diff --git a/.github/dependabot.yml b/.github/dependabot.yml
index 9185fca22fb..947fd950632 100644
--- a/.github/dependabot.yml
+++ b/.github/dependabot.yml
@@ -1,36 +1,36 @@
 # https://docs.github.com/en/code-security/dependabot/dependabot-version-updates/configuration-options-for-the-dependabot.yml-file
 version: 2
 updates:
-  - package-ecosystem: "devcontainers"
-    directory: "/.devcontainer"
+  - package-ecosystem: 'devcontainers'
+    directory: '/.devcontainer'
     schedule:
-      interval: "weekly"
-  - package-ecosystem: "github-actions"
-    directory: "/"
+      interval: 'weekly'
+  - package-ecosystem: 'github-actions'
+    directory: '/'
     schedule:
-      interval: "weekly"
-  - package-ecosystem: "pip"
-    directory: "/requirements"
+      interval: 'weekly'
+  - package-ecosystem: 'pip'
+    directory: '/requirements'
     schedule:
-      interval: "daily"
+      interval: 'daily'
     groups:
       # torchvision pins torch, must update in unison
       torch:
         patterns:
-          - "torch"
-          - "torchvision"
+          - 'torch'
+          - 'torchvision'
     ignore:
       # setuptools releases new versions almost daily
-      - dependency-name: "setuptools"
-        update-types: ["version-update:semver-patch"]
+      - dependency-name: 'setuptools'
+        update-types: ['version-update:semver-patch']
       # sphinx 6 is incompatible with pytorch-sphinx-theme
       # https://github.com/pytorch/pytorch_sphinx_theme/issues/175
-      - dependency-name: "sphinx"
-        versions: ">=6"
+      - dependency-name: 'sphinx'
+        versions: '>=6'
       # segmentation-models-pytorch pins timm, must update in unison
-      - dependency-name: "timm"
-  - package-ecosystem: "npm"
-    directory: "/requirements"
+      - dependency-name: 'timm'
+  - package-ecosystem: 'npm'
+    directory: '/'
     schedule:
-      interval: "weekly"
-    versioning-strategy: "lockfile-only"
+      interval: 'weekly'
+    versioning-strategy: 'lockfile-only'
diff --git a/.github/labeler.yml b/.github/labeler.yml
index 9e366aa7787..8b5b2212e85 100644
--- a/.github/labeler.yml
+++ b/.github/labeler.yml
@@ -1,48 +1,48 @@
 # TorchGeo modules
 datamodules:
   - changed-files:
-      - any-glob-to-any-file: "torchgeo/datamodules/**"
+      - any-glob-to-any-file: 'torchgeo/datamodules/**'
 datasets:
   - changed-files:
-      - any-glob-to-any-file: "torchgeo/datasets/**"
+      - any-glob-to-any-file: 'torchgeo/datasets/**'
 losses:
   - changed-files:
-      - any-glob-to-any-file: "torchgeo/losses/**"
+      - any-glob-to-any-file: 'torchgeo/losses/**'
 models:
   - changed-files:
-      - any-glob-to-any-file: "torchgeo/models/**"
+      - any-glob-to-any-file: 'torchgeo/models/**'
 samplers:
   - changed-files:
-      - any-glob-to-any-file: "torchgeo/samplers/**"
+      - any-glob-to-any-file: 'torchgeo/samplers/**'
 trainers:
   - changed-files:
-      - any-glob-to-any-file: "torchgeo/trainers/**"
+      - any-glob-to-any-file: 'torchgeo/trainers/**'
 transforms:
   - changed-files:
-      - any-glob-to-any-file: "torchgeo/transforms/**"
+      - any-glob-to-any-file: 'torchgeo/transforms/**'
 
 # Other
 dependencies:
   - changed-files:
       - any-glob-to-any-file:
-          - "pyproject.toml"
-          - "requirements/**"
-          - ".github/dependabot.yml"
+          - 'pyproject.toml'
+          - 'requirements/**'
+          - '.github/dependabot.yml'
 documentation:
   - changed-files:
       - any-glob-to-any-file:
-          - "docs/**"
-          - "*.md"
-          - ".github/*.md"
-          - ".readthedocs.yaml"
+          - 'docs/**'
+          - '*.md'
+          - '.github/*.md'
+          - '.readthedocs.yaml'
 scripts:
   - changed-files:
       - any-glob-to-any-file:
-          - "torchgeo/__main__.py"
-          - "torchgeo/main.py"
-          - "experiments/**"
+          - 'torchgeo/__main__.py'
+          - 'torchgeo/main.py'
+          - 'experiments/**'
 testing:
   - changed-files:
       - any-glob-to-any-file:
-          - "tests/**"
-          - ".github/workflows/**"
+          - 'tests/**'
+          - '.github/workflows/**'
diff --git a/.github/workflows/labeler.yml b/.github/workflows/labeler.yml
index 0254d7c6edc..ab4427f24b7 100644
--- a/.github/workflows/labeler.yml
+++ b/.github/workflows/labeler.yml
@@ -1,4 +1,4 @@
-name: "labeler"
+name: 'labeler'
 on:
   - pull_request_target
 jobs:
diff --git a/.github/workflows/release.yaml b/.github/workflows/release.yaml
index 1484cb78c10..859c7b4a253 100644
--- a/.github/workflows/release.yaml
+++ b/.github/workflows/release.yaml
@@ -19,7 +19,7 @@ jobs:
       - name: Set up python
         uses: actions/setup-python@v5.2.0
         with:
-          python-version: "3.12"
+          python-version: '3.12'
       - name: Cache dependencies
         uses: actions/cache@v4.0.2
         id: cache
@@ -47,7 +47,7 @@ jobs:
       - name: Set up python
         uses: actions/setup-python@v5.2.0
         with:
-          python-version: "3.12"
+          python-version: '3.12'
       - name: Cache dependencies
         uses: actions/cache@v4.0.2
         id: cache
diff --git a/.github/workflows/style.yaml b/.github/workflows/style.yaml
index 4d5db703d0a..a7a683f5879 100644
--- a/.github/workflows/style.yaml
+++ b/.github/workflows/style.yaml
@@ -21,7 +21,7 @@ jobs:
       - name: Set up python
         uses: actions/setup-python@v5.2.0
         with:
-          python-version: "3.12"
+          python-version: '3.12'
       - name: Cache dependencies
         uses: actions/cache@v4.0.2
         id: cache
@@ -46,7 +46,7 @@ jobs:
       - name: Set up python
         uses: actions/setup-python@v5.2.0
         with:
-          python-version: "3.12"
+          python-version: '3.12'
       - name: Cache dependencies
         uses: actions/cache@v4.0.2
         id: cache
@@ -73,12 +73,12 @@ jobs:
       - name: Set up nodejs
         uses: actions/setup-node@v4.0.3
         with:
-          node-version: "20"
-          cache: "npm"
-          cache-dependency-path: "requirements/package-lock.json"
+          node-version: '20'
+          cache: 'npm'
+          cache-dependency-path: 'package-lock.json'
       - name: Installing prettier
         run: |
-          npm install requirements/
+          npm install
           npm cache clean --force
       - name: List npm dependencies
         run: npm ls --all
diff --git a/.github/workflows/tests.yaml b/.github/workflows/tests.yaml
index 016cf60e12e..0ee2e3420fb 100644
--- a/.github/workflows/tests.yaml
+++ b/.github/workflows/tests.yaml
@@ -20,7 +20,7 @@ jobs:
     strategy:
       matrix:
         os: [ubuntu-latest, macos-latest, windows-latest]
-        python-version: ["3.10", "3.11", "3.12"]
+        python-version: ['3.10', '3.11', '3.12']
     steps:
       - name: Clone repo
         uses: actions/checkout@v4.1.7
@@ -63,7 +63,7 @@ jobs:
       - name: Set up python
         uses: actions/setup-python@v5.2.0
         with:
-          python-version: "3.10"
+          python-version: '3.10'
       - name: Cache dependencies
         uses: actions/cache@v4.0.2
         id: cache
@@ -98,7 +98,7 @@ jobs:
       - name: Set up python
         uses: actions/setup-python@v5.2.0
         with:
-          python-version: "3.12"
+          python-version: '3.12'
       - name: Cache dependencies
         uses: actions/cache@v4.0.2
         id: cache
diff --git a/.github/workflows/tutorials.yaml b/.github/workflows/tutorials.yaml
index 5d4f02e896d..67accad5e2c 100644
--- a/.github/workflows/tutorials.yaml
+++ b/.github/workflows/tutorials.yaml
@@ -23,7 +23,7 @@ jobs:
       - name: Set up python
         uses: actions/setup-python@v5.2.0
         with:
-          python-version: "3.12"
+          python-version: '3.12'
       - name: Cache dependencies
         uses: actions/cache@v4.0.2
         id: cache
diff --git a/.gitignore b/.gitignore
index 3a017d0ee6e..180c27c47b2 100644
--- a/.gitignore
+++ b/.gitignore
@@ -8,7 +8,6 @@
 
 # Node stuff:
 node_modules/
-/*.json
 
 # Spack
 .spack-env/
diff --git a/.readthedocs.yaml b/.readthedocs.yaml
index 2c11def62d9..36f098eaf89 100644
--- a/.readthedocs.yaml
+++ b/.readthedocs.yaml
@@ -8,7 +8,7 @@ version: 2
 build:
   os: ubuntu-lts-latest
   tools:
-    python: "3.12"
+    python: '3.12'
 
 # Configuration of the Python environment to be used
 python:
diff --git a/CITATION.cff b/CITATION.cff
index 64524eaa24b..a8cc2bccab3 100644
--- a/CITATION.cff
+++ b/CITATION.cff
@@ -1,50 +1,50 @@
 # https://github.com/citation-file-format/citation-file-format/blob/main/schema-guide.md
 # Can be validated using `cffconvert --validate`
 authors:
-  - family-names: "Stewart"
-    given-names: "Adam J."
-  - family-names: "Robinson"
-    given-names: "Caleb"
-  - family-names: "Corley"
-    given-names: "Isaac A."
-  - family-names: "Ortiz"
-    given-names: "Anthony"
-  - family-names: "Lavista Ferres"
-    given-names: "Juan M."
-  - family-names: "Banerjee"
-    given-names: "Arindam"
-cff-version: "1.2.0"
-message: "If you use this software, please cite it using the metadata from this file."
+  - family-names: 'Stewart'
+    given-names: 'Adam J.'
+  - family-names: 'Robinson'
+    given-names: 'Caleb'
+  - family-names: 'Corley'
+    given-names: 'Isaac A.'
+  - family-names: 'Ortiz'
+    given-names: 'Anthony'
+  - family-names: 'Lavista Ferres'
+    given-names: 'Juan M.'
+  - family-names: 'Banerjee'
+    given-names: 'Arindam'
+cff-version: '1.2.0'
+message: 'If you use this software, please cite it using the metadata from this file.'
 preferred-citation:
   authors:
-    - family-names: "Stewart"
-      given-names: "Adam J."
-    - family-names: "Robinson"
-      given-names: "Caleb"
-    - family-names: "Corley"
-      given-names: "Isaac A."
-    - family-names: "Ortiz"
-      given-names: "Anthony"
-    - family-names: "Lavista Ferres"
-      given-names: "Juan M."
-    - family-names: "Banerjee"
-      given-names: "Arindam"
-  collection-title: "Proceedings of the 30th International Conference on Advances in Geographic Information Systems"
-  collection-type: "proceedings"
+    - family-names: 'Stewart'
+      given-names: 'Adam J.'
+    - family-names: 'Robinson'
+      given-names: 'Caleb'
+    - family-names: 'Corley'
+      given-names: 'Isaac A.'
+    - family-names: 'Ortiz'
+      given-names: 'Anthony'
+    - family-names: 'Lavista Ferres'
+      given-names: 'Juan M.'
