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Merge pull request #2 from mwalmsley/dev
Add v0.02 changes. Saving new shards and training from scratch both run without errors. Full checks are in progress but slow. I am slightly concerned that refactoring or new tf version has made the old weights checkpoints not work - I am creating new ones as part of the checks above.
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{ | ||
"python.pythonPath": "/home/walml/anaconda3/envs/zoobot/bin/python" | ||
"python.pythonPath": "/home/walml/anaconda3/envs/zoobot/bin/python", | ||
"restructuredtext.confPath": "${workspaceFolder}/docs" | ||
} |
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[![Documentation Status](https://readthedocs.org/projects/zoobot/badge/?version=latest)](https://zoobot.readthedocs.io/en/latest/?badge=latest) | ||
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Zoobot classifies galaxy morphology with deep learning. This code will let you: | ||
Zoobot classifies galaxy morphology with deep learning. This code will let you: | ||
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- **Reproduce** and improve the Galaxy Zoo DECaLS automated classifications | ||
- **Finetune** the classifier for new tasks | ||
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@@ -30,20 +30,27 @@ training_config.train_estimator( | |
) | ||
``` | ||
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Install with `pip install zoobot`. Zoobot requires Tensorflow >= 2.3. | ||
Install using git and pip: | ||
git clone [email protected]:mwalmsley/zoobot.git | ||
pip install -r zoobot/requirements.txt (virtual env or conda highly recommended) | ||
pip install -e zoobot | ||
The `main` branch is for stable-ish releases. The `dev` branch includes the shiniest features but may change at any time. | ||
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To get started, see the [documentation](https://zoobot.readthedocs.io/). | ||
To get started, see the [documentation](https://zoobot.readthedocs.io/). | ||
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I also include some working examples for you to copy and adapt: | ||
I also include some working examples for you to copy and adapt: | ||
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- [train_model.py](https://github.com/mwalmsley/zoobot/blob/main/train_model.py) | ||
- [make_predictions.py](https://github.com/mwalmsley/zoobot/blob/main/make_predictions.py) | ||
- [finetune_minimal.py](https://github.com/mwalmsley/zoobot/blob/main/finetune_minimal.py) | ||
- [finetune_advanced.py](https://github.com/mwalmsley/zoobot/blob/main/finetune_advanced.py) | ||
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Latest cool features on dev branch (June 2021): | ||
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Contributions are welcome and will be credited in any future work. | ||
- Multi-GPU distributed training | ||
- Support for Weights and Biases (wandb) | ||
- Worked examples for custom representations | ||
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Contributions are welcome and will be credited in any future work. | ||
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If you use this repo for your research, please cite [the paper](https://arxiv.org/abs/2102.08414). | ||
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