| trainer: |
| _target_: lightning.pytorch.trainer.trainer.Trainer |
| accelerator: gpu |
| devices: |
| - 2 |
| min_epochs: null |
| max_epochs: 300 |
| reload_dataloaders_every_n_epochs: 0 |
| num_sanity_val_steps: 8 |
| fast_dev_run: false |
| log_every_n_steps: 50 |
| model: |
| _target_: pvnet_summation.training.lightning_module.PVNetSummationLightningModule |
| model: |
| _target_: pvnet_summation.models.dense_model.DenseModel |
| output_quantiles: |
| - 0.02 |
| - 0.1 |
| - 0.25 |
| - 0.5 |
| - 0.75 |
| - 0.9 |
| - 0.98 |
| output_network: |
| _target_: pvnet.models.late_fusion.linear_networks.networks.ResFCNet |
| _partial_: true |
| fc_hidden_features: 128 |
| n_res_blocks: 2 |
| res_block_layers: 2 |
| dropout_frac: 0.2 |
| predict_difference_from_sum: true |
| history_minutes: 120 |
| forecast_minutes: 480 |
| interval_minutes: 30 |
| num_input_locations: 331 |
| input_quantiles: |
| - 0.02 |
| - 0.1 |
| - 0.25 |
| - 0.5 |
| - 0.75 |
| - 0.9 |
| - 0.98 |
| optimizer: |
| _target_: pvnet_summation.optimizers.AdamWReduceLROnPlateau |
| lr: 3.0e-05 |
| weight_decay: 0.25 |
| amsgrad: true |
| patience: 10 |
| factor: 0.1 |
| threshold: 0.0 |
| datamodule: |
| configuration: /home/james/repos/PVNet/configs/datamodule/configuration/new_gsps2.yaml |
| batch_size: 32 |
| num_workers: 12 |
| prefetch_factor: 2 |
| persistent_workers: true |
| max_num_train_samples: null |
| max_num_val_samples: null |
| pvnet_model: |
| model_id: /home/james/tmp/models/49nlmpdy |
| revision: null |
| train_period: |
| - null |
| - '2021-12-31' |
| val_period: |
| - '2022-01-01' |
| - '2022-12-31' |
| seed: ${seed} |
| dataset_pickle_dir: /home/james/tmp/summation_dataset_pickles |
| callbacks: |
| learning_rate_monitor: |
| _target_: lightning.pytorch.callbacks.LearningRateMonitor |
| logging_interval: epoch |
| model_summary: |
| _target_: lightning.pytorch.callbacks.ModelSummary |
| max_depth: 3 |
| model_checkpoint: |
| _target_: lightning.pytorch.callbacks.ModelCheckpoint |
| monitor: ${resolve_monitor_loss:${model.model.output_quantiles}} |
| mode: min |
| save_top_k: 1 |
| save_last: true |
| every_n_epochs: 1 |
| verbose: false |
| filename: epoch={epoch}-step={step} |
| dirpath: checkpoints/${model_name} |
| auto_insert_metric_name: false |
| save_on_train_epoch_end: false |
| logger: |
| wandb: |
| _target_: lightning.pytorch.loggers.wandb.WandbLogger |
| project: pvnet_summation |
| name: ${model_name} |
| save_dir: ./ |
| offline: false |
| id: null |
| log_model: false |
| prefix: '' |
| job_type: train |
| group: '' |
| tags: [] |
| sample_save_dir: /home/james/repos/pvnet-summation/presaved_saved_samples |
| work_dir: ${hydra:runtime.cwd} |
| model_name: 2NWP+sat0_v2 |
| seed: 2727831 |
|
|
