diff --git a/.github/workflows/docs-new-release.yml b/.github/workflows/docs-new-release.yml
index a7e80e3d..7070d7b6 100644
--- a/.github/workflows/docs-new-release.yml
+++ b/.github/workflows/docs-new-release.yml
@@ -16,13 +16,26 @@ jobs:
       - uses: actions/setup-python@v5
         with:
           python-version: '3.11.4'
+      - name: Load cached Poetry install
+        uses: actions/cache@v3
+        id: cached-poetry
+        with: 
+          path: ~/.local
+          key: poetry-0
       - name: Install Poetry
+        if: steps.cached-poetry.outputs.cache-hit != 'true'
         uses: snok/install-poetry@v1
+      - name: Load cached venv
+        id: cached-poetry-dependencies
+        uses: actions/cache@v3
+        with:
+          path: .venv
+          key: venv-${{ runner.os }}-${{ steps.setup-python.outputs.python-version }}-${{ hashFiles('**/poetry.lock') }}
       - name: Install dependencies
+        if: steps.cached-poetry-dependencies.outputs.cache-hit != 'true'
         run: |
-          poetry install --with docs
-          poetry run python -m pip install --upgrade pip
-          poetry run pip install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cpu
+          poetry install --with test,dev,docs --without torch
+          poetry run pip install torch --index-url https://download.pytorch.org/whl/cpu
           poetry run pip install lightning
       - run: poetry run python ./docs/make.py ${{ github.event.release.tag_name }}
       - uses: actions/upload-pages-artifact@v3
diff --git a/.github/workflows/docs.yml b/.github/workflows/docs.yml
index 3d19a672..df5ec72d 100644
--- a/.github/workflows/docs.yml
+++ b/.github/workflows/docs.yml
@@ -16,13 +16,26 @@ jobs:
       - uses: actions/setup-python@v5
         with:
           python-version: '3.11.4'
+      - name: Load cached Poetry install
+        uses: actions/cache@v3
+        id: cached-poetry
+        with: 
+          path: ~/.local
+          key: poetry-0
       - name: Install Poetry
+        if: steps.cached-poetry.outputs.cache-hit != 'true'
         uses: snok/install-poetry@v1
+      - name: Load cached venv
+        id: cached-poetry-dependencies
+        uses: actions/cache@v3
+        with:
+          path: .venv
+          key: venv-${{ runner.os }}-${{ steps.setup-python.outputs.python-version }}-${{ hashFiles('**/poetry.lock') }}
       - name: Install dependencies
+        if: steps.cached-poetry-dependencies.outputs.cache-hit != 'true'
         run: |
-          poetry install --with docs
-          poetry run python -m pip install --upgrade pip
-          poetry run pip install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cpu
+          poetry install --with test,dev,docs --without torch
+          poetry run pip install torch --index-url https://download.pytorch.org/whl/cpu
           poetry run pip install lightning
       - run: poetry run python ./docs/make.py
       - uses: actions/upload-pages-artifact@v3
diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml
index 870f3025..3ac1248b 100644
--- a/.github/workflows/tests.yml
+++ b/.github/workflows/tests.yml
@@ -16,18 +16,35 @@ jobs:
         uses: actions/setup-python@v3
         with:
           python-version: "3.11.4"
+      - name: Load cached Poetry install
+        uses: actions/cache@v3
+        id: cached-poetry
+        with: 
+          path: ~/.local
+          key: poetry-0
       - name: Install Poetry
+        if: steps.cached-poetry.outputs.cache-hit != 'true'
         uses: snok/install-poetry@v1
+        with:
+          virtualenvs-create: true
+          virtualenvs-in-project: true
+          installer-parallel: true
+      - name: Load cached venv
+        id: cached-poetry-dependencies
+        uses: actions/cache@v3
+        with:
+          path: .venv
+          key: venv-${{ runner.os }}-${{ steps.setup-python.outputs.python-version }}-${{ hashFiles('**/poetry.lock') }}
       - name: Install dependencies
+        if: steps.cached-poetry-dependencies.outputs.cache-hit != 'true'
         run: |
-          poetry install --with test --with dev
-          poetry run pip install --upgrade pip
+          poetry install --with test,dev,docs --without torch
           poetry run pip install torch --index-url https://download.pytorch.org/whl/cpu
           poetry run pip install lightning
-      - name: Ruff checks
-        uses: chartboost/ruff-action@v1
-        with:
-            args: "format --check"
+      - name: Ruff Formatting
+        run: poetry run ruff format --check
+      - name: Ruff Linter
+        run: poetry run ruff check
       - name: Analysing the code with mypy
         run: |
           poetry run mypy --install-types --non-interactive .
diff --git a/poetry.lock b/poetry.lock
index 55045681..303572f1 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -166,64 +166,64 @@ files = [
 
 [[package]]
 name = "contourpy"
-version = "1.2.0"
+version = "1.2.1"
 description = "Python library for calculating contours of 2D quadrilateral grids"
 optional = false
 python-versions = ">=3.9"
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 [package.dependencies]
-numpy = ">=1.20,<2.0"
+numpy = ">=1.20"
 
