diff --git a/.flake8 b/.flake8
new file mode 100644
index 0000000..12a4b24
--- /dev/null
+++ b/.flake8
@@ -0,0 +1,5 @@
+[flake8]
+ignore = E203, E266, W503, F403, F401
+max-line-length = 88
+max-complexity = 18
+select = B,C,E,F,W,T4,B9
\ No newline at end of file
diff --git a/.github/workflows/quality.yml b/.github/workflows/quality.yml
new file mode 100644
index 0000000..bee7907
--- /dev/null
+++ b/.github/workflows/quality.yml
@@ -0,0 +1,29 @@
+name: Quality
+on:
+  pull_request:
+    branches: [ "main" ]
+  workflow_call:
+permissions:
+  contents: read
+jobs:
+  quality:
+    runs-on: ubuntu-latest
+    steps:
+    - uses: actions/checkout@v4
+      with:
+        submodules: 'true'
+    - name: Install poetry
+      run: pipx install poetry
+    - name: Set up Python 3.11
+      uses: actions/setup-python@v5
+      with:
+        python-version: "3.11"
+        cache: 'poetry'
+    - name: Install dependencies
+      run: poetry install --with dev
+    - name: Lint with flake8
+      run: |
+        poetry run flake8 src
+        poetry run flake8 tests
+    - name: Running license check
+      run: poetry run licensecheck --zero --license mit --ignore-packages trackml qallse
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
new file mode 100644
index 0000000..ed3f8f3
--- /dev/null
+++ b/.pre-commit-config.yaml
@@ -0,0 +1,10 @@
+repos:
+-   repo: https://github.com/psf/black
+    rev: 24.10.0
+    hooks:
+    - id: black
+      # language_version: python3.10
+# -   repo: https://github.com/PyCQA/flake8
+#     rev: 6.0.0
+#     hooks:
+#     - id: flake8
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
new file mode 100644
index 0000000..9391e4f
--- /dev/null
+++ b/CONTRIBUTING.md
@@ -0,0 +1,48 @@
+# Contributing to From Hope to Heuristics
+
+Contributions are highly welcome! :hugging_face:
+
+Start of by..
+1. Creating an issue using one of the templates (Bug Report, Feature Request)
+   - let's discuss what's going wrong or what should be added
+   - can you contribute with code? Great! Go ahead! :rocket: 
+2. Forking the repository and working on your stuff. See the sections below for details on how to set things up.
+3. Creating a pull request to the main repository
+
+## Setup
+
+Contributing to this project requires some more dependencies besides the "standard" packages.
+Those are specified in the groups `dev` and `docs`.
+```
+poetry install --with dev,docs
+```
+
+Additionally, we have pre-commit hooks in place, which can be installed as follows: 
+```
+poetry run pre-commit autoupdate
+poetry run pre-commit install
+```
+
+Currently the only purpose of the hook is to run Black on commit which will do some code formatting for you.
+However be aware, that this might reject your commit and you have to re-do the commit.
+
+## Testing
+
+We do our testing with Pytest. Corresponding tests can be triggered as follows:
+```
+poetry run pytest
+```
+There are Github action pipelines in place, that will do linting and testing once you open a pull request.
+However, it's a good idea to run tests and linting (either Black or Flake8) locally before pushing.
+
+## Documentation
+
+We use MkDocs for our documentation. To run a server locally, run:
+```
+poetry run mkdocs serve
+```
+This will automatically trigger a rebuild each time you make changes.
+See the [MkDocs Documentation](https://cirkiters.github.io/qml-essentials/usage/) for more details.
+
+Publishing (and building) the documentation is done automagically using Github actions.
+This action is triggered when a new release is made.
\ No newline at end of file
diff --git a/README.md b/README.md
index 2a42af9..750c850 100644
--- a/README.md
+++ b/README.md
@@ -63,3 +63,7 @@ The following list gives a brief explanation of the most important locations in
 Besides that, we make use of two submodules:
 - `hepqpr-qallse`: Currently, all the data loading and QUBO formulation is done using this submodule
 - `trackml-library`: Not in use currently
+
+## 🚧 Contributing
+
+Contributions are highly welcome! Take a look at our [Contribution Guidelines](https://github.com/cirKITers/qml-essentials/blob/main/CONTRIBUTING.md).
\ No newline at end of file
diff --git a/hepqpr-qallse b/hepqpr-qallse
index 6991ca6..d0518a0 160000
--- a/hepqpr-qallse
+++ b/hepqpr-qallse
@@ -1 +1 @@
-Subproject commit 6991ca657fc8d3298c60335ea489e9585a187284
+Subproject commit d0518a09d5848be12822c7cd26782a85e6bca26b
diff --git a/main.py b/main.py
deleted file mode 100644
index 2647d05..0000000
--- a/main.py
+++ /dev/null
@@ -1,165 +0,0 @@
-from typing import Iterable
-import numpy as np
-import sys
-from datetime import datetime
-
-from qallse.data_wrapper import DataWrapper
-
-from fromhopetoheuristics.utils.spectral_gap_calculator import calculate_spectral_gap
-from fromhopetoheuristics.utils.maxcut_utils import provide_random_maxcut_QUBO
-from fromhopetoheuristics.utils.track_reconstruction_utils import provide_track_reconstruction_QUBO
-from fromhopetoheuristics.utils.data_utils import create_dataset_track_reconstruction, save_to_csv
-import logging
-
-logging.basicConfig()
-logger = logging.getLogger(__file__)
-logger.setLevel(logging.DEBUG)
-
-
-def track_reconstruction(
-    dw: DataWrapper,
-    seed: int,
-    fractions: Iterable[float],
-    result_path_prefix: str,
-    data_path: str,
-    geometric_index: int = 0,
-    include_header: bool = True,
-):
-    csv_data_list = []
-    if include_header:
-        csv_data_list.append(
-            [
-                "problem",
-                "num_qubits",
-                "geometric_index",
-                "seed",
-                "fraction",
-                "gs",
-                "fes",
-                "gap",
-            ]
-        )
-    qubo = provide_track_reconstruction_QUBO(dw, data_path, geometric_index)
-
-    if qubo is None:
-        return
-
-    for fraction in fractions:
-        gs_energy, fes_energy, gap = calculate_spectral_gap(
-            fraction,
-            qubo,
-        )
-        csv_data_list.append(
-            [
-                "track reconstruction",
-                len(qubo),
-                geometric_index,
-                seed,
-                np.round(fraction, 2),
-                gs_energy,
-                fes_energy,
-                gap,
-            ]
-        )
-
-    for csv_data in csv_data_list:
-        save_to_csv(csv_data, result_path_prefix, "spectral_gap_evolution.csv")
-
-
-def maxcut(
-    num_qubits: int,
-    density: float,
-    seed: int,
-    fractions: Iterable[float],
-    result_path_prefix: str,
-    include_header: bool = True,
-):
-    csv_data_list = []
-    if include_header:
-        csv_data_list.append(
-            [
-                "problem",
-                "num_qubits",
-                "density",
-                "seed",
-                "fraction",
-                "gs",
-                "fes",
-                "gap",
-            ]
-        )
-
-    qubo = provide_random_maxcut_QUBO(num_qubits, density, seed)
-
-    for fraction in fractions:
-        gs_energy, fes_energy, gap = calculate_spectral_gap(fraction, qubo)
-        csv_data_list.append(
-            [
-                "maxcut",
-                num_qubits,
-                density,
-                seed,
-                np.round(fraction, 2),
-                gs_energy,
-                fes_energy,
-                gap,
-            ]
-        )
-
-    for csv_data in csv_data_list:
-        save_to_csv(
-            csv_data,
-            result_path_prefix,
-            "spectral_gap_evolution.csv",
-        )
-
-
-if __name__ == "__main__":
-    problem = ""
-    if len(sys.argv) > 2:
-        exit("Usage: python main.py [m|t] (m=maxcut, t=track reconstruction)")
-    elif len(sys.argv) == 1:
-        problem = "m"
-    elif sys.argv[1] not in ["m", "t"]:
-        exit(
-            f"Invalid option {sys.argv[1]} \n"
