Added LAM (local area modelling) checkpoints for some GFED regions

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

@@ -0,0 +1,215 @@
+# lightning.pytorch==2.2.2
+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: lightning_logs
+      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: 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
+data:
+  cube_path: /var/local/storage/michail/seasfire_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: 4
+  pin_memory: false
+  load_cube_in_memory: false
+  train_random_sample: null
+  mean_std_dict_prefix: cube
+ckpt_path: lightning_logs/version_5/checkpoints/last.ckpt
+model:
+  class_path: seasfire.firecastnet_lit.FireCastNetLit
+  init_args:
+    icospheres_graph_path: icospheres-lam/icospheres/icosphere_s3_AUST_6u.json.gz
+    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: /var/local/storage/michail/seasfire_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
+      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: 1.0
+    val_gfed_regions:
+    - AUST
+    test_gfed_regions:
+    - AUST
+    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

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

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4fea29fb69a4e6e171ae159001129167879424c489ba649ffc1f2017d3e6b126
+size 114511306

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

@@ -0,0 +1,215 @@
+# lightning.pytorch==2.2.2
+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: lightning_logs
+      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: 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
+data:
+  cube_path: /var/local/storage/michail/seasfire_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: 4
+  pin_memory: false
+  load_cube_in_memory: false
+  train_random_sample: null
+  mean_std_dict_prefix: cube
+ckpt_path: lightning_logs/version_3/checkpoints/last.ckpt
+model:
+  class_path: seasfire.firecastnet_lit.FireCastNetLit
+  init_args:
+    icospheres_graph_path: icospheres-lam/icospheres/icosphere_s3_AUST_6u.json.gz
+    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: /var/local/storage/michail/seasfire_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
+      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: 1.0
+    val_gfed_regions:
+    - AUST
+    test_gfed_regions:
+    - AUST
+    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

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

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d27f458a40a82f15481ec2fa38e1acee67f30e0e0b4723166cdbfafe2c8f34bd
+size 114511306

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

@@ -0,0 +1,215 @@
+# lightning.pytorch==2.2.2
+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: lightning_logs
+      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: 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
+data:
+  cube_path: /var/local/storage/michail/seasfire_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: 4
+  pin_memory: false
+  load_cube_in_memory: false
+  train_random_sample: null
+  mean_std_dict_prefix: cube
+ckpt_path: lightning_logs/version_4/checkpoints/last.ckpt
+model:
+  class_path: seasfire.firecastnet_lit.FireCastNetLit
+  init_args:
+    icospheres_graph_path: icospheres-lam/icospheres/icosphere_s3_AUST_6u.json.gz
+    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: /var/local/storage/michail/seasfire_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
+      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: 1.0
+    val_gfed_regions:
+    - AUST
+    test_gfed_regions:
+    - AUST
+    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

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

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c988f0de3d79a311dde5d508641cdf2679b5296861916758e77d5747f2621c26
+size 114511306

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

@@ -0,0 +1,215 @@
+# lightning.pytorch==2.2.2
+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: lightning_logs
+      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: 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
+data:
+  cube_path: /var/local/storage/michail/seasfire_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: 4
+  pin_memory: false
+  load_cube_in_memory: false
+  train_random_sample: null
+  mean_std_dict_prefix: cube
+ckpt_path: lightning_logs/version_3/checkpoints/last.ckpt
+model:
+  class_path: seasfire.firecastnet_lit.FireCastNetLit
+  init_args:
+    icospheres_graph_path: icospheres-lam/icospheres/icosphere_s3_AUST_6u.json.gz
+    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: /var/local/storage/michail/seasfire_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
+      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: 1.0
+    val_gfed_regions:
+    - AUST
+    test_gfed_regions:
+    - AUST
+    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

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

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+version https://git-lfs.github.com/spec/v1
+oid sha256:3c2ddecc41009f8e5d526bc577bd08d9b097fd080b23f9e852cdc911967fc6d4
+size 114511306

