Added more lam models

lam_model_ckpts/firecastnet-cls-BONA-ts24-h1-config.yaml

@@ -0,0 +1,184 @@
+# lightning.pytorch==2.2.1
+seed_everything: 17
+trainer:
+  accelerator: auto
+  strategy: auto
+  devices: auto
+  num_nodes: 1
+  precision: null
+  logger: 
+  - class_path: lightning.pytorch.loggers.CSVLogger
+    init_args: 
+      save_dir: './'
+  callbacks:
+  - class_path: lightning.pytorch.callbacks.ModelSummary      
+    init_args: 
+      max_depth: 3
+  - class_path: lightning.pytorch.callbacks.LearningRateMonitor
+    init_args:
+      logging_interval: 'epoch'
+  - class_path: lightning.pytorch.callbacks.ModelCheckpoint      
+    init_args: 
+      save_last: true
+  - class_path: lightning.pytorch.callbacks.ModelCheckpoint      
+    init_args: 
+      mode: 'max'
+      monitor: 'val_auprc'
+      filename:  '{epoch:03d}-{val_loss:.4f}-{val_auprc:.3f}'
+  - class_path: seasfire.callbacks.DGLGraphToDevice
+  fast_dev_run: false
+  max_epochs: 50
+  min_epochs: null
+  max_steps: -1
+  min_steps: null
+  max_time: null
+  limit_train_batches: null
+  limit_val_batches: null
+  limit_test_batches: null
+  limit_predict_batches: null
+  overfit_batches: 0.0
+  val_check_interval: null
+  check_val_every_n_epoch: 1
+  num_sanity_val_steps: 1
+  log_every_n_steps: null
+  enable_checkpointing: null
+  enable_progress_bar: null
+  enable_model_summary: null
+  accumulate_grad_batches: 1
+  gradient_clip_val: 0.5
+  gradient_clip_algorithm: 'norm'
+  deterministic: null
+  benchmark: null
+  inference_mode: true
+  use_distributed_sampler: true
+  profiler: null
+  detect_anomaly: false
+  barebones: false
+  plugins: null
+  sync_batchnorm: false
+  reload_dataloaders_every_n_epochs: 0
+  default_root_dir: null
+model:
+  class_path: seasfire.firecastnet_lit.FireCastNetLit
+  init_args:
+    icospheres_graph_path: final_icospheres/icosphere_s3_BONA_6u.json
+    sp_res: 0.250
+    max_lat: 89.875
+    min_lat: -89.875
+    max_lon: 179.875
+    min_lon: -179.875
+    lat_lon_static_data: true
+    timeseries_len: 24
+    embed_cube: true
+    embed_cube_width: 4
+    embed_cube_height: 4
+    embed_cube_time: 24
+    embed_cube_dim: 64
+    embed_cube_layer_norm: true
+    embed_cube_vit_enable: false
+    embed_cube_vit_patch_size: 36
+    embed_cube_vit_dim: 64
+    embed_cube_vit_mlp_dim: 64
+    embed_cube_vit_depth: 1
+    embed_cube_vit_heads: 4
+    embed_cube_ltae_enable: false
+    embed_cube_ltae_num_heads: 4
+    embed_cube_ltae_d_k: 16
+    embed_cube_sp_res: 1.0
+    embed_cube_max_lat: 89.5
+    embed_cube_min_lat: -89.5
+    embed_cube_max_lon: 179.5
+    embed_cube_min_lon: -179.5
+    input_dim_grid_nodes: 11
+    output_dim_grid_nodes: 16
+    input_dim_mesh_nodes: 3
+    input_dim_edges: 4
+    processor_layers: 12
+    hidden_layers: 1
+    hidden_dim: 64
+    aggregation: sum
+    norm_type: LayerNorm
+    do_concat_trick: false
+    regression_loss: mse
+    cube_path: "cube.zarr"
+    gfed_region_enable_loss_weighting: true
+    gfed_region_var_name: "gfed_region"
+    gfed_region_weights: 
+      OCEAN: 0.0
+      BONA: 1.0
+      TENA: 0.0
+      CEAM: 0.0
+      NHSA: 0.0
+      SHSA: 0.0
+      EURO: 0.0
+      MIDE: 0.0
+      NHAF: 0.0
+      SHAF: 0.0
+      BOAS: 0.0
+      CEAS: 0.0
+      SEAS: 0.0
+      EQAS: 0.0
+      AUST: 0.0
+    val_gfed_regions:
+    - BONA
+    test_gfed_regions:
+    - BONA
+    lsm_filter_enable: true
+    lsm_var_name: "lsm"
+    lsm_threshold: 0.1
+    lr: 0.001
+    weight_decay: 0.00000001
+    optimizer_apex: false
+    optimizer_fused: true
+    display_model_example: false
+    display_model_example_precision: null
+data:
+  cube_path: "cube.zarr"
+  input_vars:
+  - mslp
+  - tp
+  - vpd
+  - sst
+  - t2m_mean
+  - ssrd
+  - swvl1
+  - lst_day
+  - ndvi
+  - pop_dens
+  static_vars:
+  - lsm
+  generate_only_positive_samples: true
+  oci_enabled: false
+  oci_input_vars: 
+  - oci_censo
+  - oci_ea
+  - oci_epo
+  - oci_gmsst
+  - oci_nao
+  - oci_nina34_anom
+  - oci_pdo
+  - oci_pna
+  - oci_soi
+  - oci_wp  
+  oci_lag: 14
+  log_preprocess_input_vars:
+  - tp
+  - pop_dens
+  target_var: gwis_ba
+  target_shift: 1
+  target_var_per_area: false
+  target_var_log_process: false
+  timeseries_weeks: 24
+  lat_dim: null 
+  lon_dim: null
+  lat_dim_overlap: null
+  lon_dim_overlap: null
+  time_dim_overlap: null
+  task: classification
+  batch_size: 1
+  num_workers: 2
+  pin_memory: false
+  load_cube_in_memory: false
+  train_random_sample: null
+  mean_std_dict_prefix: "cube"  
+ckpt_path: null

lam_model_ckpts/firecastnet-cls-BONA-ts24-h1.ckpt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:30562d3503e2097f8381a67ebc7f3f3233f9cf5f124b069556727fe9a547529e
+size 114511767

lam_model_ckpts/firecastnet-cls-BONA-ts24-h2-config.yaml

@@ -0,0 +1,184 @@
+# lightning.pytorch==2.2.1
+seed_everything: 17
+trainer:
+  accelerator: auto
+  strategy: auto
+  devices: auto
+  num_nodes: 1
+  precision: null
+  logger: 
+  - class_path: lightning.pytorch.loggers.CSVLogger
+    init_args: 
+      save_dir: './'
+  callbacks:
+  - class_path: lightning.pytorch.callbacks.ModelSummary      
+    init_args: 
+      max_depth: 3
+  - class_path: lightning.pytorch.callbacks.LearningRateMonitor
+    init_args:
+      logging_interval: 'epoch'
+  - class_path: lightning.pytorch.callbacks.ModelCheckpoint      
+    init_args: 
+      save_last: true
+  - class_path: lightning.pytorch.callbacks.ModelCheckpoint      
+    init_args: 
+      mode: 'max'
+      monitor: 'val_auprc'
+      filename:  '{epoch:03d}-{val_loss:.4f}-{val_auprc:.3f}'
+  - class_path: seasfire.callbacks.DGLGraphToDevice
+  fast_dev_run: false
+  max_epochs: 50
+  min_epochs: null
+  max_steps: -1
+  min_steps: null
+  max_time: null
+  limit_train_batches: null
+  limit_val_batches: null
+  limit_test_batches: null
+  limit_predict_batches: null
+  overfit_batches: 0.0
+  val_check_interval: null
+  check_val_every_n_epoch: 1
+  num_sanity_val_steps: 1
+  log_every_n_steps: null
+  enable_checkpointing: null
+  enable_progress_bar: null
+  enable_model_summary: null
+  accumulate_grad_batches: 1
+  gradient_clip_val: 0.5
+  gradient_clip_algorithm: 'norm'
+  deterministic: null
+  benchmark: null
+  inference_mode: true
+  use_distributed_sampler: true
+  profiler: null
+  detect_anomaly: false
+  barebones: false
+  plugins: null
+  sync_batchnorm: false
+  reload_dataloaders_every_n_epochs: 0
+  default_root_dir: null
+model:
+  class_path: seasfire.firecastnet_lit.FireCastNetLit
+  init_args:
+    icospheres_graph_path: final_icospheres/icosphere_s3_BONA_6u.json
+    sp_res: 0.250
+    max_lat: 89.875
+    min_lat: -89.875
+    max_lon: 179.875
+    min_lon: -179.875
+    lat_lon_static_data: true
+    timeseries_len: 24
+    embed_cube: true
+    embed_cube_width: 4
+    embed_cube_height: 4
+    embed_cube_time: 24
+    embed_cube_dim: 64
+    embed_cube_layer_norm: true
+    embed_cube_vit_enable: false
+    embed_cube_vit_patch_size: 36
+    embed_cube_vit_dim: 64
+    embed_cube_vit_mlp_dim: 64
+    embed_cube_vit_depth: 1
+    embed_cube_vit_heads: 4
+    embed_cube_ltae_enable: false
+    embed_cube_ltae_num_heads: 4
+    embed_cube_ltae_d_k: 16
+    embed_cube_sp_res: 1.0
+    embed_cube_max_lat: 89.5
+    embed_cube_min_lat: -89.5
+    embed_cube_max_lon: 179.5
+    embed_cube_min_lon: -179.5
+    input_dim_grid_nodes: 11
+    output_dim_grid_nodes: 16
+    input_dim_mesh_nodes: 3
+    input_dim_edges: 4
+    processor_layers: 12
+    hidden_layers: 1
+    hidden_dim: 64
+    aggregation: sum
+    norm_type: LayerNorm
+    do_concat_trick: false
+    regression_loss: mse
+    cube_path: "cube.zarr"
+    gfed_region_enable_loss_weighting: true
+    gfed_region_var_name: "gfed_region"
+    gfed_region_weights: 
+      OCEAN: 0.0
+      BONA: 1.0
+      TENA: 0.0
+      CEAM: 0.0
+      NHSA: 0.0
+      SHSA: 0.0
+      EURO: 0.0
+      MIDE: 0.0
+      NHAF: 0.0
+      SHAF: 0.0
+      BOAS: 0.0
+      CEAS: 0.0
+      SEAS: 0.0
+      EQAS: 0.0
+      AUST: 0.0
+    val_gfed_regions:
+    - BONA
+    test_gfed_regions:
+    - BONA
+    lsm_filter_enable: true
+    lsm_var_name: "lsm"
+    lsm_threshold: 0.1
+    lr: 0.001
+    weight_decay: 0.00000001
+    optimizer_apex: false
+    optimizer_fused: true
+    display_model_example: false
+    display_model_example_precision: null
+data:
+  cube_path: "cube.zarr"
+  input_vars:
+  - mslp
+  - tp
+  - vpd
+  - sst
+  - t2m_mean
+  - ssrd
+  - swvl1
+  - lst_day
+  - ndvi
+  - pop_dens
+  static_vars:
+  - lsm
+  generate_only_positive_samples: true
+  oci_enabled: false
+  oci_input_vars: 
+  - oci_censo
+  - oci_ea
+  - oci_epo
+  - oci_gmsst
+  - oci_nao
+  - oci_nina34_anom
+  - oci_pdo
+  - oci_pna
+  - oci_soi
+  - oci_wp  
+  oci_lag: 14
+  log_preprocess_input_vars:
+  - tp
+  - pop_dens
+  target_var: gwis_ba
+  target_shift: 2
+  target_var_per_area: false
+  target_var_log_process: false
+  timeseries_weeks: 24
+  lat_dim: null 
+  lon_dim: null
+  lat_dim_overlap: null
+  lon_dim_overlap: null
+  time_dim_overlap: null
+  task: classification
+  batch_size: 1
+  num_workers: 2
+  pin_memory: false
+  load_cube_in_memory: false
+  train_random_sample: null
+  mean_std_dict_prefix: "cube"  
+ckpt_path: null

lam_model_ckpts/firecastnet-cls-BONA-ts24-h2.ckpt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7adf83feac503c14a6d353a033950be88ae643998ae49a05345de6113555667c
+size 114511767

lam_model_ckpts/firecastnet-cls-BONA-ts24-h24-config.yaml

@@ -0,0 +1,218 @@
+# lightning.pytorch==2.5.1.post0
+seed_everything: 17
+trainer:
+  accelerator: auto
+  strategy: auto
+  devices: auto
+  num_nodes: 1
+  precision: null
+  logger:
+  - class_path: lightning.pytorch.loggers.CSVLogger
+    init_args:
+      save_dir: ./
+      name: firecastnet-cls-BONA-ts24-h24
+      version: null
+      prefix: ''
+      flush_logs_every_n_steps: 100
+  callbacks:
+  - class_path: lightning.pytorch.callbacks.ModelSummary
+    init_args:
+      max_depth: 3
+  - class_path: lightning.pytorch.callbacks.LearningRateMonitor
+    init_args:
+      logging_interval: epoch
+      log_momentum: false
+      log_weight_decay: false
+  - class_path: lightning.pytorch.callbacks.ModelCheckpoint
+    init_args:
+      dirpath: null
+      filename: null
+      monitor: null
+      verbose: false
+      save_last: true
+      save_top_k: 1
+      save_weights_only: false
+      mode: min
+      auto_insert_metric_name: true
+      every_n_train_steps: null
+      train_time_interval: null
+      every_n_epochs: null
+      save_on_train_epoch_end: null
+      enable_version_counter: true
+  - class_path: lightning.pytorch.callbacks.ModelCheckpoint
+    init_args:
+      dirpath: null
+      filename: '{epoch:03d}-{val_loss:.4f}-{val_auprc:.3f}'
+      monitor: val_auprc
+      verbose: false
+      save_last: null
+      save_top_k: 1
+      save_weights_only: false
+      mode: max
+      auto_insert_metric_name: true
+      every_n_train_steps: null
+      train_time_interval: null
+      every_n_epochs: null
+      save_on_train_epoch_end: null
+      enable_version_counter: true
+  - class_path: seasfire.callbacks.DGLGraphToDevice
+  fast_dev_run: false
+  max_epochs: 40
+  min_epochs: null
+  max_steps: -1
+  min_steps: null
+  max_time: null
+  limit_train_batches: null
+  limit_val_batches: null
+  limit_test_batches: null
+  limit_predict_batches: null
+  overfit_batches: 0.0
+  val_check_interval: null
+  check_val_every_n_epoch: 1
+  num_sanity_val_steps: 1
+  log_every_n_steps: null
+  enable_checkpointing: null
+  enable_progress_bar: null
+  enable_model_summary: null
+  accumulate_grad_batches: 1
+  gradient_clip_val: 0.5
+  gradient_clip_algorithm: norm
+  deterministic: null
+  benchmark: null
+  inference_mode: true
+  use_distributed_sampler: true
+  profiler: null
+  detect_anomaly: false
+  barebones: false
+  plugins: null
+  sync_batchnorm: false
+  reload_dataloaders_every_n_epochs: 0
+  default_root_dir: null
+  model_registry: null
+model:
+  class_path: seasfire.firecastnet_lit.FireCastNetLit
+  init_args:
+    icospheres_graph_path: final_icospheres/icosphere_s3_BONA_6u.json
+    sp_res: 0.25
+    max_lat: 89.875
+    min_lat: -89.875
+    max_lon: 179.875
+    min_lon: -179.875
+    lat_lon_static_data: true
+    embed_cube: true
+    embed_cube_width: 4
+    embed_cube_height: 4
+    embed_cube_time: 24
+    embed_cube_dim: 64
+    embed_cube_layer_norm: true
+    embed_cube_vit_enable: false
+    embed_cube_vit_patch_size: 36
+    embed_cube_vit_dim: 64
+    embed_cube_vit_depth: 1
+    embed_cube_vit_heads: 4
+    embed_cube_vit_mlp_dim: 64
+    embed_cube_ltae_enable: false
+    embed_cube_ltae_num_heads: 4
+    embed_cube_ltae_d_k: 16
+    embed_cube_sp_res: 1.0
+    embed_cube_max_lat: 89.5
+    embed_cube_min_lat: -89.5
+    embed_cube_max_lon: 179.5
+    embed_cube_min_lon: -179.5
+    timeseries_len: 24
+    input_dim_grid_nodes: 11
+    output_dim_grid_nodes: 16
+    input_dim_mesh_nodes: 3
+    input_dim_edges: 4
+    processor_layers: 12
+    hidden_layers: 1
+    hidden_dim: 64
+    aggregation: sum
+    norm_type: LayerNorm
+    do_concat_trick: false
+    regression_loss: mse
+    cube_path: cube.zarr
+    gfed_region_enable_loss_weighting: true
+    gfed_region_var_name: gfed_region
+    gfed_region_weights:
+      OCEAN: 0.0
+      BONA: 1.0
+      TENA: 0.0
+      CEAM: 0.0
+      NHSA: 0.0
+      SHSA: 0.0
+      EURO: 0.0
+      MIDE: 0.0
+      NHAF: 0.0
+      SHAF: 0.0
+      BOAS: 0.0
+      CEAS: 0.0
+      SEAS: 0.0
+      EQAS: 0.0
+      AUST: 0.0
+    val_gfed_regions:
+    - BONA
+    test_gfed_regions:
+    - BONA
+    lsm_filter_enable: true
+    lsm_var_name: lsm
+    lsm_threshold: 0.1
+    lr: 0.001
+    weight_decay: 1.0e-08
+    max_epochs: 100
+    optimizer_apex: false
+    optimizer_fused: true
+    display_model_example: false
+    display_model_example_precision: null
+data:
+  cube_path: cube.zarr
+  input_vars:
+  - mslp
+  - tp
+  - vpd
+  - sst
+  - t2m_mean
+  - ssrd
+  - swvl1
+  - lst_day
+  - ndvi
+  - pop_dens
+  static_vars:
+  - lsm
+  generate_only_positive_samples: true
+  oci_enabled: false
+  oci_input_vars:
+  - oci_censo
+  - oci_ea
+  - oci_epo
+  - oci_gmsst
+  - oci_nao
+  - oci_nina34_anom
+  - oci_pdo
+  - oci_pna
+  - oci_soi
+  - oci_wp
+  oci_lag: 14
+  log_preprocess_input_vars:
+  - tp
+  - pop_dens
+  target_var: gwis_ba
+  target_shift: 24
+  target_var_per_area: false
+  target_var_log_process: false
+  timeseries_weeks: 24
+  lat_dim: null
+  lon_dim: null
+  lat_dim_overlap: null
+  lon_dim_overlap: null
+  time_dim_overlap: null
+  task: classification
+  batch_size: 1
+  num_workers: 2
+  pin_memory: false
+  load_cube_in_memory: false
+  train_random_sample: null
+  mean_std_dict_prefix: cube
+optimizer: null
+lr_scheduler: null
+ckpt_path: firecastnet-cls-BONA-ts24-h24/version_0/checkpoints/last.ckpt

lam_model_ckpts/firecastnet-cls-BONA-ts24-h24.ckpt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:29c41f1acd45b75aa0d9d68487ff2cf256202479d441610e332c6bcd5ddba26e
+size 114511767