-            "Usage: python main.py [m|t] (m=maxcut, t=track reconstruction)"
-        )
-
-    first = True
-    fractions = np.linspace(0, 1, num=11, endpoint=True)
-    time_stamp = datetime.now().strftime("%Y-%m-%d-%H-%M-%S")
-
-    if problem == "m":
-        seed = 777
-        result_path_prefix = f"results/MAXCUT/{time_stamp}"
-        for n in range(4, 11):
-            for density in np.linspace(0.5, 1, num=6, endpoint=True):
-                maxcut(
-                    n,
-                    density,
-                    seed,
-                    fractions,
-                    result_path_prefix,
-                    include_header=first,
-                )
-                first = False
-    else:
-        seed = 12345
-        result_path_prefix = f"results/TR/{time_stamp}"
-
-        dw, data_path = create_dataset_track_reconstruction(
-            result_path_prefix, seed
-        )
-
-        for i in range(64):
-            track_reconstruction(
-                dw,
-                seed,
-                fractions,
-                result_path_prefix,
-                data_path,
-                geometric_index = i,
-                include_header=first,
-            )
-            first = False
diff --git a/main_qaoa.py b/main_qaoa.py
deleted file mode 100644
index 62cf8f3..0000000
--- a/main_qaoa.py
+++ /dev/null
@@ -1,221 +0,0 @@
-from typing import Iterable
-import numpy as np
-from datetime import datetime
-import sys
-
-from qallse.data_wrapper import DataWrapper
-
-from fromhopetoheuristics.utils.data_utils import create_dataset_track_reconstruction, save_to_csv
-from fromhopetoheuristics.utils.maxcut_utils import provide_random_maxcut_QUBO
-from fromhopetoheuristics.utils.track_reconstruction_utils import provide_track_reconstruction_QUBO
-from fromhopetoheuristics.utils.qaoa_utils import annealing_schedule_from_QAOA_params, compute_min_energy_solution, solve_QUBO_with_QAOA
-import logging
-
-logging.basicConfig()
-logger = logging.getLogger(__file__)
-logger.setLevel(logging.DEBUG)
-
-
-def track_reconstruction_QAOA(
-    dw: DataWrapper,
-    seed: int,
-    result_path_prefix: str,
-    data_path: str,
-    geometric_index: int = 0,
-    include_header: bool = True,
-    max_p=20,
-):
-    if include_header:
-        header_content = [
-            "problem",
-            "num_qubits",
-            "geometric_index",
-            "seed",
-            "energy",
-            "optimal_energy",
-            "optimal_solution",
-            "p",
-            "q",
-        ]
-
-        for s in ["beta", "gamma", "u", "v"]:
-            header_content.extend([f"{s}{i+1:02d}" for i in range(max_p)])
-
-        save_to_csv(header_content, result_path_prefix, "solution.csv")
-
-    qubo = provide_track_reconstruction_QUBO(dw, data_path, geometric_index)
-
-    if qubo is None:
-        return
-
-    min_energy, opt_var_assignment = compute_min_energy_solution(qubo)
-
-    for q in range(-1, 6):
-        if q == 0:
-            continue
-        init_params = None
-        for p in range(1, 6):
-            if q > p:
-                this_q = p
-            else:
-                this_q = q
-            print(f"q = {q}, p = {p}")
-            qaoa_energy, beta, gamma, u, v = solve_QUBO_with_QAOA(
-                qubo,
-                p,
-                this_q,
-                seed=seed,
-                initial_params=init_params,
-                random_param_init=True,
-            )
-            schedule = annealing_schedule_from_QAOA_params(beta, gamma)
-            print("Annealing schedule", schedule)
-            if q == -1:
-                init_params = np.concatenate([beta, gamma])
-            else:
-                init_params = np.concatenate([v, u])
-
-            row_content = [
-                "track reconstruction",
-                len(qubo),
-                geometric_index,
-                seed,
-                qaoa_energy,
-                min_energy,
-                opt_var_assignment,
-                p,
-                q,
-            ]
-
-            for params in [beta, gamma, u, v]:
-                row_content.extend(params)
-                row_content.extend(
-                    [None for _ in range(max_p - len(params))]
-                )  # padding
-
-            save_to_csv(row_content, result_path_prefix, "solution.csv")
-
-
-def maxcut(
-    num_qubits: int,
-    density: float,
-    seed: int,
-    result_path_prefix: str,
-    include_header: bool = True,
-    max_p=20,
-):
-    if include_header:
-        header_content = [
-            "problem",
-            "num_qubits",
-            "density",
-            "seed",
-            "energy",
-            "optimal_energy",
-            "optimal_solution",
-            "p",
-            "q",
-        ]
-
-        for s in ["beta", "gamma", "u", "v"]:
-            header_content.extend([f"{s}{i+1:02d}" for i in range(max_p)])
-
-        save_to_csv(header_content, result_path_prefix, "solution.csv")
-
-    qubo = provide_random_maxcut_QUBO(num_qubits, density, seed)
-
-    min_energy, opt_var_assignment = compute_min_energy_solution(qubo)
-
-    for q in range(-1, 0):
-        if q == 0:
-            continue
-        init_params = None
-        for p in range(1, max_p):
-            if q > p:
-                this_q = p
-            else:
-                this_q = q
-            print(f"q = {q}, p = {p}")
-            qaoa_energy, beta, gamma, u, v = solve_QUBO_with_QAOA(
-                qubo,
-                p,
-                this_q,
-                seed=seed,
-                initial_params=init_params,
-                random_param_init=True,
-            )
-            if q == -1:
-                init_params = np.concatenate([beta, gamma])
-            else:
-                init_params = np.concatenate([v, u])
-
-            row_content = [
-                "maxcut",
-                len(qubo),
-                density,
-                seed,
-                qaoa_energy,
-                min_energy,
-                opt_var_assignment,
-                p,
-                q,
-            ]
-
-            for params in [beta, gamma, u, v]:
-                row_content.extend(params)
-                row_content.extend(
-                    [None for _ in range(max_p - len(params))]
-                )  # padding
-
-            save_to_csv(row_content, result_path_prefix, "solution.csv")
-
-
-if __name__ == "__main__":
-
-    problem = ""
-    if len(sys.argv) > 2:
-        exit(
-            "Usage: python main_qaoa.py [m|t] (m=maxcut, t=track reconstruction)"
-        )
-    elif len(sys.argv) == 1:
-        problem = "m"
-    elif sys.argv[1] not in ["m", "t"]:
-        exit(
-            f"Invalid option {sys.argv[1]} \n"
-            "Usage: python main_qaoa.py [m|t] (m=maxcut, t=track reconstruction)"
-        )
-
-    first = True
-    time_stamp = datetime.now().strftime("%Y-%m-%d-%H-%M-%S")
-
-    if problem == "m":
-        seed = 777
-        result_path_prefix = f"results/MAXCUT_QAOA/{time_stamp}"
-        n = 5
-        density = 0.7
-        maxcut(
-            n,
-            density,
-            seed,
-            result_path_prefix,
-            include_header=first,
-        )
-        first = False
-    else:
-        seed = 12345
-        result_path_prefix = f"results/TR_QAOA/{time_stamp}"
-
-        dw, data_path = create_dataset_track_reconstruction(
-            result_path_prefix, seed
-        )
-
-        i = 1
-        track_reconstruction_QAOA(
-            dw,
-            seed,
-            result_path_prefix,
-            data_path,
-            geometric_index=i,
-            include_header=first,
-        )
-        first = False
diff --git a/poetry.lock b/poetry.lock
index 719aaaa..0cbd624 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -102,22 +102,22 @@ test = ["astroid (>=1,<2)", "astroid (>=2,<4)", "pytest"]
 
