From 5258f59058644bcda3531324db024b7adc7569f9 Mon Sep 17 00:00:00 2001 From: Naomi Simumba <7224231+naomi-simumba@users.noreply.github.com> Date: Fri, 6 Mar 2026 18:24:16 -0500 Subject: [PATCH 01/36] util Signed-off-by: Naomi Simumba <7224231+naomi-simumba@users.noreply.github.com> --- .../datasets/hetero_powergrid_datamodule.py | 104 ++++++++++++------ 1 file changed, 68 insertions(+), 36 deletions(-) diff --git a/gridfm_graphkit/datasets/hetero_powergrid_datamodule.py b/gridfm_graphkit/datasets/hetero_powergrid_datamodule.py index 4ac01251..a168012d 100644 --- a/gridfm_graphkit/datasets/hetero_powergrid_datamodule.py +++ b/gridfm_graphkit/datasets/hetero_powergrid_datamodule.py @@ -12,6 +12,7 @@ from gridfm_graphkit.datasets.utils import ( split_dataset, split_dataset_by_load_scenario_idx, + split_from_existing_files, ) from gridfm_graphkit.datasets.powergrid_hetero_dataset import HeteroGridDatasetDisk import numpy as np @@ -19,6 +20,7 @@ import warnings import os import lightning as L +from pathlib import Path from typing import List from lightning.pytorch.loggers import MLFlowLogger @@ -96,6 +98,11 @@ def __init__( "split_by_load_scenario_idx", False, ) + self.split_from_existing_files = getattr( + args.data, + "split_from_existing_files", + None, + ) self.args = args self.normalizer_stats_path = normalizer_stats_path self.data_normalizers = [] @@ -108,6 +115,15 @@ def __init__( self.test_scenario_ids: List[List[int]] = [] self._is_setup_done = False + if self.split_by_load_scenario_idx: + assert self.split_from_existing_files is None, " either `split_by_load_scenario_idx` or `split_from_existing_files` may be used, not both" + + if self.split_from_existing_files is not None: + assert isinstance(self.split_from_existing_files, str), "`split_from_existing_files` must be an existing folder in string format" + self.split_from_existing_files = Path(self.split_from_existing_files) + assert self.split_from_existing_files.is_dir(), "`split_from_existing_files` must be an existing folder in string format" + + def setup(self, stage: str): if self._is_setup_done: print(f"Setup already done for stage={stage}, skipping...") @@ -161,49 +177,64 @@ def setup(self, stage: str): # Create a subset all_indices = list(range(len(dataset))) - # Random seed set before every shuffle for reproducibility in case the power grid datasets are analyzed in a different order - random.seed(self.args.seed) - random.shuffle(all_indices) - subset_indices = all_indices[:num_scenarios] + splits_dir = Path(data_path_network) + splits_dir = splits_dir / "splits" - # load_scenario for each scenario in the subset - load_scenarios = dataset.load_scenarios[subset_indices] - - dataset = Subset(dataset, subset_indices) - - # Random seed set before every split, same as above - np.random.seed(self.args.seed) - if self.split_by_load_scenario_idx: - train_dataset, val_dataset, test_dataset = ( - split_dataset_by_load_scenario_idx( + if self.split_from_existing_files is not None: + (train_dataset, val_dataset, test_dataset), subset_indices = ( + split_from_existing_files( + dataset, + splits_dir, + self.split_from_existing_files, + ) + ) + train_scenario_ids = subset_indices["train"] + val_scenario_ids = subset_indices["val"] + test_scenario_ids = subset_indices["test"] + else: + # Random seed set before every shuffle for reproducibility in case the power grid datasets are analyzed in a different order + random.seed(self.args.seed) + random.shuffle(all_indices) + subset_indices = all_indices[:num_scenarios] + + # load_scenario for each scenario in the subset + load_scenarios = dataset.load_scenarios[subset_indices] + + dataset = Subset(dataset, subset_indices) + + # Random seed set before every split, same as above + np.random.seed(self.args.seed) + if self.split_by_load_scenario_idx: + train_dataset, val_dataset, test_dataset = ( + split_dataset_by_load_scenario_idx( + dataset, + self.data_dir, + load_scenarios, + self.args.data.val_ratio, + self.args.data.test_ratio, + ) + ) + else: + train_dataset, val_dataset, test_dataset = split_dataset( dataset, self.data_dir, - load_scenarios, self.args.data.val_ratio, self.args.data.test_ratio, ) + + # Extract scenario IDs for each split + train_scenario_ids = self._extract_scenario_ids( + train_dataset, + subset_indices, ) - else: - train_dataset, val_dataset, test_dataset = split_dataset( - dataset, - self.data_dir, - self.args.data.val_ratio, - self.args.data.test_ratio, + val_scenario_ids = self._extract_scenario_ids( + val_dataset, + subset_indices, + ) + test_scenario_ids = self._extract_scenario_ids( + test_dataset, + subset_indices, ) - - # Extract scenario IDs for each split - train_scenario_ids = self._extract_scenario_ids( - train_dataset, - subset_indices, - ) - val_scenario_ids = self._extract_scenario_ids( - val_dataset, - subset_indices, - ) - test_scenario_ids = self._extract_scenario_ids( - test_dataset, - subset_indices, - ) # Fit normalizer: restore from saved stats only for fit_on_train # normalizers (global baseMVA must match the model's training run). @@ -214,7 +245,8 @@ def setup(self, stage: str): and network in saved_stats and data_normalizer.fit_strategy == "fit_on_train" ) - if use_saved: + # if use_saved: + if False: print(f"Restoring normalizer for {network} from saved stats") data_normalizer.fit_from_dict(saved_stats[network]) else: From 58e7acd17690b3bb9e4c24b53fdfddaf9cfbc2eb Mon Sep 17 00:00:00 2001 From: Naomi Simumba <7224231+naomi-simumba@users.noreply.github.com> Date: Fri, 6 Mar 2026 18:24:26 -0500 Subject: [PATCH 02/36] util Signed-off-by: Naomi Simumba <7224231+naomi-simumba@users.noreply.github.com> --- gridfm_graphkit/datasets/utils.py | 23 +++++++++++++++++++++++ 1 file changed, 23 insertions(+) diff --git a/gridfm_graphkit/datasets/utils.py b/gridfm_graphkit/datasets/utils.py index f330d496..1e730974 100644 --- a/gridfm_graphkit/datasets/utils.py +++ b/gridfm_graphkit/datasets/utils.py @@ -90,3 +90,26 @@ def split_dataset_by_load_scenario_idx( test_dataset = Subset(dataset, test_indices) return train_dataset, val_dataset, test_dataset + + +def split_from_existing_files( + dataset, + save_to_folder: str, + splits_folder: str, +) -> Tuple[Subset, Subset, Subset]: + output=[] + + indices = {} + + for split in ["train", "val", "test"]: + split_file = splits_folder / f"{split}.pt" + assert split_file.is_file(), f"{str(split_file)} does not exist" + split_indices = torch.load(str(split_file), weights_only=True) + split_dataset = Subset(dataset, split_indices) + output.append(split_dataset) + split_indices = list(split_indices) + print(f'{split=} {len(split_indices)=}') + indices[split]=[int(t.item()) for t in split_indices] + + output = tuple(output) + return output, indices \ No newline at end of file From 9c12f560e48e6ac38dbd5c0aafd0fcd5e8215f77 Mon Sep 17 00:00:00 2001 From: Naomi Simumba <7224231+naomi-simumba@users.noreply.github.com> Date: Fri, 6 Mar 2026 18:24:47 -0500 Subject: [PATCH 03/36] configurable optimizer Signed-off-by: Naomi Simumba <7224231+naomi-simumba@users.noreply.github.com> --- gridfm_graphkit/models/__init__.py | 7 +++++++ gridfm_graphkit/tasks/base_task.py | 30 ++++++++++++++++++++++-------- 2 files changed, 29 insertions(+), 8 deletions(-) diff --git a/gridfm_graphkit/models/__init__.py b/gridfm_graphkit/models/__init__.py index f8245352..91ab717d 100644 --- a/gridfm_graphkit/models/__init__.py +++ b/gridfm_graphkit/models/__init__.py @@ -1,4 +1,8 @@ from gridfm_graphkit.models.gnn_heterogeneous_gns import GNS_heterogeneous +from gridfm_graphkit.models.fcnn import FullyConnectedNN +from gridfm_graphkit.models.gnn_heterogeneous import HeterogeneousGNN +# from gridfm_graphkit.models.gnn_homogeneous import HomogeneousGNN + from gridfm_graphkit.models.utils import ( PhysicsDecoderOPF, PhysicsDecoderPF, @@ -7,6 +11,9 @@ __all__ = [ "GNS_heterogeneous", + "FullyConnectedNN", + "HeterogeneousGNN", + # "HomogeneousGNN", "PhysicsDecoderOPF", "PhysicsDecoderPF", "PhysicsDecoderSE", diff --git a/gridfm_graphkit/tasks/base_task.py b/gridfm_graphkit/tasks/base_task.py index ec75ccca..fe5b6823 100644 --- a/gridfm_graphkit/tasks/base_task.py +++ b/gridfm_graphkit/tasks/base_task.py @@ -5,6 +5,7 @@ from lightning.pytorch.loggers import MLFlowLogger import torch from torch.optim.lr_scheduler import ReduceLROnPlateau +from collections.abc import Mapping class BaseTask(L.LightningModule, ABC): @@ -70,23 +71,36 @@ def on_fit_start(self): stats_dict[self.args.data.networks[i]] = normalizer.get_stats() torch.save(stats_dict, os.path.join(log_dir, "normalizer_stats.pt")) + def configure_optimizers(self): - self.optimizer = torch.optim.AdamW( + if self.args.optimizer.type is None: + self.args.optimizer.type = "Adam" + optimizer = getattr(torch.optim, self.args.optimizer.type) + print(f'{self.args.optimizer.optimizer_params=}') + if not isinstance(self.args.optimizer.optimizer_params, Mapping): + self.args.optimizer.optimizer_params = self.args.optimizer.optimizer_params.to_dict() + self.optimizer = optimizer( self.model.parameters(), lr=self.args.optimizer.learning_rate, - betas=(self.args.optimizer.beta1, self.args.optimizer.beta2), + **self.args.optimizer.optimizer_params, #unpack all other optim parameters ) - self.scheduler = ReduceLROnPlateau( + scheduler_type = getattr(self.args.optimizer, "scheduler_type", None) + if scheduler_type is None: + return {"optimizer": self.optimizer} + + #TODO: add interval handling for scheduler + scheduler = getattr(torch.optim.lr_scheduler, scheduler_type) + if not isinstance(self.args.optimizer.scheduler_params, Mapping): + self.args.optimizer.scheduler_params = self.args.optimizer.scheduler_params.to_dict() + self.scheduler = scheduler( self.optimizer, - mode="min", - factor=self.args.optimizer.lr_decay, - patience=self.args.optimizer.lr_patience, + **self.args.optimizer.scheduler_params ) - return { + config_optim = { "optimizer": self.optimizer, "lr_scheduler": { "scheduler": self.scheduler, "monitor": "Validation loss", - "reduce_on_plateau": True, }, } + return config_optim From 00031c3f96c8535a6ed0e44cfa1091e074863c19 Mon Sep 17 00:00:00 2001 From: Naomi Simumba <7224231+naomi-simumba@users.noreply.github.com> Date: Fri, 6 Mar 2026 18:25:05 -0500 Subject: [PATCH 04/36] new losses Signed-off-by: Naomi Simumba <7224231+naomi-simumba@users.noreply.github.com> --- gridfm_graphkit/training/loss.py | 238 +++++++++++++++++++++++++++++++ 1 file changed, 238 insertions(+) diff --git a/gridfm_graphkit/training/loss.py b/gridfm_graphkit/training/loss.py index d253d2b3..7942ba3a 100644 --- a/gridfm_graphkit/training/loss.py +++ b/gridfm_graphkit/training/loss.py @@ -19,6 +19,12 @@ PG_OUT, # Generator feature indices PG_H, + C0_H, + C1_H, + C2_H, + # Qg Limits + MIN_QG_H, + MAX_QG_H, ) @@ -36,6 +42,8 @@ def forward( edge_attr=None, mask=None, model=None, + x_dict=None, + batch_dict=None, ): """ Compute the loss. @@ -72,6 +80,8 @@ def forward( edge_attr=None, mask=None, model=None, + x_dict=None, + batch_dict=None, ): loss = F.mse_loss(pred[mask], target[mask], reduction=self.reduction) return {"loss": loss, "Masked MSE loss": loss.detach()} @@ -91,6 +101,8 @@ def forward( edge_attr, mask_dict, model=None, + x_dict=None, + batch_dict=None, ): loss = F.mse_loss( pred_dict["gen"][mask_dict["gen"][:, : (PG_H + 1)]], @@ -115,6 +127,8 @@ def forward( edge_attr, mask_dict, model=None, + x_dict=None, + batch_dict=None, ): if self.args.task == "OptimalPowerFlow": pred_cols = [VM_OUT, VA_OUT, QG_OUT] @@ -152,6 +166,8 @@ def forward( edge_attr=None, mask=None, model=None, + x_dict=None, + batch_dict=None, ): loss = F.mse_loss(pred, target, reduction=self.reduction) return {"loss": loss, "MSE loss": loss.detach()} @@ -185,6 +201,8 @@ def forward( edge_attr=None, mask=None, model=None, + x_dict=None, + batch_dict=None, ): """ Compute the weighted sum of all specified losses. @@ -211,6 +229,8 @@ def forward( edge_attr, mask, model, + x_dict, + batch_dict, ) # Assume each loss function returns a dictionary with a "loss" key @@ -241,6 +261,8 @@ def forward( edge_attr=None, mask=None, model=None, + x_dict=None, + batch_dict=None, ): total_loss = 0.0 loss_details = {} @@ -291,6 +313,8 @@ def forward( edge_attr, mask_dict, model=None, + x_dict=None, + batch_dict=None, ): if self.dim == "VM": temp_pred = pred_dict["bus"][:, VM_OUT] @@ -322,3 +346,217 @@ def forward( f"MSE loss {self.dim}": mse_loss.detach(), f"MAE loss {self.dim}": mae_loss.detach(), } + + +@LOSS_REGISTRY.register("QgViolationPenalty") +class QgViolationPenaltyLoss(BaseLoss): + """Standard Mean Squared Error loss.""" + + def __init__(self, loss_args, args): + super().__init__() + + def forward( + self, + pred, + target, + edge_index=None, + edge_attr=None, + mask=None, + model=None, + x_dict=None, + batch_dict=None, + ): + # --- Qg limit violation mask --- + Qg_pred = pred["bus"][:, QG_OUT] + Qg_max = x_dict["bus"][:, MAX_QG_H] + Qg_min = x_dict["bus"][:, MIN_QG_H] + + max_penalty_mask = (Qg_pred > Qg_max) + min_penalty_mask = (Qg_pred < Qg_min) + + mask_PQ = mask["PQ"] # PQ buses + mask_PV = mask["PV"] # PV buses + mask_REF = mask["REF"] # Reference buses + + loss = 0.0 + # where there are violations, compute penalty loss + Qg_over = F.relu(Qg_pred - Qg_max) # amount above max limit + Qg_under = F.relu(Qg_min - Qg_pred) # amount below min limit + + Qg_over = Qg_over[max_penalty_mask].mean() + Qg_under = Qg_under[min_penalty_mask].mean() + + if Qg_over!=Qg_over: # replacing nan with 0 + Qg_over = 0.0 + if Qg_under!=Qg_under: # replacing nan with 0 + Qg_under = 0.0 + + penalty_loss = Qg_over + Qg_under + loss += penalty_loss + + try: + output = {"loss": loss, "Qg Violation Penalty loss": loss.detach()} + except: + output = {"loss": loss, "Qg Violation Penalty loss": loss} + + return output + + + + +@LOSS_REGISTRY.register("QgViolationBarrier") +class QgViolationBarrierLoss(BaseLoss): + """ + QgViolation Barrier loss function. + * https://en.wikipedia.org/wiki/Barrier_function + Available barrier functions are defined in the self.barriers dictionary. + References for relaxed barrier functions: + * https://arxiv.org/abs/1602.01321 + * https://arxiv.org/abs/1904.04205v2 + * https://ieeexplore.ieee.org/document/7493643/ + + Modified from https://github.com/pnnl/neuromancer + Copyright © 2021, Battelle Memorial Institute + https://github.com/pnnl/neuromancer/blob/master/LICENSE.md + """ + def __init__(self, loss_args, args): + super().__init__() + + self.barrier_name = getattr(loss_args, "barrier", 'log10') + self.shift = getattr(loss_args, "shift", 1) + self.alpha = getattr(loss_args, "alpha", 0.5) + self.upper_bound = getattr(loss_args, "upper_bound", 1.0) + + # choices of barrier functions + # warning: log10, log, inverse, and softlog might get numerically unstable + # softexp is numerically stable and thus a prefered option + self.barriers = { + 'log10': lambda value: -torch.log10(-value), + 'log': lambda value: -torch.log(-value), + 'inverse': lambda value: 1 / (-value), + 'softexp': lambda value: (torch.exp(self.alpha * value) - 1) / self.alpha + self.alpha, + 'softlog': lambda value: -torch.log(1 + self.alpha * (-value - self.alpha)) / self.alpha, + 'expshift': lambda value: torch.exp(value + self.shift) + } + self.barrier = self._set_barrier() + + def _set_barrier(self): + if self.barrier_name in self.barriers: + return self.barriers[self.barrier_name] + else: + assert callable(barrier), \ + f'The barrier, {barrier} must be a key in {self.barriers} or a callable.' + return barrier + + def forward( + self, + pred, + target, + edge_index=None, + edge_attr=None, + mask=None, + model=None, + x_dict=None, + batch_dict=None, + ): + """ + Calculate the magnitudes of constraint violations via log barriers + cviolation > 0 -> penalty (i.e. beyond constraints) + cviolation <= 0 -> barrier (i.e. within constraints) + """ + + # --- Qg limit violation mask --- + Qg_pred = pred["bus"][:, QG_OUT] + Qg_max = x_dict["bus"][:, MAX_QG_H] + Qg_min = x_dict["bus"][:, MIN_QG_H] + + max_penalty_mask = (Qg_pred > Qg_max) + min_penalty_mask = (Qg_pred < Qg_min) + + mask_PQ = mask["PQ"] # PQ buses + mask_PV = mask["PV"] # PV buses + mask_REF = mask["REF"] # Reference buses + + loss = 0.0 + + if max_penalty_mask.any() or min_penalty_mask.any(): + # where there are violations, compute penalty loss + Qg_over = F.relu(Qg_pred - Qg_max) # amount above max limit + Qg_under = F.relu(Qg_min - Qg_pred) # amount below min limit + + Qg_over = Qg_over[max_penalty_mask].mean() + Qg_under = Qg_under[min_penalty_mask].mean() + + if Qg_over!=Qg_over: # replacing nan with 0 + Qg_over = 0.0 + if Qg_under!=Qg_under: # replacing nan with 0 + Qg_under = 0.0 + + penalty_loss = Qg_over + Qg_under + loss += penalty_loss + + if (~max_penalty_mask).any() or (~min_penalty_mask).any(): + Qg_barrier_amount_max = Qg_pred - Qg_max + Qg_barrier_amount_min = Qg_min - Qg_pred + + cbarrier_max = self.barrier(Qg_barrier_amount_max) + cbarrier_max[cbarrier_max != cbarrier_max] = 0.0 # replacing nan with 0 -> infeasibility + cbarrier_max[cbarrier_max == float("Inf")] = 0.0 # replacing inf with 0 -> active constraints + cbarrier_max = torch.clamp(cbarrier_max, min=0.0, max=self.upper_bound) + barrier_loss_max = cbarrier_max[~max_penalty_mask].mean() + + cbarrier_min = self.barrier(Qg_barrier_amount_min) + cbarrier_min[cbarrier_min != cbarrier_min] = 0.0 # replacing nan with 0 -> infeasibility + cbarrier_min[cbarrier_min == float("Inf")] = 0.0 # replacing inf with 0 -> active constraints + cbarrier_min = torch.clamp(cbarrier_min, min=0.0, max=self.upper_bound) + barrier_loss_min = cbarrier_min[~min_penalty_mask].mean() + + barrier_loss = barrier_loss_min + barrier_loss_max + loss+=barrier_loss + + return {"loss": loss, "Qg Violation Barrier loss": loss.detach()} + + + +@LOSS_REGISTRY.register("OptimalityLoss") +class OptimalityLoss(BaseLoss): + """ + """ + + def __init__(self, loss_args, args): + super().__init__() + + def forward( + self, + pred, + target, + edge_index=None, + edge_attr=None, + mask=None, + model=None, + x_dict=None, + batch_dict=None, + ): + c0 = x_dict["gen"][:, C0_H] + c1 = x_dict["gen"][:, C1_H] + c2 = x_dict["gen"][:, C2_H] + target_pg = target["gen"].squeeze() + pred_pg = pred["gen"].squeeze() + gen_cost_gt = c0 + c1 * target_pg + c2 * target_pg**2 + gen_cost_pred = c0 + c1 * pred_pg + c2 * pred_pg**2 + + gen_batch = batch_dict["gen"] # shape: [N_gen_total] + + cost_gt = scatter_add(gen_cost_gt, gen_batch, dim=0) + cost_pred = scatter_add(gen_cost_pred, gen_batch, dim=0) + + loss = torch.mean(torch.abs((cost_pred - cost_gt) / cost_gt * 100)) + if loss!=loss: + loss=0.0 + + try: + output = {"loss": loss, "Qg Violation Penalty loss": loss.detach()} + except: + output = {"loss": loss, "Qg Violation Penalty loss": loss} + + return output From 65009df5383abfd224f02f2bae5b5ea6964f0c0f Mon Sep 17 00:00:00 2001 From: Naomi Simumba <7224231+naomi-simumba@users.noreply.github.com> Date: Fri, 6 Mar 2026 18:25:42 -0500 Subject: [PATCH 05/36] baseline models Signed-off-by: Naomi Simumba <7224231+naomi-simumba@users.noreply.github.com> --- gridfm_graphkit/models/fcnn.py | 166 ++++++++++++++++ gridfm_graphkit/models/gnn_heterogeneous.py | 205 ++++++++++++++++++++ 2 files changed, 371 insertions(+) create mode 100644 gridfm_graphkit/models/fcnn.py create mode 100644 gridfm_graphkit/models/gnn_heterogeneous.py diff --git a/gridfm_graphkit/models/fcnn.py b/gridfm_graphkit/models/fcnn.py new file mode 100644 index 00000000..87a9ac88 --- /dev/null +++ b/gridfm_graphkit/models/fcnn.py @@ -0,0 +1,166 @@ +import torch +from torch import nn +from torch_geometric.nn import HeteroConv, TransformerConv +from gridfm_graphkit.io.registries import MODELS_REGISTRY +from gridfm_graphkit.io.param_handler import get_physics_decoder +from torch_scatter import scatter_add +from gridfm_graphkit.models.utils import ( + ComputeBranchFlow, + ComputeNodeInjection, + ComputeNodeResiduals, + bound_with_sigmoid, +) +from gridfm_graphkit.datasets.globals import ( + # Bus feature indices + VM_H, + VA_H, + MIN_VM_H, + MAX_VM_H, + # Output feature indices + VM_OUT, + PG_OUT_GEN, + # Generator feature indices + PG_H, + MIN_PG, + MAX_PG, + BUS_OUT_DIMENSIONS, + GEN_OUT_DIMENSIONS, +) + + + + + +@MODELS_REGISTRY.register("FullyConnectedNN") +class FullyConnectedNN(nn.Module): + """ + + """ + + def __init__(self, args) -> None: + super().