lam_model_ckpts/firecastnet-cls-BONA-ts24-h8-config.yaml

@@ -0,0 +1,218 @@
+# lightning.pytorch==2.5.1.post0
+seed_everything: 17
+trainer:
+  accelerator: auto
+  strategy: auto
+  devices: auto
+  num_nodes: 1
+  precision: null
+  logger:
+  - class_path: lightning.pytorch.loggers.CSVLogger
+    init_args:
+      save_dir: ./
+      name: firecastnet-cls-BONA-ts24-h8
+      version: null
+      prefix: ''
+      flush_logs_every_n_steps: 100
+  callbacks:
+  - class_path: lightning.pytorch.callbacks.ModelSummary
+    init_args:
+      max_depth: 3
+  - class_path: lightning.pytorch.callbacks.LearningRateMonitor
+    init_args:
+      logging_interval: epoch
+      log_momentum: false
+      log_weight_decay: false
+  - class_path: lightning.pytorch.callbacks.ModelCheckpoint
+    init_args:
+      dirpath: null
+      filename: null
+      monitor: null
+      verbose: false
+      save_last: true
+      save_top_k: 1
+      save_weights_only: false
+      mode: min
+      auto_insert_metric_name: true
+      every_n_train_steps: null
+      train_time_interval: null
+      every_n_epochs: null
+      save_on_train_epoch_end: null
+      enable_version_counter: true
+  - class_path: lightning.pytorch.callbacks.ModelCheckpoint
+    init_args:
+      dirpath: null
+      filename: '{epoch:03d}-{val_loss:.4f}-{val_auprc:.3f}'
+      monitor: val_auprc
+      verbose: false
+      save_last: null
+      save_top_k: 1
+      save_weights_only: false
+      mode: max
+      auto_insert_metric_name: true
+      every_n_train_steps: null
+      train_time_interval: null
+      every_n_epochs: null
+      save_on_train_epoch_end: null
+      enable_version_counter: true
+  - class_path: seasfire.callbacks.DGLGraphToDevice
+  fast_dev_run: false
+  max_epochs: 40
+  min_epochs: null
+  max_steps: -1
+  min_steps: null
+  max_time: null
+  limit_train_batches: null
+  limit_val_batches: null
+  limit_test_batches: null
+  limit_predict_batches: null
+  overfit_batches: 0.0
+  val_check_interval: null
+  check_val_every_n_epoch: 1
+  num_sanity_val_steps: 1
+  log_every_n_steps: null
+  enable_checkpointing: null
+  enable_progress_bar: null
+  enable_model_summary: null
+  accumulate_grad_batches: 1
+  gradient_clip_val: 0.5
+  gradient_clip_algorithm: norm
+  deterministic: null
+  benchmark: null
+  inference_mode: true
+  use_distributed_sampler: true
+  profiler: null
+  detect_anomaly: false
+  barebones: false
+  plugins: null
+  sync_batchnorm: false
+  reload_dataloaders_every_n_epochs: 0
+  default_root_dir: null
+  model_registry: null
+model:
+  class_path: seasfire.firecastnet_lit.FireCastNetLit
+  init_args:
+    icospheres_graph_path: final_icospheres/icosphere_s3_BONA_6u.json
+    sp_res: 0.25
+    max_lat: 89.875
+    min_lat: -89.875
+    max_lon: 179.875
+    min_lon: -179.875
+    lat_lon_static_data: true
+    embed_cube: true
+    embed_cube_width: 4
+    embed_cube_height: 4
+    embed_cube_time: 24
+    embed_cube_dim: 64
+    embed_cube_layer_norm: true
+    embed_cube_vit_enable: false
+    embed_cube_vit_patch_size: 36
+    embed_cube_vit_dim: 64
+    embed_cube_vit_depth: 1
+    embed_cube_vit_heads: 4
+    embed_cube_vit_mlp_dim: 64
+    embed_cube_ltae_enable: false
+    embed_cube_ltae_num_heads: 4
+    embed_cube_ltae_d_k: 16
+    embed_cube_sp_res: 1.0
+    embed_cube_max_lat: 89.5
+    embed_cube_min_lat: -89.5
+    embed_cube_max_lon: 179.5
+    embed_cube_min_lon: -179.5
+    timeseries_len: 24
+    input_dim_grid_nodes: 11
+    output_dim_grid_nodes: 16
+    input_dim_mesh_nodes: 3
+    input_dim_edges: 4
+    processor_layers: 12
+    hidden_layers: 1
+    hidden_dim: 64
+    aggregation: sum
+    norm_type: LayerNorm
+    do_concat_trick: false
+    regression_loss: mse
+    cube_path: cube.zarr
+    gfed_region_enable_loss_weighting: true
+    gfed_region_var_name: gfed_region
+    gfed_region_weights:
+      OCEAN: 0.0
+      BONA: 1.0
+      TENA: 0.0
+      CEAM: 0.0
+      NHSA: 0.0
+      SHSA: 0.0
+      EURO: 0.0
+      MIDE: 0.0
+      NHAF: 0.0
+      SHAF: 0.0
+      BOAS: 0.0
+      CEAS: 0.0
+      SEAS: 0.0
+      EQAS: 0.0
+      AUST: 0.0
+    val_gfed_regions:
+    - BONA
+    test_gfed_regions:
+    - BONA
+    lsm_filter_enable: true
+    lsm_var_name: lsm
+    lsm_threshold: 0.1
+    lr: 0.001
+    weight_decay: 1.0e-08
+    max_epochs: 100
+    optimizer_apex: false
+    optimizer_fused: true
+    display_model_example: false
+    display_model_example_precision: null
+data:
+  cube_path: cube.zarr
+  input_vars:
+  - mslp
+  - tp
+  - vpd
+  - sst
+  - t2m_mean
+  - ssrd
+  - swvl1
+  - lst_day
+  - ndvi
+  - pop_dens
+  static_vars:
+  - lsm
+  generate_only_positive_samples: true
+  oci_enabled: false
+  oci_input_vars:
+  - oci_censo
+  - oci_ea
+  - oci_epo
+  - oci_gmsst
+  - oci_nao
+  - oci_nina34_anom
+  - oci_pdo
+  - oci_pna
+  - oci_soi
+  - oci_wp
+  oci_lag: 14
+  log_preprocess_input_vars:
+  - tp
+  - pop_dens
+  target_var: gwis_ba
+  target_shift: 8
+  target_var_per_area: false
+  target_var_log_process: false
+  timeseries_weeks: 24
+  lat_dim: null
+  lon_dim: null
+  lat_dim_overlap: null
+  lon_dim_overlap: null
+  time_dim_overlap: null
+  task: classification
+  batch_size: 1
+  num_workers: 2
+  pin_memory: false
+  load_cube_in_memory: false
+  train_random_sample: null
+  mean_std_dict_prefix: cube
+optimizer: null
+lr_scheduler: null
+ckpt_path: firecastnet-cls-BONA-ts24-h8/version_8/checkpoints/last.ckpt

lam_model_ckpts/firecastnet-cls-BONA-ts24-h8.ckpt

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+version https://git-lfs.github.com/spec/v1
+oid sha256:482fc88b0c66d69e80e30e6458003681735069b9a3eb4995485236f7e835ffa4
+size 114511767

lam_model_ckpts/firecastnet-cls-CEAM-ts24-h1-config.yaml

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+# lightning.pytorch==2.5.1.post0
+seed_everything: 17
+trainer:
+  accelerator: auto
+  strategy: auto
+  devices: auto
+  num_nodes: 1
+  precision: null
+  logger:
+  - class_path: lightning.pytorch.loggers.CSVLogger
+    init_args:
+      save_dir: ./
+      name: firecastnet-cls-CEAM-ts24-h1
+      version: null
+      prefix: ''
+      flush_logs_every_n_steps: 100
+  callbacks:
+  - class_path: lightning.pytorch.callbacks.ModelSummary
+    init_args:
+      max_depth: 3
+  - class_path: lightning.pytorch.callbacks.LearningRateMonitor
+    init_args:
+      logging_interval: epoch
+      log_momentum: false
+      log_weight_decay: false
+  - class_path: lightning.pytorch.callbacks.ModelCheckpoint
+    init_args:
+      dirpath: null
+      filename: null
+      monitor: null
+      verbose: false
+      save_last: true
+      save_top_k: 1
+      save_weights_only: false
+      mode: min
+      auto_insert_metric_name: true
+      every_n_train_steps: null
+      train_time_interval: null
+      every_n_epochs: null
+      save_on_train_epoch_end: null
+      enable_version_counter: true
+  - class_path: lightning.pytorch.callbacks.ModelCheckpoint
+    init_args:
+      dirpath: null
+      filename: '{epoch:03d}-{val_loss:.4f}-{val_auprc:.3f}'
+      monitor: val_auprc
+      verbose: false
+      save_last: null
+      save_top_k: 1
+      save_weights_only: false
+      mode: max
+      auto_insert_metric_name: true
+      every_n_train_steps: null
+      train_time_interval: null
+      every_n_epochs: null
+      save_on_train_epoch_end: null
+      enable_version_counter: true
+  - class_path: seasfire.callbacks.DGLGraphToDevice
+  fast_dev_run: false
+  max_epochs: 40
+  min_epochs: null
+  max_steps: -1
+  min_steps: null
+  max_time: null
+  limit_train_batches: null
+  limit_val_batches: null
+  limit_test_batches: null
+  limit_predict_batches: null
+  overfit_batches: 0.0
+  val_check_interval: null
+  check_val_every_n_epoch: 1
+  num_sanity_val_steps: 1
+  log_every_n_steps: null
+  enable_checkpointing: null
+  enable_progress_bar: null
+  enable_model_summary: null
+  accumulate_grad_batches: 1
+  gradient_clip_val: 0.5
+  gradient_clip_algorithm: norm
+  deterministic: null
+  benchmark: null
+  inference_mode: true
+  use_distributed_sampler: true
+  profiler: null
+  detect_anomaly: false
+  barebones: false
+  plugins: null
+  sync_batchnorm: false
+  reload_dataloaders_every_n_epochs: 0
+  default_root_dir: null
+  model_registry: null
+model:
+  class_path: seasfire.firecastnet_lit.FireCastNetLit
+  init_args:
+    icospheres_graph_path: final_icospheres/icosphere_s3_CEAM_6u.json
+    sp_res: 0.25
+    max_lat: 89.875
+    min_lat: -89.875
+    max_lon: 179.875
+    min_lon: -179.875
+    lat_lon_static_data: true
+    embed_cube: true
+    embed_cube_width: 4
+    embed_cube_height: 4
+    embed_cube_time: 24
+    embed_cube_dim: 64
+    embed_cube_layer_norm: true
+    embed_cube_vit_enable: false
+    embed_cube_vit_patch_size: 36
+    embed_cube_vit_dim: 64
+    embed_cube_vit_depth: 1
+    embed_cube_vit_heads: 4
+    embed_cube_vit_mlp_dim: 64
+    embed_cube_ltae_enable: false
+    embed_cube_ltae_num_heads: 4
+    embed_cube_ltae_d_k: 16
+    embed_cube_sp_res: 1.0
+    embed_cube_max_lat: 89.5
+    embed_cube_min_lat: -89.5
+    embed_cube_max_lon: 179.5
+    embed_cube_min_lon: -179.5
+    timeseries_len: 24
+    input_dim_grid_nodes: 11
+    output_dim_grid_nodes: 16
+    input_dim_mesh_nodes: 3
+    input_dim_edges: 4
+    processor_layers: 12
+    hidden_layers: 1
+    hidden_dim: 64
+    aggregation: sum
+    norm_type: LayerNorm
+    do_concat_trick: false
+    regression_loss: mse
+    cube_path: cube.zarr
+    gfed_region_enable_loss_weighting: true
+    gfed_region_var_name: gfed_region
+    gfed_region_weights:
+      OCEAN: 0.0
+      BONA: 0.0
+      TENA: 0.0
+      CEAM: 1.0
+      NHSA: 0.0
+      SHSA: 0.0
+      EURO: 0.0
+      MIDE: 0.0
+      NHAF: 0.0
+      SHAF: 0.0
+      BOAS: 0.0
+      CEAS: 0.0
+      SEAS: 0.0
+      EQAS: 0.0
+      AUST: 0.0
+    val_gfed_regions:
+    - CEAM
+    test_gfed_regions:
+    - CEAM
+    lsm_filter_enable: true
+    lsm_var_name: lsm
+    lsm_threshold: 0.1
+    lr: 0.001
+    weight_decay: 1.0e-08
+    max_epochs: 100
+    optimizer_apex: false
+    optimizer_fused: true
+    display_model_example: false
+    display_model_example_precision: null
+data:
+  cube_path: cube.zarr
+  input_vars:
+  - mslp
+  - tp
+  - vpd
+  - sst
+  - t2m_mean
+  - ssrd
+  - swvl1
+  - lst_day
+  - ndvi
+  - pop_dens
+  static_vars:
+  - lsm
+  generate_only_positive_samples: true
+  oci_enabled: false
+  oci_input_vars:
+  - oci_censo
+  - oci_ea
+  - oci_epo
+  - oci_gmsst
+  - oci_nao
+  - oci_nina34_anom
+  - oci_pdo
+  - oci_pna
+  - oci_soi
+  - oci_wp
+  oci_lag: 14
+  log_preprocess_input_vars:
+  - tp
+  - pop_dens
+  target_var: gwis_ba
+  target_shift: 1
+  target_var_per_area: false
+  target_var_log_process: false
+  timeseries_weeks: 24
+  lat_dim: null
+  lon_dim: null
+  lat_dim_overlap: null
+  lon_dim_overlap: null
+  time_dim_overlap: null
+  task: classification
+  batch_size: 1
+  num_workers: 2
+  pin_memory: false
+  load_cube_in_memory: false
+  train_random_sample: null
+  mean_std_dict_prefix: cube
+optimizer: null
+lr_scheduler: null
+ckpt_path: firecastnet-cls-CEAM-ts24-h1/version_8/checkpoints/last.ckpt

lam_model_ckpts/firecastnet-cls-CEAM-ts24-h1.ckpt

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+version https://git-lfs.github.com/spec/v1
+oid sha256:fd3cce0807860f2074573ea2a70a1604f3f620cd34dcd73a37eb3fe1ce13dd83
+size 114511767

lam_model_ckpts/firecastnet-cls-CEAM-ts24-h16-config.yaml

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+# lightning.pytorch==2.5.1.post0
+seed_everything: 17
+trainer:
+  accelerator: auto
+  strategy: auto
+  devices: auto
+  num_nodes: 1
+  precision: null
+  logger:
+  - class_path: lightning.pytorch.loggers.CSVLogger
+    init_args:
+      save_dir: ./
+      name: firecastnet-cls-CEAM-ts24-h16
+      version: null
+      prefix: ''
+      flush_logs_every_n_steps: 100
+  callbacks:
+  - class_path: lightning.pytorch.callbacks.ModelSummary
+    init_args:
+      max_depth: 3
+  - class_path: lightning.pytorch.callbacks.LearningRateMonitor
+    init_args:
+      logging_interval: epoch
+      log_momentum: false
+      log_weight_decay: false
+  - class_path: lightning.pytorch.callbacks.ModelCheckpoint
+    init_args:
+      dirpath: null
+      filename: null
+      monitor: null
+      verbose: false
+      save_last: true
+      save_top_k: 1
+      save_weights_only: false
+      mode: min
+      auto_insert_metric_name: true
+      every_n_train_steps: null
+      train_time_interval: null
+      every_n_epochs: null
+      save_on_train_epoch_end: null
+      enable_version_counter: true
+  - class_path: lightning.pytorch.callbacks.ModelCheckpoint
+    init_args:
+      dirpath: null
+      filename: '{epoch:03d}-{val_loss:.4f}-{val_auprc:.3f}'
+      monitor: val_auprc
+      verbose: false
+      save_last: null
+      save_top_k: 1
+      save_weights_only: false
+      mode: max
+      auto_insert_metric_name: true
+      every_n_train_steps: null
+      train_time_interval: null
+      every_n_epochs: null
+      save_on_train_epoch_end: null
+      enable_version_counter: true
+  - class_path: seasfire.callbacks.DGLGraphToDevice
+  fast_dev_run: false
+  max_epochs: 40
+  min_epochs: null
+  max_steps: -1
+  min_steps: null
+  max_time: null
+  limit_train_batches: null
+  limit_val_batches: null
+  limit_test_batches: null
+  limit_predict_batches: null
+  overfit_batches: 0.0
+  val_check_interval: null
+  check_val_every_n_epoch: 1
+  num_sanity_val_steps: 1
+  log_every_n_steps: null
+  enable_checkpointing: null
+  enable_progress_bar: null
+  enable_model_summary: null
+  accumulate_grad_batches: 1
+  gradient_clip_val: 0.5
+  gradient_clip_algorithm: norm
+  deterministic: null
+  benchmark: null
+  inference_mode: true
+  use_distributed_sampler: true
+  profiler: null
+  detect_anomaly: false
+  barebones: false
+  plugins: null
+  sync_batchnorm: false
+  reload_dataloaders_every_n_epochs: 0
+  default_root_dir: null
+  model_registry: null
+model:
+  class_path: seasfire.firecastnet_lit.FireCastNetLit
+  init_args:
+    icospheres_graph_path: final_icospheres/icosphere_s3_CEAM_6u.json
+    sp_res: 0.25
+    max_lat: 89.875
+    min_lat: -89.875
+    max_lon: 179.875
+    min_lon: -179.875
+    lat_lon_static_data: true
+    embed_cube: true
+    embed_cube_width: 4
+    embed_cube_height: 4
+    embed_cube_time: 24
+    embed_cube_dim: 64
+    embed_cube_layer_norm: true
+    embed_cube_vit_enable: false
+    embed_cube_vit_patch_size: 36
+    embed_cube_vit_dim: 64
+    embed_cube_vit_depth: 1
+    embed_cube_vit_heads: 4
+    embed_cube_vit_mlp_dim: 64
+    embed_cube_ltae_enable: false
+    embed_cube_ltae_num_heads: 4
+    embed_cube_ltae_d_k: 16
+    embed_cube_sp_res: 1.0
+    embed_cube_max_lat: 89.5
+    embed_cube_min_lat: -89.5
+    embed_cube_max_lon: 179.5
+    embed_cube_min_lon: -179.5
+    timeseries_len: 24
+    input_dim_grid_nodes: 11
+    output_dim_grid_nodes: 16
+    input_dim_mesh_nodes: 3
+    input_dim_edges: 4
+    processor_layers: 12
+    hidden_layers: 1
+    hidden_dim: 64
+    aggregation: sum
+    norm_type: LayerNorm
+    do_concat_trick: false
+    regression_loss: mse
+    cube_path: cube.zarr
+    gfed_region_enable_loss_weighting: true
+    gfed_region_var_name: gfed_region
+    gfed_region_weights:
+      OCEAN: 0.0
+      BONA: 0.0
+      TENA: 0.0
+      CEAM: 1.0
+      NHSA: 0.0
+      SHSA: 0.0
+      EURO: 0.0
+      MIDE: 0.0
+      NHAF: 0.0
+      SHAF: 0.0
+      BOAS: 0.0
+      CEAS: 0.0
+      SEAS: 0.0
+      EQAS: 0.0
+      AUST: 0.0
+    val_gfed_regions:
+    - CEAM
+    test_gfed_regions:
+    - CEAM
+    lsm_filter_enable: true
+    lsm_var_name: lsm
+    lsm_threshold: 0.1
+    lr: 0.001
+    weight_decay: 1.0e-08
+    max_epochs: 100
+    optimizer_apex: false
+    optimizer_fused: true
+    display_model_example: false
+    display_model_example_precision: null
+data:
+  cube_path: cube.zarr
+  input_vars:
+  - mslp
+  - tp
+  - vpd
+  - sst
+  - t2m_mean
+  - ssrd
+  - swvl1
+  - lst_day
+  - ndvi
+  - pop_dens
+  static_vars:
+  - lsm
+  generate_only_positive_samples: true
+  oci_enabled: false
+  oci_input_vars:
+  - oci_censo
+  - oci_ea
+  - oci_epo
+  - oci_gmsst
+  - oci_nao
+  - oci_nina34_anom
+  - oci_pdo
+  - oci_pna
+  - oci_soi
+  - oci_wp
+  oci_lag: 14
+  log_preprocess_input_vars:
+  - tp
+  - pop_dens
+  target_var: gwis_ba
+  target_shift: 16
+  target_var_per_area: false
+  target_var_log_process: false
+  timeseries_weeks: 24
+  lat_dim: null
+  lon_dim: null
+  lat_dim_overlap: null
+  lon_dim_overlap: null
+  time_dim_overlap: null
+  task: classification
+  batch_size: 1
+  num_workers: 2
+  pin_memory: false
+  load_cube_in_memory: false
+  train_random_sample: null
+  mean_std_dict_prefix: cube
+optimizer: null
+lr_scheduler: null
+ckpt_path: firecastnet-cls-CEAM-ts24-h16/version_9/checkpoints/last.ckpt