 [[package]]
 name = "attrs"
-version = "24.2.0"
+version = "23.2.0"
 description = "Classes Without Boilerplate"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "attrs-24.2.0-py3-none-any.whl", hash = "sha256:81921eb96de3191c8258c199618104dd27ac608d9366f5e35d011eae1867ede2"},
-    {file = "attrs-24.2.0.tar.gz", hash = "sha256:5cfb1b9148b5b086569baec03f20d7b6bf3bcacc9a42bebf87ffaaca362f6346"},
+    {file = "attrs-23.2.0-py3-none-any.whl", hash = "sha256:99b87a485a5820b23b879f04c2305b44b951b502fd64be915879d77a7e8fc6f1"},
+    {file = "attrs-23.2.0.tar.gz", hash = "sha256:935dc3b529c262f6cf76e50877d35a4bd3c1de194fd41f47a2b7ae8f19971f30"},
 ]
 
 [package.extras]
-benchmark = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-codspeed", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
-cov = ["cloudpickle", "coverage[toml] (>=5.3)", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
-dev = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pre-commit", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
-docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier (<24.7)"]
-tests = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
-tests-mypy = ["mypy (>=1.11.1)", "pytest-mypy-plugins"]
+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 = "binaryornot"
@@ -133,6 +133,50 @@ files = [
 [package.dependencies]
 chardet = ">=3.0.2"
 
+[[package]]
+name = "black"
+version = "24.10.0"
+description = "The uncompromising code formatter."
+optional = false
+python-versions = ">=3.9"
+files = [
+    {file = "black-24.10.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:e6668650ea4b685440857138e5fe40cde4d652633b1bdffc62933d0db4ed9812"},
+    {file = "black-24.10.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:1c536fcf674217e87b8cc3657b81809d3c085d7bf3ef262ead700da345bfa6ea"},
+    {file = "black-24.10.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:649fff99a20bd06c6f727d2a27f401331dc0cc861fb69cde910fe95b01b5928f"},
+    {file = "black-24.10.0-cp310-cp310-win_amd64.whl", hash = "sha256:fe4d6476887de70546212c99ac9bd803d90b42fc4767f058a0baa895013fbb3e"},
+    {file = "black-24.10.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:5a2221696a8224e335c28816a9d331a6c2ae15a2ee34ec857dcf3e45dbfa99ad"},
+    {file = "black-24.10.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:f9da3333530dbcecc1be13e69c250ed8dfa67f43c4005fb537bb426e19200d50"},
+    {file = "black-24.10.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:4007b1393d902b48b36958a216c20c4482f601569d19ed1df294a496eb366392"},
+    {file = "black-24.10.0-cp311-cp311-win_amd64.whl", hash = "sha256:394d4ddc64782e51153eadcaaca95144ac4c35e27ef9b0a42e121ae7e57a9175"},
+    {file = "black-24.10.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:b5e39e0fae001df40f95bd8cc36b9165c5e2ea88900167bddf258bacef9bbdc3"},
+    {file = "black-24.10.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:d37d422772111794b26757c5b55a3eade028aa3fde43121ab7b673d050949d65"},
+    {file = "black-24.10.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:14b3502784f09ce2443830e3133dacf2c0110d45191ed470ecb04d0f5f6fcb0f"},
+    {file = "black-24.10.0-cp312-cp312-win_amd64.whl", hash = "sha256:30d2c30dc5139211dda799758559d1b049f7f14c580c409d6ad925b74a4208a8"},
+    {file = "black-24.10.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:1cbacacb19e922a1d75ef2b6ccaefcd6e93a2c05ede32f06a21386a04cedb981"},
+    {file = "black-24.10.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:1f93102e0c5bb3907451063e08b9876dbeac810e7da5a8bfb7aeb5a9ef89066b"},
+    {file = "black-24.10.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:ddacb691cdcdf77b96f549cf9591701d8db36b2f19519373d60d31746068dbf2"},
+    {file = "black-24.10.0-cp313-cp313-win_amd64.whl", hash = "sha256:680359d932801c76d2e9c9068d05c6b107f2584b2a5b88831c83962eb9984c1b"},
+    {file = "black-24.10.0-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:17374989640fbca88b6a448129cd1745c5eb8d9547b464f281b251dd00155ccd"},
+    {file = "black-24.10.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:63f626344343083322233f175aaf372d326de8436f5928c042639a4afbbf1d3f"},
+    {file = "black-24.10.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:ccfa1d0cb6200857f1923b602f978386a3a2758a65b52e0950299ea014be6800"},
+    {file = "black-24.10.0-cp39-cp39-win_amd64.whl", hash = "sha256:2cd9c95431d94adc56600710f8813ee27eea544dd118d45896bb734e9d7a0dc7"},
+    {file = "black-24.10.0-py3-none-any.whl", hash = "sha256:3bb2b7a1f7b685f85b11fed1ef10f8a9148bceb49853e47a294a3dd963c1dd7d"},
+    {file = "black-24.10.0.tar.gz", hash = "sha256:846ea64c97afe3bc677b761787993be4991810ecc7a4a937816dd6bddedc4875"},
+]
+
+[package.dependencies]
+click = ">=8.0.0"
+mypy-extensions = ">=0.4.3"
+packaging = ">=22.0"
+pathspec = ">=0.9.0"
+platformdirs = ">=2"
+
+[package.extras]
+colorama = ["colorama (>=0.4.3)"]
+d = ["aiohttp (>=3.10)"]
+jupyter = ["ipython (>=7.8.0)", "tokenize-rt (>=3.2.0)"]
+uvloop = ["uvloop (>=0.15.2)"]
+
 [[package]]
 name = "build"
 version = "1.2.2.post1"
@@ -167,6 +211,30 @@ files = [
     {file = "cachetools-5.5.0.tar.gz", hash = "sha256:2cc24fb4cbe39633fb7badd9db9ca6295d766d9c2995f245725a46715d050f2a"},
 ]
 
+[[package]]
+name = "cattrs"
+version = "24.1.2"
+description = "Composable complex class support for attrs and dataclasses."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "cattrs-24.1.2-py3-none-any.whl", hash = "sha256:67c7495b760168d931a10233f979b28dc04daf853b30752246f4f8471c6d68d0"},
+    {file = "cattrs-24.1.2.tar.gz", hash = "sha256:8028cfe1ff5382df59dd36474a86e02d817b06eaf8af84555441bac915d2ef85"},
+]
+
+[package.dependencies]
+attrs = ">=23.1.0"
+
+[package.extras]
+bson = ["pymongo (>=4.4.0)"]
+cbor2 = ["cbor2 (>=5.4.6)"]
+msgpack = ["msgpack (>=1.0.5)"]
+msgspec = ["msgspec (>=0.18.5)"]
+orjson = ["orjson (>=3.9.2)"]
+pyyaml = ["pyyaml (>=6.0)"]
+tomlkit = ["tomlkit (>=0.11.8)"]
+ujson = ["ujson (>=5.7.0)"]
+
 [[package]]
 name = "certifi"
 version = "2024.8.30"
@@ -178,6 +246,17 @@ files = [
     {file = "certifi-2024.8.30.tar.gz", hash = "sha256:bec941d2aa8195e248a60b31ff9f0558284cf01a52591ceda73ea9afffd69fd9"},
 ]
 
