diff --git a/README.md b/README.md
index f3ff67d8c..de18bbd94 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,6 @@
# Minerva
-      [](https://pale-blue-dot-97.github.io/Minerva/) [](https://github.com/Pale-Blue-Dot-97/Minerva/actions/workflows/code_quality.yml) [](https://dl.circleci.com/status-badge/redirect/gh/Pale-Blue-Dot-97/Minerva/tree/main) [](https://github.com/psf/black) [](https://coveralls.io/github/Pale-Blue-Dot-97/Minerva) [](https://github.com/PyCQA/bandit)[](https://results.pre-commit.ci/latest/github/Pale-Blue-Dot-97/Minerva/main?badge_token=3TtyNVaESs6kij02bGEejA)
+    [](https://www.codefactor.io/repository/github/pale-blue-dot-97/minerva)   [](https://pale-blue-dot-97.github.io/Minerva/) [](https://github.com/Pale-Blue-Dot-97/Minerva/actions/workflows/code_quality.yml) [](https://dl.circleci.com/status-badge/redirect/gh/Pale-Blue-Dot-97/Minerva/tree/main) [](https://github.com/psf/black) [](https://coveralls.io/github/Pale-Blue-Dot-97/Minerva) [](https://github.com/PyCQA/bandit) [](https://results.pre-commit.ci/latest/github/Pale-Blue-Dot-97/Minerva/main)
@@ -9,7 +9,7 @@
- v0.23-beta
+ v0.24
Explore the docs ยป
@@ -145,6 +145,6 @@ Proceedings of the 2019 Conference on Computer Vision and Pattern Recognition (C
## Project Status ๐ด๐ก๐ข
-This project is in a *beta* state. Expect bugs and breaking changes in future versions.
+This project is now in release *beta* state. Still expect some bugs and there may be breaking changes in future versions.
(back to top)
diff --git a/banner.txt b/banner.txt
index e9c253c1e..da6307003 100644
--- a/banner.txt
+++ b/banner.txt
@@ -4,4 +4,4 @@
* * / / / // // /| / /___/ _, _/| |/ / ___ | *
* /_/ /_/___/_/ |_/_____/_/ |_| |___/_/ |_| * *
THE REMOTE SENSING MACHINE LEARNING FRAMEWORK
- ==============> v0.23.4-beta <===============
+ =================> v0.24.0 <=================
diff --git a/docs/docs_readme.md b/docs/docs_readme.md
index 7d7c898a6..de18bbd94 100644
--- a/docs/docs_readme.md
+++ b/docs/docs_readme.md
@@ -1,6 +1,6 @@
# Minerva
-      [](https://pale-blue-dot-97.github.io/Minerva/) [](https://github.com/Pale-Blue-Dot-97/Minerva/actions/workflows/code_quality.yml) [](https://dl.circleci.com/status-badge/redirect/gh/Pale-Blue-Dot-97/Minerva/tree/main) [](https://github.com/psf/black) [](https://coveralls.io/github/Pale-Blue-Dot-97/Minerva) [](https://github.com/PyCQA/bandit)[](https://results.pre-commit.ci/latest/github/Pale-Blue-Dot-97/Minerva/main?badge_token=3TtyNVaESs6kij02bGEejA)
+    [](https://www.codefactor.io/repository/github/pale-blue-dot-97/minerva)   [](https://pale-blue-dot-97.github.io/Minerva/) [](https://github.com/Pale-Blue-Dot-97/Minerva/actions/workflows/code_quality.yml) [](https://dl.circleci.com/status-badge/redirect/gh/Pale-Blue-Dot-97/Minerva/tree/main) [](https://github.com/psf/black) [](https://coveralls.io/github/Pale-Blue-Dot-97/Minerva) [](https://github.com/PyCQA/bandit) [](https://results.pre-commit.ci/latest/github/Pale-Blue-Dot-97/Minerva/main)
@@ -9,7 +9,7 @@
- v0.23-beta
+ v0.24
Explore the docs ยป
@@ -22,8 +22,7 @@
## About ๐
-Minerva is a package to aid in the building, fitting and testing of neural network models on geo-spatial
-rasterised land cover data.
+Minerva is a package to aid in the building, fitting and testing of neural network models on multi-spectral geo-spatial data.
## Getting Started โถ
@@ -106,7 +105,7 @@ Don't forget to give the project a star! Thanks again!
## License ๐
-Minerva is distributed under a [GNU LGPLv3 License](https://choosealicense.com/licenses/lgpl-3.0/).
+Minerva is distributed under a [MIT License](https://choosealicense.com/licenses/mit/).
(back to top)
@@ -122,11 +121,19 @@ Contributions also provided by:
- [Isabel Sargent](https://github.com/PenguinJunk)
- [Steve Coupland](https://github.com/scoupland-os)
- [Joe Guyatt](https://github.com/joeguyatt97)
+- [Ben Dickens](https://github.com/BenDickens)
+- [Kitty Varghese](https://github.com/kittyvarghese)
## Acknowledgments ๐ข
-I'd like to acknowledge the invaluable supervision and contributions of Prof Jonathon Hare and
-Dr Isabel Sargent towards this work.
+I'd like to acknowledge the invaluable supervision and contributions of [Prof Jonathon Hare](https://github.com/jonhare) and
+[Dr Isabel Sargent](https://github.com/PenguinJunk) towards this work.
