Minerva

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Support Python 3.12

2

**Is your feature request related to a problem? Please describe.** Python 3.12 has been out of beta for several months yet `minerva` still doesn't support it. **Describe the solution you'd...

Pale-Blue-Dot-97

Bump lightly from 1.4.25 to 1.4.26 in /requirements

1

Bumps [lightly](https://github.com/lightly-ai/lightly) from 1.4.25 to 1.4.26. Release notes Sourced from lightly's releases. AIM Model and EMP-SSL Loss Changes Add EMP-SSL Loss (thanks @​johnsutor). Add AIM Model from Scalable Pre-training of...

dependabot[bot]

Bump pytest from 7.4.4 to 8.0.0 in /requirements

1

Bumps [pytest](https://github.com/pytest-dev/pytest) from 7.4.4 to 8.0.0. Release notes Sourced from pytest's releases. pytest 8.0.0 (2024-01-27) See 8.0.0rc1 and 8.0.0rc2 for the full changes since pytest 7.4! Bug Fixes #11842: Properly...

dependabot[bot]

Closes #439 by switching from using `segmentation_models_pytorch` to an actively maintained fork called `torchseg`

Pale-Blue-Dot-97

It appears that [`segmentation_models_pytorch`](https://github.com/qubvel/segmentation_models.pytorch) is [no longer maintained](https://github.com/qubvel/segmentation_models.pytorch/issues/849). `minerva` uses it for providing a library of segmentation models for testing and experiments. However, it is pinned to a now quite...

Pale-Blue-Dot-97

**Is your feature request related to a problem? Please describe.** Not all datasets in `torchgeo` are [`GeoDatasets`](https://github.com/microsoft/torchgeo/blob/643bc7a4573344753a372303d2f8120d37b837e5/torchgeo/datasets/geo.py#L44) -- some are [`NonGeoDatasets`](https://github.com/microsoft/torchgeo/blob/643bc7a4573344753a372303d2f8120d37b837e5/torchgeo/datasets/geo.py#L748) that do not use geospatial information. I am having...

Pale-Blue-Dot-97

**Is your feature request related to a problem? Please describe.** A remote sensing focussed pre-trained model needs remote-sensing focused augmentations for the input imagery. A transform that mimics real-world noise...

Pale-Blue-Dot-97

Bug in caching dataset with existing file error in distributed computing

1

**Describe the bug** A clear and concise description of what the bug is. **To Reproduce** Steps to reproduce the behavior: 1. Use a distributed computing setup 2. Ensure `cache==True` for...

Pale-Blue-Dot-97

**Is your feature request related to a problem? Please describe.** There is no built-in support for hyperparameter optimisation within `minerva`. [`wandb.sweep`](https://docs.wandb.ai/ref/python/sweep) could provide that. **Describe the solution you'd like** Implement...

Pale-Blue-Dot-97

Expand `Torchgeo_FCN_Full.ipynb` use more Chesapeake datasets

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## Issue The `Torchgeo_FCN_Full.ipynb` is supposed to be a demonstration of using a wide range of Chesapeake dataset but does not currently do so. ## Solution Expand `Torchgeo_FCN_Full.ipynb` to use...

Pale-Blue-Dot-97