lam_model_ckpts/firecastnet-cls-CEAM-ts24-h16.ckpt

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+size 114511767

lam_model_ckpts/firecastnet-cls-CEAM-ts24-h2-config.yaml

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+# lightning.pytorch==2.5.1.post0
+seed_everything: 17
+trainer:
+  accelerator: auto
+  strategy: auto
+  devices: auto
+  num_nodes: 1
+  precision: null
+  logger:
+  - class_path: lightning.pytorch.loggers.CSVLogger
+    init_args:
+      save_dir: ./
+      name: firecastnet-cls-CEAM-ts24-h2
+      version: null
+      prefix: ''
+      flush_logs_every_n_steps: 100
+  callbacks:
+  - class_path: lightning.pytorch.callbacks.ModelSummary
+    init_args:
+      max_depth: 3
+  - class_path: lightning.pytorch.callbacks.LearningRateMonitor
+    init_args:
+      logging_interval: epoch
+      log_momentum: false
+      log_weight_decay: false
+  - class_path: lightning.pytorch.callbacks.ModelCheckpoint
+    init_args:
+      dirpath: null
+      filename: null
+      monitor: null
+      verbose: false
+      save_last: true
+      save_top_k: 1
+      save_weights_only: false
+      mode: min
+      auto_insert_metric_name: true
+      every_n_train_steps: null
+      train_time_interval: null
+      every_n_epochs: null
+      save_on_train_epoch_end: null
+      enable_version_counter: true
+  - class_path: lightning.pytorch.callbacks.ModelCheckpoint
+    init_args:
+      dirpath: null
+      filename: '{epoch:03d}-{val_loss:.4f}-{val_auprc:.3f}'
+      monitor: val_auprc
+      verbose: false
+      save_last: null
+      save_top_k: 1
+      save_weights_only: false
+      mode: max
+      auto_insert_metric_name: true
+      every_n_train_steps: null
+      train_time_interval: null
+      every_n_epochs: null
+      save_on_train_epoch_end: null
+      enable_version_counter: true
+  - class_path: seasfire.callbacks.DGLGraphToDevice
+  fast_dev_run: false
+  max_epochs: 40
+  min_epochs: null
+  max_steps: -1
+  min_steps: null
+  max_time: null
+  limit_train_batches: null
+  limit_val_batches: null
+  limit_test_batches: null
+  limit_predict_batches: null
+  overfit_batches: 0.0
+  val_check_interval: null
+  check_val_every_n_epoch: 1
+  num_sanity_val_steps: 1
+  log_every_n_steps: null
+  enable_checkpointing: null
+  enable_progress_bar: null
+  enable_model_summary: null
+  accumulate_grad_batches: 1
+  gradient_clip_val: 0.5
+  gradient_clip_algorithm: norm
+  deterministic: null
+  benchmark: null
+  inference_mode: true
+  use_distributed_sampler: true
+  profiler: null
+  detect_anomaly: false
+  barebones: false
+  plugins: null
+  sync_batchnorm: false
+  reload_dataloaders_every_n_epochs: 0
+  default_root_dir: null
+  model_registry: null
+model:
+  class_path: seasfire.firecastnet_lit.FireCastNetLit
+  init_args:
+    icospheres_graph_path: final_icospheres/icosphere_s3_CEAM_6u.json
+    sp_res: 0.25
+    max_lat: 89.875
+    min_lat: -89.875
+    max_lon: 179.875
+    min_lon: -179.875
+    lat_lon_static_data: true
+    embed_cube: true
+    embed_cube_width: 4
+    embed_cube_height: 4
+    embed_cube_time: 24
+    embed_cube_dim: 64
+    embed_cube_layer_norm: true
+    embed_cube_vit_enable: false
+    embed_cube_vit_patch_size: 36
+    embed_cube_vit_dim: 64
+    embed_cube_vit_depth: 1
+    embed_cube_vit_heads: 4
+    embed_cube_vit_mlp_dim: 64
+    embed_cube_ltae_enable: false
+    embed_cube_ltae_num_heads: 4
+    embed_cube_ltae_d_k: 16
+    embed_cube_sp_res: 1.0
+    embed_cube_max_lat: 89.5
+    embed_cube_min_lat: -89.5
+    embed_cube_max_lon: 179.5
+    embed_cube_min_lon: -179.5
+    timeseries_len: 24
+    input_dim_grid_nodes: 11
+    output_dim_grid_nodes: 16
+    input_dim_mesh_nodes: 3
+    input_dim_edges: 4
+    processor_layers: 12
+    hidden_layers: 1
+    hidden_dim: 64
+    aggregation: sum
+    norm_type: LayerNorm
+    do_concat_trick: false
+    regression_loss: mse
+    cube_path: cube.zarr
+    gfed_region_enable_loss_weighting: true
+    gfed_region_var_name: gfed_region
+    gfed_region_weights:
+      OCEAN: 0.0
+      BONA: 0.0
+      TENA: 0.0
+      CEAM: 1.0
+      NHSA: 0.0
+      SHSA: 0.0
+      EURO: 0.0
+      MIDE: 0.0
+      NHAF: 0.0
+      SHAF: 0.0
+      BOAS: 0.0
+      CEAS: 0.0
+      SEAS: 0.0
+      EQAS: 0.0
+      AUST: 0.0
+    val_gfed_regions:
+    - CEAM
+    test_gfed_regions:
+    - CEAM
+    lsm_filter_enable: true
+    lsm_var_name: lsm
+    lsm_threshold: 0.1
+    lr: 0.001
+    weight_decay: 1.0e-08
+    max_epochs: 100
+    optimizer_apex: false
+    optimizer_fused: true
+    display_model_example: false
+    display_model_example_precision: null
+data:
+  cube_path: cube.zarr
+  input_vars:
+  - mslp
+  - tp
+  - vpd
+  - sst
+  - t2m_mean
+  - ssrd
+  - swvl1
+  - lst_day
+  - ndvi
+  - pop_dens
+  static_vars:
+  - lsm
+  generate_only_positive_samples: true
+  oci_enabled: false
+  oci_input_vars:
+  - oci_censo
+  - oci_ea
+  - oci_epo
+  - oci_gmsst
+  - oci_nao
+  - oci_nina34_anom
+  - oci_pdo
+  - oci_pna
+  - oci_soi
+  - oci_wp
+  oci_lag: 14
+  log_preprocess_input_vars:
+  - tp
+  - pop_dens
+  target_var: gwis_ba
+  target_shift: 2
+  target_var_per_area: false
+  target_var_log_process: false
+  timeseries_weeks: 24
+  lat_dim: null
+  lon_dim: null
+  lat_dim_overlap: null
+  lon_dim_overlap: null
+  time_dim_overlap: null
+  task: classification
+  batch_size: 1
+  num_workers: 2
+  pin_memory: false
+  load_cube_in_memory: false
+  train_random_sample: null
+  mean_std_dict_prefix: cube
+optimizer: null
+lr_scheduler: null
+ckpt_path: firecastnet-cls-CEAM-ts24-h2/version_7/checkpoints/last.ckpt

lam_model_ckpts/firecastnet-cls-CEAM-ts24-h2.ckpt

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+version https://git-lfs.github.com/spec/v1
+oid sha256:e47534513256ee13c26b80d3a4877639a130352f296e5a291c2f1078ce08456b
+size 114511767

lam_model_ckpts/firecastnet-cls-CEAM-ts24-h24-config.yaml

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+# lightning.pytorch==2.5.1.post0
+seed_everything: 17
+trainer:
+  accelerator: auto
+  strategy: auto
+  devices: auto
+  num_nodes: 1
+  precision: null
+  logger:
+  - class_path: lightning.pytorch.loggers.CSVLogger
+    init_args:
+      save_dir: ./
+      name: firecastnet-cls-CEAM-ts24-h24
+      version: null
+      prefix: ''
+      flush_logs_every_n_steps: 100
+  callbacks:
+  - class_path: lightning.pytorch.callbacks.ModelSummary
+    init_args:
+      max_depth: 3
+  - class_path: lightning.pytorch.callbacks.LearningRateMonitor
+    init_args:
+      logging_interval: epoch
+      log_momentum: false
+      log_weight_decay: false
+  - class_path: lightning.pytorch.callbacks.ModelCheckpoint
+    init_args:
+      dirpath: null
+      filename: null
+      monitor: null
+      verbose: false
+      save_last: true
+      save_top_k: 1
+      save_weights_only: false
+      mode: min
+      auto_insert_metric_name: true
+      every_n_train_steps: null
+      train_time_interval: null
+      every_n_epochs: null
+      save_on_train_epoch_end: null
+      enable_version_counter: true
+  - class_path: lightning.pytorch.callbacks.ModelCheckpoint
+    init_args:
+      dirpath: null
+      filename: '{epoch:03d}-{val_loss:.4f}-{val_auprc:.3f}'
+      monitor: val_auprc
+      verbose: false
+      save_last: null
+      save_top_k: 1
+      save_weights_only: false
+      mode: max
+      auto_insert_metric_name: true
+      every_n_train_steps: null
+      train_time_interval: null
+      every_n_epochs: null
+      save_on_train_epoch_end: null
+      enable_version_counter: true
+  - class_path: seasfire.callbacks.DGLGraphToDevice
+  fast_dev_run: false
+  max_epochs: 40
+  min_epochs: null
+  max_steps: -1
+  min_steps: null
+  max_time: null
+  limit_train_batches: null
+  limit_val_batches: null
+  limit_test_batches: null
+  limit_predict_batches: null
+  overfit_batches: 0.0
+  val_check_interval: null
+  check_val_every_n_epoch: 1
+  num_sanity_val_steps: 1
+  log_every_n_steps: null
+  enable_checkpointing: null
+  enable_progress_bar: null
+  enable_model_summary: null
+  accumulate_grad_batches: 1
+  gradient_clip_val: 0.5
+  gradient_clip_algorithm: norm
+  deterministic: null
+  benchmark: null
+  inference_mode: true
+  use_distributed_sampler: true
+  profiler: null
+  detect_anomaly: false
+  barebones: false
+  plugins: null
+  sync_batchnorm: false
+  reload_dataloaders_every_n_epochs: 0
+  default_root_dir: null
+  model_registry: null
+model:
+  class_path: seasfire.firecastnet_lit.FireCastNetLit
+  init_args:
+    icospheres_graph_path: final_icospheres/icosphere_s3_CEAM_6u.json
+    sp_res: 0.25
+    max_lat: 89.875
+    min_lat: -89.875
+    max_lon: 179.875
+    min_lon: -179.875
+    lat_lon_static_data: true
+    embed_cube: true
+    embed_cube_width: 4
+    embed_cube_height: 4
+    embed_cube_time: 24
+    embed_cube_dim: 64
+    embed_cube_layer_norm: true
+    embed_cube_vit_enable: false
+    embed_cube_vit_patch_size: 36
+    embed_cube_vit_dim: 64
+    embed_cube_vit_depth: 1
+    embed_cube_vit_heads: 4
+    embed_cube_vit_mlp_dim: 64
+    embed_cube_ltae_enable: false
+    embed_cube_ltae_num_heads: 4
+    embed_cube_ltae_d_k: 16
+    embed_cube_sp_res: 1.0
+    embed_cube_max_lat: 89.5
+    embed_cube_min_lat: -89.5
+    embed_cube_max_lon: 179.5
+    embed_cube_min_lon: -179.5
+    timeseries_len: 24
+    input_dim_grid_nodes: 11
+    output_dim_grid_nodes: 16
+    input_dim_mesh_nodes: 3
+    input_dim_edges: 4
+    processor_layers: 12
+    hidden_layers: 1
+    hidden_dim: 64
+    aggregation: sum
+    norm_type: LayerNorm
+    do_concat_trick: false
+    regression_loss: mse
+    cube_path: cube.zarr
+    gfed_region_enable_loss_weighting: true
+    gfed_region_var_name: gfed_region
+    gfed_region_weights:
+      OCEAN: 0.0
+      BONA: 0.0
+      TENA: 0.0
+      CEAM: 1.0
+      NHSA: 0.0
+      SHSA: 0.0
+      EURO: 0.0
+      MIDE: 0.0
+      NHAF: 0.0
+      SHAF: 0.0
+      BOAS: 0.0
+      CEAS: 0.0
+      SEAS: 0.0
+      EQAS: 0.0
+      AUST: 0.0
+    val_gfed_regions:
+    - CEAM
+    test_gfed_regions:
+    - CEAM
+    lsm_filter_enable: true
+    lsm_var_name: lsm
+    lsm_threshold: 0.1
+    lr: 0.001
+    weight_decay: 1.0e-08
+    max_epochs: 100
+    optimizer_apex: false
+    optimizer_fused: true
+    display_model_example: false
+    display_model_example_precision: null
+data:
+  cube_path: cube.zarr
+  input_vars:
+  - mslp
+  - tp
+  - vpd
+  - sst
+  - t2m_mean
+  - ssrd
+  - swvl1
+  - lst_day
+  - ndvi
+  - pop_dens
+  static_vars:
+  - lsm
+  generate_only_positive_samples: true
+  oci_enabled: false
+  oci_input_vars:
+  - oci_censo
+  - oci_ea
+  - oci_epo
+  - oci_gmsst
+  - oci_nao
+  - oci_nina34_anom
+  - oci_pdo
+  - oci_pna
+  - oci_soi
+  - oci_wp
+  oci_lag: 14
+  log_preprocess_input_vars:
+  - tp
+  - pop_dens
+  target_var: gwis_ba
+  target_shift: 24
+  target_var_per_area: false
+  target_var_log_process: false
+  timeseries_weeks: 24
+  lat_dim: null
+  lon_dim: null
+  lat_dim_overlap: null
+  lon_dim_overlap: null
+  time_dim_overlap: null
+  task: classification
+  batch_size: 1
+  num_workers: 2
+  pin_memory: false
+  load_cube_in_memory: false
+  train_random_sample: null
+  mean_std_dict_prefix: cube
+optimizer: null
+lr_scheduler: null
+ckpt_path: firecastnet-cls-CEAM-ts24-h24/version_9/checkpoints/last.ckpt

lam_model_ckpts/firecastnet-cls-CEAM-ts24-h24.ckpt

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+version https://git-lfs.github.com/spec/v1
+oid sha256:9d377e3b2d7d7587d7f2ba591a0503433f92cda05513b573a2545a90ac65a6fc
+size 114511767

lam_model_ckpts/firecastnet-cls-CEAM-ts24-h4-config.yaml

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+# lightning.pytorch==2.5.1.post0
+seed_everything: 17
+trainer:
+  accelerator: auto
+  strategy: auto
+  devices: auto
+  num_nodes: 1
+  precision: null
+  logger:
+  - class_path: lightning.pytorch.loggers.CSVLogger
+    init_args:
+      save_dir: ./
+      name: firecastnet-cls-CEAM-ts24-h4
+      version: null
+      prefix: ''
+      flush_logs_every_n_steps: 100
+  callbacks:
+  - class_path: lightning.pytorch.callbacks.ModelSummary
+    init_args:
+      max_depth: 3
+  - class_path: lightning.pytorch.callbacks.LearningRateMonitor
+    init_args:
+      logging_interval: epoch
+      log_momentum: false
+      log_weight_decay: false
+  - class_path: lightning.pytorch.callbacks.ModelCheckpoint
+    init_args:
+      dirpath: null
+      filename: null
+      monitor: null
+      verbose: false
+      save_last: true
+      save_top_k: 1
+      save_weights_only: false
+      mode: min
+      auto_insert_metric_name: true
+      every_n_train_steps: null
+      train_time_interval: null
+      every_n_epochs: null
+      save_on_train_epoch_end: null
+      enable_version_counter: true
+  - class_path: lightning.pytorch.callbacks.ModelCheckpoint
+    init_args:
+      dirpath: null
+      filename: '{epoch:03d}-{val_loss:.4f}-{val_auprc:.3f}'
+      monitor: val_auprc
+      verbose: false
+      save_last: null
+      save_top_k: 1
+      save_weights_only: false
+      mode: max
+      auto_insert_metric_name: true
+      every_n_train_steps: null
+      train_time_interval: null
+      every_n_epochs: null
+      save_on_train_epoch_end: null
+      enable_version_counter: true
+  - class_path: seasfire.callbacks.DGLGraphToDevice
+  fast_dev_run: false
+  max_epochs: 40
+  min_epochs: null
+  max_steps: -1
+  min_steps: null
+  max_time: null
+  limit_train_batches: null
+  limit_val_batches: null
+  limit_test_batches: null
+  limit_predict_batches: null
+  overfit_batches: 0.0
+  val_check_interval: null
+  check_val_every_n_epoch: 1
+  num_sanity_val_steps: 1
+  log_every_n_steps: null
+  enable_checkpointing: null
+  enable_progress_bar: null
+  enable_model_summary: null
+  accumulate_grad_batches: 1
+  gradient_clip_val: 0.5
+  gradient_clip_algorithm: norm
+  deterministic: null
+  benchmark: null
+  inference_mode: true
+  use_distributed_sampler: true
+  profiler: null
+  detect_anomaly: false
+  barebones: false
+  plugins: null
+  sync_batchnorm: false
+  reload_dataloaders_every_n_epochs: 0
+  default_root_dir: null
+  model_registry: null
+model:
+  class_path: seasfire.firecastnet_lit.FireCastNetLit
+  init_args:
+    icospheres_graph_path: final_icospheres/icosphere_s3_CEAM_6u.json
+    sp_res: 0.25
+    max_lat: 89.875
+    min_lat: -89.875
+    max_lon: 179.875
+    min_lon: -179.875
+    lat_lon_static_data: true
+    embed_cube: true
+    embed_cube_width: 4
+    embed_cube_height: 4
+    embed_cube_time: 24
+    embed_cube_dim: 64
+    embed_cube_layer_norm: true
+    embed_cube_vit_enable: false
+    embed_cube_vit_patch_size: 36
+    embed_cube_vit_dim: 64
+    embed_cube_vit_depth: 1
+    embed_cube_vit_heads: 4
+    embed_cube_vit_mlp_dim: 64
+    embed_cube_ltae_enable: false
+    embed_cube_ltae_num_heads: 4
+    embed_cube_ltae_d_k: 16
+    embed_cube_sp_res: 1.0
+    embed_cube_max_lat: 89.5
+    embed_cube_min_lat: -89.5
+    embed_cube_max_lon: 179.5
+    embed_cube_min_lon: -179.5
+    timeseries_len: 24
+    input_dim_grid_nodes: 11
+    output_dim_grid_nodes: 16
+    input_dim_mesh_nodes: 3
+    input_dim_edges: 4
+    processor_layers: 12
+    hidden_layers: 1
+    hidden_dim: 64
+    aggregation: sum
+    norm_type: LayerNorm
+    do_concat_trick: false
+    regression_loss: mse
+    cube_path: cube.zarr
+    gfed_region_enable_loss_weighting: true
+    gfed_region_var_name: gfed_region
+    gfed_region_weights:
+      OCEAN: 0.0
+      BONA: 0.0
+      TENA: 0.0
+      CEAM: 1.0
+      NHSA: 0.0
+      SHSA: 0.0
+      EURO: 0.0
+      MIDE: 0.0
+      NHAF: 0.0
+      SHAF: 0.0
+      BOAS: 0.0
+      CEAS: 0.0
+      SEAS: 0.0
+      EQAS: 0.0
+      AUST: 0.0
+    val_gfed_regions:
+    - CEAM
+    test_gfed_regions:
+    - CEAM
+    lsm_filter_enable: true
+    lsm_var_name: lsm
+    lsm_threshold: 0.1
+    lr: 0.001
+    weight_decay: 1.0e-08
+    max_epochs: 100
+    optimizer_apex: false
+    optimizer_fused: true
+    display_model_example: false
+    display_model_example_precision: null
+data:
+  cube_path: cube.zarr
+  input_vars:
+  - mslp
+  - tp
+  - vpd
+  - sst
+  - t2m_mean
+  - ssrd
+  - swvl1
+  - lst_day
+  - ndvi
+  - pop_dens
+  static_vars:
+  - lsm
+  generate_only_positive_samples: true
+  oci_enabled: false
+  oci_input_vars:
+  - oci_censo
+  - oci_ea
+  - oci_epo
+  - oci_gmsst
+  - oci_nao
+  - oci_nina34_anom
+  - oci_pdo
+  - oci_pna
+  - oci_soi
+  - oci_wp
+  oci_lag: 14
+  log_preprocess_input_vars:
+  - tp
+  - pop_dens
+  target_var: gwis_ba
+  target_shift: 4
+  target_var_per_area: false
+  target_var_log_process: false
+  timeseries_weeks: 24
+  lat_dim: null
+  lon_dim: null
+  lat_dim_overlap: null
+  lon_dim_overlap: null
+  time_dim_overlap: null
+  task: classification
+  batch_size: 1
+  num_workers: 2
+  pin_memory: false
+  load_cube_in_memory: false
+  train_random_sample: null
+  mean_std_dict_prefix: cube
+optimizer: null
+lr_scheduler: null
+ckpt_path: firecastnet-cls-CEAM-ts24-h4/version_4/checkpoints/last.ckpt

lam_model_ckpts/firecastnet-cls-CEAM-ts24-h4.ckpt

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+version https://git-lfs.github.com/spec/v1
+oid sha256:65d715e8e4cd8d3bde9611e48978f2cf65ce492bc79d70fde513156fddfd065c
+size 114511767