+
+The following modules are adapted from open source third-parites:
+| Module | Original Author | License | Link |
+|:-------|:----------------|:--------|:-----|
+| `pytorchtools` | [Noah Golmant](https://github.com/noahgolmant) | MIT | https://github.com/noahgolmant/pytorch-lars/blob/master/lars.py |
+| `optimisers` | [Bjarte Mehus Sunde](https://github.com/Bjarten) | MIT | https://github.com/Bjarten/early-stopping-pytorch |
This repositry also contains two small ``.tiff`` exercpts from the [ChesapeakeCVPR](https://lila.science/datasets/chesapeakelandcover) dataset used for unit testing purposes. Credit for this data goes to:
@@ -138,6 +145,6 @@ Proceedings of the 2019 Conference on Computer Vision and Pattern Recognition (C
## Project Status ๐ด๐ก๐ข
-This project is in a *beta* state. Expect bugs and breaking changes in future versions.
+This project is now in release *beta* state. Still expect some bugs and there may be breaking changes in future versions.
(back to top)
diff --git a/minerva/__init__.py b/minerva/__init__.py
index 6ee793904..23e614bc7 100644
--- a/minerva/__init__.py
+++ b/minerva/__init__.py
@@ -42,7 +42,7 @@
Proceedings of the 2019 Conference on Computer Vision and Pattern Recognition (CVPR 2019)
"""
-__version__ = "0.23.4"
+__version__ = "0.24.0"
__author__ = "Harry Baker"
__contact__ = "hjb1d20@soton.ac.uk"
__license__ = "MIT License"
diff --git a/minerva/datasets.py b/minerva/datasets.py
index dac774b49..157b2da8d 100644
--- a/minerva/datasets.py
+++ b/minerva/datasets.py
@@ -167,7 +167,7 @@ def __getitem__( # type: ignore[override]
queries[1]
)
- def __and__(self, other: "PairedDataset") -> IntersectionDataset:
+ def __and__(self, other: "PairedDataset") -> IntersectionDataset: # type: ignore[override]
"""Take the intersection of two :class:`PairedDataset`.
Args:
@@ -191,7 +191,7 @@ def __and__(self, other: "PairedDataset") -> IntersectionDataset:
self, other, collate_fn=utils.pair_collate(concat_samples)
)
- def __or__(self, other: "PairedDataset") -> "PairedUnionDataset":
+ def __or__(self, other: "PairedDataset") -> "PairedUnionDataset": # type: ignore[override]
"""Take the union of two :class:`PairedDataset`.
Args:
@@ -307,7 +307,7 @@ def __init__(self, *args, **kwargs) -> None:
self.datasets = new_datasets
- def __getitem__(
+ def __getitem__( # type: ignore[override]
self, query: Tuple[BoundingBox, BoundingBox]
) -> Tuple[Dict[str, Any], Dict[str, Any]]:
"""Retrieve image and metadata indexed by query.
diff --git a/minerva/trainer.py b/minerva/trainer.py
index d08a39d57..dd66f53e1 100644
--- a/minerva/trainer.py
+++ b/minerva/trainer.py
@@ -39,7 +39,6 @@
# IMPORTS
# =====================================================================================================================
import os
-import warnings
from contextlib import nullcontext
from pathlib import Path
from typing import (
@@ -62,7 +61,6 @@
from alive_progress import alive_bar, alive_it
from inputimeout import TimeoutOccurred, inputimeout
from nptyping import Int, NDArray
-from packaging.version import Version
from torch import Tensor
from torch.nn.modules import Module
from torch.nn.parallel import DistributedDataParallel as DDP
@@ -416,16 +414,6 @@ def __init__(
)
self.model = MinervaDataParallel(self.model, DDP, device_ids=[gpu])
- # Wraps the model in `torch.compile` to speed up computation time.
- # Python 3.11+ is not yet supported though, hence the exception clause.
- if Version(torch.__version__) > Version("2.0.0"): # pragma: no cover
- try:
- _compiled_model = torch.compile(self.model)
- assert isinstance(_compiled_model, (MinervaModel, MinervaDataParallel))
- self.model = _compiled_model
- except RuntimeError as err:
- warnings.warn(str(err))
-
def init_wandb_metrics(self) -> None:
"""Setups up separate step counters for :mod:`wandb` logging of train, val, etc."""
if isinstance(self.writer, Run):
diff --git a/minerva/utils/runner.py b/minerva/utils/runner.py
index f1f5355fd..971f9214f 100644
--- a/minerva/utils/runner.py
+++ b/minerva/utils/runner.py
@@ -61,10 +61,10 @@
import torch
import torch.distributed as dist
import torch.multiprocessing as mp
+import wandb
from wandb.sdk.lib import RunDisabled
from wandb.sdk.wandb_run import Run
-import wandb
from minerva.utils import CONFIG, MASTER_PARSER, utils
# =====================================================================================================================
diff --git a/pyproject.toml b/pyproject.toml
index 21bd98ab4..d37047e7f 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -4,7 +4,7 @@ build-backend = "setuptools.build_meta"
[project]
name = "minerva"
-version = "0.23.4"
+version = "0.24.0"
description = "Package to build, train and test neural network models on geospatial data"
readme = "README.md"
authors = [
diff --git a/tests/__init__.py b/tests/__init__.py
index 1aa720329..f665126f8 100644
--- a/tests/__init__.py
+++ b/tests/__init__.py
@@ -1,19 +1,25 @@
# -*- coding: utf-8 -*-
-# Copyright (C) 2023 Harry Baker
-#
-# This program is free software: you can redistribute it and/or modify
-# it under the terms of the GNU Lesser General Public License as published by
-# the Free Software Foundation, either version 3 of the License, or
-# (at your option) any later version.
