diff --git a/.gitignore b/.gitignore
index 8ff2ba514032f47cc179917fb56fee95a7196025..cb46758e8902141c12a1a375e01e8243a8a625d8 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,4 +1,5 @@
 .vscode*
+.pdm*
 pypelines/__pycache__*
 tests/__pycache__*
 *.egg-info*
@@ -9,3 +10,6 @@ dist/*
 notebooks/pipelines_tests/*
 notebooks/*.log
 build*
+.coverage
+coverage*
+pytest_results*
diff --git a/pdm.lock b/pdm.lock
index 9af7c149489522bdcaf2e60cd9189c7ced41f222..5fab242b5c6087c078a0c4365e4ae5e92bcdff37 100644
--- a/pdm.lock
+++ b/pdm.lock
@@ -2,10 +2,25 @@
 # It is not intended for manual editing.
 
 [metadata]
-groups = ["default"]
-strategy = ["cross_platform", "inherit_metadata"]
-lock_version = "4.4.1"
-content_hash = "sha256:a07dbe37aabc8e1da53a5cac01f0c368a13ca13f13ae10a644403a436a8a416b"
+groups = ["default", "dev"]
+strategy = ["inherit_metadata"]
+lock_version = "4.5.0"
+content_hash = "sha256:7ae07abecc51a9148be2b3d9b8e35e2d4703fe2c3ebb7da5a8a4553830a052ac"
+
+[[metadata.targets]]
+requires_python = ">=3.10"
+
+[[package]]
+name = "colorama"
+version = "0.4.6"
+requires_python = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
+summary = "Cross-platform colored terminal text."
+groups = ["dev"]
+marker = "sys_platform == \"win32\""
+files = [
+    {file = "colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"},
+    {file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"},
+]
 
 [[package]]
 name = "coloredlogs"
@@ -23,48 +38,193 @@ files = [
 
 [[package]]
 name = "contourpy"
-version = "1.2.1"
+version = "1.3.0"
 requires_python = ">=3.9"
 summary = "Python library for calculating contours of 2D quadrilateral grids"
 groups = ["default"]
 dependencies = [
-    "numpy>=1.20",
+    "numpy>=1.23",
+]
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 [[package]]
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 summary = "Human friendly output for text interfaces using Python"
 groups = ["default"]
 dependencies = [
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     "pyreadline3; sys_platform == \"win32\" and python_version >= \"3.8\"",
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 groups = ["default"]
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 [[package]]
@@ -274,168 +478,242 @@ files = [
 
 [[package]]
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-requires_python = ">=3.9"
+version = "2.1.1"
+requires_python = ">=3.10"
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+    {file = "pillow-10.4.0-pp310-pypy310_pp73-win_amd64.whl", hash = "sha256:0755ffd4a0c6f267cccbae2e9903d95477ca2f77c4fcf3a3a09570001856c8a5"},
+    {file = "pillow-10.4.0.tar.gz", hash = "sha256:166c1cd4d24309b30d61f79f4a9114b7b2313d7450912277855ff5dfd7cd4a06"},
+]
+
+[[package]]
+name = "pluggy"
+version = "1.5.0"
+requires_python = ">=3.8"
+summary = "plugin and hook calling mechanisms for python"
+groups = ["dev"]
+files = [
+    {file = "pluggy-1.5.0-py3-none-any.whl", hash = "sha256:44e1ad92c8ca002de6377e165f3e0f1be63266ab4d554740532335b9d75ea669"},
+    {file = "pluggy-1.5.0.tar.gz", hash = "sha256:2cffa88e94fdc978c4c574f15f9e59b7f4201d439195c3715ca9e2486f1d0cf1"},
 ]
 