lam_model_ckpts/firecastnet-cls-CEAM-ts24-h8-config.yaml

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+# lightning.pytorch==2.5.1.post0
+seed_everything: 17
+trainer:
+  accelerator: auto
+  strategy: auto
+  devices: auto
+  num_nodes: 1
+  precision: null
+  logger:
+  - class_path: lightning.pytorch.loggers.CSVLogger
+    init_args:
+      save_dir: ./
+      name: firecastnet-cls-CEAM-ts24-h8
+      version: null
+      prefix: ''
+      flush_logs_every_n_steps: 100
+  callbacks:
+  - class_path: lightning.pytorch.callbacks.ModelSummary
+    init_args:
+      max_depth: 3
+  - class_path: lightning.pytorch.callbacks.LearningRateMonitor
+    init_args:
+      logging_interval: epoch
+      log_momentum: false
+      log_weight_decay: false
+  - class_path: lightning.pytorch.callbacks.ModelCheckpoint
+    init_args:
+      dirpath: null
+      filename: null
+      monitor: null
+      verbose: false
+      save_last: true
+      save_top_k: 1
+      save_weights_only: false
+      mode: min
+      auto_insert_metric_name: true
+      every_n_train_steps: null
+      train_time_interval: null
+      every_n_epochs: null
+      save_on_train_epoch_end: null
+      enable_version_counter: true
+  - class_path: lightning.pytorch.callbacks.ModelCheckpoint
+    init_args:
+      dirpath: null
+      filename: '{epoch:03d}-{val_loss:.4f}-{val_auprc:.3f}'
+      monitor: val_auprc
+      verbose: false
+      save_last: null
+      save_top_k: 1
+      save_weights_only: false
+      mode: max
+      auto_insert_metric_name: true
+      every_n_train_steps: null
+      train_time_interval: null
+      every_n_epochs: null
+      save_on_train_epoch_end: null
+      enable_version_counter: true
+  - class_path: seasfire.callbacks.DGLGraphToDevice
+  fast_dev_run: false
+  max_epochs: 40
+  min_epochs: null
+  max_steps: -1
+  min_steps: null
+  max_time: null
+  limit_train_batches: null
+  limit_val_batches: null
+  limit_test_batches: null
+  limit_predict_batches: null
+  overfit_batches: 0.0
+  val_check_interval: null
+  check_val_every_n_epoch: 1
+  num_sanity_val_steps: 1
+  log_every_n_steps: null
+  enable_checkpointing: null
+  enable_progress_bar: null
+  enable_model_summary: null
+  accumulate_grad_batches: 1
+  gradient_clip_val: 0.5
+  gradient_clip_algorithm: norm
+  deterministic: null
+  benchmark: null
+  inference_mode: true
+  use_distributed_sampler: true
+  profiler: null
+  detect_anomaly: false
+  barebones: false
+  plugins: null
+  sync_batchnorm: false
+  reload_dataloaders_every_n_epochs: 0
+  default_root_dir: null
+  model_registry: null
+model:
+  class_path: seasfire.firecastnet_lit.FireCastNetLit
+  init_args:
+    icospheres_graph_path: final_icospheres/icosphere_s3_CEAM_6u.json
+    sp_res: 0.25
+    max_lat: 89.875
+    min_lat: -89.875
+    max_lon: 179.875
+    min_lon: -179.875
+    lat_lon_static_data: true
+    embed_cube: true
+    embed_cube_width: 4
+    embed_cube_height: 4
+    embed_cube_time: 24
+    embed_cube_dim: 64
+    embed_cube_layer_norm: true
+    embed_cube_vit_enable: false
+    embed_cube_vit_patch_size: 36
+    embed_cube_vit_dim: 64
+    embed_cube_vit_depth: 1
+    embed_cube_vit_heads: 4
+    embed_cube_vit_mlp_dim: 64
+    embed_cube_ltae_enable: false
+    embed_cube_ltae_num_heads: 4
+    embed_cube_ltae_d_k: 16
+    embed_cube_sp_res: 1.0
+    embed_cube_max_lat: 89.5
+    embed_cube_min_lat: -89.5
+    embed_cube_max_lon: 179.5
+    embed_cube_min_lon: -179.5
+    timeseries_len: 24
+    input_dim_grid_nodes: 11
+    output_dim_grid_nodes: 16
+    input_dim_mesh_nodes: 3
+    input_dim_edges: 4
+    processor_layers: 12
+    hidden_layers: 1
+    hidden_dim: 64
+    aggregation: sum
+    norm_type: LayerNorm
+    do_concat_trick: false
+    regression_loss: mse
+    cube_path: cube.zarr
+    gfed_region_enable_loss_weighting: true
+    gfed_region_var_name: gfed_region
+    gfed_region_weights:
+      OCEAN: 0.0
+      BONA: 0.0
+      TENA: 0.0
+      CEAM: 1.0
+      NHSA: 0.0
+      SHSA: 0.0
+      EURO: 0.0
+      MIDE: 0.0
+      NHAF: 0.0
+      SHAF: 0.0
+      BOAS: 0.0
+      CEAS: 0.0
+      SEAS: 0.0
+      EQAS: 0.0
+      AUST: 0.0
+    val_gfed_regions:
+    - CEAM
+    test_gfed_regions:
+    - CEAM
+    lsm_filter_enable: true
+    lsm_var_name: lsm
+    lsm_threshold: 0.1
+    lr: 0.001
+    weight_decay: 1.0e-08
+    max_epochs: 100
+    optimizer_apex: false
+    optimizer_fused: true
+    display_model_example: false
+    display_model_example_precision: null
+data:
+  cube_path: cube.zarr
+  input_vars:
+  - mslp
+  - tp
+  - vpd
+  - sst
+  - t2m_mean
+  - ssrd
+  - swvl1
+  - lst_day
+  - ndvi
+  - pop_dens
+  static_vars:
+  - lsm
+  generate_only_positive_samples: true
+  oci_enabled: false
+  oci_input_vars:
+  - oci_censo
+  - oci_ea
+  - oci_epo
+  - oci_gmsst
+  - oci_nao
+  - oci_nina34_anom
+  - oci_pdo
+  - oci_pna
+  - oci_soi
+  - oci_wp
+  oci_lag: 14
+  log_preprocess_input_vars:
+  - tp
+  - pop_dens
+  target_var: gwis_ba
+  target_shift: 8
+  target_var_per_area: false
+  target_var_log_process: false
+  timeseries_weeks: 24
+  lat_dim: null
+  lon_dim: null
+  lat_dim_overlap: null
+  lon_dim_overlap: null
+  time_dim_overlap: null
+  task: classification
+  batch_size: 1
+  num_workers: 2
+  pin_memory: false
+  load_cube_in_memory: false
+  train_random_sample: null
+  mean_std_dict_prefix: cube
+optimizer: null
+lr_scheduler: null
+ckpt_path: firecastnet-cls-CEAM-ts24-h8/version_6/checkpoints/last.ckpt

lam_model_ckpts/firecastnet-cls-CEAM-ts24-h8.ckpt

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+version https://git-lfs.github.com/spec/v1
+oid sha256:538e2b3b95a6ab0bd19dc14da9dfbba1db152a745248c59211be86acbfa52f0d
+size 114511767

lam_model_ckpts/firecastnet-cls-EURO-ts24-h1-config.yaml

@@ -0,0 +1,191 @@
+# lightning.pytorch==2.2.1
+seed_everything: 17
+trainer:
+  accelerator: auto
+  strategy: auto
+  devices: auto
+  num_nodes: 1
+  precision: null
+  default_root_dir: ./lightning_logs/local_firecastnet/EURO
+  logger:
+  - class_path: lightning.pytorch.loggers.WandbLogger
+    init_args:
+      project: local_firecastnet
+      log_model: all
+      save_dir: ./lightning_logs
+  callbacks:
+  - class_path: lightning.pytorch.callbacks.ModelSummary
+    init_args: 
+      max_depth: 3
+  - class_path: lightning.pytorch.callbacks.LearningRateMonitor
+    init_args:
+      logging_interval: 'epoch'
+  - class_path: lightning.pytorch.callbacks.ModelCheckpoint
+    init_args:
+      dirpath: ./lightning_logs/local_firecastnet/EURO/checkpoints
+      filename: last
+      save_last: true
+      save_top_k: 0       # we’re only using this one to keep track of last
+  - class_path: lightning.pytorch.callbacks.ModelCheckpoint
+    init_args:
+      dirpath: ./lightning_logs/local_firecastnet/EURO/checkpoints
+      filename: '{epoch:03d}-{val_auprc:.4f}'
+      monitor: val_auprc
+      mode: max
+      save_top_k: 1
+  - class_path: seasfire.callbacks.DGLGraphToDevice
+  fast_dev_run: false
+  max_epochs: 50
+  min_epochs: null
+  max_steps: -1
+  min_steps: null
+  limit_train_batches: null
+  max_time: null
+  limit_val_batches: null
+  limit_test_batches: null
+  limit_predict_batches: null
+  overfit_batches: 0.0
+  val_check_interval: null
+  check_val_every_n_epoch: 1
+  num_sanity_val_steps: 1
+  log_every_n_steps: null
+  enable_checkpointing: null
+  enable_progress_bar: null
+  enable_model_summary: null
+  accumulate_grad_batches: 1
+  gradient_clip_val: 0.5
+  gradient_clip_algorithm: 'norm'
+  deterministic: null
+  benchmark: null
+  inference_mode: true
+  use_distributed_sampler: true
+  profiler: null
+  detect_anomaly: false
+  barebones: false
+  plugins: null
+  sync_batchnorm: false
+  reload_dataloaders_every_n_epochs: 0
+model:
+  class_path: seasfire.firecastnet_lit.FireCastNetLit
+  init_args:
+    icospheres_graph_path: icospheres-lam/icospheres/icosphere_s3_EURO_6u_layers.json.gz
+    sp_res: 0.250
+    max_lat: 89.875
+    min_lat: -89.875
+    max_lon: 179.875
+    min_lon: -179.875
+    lat_lon_static_data: true
+    timeseries_len: 24
+    embed_cube: true
+    embed_cube_width: 4
+    embed_cube_height: 4
+    embed_cube_time: 24
+    embed_cube_dim: 64
+    embed_cube_layer_norm: true
+    embed_cube_vit_enable: false
+    embed_cube_vit_patch_size: 36
+    embed_cube_vit_dim: 64
+    embed_cube_vit_mlp_dim: 64
+    embed_cube_vit_depth: 1
+    embed_cube_vit_heads: 4
+    embed_cube_ltae_enable: false
+    embed_cube_ltae_num_heads: 4
+    embed_cube_ltae_d_k: 16
+    embed_cube_sp_res: 1.0
+    embed_cube_max_lat: 89.5
+    embed_cube_min_lat: -89.5
+    embed_cube_max_lon: 179.5
+    embed_cube_min_lon: -179.5
+    input_dim_grid_nodes: 11
+    output_dim_grid_nodes: 16
+    input_dim_mesh_nodes: 3
+    input_dim_edges: 4
+    processor_layers: 12
+    hidden_layers: 1
+    hidden_dim: 64
+    aggregation: sum
+    norm_type: LayerNorm
+    do_concat_trick: false
+    regression_loss: mse
+    cube_path: "../cube_v3.zarr"
+    gfed_region_enable_loss_weighting: true
+    gfed_region_var_name: "gfed_region"
+    gfed_region_weights: 
+      OCEAN: 0.0
+      BONA: 0.0
+      TENA: 0.0
+      CEAM: 0.0
+      NHSA: 0.0
+      EURO: 1.0
+      SHSA: 0.0
+      MIDE: 0.0
+      NHAF: 0.0
+      SHAF: 0.0
+      BOAS: 0.0
+      CEAS: 0.0
+      SEAS: 0.0
+      EQAS: 0.0
+      AUST: 0.0    
+    val_gfed_regions:
+    - EURO
+    test_gfed_regions:
+    - EURO
+    lsm_filter_enable: true
+    lsm_var_name: "lsm"
+    lsm_threshold: 0.1
+    lr: 0.001
+    weight_decay: 0.00000001
+    optimizer_apex: false
+    optimizer_fused: true
+    display_model_example: false
+    display_model_example_precision: null
+data:
+  cube_path: "../cube_v3.zarr"
+  input_vars:
+  - mslp
+  - tp
+  - vpd
+  - sst
+  - t2m_mean
+  - ssrd
+  - swvl1
+  - lst_day
+  - ndvi
+  - pop_dens
+  static_vars:
+  - lsm
+  generate_only_positive_samples: true
+  oci_enabled: false
+  oci_input_vars: 
+  - oci_censo
+  - oci_ea
+  - oci_epo
+  - oci_gmsst
+  - oci_nao
+  - oci_nina34_anom
+  - oci_pdo
+  - oci_pna
+  - oci_soi
+  - oci_wp
+  oci_lag: 14
+  log_preprocess_input_vars:
+  - tp
+  - pop_dens
+  target_var: gwis_ba
+  target_shift: 1
+  target_var_per_area: false
+  target_var_log_process: false
+  timeseries_weeks: 24
+  lat_dim: null 
+  lon_dim: null
+  lat_dim_overlap: null
+  lon_dim_overlap: null
+  time_dim_overlap: null
+  task: classification
+  batch_size: 1
+  num_workers: 2
+  pin_memory: false
+  load_cube_in_memory: false
+  train_random_sample: null
+  mean_std_dict_prefix: "cube"
+ckpt_path: null

lam_model_ckpts/firecastnet-cls-EURO-ts24-h1.ckpt

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+version https://git-lfs.github.com/spec/v1
+oid sha256:51ed8d5f3aeca9978eca41bec87af8271f1a2afd4ed5a0782fd8854fdf843788
+size 114511767

lam_model_ckpts/firecastnet-cls-EURO-ts24-h16-config.yaml

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+# lightning.pytorch==2.2.1
+seed_everything: 17
+trainer:
+  accelerator: auto
+  strategy: auto
+  devices: auto
+  num_nodes: 1
+  precision: null
+  default_root_dir: ./lightning_logs/local_firecastnet/EURO
+  logger:
+  - class_path: lightning.pytorch.loggers.WandbLogger
+    init_args:
+      project: local_firecastnet
+      log_model: all
+      save_dir: ./lightning_logs
+  callbacks:
+  - class_path: lightning.pytorch.callbacks.ModelSummary
+    init_args: 
+      max_depth: 3
+  - class_path: lightning.pytorch.callbacks.LearningRateMonitor
+    init_args:
+      logging_interval: 'epoch'
+  - class_path: lightning.pytorch.callbacks.ModelCheckpoint
+    init_args:
+      dirpath: ./lightning_logs/local_firecastnet/EURO/checkpoints
+      filename: last
+      save_last: true
+      save_top_k: 0       # we’re only using this one to keep track of last
+  - class_path: lightning.pytorch.callbacks.ModelCheckpoint
+    init_args:
+      dirpath: ./lightning_logs/local_firecastnet/EURO/checkpoints
+      filename: '{epoch:03d}-{val_auprc:.4f}'
+      monitor: val_auprc
+      mode: max
+      save_top_k: 1
+  - class_path: seasfire.callbacks.DGLGraphToDevice
+  fast_dev_run: false
+  max_epochs: 50
+  min_epochs: null
+  max_steps: -1
+  min_steps: null
+  limit_train_batches: null
+  max_time: null
+  limit_val_batches: null
+  limit_test_batches: null
+  limit_predict_batches: null
+  overfit_batches: 0.0
+  val_check_interval: null
+  check_val_every_n_epoch: 1
+  num_sanity_val_steps: 1
+  log_every_n_steps: null
+  enable_checkpointing: null
+  enable_progress_bar: null
+  enable_model_summary: null
+  accumulate_grad_batches: 1
+  gradient_clip_val: 0.5
+  gradient_clip_algorithm: 'norm'
+  deterministic: null
+  benchmark: null
+  inference_mode: true
+  use_distributed_sampler: true
+  profiler: null
+  detect_anomaly: false
+  barebones: false
+  plugins: null
+  sync_batchnorm: false
+  reload_dataloaders_every_n_epochs: 0
+model:
+  class_path: seasfire.firecastnet_lit.FireCastNetLit
+  init_args:
+    icospheres_graph_path: icospheres-lam/icospheres/icosphere_s3_EURO_6u_layers.json.gz
+    sp_res: 0.250
+    max_lat: 89.875
+    min_lat: -89.875
+    max_lon: 179.875
+    min_lon: -179.875
+    lat_lon_static_data: true
+    timeseries_len: 24
+    embed_cube: true
+    embed_cube_width: 4
+    embed_cube_height: 4
+    embed_cube_time: 24
+    embed_cube_dim: 64
+    embed_cube_layer_norm: true
+    embed_cube_vit_enable: false
+    embed_cube_vit_patch_size: 36
+    embed_cube_vit_dim: 64
+    embed_cube_vit_mlp_dim: 64
+    embed_cube_vit_depth: 1
+    embed_cube_vit_heads: 4
+    embed_cube_ltae_enable: false
+    embed_cube_ltae_num_heads: 4
+    embed_cube_ltae_d_k: 16
+    embed_cube_sp_res: 1.0
+    embed_cube_max_lat: 89.5
+    embed_cube_min_lat: -89.5
+    embed_cube_max_lon: 179.5
+    embed_cube_min_lon: -179.5
+    input_dim_grid_nodes: 11
+    output_dim_grid_nodes: 16
+    input_dim_mesh_nodes: 3
+    input_dim_edges: 4
+    processor_layers: 12
+    hidden_layers: 1
+    hidden_dim: 64
+    aggregation: sum
+    norm_type: LayerNorm
+    do_concat_trick: false
+    regression_loss: mse
+    cube_path: "../cube_v3.zarr"
+    gfed_region_enable_loss_weighting: true
+    gfed_region_var_name: "gfed_region"
+    gfed_region_weights: 
+      OCEAN: 0.0
+      BONA: 0.0
+      TENA: 0.0
+      CEAM: 0.0
+      NHSA: 0.0
+      EURO: 1.0
+      SHSA: 0.0
+      MIDE: 0.0
+      NHAF: 0.0
+      SHAF: 0.0
+      BOAS: 0.0
+      CEAS: 0.0
+      SEAS: 0.0
+      EQAS: 0.0
+      AUST: 0.0    
+    val_gfed_regions:
+    - EURO
+    test_gfed_regions:
+    - EURO
+    lsm_filter_enable: true
+    lsm_var_name: "lsm"
+    lsm_threshold: 0.1
+    lr: 0.001
+    weight_decay: 0.00000001
+    optimizer_apex: false
+    optimizer_fused: true
+    display_model_example: false
+    display_model_example_precision: null
+data:
+  cube_path: "../cube_v3.zarr"
+  input_vars:
+  - mslp
+  - tp
+  - vpd
+  - sst
+  - t2m_mean
+  - ssrd
+  - swvl1
+  - lst_day
+  - ndvi
+  - pop_dens
+  static_vars:
+  - lsm
+  generate_only_positive_samples: true
+  oci_enabled: false
+  oci_input_vars: 
+  - oci_censo
+  - oci_ea
+  - oci_epo
+  - oci_gmsst
+  - oci_nao
+  - oci_nina34_anom
+  - oci_pdo
+  - oci_pna
+  - oci_soi
+  - oci_wp
+  oci_lag: 14
+  log_preprocess_input_vars:
+  - tp
+  - pop_dens
+  target_var: gwis_ba
+  target_shift: 16
+  target_var_per_area: false
+  target_var_log_process: false
+  timeseries_weeks: 24
+  lat_dim: null 
+  lon_dim: null
+  lat_dim_overlap: null
+  lon_dim_overlap: null
+  time_dim_overlap: null
+  task: classification
+  batch_size: 1
+  num_workers: 2
+  pin_memory: false
+  load_cube_in_memory: false
+  train_random_sample: null
+  mean_std_dict_prefix: "cube"
+ckpt_path: null

lam_model_ckpts/firecastnet-cls-EURO-ts24-h16.ckpt

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+version https://git-lfs.github.com/spec/v1
+oid sha256:1389e242343ac47aeee3e5b9a94f30f1c588377b5ed257796010a9d6b2a6e684
+size 114511767