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

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+# lightning.pytorch==2.2.2
+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: lightning_logs
+      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: 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
+data:
+  cube_path: /var/local/storage/michail/seasfire_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: 4
+  pin_memory: false
+  load_cube_in_memory: false
+  train_random_sample: null
+  mean_std_dict_prefix: cube
+ckpt_path: lightning_logs/version_5/checkpoints/last.ckpt
+model:
+  class_path: seasfire.firecastnet_lit.FireCastNetLit
+  init_args:
+    icospheres_graph_path: icospheres-lam/icospheres/icosphere_s3_AUST_6u.json.gz
+    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: /var/local/storage/michail/seasfire_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
+      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: 1.0
+    val_gfed_regions:
+    - AUST
+    test_gfed_regions:
+    - AUST
+    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

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

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+version https://git-lfs.github.com/spec/v1
+oid sha256:dd6648a26b2b25817a80c65e6c90ed6e506eef30070c93070571b35bb20b3318
+size 114511306

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

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+# lightning.pytorch==2.2.2
+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: lightning_logs
+      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: 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
+data:
+  cube_path: /var/local/storage/michail/seasfire_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: 4
+  pin_memory: false
+  load_cube_in_memory: false
+  train_random_sample: null
+  mean_std_dict_prefix: cube
+ckpt_path: lightning_logs/version_4/checkpoints/last.ckpt
+model:
+  class_path: seasfire.firecastnet_lit.FireCastNetLit
+  init_args:
+    icospheres_graph_path: icospheres-lam/icospheres/icosphere_s3_AUST_6u.json.gz
+    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: /var/local/storage/michail/seasfire_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
+      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: 1.0
+    val_gfed_regions:
+    - AUST
+    test_gfed_regions:
+    - AUST
+    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

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

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+version https://git-lfs.github.com/spec/v1
+oid sha256:d099664b0dfec4b4a76c270e5187354390c1c2c0f756da36a9661601bd5fab26
+size 114511306

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

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+# lightning.pytorch==2.2.2
+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: lightning_logs1
+      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: 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
+data:
+  cube_path: /var/local/storage/michail/seasfire_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: 4
+  pin_memory: false
+  load_cube_in_memory: false
+  train_random_sample: null
+  mean_std_dict_prefix: cube
+ckpt_path: lightning_logs1/version_1/checkpoints/last.ckpt
+model:
+  class_path: seasfire.firecastnet_lit.FireCastNetLit
+  init_args:
+    icospheres_graph_path: icospheres-lam/icospheres/icosphere_s3_BOAS_6u.json.gz
+    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: /var/local/storage/michail/seasfire_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
+      SHSA: 0.0
+      EURO: 0.0
+      MIDE: 0.0
+      NHAF: 0.0
+      SHAF: 0.0
+      BOAS: 1.0
+      CEAS: 0.0
+      SEAS: 0.0
+      EQAS: 0.0
+      AUST: 0.0
+    val_gfed_regions:
+    - BOAS
+    test_gfed_regions:
+    - BOAS
+    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

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

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+version https://git-lfs.github.com/spec/v1
+oid sha256:c3715dc7d4c82241716c398335b7bbc2437316052ce673108834292befe86946
+size 114511306

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

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+# lightning.pytorch==2.2.2
+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: lightning_logs1
+      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: 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
+data:
+  cube_path: /var/local/storage/michail/seasfire_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: 4
+  pin_memory: false
+  load_cube_in_memory: false
+  train_random_sample: null
+  mean_std_dict_prefix: cube
+ckpt_path: lightning_logs1/version_3/checkpoints/last.ckpt
+model:
+  class_path: seasfire.firecastnet_lit.FireCastNetLit
+  init_args:
+    icospheres_graph_path: icospheres-lam/icospheres/icosphere_s3_BOAS_6u.json.gz
+    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: /var/local/storage/michail/seasfire_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
+      SHSA: 0.0
+      EURO: 0.0
+      MIDE: 0.0
+      NHAF: 0.0
+      SHAF: 0.0
+      BOAS: 1.0
+      CEAS: 0.0
+      SEAS: 0.0
+      EQAS: 0.0
+      AUST: 0.0
+    val_gfed_regions:
+    - BOAS
+    test_gfed_regions:
+    - BOAS
+    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