 [[package]]
 name = "pyparsing"
-version = "3.1.2"
+version = "3.1.4"
 requires_python = ">=3.6.8"
 summary = "pyparsing module - Classes and methods to define and execute parsing grammars"
 groups = ["default"]
 files = [
-    {file = "pyparsing-3.1.2-py3-none-any.whl", hash = "sha256:f9db75911801ed778fe61bb643079ff86601aca99fcae6345aa67292038fb742"},
-    {file = "pyparsing-3.1.2.tar.gz", hash = "sha256:a1bac0ce561155ecc3ed78ca94d3c9378656ad4c94c1270de543f621420f94ad"},
+    {file = "pyparsing-3.1.4-py3-none-any.whl", hash = "sha256:a6a7ee4235a3f944aa1fa2249307708f893fe5717dc603503c6c7969c070fb7c"},
+    {file = "pyparsing-3.1.4.tar.gz", hash = "sha256:f86ec8d1a83f11977c9a6ea7598e8c27fc5cddfa5b07ea2241edbbde1d7bc032"},
 ]
 
 [[package]]
 name = "pyreadline3"
-version = "3.4.1"
+version = "3.4.3"
 summary = "A python implementation of GNU readline."
 groups = ["default"]
 marker = "sys_platform == \"win32\" and python_version >= \"3.8\""
 files = [
-    {file = "pyreadline3-3.4.1-py3-none-any.whl", hash = "sha256:b0efb6516fd4fb07b45949053826a62fa4cb353db5be2bbb4a7aa1fdd1e345fb"},
-    {file = "pyreadline3-3.4.1.tar.gz", hash = "sha256:6f3d1f7b8a31ba32b73917cefc1f28cc660562f39aea8646d30bd6eff21f7bae"},
+    {file = "pyreadline3-3.4.3-py3-none-any.whl", hash = "sha256:f832c5898f4f9a0f81d48a8c499b39d0179de1a465ea3def1a7e7231840b4ed6"},
+    {file = "pyreadline3-3.4.3.tar.gz", hash = "sha256:ebab0baca37f50e2faa1dd99a6da1c75de60e0d68a3b229c134bbd12786250e2"},
+]
+
+[[package]]
+name = "pytest"
+version = "8.3.3"
+requires_python = ">=3.8"
+summary = "pytest: simple powerful testing with Python"
+groups = ["dev"]
+dependencies = [
+    "colorama; sys_platform == \"win32\"",
+    "exceptiongroup>=1.0.0rc8; python_version < \"3.11\"",
+    "iniconfig",
+    "packaging",
+    "pluggy<2,>=1.5",
+    "tomli>=1; python_version < \"3.11\"",
+]
+files = [
+    {file = "pytest-8.3.3-py3-none-any.whl", hash = "sha256:a6853c7375b2663155079443d2e45de913a911a11d669df02a50814944db57b2"},
+    {file = "pytest-8.3.3.tar.gz", hash = "sha256:70b98107bd648308a7952b06e6ca9a50bc660be218d53c257cc1fc94fda10181"},
+]
+
+[[package]]
+name = "pytest-cov"
+version = "5.0.0"
+requires_python = ">=3.8"
+summary = "Pytest plugin for measuring coverage."
+groups = ["dev"]
+dependencies = [
+    "coverage[toml]>=5.2.1",
+    "pytest>=4.6",
+]
+files = [
+    {file = "pytest-cov-5.0.0.tar.gz", hash = "sha256:5837b58e9f6ebd335b0f8060eecce69b662415b16dc503883a02f45dfeb14857"},
+    {file = "pytest_cov-5.0.0-py3-none-any.whl", hash = "sha256:4f0764a1219df53214206bf1feea4633c3b558a2925c8b59f144f682861ce652"},
 ]
 
 [[package]]
@@ -454,12 +732,12 @@ files = [
 
 [[package]]
 name = "pytz"
-version = "2024.1"
+version = "2024.2"
 summary = "World timezone definitions, modern and historical"
 groups = ["default"]
 files = [
-    {file = "pytz-2024.1-py2.py3-none-any.whl", hash = "sha256:328171f4e3623139da4983451950b28e95ac706e13f3f2630a879749e7a8b319"},
-    {file = "pytz-2024.1.tar.gz", hash = "sha256:2a29735ea9c18baf14b448846bde5a48030ed267578472d8955cd0e7443a9812"},
+    {file = "pytz-2024.2-py2.py3-none-any.whl", hash = "sha256:31c7c1817eb7fae7ca4b8c7ee50c72f93aa2dd863de768e1ef4245d426aa0725"},
+    {file = "pytz-2024.2.tar.gz", hash = "sha256:2aa355083c50a0f93fa581709deac0c9ad65cca8a9e9beac660adcbd493c798a"},
 ]
 
