Samudra / conf /config.yaml
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project:
name: Samudra
default_model_name: samudra
seed: 1
fake_data:
time: 12
height: 32
width: 64
data:
source_dir: ./data
output_dir: ./data
format: npz
grid:
height: 180
width: 360
depths_m: [2.5, 10.0, 22.5, 40.0, 65.0, 105.0, 165.0, 250.0, 375.0, 550.0, 775.0, 1050.0, 1400.0, 1850.0, 2400.0, 3100.0, 4000.0, 5000.0, 6000.0]
time_step_days: 5
input_state_steps: 2
output_state_steps: 2
recurrent_passes: 4
model:
variant: thermo_dynamic
input_channels: 158
output_channels: 154
state_channels: 77
widths: [200, 250, 300, 400]
dilations: [1, 2, 4, 8]
bottleneck_width: 400
bottleneck_dilation: 8
checkpoint: null
load_official_weights: false
training:
batch_size: 2
epochs: 10
learning_rate: 0.0006
weight_decay: 0.0
num_workers: 0
scheduler: cosine
save_frequency: 5
resume_checkpoint: null
output_dir: ./data/checkpoints
inference:
checkpoint: null
rollout_steps: 6
output_dir: ./result/output
visualization:
output_dir: ./result