victor-nasc commited on
Commit
79ed6d5
·
1 Parent(s): 69bd0c0

add small model

Browse files
ECCC/configs/config_UNET_small.yaml ADDED
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+ data:
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+ type: eccc
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+ data_training_index: ./granite-geospatial-wxc-downscaling/ECCC/indices/index_example.json
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+ data_val_index: ./granite-geospatial-wxc-downscaling/ECCC/indices/index_example.json
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+ data_test_index: ./granite-geospatial-wxc-downscaling/ECCC/indices/index_example.json
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+ static_data_index: ./granite-geospatial-wxc-downscaling/ECCC/indices/staticDataIndex.json
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+ input_surface_vars: [TT, UUWE, VVSN]
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+ input_static_surface_vars: [ME, MG, Z0]
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+ vertical_pres_vars: [GZ_pressure_levels, HU_pressure_levels, TT_pressure_levels,
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+ UUWE_pressure_levels, VVSN_pressure_levels, WW_pressure_levels]
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+ vertical_level1_vars: [GZ_model_levels, HU_model_levels, TT_model_levels, WW_model_levels]
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+ vertical_level2_vars: [UUWE_model_levels, VVSN_model_levels]
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+ other: [NT, P0, PC, PR, TM, H]
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+ input_level_pres: [500.0, 700.0, 850.0, 925.0, 1000.0]
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+ input_level1: [0.989269, 0.99501, 0.99875]
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+ input_level2: [0.986026, 0.992524, 0.997502]
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+ output_vars: [UUWE, VVSN]
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+ n_input_timestamps: 1
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+ input_size_lat: 32
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+ input_size_lon: 32
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+ apply_smoothen: false
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+ downsample_factor: 8
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+ n_random_windows: 16
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+ crop_factor: 256
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+ model:
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+ input_mu: ./granite-geospatial-wxc-downscaling/ECCC/scalers/input_mu.pt
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+ input_sigma: ./granite-geospatial-wxc-downscaling/ECCC/scalers/input_sigma.pt
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+ input_static_mu: ./granite-geospatial-wxc-downscaling/ECCC/scalers/input_static_mu.pt
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+ input_static_sigma: ./granite-geospatial-wxc-downscaling/ECCC/scalers/input_static_sigma.pt
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+ target_mu: ./granite-geospatial-wxc-downscaling/ECCC/scalers/target_mu.pt
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+ target_sigma: ./granite-geospatial-wxc-downscaling/ECCC/scalers/target_sigma.pt
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+ target_static_mu: ./granite-geospatial-wxc-downscaling/ECCC/scalers/target_static_mu.pt
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+ target_static_sigma: ./granite-geospatial-wxc-downscaling/ECCC/scalers/target_static_sigma.pt
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+ embed_dim: 1024
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+ n_blocks_encoder: 8
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+ mlp_multiplier: 4
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+ n_heads: 16
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+ dropout_rate: 0.0
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+ drop_path: 0.0
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+ residual: none
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+ num_static_channels: 7
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+ downscaling_patch_size: [3, 3]
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+ downscaling_embed_dim: 512
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+ encoder_decoder_type: conv
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+ encoder_decoder_upsampling_mode: pixel_shuffle
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+ encoder_decoder_kernel_size_per_stage: [[]]
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+ encoder_decoder_scale_per_stage: [[]]
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+ encoder_decoder_conv_channels: 128
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+ residual_connection: true
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+ encoder_shift: false
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+ unet: true
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+ job_id: example
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+ type_training: one_per_epoch
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+ batch_size: 1
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+ num_epochs: 10
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+ dl_num_workers: 1
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+ dl_prefetch_size: 1
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+ learning_rate: 1.0e-05
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+ limit_steps_train: 832
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+ limit_steps_valid: 20
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+ min_lr: 1.0e-06
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+ max_lr: 5.0e-05
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+ warm_up_steps: 0
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+ mask_unit_size: [2, 2]
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+ mask_ratio_inputs: 0.0
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+ mask_ratio_targets: 0.0
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+ max_batch_size: 16
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+ path_experiment: ./granite-geospatial-wxc-downscaling/ECCC
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+ path_model_weights: ./granite-geospatial-wxc-downscaling/ECCC/weights/best_rmse_UNET_small.pt
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+ backbone_use: true
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+ backbone_freeze: false
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+ backbone_prefix: encoder.
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+ finetune_w_static: true
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+ strict_matching: false
ECCC/weights/best_rmse_UNET_small.pt ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:16fe7b3fa6b3724c0601d051b712be0345de5e53b4a4af6e08f7c5969f899fac
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+ size 3056019514