-#
-# This program is distributed in the hope that it will be useful,
-# but WITHOUT ANY WARRANTY; without even the implied warranty of
-# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-# GNU Lesser General Public License for more details.
-#
-# You should have received a copy of the GNU Lesser General Public License
-# along with this program in LICENSE.txt. If not,
-# see .
+# MIT License
+
+# Copyright (c) 2023 Harry Baker
+
+# Permission is hereby granted, free of charge, to any person obtaining a copy
+# of this software and associated documentation files (the "Software"), to deal
+# in the Software without restriction, including without limitation the rights
+# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+# copies of the Software, and to permit persons to whom the Software is
+# furnished to do so, subject to the following conditions:
+
+# The above copyright notice and this permission notice shall be included in all
+# copies or substantial portions of the Software.
+
+# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+# SOFTWARE.
#
# @org: University of Southampton
# Created under a project funded by the Ordnance Survey Ltd.
diff --git a/tests/conftest.py b/tests/conftest.py
index 594062cbe..357e1a195 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -1,19 +1,25 @@
# -*- coding: utf-8 -*-
-# Copyright (C) 2023 Harry Baker
-#
-# This program is free software: you can redistribute it and/or modify
-# it under the terms of the GNU Lesser General Public License as published by
-# the Free Software Foundation, either version 3 of the License, or
-# (at your option) any later version.
-#
-# This program is distributed in the hope that it will be useful,
-# but WITHOUT ANY WARRANTY; without even the implied warranty of
-# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-# GNU Lesser General Public License for more details.
-#
-# You should have received a copy of the GNU Lesser General Public License
-# along with this program in LICENSE.txt. If not,
-# see .
+# MIT License
+
+# Copyright (c) 2023 Harry Baker
+
+# Permission is hereby granted, free of charge, to any person obtaining a copy
+# of this software and associated documentation files (the "Software"), to deal
+# in the Software without restriction, including without limitation the rights
+# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+# copies of the Software, and to permit persons to whom the Software is
+# furnished to do so, subject to the following conditions:
+
+# The above copyright notice and this permission notice shall be included in all
+# copies or substantial portions of the Software.
+
+# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+# SOFTWARE.
#
# @org: University of Southampton
# Created under a project funded by the Ordnance Survey Ltd.
@@ -158,7 +164,9 @@ def exp_cnn(x_entropy_loss, rgbi_input_size) -> MinervaModel:
@pytest.fixture
def random_mask(small_patch_size, std_n_classes) -> NDArray[Shape["32, 32"], Int]:
- return np.random.randint(0, std_n_classes - 1, size=small_patch_size)
+ mask = np.random.randint(0, std_n_classes - 1, size=small_patch_size)
+ assert isinstance(mask, np.ndarray)
+ return mask
@pytest.fixture
@@ -206,7 +214,9 @@ def random_mask_batch(
@pytest.fixture
def random_scene_classification_batch(std_batch_size, std_n_classes) -> LongTensor:
- return torch.randint(0, std_n_classes - 1, size=(std_batch_size,))
+ batch = torch.randint(0, std_n_classes - 1, size=(std_batch_size,))
+ assert isinstance(batch, LongTensor)
+ return batch
@pytest.fixture
diff --git a/tests/test_config.py b/tests/test_config.py
index 314b53a09..cbe22df25 100644
--- a/tests/test_config.py
+++ b/tests/test_config.py
@@ -1,19 +1,25 @@
# -*- coding: utf-8 -*-
-# Copyright (C) 2023 Harry Baker
-#
-# This program is free software: you can redistribute it and/or modify
-# it under the terms of the GNU Lesser General Public License as published by
-# the Free Software Foundation, either version 3 of the License, or
-# (at your option) any later version.
-#
-# This program is distributed in the hope that it will be useful,
-# but WITHOUT ANY WARRANTY; without even the implied warranty of
-# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-# GNU Lesser General Public License for more details.
-#
-# You should have received a copy of the GNU Lesser General Public License
-# along with this program in LICENSE.txt. If not,
-# see .
+# MIT License
+
+# Copyright (c) 2023 Harry Baker
+
+# Permission is hereby granted, free of charge, to any person obtaining a copy
+# of this software and associated documentation files (the "Software"), to deal
+# in the Software without restriction, including without limitation the rights
+# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+# copies of the Software, and to permit persons to whom the Software is
+# furnished to do so, subject to the following conditions:
+
+# The above copyright notice and this permission notice shall be included in all
+# copies or substantial portions of the Software.
+
+# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+# SOFTWARE.
#
# @org: University of Southampton
# Created under a project funded by the Ordnance Survey Ltd.
diff --git a/tests/test_datasets.py b/tests/test_datasets.py
index 97a3fd9e8..e45278271 100644
--- a/tests/test_datasets.py
+++ b/tests/test_datasets.py
@@ -1,19 +1,25 @@
# -*- coding: utf-8 -*-
-# Copyright (C) 2023 Harry Baker
-#
-# This program is free software: you can redistribute it and/or modify
-# it under the terms of the GNU Lesser General Public License as published by
-# the Free Software Foundation, either version 3 of the License, or
-# (at your option) any later version.
-#
-# This program is distributed in the hope that it will be useful,
-# but WITHOUT ANY WARRANTY; without even the implied warranty of
-# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-# GNU Lesser General Public License for more details.