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

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+version https://git-lfs.github.com/spec/v1
+oid sha256:00c0cc3a19fb05836637b24cde8febf0e39451398184dd18e9448b89b777b858
+size 114511306

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

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+# lightning.pytorch==2.2.2
+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: lightning_logs
+      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: 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
+data:
+  cube_path: /var/local/storage/michail/seasfire_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: 4
+  pin_memory: false
+  load_cube_in_memory: false
+  train_random_sample: null
+  mean_std_dict_prefix: cube
+ckpt_path: lightning_logs/version_0/checkpoints/last.ckpt
+model:
+  class_path: seasfire.firecastnet_lit.FireCastNetLit
+  init_args:
+    icospheres_graph_path: icospheres-lam/icospheres/icosphere_s3_BOAS_6u.json.gz
+    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: /var/local/storage/michail/seasfire_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
+      SHSA: 0.0
+      EURO: 0.0
+      MIDE: 0.0
+      NHAF: 0.0
+      SHAF: 0.0
+      BOAS: 1.0
+      CEAS: 0.0
+      SEAS: 0.0
+      EQAS: 0.0
+      AUST: 0.0
+    val_gfed_regions:
+    - BOAS
+    test_gfed_regions:
+    - BOAS
+    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

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

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+version https://git-lfs.github.com/spec/v1
+oid sha256:653bc0fcd5b45f77669b30dc0fd0c362a71c863fdb1d58e9db009eb177905196
+size 114511306

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

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+# lightning.pytorch==2.2.2
+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: lightning_logs
+      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: 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
+data:
+  cube_path: /var/local/storage/michail/seasfire_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: 4
+  pin_memory: false
+  load_cube_in_memory: false
+  train_random_sample: null
+  mean_std_dict_prefix: cube
+ckpt_path: lightning_logs/version_5/checkpoints/last.ckpt
+model:
+  class_path: seasfire.firecastnet_lit.FireCastNetLit
+  init_args:
+    icospheres_graph_path: icospheres-lam/icospheres/icosphere_s3_BOAS_6u.json.gz
+    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: /var/local/storage/michail/seasfire_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
+      SHSA: 0.0
+      EURO: 0.0
+      MIDE: 0.0
+      NHAF: 0.0
+      SHAF: 0.0
+      BOAS: 1.0
+      CEAS: 0.0
+      SEAS: 0.0
+      EQAS: 0.0
+      AUST: 0.0
+    val_gfed_regions:
+    - BOAS
+    test_gfed_regions:
+    - BOAS
+    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

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

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+version https://git-lfs.github.com/spec/v1
+oid sha256:703add7c2e59349bab48f8bb0143b4d26d152f42f40f982686585108a1c6317a
+size 114511306

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

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+# lightning.pytorch==2.2.2
+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: lightning_logs
+      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: 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
+data:
+  cube_path: /var/local/storage/michail/seasfire_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: 4
+  pin_memory: false
+  load_cube_in_memory: false
+  train_random_sample: null
+  mean_std_dict_prefix: cube
+ckpt_path: lightning_logs/version_1/checkpoints/last.ckpt
+model:
+  class_path: seasfire.firecastnet_lit.FireCastNetLit
+  init_args:
+    icospheres_graph_path: icospheres-lam/icospheres/icosphere_s3_BOAS_6u.json.gz
+    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: /var/local/storage/michail/seasfire_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
+      SHSA: 0.0
+      EURO: 0.0
+      MIDE: 0.0
+      NHAF: 0.0
+      SHAF: 0.0
+      BOAS: 1.0
+      CEAS: 0.0
+      SEAS: 0.0
+      EQAS: 0.0
+      AUST: 0.0
+    val_gfed_regions:
+    - BOAS
+    test_gfed_regions:
+    - BOAS
+    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