 [[package]]
@@ -473,6 +751,18 @@ files = [
     {file = "six-1.16.0.tar.gz", hash = "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926"},
 ]
 
+[[package]]
+name = "tomli"
+version = "2.0.1"
+requires_python = ">=3.7"
+summary = "A lil' TOML parser"
+groups = ["dev"]
+marker = "python_version < \"3.11\""
+files = [
+    {file = "tomli-2.0.1-py3-none-any.whl", hash = "sha256:939de3e7a6161af0c887ef91b7d41a53e7c5a1ca976325f429cb46ea9bc30ecc"},
+    {file = "tomli-2.0.1.tar.gz", hash = "sha256:de526c12914f0c550d15924c62d72abc48d6fe7364aa87328337a31007fe8a4f"},
+]
+
 [[package]]
 name = "tzdata"
 version = "2024.1"
diff --git a/pyproject.toml b/pyproject.toml
index 5c10269baa8fe83385e0b78334be1e563276c9f3..12d685aa4aa01dadc81ac0c74968c8202ce3f625 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -25,14 +25,59 @@ requires-python = ">=3.10"
 license = { text = "MIT" }
 dynamic = ["version"]
 
-[project.optional-dependencies]
-celery = ["celery>=5.3.5", "alyx_connector>=2.1.5"]
-
 [project.urls]
 homepage = "https://gitlab.pasteur.fr/haisslab/data-management/pypelines"
 repository = "https://gitlab.pasteur.fr/haisslab/data-management/pypelines"
 documentation = "https://gitlab.pasteur.fr/haisslab/data-management/pypelines"
 
+[project.optional-dependencies]
+celery = ["celery>=5.3.5", "alyx_connector>=2.1.5"]
+
+
+[tool.pdm.dev-dependencies]
+dev = ["pytest>=8.3.2", "pytest-cov>=5.0.0"]
+
+[tool.pytest.ini_options]
+addopts = "--pdbcls=IPython.terminal.debugger:TerminalPdb --cov-report xml --cov --junitxml=pytest_results.xml"
+testpaths = ["tests"]
+
+
 [tool.pdm.version]
 source = "file"
 path = "src/pypelines/__init__.py"
+
+[tool.black]
+preview = true
+line-length = 120
+
+[tool.flake8]
+max-line-length = 120
+ignore = [
+    "F401",
+    "F403",
+    "F841",
+    "E401",
+    "E265",
+    "E704",
+    "E266",
+    "E203",
+    "E712",
+    "W503",
+    "W605",
+]
+
+[tool.pyright]
+reportGeneralTypeIssues = "information"
+reportOptionalMemberAccess = "information"
+reportMissingImports = "information"
+reportMissingModuleSource = "information"
+reportInvalidStringEscapeSequence = "information"
+reportOptionalOperand = "none"
+reportOptionalSubscript = "none"
+reportOptionalIterable = "none"
+reportAttributeAccessIssue = "information"
+
+typeCheckingMode = "basic"
+
+include = ["src", "tests"]
+exclude = ["**/__pycache__"]
diff --git a/src/pypelines/__init__.py b/src/pypelines/__init__.py
index 0ca36f4a003730b4610dcd63198a6bf005a74302..0f49f0c017c872af43574f59c416d888e215ee26 100644
--- a/src/pypelines/__init__.py
+++ b/src/pypelines/__init__.py
@@ -1,4 +1,4 @@
-__version__ = "0.0.68"
+__version__ = "0.0.70"
 
 from . import loggs
 from .pipes import *
diff --git a/src/pypelines/pipelines.py b/src/pypelines/pipelines.py
index 0647e7fca84664a3d89f8d68db676ed406495ce0..100ff55f04da5bb2b1855558219ddb81986f7f99 100644
--- a/src/pypelines/pipelines.py
+++ b/src/pypelines/pipelines.py
@@ -10,11 +10,7 @@ if TYPE_CHECKING:
     from .graphs import PipelineGraph
 