+[[package]]
+name = "cfgv"
+version = "3.4.0"
+description = "Validate configuration and produce human readable error messages."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "cfgv-3.4.0-py2.py3-none-any.whl", hash = "sha256:b7265b1f29fd3316bfcd2b330d63d024f2bfd8bcb8b0272f8e19a504856c48f9"},
+    {file = "cfgv-3.4.0.tar.gz", hash = "sha256:e52591d4c5f5dead8e0f673fb16db7949d2cfb3f7da4582893288f0ded8fe560"},
+]
+
 [[package]]
 name = "chardet"
 version = "5.2.0"
@@ -435,6 +514,17 @@ files = [
 [package.dependencies]
 numpy = ">=1.17.3"
 
+[[package]]
+name = "distlib"
+version = "0.3.9"
+description = "Distribution utilities"
+optional = false
+python-versions = "*"
+files = [
+    {file = "distlib-0.3.9-py2.py3-none-any.whl", hash = "sha256:47f8c22fd27c27e25a65601af709b38e4f0a45ea4fc2e710f65755fa8caaaf87"},
+    {file = "distlib-0.3.9.tar.gz", hash = "sha256:a60f20dea646b8a33f3e7772f74dc0b2d0772d2837ee1342a00645c81edf9403"},
+]
+
 [[package]]
 name = "dwave-neal"
 version = "0.6.0"
@@ -544,6 +634,53 @@ typing-extensions = ">=4.8.0"
 all = ["email-validator (>=2.0.0)", "fastapi-cli[standard] (>=0.0.5)", "httpx (>=0.23.0)", "itsdangerous (>=1.1.0)", "jinja2 (>=2.11.2)", "orjson (>=3.2.1)", "pydantic-extra-types (>=2.0.0)", "pydantic-settings (>=2.0.0)", "python-multipart (>=0.0.7)", "pyyaml (>=5.3.1)", "ujson (>=4.0.1,!=4.0.2,!=4.1.0,!=4.2.0,!=4.3.0,!=5.0.0,!=5.1.0)", "uvicorn[standard] (>=0.12.0)"]
 standard = ["email-validator (>=2.0.0)", "fastapi-cli[standard] (>=0.0.5)", "httpx (>=0.23.0)", "jinja2 (>=2.11.2)", "python-multipart (>=0.0.7)", "uvicorn[standard] (>=0.12.0)"]
 
+[[package]]
+name = "fhconfparser"
+version = "2024.1"
+description = "Provides a config language independent way to read a config file."
+optional = false
+python-versions = ">=3.8,<4.0"
+files = [
+    {file = "fhconfparser-2024.1-py3-none-any.whl", hash = "sha256:f6048cb646e69a3422a581bc0102150c2b79fe7ff26b82233e5ef52f72820e3e"},
+    {file = "fhconfparser-2024.1.tar.gz", hash = "sha256:de8af019f0071e614d523985e1d93e0fce20a409d1c64dead03b1b665d4b2e4d"},
+]
+
+[package.dependencies]
+attrs = ">=23.2.0,<24"
+tomli = ">=2.0.1,<3"
+
+[[package]]
+name = "filelock"
+version = "3.16.1"
+description = "A platform independent file lock."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "filelock-3.16.1-py3-none-any.whl", hash = "sha256:2082e5703d51fbf98ea75855d9d5527e33d8ff23099bec374a134febee6946b0"},
+    {file = "filelock-3.16.1.tar.gz", hash = "sha256:c249fbfcd5db47e5e2d6d62198e565475ee65e4831e2561c8e313fa7eb961435"},
+]
+
+[package.extras]
+docs = ["furo (>=2024.8.6)", "sphinx (>=8.0.2)", "sphinx-autodoc-typehints (>=2.4.1)"]
+testing = ["covdefaults (>=2.3)", "coverage (>=7.6.1)", "diff-cover (>=9.2)", "pytest (>=8.3.3)", "pytest-asyncio (>=0.24)", "pytest-cov (>=5)", "pytest-mock (>=3.14)", "pytest-timeout (>=2.3.1)", "virtualenv (>=20.26.4)"]
+typing = ["typing-extensions (>=4.12.2)"]
+
+[[package]]
+name = "flake8"
+version = "7.1.1"
+description = "the modular source code checker: pep8 pyflakes and co"
+optional = false
+python-versions = ">=3.8.1"
+files = [
+    {file = "flake8-7.1.1-py2.py3-none-any.whl", hash = "sha256:597477df7860daa5aa0fdd84bf5208a043ab96b8e96ab708770ae0364dd03213"},
+    {file = "flake8-7.1.1.tar.gz", hash = "sha256:049d058491e228e03e67b390f311bbf88fce2dbaa8fa673e7aea87b7198b8d38"},
+]
+
+[package.dependencies]
+mccabe = ">=0.7.0,<0.8.0"
+pycodestyle = ">=2.12.0,<2.13.0"
+pyflakes = ">=3.2.0,<3.3.0"
+
 [[package]]
 name = "fsspec"
 version = "2024.9.0"
@@ -778,6 +915,20 @@ files = [
 [package.extras]
 test = ["Cython (>=0.29.24)"]
 
+[[package]]
+name = "identify"
+version = "2.6.1"
+description = "File identification library for Python"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "identify-2.6.1-py2.py3-none-any.whl", hash = "sha256:53863bcac7caf8d2ed85bd20312ea5dcfc22226800f6d6881f232d861db5a8f0"},
+    {file = "identify-2.6.1.tar.gz", hash = "sha256:91478c5fb7c3aac5ff7bf9b4344f803843dc586832d5f110d672b19aa1984c98"},
+]
+
+[package.extras]
+license = ["ukkonen"]
+
 [[package]]
 name = "idna"
 version = "3.10"
@@ -1002,6 +1153,63 @@ azure = ["adlfs (>=2021.4)"]
 docs = ["kedro-sphinx-theme (==2024.4.0)"]
 gcp = ["gcsfs (>=2021.4)"]
 