+    - family-names: 'Banerjee'
+      given-names: 'Arindam'
+  collection-title: 'Proceedings of the 30th International Conference on Advances in Geographic Information Systems'
+  collection-type: 'proceedings'
   conference:
-    city: "Seattle"
+    city: 'Seattle'
     name: "SIGSPATIAL '22"
-    region: "Washington"
-  doi: "10.1145/3557915.3560953"
+    region: 'Washington'
+  doi: '10.1145/3557915.3560953'
   end: 12
-  isbn: "9781450395298"
+  isbn: '9781450395298'
   month: 11
   number: 19
   publisher:
-    name: "Association for Computing Machinery"
+    name: 'Association for Computing Machinery'
   start: 1
-  title: "TorchGeo: Deep Learning With Geospatial Data"
-  type: "conference-paper"
-  url: "https://dl.acm.org/doi/10.1145/3557915.3560953"
+  title: 'TorchGeo: Deep Learning With Geospatial Data'
+  type: 'conference-paper'
+  url: 'https://dl.acm.org/doi/10.1145/3557915.3560953'
   year: 2022
-title: "TorchGeo: Deep Learning With Geospatial Data"
+title: 'TorchGeo: Deep Learning With Geospatial Data'
diff --git a/README.md b/README.md
index 1d8565e57a8..6171e027640 100644
--- a/README.md
+++ b/README.md
@@ -220,7 +220,7 @@ trainer:
 model:
   class_path: ClassificationTask
   init_args:
-    model: "resnet18"
+    model: 'resnet18'
     in_channels: 13
     num_classes: 10
 data:
diff --git a/experiments/ssl4eo/landsat/conf/l7irish.yaml b/experiments/ssl4eo/landsat/conf/l7irish.yaml
index 91b1cbea15d..84c282fb951 100644
--- a/experiments/ssl4eo/landsat/conf/l7irish.yaml
+++ b/experiments/ssl4eo/landsat/conf/l7irish.yaml
@@ -4,12 +4,12 @@ trainer:
 model:
   class_path: SemanticSegmentationTask
   init_args:
-    model: "unet"
-    backbone: "resnet18"
+    model: 'unet'
+    backbone: 'resnet18'
     weights: null
     in_channels: 9
     num_classes: 5
-    loss: "ce"
+    loss: 'ce'
     ignore_index: 0
     lr: 1e-3
     patience: 6
@@ -20,4 +20,4 @@ data:
     patch_size: 224
     num_workers: 16
   dict_kwargs:
-    paths: "data/l7irish"
+    paths: 'data/l7irish'
diff --git a/experiments/ssl4eo/landsat/conf/l8biome.yaml b/experiments/ssl4eo/landsat/conf/l8biome.yaml
index 728073a56fa..41de287cf54 100644
--- a/experiments/ssl4eo/landsat/conf/l8biome.yaml
+++ b/experiments/ssl4eo/landsat/conf/l8biome.yaml
@@ -4,12 +4,12 @@ trainer:
 model:
   class_path: SemanticSegmentationTask
   init_args:
-    model: "unet"
-    backbone: "resnet18"
+    model: 'unet'
+    backbone: 'resnet18'
     weights: null
     in_channels: 11
     num_classes: 5
-    loss: "ce"
+    loss: 'ce'
     ignore_index: 0
     lr: 1e-3
     patience: 6
@@ -20,4 +20,4 @@ data:
     patch_size: 224
     num_workers: 16
   dict_kwargs:
-    paths: "data/l8biome"
+    paths: 'data/l8biome'
diff --git a/experiments/ssl4eo/landsat/conf/ssl4eo_benchmark_etm_sr_cdl.yaml b/experiments/ssl4eo/landsat/conf/ssl4eo_benchmark_etm_sr_cdl.yaml
index 93062f9942f..efcf09b01c2 100644
--- a/experiments/ssl4eo/landsat/conf/ssl4eo_benchmark_etm_sr_cdl.yaml
+++ b/experiments/ssl4eo/landsat/conf/ssl4eo_benchmark_etm_sr_cdl.yaml
@@ -4,12 +4,12 @@ trainer:
 model:
   class_path: SemanticSegmentationTask
   init_args:
-    model: "unet"
-    backbone: "resnet18"
+    model: 'unet'
+    backbone: 'resnet18'
     weights: null
     in_channels: 6
     num_classes: 18
-    loss: "ce"
+    loss: 'ce'
     ignore_index: 0
     lr: 1e-3
     patience: 6
@@ -19,9 +19,9 @@ data:
     batch_size: 64
     num_workers: 16
   dict_kwargs:
-    root: "data/ssl4eo_benchmark"
-    sensor: "etm_sr"
-    product: "cdl"
+    root: 'data/ssl4eo_benchmark'
+    sensor: 'etm_sr'
+    product: 'cdl'
     classes:
       - 0
       - 1
diff --git a/experiments/ssl4eo/landsat/conf/ssl4eo_benchmark_etm_sr_nlcd.yaml b/experiments/ssl4eo/landsat/conf/ssl4eo_benchmark_etm_sr_nlcd.yaml
index 718b3281ed0..bff225c5ba0 100644
--- a/experiments/ssl4eo/landsat/conf/ssl4eo_benchmark_etm_sr_nlcd.yaml
+++ b/experiments/ssl4eo/landsat/conf/ssl4eo_benchmark_etm_sr_nlcd.yaml
@@ -4,12 +4,12 @@ trainer:
 model:
   class_path: SemanticSegmentationTask
   init_args:
-    model: "unet"
-    backbone: "resnet18"
+    model: 'unet'
+    backbone: 'resnet18'
     weights: null
     in_channels: 6
     num_classes: 14
-    loss: "ce"
+    loss: 'ce'
     ignore_index: 0
     lr: 1e-3
     patience: 6
@@ -19,9 +19,9 @@ data:
     batch_size: 64
     num_workers: 16
   dict_kwargs:
-    root: "data/ssl4eo_benchmark"
-    sensor: "etm_sr"
-    product: "nlcd"
+    root: 'data/ssl4eo_benchmark'
+    sensor: 'etm_sr'
+    product: 'nlcd'
     classes:
       - 0
       - 11
diff --git a/experiments/ssl4eo/landsat/conf/ssl4eo_benchmark_etm_toa_cdl.yaml b/experiments/ssl4eo/landsat/conf/ssl4eo_benchmark_etm_toa_cdl.yaml
index f10a0508ffe..15e1412d8b7 100644
--- a/experiments/ssl4eo/landsat/conf/ssl4eo_benchmark_etm_toa_cdl.yaml
+++ b/experiments/ssl4eo/landsat/conf/ssl4eo_benchmark_etm_toa_cdl.yaml
@@ -4,12 +4,12 @@ trainer:
 model:
   class_path: SemanticSegmentationTask
   init_args:
-    model: "unet"
-    backbone: "resnet18"
+    model: 'unet'
+    backbone: 'resnet18'
     weights: null
     in_channels: 9
     num_classes: 18
-    loss: "ce"
+    loss: 'ce'
     ignore_index: 0
     lr: 1e-3
     patience: 6
@@ -19,9 +19,9 @@ data:
     batch_size: 64
     num_workers: 16
   dict_kwargs:
-    root: "data/ssl4eo_benchmark"
-    sensor: "etm_toa"
-    product: "cdl"
+    root: 'data/ssl4eo_benchmark'
+    sensor: 'etm_toa'
+    product: 'cdl'
     classes:
       - 0
       - 1
diff --git a/experiments/ssl4eo/landsat/conf/ssl4eo_benchmark_etm_toa_nlcd.yaml b/experiments/ssl4eo/landsat/conf/ssl4eo_benchmark_etm_toa_nlcd.yaml
index 52a6107c096..29ecf722209 100644
--- a/experiments/ssl4eo/landsat/conf/ssl4eo_benchmark_etm_toa_nlcd.yaml
+++ b/experiments/ssl4eo/landsat/conf/ssl4eo_benchmark_etm_toa_nlcd.yaml
@@ -4,12 +4,12 @@ trainer:
 model:
   class_path: SemanticSegmentationTask
   init_args:
-    model: "unet"
-    backbone: "resnet18"
+    model: 'unet'
+    backbone: 'resnet18'
     weights: null
     in_channels: 9
     num_classes: 14
-    loss: "ce"
+    loss: 'ce'
     ignore_index: 0
     lr: 1e-3
     patience: 6
@@ -19,9 +19,9 @@ data:
     batch_size: 64
     num_workers: 16
   dict_kwargs:
-    root: "data/ssl4eo_benchmark"
-    sensor: "etm_toa"
-    product: "nlcd"
+    root: 'data/ssl4eo_benchmark'
+    sensor: 'etm_toa'
+    product: 'nlcd'
     classes:
       - 0
       - 11
diff --git a/experiments/ssl4eo/landsat/conf/ssl4eo_benchmark_oli_sr_cdl.yaml b/experiments/ssl4eo/landsat/conf/ssl4eo_benchmark_oli_sr_cdl.yaml
index 669e1221944..e289a69c46a 100644
--- a/experiments/ssl4eo/landsat/conf/ssl4eo_benchmark_oli_sr_cdl.yaml
+++ b/experiments/ssl4eo/landsat/conf/ssl4eo_benchmark_oli_sr_cdl.yaml
@@ -4,12 +4,12 @@ trainer:
 model:
   class_path: SemanticSegmentationTask
   init_args:
-    model: "unet"
-    backbone: "resnet18"
+    model: 'unet'
+    backbone: 'resnet18'
     weights: null
     in_channels: 7
     num_classes: 18
-    loss: "ce"
+    loss: 'ce'
     ignore_index: 0
     lr: 1e-3
     patience: 6
@@ -19,9 +19,9 @@ data:
     batch_size: 64
     num_workers: 16
   dict_kwargs:
-    root: "data/ssl4eo_benchmark"
-    sensor: "oli_sr"
-    product: "cdl"
+    root: 'data/ssl4eo_benchmark'
+    sensor: 'oli_sr'
+    product: 'cdl'
     classes:
       - 0
       - 1
diff --git a/experiments/ssl4eo/landsat/conf/ssl4eo_benchmark_oli_sr_nlcd.yaml b/experiments/ssl4eo/landsat/conf/ssl4eo_benchmark_oli_sr_nlcd.yaml
index 81f3283f5b9..ab1ed68dc52 100644
--- a/experiments/ssl4eo/landsat/conf/ssl4eo_benchmark_oli_sr_nlcd.yaml
+++ b/experiments/ssl4eo/landsat/conf/ssl4eo_benchmark_oli_sr_nlcd.yaml
@@ -4,12 +4,12 @@ trainer:
 model:
   class_path: SemanticSegmentationTask
   init_args:
-    model: "unet"
-    backbone: "resnet18"
+    model: 'unet'
+    backbone: 'resnet18'
     weights: null
     in_channels: 7
     num_classes: 14
-    loss: "ce"
+    loss: 'ce'
     ignore_index: 0
     lr: 1e-3
     patience: 6
@@ -19,9 +19,9 @@ data:
     batch_size: 64
     num_workers: 16
   dict_kwargs:
-    root: "data/ssl4eo_benchmark"
-    sensor: "oli_sr"
-    product: "nlcd"
+    root: 'data/ssl4eo_benchmark'
+    sensor: 'oli_sr'
+    product: 'nlcd'
     classes:
       - 0
       - 11
diff --git a/experiments/ssl4eo/landsat/conf/ssl4eo_benchmark_oli_tirs_toa_cdl.yaml b/experiments/ssl4eo/landsat/conf/ssl4eo_benchmark_oli_tirs_toa_cdl.yaml
index 876e25184c7..7066db83df8 100644
--- a/experiments/ssl4eo/landsat/conf/ssl4eo_benchmark_oli_tirs_toa_cdl.yaml
+++ b/experiments/ssl4eo/landsat/conf/ssl4eo_benchmark_oli_tirs_toa_cdl.yaml
@@ -4,12 +4,12 @@ trainer:
 model:
   class_path: SemanticSegmentationTask
   init_args:
-    model: "unet"
-    backbone: "resnet18"
+    model: 'unet'
+    backbone: 'resnet18'
     weights: null
     in_channels: 11
     num_classes: 18
-    loss: "ce"
+    loss: 'ce'
     ignore_index: 0
     lr: 1e-3
     patience: 6
@@ -19,9 +19,9 @@ data:
     batch_size: 64
     num_workers: 16
   dict_kwargs:
-    root: "data/ssl4eo_benchmark"
-    sensor: "oli_tirs_toa"