 
-class BasePipelineType(Protocol):
-    def __getattr__(self, name: str) -> "BasePipe": ...
-
-
-class Pipeline(BasePipelineType):
+class Pipeline:
     pipes: Dict[str, "BasePipe"]
     runner_backend_class = BaseTaskBackend
 
@@ -108,6 +104,11 @@ class Pipeline(BasePipelineType):
 
         self.resolved = True
 
+    def __getattr__(self, name: str) -> "BasePipe":
+        if name in self.pipes:
+            return self.pipes[name]
+        raise AttributeError(f"'Pipeline' object has no attribute '{name}'")
+
     def get_requirement_stack(
         self, instance: "BaseStep", names: bool = False, max_recursion: int = 100
     ) -> List["BaseStep"]:
diff --git a/tests/test_core.py b/tests/test_core.py
new file mode 100644
index 0000000000000000000000000000000000000000..ab56a380c8ae445718c670057d98a2741883e026
--- /dev/null
+++ b/tests/test_core.py
@@ -0,0 +1,50 @@
+import pytest
+
+# for testing on local version, instead of installed version,
+# this may not be desired as testing uninstalled may not catch issues that occur after installation is performed
+# comment the next three lines to test installed version
+# import sys
+# from pathlib import Path
+# sys.path.append(str(Path(__file__).resolve().parent / "src"))
+
+from pypelines import examples
+from pypelines.sessions import Session
+
+from pypelines import Pipeline, stepmethod, BaseStep
+from pypelines.pickle_backend import PicklePipe
+
+
+@pytest.fixture
+def test_class_based_pypeline():
+
+    pipeline = Pipeline("test_class_based")
+
+    @pipeline.register_pipe
+    class MyPipe(PicklePipe):
+        class Steps:
+            def my_step(self, session, extra=""):
+                return 1
+
+            my_step.requires = []
+
+    return pipeline
+
+
+@pytest.fixture
+def test_method_based_pypeline():
+
+    pipeline = Pipeline("test_method_based")
+
+    @pipeline.register_pipe
+    class MyPipe(PicklePipe):
+
+        @stepmethod(requires=[])
+        def my_step(self, session, extra=""):
+            return 1
+
+
+def test_pypeline_creation(test_class_based_pypeline):
+    assert isinstance(test_class_based_pypeline.MyPipe.my_step, BaseStep)
+    assert hasattr(test_class_based_pypeline.MyPipe.my_step, "generate")
+    assert hasattr(test_class_based_pypeline.MyPipe.my_step, "load")
+    assert hasattr(test_class_based_pypeline.MyPipe.my_step, "save")
diff --git a/tests/tests.py b/tests/tests.py
deleted file mode 100644
index 6e6b1ed01363186082d71bb917631d92d4f9497e..0000000000000000000000000000000000000000
--- a/tests/tests.py
+++ /dev/null
@@ -1,28 +0,0 @@
-import unittest
-
-# for testing on local version, instead of installed version,
-# this may not be desired as testing uninstalled may not catch issues that occur after installation is performed
-# comment the next three lines to test installed version
-# import sys
-# from pathlib import Path
-# sys.path.append(str(Path(__file__).resolve().parent / "src"))
-
-from pypelines import examples
-from pypelines.sessions import Session
-
-
-class TestVersions(unittest.TestCase):
-    def setUp(self):
-        self.pipeline = examples.example_pipeline
-        self.session = Session(subject="test_subject", date="2023-10-10", number=0, path="C:/test", auto_path=True)
-        print(self.session.alias)
-
-    def test_pipeline_generate(self):
-        self.assertEqual(
-            self.pipeline.ExamplePipe.example_step1.generate(self.session, "bonjour"),
-            {"argument1": "bonjour", "optionnal_argument2": 23},
-        )
-
-
-if __name__ == "__main__":
-    unittest.main()