+[[package]]
+name = "licensecheck"
+version = "2024.3"
+description = "Output the licenses used by dependencies and check if these are compatible with the project license"
+optional = false
+python-versions = "<4.0,>=3.8"
+files = [
+    {file = "licensecheck-2024.3-py3-none-any.whl", hash = "sha256:0baef4c1865e0325a35ff25ed12a0c7094035b7dcfbab9a1abfe43d7735adebe"},
+    {file = "licensecheck-2024.3.tar.gz", hash = "sha256:e838e1c87a7ede553df376ad35a69d7c4b02676df0fba9dd1c6a6866eb0e0ee5"},
+]
+
+[package.dependencies]
+appdirs = ">=1.4.4,<2"
+fhconfparser = ">=2024.1,<2026"
+loguru = ">=0.7.2,<2"
+markdown = ">=3.6,<4"
+packaging = ">=24.0,<25"
+requests = ">=2.31.0,<3"
+requests-cache = ">=1.2.0,<2"
+requirements-parser = ">=0.11.0,<2"
+rich = ">=13.7.1,<14"
+tomli = ">=2.0.1,<3"
+uv = ">=0.3.3,<2"
+
+[[package]]
+name = "loguru"
+version = "0.7.2"
+description = "Python logging made (stupidly) simple"
+optional = false
+python-versions = ">=3.5"
+files = [
+    {file = "loguru-0.7.2-py3-none-any.whl", hash = "sha256:003d71e3d3ed35f0f8984898359d65b79e5b21943f78af86aa5491210429b8eb"},
+    {file = "loguru-0.7.2.tar.gz", hash = "sha256:e671a53522515f34fd406340ee968cb9ecafbc4b36c679da03c18fd8d0bd51ac"},
+]
+
+[package.dependencies]
+colorama = {version = ">=0.3.4", markers = "sys_platform == \"win32\""}
+win32-setctime = {version = ">=1.0.0", markers = "sys_platform == \"win32\""}
+
+[package.extras]
+dev = ["Sphinx (==7.2.5)", "colorama (==0.4.5)", "colorama (==0.4.6)", "exceptiongroup (==1.1.3)", "freezegun (==1.1.0)", "freezegun (==1.2.2)", "mypy (==v0.910)", "mypy (==v0.971)", "mypy (==v1.4.1)", "mypy (==v1.5.1)", "pre-commit (==3.4.0)", "pytest (==6.1.2)", "pytest (==7.4.0)", "pytest-cov (==2.12.1)", "pytest-cov (==4.1.0)", "pytest-mypy-plugins (==1.9.3)", "pytest-mypy-plugins (==3.0.0)", "sphinx-autobuild (==2021.3.14)", "sphinx-rtd-theme (==1.3.0)", "tox (==3.27.1)", "tox (==4.11.0)"]
+
+[[package]]
+name = "markdown"
+version = "3.7"
+description = "Python implementation of John Gruber's Markdown."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "Markdown-3.7-py3-none-any.whl", hash = "sha256:7eb6df5690b81a1d7942992c97fad2938e956e79df20cbc6186e9c3a77b1c803"},
+    {file = "markdown-3.7.tar.gz", hash = "sha256:2ae2471477cfd02dbbf038d5d9bc226d40def84b4fe2986e49b59b6b472bbed2"},
+]
+
+[package.extras]
+docs = ["mdx-gh-links (>=0.2)", "mkdocs (>=1.5)", "mkdocs-gen-files", "mkdocs-literate-nav", "mkdocs-nature (>=0.6)", "mkdocs-section-index", "mkdocstrings[python]"]
+testing = ["coverage", "pyyaml"]
+
 [[package]]
 name = "markdown-it-py"
 version = "3.0.0"
@@ -1110,6 +1318,17 @@ files = [
 [package.dependencies]
 traitlets = "*"
 
+[[package]]
+name = "mccabe"
+version = "0.7.0"
+description = "McCabe checker, plugin for flake8"
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "mccabe-0.7.0-py2.py3-none-any.whl", hash = "sha256:6c2d30ab6be0e4a46919781807b4f0d834ebdd6c6e3dca0bda5a15f863427b6e"},
+    {file = "mccabe-0.7.0.tar.gz", hash = "sha256:348e0240c33b60bbdf4e523192ef919f28cb2c3d7d5c7794f74009290f236325"},
+]
+
 [[package]]
 name = "mdurl"
 version = "0.1.2"
@@ -1149,6 +1368,17 @@ docs = ["sphinx"]
 gmpy = ["gmpy2 (>=2.1.0a4)"]
 tests = ["pytest (>=4.6)"]
 
+[[package]]
+name = "mypy-extensions"
+version = "1.0.0"
+description = "Type system extensions for programs checked with the mypy type checker."
+optional = false
+python-versions = ">=3.5"
+files = [
+    {file = "mypy_extensions-1.0.0-py3-none-any.whl", hash = "sha256:4392f6c0eb8a5668a69e23d168ffa70f0be9ccfd32b5cc2d26a34ae5b844552d"},
+    {file = "mypy_extensions-1.0.0.tar.gz", hash = "sha256:75dbf8955dc00442a438fc4d0666508a9a97b6bd41aa2f0ffe9d2f2725af0782"},
+]
+
 [[package]]
 name = "networkx"
 version = "3.4.1"
@@ -1168,6 +1398,17 @@ example = ["cairocffi (>=1.7)", "contextily (>=1.6)", "igraph (>=0.11)", "momepy
 extra = ["lxml (>=4.6)", "pydot (>=3.0.1)", "pygraphviz (>=1.14)", "sympy (>=1.10)"]
 test = ["pytest (>=7.2)", "pytest-cov (>=4.0)"]
 
+[[package]]
+name = "nodeenv"
+version = "1.9.1"
+description = "Node.js virtual environment builder"
+optional = false
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
+files = [
+    {file = "nodeenv-1.9.1-py2.py3-none-any.whl", hash = "sha256:ba11c9782d29c27c70ffbdda2d7415098754709be8a7056d79a737cd901155c9"},
+    {file = "nodeenv-1.9.1.tar.gz", hash = "sha256:6ec12890a2dab7946721edbfbcd91f3319c6ccc9aec47be7c7e6b7011ee6645f"},
+]
+
 [[package]]
 name = "numpy"
 version = "2.1.2"
@@ -1433,6 +1674,17 @@ files = [
 qa = ["flake8 (==5.0.4)", "mypy (==0.971)", "types-setuptools (==67.2.0.1)"]
 testing = ["docopt", "pytest"]
 
+[[package]]
+name = "pathspec"
+version = "0.12.1"
+description = "Utility library for gitignore style pattern matching of file paths."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "pathspec-0.12.1-py3-none-any.whl", hash = "sha256:a0d503e138a4c123b27490a4f7beda6a01c6f288df0e4a8b79c7eb0dc7b4cc08"},
+    {file = "pathspec-0.12.1.tar.gz", hash = "sha256:a482d51503a1ab33b1c67a6c3813a26953dbdc71c31dacaef9a838c4e29f5712"},
+]
+
 [[package]]
 name = "pbr"
 version = "6.1.0"
@@ -1504,6 +1756,24 @@ files = [
 dev = ["pre-commit", "tox"]
 testing = ["pytest", "pytest-benchmark"]
 
+[[package]]
+name = "pre-commit"
+version = "4.0.1"
+description = "A framework for managing and maintaining multi-language pre-commit hooks."
+optional = false
+python-versions = ">=3.9"
+files = [
+    {file = "pre_commit-4.0.1-py2.py3-none-any.whl", hash = "sha256:efde913840816312445dc98787724647c65473daefe420785f885e8ed9a06878"},
+    {file = "pre_commit-4.0.1.tar.gz", hash = "sha256:80905ac375958c0444c65e9cebebd948b3cdb518f335a091a670a89d652139d2"},
+]
+
+[package.dependencies]
+cfgv = ">=2.0.0"
+identify = ">=1.0.0"
+nodeenv = ">=0.11.1"
+pyyaml = ">=5.1"
+virtualenv = ">=20.10.0"
+
 [[package]]
 name = "pre-commit-hooks"
 version = "5.0.0"
@@ -1557,6 +1827,17 @@ files = [
 [package.extras]
 tests = ["pytest"]
 
+[[package]]
+name = "pycodestyle"
+version = "2.12.1"
+description = "Python style guide checker"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "pycodestyle-2.12.1-py2.py3-none-any.whl", hash = "sha256:46f0fb92069a7c28ab7bb558f05bfc0110dac69a0cd23c61ea0040283a9d78b3"},
+    {file = "pycodestyle-2.12.1.tar.gz", hash = "sha256:6838eae08bbce4f6accd5d5572075c63626a15ee3e6f842df996bf62f6d73521"},
+]
+
 [[package]]
 name = "pydantic"
 version = "2.9.2"
@@ -1681,6 +1962,17 @@ files = [
 [package.dependencies]
 typing-extensions = ">=4.6.0,<4.7.0 || >4.7.0"
 