lam_model_ckpts/firecastnet-cls-EURO-ts24-h2-config.yaml

@@ -0,0 +1,191 @@
+# lightning.pytorch==2.2.1
+seed_everything: 17
+trainer:
+  accelerator: auto
+  strategy: auto
+  devices: auto
+  num_nodes: 1
+  precision: null
+  default_root_dir: ./lightning_logs/local_firecastnet/EURO
+  logger:
+  - class_path: lightning.pytorch.loggers.WandbLogger
+    init_args:
+      project: local_firecastnet
+      log_model: all
+      save_dir: ./lightning_logs
+  callbacks:
+  - class_path: lightning.pytorch.callbacks.ModelSummary
+    init_args: 
+      max_depth: 3
+  - class_path: lightning.pytorch.callbacks.LearningRateMonitor
+    init_args:
+      logging_interval: 'epoch'
+  - class_path: lightning.pytorch.callbacks.ModelCheckpoint
+    init_args:
+      dirpath: ./lightning_logs/local_firecastnet/EURO/checkpoints
+      filename: last
+      save_last: true
+      save_top_k: 0       # we’re only using this one to keep track of last
+  - class_path: lightning.pytorch.callbacks.ModelCheckpoint
+    init_args:
+      dirpath: ./lightning_logs/local_firecastnet/EURO/checkpoints
+      filename: '{epoch:03d}-{val_auprc:.4f}'
+      monitor: val_auprc
+      mode: max
+      save_top_k: 1
+  - class_path: seasfire.callbacks.DGLGraphToDevice
+  fast_dev_run: false
+  max_epochs: 50
+  min_epochs: null
+  max_steps: -1
+  min_steps: null
+  limit_train_batches: null
+  max_time: null
+  limit_val_batches: null
+  limit_test_batches: null
+  limit_predict_batches: null
+  overfit_batches: 0.0
+  val_check_interval: null
+  check_val_every_n_epoch: 1
+  num_sanity_val_steps: 1
+  log_every_n_steps: null
+  enable_checkpointing: null
+  enable_progress_bar: null
+  enable_model_summary: null
+  accumulate_grad_batches: 1
+  gradient_clip_val: 0.5
+  gradient_clip_algorithm: 'norm'
+  deterministic: null
+  benchmark: null
+  inference_mode: true
+  use_distributed_sampler: true
+  profiler: null
+  detect_anomaly: false
+  barebones: false
+  plugins: null
+  sync_batchnorm: false
+  reload_dataloaders_every_n_epochs: 0
+model:
+  class_path: seasfire.firecastnet_lit.FireCastNetLit
+  init_args:
+    icospheres_graph_path: icospheres-lam/icospheres/icosphere_s3_EURO_6u_layers.json.gz
+    sp_res: 0.250
+    max_lat: 89.875
+    min_lat: -89.875
+    max_lon: 179.875
+    min_lon: -179.875
+    lat_lon_static_data: true
+    timeseries_len: 24
+    embed_cube: true
+    embed_cube_width: 4
+    embed_cube_height: 4
+    embed_cube_time: 24
+    embed_cube_dim: 64
+    embed_cube_layer_norm: true
+    embed_cube_vit_enable: false
+    embed_cube_vit_patch_size: 36
+    embed_cube_vit_dim: 64
+    embed_cube_vit_mlp_dim: 64
+    embed_cube_vit_depth: 1
+    embed_cube_vit_heads: 4
+    embed_cube_ltae_enable: false
+    embed_cube_ltae_num_heads: 4
+    embed_cube_ltae_d_k: 16
+    embed_cube_sp_res: 1.0
+    embed_cube_max_lat: 89.5
+    embed_cube_min_lat: -89.5
+    embed_cube_max_lon: 179.5
+    embed_cube_min_lon: -179.5
+    input_dim_grid_nodes: 11
+    output_dim_grid_nodes: 16
+    input_dim_mesh_nodes: 3
+    input_dim_edges: 4
+    processor_layers: 12
+    hidden_layers: 1
+    hidden_dim: 64
+    aggregation: sum
+    norm_type: LayerNorm
+    do_concat_trick: false
+    regression_loss: mse
+    cube_path: "../cube_v3.zarr"
+    gfed_region_enable_loss_weighting: true
+    gfed_region_var_name: "gfed_region"
+    gfed_region_weights: 
+      OCEAN: 0.0
+      BONA: 0.0
+      TENA: 0.0
+      CEAM: 0.0
+      NHSA: 0.0
+      EURO: 1.0
+      SHSA: 0.0
+      MIDE: 0.0
+      NHAF: 0.0
+      SHAF: 0.0
+      BOAS: 0.0
+      CEAS: 0.0
+      SEAS: 0.0
+      EQAS: 0.0
+      AUST: 0.0    
+    val_gfed_regions:
+    - EURO
+    test_gfed_regions:
+    - EURO
+    lsm_filter_enable: true
+    lsm_var_name: "lsm"
+    lsm_threshold: 0.1
+    lr: 0.001
+    weight_decay: 0.00000001
+    optimizer_apex: false
+    optimizer_fused: true
+    display_model_example: false
+    display_model_example_precision: null
+data:
+  cube_path: "../cube_v3.zarr"
+  input_vars:
+  - mslp
+  - tp
+  - vpd
+  - sst
+  - t2m_mean
+  - ssrd
+  - swvl1
+  - lst_day
+  - ndvi
+  - pop_dens
+  static_vars:
+  - lsm
+  generate_only_positive_samples: true
+  oci_enabled: false
+  oci_input_vars: 
+  - oci_censo
+  - oci_ea
+  - oci_epo
+  - oci_gmsst
+  - oci_nao
+  - oci_nina34_anom
+  - oci_pdo
+  - oci_pna
+  - oci_soi
+  - oci_wp
+  oci_lag: 14
+  log_preprocess_input_vars:
+  - tp
+  - pop_dens
+  target_var: gwis_ba
+  target_shift: 2
+  target_var_per_area: false
+  target_var_log_process: false
+  timeseries_weeks: 24
+  lat_dim: null 
+  lon_dim: null
+  lat_dim_overlap: null
+  lon_dim_overlap: null
+  time_dim_overlap: null
+  task: classification
+  batch_size: 1
+  num_workers: 2
+  pin_memory: false
+  load_cube_in_memory: false
+  train_random_sample: null
+  mean_std_dict_prefix: "cube"
+ckpt_path: null

lam_model_ckpts/firecastnet-cls-EURO-ts24-h2.ckpt

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+version https://git-lfs.github.com/spec/v1
+oid sha256:14e147347d838021a6e72f09953f16f24b6f35f2dfccb0dfcdb9422c6055f800
+size 114511767

lam_model_ckpts/firecastnet-cls-EURO-ts24-h24-config.yaml

@@ -0,0 +1,191 @@
+# lightning.pytorch==2.2.1
+seed_everything: 17
+trainer:
+  accelerator: auto
+  strategy: auto
+  devices: auto
+  num_nodes: 1
+  precision: null
+  default_root_dir: ./lightning_logs/local_firecastnet/EURO
+  logger:
+  - class_path: lightning.pytorch.loggers.WandbLogger
+    init_args:
+      project: local_firecastnet
+      log_model: all
+      save_dir: ./lightning_logs
+  callbacks:
+  - class_path: lightning.pytorch.callbacks.ModelSummary
+    init_args: 
+      max_depth: 3
+  - class_path: lightning.pytorch.callbacks.LearningRateMonitor
+    init_args:
+      logging_interval: 'epoch'
+  - class_path: lightning.pytorch.callbacks.ModelCheckpoint
+    init_args:
+      dirpath: ./lightning_logs/local_firecastnet/EURO/checkpoints
+      filename: last
+      save_last: true
+      save_top_k: 0       # we’re only using this one to keep track of last
+  - class_path: lightning.pytorch.callbacks.ModelCheckpoint
+    init_args:
+      dirpath: ./lightning_logs/local_firecastnet/EURO/checkpoints
+      filename: '{epoch:03d}-{val_auprc:.4f}'
+      monitor: val_auprc
+      mode: max
+      save_top_k: 1
+  - class_path: seasfire.callbacks.DGLGraphToDevice
+  fast_dev_run: false
+  max_epochs: 50
+  min_epochs: null
+  max_steps: -1
+  min_steps: null
+  limit_train_batches: null
+  max_time: null
+  limit_val_batches: null
+  limit_test_batches: null
+  limit_predict_batches: null
+  overfit_batches: 0.0
+  val_check_interval: null
+  check_val_every_n_epoch: 1
+  num_sanity_val_steps: 1
+  log_every_n_steps: null
+  enable_checkpointing: null
+  enable_progress_bar: null
+  enable_model_summary: null
+  accumulate_grad_batches: 1
+  gradient_clip_val: 0.5
+  gradient_clip_algorithm: 'norm'
+  deterministic: null
+  benchmark: null
+  inference_mode: true
+  use_distributed_sampler: true
+  profiler: null
+  detect_anomaly: false
+  barebones: false
+  plugins: null
+  sync_batchnorm: false
+  reload_dataloaders_every_n_epochs: 0
+model:
+  class_path: seasfire.firecastnet_lit.FireCastNetLit
+  init_args:
+    icospheres_graph_path: icospheres-lam/icospheres/icosphere_s3_EURO_6u_layers.json.gz
+    sp_res: 0.250
+    max_lat: 89.875
+    min_lat: -89.875
+    max_lon: 179.875
+    min_lon: -179.875
+    lat_lon_static_data: true
+    timeseries_len: 24
+    embed_cube: true
+    embed_cube_width: 4
+    embed_cube_height: 4
+    embed_cube_time: 24
+    embed_cube_dim: 64
+    embed_cube_layer_norm: true
+    embed_cube_vit_enable: false
+    embed_cube_vit_patch_size: 36
+    embed_cube_vit_dim: 64
+    embed_cube_vit_mlp_dim: 64
+    embed_cube_vit_depth: 1
+    embed_cube_vit_heads: 4
+    embed_cube_ltae_enable: false
+    embed_cube_ltae_num_heads: 4
+    embed_cube_ltae_d_k: 16
+    embed_cube_sp_res: 1.0
+    embed_cube_max_lat: 89.5
+    embed_cube_min_lat: -89.5
+    embed_cube_max_lon: 179.5
+    embed_cube_min_lon: -179.5
+    input_dim_grid_nodes: 11
+    output_dim_grid_nodes: 16
+    input_dim_mesh_nodes: 3
+    input_dim_edges: 4
+    processor_layers: 12
+    hidden_layers: 1
+    hidden_dim: 64
+    aggregation: sum
+    norm_type: LayerNorm
+    do_concat_trick: false
+    regression_loss: mse
+    cube_path: "../cube_v3.zarr"
+    gfed_region_enable_loss_weighting: true
+    gfed_region_var_name: "gfed_region"
+    gfed_region_weights: 
+      OCEAN: 0.0
+      BONA: 0.0
+      TENA: 0.0
+      CEAM: 0.0
+      NHSA: 0.0
+      EURO: 1.0
+      SHSA: 0.0
+      MIDE: 0.0
+      NHAF: 0.0
+      SHAF: 0.0
+      BOAS: 0.0
+      CEAS: 0.0
+      SEAS: 0.0
+      EQAS: 0.0
+      AUST: 0.0    
+    val_gfed_regions:
+    - EURO
+    test_gfed_regions:
+    - EURO
+    lsm_filter_enable: true
+    lsm_var_name: "lsm"
+    lsm_threshold: 0.1
+    lr: 0.001
+    weight_decay: 0.00000001
+    optimizer_apex: false
+    optimizer_fused: true
+    display_model_example: false
+    display_model_example_precision: null
+data:
+  cube_path: "../cube_v3.zarr"
+  input_vars:
+  - mslp
+  - tp
+  - vpd
+  - sst
+  - t2m_mean
+  - ssrd
+  - swvl1
+  - lst_day
+  - ndvi
+  - pop_dens
+  static_vars:
+  - lsm
+  generate_only_positive_samples: true
+  oci_enabled: false
+  oci_input_vars: 
+  - oci_censo
+  - oci_ea
+  - oci_epo
+  - oci_gmsst
+  - oci_nao
+  - oci_nina34_anom
+  - oci_pdo
+  - oci_pna
+  - oci_soi
+  - oci_wp
+  oci_lag: 14
+  log_preprocess_input_vars:
+  - tp
+  - pop_dens
+  target_var: gwis_ba
+  target_shift: 24
+  target_var_per_area: false
+  target_var_log_process: false
+  timeseries_weeks: 24
+  lat_dim: null 
+  lon_dim: null
+  lat_dim_overlap: null
+  lon_dim_overlap: null
+  time_dim_overlap: null
+  task: classification
+  batch_size: 1
+  num_workers: 2
+  pin_memory: false
+  load_cube_in_memory: false
+  train_random_sample: null
+  mean_std_dict_prefix: "cube"
+ckpt_path: null

lam_model_ckpts/firecastnet-cls-EURO-ts24-h24.ckpt

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+version https://git-lfs.github.com/spec/v1
+oid sha256:de397b94948a36a4fd2bc2cef321764b69b5bac1b1e5393ec7056ae10fd92905
+size 114511767

lam_model_ckpts/firecastnet-cls-EURO-ts24-h4-config.yaml

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+# lightning.pytorch==2.2.1
+seed_everything: 17
+trainer:
+  accelerator: auto
+  strategy: auto
+  devices: auto
+  num_nodes: 1
+  precision: null
+  default_root_dir: ./lightning_logs/local_firecastnet/EURO
+  logger:
+  - class_path: lightning.pytorch.loggers.WandbLogger
+    init_args:
+      project: local_firecastnet
+      log_model: all
+      save_dir: ./lightning_logs
+  callbacks:
+  - class_path: lightning.pytorch.callbacks.ModelSummary
+    init_args: 
+      max_depth: 3
+  - class_path: lightning.pytorch.callbacks.LearningRateMonitor
+    init_args:
+      logging_interval: 'epoch'
+  - class_path: lightning.pytorch.callbacks.ModelCheckpoint
+    init_args:
+      dirpath: ./lightning_logs/local_firecastnet/EURO/checkpoints
+      filename: last
+      save_last: true
+      save_top_k: 0       # we’re only using this one to keep track of last
+  - class_path: lightning.pytorch.callbacks.ModelCheckpoint
+    init_args:
+      dirpath: ./lightning_logs/local_firecastnet/EURO/checkpoints
+      filename: '{epoch:03d}-{val_auprc:.4f}'
+      monitor: val_auprc
+      mode: max
+      save_top_k: 1
+  - class_path: seasfire.callbacks.DGLGraphToDevice
+  fast_dev_run: false
+  max_epochs: 50
+  min_epochs: null
+  max_steps: -1
+  min_steps: null
+  limit_train_batches: null
+  max_time: null
+  limit_val_batches: null
+  limit_test_batches: null
+  limit_predict_batches: null
+  overfit_batches: 0.0
+  val_check_interval: null
+  check_val_every_n_epoch: 1
+  num_sanity_val_steps: 1
+  log_every_n_steps: null
+  enable_checkpointing: null
+  enable_progress_bar: null
+  enable_model_summary: null
+  accumulate_grad_batches: 1
+  gradient_clip_val: 0.5
+  gradient_clip_algorithm: 'norm'
+  deterministic: null
+  benchmark: null
+  inference_mode: true
+  use_distributed_sampler: true
+  profiler: null
+  detect_anomaly: false
+  barebones: false
+  plugins: null
+  sync_batchnorm: false
+  reload_dataloaders_every_n_epochs: 0
+model:
+  class_path: seasfire.firecastnet_lit.FireCastNetLit
+  init_args:
+    icospheres_graph_path: icospheres-lam/icospheres/icosphere_s3_EURO_6u_layers.json.gz
+    sp_res: 0.250
+    max_lat: 89.875
+    min_lat: -89.875
+    max_lon: 179.875
+    min_lon: -179.875
+    lat_lon_static_data: true
+    timeseries_len: 24
+    embed_cube: true
+    embed_cube_width: 4
+    embed_cube_height: 4
+    embed_cube_time: 24
+    embed_cube_dim: 64
+    embed_cube_layer_norm: true
+    embed_cube_vit_enable: false
+    embed_cube_vit_patch_size: 36
+    embed_cube_vit_dim: 64
+    embed_cube_vit_mlp_dim: 64
+    embed_cube_vit_depth: 1
+    embed_cube_vit_heads: 4
+    embed_cube_ltae_enable: false
+    embed_cube_ltae_num_heads: 4
+    embed_cube_ltae_d_k: 16
+    embed_cube_sp_res: 1.0
+    embed_cube_max_lat: 89.5
+    embed_cube_min_lat: -89.5
+    embed_cube_max_lon: 179.5
+    embed_cube_min_lon: -179.5
+    input_dim_grid_nodes: 11
+    output_dim_grid_nodes: 16
+    input_dim_mesh_nodes: 3
+    input_dim_edges: 4
+    processor_layers: 12
+    hidden_layers: 1
+    hidden_dim: 64
+    aggregation: sum
+    norm_type: LayerNorm
+    do_concat_trick: false
+    regression_loss: mse
+    cube_path: "../cube_v3.zarr"
+    gfed_region_enable_loss_weighting: true
+    gfed_region_var_name: "gfed_region"
+    gfed_region_weights: 
+      OCEAN: 0.0
+      BONA: 0.0
+      TENA: 0.0
+      CEAM: 0.0
+      NHSA: 0.0
+      EURO: 1.0
+      SHSA: 0.0
+      MIDE: 0.0
+      NHAF: 0.0
+      SHAF: 0.0
+      BOAS: 0.0
+      CEAS: 0.0
+      SEAS: 0.0
+      EQAS: 0.0
+      AUST: 0.0    
+    val_gfed_regions:
+    - EURO
+    test_gfed_regions:
+    - EURO
+    lsm_filter_enable: true
+    lsm_var_name: "lsm"
+    lsm_threshold: 0.1
+    lr: 0.001
+    weight_decay: 0.00000001
+    optimizer_apex: false
+    optimizer_fused: true
+    display_model_example: false
+    display_model_example_precision: null
+data:
+  cube_path: "../cube_v3.zarr"
+  input_vars:
+  - mslp
+  - tp
+  - vpd
+  - sst
+  - t2m_mean
+  - ssrd
+  - swvl1
+  - lst_day
+  - ndvi
+  - pop_dens
+  static_vars:
+  - lsm
+  generate_only_positive_samples: true
+  oci_enabled: false
+  oci_input_vars: 
+  - oci_censo
+  - oci_ea
+  - oci_epo
+  - oci_gmsst
+  - oci_nao
+  - oci_nina34_anom
+  - oci_pdo
+  - oci_pna
+  - oci_soi
+  - oci_wp
+  oci_lag: 14
+  log_preprocess_input_vars:
+  - tp
+  - pop_dens
+  target_var: gwis_ba
+  target_shift: 4
+  target_var_per_area: false
+  target_var_log_process: false
+  timeseries_weeks: 24
+  lat_dim: null 
+  lon_dim: null
+  lat_dim_overlap: null
+  lon_dim_overlap: null
+  time_dim_overlap: null
+  task: classification
+  batch_size: 1
+  num_workers: 2
+  pin_memory: false
+  load_cube_in_memory: false
+  train_random_sample: null
+  mean_std_dict_prefix: "cube"
+ckpt_path: null

lam_model_ckpts/firecastnet-cls-EURO-ts24-h4.ckpt

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+version https://git-lfs.github.com/spec/v1
+oid sha256:814f693b9eca141377eeb6c3d63cfd6dc811dfc044e6ed7cbeabf9ab38f565b1
+size 114511767