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

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+version https://git-lfs.github.com/spec/v1
+oid sha256:010eadb46e65b50e078577f60eee7134117291ed9bfc566edfdb2755d8adbe81
+size 114511306

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

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+# lightning.pytorch==2.2.2
+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: lightning_logs
+      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: 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
+data:
+  cube_path: /var/local/storage/michail/seasfire_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: 4
+  pin_memory: false
+  load_cube_in_memory: false
+  train_random_sample: null
+  mean_std_dict_prefix: cube
+ckpt_path: lightning_logs/version_2/checkpoints/last.ckpt
+model:
+  class_path: seasfire.firecastnet_lit.FireCastNetLit
+  init_args:
+    icospheres_graph_path: icospheres-lam/icospheres/icosphere_s3_BOAS_6u.json.gz
+    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: /var/local/storage/michail/seasfire_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
+      SHSA: 0.0
+      EURO: 0.0
+      MIDE: 0.0
+      NHAF: 0.0
+      SHAF: 0.0
+      BOAS: 1.0
+      CEAS: 0.0
+      SEAS: 0.0
+      EQAS: 0.0
+      AUST: 0.0
+    val_gfed_regions:
+    - BOAS
+    test_gfed_regions:
+    - BOAS
+    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

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

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+version https://git-lfs.github.com/spec/v1
+oid sha256:73db0f234afdf75519757fdc4d3053e05ceaec5020bdda719bd1d99cdbeadee8
+size 114511306

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

@@ -0,0 +1,215 @@
+# lightning.pytorch==2.2.2
+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: lightning_logs1
+      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: 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
+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: 4
+  pin_memory: false
+  load_cube_in_memory: false
+  train_random_sample: null
+  mean_std_dict_prefix: cube
+ckpt_path: lightning_logs1/version_5/checkpoints/last.ckpt
+model:
+  class_path: seasfire.firecastnet_lit.FireCastNetLit
+  init_args:
+    icospheres_graph_path: icospheres-lam/icospheres/icosphere_s3_CEAS_6u.json.gz
+    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_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
+      SHSA: 0.0
+      EURO: 0.0
+      MIDE: 0.0
+      NHAF: 0.0
+      SHAF: 0.0
+      BOAS: 0.0
+      CEAS: 1.0
+      SEAS: 0.0
+      EQAS: 0.0
+      AUST: 0.0
+    val_gfed_regions:
+    - CEAS
+    test_gfed_regions:
+    - CEAS
+    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

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

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+version https://git-lfs.github.com/spec/v1
+oid sha256:3244a554ff1955d5226feeaaf0caae2398ede973c44a578b7d54a3a31ce6466c
+size 114511306

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

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+# lightning.pytorch==2.2.2
+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: lightning_logs1
+      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: 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
+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: 4
+  pin_memory: false
+  load_cube_in_memory: false
+  train_random_sample: null
+  mean_std_dict_prefix: cube
+ckpt_path: lightning_logs1/version_4/checkpoints/last.ckpt
+model:
+  class_path: seasfire.firecastnet_lit.FireCastNetLit
+  init_args:
+    icospheres_graph_path: icospheres-lam/icospheres/icosphere_s3_CEAS_6u.json.gz
+    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_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
+      SHSA: 0.0
+      EURO: 0.0
+      MIDE: 0.0
+      NHAF: 0.0
+      SHAF: 0.0
+      BOAS: 0.0
+      CEAS: 1.0
+      SEAS: 0.0
+      EQAS: 0.0
+      AUST: 0.0
+    val_gfed_regions:
+    - CEAS
+    test_gfed_regions:
+    - CEAS
+    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