+[[package]]
+name = "pyflakes"
+version = "3.2.0"
+description = "passive checker of Python programs"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "pyflakes-3.2.0-py2.py3-none-any.whl", hash = "sha256:84b5be138a2dfbb40689ca07e2152deb896a65c3a3e24c251c5c62489568074a"},
+    {file = "pyflakes-3.2.0.tar.gz", hash = "sha256:1c61603ff154621fb2a9172037d84dca3500def8c8b630657d1701f026f8af3f"},
+]
+
 [[package]]
 name = "pygments"
 version = "2.18.0"
@@ -1939,6 +2231,51 @@ urllib3 = ">=1.21.1,<3"
 socks = ["PySocks (>=1.5.6,!=1.5.7)"]
 use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 
+[[package]]
+name = "requests-cache"
+version = "1.2.1"
+description = "A persistent cache for python requests"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "requests_cache-1.2.1-py3-none-any.whl", hash = "sha256:1285151cddf5331067baa82598afe2d47c7495a1334bfe7a7d329b43e9fd3603"},
+    {file = "requests_cache-1.2.1.tar.gz", hash = "sha256:68abc986fdc5b8d0911318fbb5f7c80eebcd4d01bfacc6685ecf8876052511d1"},
+]
+
+[package.dependencies]
+attrs = ">=21.2"
+cattrs = ">=22.2"
+platformdirs = ">=2.5"
+requests = ">=2.22"
+url-normalize = ">=1.4"
+urllib3 = ">=1.25.5"
+
+[package.extras]
+all = ["boto3 (>=1.15)", "botocore (>=1.18)", "itsdangerous (>=2.0)", "pymongo (>=3)", "pyyaml (>=6.0.1)", "redis (>=3)", "ujson (>=5.4)"]
+bson = ["bson (>=0.5)"]
+docs = ["furo (>=2023.3,<2024.0)", "linkify-it-py (>=2.0,<3.0)", "myst-parser (>=1.0,<2.0)", "sphinx (>=5.0.2,<6.0.0)", "sphinx-autodoc-typehints (>=1.19)", "sphinx-automodapi (>=0.14)", "sphinx-copybutton (>=0.5)", "sphinx-design (>=0.2)", "sphinx-notfound-page (>=0.8)", "sphinxcontrib-apidoc (>=0.3)", "sphinxext-opengraph (>=0.9)"]
+dynamodb = ["boto3 (>=1.15)", "botocore (>=1.18)"]
+json = ["ujson (>=5.4)"]
+mongodb = ["pymongo (>=3)"]
+redis = ["redis (>=3)"]
+security = ["itsdangerous (>=2.0)"]
+yaml = ["pyyaml (>=6.0.1)"]
+
+[[package]]
+name = "requirements-parser"
+version = "0.11.0"
+description = "This is a small Python module for parsing Pip requirement files."
+optional = false
+python-versions = "<4.0,>=3.8"
+files = [
+    {file = "requirements_parser-0.11.0-py3-none-any.whl", hash = "sha256:50379eb50311834386c2568263ae5225d7b9d0867fb55cf4ecc93959de2c2684"},
+    {file = "requirements_parser-0.11.0.tar.gz", hash = "sha256:35f36dc969d14830bf459803da84f314dc3d17c802592e9e970f63d0359e5920"},
+]
+
+[package.dependencies]
+packaging = ">=23.2"
+types-setuptools = ">=69.1.0"
+
 [[package]]
 name = "rich"
 version = "13.9.2"
@@ -2444,6 +2781,17 @@ files = [
     {file = "toml-0.10.2.tar.gz", hash = "sha256:b3bda1d108d5dd99f4a20d24d9c348e91c4db7ab1b749200bded2f839ccbe68f"},
 ]
 
+[[package]]
+name = "tomli"
+version = "2.0.2"
+description = "A lil' TOML parser"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "tomli-2.0.2-py3-none-any.whl", hash = "sha256:2ebe24485c53d303f690b0ec092806a085f07af5a5aa1464f3931eec36caaa38"},
+    {file = "tomli-2.0.2.tar.gz", hash = "sha256:d46d457a85337051c36524bc5349dd91b1877838e2979ac5ced3e710ed8a60ed"},
+]
+
 [[package]]
 name = "trackml"
 version = "0.3.0"
@@ -2487,6 +2835,17 @@ files = [
     {file = "types_python_dateutil-2.9.0.20241003-py3-none-any.whl", hash = "sha256:250e1d8e80e7bbc3a6c99b907762711d1a1cdd00e978ad39cb5940f6f0a87f3d"},
 ]
 
+[[package]]
+name = "types-setuptools"
+version = "75.1.0.20241014"
+description = "Typing stubs for setuptools"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "types-setuptools-75.1.0.20241014.tar.gz", hash = "sha256:29b0560a8d4b4a91174be085847002c69abfcb048e20b33fc663005aedf56804"},
+    {file = "types_setuptools-75.1.0.20241014-py3-none-any.whl", hash = "sha256:caab58366741fb99673d0138b6e2d760717f154cfb981b74fea5e8de40f0b703"},
+]
+
 [[package]]
 name = "typing-extensions"
 version = "4.12.2"
@@ -2509,6 +2868,20 @@ files = [
     {file = "tzdata-2024.2.tar.gz", hash = "sha256:7d85cc416e9382e69095b7bdf4afd9e3880418a2413feec7069d533d6b4e31cc"},
 ]
 
+[[package]]
+name = "url-normalize"
+version = "1.4.3"
+description = "URL normalization for Python"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
+files = [
+    {file = "url-normalize-1.4.3.tar.gz", hash = "sha256:d23d3a070ac52a67b83a1c59a0e68f8608d1cd538783b401bc9de2c0fac999b2"},
+    {file = "url_normalize-1.4.3-py2.py3-none-any.whl", hash = "sha256:ec3c301f04e5bb676d333a7fa162fa977ad2ca04b7e652bfc9fac4e405728eed"},
+]
+
+[package.dependencies]
+six = "*"
+
 [[package]]
 name = "urllib3"
 version = "2.2.3"
@@ -2526,6 +2899,33 @@ h2 = ["h2 (>=4,<5)"]
 socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
 zstd = ["zstandard (>=0.18.0)"]
 
