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97 changes: 97 additions & 0 deletions configs/encoder/galileo_base.yaml
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_target_: pangaea.encoders.galileo_encoder.galileo_base
models_folder: ./pretrained_models/galileo/models/
encoder_weights: ./pretrained_models/galileo/models/base/encoder.pt
download_url: https://huggingface.co/nasaharvest/galileo/resolve/main/models/

# For sizes other than 'base': see config in pretrained_modesl/galileo/[size]/config.json
input_size: 80
size: 'base'

# These parameters are hard-coded for each model size in pangaea.encoders.galileo.gelileo_{base/nano/tiny}
embed_dim: 768 # same as "embedding_size" from original implementation of Galileo Encoder
# depth: 12
# num_heads: 12
# mlp_ratio: 4
# max_sequence_length: 24
freeze_projections: ${finetune}
# drop_path: 0.1
# max_patch_size: 8
do_pool: false

data_bands: ${dataset.bands}
data_gsd: 10. # ${dataset.gsd}

input_bands:
optical:
- B1
- B2
- B3
- B4
- B5
- B6
- B7
- B8
- B8A
- B9
- B10
- B11
- B12
sar:
- VV
- VH
# Other modalities: not implemented yet
# era5:
# - temperature_2m
# - total_precipitation_sum
# tc:
# - def
# - soil
# - aet
# viirs:
# - avg_rad
# srtm:
# - elevation
# - slope
# dw:
# - DW_water
# - DW_trees
# - DW_grass
# - DW_flooded_vegetation
# - DW_crops
# - DW_shrub_and_scrub
# - DW_built
# "DW_bare",
# - DW_snow_and_ice
# wc:
# - WC_temporarycrops
# - WC_maize
# - WC_wintercereals
# - WC_springcereals
# - WC_irrigation

token_exit_cfg:
S1: 12
S2_RGB: 12
S2_Red_Edge: 12
S2_NIR_10m: 12
S2_NIR_20m: 12
S2_SWIR: 12
NDVI: 6
ERA5: 6
TC: 6
VIIRS: 12
SRTM: 6
DW: 0
WC: 0
LS: 0
location: 12
DW_static: 0
WC_static: 0

output_layers:
- 3
- 5
- 7
- 11

output_dim: 768
24 changes: 24 additions & 0 deletions configs/preprocessing/seg_default_moddrop.yaml
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train:
_target_: pangaea.engine.data_preprocessor.Preprocessor
preprocessor_cfg:
- _target_: pangaea.engine.data_preprocessor.RandomCropToEncoder
- _target_: pangaea.engine.data_preprocessor.ModalityDrop
- _target_: pangaea.engine.data_preprocessor.BandFilter
- _target_: pangaea.engine.data_preprocessor.NormalizeMeanStd
- _target_: pangaea.engine.data_preprocessor.BandPadding

val:
_target_: pangaea.engine.data_preprocessor.Preprocessor
preprocessor_cfg:
- _target_: pangaea.engine.data_preprocessor.ModalityDrop
- _target_: pangaea.engine.data_preprocessor.BandFilter
- _target_: pangaea.engine.data_preprocessor.NormalizeMeanStd
- _target_: pangaea.engine.data_preprocessor.BandPadding

test:
_target_: pangaea.engine.data_preprocessor.Preprocessor
preprocessor_cfg:
- _target_: pangaea.engine.data_preprocessor.ModalityDrop
- _target_: pangaea.engine.data_preprocessor.BandFilter
- _target_: pangaea.engine.data_preprocessor.NormalizeMeanStd
- _target_: pangaea.engine.data_preprocessor.BandPadding
25 changes: 25 additions & 0 deletions configs/preprocessing/seg_focus_crop_moddrop.yaml
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train:
_target_: pangaea.engine.data_preprocessor.Preprocessor
preprocessor_cfg:
- _target_: pangaea.engine.data_preprocessor.FocusRandomCropToEncoder
- _target_: pangaea.engine.data_preprocessor.ModalityDrop
- _target_: pangaea.engine.data_preprocessor.BandFilter
- _target_: pangaea.engine.data_preprocessor.NormalizeMeanStd
- _target_: pangaea.engine.data_preprocessor.BandPadding

val:
_target_: pangaea.engine.data_preprocessor.Preprocessor
preprocessor_cfg:
- _target_: pangaea.engine.data_preprocessor.ModalityDrop
- _target_: pangaea.engine.data_preprocessor.BandFilter
- _target_: pangaea.engine.data_preprocessor.NormalizeMeanStd
- _target_: pangaea.engine.data_preprocessor.BandPadding

test:
_target_: pangaea.engine.data_preprocessor.Preprocessor
preprocessor_cfg:
- _target_: pangaea.engine.data_preprocessor.ModalityDrop
- _target_: pangaea.engine.data_preprocessor.BandFilter
- _target_: pangaea.engine.data_preprocessor.NormalizeMeanStd
- _target_: pangaea.engine.data_preprocessor.BandPadding

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