__init__() + self.num_layers = args.model.num_layers + self.hidden_dim = args.model.hidden_size + self.input_bus_dim = args.model.input_bus_dim + self.input_gen_dim = args.model.input_gen_dim + self.edge_dim = args.model.edge_dim + self.task = args.task.task_name + self.dropout = getattr(args.model, "dropout", 0.0) + + # projections for each node type + self.input_proj_bus = nn.Sequential( + nn.Linear(self.input_bus_dim, self.hidden_dim), + nn.LeakyReLU(), + nn.Linear(self.hidden_dim, self.hidden_dim), + nn.LayerNorm(self.hidden_dim), + ) + + self.input_proj_gen = nn.Sequential( + nn.Linear(self.input_gen_dim, self.hidden_dim), + nn.LeakyReLU(), + nn.Linear(self.hidden_dim, self.hidden_dim), + nn.LayerNorm(self.hidden_dim), + ) + + self.input_proj_edge = nn.Sequential( + nn.Linear(self.edge_dim, self.hidden_dim), + nn.LeakyReLU(), + nn.Linear(self.hidden_dim, self.hidden_dim), + nn.LayerNorm(self.hidden_dim), + ) + + # Build hetero layers: HeteroConv of TransformerConv per relation + self.layers = nn.ModuleList() + self.norms = nn.LayerNorm(self.hidden_dim) + for i in range(self.num_layers): + layer = nn.Sequential( + nn.Linear(self.hidden_dim, self.hidden_dim), + nn.LeakyReLU(), + nn.Linear(self.hidden_dim, self.hidden_dim), + nn.LeakyReLU(), + nn.Linear(self.hidden_dim, self.hidden_dim), + nn.LeakyReLU(), + nn.Linear(self.hidden_dim, self.hidden_dim), + nn.LeakyReLU(), + nn.Linear(self.hidden_dim, self.hidden_dim), + nn.LeakyReLU(), + nn.Linear(self.hidden_dim, self.hidden_dim), + nn.LeakyReLU(), + nn.Linear(self.hidden_dim, self.hidden_dim), + nn.LeakyReLU(), + nn.Linear(self.hidden_dim, self.hidden_dim), + nn.LeakyReLU(), + nn.Linear(self.hidden_dim, self.hidden_dim), + nn.LeakyReLU(), + nn.Linear(self.hidden_dim, self.hidden_dim), + ) + self.layers.append(layer) + + # Norms for node representations (note: after HeteroConv each node type will have size out_dim * heads) + + + # Separate shared MLPs to produce final bus/gen outputs (predictions y) + self.mlp_bus = nn.Sequential( + nn.Linear(self.hidden_dim, self.hidden_dim), + nn.LayerNorm(self.hidden_dim), + nn.LeakyReLU(), + nn.Linear(self.hidden_dim, BUS_OUT_DIMENSIONS), + ) + + self.mlp_gen = nn.Sequential( + nn.Linear(self.hidden_dim, self.hidden_dim), + nn.LayerNorm(self.hidden_dim), + nn.LeakyReLU(), + nn.Linear(self.hidden_dim, GEN_OUT_DIMENSIONS), + ) + + self.activation = nn.LeakyReLU() + + + def forward(self, x_dict, edge_index_dict, edge_attr_dict, mask_dict): + """ + x_dict: {"bus": Tensor[num_bus, bus_feat], "gen": Tensor[num_gen, gen_feat]} + edge_index_dict: keys like ("bus","connects","bus"), ("gen","connected_to","bus"), ("bus","connected_to","gen") + edge_attr_dict: same keys -> edge attributes (bus-bus requires G,B) + batch_dict: dict mapping node types to batch tensors (if using batching). Not used heavily here but kept for API parity. + mask: optional mask per node (applies when computing residuals) + """ + + + # 1) initial projections + h_bus = self.input_proj_bus(x_dict["bus"]) # [num_bus, hidden_dim] + h_gen = self.input_proj_gen(x_dict["gen"]) # [num_gen, hidden_dim] + + # concatenate data for forward propagation + combined_data = torch.cat((h_bus, h_gen), dim=0) + + num_bus = x_dict["bus"].size(0) + + # iterate layers + for layer in self.layers: + layer_output = layer(combined_data) # [Nb+Ng, hidden_dim] + layer_output = self.norms(layer_output) # [Nb+Ng, hidden_dim] + layer_output = self.activation(layer_output) + + # # skip connection + combined_data = combined_data + layer_output + + # split data + # print(f'\n\n\n\n\n{combined_data.shape=}') + out_bus = combined_data[:num_bus] + out_gen = combined_data[num_bus:] + # print(f'\n\n\n\n\n{out_bus.shape=}') + # print(f'\n\n\n\n\n{out_gen.shape=}') + + + # Decode bus and generator predictions + output_temp = self.mlp_bus(out_bus) # [num_buses, 4] -> [Vm, Va, Pg, Qg] + gen_temp = self.mlp_gen(out_gen) # [num_gens, 1] -> Pg + + + + # print(f'\n\n\n\n\n{output_temp.shape=}') + # print(f'{gen_temp.shape=}') + + + return {"bus": output_temp, "gen": gen_temp} \ No newline at end of file diff --git a/gridfm_graphkit/models/gnn_heterogeneous.py b/gridfm_graphkit/models/gnn_heterogeneous.py new file mode 100644 index 00000000..11be75cc --- /dev/null +++ b/gridfm_graphkit/models/gnn_heterogeneous.py @@ -0,0 +1,205 @@ +import torch +from torch import nn +from torch_geometric.nn import HeteroConv, TransformerConv +from gridfm_graphkit.io.registries import MODELS_REGISTRY +from gridfm_graphkit.io.param_handler import get_physics_decoder +from torch_scatter import scatter_add +from gridfm_graphkit.models.utils import ( + ComputeBranchFlow, + ComputeNodeInjection, + ComputeNodeResiduals, + bound_with_sigmoid, +) +from gridfm_graphkit.datasets.globals import ( + # Bus feature indices + VM_H, + VA_H, + MIN_VM_H, + MAX_VM_H, + # Output feature indices + VM_OUT, + PG_OUT_GEN, + # Generator feature indices + PG_H, + MIN_PG, + MAX_PG, + BUS_OUT_DIMENSIONS, + GEN_OUT_DIMENSIONS, +) + + +@MODELS_REGISTRY.register("HeterogeneousGNN") +class HeterogeneousGNN(nn.Module): + """ + Heterogeneous version of your Transformer-based GNN for buses and generators. + - Expects node features as dict: x_dict = {"bus": Tensor[num_bus, bus_feat], "gen": Tensor[num_gen, gen_feat]} + - Expects edge_index_dict and edge_attr_dict with keys: + ("bus","connects","bus"), ("gen","connected_to","bus"), ("bus","connected_to","gen") + (edge_attr only needed for bus-bus currently; other relations can be None) + """ + + def __init__(self, args) -> None: + super().__init__() + self.num_layers = args.model.num_layers + self.hidden_dim = args.model.hidden_size + self.input_bus_dim = args.model.input_bus_dim + self.input_gen_dim = args.model.input_gen_dim + self.output_bus_dim = args.model.output_bus_dim + self.output_gen_dim = args.model.output_gen_dim + self.edge_dim = args.model.edge_dim + self.heads = args.model.attention_head + self.task = args.task.task_name + self.dropout = getattr(args.model, "dropout", 0.0) + + # projections for each node type + self.input_proj_bus = nn.Sequential( + nn.Linear(self.input_bus_dim, self.hidden_dim), + nn.LeakyReLU(), + nn.Linear(self.hidden_dim, self.hidden_dim), + nn.LayerNorm(self.hidden_dim), + ) + + self.input_proj_gen = nn.Sequential( + nn.Linear(self.input_gen_dim, self.hidden_dim), + nn.LeakyReLU(), + nn.Linear(self.hidden_dim, self.hidden_dim), + nn.LayerNorm(self.hidden_dim), + ) + + self.input_proj_edge = nn.Sequential( + nn.Linear(self.edge_dim, self.hidden_dim), + nn.LeakyReLU(), + nn.Linear(self.hidden_dim, self.hidden_dim), + nn.LayerNorm(self.hidden_dim), + ) + + # a small physics MLP that will take residuals (real, imag) and return a correction + self.physics_mlp = nn.Sequential( + nn.Linear(2, self.hidden_dim * self.heads), + nn.LeakyReLU(), + ) + + # Build hetero layers: HeteroConv of TransformerConv per relation + self.layers = nn.ModuleList() + self.norms_bus = nn.ModuleList() + self.norms_gen = nn.ModuleList() + for i in range(self.num_layers): + # in-channels depend on whether it is first layer (hidden_dim) or subsequent (hidden_dim * heads) + in_bus = self.hidden_dim if i == 0 else self.hidden_dim * self.heads + in_gen = self.hidden_dim if i == 0 else self.hidden_dim * self.heads + out_dim = self.hidden_dim # TransformerConv will output hidden_dim (per head reduction in HeteroConv call) + + # relation -> conv module mapping + conv_dict = { + ("bus", "connects", "bus"): TransformerConv( + in_bus, + out_dim, + heads=self.heads, + edge_dim=self.hidden_dim, + dropout=self.dropout, + beta=True, + ), + ("gen", "connected_to", "bus"): TransformerConv( + in_gen, + out_dim, + heads=self.heads, + dropout=self.dropout, + beta=True, + ), + ("bus", "connected_to", "gen"): TransformerConv( + in_bus, + out_dim, + heads=self.heads, + dropout=self.dropout, + beta=True, + ), + } + + hetero_conv = HeteroConv(conv_dict, aggr="sum") + self.layers.append(hetero_conv) + + # Norms for node representations (note: after HeteroConv each node type will have size out_dim * heads) + self.norms_bus.append(nn.LayerNorm(out_dim * self.heads)) + self.norms_gen.append(nn.LayerNorm(out_dim * self.heads)) + + # Separate shared MLPs to produce final bus/gen outputs (predictions y) + self.mlp_bus = nn.Sequential( + nn.Linear(self.hidden_dim * self.heads, self.hidden_dim), + nn.LayerNorm(self.hidden_dim), + nn.LeakyReLU(), + nn.Linear(self.hidden_dim, BUS_OUT_DIMENSIONS), + ) + + self.mlp_gen = nn.Sequential( + nn.Linear(self.hidden_dim * self.heads, self.hidden_dim), + nn.LayerNorm(self.hidden_dim), + nn.LeakyReLU(), + nn.Linear(self.hidden_dim, GEN_OUT_DIMENSIONS), + ) + + # mask param (kept similar to your original) + self.activation = nn.LeakyReLU() + # self.branch_flow_layer = ComputeBranchFlow() + # self.node_injection_layer = ComputeNodeInjection() + # self.node_residuals_layer = ComputeNodeResiduals() + # self.physics_decoder = get_physics_decoder(args) + + # container for monitoring residual norms per layer and type + # self.layer_residuals = {} + + def forward(self, x_dict, edge_index_dict, edge_attr_dict, mask_dict): + """ + x_dict: {"bus": Tensor[num_bus, bus_feat], "gen": Tensor[num_gen, gen_feat]} + edge_index_dict: keys like ("bus","connects","bus"), ("gen","connected_to","bus"), ("bus","connected_to","gen") + edge_attr_dict: same keys -> edge attributes (bus-bus requires G,B) + batch_dict: dict mapping node types to batch tensors (if using batching). Not used heavily here but kept for API parity. + mask: optional mask per node (applies when computing residuals) + """ + + self.layer_residuals = {} + + # 1) initial projections + h_bus = self.input_proj_bus(x_dict["bus"]) # [num_bus, hidden_dim] + h_gen = self.input_proj_gen(x_dict["gen"]) # [num_gen, hidden_dim] + + num_bus = x_dict["bus"].size(0) + + edge_attr_proj_dict = {} + for key, edge_attr in edge_attr_dict.items(): + if edge_attr is not None: + edge_attr_proj_dict[key] = self.input_proj_edge(edge_attr) + else: + edge_attr_proj_dict[key] = None + + # bus_mask = mask_dict["bus"][:, VM_H : VA_H + 1] + # gen_mask = mask_dict["gen"][:, : (PG_H + 1)] + # bus_fixed = x_dict["bus"][:, VM_H : VA_H + 1] + # gen_fixed = x_dict["gen"][:, : (PG_H + 1)] + + # iterate layers + for i, conv in enumerate(self.layers): + out_dict = conv( + {"bus": h_bus, "gen": h_gen}, + edge_index_dict, + edge_attr_proj_dict, + ) + out_bus = out_dict["bus"] # [Nb, hidden_dim * heads] + out_gen = out_dict["gen"] # [Ng, hidden_dim * heads] + + out_bus = self.activation(self.norms_bus[i](out_bus)) + out_gen = self.activation(self.norms_gen[i](out_gen)) + + # # skip connection + h_bus = h_bus + out_bus if out_bus.shape == h_bus.shape else out_bus + h_gen = h_gen + out_gen if out_gen.shape == h_gen.shape else out_gen + + + # Decode bus and generator predictions + output_temp = self.mlp_bus(h_bus) # [num_buses, 4] -> [Vm, Va, Pg, Qg] + gen_temp = self.mlp_gen(h_gen) # [num_gens, 1] -> Pg + + # Decode bus and generator predictions + # bus_temp = self.mlp_bus(h_bus) # [Nb, 2] -> Vm, Va + # gen_temp = self.mlp_gen(h_gen) # [Ng, 1] -> Pg + + return {"bus": output_temp, "gen": gen_temp} \ No newline at end of file From 4d0da4cbf1272c636be4858fd05ce2c1031bbc68 Mon Sep 17 00:00:00 2001 From: Naomi Simumba <7224231+naomi-simumba@users.noreply.github.com> Date: Fri, 6 Mar 2026 18:38:42 -0500 Subject: [PATCH 06/36] style Signed-off-by: Naomi Simumba <7224231+naomi-simumba@users.noreply.github.com> --- gridfm_graphkit/models/__init__.py | 2 -- 1 file changed, 2 deletions(-) diff --git a/gridfm_graphkit/models/__init__.py b/gridfm_graphkit/models/__init__.py index 91ab717d..ed8a7506 100644 --- a/gridfm_graphkit/models/__init__.py +++ b/gridfm_graphkit/models/__init__.py @@ -1,7 +1,6 @@ from gridfm_graphkit.models.gnn_heterogeneous_gns import GNS_heterogeneous from gridfm_graphkit.models.fcnn import FullyConnectedNN from gridfm_graphkit.models.gnn_heterogeneous import HeterogeneousGNN -# from gridfm_graphkit.models.gnn_homogeneous import HomogeneousGNN from gridfm_graphkit.models.utils import ( PhysicsDecoderOPF, @@ -13,7 +12,6 @@ "GNS_heterogeneous", "FullyConnectedNN", "HeterogeneousGNN", - # "HomogeneousGNN", "PhysicsDecoderOPF", "PhysicsDecoderPF", "PhysicsDecoderSE", From 8e46608b7e37099dc61771fc5ccbeb63126a9937 Mon Sep 17 00:00:00 2001 From: Naomi Simumba <7224231+naomi-simumba@users.noreply.github.com> Date: Sat, 7 Mar 2026 11:40:59 -0500 Subject: [PATCH 07/36] new globals Signed-off-by: Naomi Simumba <7224231+naomi-simumba@users.noreply.github.com> --- gridfm_graphkit/datasets/globals.py | 8 ++++++++ 1 file changed, 8 insertions(+) diff --git a/gridfm_graphkit/datasets/globals.py b/gridfm_graphkit/datasets/globals.py index ab3c7e3d..11bd4bf8 100644 --- a/gridfm_graphkit/datasets/globals.py +++ b/gridfm_graphkit/datasets/globals.py @@ -52,3 +52,11 @@ ANG_MAX = 8 # Angle max (deg) RATE_A = 9 # Thermal limit B_ON = 10 # Branch on/off + + + +# ==================================== +# === EXPECTED OUTPUT DIMENSIONS === +# ==================================== +BUS_OUT_DIMENSIONS = 4 +GEN_OUT_DIMENSIONS = 1 \ No newline at end of file From 5e3955c8c5f12c2dd3538d8d487f3cab997265fd Mon Sep 17 00:00:00 2001 From: Naomi Simumba <7224231+naomi-simumba@users.noreply.github.com> Date: Wed, 11 Mar 2026 15:35:39 -0400 Subject: [PATCH 08/36] update sgared step Signed-off-by: Naomi Simumba <7224231+naomi-simumba@users.noreply.github.com> --- gridfm_graphkit/tasks/reconstruction_tasks.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/gridfm_graphkit/tasks/reconstruction_tasks.py b/gridfm_graphkit/tasks/reconstruction_tasks.py index 8742646b..2d770b42 100644 --- a/gridfm_graphkit/tasks/reconstruction_tasks.py +++ b/gridfm_graphkit/tasks/reconstruction_tasks.py @@ -57,6 +57,8 @@ def shared_step(self, batch): batch.edge_attr_dict, batch.mask_dict, model=self.model, + x_dict=batch.x_dict, + batch_dict=batch.batch_dict, ) return output, loss_dict From fbe838a5ddfde1f176279f2c349935964af16393 Mon Sep 17 00:00:00 2001 From: Naomi Simumba <7224231+naomi-simumba@users.noreply.github.com> Date: Fri, 13 Mar 2026 04:19:16 -0400 Subject: [PATCH 09/36] rename loss Signed-off-by: Naomi Simumba <7224231+naomi-simumba@users.noreply.github.com> --- gridfm_graphkit/training/loss.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/gridfm_graphkit/training/loss.py b/gridfm_graphkit/training/loss.py index 7942ba3a..33b905ae 100644 --- a/gridfm_graphkit/training/loss.py +++ b/gridfm_graphkit/training/loss.py @@ -555,8 +555,8 @@ def forward( loss=0.0 try: - output = {"loss": loss, "Qg Violation Penalty loss": loss.detach()} + output = {"loss": loss, "Optimality loss": loss.detach()} except: - output = {"loss": loss, "Qg Violation Penalty loss": loss} + output = {"loss": loss, "Optimality loss": loss} return output From 86b4afde2f2ec2dd18da2076b9e163c10ecce19b Mon Sep 17 00:00:00 2001 From: Alban Puech Date: Thu, 2 Apr 2026 14:42:22 +0200 Subject: [PATCH 10/36] cleaned branch to keep only the following: - split from existing files - QgViolationPenaltyLoss --- gridfm_graphkit/datasets/globals.py | 8 - .../datasets/hetero_powergrid_datamodule.py | 3 +- gridfm_graphkit/models/__init__.py | 5 - gridfm_graphkit/models/fcnn.py | 166 -------------- gridfm_graphkit/models/gnn_heterogeneous.py | 205 ------------------ gridfm_graphkit/tasks/base_task.py | 30 +-- gridfm_graphkit/tasks/reconstruction_tasks.py | 1 - gridfm_graphkit/training/loss.py | 171 --------------- 8 files changed, 9 insertions(+), 580 deletions(-) delete mode 100644 gridfm_graphkit/models/fcnn.py delete mode 100644 gridfm_graphkit/models/gnn_heterogeneous.py diff --git a/gridfm_graphkit/datasets/globals.py b/gridfm_graphkit/datasets/globals.py index 11bd4bf8..ab3c7e3d 100644 --- a/gridfm_graphkit/datasets/globals.py +++ b/gridfm_graphkit/datasets/globals.py @@ -52,11 +52,3 @@ ANG_MAX = 8 # Angle max (deg) RATE_A = 9 # Thermal limit B_ON = 10 # Branch on/off - - - -# ==================================== -# === EXPECTED OUTPUT DIMENSIONS === -# ==================================== -BUS_OUT_DIMENSIONS = 4 -GEN_OUT_DIMENSIONS = 1 \ No newline at end of file diff --git a/gridfm_graphkit/datasets/hetero_powergrid_datamodule.py b/gridfm_graphkit/datasets/hetero_powergrid_datamodule.py index a168012d..3d77faa3 100644 --- a/gridfm_graphkit/datasets/hetero_powergrid_datamodule.py +++ b/gridfm_graphkit/datasets/hetero_powergrid_datamodule.py @@ -245,8 +245,7 @@ def setup(self, stage: str): and network in saved_stats and data_normalizer.fit_strategy == "fit_on_train" ) - # if use_saved: - if False: + if use_saved: print(f"Restoring normalizer for {network} from saved stats") data_normalizer.fit_from_dict(saved_stats[network]) else: diff --git a/gridfm_graphkit/models/__init__.py b/gridfm_graphkit/models/__init__.py index ed8a7506..f8245352 100644 --- a/gridfm_graphkit/models/__init__.py +++ b/gridfm_graphkit/models/__init__.py @@ -1,7 +1,4 @@ from gridfm_graphkit.models.gnn_heterogeneous_gns import GNS_heterogeneous -from gridfm_graphkit.models.fcnn import FullyConnectedNN -from gridfm_graphkit.models.gnn_heterogeneous import HeterogeneousGNN - from gridfm_graphkit.models.utils import ( PhysicsDecoderOPF, PhysicsDecoderPF, @@ -10,8 +7,6 @@ __all__ = [ "GNS_heterogeneous", - "FullyConnectedNN", - "HeterogeneousGNN", "PhysicsDecoderOPF", "PhysicsDecoderPF", "PhysicsDecoderSE", diff --git a/gridfm_graphkit/models/fcnn.py b/gridfm_graphkit/models/fcnn.py deleted file mode 100644 index 87a9ac88..00000000 --- a/gridfm_graphkit/models/fcnn.py +++ /dev/null @@ -1,166 +0,0 @@ -import torch -from torch import nn -from torch_geometric.nn import HeteroConv, TransformerConv -from gridfm_graphkit.io.registries import MODELS_REGISTRY -from gridfm_graphkit.io.param_handler import get_physics_decoder -from torch_scatter import scatter_add -from gridfm_graphkit.models.utils import ( - ComputeBranchFlow, - ComputeNodeInjection, - ComputeNodeResiduals, - bound_with_sigmoid, -) -from gridfm_graphkit.datasets.globals import ( - # Bus feature indices - VM_H, - VA_H, - MIN_VM_H, - MAX_VM_H, - # Output feature indices - VM_OUT, - PG_OUT_GEN, - # Generator feature indices - PG_H, - MIN_PG, - MAX_PG, - BUS_OUT_DIMENSIONS, - GEN_OUT_DIMENSIONS, -) - - - - - -@MODELS_REGISTRY.register("FullyConnectedNN") -class FullyConnectedNN(nn.Module): - """ - - """ - - def __init__(self, args) -> None: - super().__init__() - self.num_layers = args.model.num_layers - self.hidden_dim = args.model.hidden_size - self.input_bus_dim = args.model.input_bus_dim - self.input_gen_dim = args.model.input_gen_dim - self.edge_dim = args.model.edge_dim - self.task = args.task.task_name - self.dropout = getattr(args.model, "dropout", 0.0) - - # projections for each node type - self.input_proj_bus = nn.Sequential( - nn.Linear(self.input_bus_dim, self.hidden_dim), - nn.LeakyReLU(), - nn.Linear(self.hidden_dim, self.hidden_dim), - nn.LayerNorm(self.hidden_dim), - ) - - self.input_proj_gen = nn.Sequential( - nn.Linear(self.input_gen_dim, self.hidden_dim), - nn.LeakyReLU(), - nn.Linear(self.hidden_dim, self.hidden_dim), - nn.LayerNorm(self.hidden_dim), - ) - - self.input_proj_edge = nn.Sequential( - nn.Linear(self.edge_dim, self.hidden_dim), - nn.LeakyReLU(), - nn.Linear(self.hidden_dim, self.hidden_dim), - nn.LayerNorm(self.hidden_dim), - ) - - # Build hetero layers: HeteroConv of TransformerConv per relation - self.layers = nn.ModuleList() - self.norms = nn.LayerNorm(self.hidden_dim) - for i in range(self.num_layers): - layer = nn.Sequential( - nn.Linear(self.hidden_dim, self.hidden_dim), - nn.LeakyReLU(), - nn.Linear(self.hidden_dim, self.hidden_dim), - nn.LeakyReLU(), - nn.Linear(self.hidden_dim, self.hidden_dim), - nn.LeakyReLU(), - nn.Linear(self.hidden_dim, self.hidden_dim), - nn.LeakyReLU(), - nn.Linear(self.hidden_dim, self.hidden_dim), - nn.LeakyReLU(), - nn.Linear(self.hidden_dim, self.hidden_dim), - nn.LeakyReLU(), - nn.Linear(self.hidden_dim, self.hidden_dim), - nn.LeakyReLU(), - nn.Linear(self.hidden_dim, self.hidden_dim), - nn.LeakyReLU(), - nn.Linear(self.hidden_dim, self.hidden_dim), - nn.LeakyReLU(), - nn.Linear(self.hidden_dim, self.hidden_dim), - ) - self.layers.append(layer) - - # Norms for node representations (note: after HeteroConv each node type will have size out_dim * heads) - - - # Separate shared MLPs to produce