+[[package]]
+name = "uv"
+version = "0.4.21"
+description = "An extremely fast Python package and project manager, written in Rust."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "uv-0.4.21-py3-none-linux_armv6l.whl", hash = "sha256:7d1e239b683fb541cad1ddfa16ef4f8f0681ad666c73f12da17e70edc86aab4b"},
+    {file = "uv-0.4.21-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:ba3e3b40cc1d5a980d36589775d6a7e4defa1b33e7e06423af0e395b8e4d9505"},
+    {file = "uv-0.4.21-py3-none-macosx_11_0_arm64.whl", hash = "sha256:19607da8ee024e4ff060804efb8251e3b821cbd7f830b58612600ffe739fd33d"},
+    {file = "uv-0.4.21-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.musllinux_1_1_aarch64.whl", hash = "sha256:aaff052175df7e43ac2f25849a26a6856dcce498653c69a2f4245cdf47db46f7"},
+    {file = "uv-0.4.21-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:e2d7e9c65e799876a45c9134945d548c3de51e13ee650b58bc936190744a66e1"},
+    {file = "uv-0.4.21-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:e8efba624edb9ab36e0b3550252dc34b2eb1492c73ca8bfb5faa8148307efa1d"},
+    {file = "uv-0.4.21-py3-none-manylinux_2_17_ppc64.manylinux2014_ppc64.whl", hash = "sha256:0fccf9e232e95917ecbba10767c43dc308e243ea4d17531112a2f4ad63c0d3f1"},
+    {file = "uv-0.4.21-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:be55a34aa56192f2fd80a3954ad33e3d4587762f8fffe13a0bdf25da1f34ea5d"},
+    {file = "uv-0.4.21-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:14224075d2edd3d2984391dfcb3138e4840cc998a81c1046cdc746ae1d38cc62"},
+    {file = "uv-0.4.21-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9c08b01f8571d2c64d45d569990aa7bffad5eb259cf64bc329d40d8c787fb9ba"},
+    {file = "uv-0.4.21-py3-none-manylinux_2_28_aarch64.whl", hash = "sha256:58a770b278b0555a966275dbe1461dd6632f938a0aefea89037155dee676c78d"},
+    {file = "uv-0.4.21-py3-none-musllinux_1_1_armv7l.whl", hash = "sha256:3d3e35a10f7813d7e540aad24cd3a3e20745a42b671a217e7761686791a562f3"},
+    {file = "uv-0.4.21-py3-none-musllinux_1_1_i686.whl", hash = "sha256:343c4ffe77ea93563861b46ed024a90efc162c06749836d9d7a8506db40d4565"},
+    {file = "uv-0.4.21-py3-none-musllinux_1_1_ppc64le.whl", hash = "sha256:f787d74abb24532f69cd3029c16edea7544931fd36cc1acda5b3af1cbffa5fb4"},
+    {file = "uv-0.4.21-py3-none-musllinux_1_1_x86_64.whl", hash = "sha256:a1a9a126ce48f0f0893891adb5a9749220425169092f3e4da1216168736ac16d"},
+    {file = "uv-0.4.21-py3-none-win32.whl", hash = "sha256:23d635ef5fe716fb1a1c4b411619f05caa5f9ee669651fcf7a5c00c8a3a1f749"},
+    {file = "uv-0.4.21-py3-none-win_amd64.whl", hash = "sha256:45df47a4f43db730bea72bd3150c206d00d1a4d854137ed63dc04bb73032f280"},
+    {file = "uv-0.4.21.tar.gz", hash = "sha256:9dcddbb3b6e1662c6db41d63db539742450e2ce17d6c746329c016e3651bfb4a"},
+]
+
 [[package]]
 name = "uvicorn"
 version = "0.31.1"
@@ -2602,6 +3002,26 @@ dev = ["Cython (>=3.0,<4.0)", "setuptools (>=60)"]
 docs = ["Sphinx (>=4.1.2,<4.2.0)", "sphinx-rtd-theme (>=0.5.2,<0.6.0)", "sphinxcontrib-asyncio (>=0.3.0,<0.4.0)"]
 test = ["aiohttp (>=3.10.5)", "flake8 (>=5.0,<6.0)", "mypy (>=0.800)", "psutil", "pyOpenSSL (>=23.0.0,<23.1.0)", "pycodestyle (>=2.9.0,<2.10.0)"]
 
+[[package]]
+name = "virtualenv"
+version = "20.26.6"
+description = "Virtual Python Environment builder"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "virtualenv-20.26.6-py3-none-any.whl", hash = "sha256:7345cc5b25405607a624d8418154577459c3e0277f5466dd79c49d5e492995f2"},
+    {file = "virtualenv-20.26.6.tar.gz", hash = "sha256:280aede09a2a5c317e409a00102e7077c6432c5a38f0ef938e643805a7ad2c48"},
+]
+
+[package.dependencies]
+distlib = ">=0.3.7,<1"
+filelock = ">=3.12.2,<4"
+platformdirs = ">=3.9.1,<5"
+
+[package.extras]
+docs = ["furo (>=2023.7.26)", "proselint (>=0.13)", "sphinx (>=7.1.2,!=7.3)", "sphinx-argparse (>=0.4)", "sphinxcontrib-towncrier (>=0.2.1a0)", "towncrier (>=23.6)"]
+test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess (>=1)", "flaky (>=3.7)", "packaging (>=23.1)", "pytest (>=7.4)", "pytest-env (>=0.8.2)", "pytest-freezer (>=0.4.8)", "pytest-mock (>=3.11.1)", "pytest-randomly (>=3.12)", "pytest-timeout (>=2.1)", "setuptools (>=68)", "time-machine (>=2.10)"]
+
 [[package]]
 name = "watchfiles"
 version = "0.24.0"
@@ -2817,6 +3237,20 @@ files = [
     {file = "websockets-13.1.tar.gz", hash = "sha256:a3b3366087c1bc0a2795111edcadddb8b3b59509d5db5d7ea3fdd69f954a8878"},
 ]
 
+[[package]]
+name = "win32-setctime"
+version = "1.1.0"
+description = "A small Python utility to set file creation time on Windows"
+optional = false
+python-versions = ">=3.5"
+files = [
+    {file = "win32_setctime-1.1.0-py3-none-any.whl", hash = "sha256:231db239e959c2fe7eb1d7dc129f11172354f98361c4fa2d6d2d7e278baa8aad"},
+    {file = "win32_setctime-1.1.0.tar.gz", hash = "sha256:15cf5750465118d6929ae4de4eb46e8edae9a5634350c01ba582df868e932cb2"},
+]
+
+[package.extras]
+dev = ["black (>=19.3b0)", "pytest (>=4.6.2)"]
+
 [[package]]
 name = "zipp"
 version = "3.20.2"
@@ -2839,4 +3273,4 @@ type = ["pytest-mypy"]
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.11"
-content-hash = "20508e8659b9c63cda71655c1e985a82839ab78bcfafee271d00c39d72af5481"
+content-hash = "90f82a5a62f16ab14051768cd938d2175db1f87da3af20baf64811103f44db08"
diff --git a/pyproject.toml b/pyproject.toml
index 508732d..5d31da9 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -43,6 +43,12 @@ qallse = { path = "./hepqpr-qallse" }
 kedro = "^0.19.8"
 kedro-viz = "^10.0.0"
 
+[tool.poetry.group.dev.dependencies]
+flake8 = "^7.1.1"
+black = "^24.10.0"
+pre-commit = "^4.0.1"
+licensecheck = "^2024.3"
+
 [build-system]
 requires = ["poetry-core"]
 build-backend = "poetry.core.masonry.api"
diff --git a/src/fromhopetoheuristics/__main__.py b/src/fromhopetoheuristics/__main__.py
index cd64368..e78b287 100644
--- a/src/fromhopetoheuristics/__main__.py
+++ b/src/fromhopetoheuristics/__main__.py
@@ -1,6 +1,7 @@
 """FromHopeToHeuristics file for ensuring the package is executable
 as `fromhopetoheuristics` and `python -m fromhopetoheuristics`
 """
+
 import sys
 from pathlib import Path
 from typing import Any
@@ -13,7 +14,7 @@ def main(*args, **kwargs) -> Any:
     package_name = Path(__file__).parent.name
     configure_project(package_name)
 
-    interactive = hasattr(sys, 'ps1')
+    interactive = hasattr(sys, "ps1")
     kwargs["standalone_mode"] = not interactive
 
     run = find_run_command(package_name)
diff --git a/src/fromhopetoheuristics/settings.py b/src/fromhopetoheuristics/settings.py
index 249125d..1c07bbb 100644
--- a/src/fromhopetoheuristics/settings.py
+++ b/src/fromhopetoheuristics/settings.py
@@ -35,12 +35,12 @@
 CONFIG_LOADER_CLASS = OmegaConfigLoader
 # Keyword arguments to pass to the `CONFIG_LOADER_CLASS` constructor.
 CONFIG_LOADER_ARGS = {
-      "base_env": "base",
-      "default_run_env": "local",
-#       "config_patterns": {
-#           "spark" : ["spark*/"],
-#           "parameters": ["parameters*", "parameters*/**", "**/parameters*"],
-#       }
+    "base_env": "base",
+    "default_run_env": "local",
+    #       "config_patterns": {
+    #           "spark" : ["spark*/"],
+    #           "parameters": ["parameters*", "parameters*/**", "**/parameters*"],
+    #       }
 }
 