-#
-# You should have received a copy of the GNU Lesser General Public License
-# along with this program in LICENSE.txt. If not,
-# see .
+# MIT License
+
+# Copyright (c) 2023 Harry Baker
+
+# Permission is hereby granted, free of charge, to any person obtaining a copy
+# of this software and associated documentation files (the "Software"), to deal
+# in the Software without restriction, including without limitation the rights
+# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+# copies of the Software, and to permit persons to whom the Software is
+# furnished to do so, subject to the following conditions:
+
+# The above copyright notice and this permission notice shall be included in all
+# copies or substantial portions of the Software.
+
+# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+# SOFTWARE.
#
# @org: University of Southampton
# Created under a project funded by the Ordnance Survey Ltd.
diff --git a/tests/test_fcn.py b/tests/test_fcn.py
index bd76fc68e..77d5787be 100644
--- a/tests/test_fcn.py
+++ b/tests/test_fcn.py
@@ -1,19 +1,25 @@
# -*- coding: utf-8 -*-
-# Copyright (C) 2023 Harry Baker
-#
-# This program is free software: you can redistribute it and/or modify
-# it under the terms of the GNU Lesser General Public License as published by
-# the Free Software Foundation, either version 3 of the License, or
-# (at your option) any later version.
-#
-# This program is distributed in the hope that it will be useful,
-# but WITHOUT ANY WARRANTY; without even the implied warranty of
-# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-# GNU Lesser General Public License for more details.
-#
-# You should have received a copy of the GNU Lesser General Public License
-# along with this program in LICENSE.txt. If not,
-# see .
+# MIT License
+
+# Copyright (c) 2023 Harry Baker
+
+# Permission is hereby granted, free of charge, to any person obtaining a copy
+# of this software and associated documentation files (the "Software"), to deal
+# in the Software without restriction, including without limitation the rights
+# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+# copies of the Software, and to permit persons to whom the Software is
+# furnished to do so, subject to the following conditions:
+
+# The above copyright notice and this permission notice shall be included in all
+# copies or substantial portions of the Software.
+
+# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+# SOFTWARE.
#
# @org: University of Southampton
# Created under a project funded by the Ordnance Survey Ltd.
diff --git a/tests/test_logger.py b/tests/test_logger.py
index 06ed53bcc..75a2d452e 100644
--- a/tests/test_logger.py
+++ b/tests/test_logger.py
@@ -1,19 +1,25 @@
# -*- coding: utf-8 -*-
-# Copyright (C) 2023 Harry Baker
-#
-# This program is free software: you can redistribute it and/or modify
-# it under the terms of the GNU Lesser General Public License as published by
-# the Free Software Foundation, either version 3 of the License, or
-# (at your option) any later version.
-#
-# This program is distributed in the hope that it will be useful,
-# but WITHOUT ANY WARRANTY; without even the implied warranty of
-# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-# GNU Lesser General Public License for more details.
-#
-# You should have received a copy of the GNU Lesser General Public License
-# along with this program in LICENSE.txt. If not,
-# see .
+# MIT License
+
+# Copyright (c) 2023 Harry Baker
+
+# Permission is hereby granted, free of charge, to any person obtaining a copy
+# of this software and associated documentation files (the "Software"), to deal
+# in the Software without restriction, including without limitation the rights
+# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+# copies of the Software, and to permit persons to whom the Software is
+# furnished to do so, subject to the following conditions:
+
+# The above copyright notice and this permission notice shall be included in all
+# copies or substantial portions of the Software.
+
+# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+# SOFTWARE.
#
# @org: University of Southampton
# Created under a project funded by the Ordnance Survey Ltd.
@@ -39,7 +45,6 @@
import numpy as np
import torch
-import torch.nn.modules as nn
from urllib3.exceptions import MaxRetryError, NewConnectionError
# Needed to avoid connection error when importing lightly.
@@ -114,7 +119,9 @@ def test_STGLogger(
data: List[Dict[str, Union[Tensor, List[Any]]]] = []
for i in range(std_n_batches):
images = torch.rand(size=(std_batch_size, 4, *small_patch_size))
- masks = torch.randint(0, std_n_classes, (std_batch_size, *small_patch_size)) # type: ignore[attr-defined]
+ masks = torch.randint( # type: ignore[attr-defined]
+ 0, std_n_classes, (std_batch_size, *small_patch_size)
+ )
bboxes = [simple_bbox] * std_batch_size
batch: Dict[str, Union[Tensor, List[Any]]] = {
"image": images,
diff --git a/tests/test_metrics.py b/tests/test_metrics.py
index 08a9745fb..c682182bf 100644
--- a/tests/test_metrics.py
+++ b/tests/test_metrics.py
@@ -1,19 +1,25 @@
# -*- coding: utf-8 -*-
-# Copyright (C) 2023 Harry Baker
-#
-# This program is free software: you can redistribute it and/or modify
-# it under the terms of the GNU Lesser General Public License as published by
-# the Free Software Foundation, either version 3 of the License, or
-# (at your option) any later version.
-#
-# This program is distributed in the hope that it will be useful,
-# but WITHOUT ANY WARRANTY; without even the implied warranty of
-# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-# GNU Lesser General Public License for more details.
-#
-# You should have received a copy of the GNU Lesser General Public License
-# along with this program in LICENSE.txt. If not,
-# see .