lam_model_ckpts/firecastnet-cls-EURO-ts24-h8-config.yaml

@@ -0,0 +1,191 @@
+# lightning.pytorch==2.2.1
+seed_everything: 17
+trainer:
+  accelerator: auto
+  strategy: auto
+  devices: auto
+  num_nodes: 1
+  precision: null
+  default_root_dir: ./lightning_logs/local_firecastnet/EURO
+  logger:
+  - class_path: lightning.pytorch.loggers.WandbLogger
+    init_args:
+      project: local_firecastnet
+      log_model: all
+      save_dir: ./lightning_logs
+  callbacks:
+  - class_path: lightning.pytorch.callbacks.ModelSummary
+    init_args: 
+      max_depth: 3
+  - class_path: lightning.pytorch.callbacks.LearningRateMonitor
+    init_args:
+      logging_interval: 'epoch'
+  - class_path: lightning.pytorch.callbacks.ModelCheckpoint
+    init_args:
+      dirpath: ./lightning_logs/local_firecastnet/EURO/checkpoints
+      filename: last
+      save_last: true
+      save_top_k: 0       # we’re only using this one to keep track of last
+  - class_path: lightning.pytorch.callbacks.ModelCheckpoint
+    init_args:
+      dirpath: ./lightning_logs/local_firecastnet/EURO/checkpoints
+      filename: '{epoch:03d}-{val_auprc:.4f}'
+      monitor: val_auprc
+      mode: max
+      save_top_k: 1
+  - class_path: seasfire.callbacks.DGLGraphToDevice
+  fast_dev_run: false
+  max_epochs: 50
+  min_epochs: null
+  max_steps: -1
+  min_steps: null
+  limit_train_batches: null
+  max_time: null
+  limit_val_batches: null
+  limit_test_batches: null
+  limit_predict_batches: null
+  overfit_batches: 0.0
+  val_check_interval: null
+  check_val_every_n_epoch: 1
+  num_sanity_val_steps: 1
+  log_every_n_steps: null
+  enable_checkpointing: null
+  enable_progress_bar: null
+  enable_model_summary: null
+  accumulate_grad_batches: 1
+  gradient_clip_val: 0.5
+  gradient_clip_algorithm: 'norm'
+  deterministic: null
+  benchmark: null
+  inference_mode: true
+  use_distributed_sampler: true
+  profiler: null
+  detect_anomaly: false
+  barebones: false
+  plugins: null
+  sync_batchnorm: false
+  reload_dataloaders_every_n_epochs: 0
+model:
+  class_path: seasfire.firecastnet_lit.FireCastNetLit
+  init_args:
+    icospheres_graph_path: icospheres-lam/icospheres/icosphere_s3_EURO_6u_layers.json.gz
+    sp_res: 0.250
+    max_lat: 89.875
+    min_lat: -89.875
+    max_lon: 179.875
+    min_lon: -179.875
+    lat_lon_static_data: true
+    timeseries_len: 24
+    embed_cube: true
+    embed_cube_width: 4
+    embed_cube_height: 4
+    embed_cube_time: 24
+    embed_cube_dim: 64
+    embed_cube_layer_norm: true
+    embed_cube_vit_enable: false
+    embed_cube_vit_patch_size: 36
+    embed_cube_vit_dim: 64
+    embed_cube_vit_mlp_dim: 64
+    embed_cube_vit_depth: 1
+    embed_cube_vit_heads: 4
+    embed_cube_ltae_enable: false
+    embed_cube_ltae_num_heads: 4
+    embed_cube_ltae_d_k: 16
+    embed_cube_sp_res: 1.0
+    embed_cube_max_lat: 89.5
+    embed_cube_min_lat: -89.5
+    embed_cube_max_lon: 179.5
+    embed_cube_min_lon: -179.5
+    input_dim_grid_nodes: 11
+    output_dim_grid_nodes: 16
+    input_dim_mesh_nodes: 3
+    input_dim_edges: 4
+    processor_layers: 12
+    hidden_layers: 1
+    hidden_dim: 64
+    aggregation: sum
+    norm_type: LayerNorm
+    do_concat_trick: false
+    regression_loss: mse
+    cube_path: "../cube_v3.zarr"
+    gfed_region_enable_loss_weighting: true
+    gfed_region_var_name: "gfed_region"
+    gfed_region_weights: 
+      OCEAN: 0.0
+      BONA: 0.0
+      TENA: 0.0
+      CEAM: 0.0
+      NHSA: 0.0
+      EURO: 1.0
+      SHSA: 0.0
+      MIDE: 0.0
+      NHAF: 0.0
+      SHAF: 0.0
+      BOAS: 0.0
+      CEAS: 0.0
+      SEAS: 0.0
+      EQAS: 0.0
+      AUST: 0.0    
+    val_gfed_regions:
+    - EURO
+    test_gfed_regions:
+    - EURO
+    lsm_filter_enable: true
+    lsm_var_name: "lsm"
+    lsm_threshold: 0.1
+    lr: 0.001
+    weight_decay: 0.00000001
+    optimizer_apex: false
+    optimizer_fused: true
+    display_model_example: false
+    display_model_example_precision: null
+data:
+  cube_path: "../cube_v3.zarr"
+  input_vars:
+  - mslp
+  - tp
+  - vpd
+  - sst
+  - t2m_mean
+  - ssrd
+  - swvl1
+  - lst_day
+  - ndvi
+  - pop_dens
+  static_vars:
+  - lsm
+  generate_only_positive_samples: true
+  oci_enabled: false
+  oci_input_vars: 
+  - oci_censo
+  - oci_ea
+  - oci_epo
+  - oci_gmsst
+  - oci_nao
+  - oci_nina34_anom
+  - oci_pdo
+  - oci_pna
+  - oci_soi
+  - oci_wp
+  oci_lag: 14
+  log_preprocess_input_vars:
+  - tp
+  - pop_dens
+  target_var: gwis_ba
+  target_shift: 8
+  target_var_per_area: false
+  target_var_log_process: false
+  timeseries_weeks: 24
+  lat_dim: null 
+  lon_dim: null
+  lat_dim_overlap: null
+  lon_dim_overlap: null
+  time_dim_overlap: null
+  task: classification
+  batch_size: 1
+  num_workers: 2
+  pin_memory: false
+  load_cube_in_memory: false
+  train_random_sample: null
+  mean_std_dict_prefix: "cube"
+ckpt_path: null

lam_model_ckpts/firecastnet-cls-EURO-ts24-h8.ckpt

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+version https://git-lfs.github.com/spec/v1
+oid sha256:dfac1c224d2230548505583e36c7702a1888e5ee1b42f254f66526abceada5e0
+size 114511767

lam_model_ckpts/firecastnet-cls-MIDE-ts24-h1-config.yaml

@@ -0,0 +1,191 @@
+# lightning.pytorch==2.2.1
+seed_everything: 17
+trainer:
+  accelerator: auto
+  strategy: auto
+  devices: auto
+  num_nodes: 1
+  precision: null
+  default_root_dir: ./lightning_logs/local_firecastnet/MIDE
+  logger:
+  - class_path: lightning.pytorch.loggers.WandbLogger
+    init_args:
+      project: local_firecastnet
+      log_model: all
+      save_dir: ./lightning_logs
+  callbacks:
+  - class_path: lightning.pytorch.callbacks.ModelSummary
+    init_args: 
+      max_depth: 3
+  - class_path: lightning.pytorch.callbacks.LearningRateMonitor
+    init_args:
+      logging_interval: 'epoch'
+  - class_path: lightning.pytorch.callbacks.ModelCheckpoint
+    init_args:
+      dirpath: ./lightning_logs/local_firecastnet/MIDE/checkpoints
+      filename: last
+      save_last: true
+      save_top_k: 0       # we’re only using this one to keep track of last
+  - class_path: lightning.pytorch.callbacks.ModelCheckpoint
+    init_args:
+      dirpath: ./lightning_logs/local_firecastnet/MIDE/checkpoints
+      filename: '{epoch:03d}-{val_auprc:.4f}'
+      monitor: val_auprc
+      mode: max
+      save_top_k: 1
+  - class_path: seasfire.callbacks.DGLGraphToDevice
+  fast_dev_run: false
+  max_epochs: 50
+  min_epochs: null
+  max_steps: -1
+  min_steps: null
+  limit_train_batches: null
+  max_time: null
+  limit_val_batches: null
+  limit_test_batches: null
+  limit_predict_batches: null
+  overfit_batches: 0.0
+  val_check_interval: null
+  check_val_every_n_epoch: 1
+  num_sanity_val_steps: 1
+  log_every_n_steps: null
+  enable_checkpointing: null
+  enable_progress_bar: null
+  enable_model_summary: null
+  accumulate_grad_batches: 1
+  gradient_clip_val: 0.5
+  gradient_clip_algorithm: 'norm'
+  deterministic: null
+  benchmark: null
+  inference_mode: true
+  use_distributed_sampler: true
+  profiler: null
+  detect_anomaly: false
+  barebones: false
+  plugins: null
+  sync_batchnorm: false
+  reload_dataloaders_every_n_epochs: 0
+model:
+  class_path: seasfire.firecastnet_lit.FireCastNetLit
+  init_args:
+    icospheres_graph_path: icospheres-lam/icospheres/icosphere_s3_MIDE_6u.json.gz
+    sp_res: 0.250
+    max_lat: 89.875
+    min_lat: -89.875
+    max_lon: 179.875
+    min_lon: -179.875
+    lat_lon_static_data: true
+    timeseries_len: 24
+    embed_cube: true
+    embed_cube_width: 4
+    embed_cube_height: 4
+    embed_cube_time: 24
+    embed_cube_dim: 64
+    embed_cube_layer_norm: true
+    embed_cube_vit_enable: false
+    embed_cube_vit_patch_size: 36
+    embed_cube_vit_dim: 64
+    embed_cube_vit_mlp_dim: 64
+    embed_cube_vit_depth: 1
+    embed_cube_vit_heads: 4
+    embed_cube_ltae_enable: false
+    embed_cube_ltae_num_heads: 4
+    embed_cube_ltae_d_k: 16
+    embed_cube_sp_res: 1.0
+    embed_cube_max_lat: 89.5
+    embed_cube_min_lat: -89.5
+    embed_cube_max_lon: 179.5
+    embed_cube_min_lon: -179.5
+    input_dim_grid_nodes: 11
+    output_dim_grid_nodes: 16
+    input_dim_mesh_nodes: 3
+    input_dim_edges: 4
+    processor_layers: 12
+    hidden_layers: 1
+    hidden_dim: 64
+    aggregation: sum
+    norm_type: LayerNorm
+    do_concat_trick: false
+    regression_loss: mse
+    cube_path: "../cube_v3.zarr"
+    gfed_region_enable_loss_weighting: true
+    gfed_region_var_name: "gfed_region"
+    gfed_region_weights: 
+      OCEAN: 0.0
+      BONA: 0.0
+      TENA: 0.0
+      CEAM: 0.0
+      NHSA: 0.0
+      MIDE: 1.0
+      EURO: 0.0
+      SHSA: 0.0
+      NHAF: 0.0
+      SHAF: 0.0
+      BOAS: 0.0
+      CEAS: 0.0
+      SEAS: 0.0
+      EQAS: 0.0
+      AUST: 0.0    
+    val_gfed_regions:
+    - MIDE
+    test_gfed_regions:
+    - MIDE
+    lsm_filter_enable: true
+    lsm_var_name: "lsm"
+    lsm_threshold: 0.1
+    lr: 0.001
+    weight_decay: 0.00000001
+    optimizer_apex: false
+    optimizer_fused: true
+    display_model_example: false
+    display_model_example_precision: null
+data:
+  cube_path: "../cube_v3.zarr"
+  input_vars:
+  - mslp
+  - tp
+  - vpd
+  - sst
+  - t2m_mean
+  - ssrd
+  - swvl1
+  - lst_day
+  - ndvi
+  - pop_dens
+  static_vars:
+  - lsm
+  generate_only_positive_samples: true
+  oci_enabled: false
+  oci_input_vars: 
+  - oci_censo
+  - oci_ea
+  - oci_epo
+  - oci_gmsst
+  - oci_nao
+  - oci_nina34_anom
+  - oci_pdo
+  - oci_pna
+  - oci_soi
+  - oci_wp
+  oci_lag: 14
+  log_preprocess_input_vars:
+  - tp
+  - pop_dens
+  target_var: gwis_ba
+  target_shift: 1
+  target_var_per_area: false
+  target_var_log_process: false
+  timeseries_weeks: 24
+  lat_dim: null 
+  lon_dim: null
+  lat_dim_overlap: null
+  lon_dim_overlap: null
+  time_dim_overlap: null
+  task: classification
+  batch_size: 1
+  num_workers: 2
+  pin_memory: false
+  load_cube_in_memory: false
+  train_random_sample: null
+  mean_std_dict_prefix: "cube"
+ckpt_path: null

lam_model_ckpts/firecastnet-cls-MIDE-ts24-h1.ckpt

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+version https://git-lfs.github.com/spec/v1
+oid sha256:8986b3c8ea0ffcb7e192405c9d1adb3664ef01dba6778f34bb961dc23b5b4551
+size 114511767

lam_model_ckpts/firecastnet-cls-MIDE-ts24-h16-config.yaml

@@ -0,0 +1,191 @@
+# lightning.pytorch==2.2.1
+seed_everything: 17
+trainer:
+  accelerator: auto
+  strategy: auto
+  devices: auto
+  num_nodes: 1
+  precision: null
+  default_root_dir: ./lightning_logs/local_firecastnet/MIDE
+  logger:
+  - class_path: lightning.pytorch.loggers.WandbLogger
+    init_args:
+      project: local_firecastnet
+      log_model: all
+      save_dir: ./lightning_logs
+  callbacks:
+  - class_path: lightning.pytorch.callbacks.ModelSummary
+    init_args: 
+      max_depth: 3
+  - class_path: lightning.pytorch.callbacks.LearningRateMonitor
+    init_args:
+      logging_interval: 'epoch'
+  - class_path: lightning.pytorch.callbacks.ModelCheckpoint
+    init_args:
+      dirpath: ./lightning_logs/local_firecastnet/MIDE/checkpoints
+      filename: last
+      save_last: true
+      save_top_k: 0       # we’re only using this one to keep track of last
+  - class_path: lightning.pytorch.callbacks.ModelCheckpoint
+    init_args:
+      dirpath: ./lightning_logs/local_firecastnet/MIDE/checkpoints
+      filename: '{epoch:03d}-{val_auprc:.4f}'
+      monitor: val_auprc
+      mode: max
+      save_top_k: 1
+  - class_path: seasfire.callbacks.DGLGraphToDevice
+  fast_dev_run: false
+  max_epochs: 50
+  min_epochs: null
+  max_steps: -1
+  min_steps: null
+  limit_train_batches: null
+  max_time: null
+  limit_val_batches: null
+  limit_test_batches: null
+  limit_predict_batches: null
+  overfit_batches: 0.0
+  val_check_interval: null
+  check_val_every_n_epoch: 1
+  num_sanity_val_steps: 1
+  log_every_n_steps: null
+  enable_checkpointing: null
+  enable_progress_bar: null
+  enable_model_summary: null
+  accumulate_grad_batches: 1
+  gradient_clip_val: 0.5
+  gradient_clip_algorithm: 'norm'
+  deterministic: null
+  benchmark: null
+  inference_mode: true
+  use_distributed_sampler: true
+  profiler: null
+  detect_anomaly: false
+  barebones: false
+  plugins: null
+  sync_batchnorm: false
+  reload_dataloaders_every_n_epochs: 0
+model:
+  class_path: seasfire.firecastnet_lit.FireCastNetLit
+  init_args:
+    icospheres_graph_path: icospheres-lam/icospheres/icosphere_s3_MIDE_6u.json.gz
+    sp_res: 0.250
+    max_lat: 89.875
+    min_lat: -89.875
+    max_lon: 179.875
+    min_lon: -179.875
+    lat_lon_static_data: true
+    timeseries_len: 24
+    embed_cube: true
+    embed_cube_width: 4
+    embed_cube_height: 4
+    embed_cube_time: 24
+    embed_cube_dim: 64
+    embed_cube_layer_norm: true
+    embed_cube_vit_enable: false
+    embed_cube_vit_patch_size: 36
+    embed_cube_vit_dim: 64
+    embed_cube_vit_mlp_dim: 64
+    embed_cube_vit_depth: 1
+    embed_cube_vit_heads: 4
+    embed_cube_ltae_enable: false
+    embed_cube_ltae_num_heads: 4
+    embed_cube_ltae_d_k: 16
+    embed_cube_sp_res: 1.0
+    embed_cube_max_lat: 89.5
+    embed_cube_min_lat: -89.5
+    embed_cube_max_lon: 179.5
+    embed_cube_min_lon: -179.5
+    input_dim_grid_nodes: 11
+    output_dim_grid_nodes: 16
+    input_dim_mesh_nodes: 3
+    input_dim_edges: 4
+    processor_layers: 12
+    hidden_layers: 1
+    hidden_dim: 64
+    aggregation: sum
+    norm_type: LayerNorm
+    do_concat_trick: false
+    regression_loss: mse
+    cube_path: "../cube_v3.zarr"
+    gfed_region_enable_loss_weighting: true
+    gfed_region_var_name: "gfed_region"
+    gfed_region_weights: 
+      OCEAN: 0.0
+      BONA: 0.0
+      TENA: 0.0
+      CEAM: 0.0
+      NHSA: 0.0
+      MIDE: 1.0
+      EURO: 0.0
+      SHSA: 0.0
+      NHAF: 0.0
+      SHAF: 0.0
+      BOAS: 0.0
+      CEAS: 0.0
+      SEAS: 0.0
+      EQAS: 0.0
+      AUST: 0.0    
+    val_gfed_regions:
+    - MIDE
+    test_gfed_regions:
+    - MIDE
+    lsm_filter_enable: true
+    lsm_var_name: "lsm"
+    lsm_threshold: 0.1
+    lr: 0.001
+    weight_decay: 0.00000001
+    optimizer_apex: false
+    optimizer_fused: true
+    display_model_example: false
+    display_model_example_precision: null
+data:
+  cube_path: "../cube_v3.zarr"
+  input_vars:
+  - mslp
+  - tp
+  - vpd
+  - sst
+  - t2m_mean
+  - ssrd
+  - swvl1
+  - lst_day
+  - ndvi
+  - pop_dens
+  static_vars:
+  - lsm
+  generate_only_positive_samples: true
+  oci_enabled: false
+  oci_input_vars: 
+  - oci_censo
+  - oci_ea
+  - oci_epo
+  - oci_gmsst
+  - oci_nao
+  - oci_nina34_anom
+  - oci_pdo
+  - oci_pna
+  - oci_soi
+  - oci_wp
+  oci_lag: 14
+  log_preprocess_input_vars:
+  - tp
+  - pop_dens
+  target_var: gwis_ba
+  target_shift: 16
+  target_var_per_area: false
+  target_var_log_process: false
+  timeseries_weeks: 24
+  lat_dim: null 
+  lon_dim: null
+  lat_dim_overlap: null
+  lon_dim_overlap: null
+  time_dim_overlap: null
+  task: classification
+  batch_size: 1
+  num_workers: 2
+  pin_memory: false
+  load_cube_in_memory: false
+  train_random_sample: null
+  mean_std_dict_prefix: "cube"
+ckpt_path: null

lam_model_ckpts/firecastnet-cls-MIDE-ts24-h16.ckpt

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+version https://git-lfs.github.com/spec/v1
+oid sha256:1016e1877e6528440a0189c41b6557fb17c1642729ec428998197fcc40334485
+size 114511767

lam_model_ckpts/firecastnet-cls-MIDE-ts24-h2-config.yaml

@@ -0,0 +1,191 @@
+# lightning.pytorch==2.2.1
+seed_everything: 17
+trainer:
+  accelerator: auto
+  strategy: auto
+  devices: auto
+  num_nodes: 1
+  precision: null
+  default_root_dir: ./lightning_logs/local_firecastnet/MIDE
+  logger:
+  - class_path: lightning.pytorch.loggers.WandbLogger
+    init_args:
+      project: local_firecastnet
+      log_model: all
+      save_dir: ./lightning_logs
+  callbacks:
+  - class_path: lightning.pytorch.callbacks.ModelSummary
+    init_args: 
+      max_depth: 3
+  - class_path: lightning.pytorch.callbacks.LearningRateMonitor
+    init_args:
+      logging_interval: 'epoch'
+  - class_path: lightning.pytorch.callbacks.ModelCheckpoint
+    init_args:
+      dirpath: ./lightning_logs/local_firecastnet/MIDE/checkpoints
+      filename: last
+      save_last: true
+      save_top_k: 0       # we’re only using this one to keep track of last
+  - class_path: lightning.pytorch.callbacks.ModelCheckpoint
+    init_args:
+      dirpath: ./lightning_logs/local_firecastnet/MIDE/checkpoints
+      filename: '{epoch:03d}-{val_auprc:.4f}'
+      monitor: val_auprc
+      mode: max
+      save_top_k: 1
+  - class_path: seasfire.callbacks.DGLGraphToDevice
+  fast_dev_run: false
+  max_epochs: 50
+  min_epochs: null
+  max_steps: -1
+  min_steps: null
+  limit_train_batches: null
+  max_time: null
+  limit_val_batches: null
+  limit_test_batches: null
+  limit_predict_batches: null
+  overfit_batches: 0.0
+  val_check_interval: null
+  check_val_every_n_epoch: 1
+  num_sanity_val_steps: 1
+  log_every_n_steps: null
+  enable_checkpointing: null
+  enable_progress_bar: null
+  enable_model_summary: null
+  accumulate_grad_batches: 1
+  gradient_clip_val: 0.5
+  gradient_clip_algorithm: 'norm'
+  deterministic: null
+  benchmark: null
+  inference_mode: true
+  use_distributed_sampler: true
+  profiler: null
+  detect_anomaly: false
+  barebones: false
+  plugins: null
+  sync_batchnorm: false
+  reload_dataloaders_every_n_epochs: 0
+model:
+  class_path: seasfire.firecastnet_lit.FireCastNetLit
+  init_args:
+    icospheres_graph_path: icospheres-lam/icospheres/icosphere_s3_MIDE_6u.json.gz
+    sp_res: 0.250
+    max_lat: 89.875
+    min_lat: -89.875
+    max_lon: 179.875
+    min_lon: -179.875
+    lat_lon_static_data: true
+    timeseries_len: 24
+    embed_cube: true
+    embed_cube_width: 4
+    embed_cube_height: 4
+    embed_cube_time: 24
+    embed_cube_dim: 64
+    embed_cube_layer_norm: true
+    embed_cube_vit_enable: false
+    embed_cube_vit_patch_size: 36
+    embed_cube_vit_dim: 64
+    embed_cube_vit_mlp_dim: 64
+    embed_cube_vit_depth: 1
+    embed_cube_vit_heads: 4
+    embed_cube_ltae_enable: false
+    embed_cube_ltae_num_heads: 4
+    embed_cube_ltae_d_k: 16
+    embed_cube_sp_res: 1.0
+    embed_cube_max_lat: 89.5
+    embed_cube_min_lat: -89.5
+    embed_cube_max_lon: 179.5
+    embed_cube_min_lon: -179.5
+    input_dim_grid_nodes: 11
+    output_dim_grid_nodes: 16
+    input_dim_mesh_nodes: 3
+    input_dim_edges: 4
+    processor_layers: 12
+    hidden_layers: 1
+    hidden_dim: 64
+    aggregation: sum
+    norm_type: LayerNorm
+    do_concat_trick: false
+    regression_loss: mse
+    cube_path: "../cube_v3.zarr"
+    gfed_region_enable_loss_weighting: true
+    gfed_region_var_name: "gfed_region"
+    gfed_region_weights: 
+      OCEAN: 0.0
+      BONA: 0.0
+      TENA: 0.0
+      CEAM: 0.0
+      NHSA: 0.0
+      MIDE: 1.0
+      EURO: 0.0
+      SHSA: 0.0
+      NHAF: 0.0
+      SHAF: 0.0
+      BOAS: 0.0
+      CEAS: 0.0
+      SEAS: 0.0
+      EQAS: 0.0
+      AUST: 0.0    
+    val_gfed_regions:
+    - MIDE
+    test_gfed_regions:
+    - MIDE
+    lsm_filter_enable: true
+    lsm_var_name: "lsm"
+    lsm_threshold: 0.1
+    lr: 0.001
+    weight_decay: 0.00000001
+    optimizer_apex: false
+    optimizer_fused: true
+    display_model_example: false
+    display_model_example_precision: null
+data:
+  cube_path: "../cube_v3.zarr"
+  input_vars:
+  - mslp
+  - tp
+  - vpd
+  - sst
+  - t2m_mean
+  - ssrd
+  - swvl1
+  - lst_day
+  - ndvi
+  - pop_dens
+  static_vars:
+  - lsm
+  generate_only_positive_samples: true
+  oci_enabled: false
+  oci_input_vars: 
+  - oci_censo
+  - oci_ea
+  - oci_epo
+  - oci_gmsst
+  - oci_nao
+  - oci_nina34_anom
+  - oci_pdo
+  - oci_pna
+  - oci_soi
+  - oci_wp
+  oci_lag: 14
+  log_preprocess_input_vars:
+  - tp
+  - pop_dens
+  target_var: gwis_ba
+  target_shift: 2
+  target_var_per_area: false
+  target_var_log_process: false
+  timeseries_weeks: 24
+  lat_dim: null 
+  lon_dim: null
+  lat_dim_overlap: null
+  lon_dim_overlap: null
+  time_dim_overlap: null
+  task: classification
+  batch_size: 1
+  num_workers: 2
+  pin_memory: false
+  load_cube_in_memory: false
+  train_random_sample: null
+  mean_std_dict_prefix: "cube"
+ckpt_path: null