final bus/gen outputs (predictions y) - self.mlp_bus = nn.Sequential( - nn.Linear(self.hidden_dim, self.hidden_dim), - nn.LayerNorm(self.hidden_dim), - nn.LeakyReLU(), - nn.Linear(self.hidden_dim, BUS_OUT_DIMENSIONS), - ) - - self.mlp_gen = nn.Sequential( - nn.Linear(self.hidden_dim, self.hidden_dim), - nn.LayerNorm(self.hidden_dim), - nn.LeakyReLU(), - nn.Linear(self.hidden_dim, GEN_OUT_DIMENSIONS), - ) - - self.activation = nn.LeakyReLU() - - - def forward(self, x_dict, edge_index_dict, edge_attr_dict, mask_dict): - """ - x_dict: {"bus": Tensor[num_bus, bus_feat], "gen": Tensor[num_gen, gen_feat]} - edge_index_dict: keys like ("bus","connects","bus"), ("gen","connected_to","bus"), ("bus","connected_to","gen") - edge_attr_dict: same keys -> edge attributes (bus-bus requires G,B) - batch_dict: dict mapping node types to batch tensors (if using batching). Not used heavily here but kept for API parity. - mask: optional mask per node (applies when computing residuals) - """ - - - # 1) initial projections - h_bus = self.input_proj_bus(x_dict["bus"]) # [num_bus, hidden_dim] - h_gen = self.input_proj_gen(x_dict["gen"]) # [num_gen, hidden_dim] - - # concatenate data for forward propagation - combined_data = torch.cat((h_bus, h_gen), dim=0) - - num_bus = x_dict["bus"].size(0) - - # iterate layers - for layer in self.layers: - layer_output = layer(combined_data) # [Nb+Ng, hidden_dim] - layer_output = self.norms(layer_output) # [Nb+Ng, hidden_dim] - layer_output = self.activation(layer_output) - - # # skip connection - combined_data = combined_data + layer_output - - # split data - # print(f'\n\n\n\n\n{combined_data.shape=}') - out_bus = combined_data[:num_bus] - out_gen = combined_data[num_bus:] - # print(f'\n\n\n\n\n{out_bus.shape=}') - # print(f'\n\n\n\n\n{out_gen.shape=}') - - - # Decode bus and generator predictions - output_temp = self.mlp_bus(out_bus) # [num_buses, 4] -> [Vm, Va, Pg, Qg] - gen_temp = self.mlp_gen(out_gen) # [num_gens, 1] -> Pg - - - - # print(f'\n\n\n\n\n{output_temp.shape=}') - # print(f'{gen_temp.shape=}') - - - return {"bus": output_temp, "gen": gen_temp} \ No newline at end of file diff --git a/gridfm_graphkit/models/gnn_heterogeneous.py b/gridfm_graphkit/models/gnn_heterogeneous.py deleted file mode 100644 index 11be75cc..00000000 --- a/gridfm_graphkit/models/gnn_heterogeneous.py +++ /dev/null @@ -1,205 +0,0 @@ -import torch -from torch import nn -from torch_geometric.nn import HeteroConv, TransformerConv -from gridfm_graphkit.io.registries import MODELS_REGISTRY -from gridfm_graphkit.io.param_handler import get_physics_decoder -from torch_scatter import scatter_add -from gridfm_graphkit.models.utils import ( - ComputeBranchFlow, - ComputeNodeInjection, - ComputeNodeResiduals, - bound_with_sigmoid, -) -from gridfm_graphkit.datasets.globals import ( - # Bus feature indices - VM_H, - VA_H, - MIN_VM_H, - MAX_VM_H, - # Output feature indices - VM_OUT, - PG_OUT_GEN, - # Generator feature indices - PG_H, - MIN_PG, - MAX_PG, - BUS_OUT_DIMENSIONS, - GEN_OUT_DIMENSIONS, -) - - -@MODELS_REGISTRY.register("HeterogeneousGNN") -class HeterogeneousGNN(nn.Module): - """ - Heterogeneous version of your Transformer-based GNN for buses and generators. - - Expects node features as dict: x_dict = {"bus": Tensor[num_bus, bus_feat], "gen": Tensor[num_gen, gen_feat]} - - Expects edge_index_dict and edge_attr_dict with keys: - ("bus","connects","bus"), ("gen","connected_to","bus"), ("bus","connected_to","gen") - (edge_attr only needed for bus-bus currently; other relations can be None) - """ - - def __init__(self, args) -> None: - super().__init__() - self.num_layers = args.model.num_layers - self.hidden_dim = args.model.hidden_size - self.input_bus_dim = args.model.input_bus_dim - self.input_gen_dim = args.model.input_gen_dim - self.output_bus_dim = args.model.output_bus_dim - self.output_gen_dim = args.model.output_gen_dim - self.edge_dim = args.model.edge_dim - self.heads = args.model.attention_head - self.task = args.task.task_name - self.dropout = getattr(args.model, "dropout", 0.0) - - # projections for each node type - self.input_proj_bus = nn.Sequential( - nn.Linear(self.input_bus_dim, self.hidden_dim), - nn.LeakyReLU(), - nn.Linear(self.hidden_dim, self.hidden_dim), - nn.LayerNorm(self.hidden_dim), - ) - - self.input_proj_gen = nn.Sequential( - nn.Linear(self.input_gen_dim, self.hidden_dim), - nn.LeakyReLU(), - nn.Linear(self.hidden_dim, self.hidden_dim), - nn.LayerNorm(self.hidden_dim), - ) - - self.input_proj_edge = nn.Sequential( - nn.Linear(self.edge_dim, self.hidden_dim), - nn.LeakyReLU(), - nn.Linear(self.hidden_dim, self.hidden_dim), - nn.LayerNorm(self.hidden_dim), - ) - - # a small physics MLP that will take residuals (real, imag) and return a correction - self.physics_mlp = nn.Sequential( - nn.Linear(2, self.hidden_dim * self.heads), - nn.LeakyReLU(), - ) - - # Build hetero layers: HeteroConv of TransformerConv per relation - self.layers = nn.ModuleList() - self.norms_bus = nn.ModuleList() - self.norms_gen = nn.ModuleList() - for i in range(self.num_layers): - # in-channels depend on whether it is first layer (hidden_dim) or subsequent (hidden_dim * heads) - in_bus = self.hidden_dim if i == 0 else self.hidden_dim * self.heads - in_gen = self.hidden_dim if i == 0 else self.hidden_dim * self.heads - out_dim = self.hidden_dim # TransformerConv will output hidden_dim (per head reduction in HeteroConv call) - - # relation -> conv module mapping - conv_dict = { - ("bus", "connects", "bus"): TransformerConv( - in_bus, - out_dim, - heads=self.heads, - edge_dim=self.hidden_dim, - dropout=self.dropout, - beta=True, - ), - ("gen", "connected_to", "bus"): TransformerConv( - in_gen, - out_dim, - heads=self.heads, - dropout=self.dropout, - beta=True, - ), - ("bus", "connected_to", "gen"): TransformerConv( - in_bus, - out_dim, - heads=self.heads, - dropout=self.dropout, - beta=True, - ), - } - - hetero_conv = HeteroConv(conv_dict, aggr="sum") - self.layers.append(hetero_conv) - - # Norms for node representations (note: after HeteroConv each node type will have size out_dim * heads) - self.norms_bus.append(nn.LayerNorm(out_dim * self.heads)) - self.norms_gen.append(nn.LayerNorm(out_dim * self.heads)) - - # Separate shared MLPs to produce final bus/gen outputs (predictions y) - self.mlp_bus = nn.Sequential( - nn.Linear(self.hidden_dim * self.heads, self.hidden_dim), - nn.LayerNorm(self.hidden_dim), - nn.LeakyReLU(), - nn.Linear(self.hidden_dim, BUS_OUT_DIMENSIONS), - ) - - self.mlp_gen = nn.Sequential( - nn.Linear(self.hidden_dim * self.heads, self.hidden_dim), - nn.LayerNorm(self.hidden_dim), - nn.LeakyReLU(), - nn.Linear(self.hidden_dim, GEN_OUT_DIMENSIONS), - ) - - # mask param (kept similar to your original) - self.activation = nn.LeakyReLU() - # self.branch_flow_layer = ComputeBranchFlow() - # self.node_injection_layer = ComputeNodeInjection() - # self.node_residuals_layer = ComputeNodeResiduals() - # self.physics_decoder = get_physics_decoder(args) - - # container for monitoring residual norms per layer and type - # self.layer_residuals = {} - - def forward(self, x_dict, edge_index_dict, edge_attr_dict, mask_dict): - """ - x_dict: {"bus": Tensor[num_bus, bus_feat], "gen": Tensor[num_gen, gen_feat]} - edge_index_dict: keys like ("bus","connects","bus"), ("gen","connected_to","bus"), ("bus","connected_to","gen") - edge_attr_dict: same keys -> edge attributes (bus-bus requires G,B) - batch_dict: dict mapping node types to batch tensors (if using batching). Not used heavily here but kept for API parity. - mask: optional mask per node (applies when computing residuals) - """ - - self.layer_residuals = {} - - # 1) initial projections - h_bus = self.input_proj_bus(x_dict["bus"]) # [num_bus, hidden_dim] - h_gen = self.input_proj_gen(x_dict["gen"]) # [num_gen, hidden_dim] - - num_bus = x_dict["bus"].size(0) - - edge_attr_proj_dict = {} - for key, edge_attr in edge_attr_dict.items(): - if edge_attr is not None: - edge_attr_proj_dict[key] = self.input_proj_edge(edge_attr) - else: - edge_attr_proj_dict[key] = None - - # bus_mask = mask_dict["bus"][:, VM_H : VA_H + 1] - # gen_mask = mask_dict["gen"][:, : (PG_H + 1)] - # bus_fixed = x_dict["bus"][:, VM_H : VA_H + 1] - # gen_fixed = x_dict["gen"][:, : (PG_H + 1)] - - # iterate layers - for i, conv in enumerate(self.layers): - out_dict = conv( - {"bus": h_bus, "gen": h_gen}, - edge_index_dict, - edge_attr_proj_dict, - ) - out_bus = out_dict["bus"] # [Nb, hidden_dim * heads] - out_gen = out_dict["gen"] # [Ng, hidden_dim * heads] - - out_bus = self.activation(self.norms_bus[i](out_bus)) - out_gen = self.activation(self.norms_gen[i](out_gen)) - - # # skip connection - h_bus = h_bus + out_bus if out_bus.shape == h_bus.shape else out_bus - h_gen = h_gen + out_gen if out_gen.shape == h_gen.shape else out_gen - - - # Decode bus and generator predictions - output_temp = self.mlp_bus(h_bus) # [num_buses, 4] -> [Vm, Va, Pg, Qg] - gen_temp = self.mlp_gen(h_gen) # [num_gens, 1] -> Pg - - # Decode bus and generator predictions - # bus_temp = self.mlp_bus(h_bus) # [Nb, 2] -> Vm, Va - # gen_temp = self.mlp_gen(h_gen) # [Ng, 1] -> Pg - - return {"bus": output_temp, "gen": gen_temp} \ No newline at end of file diff --git a/gridfm_graphkit/tasks/base_task.py b/gridfm_graphkit/tasks/base_task.py index fe5b6823..ec75ccca 100644 --- a/gridfm_graphkit/tasks/base_task.py +++ b/gridfm_graphkit/tasks/base_task.py @@ -5,7 +5,6 @@ from lightning.pytorch.loggers import MLFlowLogger import torch from torch.optim.lr_scheduler import ReduceLROnPlateau -from collections.abc import Mapping class BaseTask(L.LightningModule, ABC): @@ -71,36 +70,23 @@ def on_fit_start(self): stats_dict[self.args.data.networks[i]] = normalizer.get_stats() torch.save(stats_dict, os.path.join(log_dir, "normalizer_stats.pt")) - def configure_optimizers(self): - if self.args.optimizer.type is None: - self.args.optimizer.type = "Adam" - optimizer = getattr(torch.optim, self.args.optimizer.type) - print(f'{self.args.optimizer.optimizer_params=}') - if not isinstance(self.args.optimizer.optimizer_params, Mapping): - self.args.optimizer.optimizer_params = self.args.optimizer.optimizer_params.to_dict() - self.optimizer = optimizer( + self.optimizer = torch.optim.AdamW( self.model.parameters(), lr=self.args.optimizer.learning_rate, - **self.args.optimizer.optimizer_params, #unpack all other optim parameters + betas=(self.args.optimizer.beta1, self.args.optimizer.beta2), ) - scheduler_type = getattr(self.args.optimizer, "scheduler_type", None) - if scheduler_type is None: - return {"optimizer": self.optimizer} - - #TODO: add interval handling for scheduler - scheduler = getattr(torch.optim.lr_scheduler, scheduler_type) - if not isinstance(self.args.optimizer.scheduler_params, Mapping): - self.args.optimizer.scheduler_params = self.args.optimizer.scheduler_params.to_dict() - self.scheduler = scheduler( + self.scheduler = ReduceLROnPlateau( self.optimizer, - **self.args.optimizer.scheduler_params + mode="min", + factor=self.args.optimizer.lr_decay, + patience=self.args.optimizer.lr_patience, ) - config_optim = { + return { "optimizer": self.optimizer, "lr_scheduler": { "scheduler": self.scheduler, "monitor": "Validation loss", + "reduce_on_plateau": True, }, } - return config_optim diff --git a/gridfm_graphkit/tasks/reconstruction_tasks.py b/gridfm_graphkit/tasks/reconstruction_tasks.py index 2d770b42..45975aee 100644 --- a/gridfm_graphkit/tasks/reconstruction_tasks.py +++ b/gridfm_graphkit/tasks/reconstruction_tasks.py @@ -58,7 +58,6 @@ def shared_step(self, batch): batch.mask_dict, model=self.model, x_dict=batch.x_dict, - batch_dict=batch.batch_dict, ) return output, loss_dict diff --git a/gridfm_graphkit/training/loss.py b/gridfm_graphkit/training/loss.py index 33b905ae..ea62123d 100644 --- a/gridfm_graphkit/training/loss.py +++ b/gridfm_graphkit/training/loss.py @@ -19,9 +19,6 @@ PG_OUT, # Generator feature indices PG_H, - C0_H, - C1_H, - C2_H, # Qg Limits MIN_QG_H, MAX_QG_H, @@ -43,7 +40,6 @@ def forward( mask=None, model=None, x_dict=None, - batch_dict=None, ): """ Compute the loss. @@ -81,7 +77,6 @@ def forward( mask=None, model=None, x_dict=None, - batch_dict=None, ): loss = F.mse_loss(pred[mask], target[mask], reduction=self.reduction) return {"loss": loss, "Masked MSE loss": loss.detach()} @@ -102,7 +97,6 @@ def forward( mask_dict, model=None, x_dict=None, - batch_dict=None, ): loss = F.mse_loss( pred_dict["gen"][mask_dict["gen"][:, : (PG_H + 1)]], @@ -128,7 +122,6 @@ def forward( mask_dict, model=None, x_dict=None, - batch_dict=None, ): if self.args.task == "OptimalPowerFlow": pred_cols = [VM_OUT, VA_OUT, QG_OUT] @@ -167,7 +160,6 @@ def forward( mask=None, model=None, x_dict=None, - batch_dict=None, ): loss = F.mse_loss(pred, target, reduction=self.reduction) return {"loss": loss, "MSE loss": loss.detach()} @@ -202,7 +194,6 @@ def forward( mask=None, model=None, x_dict=None, - batch_dict=None, ): """ Compute the weighted sum of all specified losses. @@ -230,7 +221,6 @@ def forward( mask, model, x_dict, - batch_dict, ) # Assume each loss function returns a dictionary with a "loss" key @@ -262,7 +252,6 @@ def forward( mask=None, model=None, x_dict=None, - batch_dict=None, ): total_loss = 0.0 loss_details = {} @@ -314,7 +303,6 @@ def forward( mask_dict, model=None, x_dict=None, - batch_dict=None, ): if self.dim == "VM": temp_pred = pred_dict["bus"][:, VM_OUT] @@ -364,7 +352,6 @@ def forward( mask=None, model=None, x_dict=None, - batch_dict=None, ): # --- Qg limit violation mask --- Qg_pred = pred["bus"][:, QG_OUT] @@ -402,161 +389,3 @@ def forward( return output - - -@LOSS_REGISTRY.register("QgViolationBarrier") -class QgViolationBarrierLoss(BaseLoss): - """ - QgViolation Barrier loss function. - * https://en.wikipedia.org/wiki/Barrier_function - Available barrier functions are defined in the self.barriers dictionary. - References for relaxed barrier functions: - * https://arxiv.org/abs/1602.01321 - * https://arxiv.org/abs/1904.04205v2 - * https://ieeexplore.ieee.org/document/7493643/ - - Modified from https://github.com/pnnl/neuromancer - Copyright © 2021, Battelle Memorial Institute - https://github.com/pnnl/neuromancer/blob/master/LICENSE.md - """ - def __init__(self, loss_args, args): - super().__init__() - - self.barrier_name = getattr(loss_args, "barrier", 'log10') - self.shift = getattr(loss_args, "shift", 1) - self.alpha = getattr(loss_args, "alpha", 0.5) - self.upper_bound = getattr(loss_args, "upper_bound", 1.0) - - # choices of barrier functions - # warning: log10, log, inverse, and softlog might get numerically unstable - # softexp is numerically stable and thus a prefered option - self.barriers = { - 'log10': lambda value: -torch.log10(-value), - 'log': lambda value: -torch.log(-value), - 'inverse': lambda value: 1 / (-value), - 'softexp': lambda value: (torch.exp(self.alpha * value) - 1) / self.alpha + self.alpha, - 'softlog': lambda value: -torch.log(1 + self.alpha * (-value - self.alpha)) / self.alpha, - 'expshift': lambda value: torch.exp(value + self.shift) - } - self.barrier = self._set_barrier() - - def _set_barrier(self): - if self.barrier_name in self.barriers: - return self.barriers[self.barrier_name] - else: - assert callable(barrier), \ - f'The barrier, {barrier} must be a key in {self.barriers} or a callable.' - return barrier - - def forward( - self, - pred, - target, - edge_index=None, - edge_attr=None, - mask=None, - model=None, - x_dict=None, - batch_dict=None, - ): - """ - Calculate the magnitudes of constraint violations via log barriers - cviolation > 0 -> penalty (i.e. beyond constraints) - cviolation <= 0 -> barrier (i.e. within constraints) - """ - - # --- Qg limit violation mask --- - Qg_pred = pred["bus"][:, QG_OUT] - Qg_max = x_dict["bus"][:, MAX_QG_H] - Qg_min = x_dict["bus"][:, MIN_QG_H] - - max_penalty_mask = (Qg_pred > Qg_max) - min_penalty_mask = (Qg_pred < Qg_min) - - mask_PQ = mask["PQ"] # PQ buses - mask_PV = mask["PV"] # PV buses - mask_REF = mask["REF"] # Reference buses - - loss = 0.0 - - if max_penalty_mask.any() or min_penalty_mask.any(): - # where there are violations, compute penalty loss - Qg_over = F.relu(Qg_pred - Qg_max) # amount above max limit - Qg_under = F.relu(Qg_min - Qg_pred) # amount below min limit - - Qg_over = Qg_over[max_penalty_mask].mean() - Qg_under = Qg_under[min_penalty_mask].mean() - - if Qg_over!=Qg_over: # replacing nan with 0 - Qg_over = 0.0 - if Qg_under!=Qg_under: # replacing nan with 0 - Qg_under = 0.0 - - penalty_loss = Qg_over + Qg_under - loss += penalty_loss - - if (~max_penalty_mask).any() or (~min_penalty_mask).any(): - Qg_barrier_amount_max = Qg_pred - Qg_max - Qg_barrier_amount_min = Qg_min - Qg_pred - - cbarrier_max = self.barrier(Qg_barrier_amount_max) - cbarrier_max[cbarrier_max != cbarrier_max] = 0.0 # replacing nan with 0 -> infeasibility - cbarrier_max[cbarrier_max == float("Inf")] = 0.0 # replacing inf with 0 -> active constraints - cbarrier_max = torch.clamp(cbarrier_max, min=0.0, max=self.upper_bound) - barrier_loss_max = cbarrier_max[~max_penalty_mask].mean() - - cbarrier_min = self.barrier(Qg_barrier_amount_min) - cbarrier_min[cbarrier_min != cbarrier_min] = 0.0 # replacing nan with 0 -> infeasibility - cbarrier_min[cbarrier_min == float("Inf")] = 0.0 # replacing inf with 0 -> active constraints - cbarrier_min = torch.clamp(cbarrier_min, min=0.0, max=self.upper_bound) - barrier_loss_min = cbarrier_min[~min_penalty_mask].mean() - - barrier_loss = barrier_loss_min + barrier_loss_max - loss+=barrier_loss - - return {"loss": loss, "Qg Violation Barrier loss": loss.detach()} - - - -@LOSS_REGISTRY.register("OptimalityLoss") -class OptimalityLoss(BaseLoss): - """ - """ - - def __init__(self, loss_args, args): - super().__init__() - - def forward( - self, - pred, - target, - edge_index=None, - edge_attr=None, - mask=None, - model=None, - x_dict=None, - batch_dict=None, - ): - c0 = x_dict["gen"][:, C0_H] - c1 = x_dict["gen"][:, C1_H] - c2 = x_dict["gen"][:, C2_H] - target_pg = target["gen"].squeeze() - pred_pg = pred["gen"].squeeze() - gen_cost_gt = c0 + c1 * target_pg + c2 * target_pg**2 - gen_cost_pred = c0 + c1 * pred_pg + c2 * pred_pg**2 - - gen_batch = batch_dict["gen"] # shape: [N_gen_total] - - cost_gt = scatter_add(gen_cost_gt, gen_batch, dim=0) - cost_pred = scatter_add(gen_cost_pred, gen_batch, dim=0) - - loss = torch.mean(torch.abs((cost_pred - cost_gt) / cost_gt * 100)) - if loss!=loss: - loss=0.0 - - try: - output = {"loss": loss, "Optimality loss": loss.detach()} - except: - output = {"loss": loss, "Optimality loss": loss} - - return output From b138800acfce003143cf07957dc9e4cb400972c3 Mon Sep 17 00:00:00 2001 From: Alban Puech Date: Thu, 2 Apr 2026 20:58:36 +0200 Subject: [PATCH 11/36] changed Qg loss to compute it on PV + REF buses, not only buses with violations --- gridfm_graphkit/training/loss.py | 44 +++++++++++--------------------- 1 file changed, 15 insertions(+), 29 deletions(-) diff --git a/gridfm_graphkit/training/loss.py b/gridfm_graphkit/training/loss.py index ea62123d..aaa36ded 100644 --- a/gridfm_graphkit/training/loss.py +++ b/gridfm_graphkit/training/loss.py @@ -338,7 +338,7 @@ def forward( @LOSS_REGISTRY.register("QgViolationPenalty") class QgViolationPenaltyLoss(BaseLoss): - """Standard Mean Squared Error loss.""" + """Penalty on Qg values violating [Qmin, Qmax] limits.""" def __init__(self, loss_args, args): super().__init__() @@ -353,39 +353,25 @@ def forward( model=None, x_dict=None, ): - # --- Qg limit violation mask --- Qg_pred = pred["bus"][:, QG_OUT] Qg_max = x_dict["bus"][:, MAX_QG_H] Qg_min = x_dict["bus"][:, MIN_QG_H] - max_penalty_mask = (Qg_pred > Qg_max) - min_penalty_mask = (Qg_pred < Qg_min) - - mask_PQ = mask["PQ"] # PQ buses - mask_PV = mask["PV"] # PV buses - mask_REF = mask["REF"] # Reference buses - - loss = 0.0 - # where there are violations, compute penalty loss - Qg_over = F.relu(Qg_pred - Qg_max) # amount above max limit - Qg_under = F.relu(Qg_min - Qg_pred) # amount below min limit - - Qg_over = Qg_over[max_penalty_mask].mean() - Qg_under = Qg_under[min_penalty_mask].mean() - - if Qg_over!=Qg_over: # replacing nan with 0 - Qg_over = 0.0 - if Qg_under!