+# MIT License
+
+# Copyright (c) 2023 Harry Baker
+
+# Permission is hereby granted, free of charge, to any person obtaining a copy
+# of this software and associated documentation files (the "Software"), to deal
+# in the Software without restriction, including without limitation the rights
+# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+# copies of the Software, and to permit persons to whom the Software is
+# furnished to do so, subject to the following conditions:
+
+# The above copyright notice and this permission notice shall be included in all
+# copies or substantial portions of the Software.
+
+# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+# SOFTWARE.
#
# @org: University of Southampton
# Created under a project funded by the Ordnance Survey Ltd.
diff --git a/tests/test_modelio.py b/tests/test_modelio.py
index d1ab8d2c4..c7e82019a 100644
--- a/tests/test_modelio.py
+++ b/tests/test_modelio.py
@@ -1,19 +1,25 @@
# -*- coding: utf-8 -*-
-# Copyright (C) 2023 Harry Baker
-#
-# This program is free software: you can redistribute it and/or modify
-# it under the terms of the GNU Lesser General Public License as published by
-# the Free Software Foundation, either version 3 of the License, or
-# (at your option) any later version.
-#
-# This program is distributed in the hope that it will be useful,
-# but WITHOUT ANY WARRANTY; without even the implied warranty of
-# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-# GNU Lesser General Public License for more details.
-#
-# You should have received a copy of the GNU Lesser General Public License
-# along with this program in LICENSE.txt. If not,
-# see .
+# MIT License
+
+# Copyright (c) 2023 Harry Baker
+
+# Permission is hereby granted, free of charge, to any person obtaining a copy
+# of this software and associated documentation files (the "Software"), to deal
+# in the Software without restriction, including without limitation the rights
+# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+# copies of the Software, and to permit persons to whom the Software is
+# furnished to do so, subject to the following conditions:
+
+# The above copyright notice and this permission notice shall be included in all
+# copies or substantial portions of the Software.
+
+# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+# SOFTWARE.
#
# @org: University of Southampton
# Created under a project funded by the Ordnance Survey Ltd.
@@ -85,7 +91,7 @@ def test_sup_tg(
std_n_classes,
*rgbi_input_size[1:],
)
- assert_array_equal(results[2].detach().cpu(), batch["mask"].detach().cpu())
+ assert_array_equal(results[2].detach().cpu(), batch["mask"].detach().cpu()) # type: ignore[union-attr]
assert results[3] == batch["bbox"]
@@ -171,7 +177,7 @@ def test_mask_autoencoder_io(
std_n_classes,
*rgbi_input_size[1:],
)
- assert_array_equal(results[2].detach().cpu(), batch["mask"].detach().cpu())
+ assert_array_equal(results[2].detach().cpu(), batch["mask"].detach().cpu()) # type: ignore[union-attr]
assert results[3] == batch["bbox"]
@@ -205,5 +211,5 @@ def test_image_autoencoder_io(
assert isinstance(results[0], Tensor)
assert isinstance(results[1], Tensor)
assert results[1].size() == (std_batch_size, *rgbi_input_size)
- assert_array_equal(results[2].detach().cpu(), batch["image"].detach().cpu())
+ assert_array_equal(results[2].detach().cpu(), batch["image"].detach().cpu()) # type: ignore[union-attr]
assert results[3] == batch["bbox"]
diff --git a/tests/test_models_core.py b/tests/test_models_core.py
index 5dc003cc5..d7600ba54 100644
--- a/tests/test_models_core.py
+++ b/tests/test_models_core.py
@@ -1,19 +1,25 @@
# -*- coding: utf-8 -*-
-# Copyright (C) 2023 Harry Baker
-#
-# This program is free software: you can redistribute it and/or modify
-# it under the terms of the GNU Lesser General Public License as published by
-# the Free Software Foundation, either version 3 of the License, or
-# (at your option) any later version.
-#
-# This program is distributed in the hope that it will be useful,
-# but WITHOUT ANY WARRANTY; without even the implied warranty of
-# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-# GNU Lesser General Public License for more details.
-#
-# You should have received a copy of the GNU Lesser General Public License
-# along with this program in LICENSE.txt. If not,
-# see .
+# MIT License
+
+# Copyright (c) 2023 Harry Baker
+
+# Permission is hereby granted, free of charge, to any person obtaining a copy
+# of this software and associated documentation files (the "Software"), to deal
+# in the Software without restriction, including without limitation the rights
+# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+# copies of the Software, and to permit persons to whom the Software is
+# furnished to do so, subject to the following conditions:
+
+# The above copyright notice and this permission notice shall be included in all
+# copies or substantial portions of the Software.
+
+# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+# SOFTWARE.
#
# @org: University of Southampton
# Created under a project funded by the Ordnance Survey Ltd.
diff --git a/tests/test_models_depreciated.py b/tests/test_models_depreciated.py
index fc559305c..cc5b76950 100644
--- a/tests/test_models_depreciated.py
+++ b/tests/test_models_depreciated.py
@@ -1,19 +1,25 @@
# -*- coding: utf-8 -*-
-# Copyright (C) 2023 Harry Baker
-#
-# This program is free software: you can redistribute it and/or modify
-# it under the terms of the GNU Lesser General Public License as published by
-# the Free Software Foundation, either version 3 of the License, or
-# (at your option) any later version.
-#
-# This program is distributed in the hope that it will be useful,
-# but WITHOUT ANY WARRANTY; without even the implied warranty of
-# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-# GNU Lesser General Public License for more details.
-#
-# You should have received a copy of the GNU Lesser General Public License
-# along with this program in LICENSE.txt. If not,
-# see .