lam_model_ckpts/firecastnet-cls-MIDE-ts24-h2.ckpt

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+version https://git-lfs.github.com/spec/v1
+oid sha256:1109eb4440cc746d3f724d214a201317efb35b91e575c76f948dcf3b25f046f1
+size 114511767

lam_model_ckpts/firecastnet-cls-MIDE-ts24-h24-config.yaml

@@ -0,0 +1,191 @@
+# lightning.pytorch==2.2.1
+seed_everything: 17
+trainer:
+  accelerator: auto
+  strategy: auto
+  devices: auto
+  num_nodes: 1
+  precision: null
+  default_root_dir: ./lightning_logs/local_firecastnet/MIDE
+  logger:
+  - class_path: lightning.pytorch.loggers.WandbLogger
+    init_args:
+      project: local_firecastnet
+      log_model: all
+      save_dir: ./lightning_logs
+  callbacks:
+  - class_path: lightning.pytorch.callbacks.ModelSummary
+    init_args: 
+      max_depth: 3
+  - class_path: lightning.pytorch.callbacks.LearningRateMonitor
+    init_args:
+      logging_interval: 'epoch'
+  - class_path: lightning.pytorch.callbacks.ModelCheckpoint
+    init_args:
+      dirpath: ./lightning_logs/local_firecastnet/MIDE/checkpoints
+      filename: last
+      save_last: true
+      save_top_k: 0       # we’re only using this one to keep track of last
+  - class_path: lightning.pytorch.callbacks.ModelCheckpoint
+    init_args:
+      dirpath: ./lightning_logs/local_firecastnet/MIDE/checkpoints
+      filename: '{epoch:03d}-{val_auprc:.4f}'
+      monitor: val_auprc
+      mode: max
+      save_top_k: 1
+  - class_path: seasfire.callbacks.DGLGraphToDevice
+  fast_dev_run: false
+  max_epochs: 50
+  min_epochs: null
+  max_steps: -1
+  min_steps: null
+  limit_train_batches: null
+  max_time: null
+  limit_val_batches: null
+  limit_test_batches: null
+  limit_predict_batches: null
+  overfit_batches: 0.0
+  val_check_interval: null
+  check_val_every_n_epoch: 1
+  num_sanity_val_steps: 1
+  log_every_n_steps: null
+  enable_checkpointing: null
+  enable_progress_bar: null
+  enable_model_summary: null
+  accumulate_grad_batches: 1
+  gradient_clip_val: 0.5
+  gradient_clip_algorithm: 'norm'
+  deterministic: null
+  benchmark: null
+  inference_mode: true
+  use_distributed_sampler: true
+  profiler: null
+  detect_anomaly: false
+  barebones: false
+  plugins: null
+  sync_batchnorm: false
+  reload_dataloaders_every_n_epochs: 0
+model:
+  class_path: seasfire.firecastnet_lit.FireCastNetLit
+  init_args:
+    icospheres_graph_path: icospheres-lam/icospheres/icosphere_s3_MIDE_6u.json.gz
+    sp_res: 0.250
+    max_lat: 89.875
+    min_lat: -89.875
+    max_lon: 179.875
+    min_lon: -179.875
+    lat_lon_static_data: true
+    timeseries_len: 24
+    embed_cube: true
+    embed_cube_width: 4
+    embed_cube_height: 4
+    embed_cube_time: 24
+    embed_cube_dim: 64
+    embed_cube_layer_norm: true
+    embed_cube_vit_enable: false
+    embed_cube_vit_patch_size: 36
+    embed_cube_vit_dim: 64
+    embed_cube_vit_mlp_dim: 64
+    embed_cube_vit_depth: 1
+    embed_cube_vit_heads: 4
+    embed_cube_ltae_enable: false
+    embed_cube_ltae_num_heads: 4
+    embed_cube_ltae_d_k: 16
+    embed_cube_sp_res: 1.0
+    embed_cube_max_lat: 89.5
+    embed_cube_min_lat: -89.5
+    embed_cube_max_lon: 179.5
+    embed_cube_min_lon: -179.5
+    input_dim_grid_nodes: 11
+    output_dim_grid_nodes: 16
+    input_dim_mesh_nodes: 3
+    input_dim_edges: 4
+    processor_layers: 12
+    hidden_layers: 1
+    hidden_dim: 64
+    aggregation: sum
+    norm_type: LayerNorm
+    do_concat_trick: false
+    regression_loss: mse
+    cube_path: "../cube_v3.zarr"
+    gfed_region_enable_loss_weighting: true
+    gfed_region_var_name: "gfed_region"
+    gfed_region_weights: 
+      OCEAN: 0.0
+      BONA: 0.0
+      TENA: 0.0
+      CEAM: 0.0
+      NHSA: 0.0
+      MIDE: 1.0
+      EURO: 0.0
+      SHSA: 0.0
+      NHAF: 0.0
+      SHAF: 0.0
+      BOAS: 0.0
+      CEAS: 0.0
+      SEAS: 0.0
+      EQAS: 0.0
+      AUST: 0.0    
+    val_gfed_regions:
+    - MIDE
+    test_gfed_regions:
+    - MIDE
+    lsm_filter_enable: true
+    lsm_var_name: "lsm"
+    lsm_threshold: 0.1
+    lr: 0.001
+    weight_decay: 0.00000001
+    optimizer_apex: false
+    optimizer_fused: true
+    display_model_example: false
+    display_model_example_precision: null
+data:
+  cube_path: "../cube_v3.zarr"
+  input_vars:
+  - mslp
+  - tp
+  - vpd
+  - sst
+  - t2m_mean
+  - ssrd
+  - swvl1
+  - lst_day
+  - ndvi
+  - pop_dens
+  static_vars:
+  - lsm
+  generate_only_positive_samples: true
+  oci_enabled: false
+  oci_input_vars: 
+  - oci_censo
+  - oci_ea
+  - oci_epo
+  - oci_gmsst
+  - oci_nao
+  - oci_nina34_anom
+  - oci_pdo
+  - oci_pna
+  - oci_soi
+  - oci_wp
+  oci_lag: 14
+  log_preprocess_input_vars:
+  - tp
+  - pop_dens
+  target_var: gwis_ba
+  target_shift: 24
+  target_var_per_area: false
+  target_var_log_process: false
+  timeseries_weeks: 24
+  lat_dim: null 
+  lon_dim: null
+  lat_dim_overlap: null
+  lon_dim_overlap: null
+  time_dim_overlap: null
+  task: classification
+  batch_size: 1
+  num_workers: 2
+  pin_memory: false
+  load_cube_in_memory: false
+  train_random_sample: null
+  mean_std_dict_prefix: "cube"
+ckpt_path: null

lam_model_ckpts/firecastnet-cls-MIDE-ts24-h24.ckpt

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+version https://git-lfs.github.com/spec/v1
+oid sha256:ced9fbfb4a046832fc8abb2963f7c036e201c437634ec6eab77323ab277d4895
+size 114511767

lam_model_ckpts/firecastnet-cls-MIDE-ts24-h4-config.yaml

@@ -0,0 +1,191 @@
+# lightning.pytorch==2.2.1
+seed_everything: 17
+trainer:
+  accelerator: auto
+  strategy: auto
+  devices: auto
+  num_nodes: 1
+  precision: null
+  default_root_dir: ./lightning_logs/local_firecastnet/MIDE
+  logger:
+  - class_path: lightning.pytorch.loggers.WandbLogger
+    init_args:
+      project: local_firecastnet
+      log_model: all
+      save_dir: ./lightning_logs
+  callbacks:
+  - class_path: lightning.pytorch.callbacks.ModelSummary
+    init_args: 
+      max_depth: 3
+  - class_path: lightning.pytorch.callbacks.LearningRateMonitor
+    init_args:
+      logging_interval: 'epoch'
+  - class_path: lightning.pytorch.callbacks.ModelCheckpoint
+    init_args:
+      dirpath: ./lightning_logs/local_firecastnet/MIDE/checkpoints
+      filename: last
+      save_last: true
+      save_top_k: 0       # we’re only using this one to keep track of last
+  - class_path: lightning.pytorch.callbacks.ModelCheckpoint
+    init_args:
+      dirpath: ./lightning_logs/local_firecastnet/MIDE/checkpoints
+      filename: '{epoch:03d}-{val_auprc:.4f}'
+      monitor: val_auprc
+      mode: max
+      save_top_k: 1
+  - class_path: seasfire.callbacks.DGLGraphToDevice
+  fast_dev_run: false
+  max_epochs: 50
+  min_epochs: null
+  max_steps: -1
+  min_steps: null
+  limit_train_batches: null
+  max_time: null
+  limit_val_batches: null
+  limit_test_batches: null
+  limit_predict_batches: null
+  overfit_batches: 0.0
+  val_check_interval: null
+  check_val_every_n_epoch: 1
+  num_sanity_val_steps: 1
+  log_every_n_steps: null
+  enable_checkpointing: null
+  enable_progress_bar: null
+  enable_model_summary: null
+  accumulate_grad_batches: 1
+  gradient_clip_val: 0.5
+  gradient_clip_algorithm: 'norm'
+  deterministic: null
+  benchmark: null
+  inference_mode: true
+  use_distributed_sampler: true
+  profiler: null
+  detect_anomaly: false
+  barebones: false
+  plugins: null
+  sync_batchnorm: false
+  reload_dataloaders_every_n_epochs: 0
+model:
+  class_path: seasfire.firecastnet_lit.FireCastNetLit
+  init_args:
+    icospheres_graph_path: icospheres-lam/icospheres/icosphere_s3_MIDE_6u.json.gz
+    sp_res: 0.250
+    max_lat: 89.875
+    min_lat: -89.875
+    max_lon: 179.875
+    min_lon: -179.875
+    lat_lon_static_data: true
+    timeseries_len: 24
+    embed_cube: true
+    embed_cube_width: 4
+    embed_cube_height: 4
+    embed_cube_time: 24
+    embed_cube_dim: 64
+    embed_cube_layer_norm: true
+    embed_cube_vit_enable: false
+    embed_cube_vit_patch_size: 36
+    embed_cube_vit_dim: 64
+    embed_cube_vit_mlp_dim: 64
+    embed_cube_vit_depth: 1
+    embed_cube_vit_heads: 4
+    embed_cube_ltae_enable: false
+    embed_cube_ltae_num_heads: 4
+    embed_cube_ltae_d_k: 16
+    embed_cube_sp_res: 1.0
+    embed_cube_max_lat: 89.5
+    embed_cube_min_lat: -89.5
+    embed_cube_max_lon: 179.5
+    embed_cube_min_lon: -179.5
+    input_dim_grid_nodes: 11
+    output_dim_grid_nodes: 16
+    input_dim_mesh_nodes: 3
+    input_dim_edges: 4
+    processor_layers: 12
+    hidden_layers: 1
+    hidden_dim: 64
+    aggregation: sum
+    norm_type: LayerNorm
+    do_concat_trick: false
+    regression_loss: mse
+    cube_path: "../cube_v3.zarr"
+    gfed_region_enable_loss_weighting: true
+    gfed_region_var_name: "gfed_region"
+    gfed_region_weights: 
+      OCEAN: 0.0
+      BONA: 0.0
+      TENA: 0.0
+      CEAM: 0.0
+      NHSA: 0.0
+      MIDE: 1.0
+      EURO: 0.0
+      SHSA: 0.0
+      NHAF: 0.0
+      SHAF: 0.0
+      BOAS: 0.0
+      CEAS: 0.0
+      SEAS: 0.0
+      EQAS: 0.0
+      AUST: 0.0    
+    val_gfed_regions:
+    - MIDE
+    test_gfed_regions:
+    - MIDE
+    lsm_filter_enable: true
+    lsm_var_name: "lsm"
+    lsm_threshold: 0.1
+    lr: 0.001
+    weight_decay: 0.00000001
+    optimizer_apex: false
+    optimizer_fused: true
+    display_model_example: false
+    display_model_example_precision: null
+data:
+  cube_path: "../cube_v3.zarr"
+  input_vars:
+  - mslp
+  - tp
+  - vpd
+  - sst
+  - t2m_mean
+  - ssrd
+  - swvl1
+  - lst_day
+  - ndvi
+  - pop_dens
+  static_vars:
+  - lsm
+  generate_only_positive_samples: true
+  oci_enabled: false
+  oci_input_vars: 
+  - oci_censo
+  - oci_ea
+  - oci_epo
+  - oci_gmsst
+  - oci_nao
+  - oci_nina34_anom
+  - oci_pdo
+  - oci_pna
+  - oci_soi
+  - oci_wp
+  oci_lag: 14
+  log_preprocess_input_vars:
+  - tp
+  - pop_dens
+  target_var: gwis_ba
+  target_shift: 4
+  target_var_per_area: false
+  target_var_log_process: false
+  timeseries_weeks: 24
+  lat_dim: null 
+  lon_dim: null
+  lat_dim_overlap: null
+  lon_dim_overlap: null
+  time_dim_overlap: null
+  task: classification
+  batch_size: 1
+  num_workers: 2
+  pin_memory: false
+  load_cube_in_memory: false
+  train_random_sample: null
+  mean_std_dict_prefix: "cube"
+ckpt_path: null

lam_model_ckpts/firecastnet-cls-MIDE-ts24-h4.ckpt

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+version https://git-lfs.github.com/spec/v1
+oid sha256:3f7b788ae724e8866a4c0fd924ba1e1ba6526a8dfb9a543f82a1be224615efca
+size 114511767

lam_model_ckpts/firecastnet-cls-MIDE-ts24-h8-config.yaml

@@ -0,0 +1,191 @@
+# lightning.pytorch==2.2.1
+seed_everything: 17
+trainer:
+  accelerator: auto
+  strategy: auto
+  devices: auto
+  num_nodes: 1
+  precision: null
+  default_root_dir: ./lightning_logs/local_firecastnet/MIDE
+  logger:
+  - class_path: lightning.pytorch.loggers.WandbLogger
+    init_args:
+      project: local_firecastnet
+      log_model: all
+      save_dir: ./lightning_logs
+  callbacks:
+  - class_path: lightning.pytorch.callbacks.ModelSummary
+    init_args: 
+      max_depth: 3
+  - class_path: lightning.pytorch.callbacks.LearningRateMonitor
+    init_args:
+      logging_interval: 'epoch'
+  - class_path: lightning.pytorch.callbacks.ModelCheckpoint
+    init_args:
+      dirpath: ./lightning_logs/local_firecastnet/MIDE/checkpoints
+      filename: last
+      save_last: true
+      save_top_k: 0       # we’re only using this one to keep track of last
+  - class_path: lightning.pytorch.callbacks.ModelCheckpoint
+    init_args:
+      dirpath: ./lightning_logs/local_firecastnet/MIDE/checkpoints
+      filename: '{epoch:03d}-{val_auprc:.4f}'
+      monitor: val_auprc
+      mode: max
+      save_top_k: 1
+  - class_path: seasfire.callbacks.DGLGraphToDevice
+  fast_dev_run: false
+  max_epochs: 50
+  min_epochs: null
+  max_steps: -1
+  min_steps: null
+  limit_train_batches: null
+  max_time: null
+  limit_val_batches: null
+  limit_test_batches: null
+  limit_predict_batches: null
+  overfit_batches: 0.0
+  val_check_interval: null
+  check_val_every_n_epoch: 1
+  num_sanity_val_steps: 1
+  log_every_n_steps: null
+  enable_checkpointing: null
+  enable_progress_bar: null
+  enable_model_summary: null
+  accumulate_grad_batches: 1
+  gradient_clip_val: 0.5
+  gradient_clip_algorithm: 'norm'
+  deterministic: null
+  benchmark: null
+  inference_mode: true
+  use_distributed_sampler: true
+  profiler: null
+  detect_anomaly: false
+  barebones: false
+  plugins: null
+  sync_batchnorm: false
+  reload_dataloaders_every_n_epochs: 0
+model:
+  class_path: seasfire.firecastnet_lit.FireCastNetLit
+  init_args:
+    icospheres_graph_path: icospheres-lam/icospheres/icosphere_s3_MIDE_6u.json.gz
+    sp_res: 0.250
+    max_lat: 89.875
+    min_lat: -89.875
+    max_lon: 179.875
+    min_lon: -179.875
+    lat_lon_static_data: true
+    timeseries_len: 24
+    embed_cube: true
+    embed_cube_width: 4
+    embed_cube_height: 4
+    embed_cube_time: 24
+    embed_cube_dim: 64
+    embed_cube_layer_norm: true
+    embed_cube_vit_enable: false
+    embed_cube_vit_patch_size: 36
+    embed_cube_vit_dim: 64
+    embed_cube_vit_mlp_dim: 64
+    embed_cube_vit_depth: 1
+    embed_cube_vit_heads: 4
+    embed_cube_ltae_enable: false
+    embed_cube_ltae_num_heads: 4
+    embed_cube_ltae_d_k: 16
+    embed_cube_sp_res: 1.0
+    embed_cube_max_lat: 89.5
+    embed_cube_min_lat: -89.5
+    embed_cube_max_lon: 179.5
+    embed_cube_min_lon: -179.5
+    input_dim_grid_nodes: 11
+    output_dim_grid_nodes: 16
+    input_dim_mesh_nodes: 3
+    input_dim_edges: 4
+    processor_layers: 12
+    hidden_layers: 1
+    hidden_dim: 64
+    aggregation: sum
+    norm_type: LayerNorm
+    do_concat_trick: false
+    regression_loss: mse
+    cube_path: "../cube_v3.zarr"
+    gfed_region_enable_loss_weighting: true
+    gfed_region_var_name: "gfed_region"
+    gfed_region_weights: 
+      OCEAN: 0.0
+      BONA: 0.0
+      TENA: 0.0
+      CEAM: 0.0
+      NHSA: 0.0
+      MIDE: 1.0
+      EURO: 0.0
+      SHSA: 0.0
+      NHAF: 0.0
+      SHAF: 0.0
+      BOAS: 0.0
+      CEAS: 0.0
+      SEAS: 0.0
+      EQAS: 0.0
+      AUST: 0.0    
+    val_gfed_regions:
+    - MIDE
+    test_gfed_regions:
+    - MIDE
+    lsm_filter_enable: true
+    lsm_var_name: "lsm"
+    lsm_threshold: 0.1
+    lr: 0.001
+    weight_decay: 0.00000001
+    optimizer_apex: false
+    optimizer_fused: true
+    display_model_example: false
+    display_model_example_precision: null
+data:
+  cube_path: "../cube_v3.zarr"
+  input_vars:
+  - mslp
+  - tp
+  - vpd
+  - sst
+  - t2m_mean
+  - ssrd
+  - swvl1
+  - lst_day
+  - ndvi
+  - pop_dens
+  static_vars:
+  - lsm
+  generate_only_positive_samples: true
+  oci_enabled: false
+  oci_input_vars: 
+  - oci_censo
+  - oci_ea
+  - oci_epo
+  - oci_gmsst
+  - oci_nao
+  - oci_nina34_anom
+  - oci_pdo
+  - oci_pna
+  - oci_soi
+  - oci_wp
+  oci_lag: 14
+  log_preprocess_input_vars:
+  - tp
+  - pop_dens
+  target_var: gwis_ba
+  target_shift: 8
+  target_var_per_area: false
+  target_var_log_process: false
+  timeseries_weeks: 24
+  lat_dim: null 
+  lon_dim: null
+  lat_dim_overlap: null
+  lon_dim_overlap: null
+  time_dim_overlap: null
+  task: classification
+  batch_size: 1
+  num_workers: 2
+  pin_memory: false
+  load_cube_in_memory: false
+  train_random_sample: null
+  mean_std_dict_prefix: "cube"
+ckpt_path: null