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

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+version https://git-lfs.github.com/spec/v1
+oid sha256:2b4ba1917060401ab916048f06d22bd1e5bdb4d36b34ba61d19107b4b0af265d
+size 114511306

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

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+# lightning.pytorch==2.2.2
+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: lightning_logs1
+      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: 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
+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: 4
+  pin_memory: false
+  load_cube_in_memory: false
+  train_random_sample: null
+  mean_std_dict_prefix: cube
+ckpt_path: lightning_logs1/version_5/checkpoints/last.ckpt
+model:
+  class_path: seasfire.firecastnet_lit.FireCastNetLit
+  init_args:
+    icospheres_graph_path: icospheres-lam/icospheres/icosphere_s3_CEAS_6u.json.gz
+    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_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
+      SHSA: 0.0
+      EURO: 0.0
+      MIDE: 0.0
+      NHAF: 0.0
+      SHAF: 0.0
+      BOAS: 0.0
+      CEAS: 1.0
+      SEAS: 0.0
+      EQAS: 0.0
+      AUST: 0.0
+    val_gfed_regions:
+    - CEAS
+    test_gfed_regions:
+    - CEAS
+    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

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

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+version https://git-lfs.github.com/spec/v1
+oid sha256:dcae7799c528e77ef4bbc5c0b87059eb77282ff373facd7033aaacdecb7e41ef
+size 114511306

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

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+# lightning.pytorch==2.2.2
+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: lightning_logs1
+      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: 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
+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: 4
+  pin_memory: false
+  load_cube_in_memory: false
+  train_random_sample: null
+  mean_std_dict_prefix: cube
+ckpt_path: lightning_logs1/version_3/checkpoints/last.ckpt
+model:
+  class_path: seasfire.firecastnet_lit.FireCastNetLit
+  init_args:
+    icospheres_graph_path: icospheres-lam/icospheres/icosphere_s3_CEAS_6u.json.gz
+    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_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
+      SHSA: 0.0
+      EURO: 0.0
+      MIDE: 0.0
+      NHAF: 0.0
+      SHAF: 0.0
+      BOAS: 0.0
+      CEAS: 1.0
+      SEAS: 0.0
+      EQAS: 0.0
+      AUST: 0.0
+    val_gfed_regions:
+    - CEAS
+    test_gfed_regions:
+    - CEAS
+    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

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

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+version https://git-lfs.github.com/spec/v1
+oid sha256:e89a523549f7cfdc52d6b15fa012a0f7f09c38570e5f03cc9f03eee71e669e41
+size 114511306

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

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+# lightning.pytorch==2.2.2
+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: lightning_logs1
+      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: 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
+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: 4
+  pin_memory: false
+  load_cube_in_memory: false
+  train_random_sample: null
+  mean_std_dict_prefix: cube
+ckpt_path: lightning_logs1/version_6/checkpoints/last.ckpt
+model:
+  class_path: seasfire.firecastnet_lit.FireCastNetLit
+  init_args:
+    icospheres_graph_path: icospheres-lam/icospheres/icosphere_s3_CEAS_6u.json.gz
+    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_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
+      SHSA: 0.0
+      EURO: 0.0
+      MIDE: 0.0
+      NHAF: 0.0
+      SHAF: 0.0
+      BOAS: 0.0
+      CEAS: 1.0
+      SEAS: 0.0
+      EQAS: 0.0
+      AUST: 0.0
+    val_gfed_regions:
+    - CEAS
+    test_gfed_regions:
+    - CEAS
+    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

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

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+version https://git-lfs.github.com/spec/v1
+oid sha256:57d90f7f0b149c4d66a26ac745af2d5fb19f47afe29b396ca1d253c3ac6774e6
+size 114511306