+# MIT License
+
+# Copyright (c) 2023 Harry Baker
+
+# Permission is hereby granted, free of charge, to any person obtaining a copy
+# of this software and associated documentation files (the "Software"), to deal
+# in the Software without restriction, including without limitation the rights
+# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+# copies of the Software, and to permit persons to whom the Software is
+# furnished to do so, subject to the following conditions:
+
+# The above copyright notice and this permission notice shall be included in all
+# copies or substantial portions of the Software.
+
+# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+# SOFTWARE.
#
# @org: University of Southampton
# Created under a project funded by the Ordnance Survey Ltd.
diff --git a/tests/test_optimisers.py b/tests/test_optimisers.py
index 1da966446..a125e2960 100644
--- a/tests/test_optimisers.py
+++ b/tests/test_optimisers.py
@@ -1,19 +1,25 @@
# -*- coding: utf-8 -*-
-# Copyright (C) 2023 Harry Baker
-#
-# This program is free software: you can redistribute it and/or modify
-# it under the terms of the GNU Lesser General Public License as published by
-# the Free Software Foundation, either version 3 of the License, or
-# (at your option) any later version.
-#
-# This program is distributed in the hope that it will be useful,
-# but WITHOUT ANY WARRANTY; without even the implied warranty of
-# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-# GNU Lesser General Public License for more details.
-#
-# You should have received a copy of the GNU Lesser General Public License
-# along with this program in LICENSE.txt. If not,
-# see .
+# MIT License
+
+# Copyright (c) 2023 Harry Baker
+
+# Permission is hereby granted, free of charge, to any person obtaining a copy
+# of this software and associated documentation files (the "Software"), to deal
+# in the Software without restriction, including without limitation the rights
+# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+# copies of the Software, and to permit persons to whom the Software is
+# furnished to do so, subject to the following conditions:
+
+# The above copyright notice and this permission notice shall be included in all
+# copies or substantial portions of the Software.
+
+# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+# SOFTWARE.
#
# @org: University of Southampton
# Created under a project funded by the Ordnance Survey Ltd.
diff --git a/tests/test_pytorchtools.py b/tests/test_pytorchtools.py
index 711d7df90..493b94416 100644
--- a/tests/test_pytorchtools.py
+++ b/tests/test_pytorchtools.py
@@ -1,19 +1,25 @@
# -*- coding: utf-8 -*-
-# Copyright (C) 2023 Harry Baker
-#
-# This program is free software: you can redistribute it and/or modify
-# it under the terms of the GNU Lesser General Public License as published by
-# the Free Software Foundation, either version 3 of the License, or
-# (at your option) any later version.
-#
-# This program is distributed in the hope that it will be useful,
-# but WITHOUT ANY WARRANTY; without even the implied warranty of
-# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-# GNU Lesser General Public License for more details.
-#
-# You should have received a copy of the GNU Lesser General Public License
-# along with this program in LICENSE.txt. If not,
-# see .
+# MIT License
+
+# Copyright (c) 2023 Harry Baker
+
+# Permission is hereby granted, free of charge, to any person obtaining a copy
+# of this software and associated documentation files (the "Software"), to deal
+# in the Software without restriction, including without limitation the rights
+# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+# copies of the Software, and to permit persons to whom the Software is
+# furnished to do so, subject to the following conditions:
+
+# The above copyright notice and this permission notice shall be included in all
+# copies or substantial portions of the Software.
+
+# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+# SOFTWARE.
#
# @org: University of Southampton
# Created under a project funded by the Ordnance Survey Ltd.
diff --git a/tests/test_resnets.py b/tests/test_resnets.py
index d1c3e02e1..ff9325068 100644
--- a/tests/test_resnets.py
+++ b/tests/test_resnets.py
@@ -1,19 +1,25 @@
# -*- coding: utf-8 -*-
-# Copyright (C) 2023 Harry Baker
-#
-# This program is free software: you can redistribute it and/or modify
-# it under the terms of the GNU Lesser General Public License as published by
-# the Free Software Foundation, either version 3 of the License, or
-# (at your option) any later version.
-#
-# This program is distributed in the hope that it will be useful,
-# but WITHOUT ANY WARRANTY; without even the implied warranty of
-# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-# GNU Lesser General Public License for more details.
-#
-# You should have received a copy of the GNU Lesser General Public License
-# along with this program in LICENSE.txt. If not,
-# see .
+# MIT License
+
+# Copyright (c) 2023 Harry Baker
+
+# Permission is hereby granted, free of charge, to any person obtaining a copy
+# of this software and associated documentation files (the "Software"), to deal
+# in the Software without restriction, including without limitation the rights
+# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+# copies of the Software, and to permit persons to whom the Software is
+# furnished to do so, subject to the following conditions:
+
+# The above copyright notice and this permission notice shall be included in all
+# copies or substantial portions of the Software.
+
+# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+# SOFTWARE.
#
# @org: University of Southampton
# Created under a project funded by the Ordnance Survey Ltd.
diff --git a/tests/test_runner.py b/tests/test_runner.py
index 185bc4c5a..8a57fa443 100644
--- a/tests/test_runner.py
+++ b/tests/test_runner.py
@@ -1,19 +1,25 @@
# -*- coding: utf-8 -*-
-# Copyright (C) 2023 Harry Baker
-#
-# This program is free software: you can redistribute it and/or modify
-# it under the terms of the GNU Lesser General Public License as published by
-# the Free Software Foundation, either version 3 of the License, or
-# (at your option) any later version.