-    product: "cdl"
+    root: 'data/ssl4eo_benchmark'
+    sensor: 'oli_tirs_toa'
+    product: 'cdl'
     classes:
       - 0
       - 1
diff --git a/experiments/ssl4eo/landsat/conf/ssl4eo_benchmark_oli_tirs_toa_nlcd.yaml b/experiments/ssl4eo/landsat/conf/ssl4eo_benchmark_oli_tirs_toa_nlcd.yaml
index 77f3f6eae45..b403e63c434 100644
--- a/experiments/ssl4eo/landsat/conf/ssl4eo_benchmark_oli_tirs_toa_nlcd.yaml
+++ b/experiments/ssl4eo/landsat/conf/ssl4eo_benchmark_oli_tirs_toa_nlcd.yaml
@@ -4,12 +4,12 @@ trainer:
 model:
   class_path: SemanticSegmentationTask
   init_args:
-    model: "unet"
-    backbone: "resnet18"
+    model: 'unet'
+    backbone: 'resnet18'
     weights: null
     in_channels: 11
     num_classes: 14
-    loss: "ce"
+    loss: 'ce'
     ignore_index: 0
     lr: 1e-3
     patience: 6
@@ -19,9 +19,9 @@ data:
     batch_size: 64
     num_workers: 16
   dict_kwargs:
-    root: "data/ssl4eo_benchmark"
-    sensor: "oli_tirs_toa"
-    product: "nlcd"
+    root: 'data/ssl4eo_benchmark'
+    sensor: 'oli_tirs_toa'
+    product: 'nlcd'
     classes:
       - 0
       - 11
diff --git a/experiments/ssl4eo/landsat/conf/ssl4eo_benchmark_tm_toa_cdl.yaml b/experiments/ssl4eo/landsat/conf/ssl4eo_benchmark_tm_toa_cdl.yaml
index 7adf1e46f97..b359d5e390b 100644
--- a/experiments/ssl4eo/landsat/conf/ssl4eo_benchmark_tm_toa_cdl.yaml
+++ b/experiments/ssl4eo/landsat/conf/ssl4eo_benchmark_tm_toa_cdl.yaml
@@ -4,12 +4,12 @@ trainer:
 model:
   class_path: SemanticSegmentationTask
   init_args:
-    model: "unet"
-    backbone: "resnet18"
+    model: 'unet'
+    backbone: 'resnet18'
     weights: null
     in_channels: 7
     num_classes: 18
-    loss: "ce"
+    loss: 'ce'
     ignore_index: 0
     lr: 1e-3
     patience: 6
@@ -19,9 +19,9 @@ data:
     batch_size: 64
     num_workers: 16
   dict_kwargs:
-    root: "data/ssl4eo_benchmark"
-    sensor: "tm_toa"
-    product: "cdl"
+    root: 'data/ssl4eo_benchmark'
+    sensor: 'tm_toa'
+    product: 'cdl'
     classes:
       - 0
       - 1
diff --git a/experiments/ssl4eo/landsat/conf/ssl4eo_benchmark_tm_toa_nlcd.yaml b/experiments/ssl4eo/landsat/conf/ssl4eo_benchmark_tm_toa_nlcd.yaml
index b52fee6c6ca..41a908de96d 100644
--- a/experiments/ssl4eo/landsat/conf/ssl4eo_benchmark_tm_toa_nlcd.yaml
+++ b/experiments/ssl4eo/landsat/conf/ssl4eo_benchmark_tm_toa_nlcd.yaml
@@ -4,12 +4,12 @@ trainer:
 model:
   class_path: SemanticSegmentationTask
   init_args:
-    model: "unet"
-    backbone: "resnet18"
+    model: 'unet'
+    backbone: 'resnet18'
     weights: null
     in_channels: 7
     num_classes: 14
-    loss: "ce"
+    loss: 'ce'
     ignore_index: 0
     lr: 1e-3
     patience: 6
@@ -19,9 +19,9 @@ data:
     batch_size: 64
     num_workers: 16
   dict_kwargs:
-    root: "data/ssl4eo_benchmark"
-    sensor: "tm_toa"
-    product: "nlcd"
+    root: 'data/ssl4eo_benchmark'
+    sensor: 'tm_toa'
+    product: 'nlcd'
     classes:
       - 0
       - 11
diff --git a/experiments/torchgeo/conf/chesapeake_cvpr.yaml b/experiments/torchgeo/conf/chesapeake_cvpr.yaml
index da2e012ed05..43c07480293 100644
--- a/experiments/torchgeo/conf/chesapeake_cvpr.yaml
+++ b/experiments/torchgeo/conf/chesapeake_cvpr.yaml
@@ -4,9 +4,9 @@ trainer:
 model:
   class_path: SemanticSegmentationTask
   init_args:
-    loss: "ce"
-    model: "unet"
-    backbone: "resnet18"
+    loss: 'ce'
+    model: 'unet'
+    backbone: 'resnet18'
     weights: null
     lr: 1e-3
     patience: 6
@@ -18,15 +18,15 @@ data:
   class_path: ChesapeakeCVPRDataModule
   init_args:
     train_splits:
-      - "de-train"
+      - 'de-train'
     val_splits:
-      - "de-val"
+      - 'de-val'
     test_splits:
-      - "de-test"
+      - 'de-test'
     batch_size: 200
     patch_size: 256
     num_workers: 4
     class_set: ${model.init_args.num_classes}
     use_prior_labels: False
   dict_kwargs:
-    root: "data/chesapeake/cvpr"
+    root: 'data/chesapeake/cvpr'
diff --git a/experiments/torchgeo/conf/cowc_counting.yaml b/experiments/torchgeo/conf/cowc_counting.yaml
index 481ba40cd97..eaf328062be 100644
--- a/experiments/torchgeo/conf/cowc_counting.yaml
+++ b/experiments/torchgeo/conf/cowc_counting.yaml
@@ -16,4 +16,4 @@ data:
     batch_size: 64
     num_workers: 4
   dict_kwargs:
-    root: "data/cowc_counting"
+    root: 'data/cowc_counting'
diff --git a/experiments/torchgeo/conf/etci2021.yaml b/experiments/torchgeo/conf/etci2021.yaml
index c3f0ae487ca..8d42dc1e633 100644
--- a/experiments/torchgeo/conf/etci2021.yaml
+++ b/experiments/torchgeo/conf/etci2021.yaml
@@ -4,9 +4,9 @@ trainer:
 model:
   class_path: SemanticSegmentationTask
   init_args:
-    loss: "ce"
-    model: "unet"
-    backbone: "resnet18"
+    loss: 'ce'
+    model: 'unet'
+    backbone: 'resnet18'
     weights: true
     lr: 1e-3
     patience: 6
@@ -19,4 +19,4 @@ data:
     batch_size: 32
     num_workers: 4
   dict_kwargs:
-    root: "data/etci2021"
+    root: 'data/etci2021'
diff --git a/experiments/torchgeo/conf/eurosat.yaml b/experiments/torchgeo/conf/eurosat.yaml
index 6e788273aa6..f9c10e2ff70 100644
--- a/experiments/torchgeo/conf/eurosat.yaml
+++ b/experiments/torchgeo/conf/eurosat.yaml
@@ -4,8 +4,8 @@ trainer:
 model:
   class_path: ClassificationTask
   init_args:
-    loss: "ce"
-    model: "resnet18"
+    loss: 'ce'
+    model: 'resnet18'
     lr: 1e-3
     patience: 6
     weights: null
@@ -17,4 +17,4 @@ data:
     batch_size: 128
     num_workers: 4
   dict_kwargs:
-    root: "data/eurosat"
+    root: 'data/eurosat'
diff --git a/experiments/torchgeo/conf/landcoverai.yaml b/experiments/torchgeo/conf/landcoverai.yaml
index e9ef4df66cf..d026f92c66f 100644
--- a/experiments/torchgeo/conf/landcoverai.yaml
+++ b/experiments/torchgeo/conf/landcoverai.yaml
@@ -4,9 +4,9 @@ trainer:
 model:
   class_path: SemanticSegmentationTask
   init_args:
-    loss: "ce"
-    model: "unet"
-    backbone: "resnet18"
+    loss: 'ce'
+    model: 'unet'
+    backbone: 'resnet18'
     weights: true
     lr: 1e-3
     patience: 6
@@ -20,4 +20,4 @@ data:
     batch_size: 32
     num_workers: 4
   dict_kwargs:
-    root: "data/landcoverai"
+    root: 'data/landcoverai'
diff --git a/experiments/torchgeo/conf/resisc45.yaml b/experiments/torchgeo/conf/resisc45.yaml
index 8a9d34c4ede..fde75ff8844 100644
--- a/experiments/torchgeo/conf/resisc45.yaml
+++ b/experiments/torchgeo/conf/resisc45.yaml
@@ -4,8 +4,8 @@ trainer:
 model:
   class_path: ClassificationTask
   init_args:
-    loss: "ce"
-    model: "resnet18"
+    loss: 'ce'
+    model: 'resnet18'
     lr: 1e-3
     patience: 6
     weights: null
@@ -17,4 +17,4 @@ data:
     batch_size: 128
     num_workers: 4
   dict_kwargs:
-    root: "data/resisc45"
+    root: 'data/resisc45'
diff --git a/experiments/torchgeo/conf/so2sat.yaml b/experiments/torchgeo/conf/so2sat.yaml
index 1b9e7144263..ad2da906431 100644
--- a/experiments/torchgeo/conf/so2sat.yaml
+++ b/experiments/torchgeo/conf/so2sat.yaml
@@ -4,8 +4,8 @@ trainer:
 model:
   class_path: ClassificationTask
   init_args:
-    loss: "ce"
-    model: "resnet18"
+    loss: 'ce'
+    model: 'resnet18'
     lr: 1e-3
     patience: 6
     weights: null
@@ -16,6 +16,6 @@ data:
   init_args:
     batch_size: 128
     num_workers: 4
-    band_set: "all"
+    band_set: 'all'
   dict_kwargs:
-    root: "data/so2sat"
+    root: 'data/so2sat'
diff --git a/experiments/torchgeo/conf/ucmerced.yaml b/experiments/torchgeo/conf/ucmerced.yaml
index 2a4d8786422..abafd7eaff7 100644
--- a/experiments/torchgeo/conf/ucmerced.yaml
+++ b/experiments/torchgeo/conf/ucmerced.yaml
@@ -4,8 +4,8 @@ trainer:
 model:
   class_path: ClassificationTask
   init_args:
-    loss: "ce"
-    model: "resnet18"
+    loss: 'ce'
+    model: 'resnet18'
     weights: null
     lr: 1e-3
     patience: 6
@@ -17,4 +17,4 @@ data:
     batch_size: 128
     num_workers: 4
   dict_kwargs:
-    root: "data/ucmerced"
+    root: 'data/ucmerced'
diff --git a/requirements/package-lock.json b/package-lock.json
similarity index 100%
rename from requirements/package-lock.json
rename to package-lock.json
diff --git a/requirements/package.json b/package.json
similarity index 67%
rename from requirements/package.json
rename to package.json
index c3f82007cb1..d6e569c647e 100644
--- a/requirements/package.json
+++ b/package.json
@@ -3,5 +3,8 @@
   "private": "true",
   "dependencies": {
     "prettier": ">=3"
+  },
+  "prettier": {
+    "singleQuote": true
   }
 }
diff --git a/tests/conf/agrifieldnet.yaml b/tests/conf/agrifieldnet.yaml
index 42f2550910a..70c0498f252 100644
--- a/tests/conf/agrifieldnet.yaml
+++ b/tests/conf/agrifieldnet.yaml
@@ -1,9 +1,9 @@
 model:
   class_path: SemanticSegmentationTask
   init_args:
-    loss: "ce"
-    model: "unet"
-    backbone: "resnet18"
+    loss: 'ce'
+    model: 'unet'
+    backbone: 'resnet18'
     in_channels: 12
     num_classes: 14
     num_filters: 1
@@ -14,4 +14,4 @@ data:
     batch_size: 2
     patch_size: 16
   dict_kwargs:
-    paths: "tests/data/agrifieldnet"
+    paths: 'tests/data/agrifieldnet'
diff --git a/tests/conf/bigearthnet_all.yaml b/tests/conf/bigearthnet_all.yaml