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

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+# lightning.pytorch==2.2.2
+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: lightning_logs1
+      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: 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
+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: 4
+  pin_memory: false
+  load_cube_in_memory: false
+  train_random_sample: null
+  mean_std_dict_prefix: cube
+ckpt_path: lightning_logs1/version_16/checkpoints/last.ckpt
+model:
+  class_path: seasfire.firecastnet_lit.FireCastNetLit
+  init_args:
+    icospheres_graph_path: icospheres-lam/icospheres/icosphere_s3_CEAS_6u.json.gz
+    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_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
+      SHSA: 0.0
+      EURO: 0.0
+      MIDE: 0.0
+      NHAF: 0.0
+      SHAF: 0.0
+      BOAS: 0.0
+      CEAS: 1.0
+      SEAS: 0.0
+      EQAS: 0.0
+      AUST: 0.0
+    val_gfed_regions:
+    - CEAS
+    test_gfed_regions:
+    - CEAS
+    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

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

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+version https://git-lfs.github.com/spec/v1
+oid sha256:4f71a8d3e18d1e361a33f9117dc4f5860c83c721b70b0fd35bcdb22c303616bb
+size 114511306

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

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+# lightning.pytorch==2.2.2
+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: lightning_logs1
+      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: 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
+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: 4
+  pin_memory: false
+  load_cube_in_memory: false
+  train_random_sample: null
+  mean_std_dict_prefix: cube
+ckpt_path: lightning_logs1/version_4/checkpoints/last.ckpt
+model:
+  class_path: seasfire.firecastnet_lit.FireCastNetLit
+  init_args:
+    icospheres_graph_path: icospheres-lam/icospheres/icosphere_s3_EQAS_6u.json.gz
+    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_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
+      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: 1.0
+      AUST: 0.0
+    val_gfed_regions:
+    - EQAS
+    test_gfed_regions:
+    - EQAS
+    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

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

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+version https://git-lfs.github.com/spec/v1
+oid sha256:93af503846d2ef6526737c3174ee716b0224db973795c446b04d182e22ed3256
+size 114511306

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

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+# lightning.pytorch==2.2.2
+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: lightning_logs1
+      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: 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
+data:
+  cube_path: /var/local/storage/michail/seasfire_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: 4
+  pin_memory: false
+  load_cube_in_memory: false
+  train_random_sample: null
+  mean_std_dict_prefix: cube
+ckpt_path: lightning_logs1/version_2/checkpoints/last.ckpt
+model:
+  class_path: seasfire.firecastnet_lit.FireCastNetLit
+  init_args:
+    icospheres_graph_path: icospheres-lam/icospheres/icosphere_s3_EQAS_6u.json.gz
+    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: /var/local/storage/michail/seasfire_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
+      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: 1.0
+      AUST: 0.0
+    val_gfed_regions:
+    - EQAS
+    test_gfed_regions:
+    - EQAS
+    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

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

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+version https://git-lfs.github.com/spec/v1
+oid sha256:cf80392a1d1b51836f96d432ed6b5b56ac8fa43d9d31ab6fdf19ff0aa83032c6
+size 114511306

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

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+# lightning.pytorch==2.2.2
+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: lightning_logs1
+      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: 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
+data:
+  cube_path: /var/local/storage/michail/seasfire_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: 4
+  pin_memory: false
+  load_cube_in_memory: false
+  train_random_sample: null
+  mean_std_dict_prefix: cube
+ckpt_path: lightning_logs1/version_4/checkpoints/last.ckpt
+model:
+  class_path: seasfire.firecastnet_lit.FireCastNetLit
+  init_args:
+    icospheres_graph_path: icospheres-lam/icospheres/icosphere_s3_EQAS_6u.json.gz
+    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: /var/local/storage/michail/seasfire_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
+      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: 1.0
+      AUST: 0.0
+    val_gfed_regions:
+    - EQAS
+    test_gfed_regions:
+    - EQAS
+    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

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

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+version https://git-lfs.github.com/spec/v1
+oid sha256:af6a0d7cb68a3fa428345ae0c415b17f5043590b43cb1bb39b86c51e2d4cb0f7
+size 114511306