-#
-# This program is distributed in the hope that it will be useful,
-# but WITHOUT ANY WARRANTY; without even the implied warranty of
-# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-# GNU Lesser General Public License for more details.
-#
-# You should have received a copy of the GNU Lesser General Public License
-# along with this program in LICENSE.txt. If not,
-# see .
+# MIT License
+
+# Copyright (c) 2023 Harry Baker
+
+# Permission is hereby granted, free of charge, to any person obtaining a copy
+# of this software and associated documentation files (the "Software"), to deal
+# in the Software without restriction, including without limitation the rights
+# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+# copies of the Software, and to permit persons to whom the Software is
+# furnished to do so, subject to the following conditions:
+
+# The above copyright notice and this permission notice shall be included in all
+# copies or substantial portions of the Software.
+
+# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+# SOFTWARE.
#
# @org: University of Southampton
# Created under a project funded by the Ordnance Survey Ltd.
diff --git a/tests/test_samplers.py b/tests/test_samplers.py
index 3eb03fbae..e73bab6cb 100644
--- a/tests/test_samplers.py
+++ b/tests/test_samplers.py
@@ -1,19 +1,25 @@
# -*- coding: utf-8 -*-
-# Copyright (C) 2023 Harry Baker
-#
-# This program is free software: you can redistribute it and/or modify
-# it under the terms of the GNU Lesser General Public License as published by
-# the Free Software Foundation, either version 3 of the License, or
-# (at your option) any later version.
-#
-# This program is distributed in the hope that it will be useful,
-# but WITHOUT ANY WARRANTY; without even the implied warranty of
-# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-# GNU Lesser General Public License for more details.
-#
-# You should have received a copy of the GNU Lesser General Public License
-# along with this program in LICENSE.txt. If not,
-# see .
+# MIT License
+
+# Copyright (c) 2023 Harry Baker
+
+# Permission is hereby granted, free of charge, to any person obtaining a copy
+# of this software and associated documentation files (the "Software"), to deal
+# in the Software without restriction, including without limitation the rights
+# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+# copies of the Software, and to permit persons to whom the Software is
+# furnished to do so, subject to the following conditions:
+
+# The above copyright notice and this permission notice shall be included in all
+# copies or substantial portions of the Software.
+
+# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+# SOFTWARE.
#
# @org: University of Southampton
# Created under a project funded by the Ordnance Survey Ltd.
diff --git a/tests/test_siamese.py b/tests/test_siamese.py
index 8bfce9254..e6969f654 100644
--- a/tests/test_siamese.py
+++ b/tests/test_siamese.py
@@ -1,19 +1,25 @@
# -*- coding: utf-8 -*-
-# Copyright (C) 2023 Harry Baker
-#
-# This program is free software: you can redistribute it and/or modify
-# it under the terms of the GNU Lesser General Public License as published by
-# the Free Software Foundation, either version 3 of the License, or
-# (at your option) any later version.
-#
-# This program is distributed in the hope that it will be useful,
-# but WITHOUT ANY WARRANTY; without even the implied warranty of
-# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-# GNU Lesser General Public License for more details.
-#
-# You should have received a copy of the GNU Lesser General Public License
-# along with this program in LICENSE.txt. If not,
-# see .
+# MIT License
+
+# Copyright (c) 2023 Harry Baker
+
+# Permission is hereby granted, free of charge, to any person obtaining a copy
+# of this software and associated documentation files (the "Software"), to deal
+# in the Software without restriction, including without limitation the rights
+# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+# copies of the Software, and to permit persons to whom the Software is
+# furnished to do so, subject to the following conditions:
+
+# The above copyright notice and this permission notice shall be included in all
+# copies or substantial portions of the Software.
+
+# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+# SOFTWARE.
#
# @org: University of Southampton
# Created under a project funded by the Ordnance Survey Ltd.
diff --git a/tests/test_trainer.py b/tests/test_trainer.py
index 1b28012c7..1b03b6992 100644
--- a/tests/test_trainer.py
+++ b/tests/test_trainer.py
@@ -1,19 +1,25 @@
# -*- coding: utf-8 -*-
-# Copyright (C) 2023 Harry Baker
-#
-# This program is free software: you can redistribute it and/or modify
-# it under the terms of the GNU Lesser General Public License as published by
-# the Free Software Foundation, either version 3 of the License, or
-# (at your option) any later version.
-#
-# This program is distributed in the hope that it will be useful,
-# but WITHOUT ANY WARRANTY; without even the implied warranty of
-# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-# GNU Lesser General Public License for more details.
-#
-# You should have received a copy of the GNU Lesser General Public License
-# along with this program in LICENSE.txt. If not,
-# see .
+# MIT License
+
+# Copyright (c) 2023 Harry Baker
+
+# Permission is hereby granted, free of charge, to any person obtaining a copy
+# of this software and associated documentation files (the "Software"), to deal
+# in the Software without restriction, including without limitation the rights
+# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+# copies of the Software, and to permit persons to whom the Software is
+# furnished to do so, subject to the following conditions:
+
+# The above copyright notice and this permission notice shall be included in all
+# copies or substantial portions of the Software.
+
+# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+# SOFTWARE.
#
# @org: University of Southampton
# Created under a project funded by the Ordnance Survey Ltd.
diff --git a/tests/test_transforms.py b/tests/test_transforms.py
index 2c46644e2..cd5b5a042 100644
--- a/tests/test_transforms.py
+++ b/tests/test_transforms.py
@@ -1,19 +1,25 @@
# -*- coding: utf-8 -*-
-# Copyright (C) 2023 Harry Baker
-#
-# This program is free software: you can redistribute it and/or modify
-# it under the terms of the GNU Lesser General Public License as published by
-# the Free Software Foundation, either version 3 of the License, or
-# (at your option) any later version.