 # Class that manages Kedro's library components.
diff --git a/src/fromhopetoheuristics/utils/maxcut_utils.py b/src/fromhopetoheuristics/utils/maxcut_utils.py
index cacf2fa..a91ce50 100644
--- a/src/fromhopetoheuristics/utils/maxcut_utils.py
+++ b/src/fromhopetoheuristics/utils/maxcut_utils.py
@@ -6,6 +6,7 @@
 # Prevents re-generation, when a problem was already generated
 problems = dict()
 
+
 def maxcut_graph_to_ising(G: nx.Graph) -> Tuple[np.ndarray, float]:
     """
     Calculates Ising model from MAXCUT graph
diff --git a/src/fromhopetoheuristics/utils/model.py b/src/fromhopetoheuristics/utils/model.py
index f941063..e397ff2 100644
--- a/src/fromhopetoheuristics/utils/model.py
+++ b/src/fromhopetoheuristics/utils/model.py
@@ -13,7 +13,8 @@ class QallseSplit(QallseD0):
     config = SplitConfig()
 
     def _create_doublets(self, initial_doublets):
-        # Generate Doublet structures from the initial doublets, calling _is_invalid_doublet to apply early cuts
+        # Generate Doublet structures from the initial doublets,
+        # calling _is_invalid_doublet to apply early cuts
         doublets = []
         for start_id, end_id in initial_doublets:
             start, end = self.hits[start_id], self.hits[end_id]
@@ -27,7 +28,8 @@ def _create_doublets(self, initial_doublets):
         self.doublets = doublets
 
     def _create_triplets(self):
-        # Generate Triplet structures from Doublets, calling _is_invalid_triplet to apply early cuts
+        # Generate Triplet structures from Doublets,
+        # calling _is_invalid_triplet to apply early cuts
         triplets = []
         for d1 in self.doublets:
             for d2 in d1.h2.outer:
diff --git a/src/fromhopetoheuristics/utils/qaoa_utils.py b/src/fromhopetoheuristics/utils/qaoa_utils.py
index 8b7de25..2c951ce 100644
--- a/src/fromhopetoheuristics/utils/qaoa_utils.py
+++ b/src/fromhopetoheuristics/utils/qaoa_utils.py
@@ -263,7 +263,7 @@ def get_FOURIER_params(
 ) -> Tuple[np.ndarray, np.ndarray]:
     if q == -1:
         assert len(v_params) == len(u_params) == p, (
-            f"Length of the parameter vector without FOURIER stragety should",
+            "Length of the parameter vector without FOURIER stragety should",
             f"be {p}, got {len(v_params)} and {len(u_params)}",
         )
         return v_params, u_params
@@ -403,9 +403,7 @@ def annealing_schedule_from_QAOA_params(
         # ensure that time is increasing monotonically, if not, skip
         if times[i] < last_added_time:
             continue
-        anneal_fraction = np.abs(gammas[i]) / (
-            np.abs(gammas[i]) + np.abs(betas[i])
-        )
+        anneal_fraction = np.abs(gammas[i]) / (np.abs(gammas[i]) + np.abs(betas[i]))
         anneal_schedule.append((times[i], anneal_fraction))
         last_added_time = times[i]
 
diff --git a/src/fromhopetoheuristics/utils/spectral_gap_calculator.py b/src/fromhopetoheuristics/utils/spectral_gap_calculator.py
index be5f3db..6d34e69 100644
--- a/src/fromhopetoheuristics/utils/spectral_gap_calculator.py
+++ b/src/fromhopetoheuristics/utils/spectral_gap_calculator.py
@@ -7,7 +7,9 @@
 
 
 def build_mixing_hamiltonian(num_qubits):
-    # As in https://qiskit.org/documentation/_modules/qiskit/circuit/library/n_local/qaoa_ansatz.html#QAOAAnsatz
+    # As in
+    # https://qiskit.org/documentation/_modules/qiskit/circuit/library/
+    # n_local/qaoa_ansatz.html#QAOAAnsatz
     mixer_terms = [
         ("I" * left + "X" + "I" * (num_qubits - left - 1), 1)
         for left in range(num_qubits)
@@ -16,7 +18,8 @@ def build_mixing_hamiltonian(num_qubits):
     return mixer_hamiltonian
 
 
-# Builds the interpolation hamiltonian for the given problem hamiltonian, fraction s and amount of qubits
+# Builds the interpolation hamiltonian for the given problem hamiltonian,
+# fraction s and amount of qubits
 def build_hamiltonian(qubo, fraction, num_qubits):
     cost_hamiltonian, offset = hamiltonian_from_qubo(qubo)
     mixer_hamiltonian = build_mixing_hamiltonian(num_qubits)
@@ -32,26 +35,23 @@ def build_hamiltonian(qubo, fraction, num_qubits):
 
 
 # Derives the spectral gap for the given problem hamiltonian at the given fraction s
-def calculate_spectral_gap(
-    fraction: float, qubo: np.ndarray, num_dec_pos: int = 4
-):
+def calculate_spectral_gap(fraction: float, qubo: np.ndarray, num_dec_pos: int = 4):
     num_qubits = len(qubo)
     H = build_hamiltonian(qubo, fraction, num_qubits)
     counter = 0
     eigenvalues = []
-    eigenstates = []
+    # eigenstates = []
     while len(set(eigenvalues)) < 2 and counter != num_qubits:
-        # Increase the counter in every iteration, such that the number of searched eigenvalues exponentially increases
+        # Increase the counter in every iteration, such that the number
+        # of searched eigenvalues exponentially increases
         # as long as no two unique eigenvalues are found
         counter = counter + 1
         eigensolver = NumPyEigensolver(k=pow(2, counter))
         eigensolver_result = eigensolver.compute_eigenvalues(H)
-        eigenstates = eigensolver_result.eigenstates
+        # eigenstates = eigensolver_result.eigenstates
         eigenvalues = np.real(eigensolver_result.eigenvalues)
         eigenvalues = np.around(eigenvalues, num_dec_pos)
 
     eigenvalues = np.real(np.unique(eigenvalues))
-    spectral_gap = np.around(
-        np.abs(eigenvalues[0] - eigenvalues[1]), num_dec_pos
-    )
+    spectral_gap = np.around(np.abs(eigenvalues[0] - eigenvalues[1]), num_dec_pos)
     return eigenvalues[0], eigenvalues[1], spectral_gap
diff --git a/tests/test_run.py b/tests/test_run.py
index 0eab4c1..2ba38f4 100644
--- a/tests/test_run.py
+++ b/tests/test_run.py
@@ -5,6 +5,7 @@
 project's structure, and in files named test_*.py. They are simply functions
 named ``test_*`` which test a unit of logic.
 """
+
 from pathlib import Path
 
 import pytest
diff --git a/trackml-library b/trackml-library
index da91c25..6bcf062 160000
--- a/trackml-library
+++ b/trackml-library
@@ -1 +1 @@
-Subproject commit da91c25d7912f8df3fa742b37a117f8a24ff5022
+Subproject commit 6bcf062a609fbd88a1fadf63f8818128e4fb62b8