index b6218986070..d24a2af4442 100644
--- a/tests/conf/bigearthnet_all.yaml
+++ b/tests/conf/bigearthnet_all.yaml
@@ -1,8 +1,8 @@
 model:
   class_path: MultiLabelClassificationTask
   init_args:
-    loss: "bce"
-    model: "resnet18"
+    loss: 'bce'
+    model: 'resnet18'
     in_channels: 14
     num_classes: 19
 data:
@@ -10,6 +10,6 @@ data:
   init_args:
     batch_size: 1
   dict_kwargs:
-    root: "tests/data/bigearthnet"
-    bands: "all"
+    root: 'tests/data/bigearthnet'
+    bands: 'all'
     num_classes: 19
diff --git a/tests/conf/bigearthnet_s1.yaml b/tests/conf/bigearthnet_s1.yaml
index 060d45dfd13..78f01ebb81a 100644
--- a/tests/conf/bigearthnet_s1.yaml
+++ b/tests/conf/bigearthnet_s1.yaml
@@ -1,8 +1,8 @@
 model:
   class_path: MultiLabelClassificationTask
   init_args:
-    loss: "bce"
-    model: "resnet18"
+    loss: 'bce'
+    model: 'resnet18'
     in_channels: 2
     num_classes: 19
 data:
@@ -10,6 +10,6 @@ data:
   init_args:
     batch_size: 1
   dict_kwargs:
-    root: "tests/data/bigearthnet"
-    bands: "s1"
+    root: 'tests/data/bigearthnet'
+    bands: 's1'
     num_classes: 19
diff --git a/tests/conf/bigearthnet_s2.yaml b/tests/conf/bigearthnet_s2.yaml
index a06fcc52be8..e1afa68c126 100644
--- a/tests/conf/bigearthnet_s2.yaml
+++ b/tests/conf/bigearthnet_s2.yaml
@@ -1,8 +1,8 @@
 model:
   class_path: MultiLabelClassificationTask
   init_args:
-    loss: "bce"
-    model: "resnet18"
+    loss: 'bce'
+    model: 'resnet18'
     in_channels: 12
     num_classes: 19
 data:
@@ -10,6 +10,6 @@ data:
   init_args:
     batch_size: 1
   dict_kwargs:
-    root: "tests/data/bigearthnet"
-    bands: "s2"
+    root: 'tests/data/bigearthnet'
+    bands: 's2'
     num_classes: 19
diff --git a/tests/conf/cabuar.yaml b/tests/conf/cabuar.yaml
index 42705a94542..0a9ba151269 100644
--- a/tests/conf/cabuar.yaml
+++ b/tests/conf/cabuar.yaml
@@ -1,9 +1,9 @@
 model:
   class_path: SemanticSegmentationTask
   init_args:
-    loss: "ce"
-    model: "unet"
-    backbone: "resnet18"
+    loss: 'ce'
+    model: 'unet'
+    backbone: 'resnet18'
     in_channels: 24
     num_classes: 2
     num_filters: 1
@@ -13,4 +13,4 @@ data:
   init_args:
     batch_size: 2
   dict_kwargs:
-    root: "tests/data/cabuar"
+    root: 'tests/data/cabuar'
diff --git a/tests/conf/chabud.yaml b/tests/conf/chabud.yaml
index 08f42d23e89..3cff070bf59 100644
--- a/tests/conf/chabud.yaml
+++ b/tests/conf/chabud.yaml
@@ -1,9 +1,9 @@
 model:
   class_path: SemanticSegmentationTask
   init_args:
-    loss: "ce"
-    model: "unet"
-    backbone: "resnet18"
+    loss: 'ce'
+    model: 'unet'
+    backbone: 'resnet18'
     in_channels: 24
     num_classes: 2
     num_filters: 1
@@ -13,4 +13,4 @@ data:
   init_args:
     batch_size: 2
   dict_kwargs:
-    root: "tests/data/chabud"
+    root: 'tests/data/chabud'
diff --git a/tests/conf/chesapeake_cvpr_5.yaml b/tests/conf/chesapeake_cvpr_5.yaml
index 54268ff80d9..72494f73a0a 100644
--- a/tests/conf/chesapeake_cvpr_5.yaml
+++ b/tests/conf/chesapeake_cvpr_5.yaml
@@ -1,9 +1,9 @@
 model:
   class_path: SemanticSegmentationTask
   init_args:
-    loss: "jaccard"
-    model: "unet"
-    backbone: "resnet50"
+    loss: 'jaccard'
+    model: 'unet'
+    backbone: 'resnet50'
     in_channels: 4
     num_classes: 5
     num_filters: 1
@@ -12,14 +12,14 @@ data:
   class_path: ChesapeakeCVPRDataModule
   init_args:
     train_splits:
-      - "de-test"
+      - 'de-test'
     val_splits:
-      - "de-test"
+      - 'de-test'
     test_splits:
-      - "de-test"
+      - 'de-test'
     batch_size: 2
     patch_size: 64
     class_set: 5
     use_prior_labels: False
   dict_kwargs:
-    root: "tests/data/chesapeake/cvpr"
+    root: 'tests/data/chesapeake/cvpr'
diff --git a/tests/conf/chesapeake_cvpr_7.yaml b/tests/conf/chesapeake_cvpr_7.yaml
index a88df44fa0e..bc8fd4504ac 100644
--- a/tests/conf/chesapeake_cvpr_7.yaml
+++ b/tests/conf/chesapeake_cvpr_7.yaml
@@ -1,9 +1,9 @@
 model:
   class_path: SemanticSegmentationTask
   init_args:
-    loss: "ce"
-    model: "unet"
-    backbone: "resnet18"
+    loss: 'ce'
+    model: 'unet'
+    backbone: 'resnet18'
     in_channels: 4
     num_classes: 7
     num_filters: 1
@@ -12,14 +12,14 @@ data:
   class_path: ChesapeakeCVPRDataModule
   init_args:
     train_splits:
-      - "de-test"
+      - 'de-test'
     val_splits:
-      - "de-test"
+      - 'de-test'
     test_splits:
-      - "de-test"
+      - 'de-test'
     batch_size: 2
     patch_size: 64
     class_set: 7
     use_prior_labels: False
   dict_kwargs:
-    root: "tests/data/chesapeake/cvpr"
+    root: 'tests/data/chesapeake/cvpr'
diff --git a/tests/conf/chesapeake_cvpr_prior_byol.yaml b/tests/conf/chesapeake_cvpr_prior_byol.yaml
index 5e6026fe85b..6198c612324 100644
--- a/tests/conf/chesapeake_cvpr_prior_byol.yaml
+++ b/tests/conf/chesapeake_cvpr_prior_byol.yaml
@@ -2,19 +2,19 @@ model:
   class_path: BYOLTask
   init_args:
     in_channels: 4
-    model: "resnet18"
+    model: 'resnet18'
 data:
   class_path: ChesapeakeCVPRDataModule
   init_args:
     train_splits:
-      - "de-test"
+      - 'de-test'
     val_splits:
-      - "de-test"
+      - 'de-test'
     test_splits:
-      - "de-test"
+      - 'de-test'
     batch_size: 2
     patch_size: 64
     class_set: 5
     use_prior_labels: True
   dict_kwargs:
-    root: "tests/data/chesapeake/cvpr"
+    root: 'tests/data/chesapeake/cvpr'
diff --git a/tests/conf/chesapeake_cvpr_prior_moco.yaml b/tests/conf/chesapeake_cvpr_prior_moco.yaml
index 17226f582dc..29d1c5c3862 100644
--- a/tests/conf/chesapeake_cvpr_prior_moco.yaml
+++ b/tests/conf/chesapeake_cvpr_prior_moco.yaml
@@ -1,20 +1,20 @@
 model:
   class_path: MoCoTask
   init_args:
-    model: "resnet18"
+    model: 'resnet18'
     in_channels: 4
 data:
   class_path: ChesapeakeCVPRDataModule
   init_args:
     train_splits:
-      - "de-test"
+      - 'de-test'
     val_splits:
-      - "de-test"
+      - 'de-test'
     test_splits:
-      - "de-test"
+      - 'de-test'
     batch_size: 2
     patch_size: 64
     class_set: 5
     use_prior_labels: True
   dict_kwargs:
-    root: "tests/data/chesapeake/cvpr"
+    root: 'tests/data/chesapeake/cvpr'
diff --git a/tests/conf/chesapeake_cvpr_prior_simclr.yaml b/tests/conf/chesapeake_cvpr_prior_simclr.yaml
index 96e2f4b7b4f..8868c7c9dac 100644
--- a/tests/conf/chesapeake_cvpr_prior_simclr.yaml
+++ b/tests/conf/chesapeake_cvpr_prior_simclr.yaml
@@ -1,7 +1,7 @@
 model:
   class_path: SimCLRTask
   init_args:
-    model: "resnet18"
+    model: 'resnet18'
     in_channels: 4
     version: 1
     layers: 2
@@ -10,14 +10,14 @@ data:
   class_path: ChesapeakeCVPRDataModule
   init_args:
     train_splits:
-      - "de-test"
+      - 'de-test'
     val_splits:
-      - "de-test"
+      - 'de-test'
     test_splits:
-      - "de-test"
+      - 'de-test'
     batch_size: 2
     patch_size: 64
     class_set: 5
     use_prior_labels: True
   dict_kwargs:
-    root: "tests/data/chesapeake/cvpr"
+    root: 'tests/data/chesapeake/cvpr'
diff --git a/tests/conf/cowc_counting.yaml b/tests/conf/cowc_counting.yaml
index 5b161f76734..21f4430331c 100644
--- a/tests/conf/cowc_counting.yaml
+++ b/tests/conf/cowc_counting.yaml
@@ -4,10 +4,10 @@ model:
     model: resnet18
     num_outputs: 1
     in_channels: 3
-    loss: "mse"
+    loss: 'mse'
 data:
   class_path: COWCCountingDataModule
   init_args:
     batch_size: 1
   dict_kwargs:
-    root: "tests/data/cowc_counting"
+    root: 'tests/data/cowc_counting'
diff --git a/tests/conf/cyclone.yaml b/tests/conf/cyclone.yaml
index 6c4e01a4f54..2b81705bca6 100644
--- a/tests/conf/cyclone.yaml
+++ b/tests/conf/cyclone.yaml
@@ -1,13 +1,13 @@
 model:
   class_path: RegressionTask
   init_args:
-    model: "resnet18"
+    model: 'resnet18'
     num_outputs: 1
     in_channels: 3
-    loss: "mse"
+    loss: 'mse'
 data:
   class_path: TropicalCycloneDataModule
   init_args:
     batch_size: 1
   dict_kwargs:
-    root: "tests/data/cyclone"
+    root: 'tests/data/cyclone'
diff --git a/tests/conf/deepglobelandcover.yaml b/tests/conf/deepglobelandcover.yaml
index 08a29843fdc..e2e8c642477 100644
--- a/tests/conf/deepglobelandcover.yaml
+++ b/tests/conf/deepglobelandcover.yaml
@@ -1,9 +1,9 @@
 model:
   class_path: SemanticSegmentationTask
   init_args:
-    loss: "ce"
-    model: "unet"
-    backbone: "resnet18"
+    loss: 'ce'
+    model: 'unet'
+    backbone: 'resnet18'
     in_channels: 3
     num_classes: 7
     num_filters: 1
@@ -15,4 +15,4 @@ data:
     patch_size: 2
     val_split_pct: 0.5
   dict_kwargs:
-    root: "tests/data/deepglobelandcover"
+    root: 'tests/data/deepglobelandcover'
diff --git a/tests/conf/digital_typhoon_id.yaml b/tests/conf/digital_typhoon_id.yaml
index 9eb1b3eaacd..ea9e206ba75 100644
--- a/tests/conf/digital_typhoon_id.yaml
+++ b/tests/conf/digital_typhoon_id.yaml
@@ -1,17 +1,17 @@
 model:
   class_path: RegressionTask
   init_args:
-    model: "resnet18"
+    model: 'resnet18'
     num_outputs: 1
     in_channels: 3
-    loss: "mse"
+    loss: 'mse'
 data:
   class_path: DigitalTyphoonDataModule
   init_args:
     batch_size: 1
-    split_by: "typhoon_id"
+    split_by: 'typhoon_id'
   dict_kwargs:
-    root: "tests/data/digital_typhoon"
+    root: 'tests/data/digital_typhoon'
     download: true
     min_feature_value:
       wind: 10
diff --git a/tests/conf/digital_typhoon_time.yaml b/tests/conf/digital_typhoon_time.yaml
index 6049a2956fd..b281be7e3c7 100644
--- a/tests/conf/digital_typhoon_time.yaml
+++ b/tests/conf/digital_typhoon_time.yaml
@@ -1,17 +1,17 @@
 model:
   class_path: RegressionTask
   init_args:
-    model: "resnet18"
+    model: 'resnet18'
     num_outputs: 1
     in_channels: 3
-    loss: "mse"
+    loss: 'mse'
 data:
   class_path: DigitalTyphoonDataModule
   init_args:
     batch_size: 1
-    split_by: "time"
+    split_by: 'time'
   dict_kwargs:
-    root: "tests/data/digital_typhoon"
+    root: 'tests/data/digital_typhoon'
     download: true
     min_feature_value:
       wind: 10
diff --git a/tests/conf/etci2021.yaml b/tests/conf/etci2021.yaml
index 12505cfef1f..1606a870c52 100644
--- a/tests/conf/etci2021.yaml
+++ b/tests/conf/etci2021.yaml
@@ -1,9 +1,9 @@
 model:
   class_path: SemanticSegmentationTask
   init_args:
-    loss: "ce"
-    model: "unet"
-    backbone: "resnet18"
+    loss: 'ce'
+    model: 'unet'
+    backbone: 'resnet18'
     in_channels: 6
     num_classes: 2
     ignore_index: 0
@@ -12,4 +12,4 @@ data:
   init_args:
     batch_size: 1
   dict_kwargs:
-    root: "tests/data/etci2021"
+    root: 'tests/data/etci2021'
diff --git a/tests/conf/eurosat.yaml b/tests/conf/eurosat.yaml
index 1f46015b9a1..a715bb0f7fe 100644
--- a/tests/conf/eurosat.yaml
+++ b/tests/conf/eurosat.yaml
@@ -1,8 +1,8 @@
 model:
   class_path: ClassificationTask
   init_args:
-    loss: "ce"
-    model: "resnet18"
+    loss: 'ce'
+    model: 'resnet18'
     in_channels: 13
     num_classes: 2
 data:
@@ -10,4 +10,4 @@ data:
   init_args:
     batch_size: 1
   dict_kwargs:
-    root: "tests/data/eurosat"
+    root: 'tests/data/eurosat'
diff --git a/tests/conf/eurosat100.yaml b/tests/conf/eurosat100.yaml
index 590b838d19f..870658c61a3 100644
--- a/tests/conf/eurosat100.yaml
+++ b/tests/conf/eurosat100.yaml
@@ -1,8 +1,8 @@
 model:
   class_path: ClassificationTask
   init_args:
-    loss: "ce"
-    model: "resnet18"
+    loss: 'ce'
+    model: 'resnet18'
     lr: 1e-3
     patience: 6
     weights: null
@@ -13,4 +13,4 @@ data:
   init_args:
     batch_size: 1
   dict_kwargs:
-    root: "tests/data/eurosat"
+    root: 'tests/data/eurosat'
diff --git a/tests/conf/eurosatspatial.yaml b/tests/conf/eurosatspatial.yaml
index d41ef82e2ae..a9f4c8d7f4b 100644
--- a/tests/conf/eurosatspatial.yaml
+++ b/tests/conf/eurosatspatial.yaml
@@ -1,8 +1,8 @@
 model:
   class_path: ClassificationTask
   init_args:
-    loss: "ce"
-    model: "resnet18"
+    loss: 'ce'
+    model: 'resnet18'
     lr: 1e-3
     patience: 6
     weights: null
@@ -13,4 +13,4 @@ data:
   init_args:
     batch_size: 1
   dict_kwargs:
-    root: "tests/data/eurosat"
+    root: 'tests/data/eurosat'
diff --git a/tests/conf/fire_risk.yaml b/tests/conf/fire_risk.yaml
index ef9f275ddcb..eeaddf11529 100644
--- a/tests/conf/fire_risk.yaml
+++ b/tests/conf/fire_risk.yaml
@@ -1,8 +1,8 @@
 model:
   class_path: ClassificationTask
   init_args:
-    loss: "ce"
-    model: "resnet18"
+    loss: 'ce'
+    model: 'resnet18'
     in_channels: 3
     num_classes: 5
 data:
@@ -10,4 +10,4 @@ data:
   init_args:
     batch_size: 2
   dict_kwargs:
-    root: "tests/data/fire_risk"
+    root: 'tests/data/fire_risk'
diff --git a/tests/conf/geonrw.yaml b/tests/conf/geonrw.yaml
index 689962cfa28..9b06b7833bf 100644
--- a/tests/conf/geonrw.yaml
+++ b/tests/conf/geonrw.yaml
@@ -1,9 +1,9 @@
 model:
   class_path: SemanticSegmentationTask
   init_args:
-    loss: "ce"
-    model: "unet"
-    backbone: "resnet18"
+    loss: 'ce'
+    model: 'unet'
+    backbone: 'resnet18'
     in_channels: 3
     num_classes: 11
     num_filters: 1
@@ -13,4 +13,4 @@ data:
   init_args:
     batch_size: 1
   dict_kwargs:
-    root: "tests/data/geonrw"
+    root: 'tests/data/geonrw'
diff --git a/tests/conf/gid15.yaml b/tests/conf/gid15.yaml
index a3501fadf24..f6ae0b3b231 100644
--- a/tests/conf/gid15.yaml
+++ b/tests/conf/gid15.yaml
@@ -1,9 +1,9 @@
 model:
   class_path: SemanticSegmentationTask
   init_args:
-    loss: "ce"
-    model: "unet"
-    backbone: "resnet18"
+    loss: 'ce'
+    model: 'unet'
+    backbone: 'resnet18'
     in_channels: 3
     num_classes: 16
     num_filters: 1
@@ -15,4 +15,4 @@ data:
     patch_size: 2
     val_split_pct: 0.5
   dict_kwargs:
-    root: "tests/data/gid15"
+    root: 'tests/data/gid15'
diff --git a/tests/conf/inria.yaml b/tests/conf/inria.yaml
index 4fbd3ded072..01e97d3b503 100644
--- a/tests/conf/inria.yaml
+++ b/tests/conf/inria.yaml
@@ -1,9 +1,9 @@
 model:
   class_path: SemanticSegmentationTask
   init_args:
-    loss: "ce"
-    model: "unet"
-    backbone: "resnet18"
+    loss: 'ce'
+    model: 'unet'
+    backbone: 'resnet18'
     in_channels: 3
     num_classes: 2
     ignore_index: null
@@ -13,4 +13,4 @@ data:
     batch_size: 1
     patch_size: 2
   dict_kwargs:
-    root: "tests/data/inria"
+    root: 'tests/data/inria'
diff --git a/tests/conf/inria_deeplab.yaml b/tests/conf/inria_deeplab.yaml
index e16ba15abe3..07b4f05c81b 100644
--- a/tests/conf/inria_deeplab.yaml
+++ b/tests/conf/inria_deeplab.yaml
@@ -1,14 +1,14 @@
 model:
   class_path: PixelwiseRegressionTask
   init_args:
-    model: "deeplabv3+"
-    backbone: "resnet18"
+    model: 'deeplabv3+'
+    backbone: 'resnet18'
     in_channels: 3
-    loss: "mae"
+    loss: 'mae'
 data:
   class_path: InriaAerialImageLabelingDataModule
   init_args:
     batch_size: 1
     patch_size: 2
   dict_kwargs:
-    root: "tests/data/inria"
+    root: 'tests/data/inria'
diff --git a/tests/conf/inria_fcn.yaml b/tests/conf/inria_fcn.yaml
index 692db059dbf..e9b78c3e0c9 100644
--- a/tests/conf/inria_fcn.yaml
+++ b/tests/conf/inria_fcn.yaml
@@ -1,14 +1,14 @@
 model:
   class_path: PixelwiseRegressionTask
   init_args:
-    model: "fcn"
-    backbone: "resnet18"
+    model: 'fcn'
+    backbone: 'resnet18'
     in_channels: 3
-    loss: "mae"
+    loss: 'mae'
 data:
   class_path: InriaAerialImageLabelingDataModule
   init_args:
     batch_size: 1
     patch_size: 2
   dict_kwargs:
-    root: "tests/data/inria"
+    root: 'tests/data/inria'
diff --git a/tests/conf/inria_unet.yaml b/tests/conf/inria_unet.yaml
index ded50ffe79c..5ebf54bead9 100644
--- a/tests/conf/inria_unet.yaml
+++ b/tests/conf/inria_unet.yaml
@@ -1,14 +1,14 @@
 model:
   class_path: PixelwiseRegressionTask
   init_args:
-    model: "unet"
-    backbone: "resnet18"
+    model: 'unet'
+    backbone: 'resnet18'
     in_channels: 3
-    loss: "mae"
+    loss: 'mae'
 data:
   class_path: InriaAerialImageLabelingDataModule
   init_args:
     batch_size: 1
     patch_size: 2
   dict_kwargs:
-    root: "tests/data/inria"
+    root: 'tests/data/inria'
diff --git a/tests/conf/io_preprocessed.yaml b/tests/conf/io_preprocessed.yaml
index 67c0d48c8a4..33e6a62da86 100644
--- a/tests/conf/io_preprocessed.yaml
+++ b/tests/conf/io_preprocessed.yaml
@@ -3,10 +3,10 @@ model:
 data:
   class_path: IOBenchDataModule
   dict_kwargs:
-    root: "data/io"
-    split: "preprocessed"
+    root: 'data/io'
+    split: 'preprocessed'
     checksum: true
 trainer:
   max_epochs: 1
   num_sanity_val_steps: 0
-  profiler: "simple"
+  profiler: 'simple'
diff --git a/tests/conf/io_raw.yaml b/tests/conf/io_raw.yaml
index 213b424e379..de0e6f211ab 100644
--- a/tests/conf/io_raw.yaml
+++ b/tests/conf/io_raw.yaml
@@ -3,10 +3,10 @@ model:
 data:
   class_path: IOBenchDataModule
   dict_kwargs:
-    root: "data/io"
-    split: "raw"
+    root: 'data/io'
+    split: 'raw'
     checksum: true
 trainer:
   max_epochs: 1
   num_sanity_val_steps: 0
-  profiler: "simple"
+  profiler: 'simple'
diff --git a/tests/conf/iobench.yaml b/tests/conf/iobench.yaml
index 888212f67a5..cffb007775a 100644
--- a/tests/conf/iobench.yaml
+++ b/tests/conf/iobench.yaml
@@ -6,4 +6,4 @@ data:
     batch_size: 2
     patch_size: 16
   dict_kwargs:
-    root: "tests/data/iobench"
+    root: 'tests/data/iobench'
diff --git a/tests/conf/l7irish.yaml b/tests/conf/l7irish.yaml
index f41e58ac020..18219d68ae8 100644
--- a/tests/conf/l7irish.yaml
+++ b/tests/conf/l7irish.yaml
@@ -1,9 +1,9 @@
 model:
   class_path: SemanticSegmentationTask
   init_args:
-    loss: "ce"
-    model: "unet"
-    backbone: "resnet18"
+    loss: 'ce'
+    model: 'unet'
+    backbone: 'resnet18'
     in_channels: 9
     num_classes: 5
     num_filters: 1
@@ -15,4 +15,4 @@ data:
     patch_size: 32
     length: 5
   dict_kwargs:
-    paths: "tests/data/l7irish"
+    paths: 'tests/data/l7irish'
diff --git a/tests/conf/l8biome.yaml b/tests/conf/l8biome.yaml
index a03b171cd5a..85f5b09948a 100644
--- a/tests/conf/l8biome.yaml
+++ b/tests/conf/l8biome.yaml
@@ -1,9 +1,9 @@
 model:
   class_path: SemanticSegmentationTask
   init_args:
-    loss: "ce"
-    model: "unet"
-    backbone: "resnet18"
+    loss: 'ce'
+    model: 'unet'
+    backbone: 'resnet18'