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

@@ -0,0 +1,215 @@
+# lightning.pytorch==2.2.2
+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: lightning_logs1
+      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: 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
+data:
+  cube_path: /var/local/storage/michail/seasfire_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: 4
+  pin_memory: false
+  load_cube_in_memory: false
+  train_random_sample: null
+  mean_std_dict_prefix: cube
+ckpt_path: lightning_logs1/version_1/checkpoints/last.ckpt
+model:
+  class_path: seasfire.firecastnet_lit.FireCastNetLit
+  init_args:
+    icospheres_graph_path: icospheres-lam/icospheres/icosphere_s3_EQAS_6u.json.gz
+    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: /var/local/storage/michail/seasfire_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
+      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: 1.0
+      AUST: 0.0
+    val_gfed_regions:
+    - EQAS
+    test_gfed_regions:
+    - EQAS
+    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

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

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+version https://git-lfs.github.com/spec/v1
+oid sha256:d5dd86713743ded5f557b643c0c1eff2d959fe613537aadc68a8284f6e5e00c5
+size 114511306

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

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+# lightning.pytorch==2.2.2
+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: lightning_logs1
+      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: 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
+data:
+  cube_path: /var/local/storage/michail/seasfire_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: 4
+  pin_memory: false
+  load_cube_in_memory: false
+  train_random_sample: null
+  mean_std_dict_prefix: cube
+ckpt_path: lightning_logs1/version_5/checkpoints/last.ckpt
+model:
+  class_path: seasfire.firecastnet_lit.FireCastNetLit
+  init_args:
+    icospheres_graph_path: icospheres-lam/icospheres/icosphere_s3_EQAS_6u.json.gz
+    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: /var/local/storage/michail/seasfire_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
+      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: 1.0
+      AUST: 0.0
+    val_gfed_regions:
+    - EQAS
+    test_gfed_regions:
+    - EQAS
+    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

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

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+version https://git-lfs.github.com/spec/v1
+oid sha256:0fe0a7db4c0f0a60848dec42dc619d88561f5753a1601a9481615ea20ae21fad
+size 114511306

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

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+# lightning.pytorch==2.2.2
+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: lightning_logs1
+      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: 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
+data:
+  cube_path: /var/local/storage/michail/seasfire_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: 4
+  pin_memory: false
+  load_cube_in_memory: false
+  train_random_sample: null
+  mean_std_dict_prefix: cube
+ckpt_path: lightning_logs1/version_3/checkpoints/last.ckpt
+model:
+  class_path: seasfire.firecastnet_lit.FireCastNetLit
+  init_args:
+    icospheres_graph_path: icospheres-lam/icospheres/icosphere_s3_EQAS_6u.json.gz
+    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: /var/local/storage/michail/seasfire_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
+      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: 1.0
+      AUST: 0.0
+    val_gfed_regions:
+    - EQAS
+    test_gfed_regions:
+    - EQAS
+    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

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

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+version https://git-lfs.github.com/spec/v1
+oid sha256:ce1aac5dfb823568c8c0f9a38f977dcef12a56f39a818e9505a1a21484ddfc6d
+size 114511306

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

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+# lightning.pytorch==2.2.2
+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: lightning_logs1
+      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: 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
+data:
+  cube_path: /var/local/storage/michail/seasfire_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: 4
+  pin_memory: false
+  load_cube_in_memory: false
+  train_random_sample: null
+  mean_std_dict_prefix: cube
+ckpt_path: lightning_logs1/version_5/checkpoints/last.ckpt
+model:
+  class_path: seasfire.firecastnet_lit.FireCastNetLit
+  init_args:
+    icospheres_graph_path: icospheres-lam/icospheres/icosphere_s3_NHSA_6u.json.gz
+    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: /var/local/storage/michail/seasfire_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: 1.0
+      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:
+    - NHSA
+    test_gfed_regions:
+    - NHSA
+    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

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

@@ -0,0 +1,3 @@
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+size 114511306