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update checkpoints url #24

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brandstetter-johannes merged 1 commit into from
Jun 15, 2023
Merged

update checkpoints url #24

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6 changes: 3 additions & 3 deletions docs/usage.md
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Original file line number Diff line number Diff line change
Expand Up @@ -25,7 +25,7 @@ python src/climax/pretrain/train.py --config configs/pretrain_climax.yaml \
Make sure to update the paths of the data directories in the config files (or override them via the CLI).

### Pretrained checkpoints
We provide two pretrained checkpoints, one was pretrained on [5.625deg](https://climaxrelease.blob.core.windows.net/checkpoints/ClimaX-5.625deg.ckpt) data, and the other was pretrained on [1.40625deg](https://climaxrelease.blob.core.windows.net/checkpoints/ClimaX-1.40625deg.ckpt) data. Both checkpoints were pretrained using all 5 CMIP6 datasets.
We provide two pretrained checkpoints, one was pretrained on [5.625deg](https://huggingface.co/tungnd/climax/resolve/main/5.625deg.ckpt) data, and the other was pretrained on [1.40625deg](https://huggingface.co/tungnd/climax/resolve/main/1.40625deg.ckpt) data. Both checkpoints were pretrained using all 5 CMIP6 datasets.

**Usage:** We can load the checkpoint by passing the checkpoint url to the training script. See below for examples.

Expand Down Expand Up @@ -85,7 +85,7 @@ python src/climax/global_forecast/train.py --config configs/global_forecast_clim
--data.root_dir=/mnt/data/5.625deg_npz \
--data.predict_range=72 --data.out_variables=['z_500','t_850','t2m'] \
--data.batch_size=16 \
--model.pretrained_path='https://climaxrelease.blob.core.windows.net/checkpoints/ClimaX-5.625deg.ckpt' \
--model.pretrained_path='https://huggingface.co/tungnd/climax/resolve/main/5.625deg.ckpt' \
--model.lr=5e-7 --model.beta_1="0.9" --model.beta_2="0.99" \
--model.weight_decay=1e-5
```
Expand All @@ -112,7 +112,7 @@ python src/climax/regional_forecast/train.py --config configs/regional_forecast_
--data.region="NorthAmerica"
--data.predict_range=72 --data.out_variables=['z_500','t_850','t2m'] \
--data.batch_size=16 \
--model.pretrained_path='https://climaxrelease.blob.core.windows.net/checkpoints/ClimaX-5.625deg.ckpt' \
--model.pretrained_path='https://huggingface.co/tungnd/climax/resolve/main/1.40625deg.ckpt' \
--model.lr=5e-7 --model.beta_1="0.9" --model.beta_2="0.99" \
--model.weight_decay=1e-5
```
Expand Down