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Krystyna Milian 2023-07-05 10:21:22 +02:00
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@ -6,13 +6,16 @@ This repo contains notebooks and scripts demonstrating how to:
The original data can be downloaded from the [drive](https://drive.google.com/drive/folders/1InVI9DLaD7gdzraM2jMzeIrtiBSu-UIK?usp=drive_link) The original data can be downloaded from the [drive](https://drive.google.com/drive/folders/1InVI9DLaD7gdzraM2jMzeIrtiBSu-UIK?usp=drive_link)
- Explore available data, check the [notebook](notebooks/Explore%20igf%20data.ipynb) - Explore available data, check the [notebook](notebooks/Explore%20igf%20data.ipynb)
- Train cnn model (Seisbench PhaseNet)to detect P phase, check the [script](scripts/train.py) - Train cnn model (Seisbench PhaseNet) to detect P phase, check the [script](scripts/train.py)
- Search for the best training hyperparams, check the [script](scripts/training_wandb_sweep.py) - Use Weights & Biases to search for the best training hyperparams, check the [script](scripts/training_wandb_sweep.py)
- Validate model performance, check the [notebook](notebooks/Check%20model%20performance%20depending%20on%20station-random%20window.ipynb) - Validate model performance, check the [notebook](notebooks/Check%20model%20performance%20depending%20on%20station-random%20window.ipynb)
- Use model for detecting P phase, check the [notebook](notebooks/Present%20model%20predictions.ipynb) - Use model for detecting P phase, check the [notebook](notebooks/Present%20model%20predictions.ipynb)
### Usage ### Usage
To install all dependencies run: 1. Install all dependencies with poetry, run:
`poetry install` `poetry install`
2. Prepare .env file with content:
`WANDB_API_KEY="your key"`