 [package.extras]
 bokeh = ["bokeh", "selenium"]
 docs = ["furo", "sphinx (>=7.2)", "sphinx-copybutton"]
-mypy = ["contourpy[bokeh,docs]", "docutils-stubs", "mypy (==1.6.1)", "types-Pillow"]
+mypy = ["contourpy[bokeh,docs]", "docutils-stubs", "mypy (==1.8.0)", "types-Pillow"]
 test = ["Pillow", "contourpy[test-no-images]", "matplotlib"]
 test-no-images = ["pytest", "pytest-cov", "pytest-xdist", "wurlitzer"]
 
@@ -255,18 +255,18 @@ files = [
 
 [[package]]
 name = "filelock"
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+version = "3.13.3"
 description = "A platform independent file lock."
 optional = false
 python-versions = ">=3.8"
 files = [
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 typing = ["typing-extensions (>=4.8)"]
 
 [[package]]
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 [[package]]
 name = "lightning-utilities"
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 description = "Lightning toolbox for across the our ecosystem."
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 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
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 [package.dependencies]
@@ -829,7 +829,7 @@ contourpy = ">=1.0.1"
 cycler = ">=0.10"
 fonttools = ">=4.22.0"
 kiwisolver = ">=1.3.1"
-numpy = ">=1.21,<2"
+numpy = ">=1.21"
 packaging = ">=20.0"
 pillow = ">=8"
 pyparsing = ">=2.3.1"
@@ -1221,14 +1221,13 @@ files = [
 
 [[package]]
 name = "nvidia-nvjitlink-cu12"
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 description = "Nvidia JIT LTO Library"
 optional = false
 python-versions = ">=3"
 files = [
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@@ -1361,79 +1360,80 @@ dev = ["hypothesis", "mypy", "pdoc-pyo3-sample-library (==1.0.11)", "pygments (>
 
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 [[package]]
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 ]
 
 [package.dependencies]
@@ -1877,13 +1877,13 @@ files = [
 
 [[package]]
 name = "types-pywin32"
-version = "306.0.0.20240319"
+version = "306.0.0.20240331"
 description = "Typing stubs for pywin32"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "types-pywin32-306.0.0.20240319.tar.gz", hash = "sha256:a578ba15167a7a3a2bca0b307a401650d2f6b7bb58b2215d3ad9a6584b7baea5"},
-    {file = "types_pywin32-306.0.0.20240319-py3-none-any.whl", hash = "sha256:acaa5da80f1b875115da8af2836c75c3cee4b45a2dd19e0fcac23dd011e2387b"},
+    {file = "types-pywin32-306.0.0.20240331.tar.gz", hash = "sha256:3427e60ffbbc47b31e6bc416c3e4c37d579e6774e5152dab953589c9b64c4d58"},
+    {file = "types_pywin32-306.0.0.20240331-py3-none-any.whl", hash = "sha256:844b90253f3da38e254c9ce199ba41f63da52c511003daedcda414e88f1cf319"},
 ]
 
 [[package]]
@@ -2067,4 +2067,4 @@ multidict = ">=4.0"
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.11"
-content-hash = "cde554fbb0ec31ab6eb29d42c3e45015b6a1eec4fcce63a90f6de3b8eb9e8d33"
+content-hash = "b98fdaf8e3bea1ae95dd8f26176493aed9601e7ca44e35e72a4c02352f4ac676"
diff --git a/pyproject.toml b/pyproject.toml
index 0ea49510..c64fff3e 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -7,15 +7,17 @@ license = "MIT"
 readme = "README.md"
 
 [tool.poetry.dependencies]
-python = "^3.11"
-torch = "^2.0.1"
-lightning = "^2.1.0"
+python = "~3.11"
 numpy = "^1.25"
 pandas = "^2.0.2"
 matplotlib = "^3.7.1"
 migrate-ckpt = {git = "https://github.com/bdvllrs/migrate-ckpt.git", rev = "main"}
 click = "^8.1.7"
 
+[tool.poetry.group.torch.dependencies]
+torch = "^2.0.1"
+lightning = "^2.1.0"
+
 [tool.poetry.group.dev.dependencies]
 types-tqdm = "^4.65.0.1"
 lxml-stubs = "^0.4.0"
@@ -32,6 +34,10 @@ pre-commit = "^3.6.2"
 [tool.poetry.group.test.dependencies]
 pytest = "^7.3.2"
 
+
+[tool.poetry.group.docs]
+optional = true
+
 [tool.poetry.group.docs.dependencies]
 pdoc = "^14.4.0"
 
diff --git a/shimmer/modules/selection.py b/shimmer/modules/selection.py
index 4abf1103..a1088ade 100644
--- a/shimmer/modules/selection.py
+++ b/shimmer/modules/selection.py
@@ -241,7 +241,8 @@ def __init__(
         """
         Args:
             batch_size (`int`) : size of the batch
-            domain_dim (`int`) : dimension of the input dims (assumed to be the same for now)
+            domain_dim (`int`) : dimension of the input dims (assumed to be the same
+                for now)
             head_size (`int`) : dimension of the key and query vectors
             domains (`Iterable[str]`) : list of input domains
         """
@@ -302,7 +303,8 @@ def forward(
             encodings (`LatentsDomainGroupT`): Group of pre-fusion encodings.
 
         Returns:
-            `dict[str, torch.Tensor]`: the attention scores for each domain in the group.
+            `dict[str, torch.Tensor]`: the attention scores for each domain in the
+            group.
         """
 
         # Encoding with pytorch