File size: 1,420 Bytes
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data:
root: data
format_version: clay_synthetic_v1_5_engineering_v1
train_samples: 4
test_samples: 2
image_size: 64
sensors:
sentinel-2-l2a:
channels: 10
gsd: 10.0
wavelengths_nm: [493, 560, 665, 704, 740, 783, 842, 865, 1610, 2190]
rgb_indices: [2, 1, 0]
landsat-c2l2-sr:
channels: 6
gsd: 30.0
wavelengths_nm: [650, 560, 480, 860, 1600, 2200]
rgb_indices: [0, 1, 2]
sentinel-1-rtc:
channels: 2
gsd: 10.0
wavelengths_nm: [3500, 4000]
rgb_indices: [0, 1, 0]
model:
patch_size: 8
mask_ratio: 0.75
encoder_dim: 96
encoder_depth: 2
encoder_heads: 4
decoder_dim: 64
decoder_depth: 1
decoder_heads: 4
wave_dim: 32
wave_latents: 16
teacher_dim: 128
norm_pix_loss: false
paper_model:
patch_size: 8
mask_ratio: 0.75
encoder_dim: 1024
encoder_depth: 24
encoder_heads: 16
decoder_dim: 512
decoder_depth: 4
decoder_heads: 4
parameter_count: 632M_including_DINOv2_teacher
encoder_parameter_count: 311M
teacher: DINOv2_304M
train:
epochs: 1
batch_size: 2
learning_rate: 0.0005
weight_decay: 0.000001
reconstruction_weight: 0.95
representation_weight: 0.05
num_workers: 0
runtime:
device: auto
paths:
checkpoint: result/checkpoints/clayfoundation.pt
training_metrics: result/training/metrics.json
inference_dir: result/output
evaluation_dir: result/evaluation
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