-#
-# This program is distributed in the hope that it will be useful,
-# but WITHOUT ANY WARRANTY; without even the implied warranty of
-# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-# GNU Lesser General Public License for more details.
-#
-# You should have received a copy of the GNU Lesser General Public License
-# along with this program in LICENSE.txt. If not,
-# see .
+# MIT License
+
+# Copyright (c) 2023 Harry Baker
+
+# Permission is hereby granted, free of charge, to any person obtaining a copy
+# of this software and associated documentation files (the "Software"), to deal
+# in the Software without restriction, including without limitation the rights
+# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+# copies of the Software, and to permit persons to whom the Software is
+# furnished to do so, subject to the following conditions:
+
+# The above copyright notice and this permission notice shall be included in all
+# copies or substantial portions of the Software.
+
+# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+# SOFTWARE.
#
# @org: University of Southampton
# Created under a project funded by the Ordnance Survey Ltd.
diff --git a/tests/test_unet.py b/tests/test_unet.py
index afe9d7212..66479050d 100644
--- a/tests/test_unet.py
+++ b/tests/test_unet.py
@@ -1,19 +1,25 @@
# -*- coding: utf-8 -*-
-# Copyright (C) 2023 Harry Baker
-#
-# This program is free software: you can redistribute it and/or modify
-# it under the terms of the GNU Lesser General Public License as published by
-# the Free Software Foundation, either version 3 of the License, or
-# (at your option) any later version.
-#
-# This program is distributed in the hope that it will be useful,
-# but WITHOUT ANY WARRANTY; without even the implied warranty of
-# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-# GNU Lesser General Public License for more details.
-#
-# You should have received a copy of the GNU Lesser General Public License
-# along with this program in LICENSE.txt. If not,
-# see .
+# MIT License
+
+# Copyright (c) 2023 Harry Baker
+
+# Permission is hereby granted, free of charge, to any person obtaining a copy
+# of this software and associated documentation files (the "Software"), to deal
+# in the Software without restriction, including without limitation the rights
+# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+# copies of the Software, and to permit persons to whom the Software is
+# furnished to do so, subject to the following conditions:
+
+# The above copyright notice and this permission notice shall be included in all
+# copies or substantial portions of the Software.
+
+# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+# SOFTWARE.
#
# @org: University of Southampton
# Created under a project funded by the Ordnance Survey Ltd.
diff --git a/tests/test_utils.py b/tests/test_utils.py
index 9e450ee1b..ebf9756df 100644
--- a/tests/test_utils.py
+++ b/tests/test_utils.py
@@ -1,19 +1,25 @@
# -*- coding: utf-8 -*-
-# Copyright (C) 2023 Harry Baker
-#
-# This program is free software: you can redistribute it and/or modify
-# it under the terms of the GNU Lesser General Public License as published by
-# the Free Software Foundation, either version 3 of the License, or
-# (at your option) any later version.
-#
-# This program is distributed in the hope that it will be useful,
-# but WITHOUT ANY WARRANTY; without even the implied warranty of
-# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-# GNU Lesser General Public License for more details.
-#
-# You should have received a copy of the GNU Lesser General Public License
-# along with this program in LICENSE.txt. If not,
-# see .
+# MIT License
+
+# Copyright (c) 2023 Harry Baker
+
+# Permission is hereby granted, free of charge, to any person obtaining a copy
+# of this software and associated documentation files (the "Software"), to deal
+# in the Software without restriction, including without limitation the rights
+# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+# copies of the Software, and to permit persons to whom the Software is
+# furnished to do so, subject to the following conditions:
+
+# The above copyright notice and this permission notice shall be included in all
+# copies or substantial portions of the Software.
+
+# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+# SOFTWARE.
#
# @org: University of Southampton
# Created under a project funded by the Ordnance Survey Ltd.
diff --git a/tests/test_visutils.py b/tests/test_visutils.py
index ef64608c7..0988a54cd 100644
--- a/tests/test_visutils.py
+++ b/tests/test_visutils.py
@@ -1,19 +1,25 @@
# -*- coding: utf-8 -*-
-# Copyright (C) 2023 Harry Baker
-#
-# This program is free software: you can redistribute it and/or modify
-# it under the terms of the GNU Lesser General Public License as published by
-# the Free Software Foundation, either version 3 of the License, or
-# (at your option) any later version.
-#
-# This program is distributed in the hope that it will be useful,
-# but WITHOUT ANY WARRANTY; without even the implied warranty of
-# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-# GNU Lesser General Public License for more details.
-#
-# You should have received a copy of the GNU Lesser General Public License
-# along with this program in LICENSE.txt. If not,
-# see .
+# MIT License
+
+# Copyright (c) 2023 Harry Baker
+
+# Permission is hereby granted, free of charge, to any person obtaining a copy
+# of this software and associated documentation files (the "Software"), to deal
+# in the Software without restriction, including without limitation the rights
+# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+# copies of the Software, and to permit persons to whom the Software is
+# furnished to do so, subject to the following conditions:
+
+# The above copyright notice and this permission notice shall be included in all
+# copies or substantial portions of the Software.
+
+# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+# SOFTWARE.
#
# @org: University of Southampton
# Created under a project funded by the Ordnance Survey Ltd.