to office,31,0,50,microvan,J ,injection,regular,180-190 km/h,M1,0.0,17.0,Collective garage,0,1,,,,,,,,
-0.273,602,2004-09-23,,2,Female,Other,CSP60,Private,68,0,86,sedan,G ,injection,regular,160-170 km/h,A,0.0,6.0,None,0,1,,,,,,,,
-0.613,426,2004-01-01,2004-08-12,6-7,Male,Other,CSP50,Private+trip to office,53,0,50,sedan,K ,injection,regular,170-180 km/h,M2,0.0,15.0,None,0,1,,,,,,,,
-0.043,433,2004-08-12,2004-08-28,8-9,Male,Other,CSP50,Private+trip to office,54,0,50,sedan,K ,injection,regular,170-180 km/h,M2,0.0,15.0,None,0,1,,,,,,,,
-0.342,433,2004-08-28,,8-9,Male,Other,CSP50,Private+trip to office,54,0,50,sedan,K ,injection,regular,170-180 km/h,M2,0.0,15.0,None,0,1,,,,,,,,
-0.6659999999999999,148,2004-01-01,2004-09-01,6-7,Female,Alone,CSP26,Private+trip to office,31,0,59,sedan,F ,injection,regular,150-160 km/h,B,0.0,17.0,None,0,1,,,,,,,,
-0.038,156,2004-09-01,2004-09-15,6-7,Female,Alone,CSP26,Private+trip to office,32,0,56,sedan,F ,injection,regular,150-160 km/h,B,0.0,17.0,None,0,1,,,,,,,,
-0.294,156,2004-09-15,,6-7,Female,Alone,CSP26,Private+trip to office,32,0,56,sedan,F ,injection,regular,150-160 km/h,B,0.0,17.0,None,0,1,,,,,,,,
-0.688,632,2004-01-01,2004-09-09,0,Male,Other,CSP60,Private,73,0,50,sedan,L ,injection,regular,190-200 km/h,B,0.0,14.0,None,0,1,,,,,,,,
diff --git a/tests/feature_engineering/test_feature_engineering.py b/tests/feature_engineering/test_feature_engineering.py
new file mode 100644
index 00000000..1c67ee31
--- /dev/null
+++ b/tests/feature_engineering/test_feature_engineering.py
@@ -0,0 +1,91 @@
+import pytest
+import pandas as pd
+from insolver.feature_engineering import DataPreprocessing
+
+
+@pytest.fixture
+def sample_data():
+    return pd.DataFrame(
+        {
+            'A': [1, 2, 3, 4, 5],
+            'B': ['a', 'b', 'c', 'd', 'e'],
+            'C': [6.0, 7.0, 8.0, 9.0, 10.0],
+            'D': [11, 12, None, 14, 15],
+            'E': [0, 1, 1, 2, 1],
+        }
+    )
+
+
+def test_smoothing(sample_data):
+    data_preprocessing = DataPreprocessing(smoothing=True, smoothing_column='A')
+    smoothed_data = data_preprocessing.preprocess(sample_data)
+    assert isinstance(smoothed_data, pd.DataFrame)
+    assert 'A' in smoothed_data.columns
+
+    data_preprocessing = DataPreprocessing(smoothing=True)
+    with pytest.raises(AttributeError):
+        data_preprocessing.preprocess(sample_data)
+
+
+def test_feature_selection(sample_data):
+    data_preprocessing = DataPreprocessing(feature_selection=True, feat_select_task='class')
+    data_preprocessing.preprocess(sample_data, target='E')
+
+    with pytest.raises(NotImplementedError):
+        data_preprocessing.preprocess(sample_data, target=['B', 'E'])
+
+    data_preprocessing = DataPreprocessing(feature_selection=True)
+    with pytest.raises(AttributeError):
+        data_preprocessing.preprocess(sample_data, target='E')
+
+
+def test_sampling(sample_data):
+    data_preprocessing = DataPreprocessing(sampling=True)
+    data_preprocessing.preprocess(sample_data)
+
+
+def test_dimension_reduction(sample_data):
+    data_preprocessing = DataPreprocessing(dim_red=True)
+    data_preprocessing.preprocess(sample_data)
+
+    data_preprocessing = DataPreprocessing(dim_red=True)
+    data_preprocessing.preprocess(sample_data, target='E')
+
+    data_preprocessing = DataPreprocessing(dim_red='t_sne', dim_red_n_neighbors=3)
+    data_preprocessing.preprocess(sample_data)
+
+    data_preprocessing = DataPreprocessing(dim_red='isomap', dim_red_n_neighbors=3)
+    data_preprocessing.preprocess(sample_data)
+
+    data_preprocessing = DataPreprocessing(dim_red='lda', normalization=False, dim_red_n_components=2)
+    with pytest.raises(NotImplementedError):
+        data_preprocessing.preprocess(sample_data, target=['A', 'E'])
+    data_preprocessing.preprocess(sample_data, target='E')
+
+
+def test_features(sample_data):
+    data_preprocessing = DataPreprocessing(categorical_columns=['B'], numerical_columns=['A', 'C'])
+    with pytest.raises(NotImplementedError):
+        data_preprocessing.preprocess(sample_data)
+
+    data_preprocessing = DataPreprocessing(categorical_columns=['B'], numerical_columns=['A', 'C'])
+    data_preprocessing.preprocess(sample_data, target='E')
+
+    data_preprocessing = DataPreprocessing(categorical_columns=['B'], numerical_columns=['A', 'F'])
+    with pytest.raises(AttributeError):
+        data_preprocessing.preprocess(sample_data, target='E')
+
+    data_preprocessing = DataPreprocessing(categorical_columns=['B', 'G'], numerical_columns=['A', 'C'])
+    with pytest.raises(AttributeError):
+        data_preprocessing.preprocess(sample_data, target='E')
+
+    data_preprocessing = DataPreprocessing(numerical_columns=['A', 'C'])
+    data_preprocessing.preprocess(sample_data, target='E')
+
+    data_preprocessing = DataPreprocessing(categorical_columns=['B'])
+    data_preprocessing.preprocess(sample_data, target='E')
+
+    data_preprocessing = DataPreprocessing(
+        numerical_columns=['A', 'C'], categorical_columns=['B'], smoothing=True, smoothing_column='A'
+    )
+    data_preprocessing.preprocess(sample_data)
diff --git a/tests/test_ContinuousHomogeneityTests.py b/tests/feature_monitoring/test_ContinuousHomogeneityTests.py
similarity index 100%
rename from tests/test_ContinuousHomogeneityTests.py
rename to tests/feature_monitoring/test_ContinuousHomogeneityTests.py
diff --git a/tests/test_DiscreteHomogeneityTests.py b/tests/feature_monitoring/test_DiscreteHomogeneityTests.py
similarity index 100%
rename from tests/test_DiscreteHomogeneityTests.py
rename to tests/feature_monitoring/test_DiscreteHomogeneityTests.py
diff --git a/tests/test_InsolverTransforms.py b/tests/test_InsolverTransforms.py
index 0b2da995..fe6b308a 100644
--- a/tests/test_InsolverTransforms.py
+++ b/tests/test_InsolverTransforms.py
@@ -4,8 +4,10 @@
     TransformExp,
     TransformAge,
 )
+from insolver.model_tools.datasets import download_dataset
 
-df = pd.read_csv('tests/data/freMPL-R_100.csv')
+download_dataset('freMPL-R', 'tests/data/')
+df = pd.read_csv('tests/data/freMPL-R.csv', nrows=109)
 
 
 def test_TransformExp():