     in_channels: 11
     num_classes: 5
     num_filters: 1
@@ -15,4 +15,4 @@ data:
     patch_size: 32
     length: 5
   dict_kwargs:
-    paths: "tests/data/l8biome"
+    paths: 'tests/data/l8biome'
diff --git a/tests/conf/landcoverai.yaml b/tests/conf/landcoverai.yaml
index 146be68bb81..c27d936844d 100644
--- a/tests/conf/landcoverai.yaml
+++ b/tests/conf/landcoverai.yaml
@@ -1,9 +1,9 @@
 model:
   class_path: SemanticSegmentationTask
   init_args:
-    loss: "ce"
-    model: "unet"
-    backbone: "resnet18"
+    loss: 'ce'
+    model: 'unet'
+    backbone: 'resnet18'
     in_channels: 3
     num_classes: 5
     num_filters: 1
@@ -13,4 +13,4 @@ data:
   init_args:
     batch_size: 1
   dict_kwargs:
-    root: "tests/data/landcoverai"
+    root: 'tests/data/landcoverai'
diff --git a/tests/conf/loveda.yaml b/tests/conf/loveda.yaml
index d68d44dadbc..3107db88c81 100644
--- a/tests/conf/loveda.yaml
+++ b/tests/conf/loveda.yaml
@@ -1,9 +1,9 @@
 model:
   class_path: SemanticSegmentationTask
   init_args:
-    loss: "ce"
-    model: "unet"
-    backbone: "resnet18"
+    loss: 'ce'
+    model: 'unet'
+    backbone: 'resnet18'
     in_channels: 3
     num_classes: 8
     num_filters: 1
@@ -13,4 +13,4 @@ data:
   init_args:
     batch_size: 1
   dict_kwargs:
-    root: "tests/data/loveda"
+    root: 'tests/data/loveda'
diff --git a/tests/conf/naipchesapeake.yaml b/tests/conf/naipchesapeake.yaml
index 9a9f14d678d..09eb2fca53c 100644
--- a/tests/conf/naipchesapeake.yaml
+++ b/tests/conf/naipchesapeake.yaml
@@ -1,9 +1,9 @@
 model:
   class_path: SemanticSegmentationTask
   init_args:
-    loss: "ce"
-    model: "deeplabv3+"
-    backbone: "resnet18"
+    loss: 'ce'
+    model: 'deeplabv3+'
+    backbone: 'resnet18'
     in_channels: 4
     num_classes: 128
     num_filters: 1
@@ -14,5 +14,5 @@ data:
     batch_size: 2
     patch_size: 32
   dict_kwargs:
-    naip_paths: "tests/data/naip"
-    chesapeake_paths: "tests/data/chesapeake/lulc"
+    naip_paths: 'tests/data/naip'
+    chesapeake_paths: 'tests/data/chesapeake/lulc'
diff --git a/tests/conf/nasa_marine_debris.yaml b/tests/conf/nasa_marine_debris.yaml
index f70bb35d9a5..92546a592ec 100644
--- a/tests/conf/nasa_marine_debris.yaml
+++ b/tests/conf/nasa_marine_debris.yaml
@@ -1,12 +1,12 @@
 model:
   class_path: ObjectDetectionTask
   init_args:
-    model: "faster-rcnn"
-    backbone: "resnet18"
+    model: 'faster-rcnn'
+    backbone: 'resnet18'
     num_classes: 2
 data:
   class_path: NASAMarineDebrisDataModule
   init_args:
     batch_size: 1
   dict_kwargs:
-    root: "tests/data/nasa_marine_debris"
+    root: 'tests/data/nasa_marine_debris'
diff --git a/tests/conf/potsdam2d.yaml b/tests/conf/potsdam2d.yaml
index 362ec81815d..31ea7441950 100644
--- a/tests/conf/potsdam2d.yaml
+++ b/tests/conf/potsdam2d.yaml
@@ -1,9 +1,9 @@
 model:
   class_path: SemanticSegmentationTask
   init_args:
-    loss: "ce"
-    model: "unet"
-    backbone: "resnet18"
+    loss: 'ce'
+    model: 'unet'
+    backbone: 'resnet18'
     in_channels: 4
     num_classes: 6
     num_filters: 1
@@ -15,4 +15,4 @@ data:
     patch_size: 2
     val_split_pct: 0.5
   dict_kwargs:
-    root: "tests/data/potsdam"
+    root: 'tests/data/potsdam'
diff --git a/tests/conf/quakeset.yaml b/tests/conf/quakeset.yaml
index 9e1ed17542e..0f1df7baa4b 100644
--- a/tests/conf/quakeset.yaml
+++ b/tests/conf/quakeset.yaml
@@ -1,8 +1,8 @@
 model:
   class_path: ClassificationTask
   init_args:
-    loss: "ce"
-    model: "resnet18"
+    loss: 'ce'
+    model: 'resnet18'
     in_channels: 4
     num_classes: 2
 data:
@@ -10,4 +10,4 @@ data:
   init_args:
     batch_size: 2
   dict_kwargs:
-    root: "tests/data/quakeset"
+    root: 'tests/data/quakeset'
diff --git a/tests/conf/resisc45.yaml b/tests/conf/resisc45.yaml
index 692bca17989..567987aea54 100644
--- a/tests/conf/resisc45.yaml
+++ b/tests/conf/resisc45.yaml
@@ -1,8 +1,8 @@
 model:
   class_path: ClassificationTask
   init_args:
-    loss: "ce"
-    model: "resnet18"
+    loss: 'ce'
+    model: 'resnet18'
     in_channels: 3
     num_classes: 3
 data:
@@ -10,4 +10,4 @@ data:
   init_args:
     batch_size: 1
   dict_kwargs:
-    root: "tests/data/resisc45"
+    root: 'tests/data/resisc45'
diff --git a/tests/conf/seco_byol_1.yaml b/tests/conf/seco_byol_1.yaml
index 83c996df913..64440125cea 100644
--- a/tests/conf/seco_byol_1.yaml
+++ b/tests/conf/seco_byol_1.yaml
@@ -2,11 +2,11 @@ model:
   class_path: BYOLTask
   init_args:
     in_channels: 3
-    model: "resnet18"
+    model: 'resnet18'
 data:
   class_path: SeasonalContrastS2DataModule
   init_args:
     batch_size: 2
   dict_kwargs:
-    root: "tests/data/seco"
+    root: 'tests/data/seco'
     seasons: 1
diff --git a/tests/conf/seco_byol_2.yaml b/tests/conf/seco_byol_2.yaml
index 15aaa69dddf..521e03f1771 100644
--- a/tests/conf/seco_byol_2.yaml
+++ b/tests/conf/seco_byol_2.yaml
@@ -2,11 +2,11 @@ model:
   class_path: BYOLTask
   init_args:
     in_channels: 3
-    model: "resnet18"
+    model: 'resnet18'
 data:
   class_path: SeasonalContrastS2DataModule
   init_args:
     batch_size: 2
   dict_kwargs:
-    root: "tests/data/seco"
+    root: 'tests/data/seco'
     seasons: 2
diff --git a/tests/conf/seco_moco_1.yaml b/tests/conf/seco_moco_1.yaml
index 03800c1929d..55d06e8173d 100644
--- a/tests/conf/seco_moco_1.yaml
+++ b/tests/conf/seco_moco_1.yaml
@@ -1,7 +1,7 @@
 model:
   class_path: MoCoTask
   init_args:
-    model: "resnet18"
+    model: 'resnet18'
     in_channels: 3
     version: 1
     weight_decay: 1e-4
@@ -13,5 +13,5 @@ data:
   init_args:
     batch_size: 2
   dict_kwargs:
-    root: "tests/data/seco"
+    root: 'tests/data/seco'
     seasons: 1
diff --git a/tests/conf/seco_moco_2.yaml b/tests/conf/seco_moco_2.yaml
index ba6a258ad2a..919a10e3d4f 100644
--- a/tests/conf/seco_moco_2.yaml
+++ b/tests/conf/seco_moco_2.yaml
@@ -1,7 +1,7 @@
 model:
   class_path: MoCoTask
   init_args:
-    model: "resnet18"
+    model: 'resnet18'
     in_channels: 3
     version: 2
     layers: 2
@@ -16,5 +16,5 @@ data:
   init_args:
     batch_size: 2
   dict_kwargs:
-    root: "tests/data/seco"
+    root: 'tests/data/seco'
     seasons: 2
diff --git a/tests/conf/seco_simclr_1.yaml b/tests/conf/seco_simclr_1.yaml
index a955d6330bb..45df100ff4f 100644
--- a/tests/conf/seco_simclr_1.yaml
+++ b/tests/conf/seco_simclr_1.yaml
@@ -1,7 +1,7 @@
 model:
   class_path: SimCLRTask
   init_args:
-    model: "resnet18"
+    model: 'resnet18'
     in_channels: 3
     version: 1
     layers: 2
@@ -14,5 +14,5 @@ data:
   init_args:
     batch_size: 2
   dict_kwargs:
-    root: "tests/data/seco"
+    root: 'tests/data/seco'
     seasons: 1
diff --git a/tests/conf/seco_simclr_2.yaml b/tests/conf/seco_simclr_2.yaml
index 6940fcfdfb7..8a4531e30f4 100644
--- a/tests/conf/seco_simclr_2.yaml
+++ b/tests/conf/seco_simclr_2.yaml
@@ -1,7 +1,7 @@
 model:
   class_path: SimCLRTask
   init_args:
-    model: "resnet18"
+    model: 'resnet18'
     in_channels: 3
     version: 2
     layers: 4
@@ -14,5 +14,5 @@ data:
   init_args:
     batch_size: 2
   dict_kwargs:
-    root: "tests/data/seco"
+    root: 'tests/data/seco'
     seasons: 2
diff --git a/tests/conf/sen12ms_all.yaml b/tests/conf/sen12ms_all.yaml
index 3f83fa55085..d3aadd7d2f1 100644
--- a/tests/conf/sen12ms_all.yaml
+++ b/tests/conf/sen12ms_all.yaml
@@ -1,9 +1,9 @@
 model:
   class_path: SemanticSegmentationTask
   init_args:
-    loss: "ce"
-    model: "unet"
-    backbone: "resnet18"
+    loss: 'ce'
+    model: 'unet'
+    backbone: 'resnet18'
     in_channels: 15
     num_classes: 11
     ignore_index: null
@@ -11,6 +11,6 @@ data:
   class_path: SEN12MSDataModule
   init_args:
     batch_size: 1
-    band_set: "all"
+    band_set: 'all'
   dict_kwargs:
-    root: "tests/data/sen12ms"
+    root: 'tests/data/sen12ms'
diff --git a/tests/conf/sen12ms_s1.yaml b/tests/conf/sen12ms_s1.yaml
index 7e536d9e35a..ce790ca65de 100644
--- a/tests/conf/sen12ms_s1.yaml
+++ b/tests/conf/sen12ms_s1.yaml
@@ -1,10 +1,10 @@
 model:
   class_path: SemanticSegmentationTask
   init_args:
-    loss: "focal"
-    model: "fcn"
+    loss: 'focal'
+    model: 'fcn'
     num_filters: 1
-    backbone: "resnet18"
+    backbone: 'resnet18'
     in_channels: 2
     num_classes: 11
     ignore_index: null
@@ -12,6 +12,6 @@ data:
   class_path: SEN12MSDataModule
   init_args:
     batch_size: 1
-    band_set: "s1"
+    band_set: 's1'
   dict_kwargs:
-    root: "tests/data/sen12ms"
+    root: 'tests/data/sen12ms'
diff --git a/tests/conf/sen12ms_s2_all.yaml b/tests/conf/sen12ms_s2_all.yaml
index b98d59d0c7f..9bcd1de1cf7 100644
--- a/tests/conf/sen12ms_s2_all.yaml
+++ b/tests/conf/sen12ms_s2_all.yaml
@@ -1,9 +1,9 @@
 model:
   class_path: SemanticSegmentationTask
   init_args:
-    loss: "ce"
-    model: "unet"
-    backbone: "resnet18"
+    loss: 'ce'
+    model: 'unet'
+    backbone: 'resnet18'
     in_channels: 13
     num_classes: 11
     ignore_index: null
@@ -11,6 +11,6 @@ data:
   class_path: SEN12MSDataModule
   init_args:
     batch_size: 1
-    band_set: "s2-all"
+    band_set: 's2-all'
   dict_kwargs:
-    root: "tests/data/sen12ms"
+    root: 'tests/data/sen12ms'
diff --git a/tests/conf/sen12ms_s2_reduced.yaml b/tests/conf/sen12ms_s2_reduced.yaml
index 770efaa6549..9e6ca651e64 100644
--- a/tests/conf/sen12ms_s2_reduced.yaml
+++ b/tests/conf/sen12ms_s2_reduced.yaml
@@ -1,9 +1,9 @@
 model:
   class_path: SemanticSegmentationTask
   init_args:
-    loss: "ce"
-    model: "unet"
-    backbone: "resnet18"
+    loss: 'ce'
+    model: 'unet'
+    backbone: 'resnet18'
     in_channels: 6
     num_classes: 11
     ignore_index: null
@@ -11,6 +11,6 @@ data:
   class_path: SEN12MSDataModule
   init_args:
     batch_size: 1
-    band_set: "s2-reduced"
+    band_set: 's2-reduced'
   dict_kwargs:
-    root: "tests/data/sen12ms"
+    root: 'tests/data/sen12ms'
diff --git a/tests/conf/sentinel2_cdl.yaml b/tests/conf/sentinel2_cdl.yaml
index 9cb192bd819..5a2928eaf99 100644
--- a/tests/conf/sentinel2_cdl.yaml
+++ b/tests/conf/sentinel2_cdl.yaml
@@ -1,9 +1,9 @@
 model:
   class_path: SemanticSegmentationTask
   init_args:
-    loss: "ce"
-    model: "unet"
-    backbone: "resnet18"
+    loss: 'ce'
+    model: 'unet'
+    backbone: 'resnet18'
     in_channels: 13
     num_classes: 134
     num_filters: 1
@@ -14,5 +14,5 @@ data:
     batch_size: 2
     patch_size: 16
   dict_kwargs:
-    cdl_paths: "tests/data/cdl"
-    sentinel2_paths: "tests/data/sentinel2"
+    cdl_paths: 'tests/data/cdl'
+    sentinel2_paths: 'tests/data/sentinel2'
diff --git a/tests/conf/sentinel2_eurocrops.yaml b/tests/conf/sentinel2_eurocrops.yaml
index b3633d3590d..760e8fd718a 100644
--- a/tests/conf/sentinel2_eurocrops.yaml
+++ b/tests/conf/sentinel2_eurocrops.yaml
@@ -1,9 +1,9 @@
 model:
   class_path: SemanticSegmentationTask
   init_args:
-    loss: "ce"
-    model: "unet"
-    backbone: "resnet18"
+    loss: 'ce'
+    model: 'unet'
+    backbone: 'resnet18'
     in_channels: 13
     num_classes: 3
     num_filters: 1
@@ -13,5 +13,5 @@ data:
     batch_size: 2
     patch_size: 16
   dict_kwargs:
-    sentinel2_paths: "tests/data/sentinel2"
-    eurocrops_paths: "tests/data/eurocrops"
+    sentinel2_paths: 'tests/data/sentinel2'
+    eurocrops_paths: 'tests/data/eurocrops'
diff --git a/tests/conf/sentinel2_nccm.yaml b/tests/conf/sentinel2_nccm.yaml
index 0244455863d..97af8efa06b 100644
--- a/tests/conf/sentinel2_nccm.yaml
+++ b/tests/conf/sentinel2_nccm.yaml
@@ -1,9 +1,9 @@
 model:
   class_path: SemanticSegmentationTask
   init_args:
-    loss: "ce"
-    model: "unet"
-    backbone: "resnet18"
+    loss: 'ce'
+    model: 'unet'
+    backbone: 'resnet18'
     in_channels: 13
     num_classes: 5
     num_filters: 1
@@ -14,5 +14,5 @@ data:
     batch_size: 2
     patch_size: 16
   dict_kwargs:
-    nccm_paths: "tests/data/nccm"
-    sentinel2_paths: "tests/data/sentinel2"
+    nccm_paths: 'tests/data/nccm'
+    sentinel2_paths: 'tests/data/sentinel2'
diff --git a/tests/conf/sentinel2_south_america_soybean.yaml b/tests/conf/sentinel2_south_america_soybean.yaml
index 7fe95704950..1c788d1f197 100644
--- a/tests/conf/sentinel2_south_america_soybean.yaml
+++ b/tests/conf/sentinel2_south_america_soybean.yaml
@@ -1,9 +1,9 @@
 model:
   class_path: SemanticSegmentationTask
   init_args:
-    loss: "ce"
-    model: "deeplabv3+"
-    backbone: "resnet18"
+    loss: 'ce'
+    model: 'deeplabv3+'
+    backbone: 'resnet18'
     in_channels: 13
     num_classes: 2
     num_filters: 1
@@ -13,5 +13,5 @@ data:
     batch_size: 2
     patch_size: 16
   dict_kwargs:
-    south_america_soybean_paths: "tests/data/south_america_soybean"
-    sentinel2_paths: "tests/data/sentinel2"
+    south_america_soybean_paths: 'tests/data/south_america_soybean'
+    sentinel2_paths: 'tests/data/sentinel2'
diff --git a/tests/conf/skippd.yaml b/tests/conf/skippd.yaml
index e86e24ec415..3d40f203b70 100644
--- a/tests/conf/skippd.yaml
+++ b/tests/conf/skippd.yaml
@@ -1,14 +1,14 @@
 model:
   class_path: RegressionTask
   init_args:
-    model: "resnet18"
+    model: 'resnet18'
     num_outputs: 1
     in_channels: 3
-    loss: "mse"
+    loss: 'mse'
 data:
   class_path: SKIPPDDataModule
   init_args:
     batch_size: 1
     val_split_pct: 0.4
   dict_kwargs:
-    root: "tests/data/skippd"
+    root: 'tests/data/skippd'
diff --git a/tests/conf/so2sat_all.yaml b/tests/conf/so2sat_all.yaml
index c728c9d7179..736c98d2d18 100644
--- a/tests/conf/so2sat_all.yaml
+++ b/tests/conf/so2sat_all.yaml
@@ -1,15 +1,15 @@
 model:
   class_path: ClassificationTask
   init_args:
-    loss: "ce"
-    model: "resnet18"
+    loss: 'ce'
+    model: 'resnet18'
     in_channels: 18
     num_classes: 17
 data:
   class_path: So2SatDataModule
   init_args:
     batch_size: 1
-    band_set: "all"
+    band_set: 'all'
   dict_kwargs:
-    root: "tests/data/so2sat"
-    version: "2"
+    root: 'tests/data/so2sat'
+    version: '2'
diff --git a/tests/conf/so2sat_rgb.yaml b/tests/conf/so2sat_rgb.yaml
index 66e1e223561..840cae6534a 100644
--- a/tests/conf/so2sat_rgb.yaml
+++ b/tests/conf/so2sat_rgb.yaml
@@ -1,16 +1,16 @@
 model:
   class_path: ClassificationTask
   init_args:
-    loss: "ce"
-    model: "resnet18"
+    loss: 'ce'
+    model: 'resnet18'
     in_channels: 3
     num_classes: 17
 data:
   class_path: So2SatDataModule
   init_args:
     batch_size: 1
-    band_set: "rgb"
+    band_set: 'rgb'
     val_split_pct: 0.5
   dict_kwargs:
-    root: "tests/data/so2sat"
-    version: "3_random"
+    root: 'tests/data/so2sat'
+    version: '3_random'
diff --git a/tests/conf/so2sat_s1.yaml b/tests/conf/so2sat_s1.yaml
index df7a9cb1ea9..cd15c91c248 100644
--- a/tests/conf/so2sat_s1.yaml
+++ b/tests/conf/so2sat_s1.yaml
@@ -1,15 +1,15 @@
 model:
   class_path: ClassificationTask
   init_args:
-    loss: "focal"
-    model: "resnet18"
+    loss: 'focal'
+    model: 'resnet18'
     in_channels: 8
     num_classes: 17
 data:
   class_path: So2SatDataModule
   init_args:
     batch_size: 1
-    band_set: "s1"
+    band_set: 's1'
   dict_kwargs:
-    root: "tests/data/so2sat"
-    version: "2"
+    root: 'tests/data/so2sat'
+    version: '2'
diff --git a/tests/conf/so2sat_s2.yaml b/tests/conf/so2sat_s2.yaml
index fb41099e60e..828b9f04fc5 100644
--- a/tests/conf/so2sat_s2.yaml
+++ b/tests/conf/so2sat_s2.yaml
@@ -1,14 +1,14 @@
 model:
   class_path: ClassificationTask
   init_args:
-    loss: "jaccard"
-    model: "resnet18"
+    loss: 'jaccard'
+    model: 'resnet18'
     in_channels: 10
     num_classes: 17
 data:
   class_path: So2SatDataModule
   init_args:
     batch_size: 1
-    band_set: "s2"
+    band_set: 's2'
   dict_kwargs:
-    root: "tests/data/so2sat"
+    root: 'tests/data/so2sat'
diff --git a/tests/conf/southafricacroptype.yaml b/tests/conf/southafricacroptype.yaml
index cfd4f8dfecf..d409e535e9d 100644
--- a/tests/conf/southafricacroptype.yaml
+++ b/tests/conf/southafricacroptype.yaml
@@ -1,9 +1,9 @@
 model:
   class_path: SemanticSegmentationTask
   init_args:
-    loss: "ce"
-    model: "unet"
-    backbone: "resnet18"
+    loss: 'ce'
+    model: 'unet'
+    backbone: 'resnet18'
     in_channels: 12
     num_classes: 10
     num_filters: 1
@@ -14,4 +14,4 @@ data:
     batch_size: 2
     patch_size: 16
   dict_kwargs:
-    paths: "tests/data/south_africa_crop_type"
+    paths: 'tests/data/south_africa_crop_type'
diff --git a/tests/conf/spacenet1.yaml b/tests/conf/spacenet1.yaml
index 3fc23118725..275e54eee0f 100644
--- a/tests/conf/spacenet1.yaml
+++ b/tests/conf/spacenet1.yaml
@@ -1,9 +1,9 @@
 model:
   class_path: SemanticSegmentationTask
   init_args:
-    loss: "ce"
-    model: "unet"
-    backbone: "resnet18"
+    loss: 'ce'
+    model: 'unet'
+    backbone: 'resnet18'
     in_channels: 3
     num_classes: 3
     num_filters: 1
@@ -15,4 +15,4 @@ data:
     val_split_pct: 0.34
     test_split_pct: 0.34
   dict_kwargs:
-    root: "tests/data/spacenet"
+    root: 'tests/data/spacenet'
diff --git a/tests/conf/ssl4eo_l_benchmark_cdl.yaml b/tests/conf/ssl4eo_l_benchmark_cdl.yaml
index a4a4a7b9203..842c3577970 100644
--- a/tests/conf/ssl4eo_l_benchmark_cdl.yaml
+++ b/tests/conf/ssl4eo_l_benchmark_cdl.yaml
@@ -1,9 +1,9 @@
 model:
   class_path: SemanticSegmentationTask
   init_args:
-    loss: "ce"
-    model: "unet"
-    backbone: "resnet18"
+    loss: 'ce'
+    model: 'unet'
+    backbone: 'resnet18'
     in_channels: 7
     num_classes: 134
     num_filters: 1
@@ -13,6 +13,6 @@ data:
   init_args:
     batch_size: 2
   dict_kwargs:
-    root: "tests/data/ssl4eo_benchmark_landsat"
-    sensor: "tm_toa"
-    product: "cdl"
+    root: 'tests/data/ssl4eo_benchmark_landsat'
+    sensor: 'tm_toa'
+    product: 'cdl'
diff --git a/tests/conf/ssl4eo_l_benchmark_nlcd.yaml b/tests/conf/ssl4eo_l_benchmark_nlcd.yaml
index 89475a091b0..040fab72a53 100644
--- a/tests/conf/ssl4eo_l_benchmark_nlcd.yaml
+++ b/tests/conf/ssl4eo_l_benchmark_nlcd.yaml
@@ -1,9 +1,9 @@
 model:
   class_path: SemanticSegmentationTask
   init_args:
-    loss: "ce"
-    model: "unet"
-    backbone: "resnet18"
+    loss: 'ce'
+    model: 'unet'
+    backbone: 'resnet18'
     in_channels: 6
     num_classes: 17
     num_filters: 1
@@ -13,6 +13,6 @@ data:
   init_args:
     batch_size: 2
   dict_kwargs:
-    root: "tests/data/ssl4eo_benchmark_landsat"
-    sensor: "etm_sr"
-    product: "nlcd"
+    root: 'tests/data/ssl4eo_benchmark_landsat'
+    sensor: 'etm_sr'
+    product: 'nlcd'
diff --git a/tests/conf/ssl4eo_l_byol_1.yaml b/tests/conf/ssl4eo_l_byol_1.yaml
index ed78b7fae37..71151f52d28 100644
--- a/tests/conf/ssl4eo_l_byol_1.yaml
+++ b/tests/conf/ssl4eo_l_byol_1.yaml
@@ -2,12 +2,12 @@ model:
   class_path: BYOLTask
   init_args:
     in_channels: 7
-    model: "resnet18"
+    model: 'resnet18'
 data:
   class_path: SSL4EOLDataModule
   init_args:
     batch_size: 2
   dict_kwargs:
-    root: "tests/data/ssl4eo/l"
-    split: "tm_toa"
+    root: 'tests/data/ssl4eo/l'
+    split: 'tm_toa'
     seasons: 1
diff --git a/tests/conf/ssl4eo_l_byol_2.yaml b/tests/conf/ssl4eo_l_byol_2.yaml
index 6e1c6ab060d..3a2f3df24d9 100644
--- a/tests/conf/ssl4eo_l_byol_2.yaml
+++ b/tests/conf/ssl4eo_l_byol_2.yaml
@@ -2,12 +2,12 @@ model:
   class_path: BYOLTask
   init_args:
     in_channels: 6
-    model: "resnet18"
+    model: 'resnet18'
 data:
   class_path: SSL4EOLDataModule
   init_args:
     batch_size: 2
   dict_kwargs:
-    root: "tests/data/ssl4eo/l"
-    split: "etm_sr"
+    root: 'tests/data/ssl4eo/l'
+    split: 'etm_sr'
     seasons: 2
diff --git a/tests/conf/ssl4eo_l_moco_1.yaml b/tests/conf/ssl4eo_l_moco_1.yaml
index 023f1ff9b66..d15bf8b15b9 100644
--- a/tests/conf/ssl4eo_l_moco_1.yaml
+++ b/tests/conf/ssl4eo_l_moco_1.yaml
@@ -1,7 +1,7 @@
 model:
   class_path: MoCoTask
   init_args:
-    model: "resnet18"
+    model: 'resnet18'
     in_channels: 9
     version: 1
     weight_decay: 1e-4
@@ -19,6 +19,6 @@ data:
   init_args:
     batch_size: 2
   dict_kwargs:
-    root: "tests/data/ssl4eo/l"
-    split: "etm_toa"
+    root: 'tests/data/ssl4eo/l'
+    split: 'etm_toa'
     seasons: 1
diff --git a/tests/conf/ssl4eo_l_moco_2.yaml b/tests/conf/ssl4eo_l_moco_2.yaml
index 3edf6a52487..3eac4a5cb0d 100644
--- a/tests/conf/ssl4eo_l_moco_2.yaml
+++ b/tests/conf/ssl4eo_l_moco_2.yaml
@@ -1,7 +1,7 @@
 model:
   class_path: MoCoTask
   init_args:
-    model: "resnet18"
+    model: 'resnet18'
     in_channels: 11
     version: 2
     layers: 2
@@ -16,6 +16,6 @@ data:
   init_args:
     batch_size: 2
   dict_kwargs:
-    root: "tests/data/ssl4eo/l"
-    split: "oli_tirs_toa"
+    root: 'tests/data/ssl4eo/l'
+    split: 'oli_tirs_toa'
     seasons: 2
diff --git a/tests/conf/ssl4eo_l_simclr_1.yaml b/tests/conf/ssl4eo_l_simclr_1.yaml
index b705579173f..c6249900dd4 100644
--- a/tests/conf/ssl4eo_l_simclr_1.yaml
+++ b/tests/conf/ssl4eo_l_simclr_1.yaml
@@ -1,7 +1,7 @@
 model:
   class_path: SimCLRTask
   init_args:
-    model: "resnet18"
+    model: 'resnet18'
     in_channels: 7
     version: 1
     layers: 2
@@ -14,6 +14,6 @@ data:
   init_args:
     batch_size: 2
   dict_kwargs:
-    root: "tests/data/ssl4eo/l"
-    split: "oli_sr"
+    root: 'tests/data/ssl4eo/l'
+    split: 'oli_sr'
     seasons: 1
diff --git a/tests/conf/ssl4eo_l_simclr_2.yaml b/tests/conf/ssl4eo_l_simclr_2.yaml
index 7310bba9e95..63ebfc2c111 100644
--- a/tests/conf/ssl4eo_l_simclr_2.yaml
+++ b/tests/conf/ssl4eo_l_simclr_2.yaml
@@ -1,7 +1,7 @@
 model:
   class_path: SimCLRTask
   init_args:
-    model: "resnet18"
+    model: 'resnet18'
     in_channels: 7
     version: 2
     layers: 3
@@ -14,6 +14,6 @@ data:
   init_args:
     batch_size: 2
   dict_kwargs:
-    root: "tests/data/ssl4eo/l"
-    split: "tm_toa"
+    root: 'tests/data/ssl4eo/l'
+    split: 'tm_toa'
     seasons: 2
diff --git a/tests/conf/ssl4eo_s12_byol_1.yaml b/tests/conf/ssl4eo_s12_byol_1.yaml
index ccdf4b5736d..aeba268fb89 100644
--- a/tests/conf/ssl4eo_s12_byol_1.yaml
+++ b/tests/conf/ssl4eo_s12_byol_1.yaml
@@ -2,12 +2,12 @@ model:
   class_path: BYOLTask
   init_args:
     in_channels: 2
-    model: "resnet18"
+    model: 'resnet18'
 data:
   class_path: SSL4EOS12DataModule
   init_args:
     batch_size: 2
   dict_kwargs:
-    root: "tests/data/ssl4eo/s12"
-    split: "s1"
+    root: 'tests/data/ssl4eo/s12'
+    split: 's1'
     seasons: 1
diff --git a/tests/conf/ssl4eo_s12_byol_2.yaml b/tests/conf/ssl4eo_s12_byol_2.yaml
index 6368e8fdefe..a9f602a1294 100644
--- a/tests/conf/ssl4eo_s12_byol_2.yaml
+++ b/tests/conf/ssl4eo_s12_byol_2.yaml
@@ -2,12 +2,12 @@ model:
   class_path: BYOLTask
   init_args:
     in_channels: 13
-    model: "resnet18"
+    model: 'resnet18'
 data:
   class_path: SSL4EOS12DataModule
   init_args:
     batch_size: 2
   dict_kwargs:
-    root: "tests/data/ssl4eo/s12"
-    split: "s2c"
+    root: 'tests/data/ssl4eo/s12'
+    split: 's2c'
     seasons: 2
diff --git a/tests/conf/ssl4eo_s12_moco_1.yaml b/tests/conf/ssl4eo_s12_moco_1.yaml
index 513d5ae0842..29678057c33 100644
--- a/tests/conf/ssl4eo_s12_moco_1.yaml
+++ b/tests/conf/ssl4eo_s12_moco_1.yaml
@@ -1,7 +1,7 @@
 model:
   class_path: MoCoTask
   init_args:
-    model: "resnet18"
+    model: 'resnet18'
     in_channels: 12
     version: 1
     weight_decay: 1e-4
@@ -13,6 +13,6 @@ data:
   init_args:
     batch_size: 2
   dict_kwargs:
-    root: "tests/data/ssl4eo/s12"
-    split: "s2a"
+    root: 'tests/data/ssl4eo/s12'
+    split: 's2a'
     seasons: 1
diff --git a/tests/conf/ssl4eo_s12_moco_2.yaml b/tests/conf/ssl4eo_s12_moco_2.yaml
index 71d8ee43dc7..e20ea55363e 100644
--- a/tests/conf/ssl4eo_s12_moco_2.yaml
+++ b/tests/conf/ssl4eo_s12_moco_2.yaml
@@ -1,7 +1,7 @@
 model:
   class_path: MoCoTask
   init_args:
-    model: "resnet18"
+    model: 'resnet18'
     in_channels: 2
     version: 2
     layers: 2
@@ -16,6 +16,6 @@ data:
   init_args:
     batch_size: 2
   dict_kwargs:
-    root: "tests/data/ssl4eo/s12"
-    split: "s1"
+    root: 'tests/data/ssl4eo/s12'
+    split: 's1'
     seasons: 2
diff --git a/tests/conf/ssl4eo_s12_simclr_1.yaml b/tests/conf/ssl4eo_s12_simclr_1.yaml
index 94444be5cc9..b6316034b2b 100644
--- a/tests/conf/ssl4eo_s12_simclr_1.yaml
+++ b/tests/conf/ssl4eo_s12_simclr_1.yaml
@@ -1,7 +1,7 @@
 model:
   class_path: SimCLRTask
   init_args:
-    model: "resnet18"
+    model: 'resnet18'
     in_channels: 13
     version: 1
     layers: 2
@@ -14,6 +14,6 @@ data:
   init_args:
     batch_size: 2
   dict_kwargs:
-    root: "tests/data/ssl4eo/s12"
-    split: "s2c"
+    root: 'tests/data/ssl4eo/s12'
+    split: 's2c'
     seasons: 1
diff --git a/tests/conf/ssl4eo_s12_simclr_2.yaml b/tests/conf/ssl4eo_s12_simclr_2.yaml
index 7d88a3713ba..50bcbddf8a2 100644
--- a/tests/conf/ssl4eo_s12_simclr_2.yaml
+++ b/tests/conf/ssl4eo_s12_simclr_2.yaml
@@ -1,7 +1,7 @@
 model:
   class_path: SimCLRTask
   init_args:
-    model: "resnet18"
+    model: 'resnet18'
     in_channels: 12
     version: 2
     layers: 3
@@ -14,6 +14,6 @@ data:
   init_args:
     batch_size: 2
   dict_kwargs:
-    root: "tests/data/ssl4eo/s12"
-    split: "s2a"
+    root: 'tests/data/ssl4eo/s12'
+    split: 's2a'
     seasons: 2
diff --git a/tests/conf/sustainbench_crop_yield.yaml b/tests/conf/sustainbench_crop_yield.yaml
index 0358f6e7bd7..83a44daa305 100644
--- a/tests/conf/sustainbench_crop_yield.yaml
+++ b/tests/conf/sustainbench_crop_yield.yaml
@@ -1,13 +1,13 @@
 model:
   class_path: RegressionTask
   init_args:
-    model: "resnet18"
+    model: 'resnet18'
     num_outputs: 1
     in_channels: 9
-    loss: "mse"
+    loss: 'mse'
 data:
   class_path: SustainBenchCropYieldDataModule
   init_args:
     batch_size: 1
   dict_kwargs:
-    root: "tests/data/sustainbench_crop_yield"
+    root: 'tests/data/sustainbench_crop_yield'
diff --git a/tests/conf/ucmerced.yaml b/tests/conf/ucmerced.yaml
index c403ce281ae..051112f540b 100644
--- a/tests/conf/ucmerced.yaml
+++ b/tests/conf/ucmerced.yaml
@@ -1,8 +1,8 @@
 model:
   class_path: ClassificationTask
   init_args:
-    loss: "ce"
-    model: "resnet18"
+    loss: 'ce'
+    model: 'resnet18'
     in_channels: 3
     num_classes: 2
 data:
@@ -10,4 +10,4 @@ data:
   init_args:
     batch_size: 2
   dict_kwargs:
-    root: "tests/data/ucmerced"
+    root: 'tests/data/ucmerced'
diff --git a/tests/conf/vaihingen2d.yaml b/tests/conf/vaihingen2d.yaml
index 00404756ace..d0a4e6b948a 100644
--- a/tests/conf/vaihingen2d.yaml
+++ b/tests/conf/vaihingen2d.yaml
@@ -1,9 +1,9 @@
 model:
   class_path: SemanticSegmentationTask
   init_args:
-    loss: "ce"
-    model: "unet"
-    backbone: "resnet18"
+    loss: 'ce'
+    model: 'unet'
+    backbone: 'resnet18'
     in_channels: 3
     num_classes: 7
     num_filters: 1
@@ -15,4 +15,4 @@ data:
     patch_size: 2
     val_split_pct: 0.5
   dict_kwargs:
-    root: "tests/data/vaihingen"
+    root: 'tests/data/vaihingen'
diff --git a/tests/conf/vhr10.yaml b/tests/conf/vhr10.yaml
index 865847d7cbd..9faab1187a6 100644
--- a/tests/conf/vhr10.yaml
+++ b/tests/conf/vhr10.yaml
@@ -1,8 +1,8 @@
 model:
   class_path: ObjectDetectionTask
   init_args:
-    model: "faster-rcnn"
-    backbone: "resnet50"
+    model: 'faster-rcnn'
+    backbone: 'resnet50'
     num_classes: 11
     lr: 2.5e-5
     patience: 10
@@ -13,4 +13,4 @@ data:
     num_workers: 0
     patch_size: 4
   dict_kwargs:
-    root: "tests/data/vhr10"
+    root: 'tests/data/vhr10'