lam_model_ckpts/firecastnet-cls-MIDE-ts24-h8.ckpt

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+version https://git-lfs.github.com/spec/v1
+oid sha256:6f2f2231fe31f34f85da67f8a1b03efc7da5948e200668c4374b22b6ebe5e416
+size 114511767

lam_model_ckpts/firecastnet-cls-NHAF-ts24-h1-config.yaml

@@ -0,0 +1,191 @@
+# lightning.pytorch==2.2.1
+seed_everything: 17
+trainer:
+  accelerator: auto
+  strategy: auto
+  devices: auto
+  num_nodes: 1
+  precision: null
+  default_root_dir: ./lightning_logs/local_firecastnet/NHAF
+  logger:
+  - class_path: lightning.pytorch.loggers.WandbLogger
+    init_args:
+      project: local_firecastnet
+      log_model: all
+      save_dir: ./lightning_logs
+  callbacks:
+  - class_path: lightning.pytorch.callbacks.ModelSummary
+    init_args: 
+      max_depth: 3
+  - class_path: lightning.pytorch.callbacks.LearningRateMonitor
+    init_args:
+      logging_interval: 'epoch'
+  - class_path: lightning.pytorch.callbacks.ModelCheckpoint
+    init_args:
+      dirpath: ./lightning_logs/local_firecastnet/NHAF/checkpoints
+      filename: last
+      save_last: true
+      save_top_k: 0       # we’re only using this one to keep track of last
+  - class_path: lightning.pytorch.callbacks.ModelCheckpoint
+    init_args:
+      dirpath: ./lightning_logs/local_firecastnet/NHAF/checkpoints
+      filename: '{epoch:03d}-{val_auprc:.4f}'
+      monitor: val_auprc
+      mode: max
+      save_top_k: 1
+  - class_path: seasfire.callbacks.DGLGraphToDevice
+  fast_dev_run: false
+  max_epochs: 50
+  min_epochs: null
+  max_steps: -1
+  min_steps: null
+  limit_train_batches: null
+  max_time: null
+  limit_val_batches: null
+  limit_test_batches: null
+  limit_predict_batches: null
+  overfit_batches: 0.0
+  val_check_interval: null
+  check_val_every_n_epoch: 1
+  num_sanity_val_steps: 1
+  log_every_n_steps: null
+  enable_checkpointing: null
+  enable_progress_bar: null
+  enable_model_summary: null
+  accumulate_grad_batches: 1
+  gradient_clip_val: 0.5
+  gradient_clip_algorithm: 'norm'
+  deterministic: null
+  benchmark: null
+  inference_mode: true
+  use_distributed_sampler: true
+  profiler: null
+  detect_anomaly: false
+  barebones: false
+  plugins: null
+  sync_batchnorm: false
+  reload_dataloaders_every_n_epochs: 0
+model:
+  class_path: seasfire.firecastnet_lit.FireCastNetLit
+  init_args:
+    icospheres_graph_path: icospheres-lam/icospheres/icosphere_s3_NHAF_6u.json.gz
+    sp_res: 0.250
+    max_lat: 89.875
+    min_lat: -89.875
+    max_lon: 179.875
+    min_lon: -179.875
+    lat_lon_static_data: true
+    timeseries_len: 24
+    embed_cube: true
+    embed_cube_width: 4
+    embed_cube_height: 4
+    embed_cube_time: 24
+    embed_cube_dim: 64
+    embed_cube_layer_norm: true
+    embed_cube_vit_enable: false
+    embed_cube_vit_patch_size: 36
+    embed_cube_vit_dim: 64
+    embed_cube_vit_mlp_dim: 64
+    embed_cube_vit_depth: 1
+    embed_cube_vit_heads: 4
+    embed_cube_ltae_enable: false
+    embed_cube_ltae_num_heads: 4
+    embed_cube_ltae_d_k: 16
+    embed_cube_sp_res: 1.0
+    embed_cube_max_lat: 89.5
+    embed_cube_min_lat: -89.5
+    embed_cube_max_lon: 179.5
+    embed_cube_min_lon: -179.5
+    input_dim_grid_nodes: 11
+    output_dim_grid_nodes: 16
+    input_dim_mesh_nodes: 3
+    input_dim_edges: 4
+    processor_layers: 12
+    hidden_layers: 1
+    hidden_dim: 64
+    aggregation: sum
+    norm_type: LayerNorm
+    do_concat_trick: false
+    regression_loss: mse
+    cube_path: "../cube_v3.zarr"
+    gfed_region_enable_loss_weighting: true
+    gfed_region_var_name: "gfed_region"
+    gfed_region_weights: 
+      OCEAN: 0.0
+      BONA: 0.0
+      TENA: 0.0
+      CEAM: 0.0
+      NHSA: 0.0
+      NHAF: 1.0
+      EURO: 0.0
+      MIDE: 0.0
+      SHSA: 0.0
+      SHAF: 0.0
+      BOAS: 0.0
+      CEAS: 0.0
+      SEAS: 0.0
+      EQAS: 0.0
+      AUST: 0.0
+    val_gfed_regions:
+    - NHAF
+    test_gfed_regions:
+    - NHAF
+    lsm_filter_enable: true
+    lsm_var_name: "lsm"
+    lsm_threshold: 0.1
+    lr: 0.001
+    weight_decay: 0.00000001
+    optimizer_apex: false
+    optimizer_fused: true
+    display_model_example: false
+    display_model_example_precision: null
+data:
+  cube_path: "../cube_v3.zarr"
+  input_vars:
+  - mslp
+  - tp
+  - vpd
+  - sst
+  - t2m_mean
+  - ssrd
+  - swvl1
+  - lst_day
+  - ndvi
+  - pop_dens
+  static_vars:
+  - lsm
+  generate_only_positive_samples: true
+  oci_enabled: false
+  oci_input_vars: 
+  - oci_censo
+  - oci_ea
+  - oci_epo
+  - oci_gmsst
+  - oci_nao
+  - oci_nina34_anom
+  - oci_pdo
+  - oci_pna
+  - oci_soi
+  - oci_wp
+  oci_lag: 14
+  log_preprocess_input_vars:
+  - tp
+  - pop_dens
+  target_var: gwis_ba
+  target_shift: 1
+  target_var_per_area: false
+  target_var_log_process: false
+  timeseries_weeks: 24
+  lat_dim: null 
+  lon_dim: null
+  lat_dim_overlap: null
+  lon_dim_overlap: null
+  time_dim_overlap: null
+  task: classification
+  batch_size: 1
+  num_workers: 2
+  pin_memory: false
+  load_cube_in_memory: false
+  train_random_sample: null
+  mean_std_dict_prefix: "cube"
+ckpt_path: null

lam_model_ckpts/firecastnet-cls-NHAF-ts24-h1.ckpt

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+version https://git-lfs.github.com/spec/v1
+oid sha256:94af5d93f4f3d14a8d7828e13d19c872865e88011d78860acc6cad6c95e9288f
+size 114511767

lam_model_ckpts/firecastnet-cls-NHAF-ts24-h16-config.yaml

@@ -0,0 +1,191 @@
+# lightning.pytorch==2.2.1
+seed_everything: 17
+trainer:
+  accelerator: auto
+  strategy: auto
+  devices: auto
+  num_nodes: 1
+  precision: null
+  default_root_dir: ./lightning_logs/local_firecastnet/NHAF
+  logger:
+  - class_path: lightning.pytorch.loggers.WandbLogger
+    init_args:
+      project: local_firecastnet
+      log_model: all
+      save_dir: ./lightning_logs
+  callbacks:
+  - class_path: lightning.pytorch.callbacks.ModelSummary
+    init_args: 
+      max_depth: 3
+  - class_path: lightning.pytorch.callbacks.LearningRateMonitor
+    init_args:
+      logging_interval: 'epoch'
+  - class_path: lightning.pytorch.callbacks.ModelCheckpoint
+    init_args:
+      dirpath: ./lightning_logs/local_firecastnet/NHAF/checkpoints
+      filename: last
+      save_last: true
+      save_top_k: 0       # we’re only using this one to keep track of last
+  - class_path: lightning.pytorch.callbacks.ModelCheckpoint
+    init_args:
+      dirpath: ./lightning_logs/local_firecastnet/NHAF/checkpoints
+      filename: '{epoch:03d}-{val_auprc:.4f}'
+      monitor: val_auprc
+      mode: max
+      save_top_k: 1
+  - class_path: seasfire.callbacks.DGLGraphToDevice
+  fast_dev_run: false
+  max_epochs: 50
+  min_epochs: null
+  max_steps: -1
+  min_steps: null
+  limit_train_batches: null
+  max_time: null
+  limit_val_batches: null
+  limit_test_batches: null
+  limit_predict_batches: null
+  overfit_batches: 0.0
+  val_check_interval: null
+  check_val_every_n_epoch: 1
+  num_sanity_val_steps: 1
+  log_every_n_steps: null
+  enable_checkpointing: null
+  enable_progress_bar: null
+  enable_model_summary: null
+  accumulate_grad_batches: 1
+  gradient_clip_val: 0.5
+  gradient_clip_algorithm: 'norm'
+  deterministic: null
+  benchmark: null
+  inference_mode: true
+  use_distributed_sampler: true
+  profiler: null
+  detect_anomaly: false
+  barebones: false
+  plugins: null
+  sync_batchnorm: false
+  reload_dataloaders_every_n_epochs: 0
+model:
+  class_path: seasfire.firecastnet_lit.FireCastNetLit
+  init_args:
+    icospheres_graph_path: icospheres-lam/icospheres/icosphere_s3_NHAF_6u.json.gz
+    sp_res: 0.250
+    max_lat: 89.875
+    min_lat: -89.875
+    max_lon: 179.875
+    min_lon: -179.875
+    lat_lon_static_data: true
+    timeseries_len: 24
+    embed_cube: true
+    embed_cube_width: 4
+    embed_cube_height: 4
+    embed_cube_time: 24
+    embed_cube_dim: 64
+    embed_cube_layer_norm: true
+    embed_cube_vit_enable: false
+    embed_cube_vit_patch_size: 36
+    embed_cube_vit_dim: 64
+    embed_cube_vit_mlp_dim: 64
+    embed_cube_vit_depth: 1
+    embed_cube_vit_heads: 4
+    embed_cube_ltae_enable: false
+    embed_cube_ltae_num_heads: 4
+    embed_cube_ltae_d_k: 16
+    embed_cube_sp_res: 1.0
+    embed_cube_max_lat: 89.5
+    embed_cube_min_lat: -89.5
+    embed_cube_max_lon: 179.5
+    embed_cube_min_lon: -179.5
+    input_dim_grid_nodes: 11
+    output_dim_grid_nodes: 16
+    input_dim_mesh_nodes: 3
+    input_dim_edges: 4
+    processor_layers: 12
+    hidden_layers: 1
+    hidden_dim: 64
+    aggregation: sum
+    norm_type: LayerNorm
+    do_concat_trick: false
+    regression_loss: mse
+    cube_path: "../cube_v3.zarr"
+    gfed_region_enable_loss_weighting: true
+    gfed_region_var_name: "gfed_region"
+    gfed_region_weights: 
+      OCEAN: 0.0
+      BONA: 0.0
+      TENA: 0.0
+      CEAM: 0.0
+      NHSA: 0.0
+      NHAF: 1.0
+      EURO: 0.0
+      MIDE: 0.0
+      SHSA: 0.0
+      SHAF: 0.0
+      BOAS: 0.0
+      CEAS: 0.0
+      SEAS: 0.0
+      EQAS: 0.0
+      AUST: 0.0
+    val_gfed_regions:
+    - NHAF
+    test_gfed_regions:
+    - NHAF
+    lsm_filter_enable: true
+    lsm_var_name: "lsm"
+    lsm_threshold: 0.1
+    lr: 0.001
+    weight_decay: 0.00000001
+    optimizer_apex: false
+    optimizer_fused: true
+    display_model_example: false
+    display_model_example_precision: null
+data:
+  cube_path: "../cube_v3.zarr"
+  input_vars:
+  - mslp
+  - tp
+  - vpd
+  - sst
+  - t2m_mean
+  - ssrd
+  - swvl1
+  - lst_day
+  - ndvi
+  - pop_dens
+  static_vars:
+  - lsm
+  generate_only_positive_samples: true
+  oci_enabled: false
+  oci_input_vars: 
+  - oci_censo
+  - oci_ea
+  - oci_epo
+  - oci_gmsst
+  - oci_nao
+  - oci_nina34_anom
+  - oci_pdo
+  - oci_pna
+  - oci_soi
+  - oci_wp
+  oci_lag: 14
+  log_preprocess_input_vars:
+  - tp
+  - pop_dens
+  target_var: gwis_ba
+  target_shift: 16
+  target_var_per_area: false
+  target_var_log_process: false
+  timeseries_weeks: 24
+  lat_dim: null 
+  lon_dim: null
+  lat_dim_overlap: null
+  lon_dim_overlap: null
+  time_dim_overlap: null
+  task: classification
+  batch_size: 1
+  num_workers: 2
+  pin_memory: false
+  load_cube_in_memory: false
+  train_random_sample: null
+  mean_std_dict_prefix: "cube"
+ckpt_path: null

lam_model_ckpts/firecastnet-cls-NHAF-ts24-h16.ckpt

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+version https://git-lfs.github.com/spec/v1
+oid sha256:febaa70a8857d352f09f5be70da093ffd7c92ff7e2e51543a8b0449a2e9d002f
+size 114511767

lam_model_ckpts/firecastnet-cls-NHAF-ts24-h2-config.yaml

@@ -0,0 +1,191 @@
+# lightning.pytorch==2.2.1
+seed_everything: 17
+trainer:
+  accelerator: auto
+  strategy: auto
+  devices: auto
+  num_nodes: 1
+  precision: null
+  default_root_dir: ./lightning_logs/local_firecastnet/NHAF
+  logger:
+  - class_path: lightning.pytorch.loggers.WandbLogger
+    init_args:
+      project: local_firecastnet
+      log_model: all
+      save_dir: ./lightning_logs
+  callbacks:
+  - class_path: lightning.pytorch.callbacks.ModelSummary
+    init_args: 
+      max_depth: 3
+  - class_path: lightning.pytorch.callbacks.LearningRateMonitor
+    init_args:
+      logging_interval: 'epoch'
+  - class_path: lightning.pytorch.callbacks.ModelCheckpoint
+    init_args:
+      dirpath: ./lightning_logs/local_firecastnet/NHAF/checkpoints
+      filename: last
+      save_last: true
+      save_top_k: 0       # we’re only using this one to keep track of last
+  - class_path: lightning.pytorch.callbacks.ModelCheckpoint
+    init_args:
+      dirpath: ./lightning_logs/local_firecastnet/NHAF/checkpoints
+      filename: '{epoch:03d}-{val_auprc:.4f}'
+      monitor: val_auprc
+      mode: max
+      save_top_k: 1
+  - class_path: seasfire.callbacks.DGLGraphToDevice
+  fast_dev_run: false
+  max_epochs: 50
+  min_epochs: null
+  max_steps: -1
+  min_steps: null
+  limit_train_batches: null
+  max_time: null
+  limit_val_batches: null
+  limit_test_batches: null
+  limit_predict_batches: null
+  overfit_batches: 0.0
+  val_check_interval: null
+  check_val_every_n_epoch: 1
+  num_sanity_val_steps: 1
+  log_every_n_steps: null
+  enable_checkpointing: null
+  enable_progress_bar: null
+  enable_model_summary: null
+  accumulate_grad_batches: 1
+  gradient_clip_val: 0.5
+  gradient_clip_algorithm: 'norm'
+  deterministic: null
+  benchmark: null
+  inference_mode: true
+  use_distributed_sampler: true
+  profiler: null
+  detect_anomaly: false
+  barebones: false
+  plugins: null
+  sync_batchnorm: false
+  reload_dataloaders_every_n_epochs: 0
+model:
+  class_path: seasfire.firecastnet_lit.FireCastNetLit
+  init_args:
+    icospheres_graph_path: icospheres-lam/icospheres/icosphere_s3_NHAF_6u.json.gz
+    sp_res: 0.250
+    max_lat: 89.875
+    min_lat: -89.875
+    max_lon: 179.875
+    min_lon: -179.875
+    lat_lon_static_data: true
+    timeseries_len: 24
+    embed_cube: true
+    embed_cube_width: 4
+    embed_cube_height: 4
+    embed_cube_time: 24
+    embed_cube_dim: 64
+    embed_cube_layer_norm: true
+    embed_cube_vit_enable: false
+    embed_cube_vit_patch_size: 36
+    embed_cube_vit_dim: 64
+    embed_cube_vit_mlp_dim: 64
+    embed_cube_vit_depth: 1
+    embed_cube_vit_heads: 4
+    embed_cube_ltae_enable: false
+    embed_cube_ltae_num_heads: 4
+    embed_cube_ltae_d_k: 16
+    embed_cube_sp_res: 1.0
+    embed_cube_max_lat: 89.5
+    embed_cube_min_lat: -89.5
+    embed_cube_max_lon: 179.5
+    embed_cube_min_lon: -179.5
+    input_dim_grid_nodes: 11
+    output_dim_grid_nodes: 16
+    input_dim_mesh_nodes: 3
+    input_dim_edges: 4
+    processor_layers: 12
+    hidden_layers: 1
+    hidden_dim: 64
+    aggregation: sum
+    norm_type: LayerNorm
+    do_concat_trick: false
+    regression_loss: mse
+    cube_path: "../cube_v3.zarr"
+    gfed_region_enable_loss_weighting: true
+    gfed_region_var_name: "gfed_region"
+    gfed_region_weights: 
+      OCEAN: 0.0
+      BONA: 0.0
+      TENA: 0.0
+      CEAM: 0.0
+      NHSA: 0.0
+      NHAF: 1.0
+      EURO: 0.0
+      MIDE: 0.0
+      SHSA: 0.0
+      SHAF: 0.0
+      BOAS: 0.0
+      CEAS: 0.0
+      SEAS: 0.0
+      EQAS: 0.0
+      AUST: 0.0
+    val_gfed_regions:
+    - NHAF
+    test_gfed_regions:
+    - NHAF
+    lsm_filter_enable: true
+    lsm_var_name: "lsm"
+    lsm_threshold: 0.1
+    lr: 0.001
+    weight_decay: 0.00000001
+    optimizer_apex: false
+    optimizer_fused: true
+    display_model_example: false
+    display_model_example_precision: null
+data:
+  cube_path: "../cube_v3.zarr"
+  input_vars:
+  - mslp
+  - tp
+  - vpd
+  - sst
+  - t2m_mean
+  - ssrd
+  - swvl1
+  - lst_day
+  - ndvi
+  - pop_dens
+  static_vars:
+  - lsm
+  generate_only_positive_samples: true
+  oci_enabled: false
+  oci_input_vars: 
+  - oci_censo
+  - oci_ea
+  - oci_epo
+  - oci_gmsst
+  - oci_nao
+  - oci_nina34_anom
+  - oci_pdo
+  - oci_pna
+  - oci_soi
+  - oci_wp
+  oci_lag: 14
+  log_preprocess_input_vars:
+  - tp
+  - pop_dens
+  target_var: gwis_ba
+  target_shift: 2
+  target_var_per_area: false
+  target_var_log_process: false
+  timeseries_weeks: 24
+  lat_dim: null 
+  lon_dim: null
+  lat_dim_overlap: null
+  lon_dim_overlap: null
+  time_dim_overlap: null
+  task: classification
+  batch_size: 1
+  num_workers: 2
+  pin_memory: false
+  load_cube_in_memory: false
+  train_random_sample: null
+  mean_std_dict_prefix: "cube"
+ckpt_path: null

lam_model_ckpts/firecastnet-cls-NHAF-ts24-h2.ckpt

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+version https://git-lfs.github.com/spec/v1
+oid sha256:7eb3f6c6f61caed7cdd3cff3ff3f6d4bd8899e5d1a8ba4f35d5c244f9e6389d7
+size 114511767