=Qg_under: # replacing nan with 0 - Qg_under = 0.0 - - penalty_loss = Qg_over + Qg_under - loss += penalty_loss + # Qg is only relevant on generator-capable buses (PV and slack/REF). + if mask is not None and "PV" in mask and "REF" in mask: + qg_bus_mask = mask["PV"] | mask["REF"] + else: + qg_bus_mask = torch.ones_like(Qg_pred, dtype=torch.bool) - try: - output = {"loss": loss, "Qg Violation Penalty loss": loss.detach()} - except: - output = {"loss": loss, "Qg Violation Penalty loss": loss} + # ReLU already zeroes non-violations; averaging over all relevant buses + # keeps the value finite even when there are no violations. + Qg_over = F.relu(Qg_pred - Qg_max) + Qg_under = F.relu(Qg_min - Qg_pred) + penalty_loss = (Qg_over + Qg_under)[qg_bus_mask].mean() - return output + return { + "loss": penalty_loss, + "Qg Violation Penalty loss": penalty_loss.detach(), + } From ee6927999ad38f2a64082bb1869a9a99333495fa Mon Sep 17 00:00:00 2001 From: Alban Puech Date: Thu, 9 Apr 2026 08:11:34 -0400 Subject: [PATCH 12/36] fix dataset to make load_scenarios.pt optional (when we use opfdata we don't have load scenario.pt) --- gridfm_graphkit/datasets/powergrid_hetero_dataset.py | 11 +++++------ 1 file changed, 5 insertions(+), 6 deletions(-) diff --git a/gridfm_graphkit/datasets/powergrid_hetero_dataset.py b/gridfm_graphkit/datasets/powergrid_hetero_dataset.py index 32d3e5ee..652cd5d0 100644 --- a/gridfm_graphkit/datasets/powergrid_hetero_dataset.py +++ b/gridfm_graphkit/datasets/powergrid_hetero_dataset.py @@ -55,7 +55,6 @@ def processed_done_file(self): @property def processed_file_names(self): return [ - "load_scenarios.pt", self.processed_done_file, ] @@ -72,11 +71,11 @@ def process(self): bus_data["scenario"].min() == 0 and bus_data["scenario"].max() == len(bus_data["scenario"].unique()) - 1 ) - - load_scenarios = torch.tensor( - bus_data.groupby("scenario", sort=True)["load_scenario_idx"].first().values, - ) - torch.save(load_scenarios, osp.join(self.processed_dir, "load_scenarios.pt")) + if "load_scenario_idx" in bus_data.columns: + load_scenarios = torch.tensor( + bus_data.groupby("scenario", sort=True)["load_scenario_idx"].first().values, + ) + torch.save(load_scenarios, osp.join(self.processed_dir, "load_scenarios.pt")) agg_gen = ( gen_data.groupby(["scenario", "bus"])[["min_q_mvar", "max_q_mvar"]] From e595872296caad64d3d455fbabea550192e6ebdf Mon Sep 17 00:00:00 2001 From: Alban Puech Date: Thu, 9 Apr 2026 08:12:03 -0400 Subject: [PATCH 13/36] fix loading of weight of compiled model --- gridfm_graphkit/cli.py | 12 ++++++++++++ gridfm_graphkit/training/callbacks.py | 11 ++++++++++- 2 files changed, 22 insertions(+), 1 deletion(-) diff --git a/gridfm_graphkit/cli.py b/gridfm_graphkit/cli.py index 015f7ed2..3763fda6 100644 --- a/gridfm_graphkit/cli.py +++ b/gridfm_graphkit/cli.py @@ -18,6 +18,17 @@ import lightning as L +def _normalize_loaded_state_dict_keys(state_dict: dict[str, torch.Tensor]) -> dict[str, torch.Tensor]: + """Map legacy torch.compile checkpoint keys to the canonical model namespace.""" + has_compiled_prefix = any(key.startswith("model._orig_mod.") for key in state_dict) + if not has_compiled_prefix: + return state_dict + return { + key.replace("model._orig_mod.", "model."): value + for key, value in state_dict.items() + } + + def _load_plugins(plugins: list[str]) -> None: """Import plugin packages so their registry decorators fire.""" for plugin_pkg in plugins: @@ -163,6 +174,7 @@ def main_cli(args): if args.command != "train": print(f"Loading model weights from {args.model_path}") state_dict = torch.load(args.model_path, map_location="cpu") + state_dict = _normalize_loaded_state_dict_keys(state_dict) model.load_state_dict(state_dict) precision = "bf16-true" if getattr(args, "bfloat16", False) else None diff --git a/gridfm_graphkit/training/callbacks.py b/gridfm_graphkit/training/callbacks.py index e755133f..99a1f7fa 100644 --- a/gridfm_graphkit/training/callbacks.py +++ b/gridfm_graphkit/training/callbacks.py @@ -17,6 +17,15 @@ def __init__( self.filename = filename self.best_score = float("inf") if mode == "min" else -float("inf") + @staticmethod + def _canonical_state_dict(pl_module): + """Return a state dict with compile wrappers removed from key names.""" + state_dict = pl_module.state_dict() + return { + key.replace("model._orig_mod.", "model."): value + for key, value in state_dict.items() + } + @rank_zero_only def on_validation_end(self, trainer, pl_module): current = trainer.callback_metrics.get(self.monitor) @@ -46,4 +55,4 @@ def on_validation_end(self, trainer, pl_module): # Save the model's state_dict model_path = os.path.join(model_dir, self.filename) - torch.save(pl_module.state_dict(), model_path) + torch.save(self._canonical_state_dict(pl_module), model_path) From 0921939b35b22552e48d665acfe4a4327c45554f Mon Sep 17 00:00:00 2001 From: Alban Puech Date: Thu, 9 Apr 2026 08:12:46 -0400 Subject: [PATCH 14/36] change back to Qg penalization computed only on buses with violations --- gridfm_graphkit/training/loss.py | 43 +++++++++++++++++++++----------- 1 file changed, 28 insertions(+), 15 deletions(-) diff --git a/gridfm_graphkit/training/loss.py b/gridfm_graphkit/training/loss.py index aaa36ded..053d0dd3 100644 --- a/gridfm_graphkit/training/loss.py +++ b/gridfm_graphkit/training/loss.py @@ -338,7 +338,7 @@ def forward( @LOSS_REGISTRY.register("QgViolationPenalty") class QgViolationPenaltyLoss(BaseLoss): - """Penalty on Qg values violating [Qmin, Qmax] limits.""" + """Standard Mean Squared Error loss.""" def __init__(self, loss_args, args): super().__init__() @@ -353,25 +353,38 @@ def forward( model=None, x_dict=None, ): + # --- Qg limit violation mask --- Qg_pred = pred["bus"][:, QG_OUT] Qg_max = x_dict["bus"][:, MAX_QG_H] Qg_min = x_dict["bus"][:, MIN_QG_H] - # Qg is only relevant on generator-capable buses (PV and slack/REF). - if mask is not None and "PV" in mask and "REF" in mask: - qg_bus_mask = mask["PV"] | mask["REF"] - else: - qg_bus_mask = torch.ones_like(Qg_pred, dtype=torch.bool) + max_penalty_mask = (Qg_pred > Qg_max) + min_penalty_mask = (Qg_pred < Qg_min) - # ReLU already zeroes non-violations; averaging over all relevant buses - # keeps the value finite even when there are no violations. - Qg_over = F.relu(Qg_pred - Qg_max) - Qg_under = F.relu(Qg_min - Qg_pred) - penalty_loss = (Qg_over + Qg_under)[qg_bus_mask].mean() + mask_PQ = mask["PQ"] # PQ buses + mask_PV = mask["PV"] # PV buses + mask_REF = mask["REF"] # Reference buses - return { - "loss": penalty_loss, - "Qg Violation Penalty loss": penalty_loss.detach(), - } + loss = 0.0 + # where there are violations, compute penalty loss + Qg_over = F.relu(Qg_pred - Qg_max) # amount above max limit + Qg_under = F.relu(Qg_min - Qg_pred) # amount below min limit + + Qg_over = Qg_over[max_penalty_mask].mean() + Qg_under = Qg_under[min_penalty_mask].mean() + + if Qg_over!=Qg_over: # replacing nan with 0 + Qg_over = 0.0 + if Qg_under!=Qg_under: # replacing nan with 0 + Qg_under = 0.0 + + penalty_loss = Qg_over + Qg_under + loss += penalty_loss + + try: + output = {"loss": loss, "Qg Violation Penalty loss": loss.detach()} + except: + output = {"loss": loss, "Qg Violation Penalty loss": loss} + return output From c23b77a5a0b7df2d8673e37544e971d56de488bc Mon Sep 17 00:00:00 2001 From: Alban Puech Date: Thu, 9 Apr 2026 08:13:37 -0400 Subject: [PATCH 15/36] add config files for Ola --- examples/config/HGNS_OPF_Ola_case118.yaml | 56 ++++++++++++++++++++++ examples/config/HGNS_OPF_Ola_case14.yaml | 56 ++++++++++++++++++++++ examples/config/HGNS_OPF_Ola_case2000.yaml | 56 ++++++++++++++++++++++ examples/config/HGNS_OPF_Ola_case500.yaml | 56 ++++++++++++++++++++++ examples/config/HGNS_OPF_Ola_case57.yaml | 56 ++++++++++++++++++++++ 5 files changed, 280 insertions(+) create mode 100644 examples/config/HGNS_OPF_Ola_case118.yaml create mode 100644 examples/config/HGNS_OPF_Ola_case14.yaml create mode 100644 examples/config/HGNS_OPF_Ola_case2000.yaml create mode 100644 examples/config/HGNS_OPF_Ola_case500.yaml create mode 100644 examples/config/HGNS_OPF_Ola_case57.yaml diff --git a/examples/config/HGNS_OPF_Ola_case118.yaml b/examples/config/HGNS_OPF_Ola_case118.yaml new file mode 100644 index 00000000..66206256 --- /dev/null +++ b/examples/config/HGNS_OPF_Ola_case118.yaml @@ -0,0 +1,56 @@ +task: + task_name: OptimalPowerFlow +data: + baseMVA: 100 + mask_value: 0.0 + normalization: HeteroDataMVANormalizer + networks: + - case118_ieee + scenarios: + - 300000 + workers: 32 + split_by_load_scenario_idx: false + split_from_existing_files: "/dccstor/gridfm/march_opf_exp/opfdata_olay_splits/" +model: + attention_head: 8 + edge_dim: 10 + hidden_size: 48 + input_bus_dim: 15 + input_gen_dim: 6 + output_bus_dim: 2 + output_gen_dim: 1 + num_layers: 12 + type: GNS_heterogeneous +optimizer: + beta1: 0.9 + beta2: 0.999 + learning_rate: 0.0005 + lr_decay: 0.7 + lr_patience: 5 +training: + batch_size: 64 + epochs: 200 + loss_weights: + - 0.1 + - 0.1 + - 0.75 + - 0.001 + losses: + - LayeredWeightedPhysics + - MaskedGenMSE + - MaskedBusMSE + - QgViolationPenalty + + loss_args: + - base_weight: 0.5 + - {} + - {} + - {} + accelerator: auto + devices: auto + strategy: auto +seed: 0 +verbose: true +callbacks: + patience: 100 + tol: 0 diff --git a/examples/config/HGNS_OPF_Ola_case14.yaml b/examples/config/HGNS_OPF_Ola_case14.yaml new file mode 100644 index 00000000..a2353297 --- /dev/null +++ b/examples/config/HGNS_OPF_Ola_case14.yaml @@ -0,0 +1,56 @@ +task: + task_name: OptimalPowerFlow +data: + baseMVA: 100 + mask_value: 0.0 + normalization: HeteroDataMVANormalizer + networks: + - case14_ieee + scenarios: + - 300000 + workers: 32 + split_by_load_scenario_idx: false + split_from_existing_files: "/dccstor/gridfm/march_opf_exp/opfdata_olay_splits/" +model: + attention_head: 8 + edge_dim: 10 + hidden_size: 48 + input_bus_dim: 15 + input_gen_dim: 6 + output_bus_dim: 2 + output_gen_dim: 1 + num_layers: 12 + type: GNS_heterogeneous +optimizer: + beta1: 0.9 + beta2: 0.999 + learning_rate: 0.0005 + lr_decay: 0.7 + lr_patience: 5 +training: + batch_size: 64 + epochs: 200 + loss_weights: + - 0.1 + - 0.1 + - 0.75 + - 0.001 + losses: + - LayeredWeightedPhysics + - MaskedGenMSE + - MaskedBusMSE + - QgViolationPenalty + + loss_args: + - base_weight: 0.5 + - {} + - {} + - {} + accelerator: auto + devices: auto + strategy: auto +seed: 0 +verbose: true +callbacks: + patience: 100 + tol: 0 diff --git a/examples/config/HGNS_OPF_Ola_case2000.yaml b/examples/config/HGNS_OPF_Ola_case2000.yaml new file mode 100644 index 00000000..a0bdd900 --- /dev/null +++ b/examples/config/HGNS_OPF_Ola_case2000.yaml @@ -0,0 +1,56 @@ +task: + task_name: OptimalPowerFlow +data: + baseMVA: 100 + mask_value: 0.0 + normalization: HeteroDataMVANormalizer + networks: + - case2000_goc + scenarios: + - 300000 + workers: 32 + split_by_load_scenario_idx: false + split_from_existing_files: "/dccstor/gridfm/march_opf_exp/opfdata_olay_splits/" +model: + attention_head: 8 + edge_dim: 10 + hidden_size: 48 + input_bus_dim: 15 + input_gen_dim: 6 + output_bus_dim: 2 + output_gen_dim: 1 + num_layers: 12 + type: GNS_heterogeneous +optimizer: + beta1: 0.9 + beta2: 0.999 + learning_rate: 0.0005 + lr_decay: 0.7 + lr_patience: 5 +training: + batch_size: 64 + epochs: 200 + loss_weights: + - 0.1 + - 0.1 + - 0.75 + - 0.001 + losses: + - LayeredWeightedPhysics + - MaskedGenMSE + - MaskedBusMSE + - QgViolationPenalty + + loss_args: + - base_weight: 0.5 + - {} + - {} + - {} + accelerator: auto + devices: auto + strategy: auto +seed: 0 +verbose: true +callbacks: + patience: 100 + tol: 0 diff --git a/examples/config/HGNS_OPF_Ola_case500.yaml b/examples/config/HGNS_OPF_Ola_case500.yaml new file mode 100644 index 00000000..01676272 --- /dev/null +++ b/examples/config/HGNS_OPF_Ola_case500.yaml @@ -0,0 +1,56 @@ +task: + task_name: OptimalPowerFlow +data: + baseMVA: 100 + mask_value: 0.0 + normalization: HeteroDataMVANormalizer + networks: + - case500_goc + scenarios: + - 300000 + workers: 32 + split_by_load_scenario_idx: false + split_from_existing_files: "/dccstor/gridfm/march_opf_exp/opfdata_olay_splits/" +model: + attention_head: 8 + edge_dim: 10 + hidden_size: 48 + input_bus_dim: 15 + input_gen_dim: 6 + output_bus_dim: 2 + output_gen_dim: 1 + num_layers: 12 + type: GNS_heterogeneous +optimizer: + beta1: 0.9 + beta2: 0.999 + learning_rate: 0.0005 + lr_decay: 0.7 + lr_patience: 5 +training: + batch_size: 64 + epochs: 200 + loss_weights: + - 0.1 + - 0.1 + - 0.75 + - 0.001 + losses: + - LayeredWeightedPhysics + - MaskedGenMSE + - MaskedBusMSE + - QgViolationPenalty + + loss_args: + - base_weight: 0.5 + - {} + - {} + - {} + accelerator: auto + devices: auto + strategy: auto +seed: 0 +verbose: true +callbacks: + patience: 100 + tol: 0 diff --git a/examples/config/HGNS_OPF_Ola_case57.yaml b/examples/config/HGNS_OPF_Ola_case57.yaml new file mode 100644 index 00000000..74af6377 --- /dev/null +++ b/examples/config/HGNS_OPF_Ola_case57.yaml @@ -0,0 +1,56 @@ +task: + task_name: OptimalPowerFlow +data: + baseMVA: 100 + mask_value: 0.0 + normalization: HeteroDataMVANormalizer + networks: + - case57_ieee + scenarios: + - 300000 + workers: 32 + split_by_load_scenario_idx: false + split_from_existing_files: "/dccstor/gridfm/march_opf_exp/opfdata_olay_splits/" +model: + attention_head: 8 + edge_dim: 10 + hidden_size: 48 + input_bus_dim: 15 + input_gen_dim: 6 + output_bus_dim: 2 + output_gen_dim: 1 + num_layers: 12 + type: GNS_heterogeneous +optimizer: + beta1: 0.9 + beta2: 0.999 + learning_rate: 0.0005 + lr_decay: 0.7 + lr_patience: 5 +training: + batch_size: 64 + epochs: 200 + loss_weights: + - 0.1 + - 0.1 + - 0.75 + - 0.001 + losses: + - LayeredWeightedPhysics + - MaskedGenMSE + - MaskedBusMSE + - QgViolationPenalty + + loss_args: + - base_weight: 0.5 + - {} + - {} + - {} + accelerator: auto + devices: auto + strategy: auto +seed: 0 +verbose: true +callbacks: + patience: 100 + tol: 0 From 78a0890ce698a0da71417eec0b2d2321f183e643 Mon Sep 17 00:00:00 2001 From: Alban Puech Date: Wed, 15 Apr 2026 11:22:40 -0400 Subject: [PATCH 16/36] clear tes outputs for other ranks after collecting their output + adding comments --- gridfm_graphkit/tasks/pf_task.py | 62 ++++++++++++++++---------------- 1 file changed, 32 insertions(+), 30 deletions(-) diff --git a/gridfm_graphkit/tasks/pf_task.py b/gridfm_graphkit/tasks/pf_task.py index cdc9d646..2c2478ee 100644 --- a/gridfm_graphkit/tasks/pf_task.py +++ b/gridfm_graphkit/tasks/pf_task.py @@ -241,6 +241,7 @@ def on_test_end(self): # Only rank 0 proceeds with logging, CSV writing, and plotting if dist.is_available() and dist.is_initialized() and dist.get_rank() != 0: + self.test_outputs.clear() # clear the test outputs for other ranks return if isinstance(self.logger, MLFlowLogger): @@ -351,22 +352,22 @@ def on_test_end(self): self.test_outputs.clear() def predict_step(self, batch, batch_idx, dataloader_idx=0): - output, _ = self.shared_step(batch) + output, _ = self.shared_step(batch) # get the predicted output from the model - self.data_normalizers[dataloader_idx].inverse_transform(batch) - self.data_normalizers[dataloader_idx].inverse_output(output, batch) + self.data_normalizers[dataloader_idx].inverse_transform(batch) # normalize the batch data back to the original scale + self.data_normalizers[dataloader_idx].inverse_output(output, batch) # inverse transform the predicted output back to the original scale - branch_flow_layer = ComputeBranchFlow() - node_injection_layer = ComputeNodeInjection() - node_residuals_layer = ComputeNodeResiduals() + branch_flow_layer = ComputeBranchFlow() # layer to compute the branch flows + node_injection_layer = ComputeNodeInjection() # layer to compute the node injections + node_residuals_layer = ComputeNodeResiduals() # layer to compute the node residuals - num_bus = batch.x_dict["bus"].size(0) - bus_edge_index = batch.edge_index_dict[("bus", "connects", "bus")] - bus_edge_attr = batch.edge_attr_dict[("bus", "connects", "bus")] + num_bus = batch.x_dict["bus"].size(0) # number of buses in the batch + bus_edge_index = batch.edge_index_dict[("bus", "connects", "bus")] # from and to buses + bus_edge_attr = batch.edge_attr_dict[("bus", "connects", "bus")] # edge attributes (admittance) of the bus connections - Pft, Qft = branch_flow_layer(output["bus"], bus_edge_index, bus_edge_attr) - P_in, Q_in = node_injection_layer(Pft, Qft, bus_edge_index, num_bus) - residual_P, residual_Q = node_residuals_layer( + Pft, Qft = branch_flow_layer(output["bus"], bus_edge_index, bus_edge_attr) # compute the branch flows + P_in, Q_in = node_injection_layer(Pft, Qft, bus_edge_index, num_bus) # compute the node injections + residual_P, residual_Q = node_residuals_layer( # compute the node residuals P_in, Q_in, output["bus"], @@ -383,8 +384,9 @@ def predict_step(self, batch, batch_idx, dataloader_idx=0): torch.arange(c, device=bus_batch.device) for c in torch.bincount(bus_batch) ], - ) - + ) # this is based on the assumptions that the buses within a graph are ordered and indexed as 0 ... n_nodes-1. + # todo: we should remove this assert and store the bus idx in the tensors + # right now we need the increasing order and we have an assert in the dataset to check it. bus_x = batch.x_dict["bus"] bus_y = batch.y_dict["bus"] mask_PQ = batch.mask_dict["PQ"] @@ -402,20 +404,20 @@ def predict_step(self, batch, batch_idx, dataloader_idx=0): return { "scenario": scenario_ids.cpu().numpy(), "bus": local_bus_idx.cpu().numpy(), - "pd_mw": bus_x[:, PD_H].cpu().numpy(), - "qd_mvar": bus_x[:, QD_H].cpu().numpy(), - "vm_pu_target": bus_y[:, VM_H].cpu().numpy(), - "va_target": bus_y[:, VA_H].cpu().numpy(), - "pg_mw_target": agg_gen_on_bus.squeeze().cpu().numpy(), - "qg_mvar_target": bus_y[:, QG_H].cpu().numpy(), - "is_pq": mask_PQ.cpu().numpy().astype(int), - "is_pv": mask_PV.cpu().numpy().astype(int), - "is_ref": mask_REF.cpu().numpy().astype(int), - "vm_pu": output["bus"][:, VM_OUT].detach().cpu().numpy(), - "va": output["bus"][:, VA_OUT].detach().cpu().numpy(), - "pg_mw": output["bus"][:, PG_OUT].detach().cpu().numpy(), - "qg_mvar": output["bus"][:, QG_OUT].detach().cpu().numpy(), - "active res. (MW)": residual_P.detach().cpu().numpy(), - "reactive res. (MVar)": residual_Q.detach().cpu().numpy(), - "PBE": residual_mva.detach().cpu().numpy(), + "pd_mw": bus_x[:, PD_H].cpu().numpy(), # from original input + "qd_mvar": bus_x[:, QD_H].cpu().numpy(), # from original input + "vm_pu_target": bus_y[:, VM_H].cpu().numpy(), # from original input + "va_target": bus_y[:, VA_H].cpu().numpy(), # from original input + "pg_mw_target": agg_gen_on_bus.squeeze().cpu().numpy(), # from original input + "qg_mvar_target": bus_y[:, QG_H].cpu().numpy(), # from original input + "is_pq": mask_PQ.cpu().numpy().astype(int), # from original input + "is_pv": mask_PV.cpu().numpy().astype(int), # from original input + "is_ref": mask_REF.cpu().numpy().astype(int), # from original input + "vm_pu": output["bus"][:, VM_OUT].detach().cpu().numpy(), # predicted output + "va": output["bus"][:, VA_OUT].detach().cpu().numpy(), # predicted output + "pg_mw": output["bus"][:, PG_OUT].detach().cpu().numpy(), # predicted output + "qg_mvar": output["bus"][:, QG_OUT].detach().cpu().numpy(), # predicted output + "active res. (MW)": residual_P.detach().cpu().numpy(), # predicted output + "reactive res. (MVar)": residual_Q.detach().cpu().numpy(), # predicted output + "PBE": residual_mva.detach().cpu().numpy(), # predicted output } From 959435d61c92f340f40dd9b8e66b0e007b8a62c6 Mon Sep 17 00:00:00 2001 From: Alban Puech Date: Wed, 15 Apr 2026 11:24:33 -0400 Subject: [PATCH 17/36] added predict and dc baseline for opf --- gridfm_graphkit/tasks/opf_ac_dc_baseline.py | 306 ++++++++++++++++++ gridfm_graphkit/tasks/opf_task.py | 148 ++++++++- ..._ac_dc_metrics.py => pf_ac_dc_baseline.py} | 2 +- 3 files changed, 440 insertions(+), 16 deletions(-) create mode 100644 gridfm_graphkit/tasks/opf_ac_dc_baseline.py rename gridfm_graphkit/tasks/{compute_ac_dc_metrics.py => pf_ac_dc_baseline.py} (99%) diff --git a/gridfm_graphkit/tasks/opf_ac_dc_baseline.py b/gridfm_graphkit/tasks/opf_ac_dc_baseline.py new file mode 100644 index 00000000..595b712a --- /dev/null +++ b/gridfm_graphkit/tasks/opf_ac_dc_baseline.py @@ -0,0 +1,306 @@ +"""Compute AC/DC OPF baseline metrics on test splits. + +Uses the same AC/DC power-balance and residual aggregation as +:mod:`gridfm_graphkit.tasks.pf_ac_dc_baseline` (via shared helpers). + +Adds OPF-style inequality metrics. Compared to +:mod:`gridfm_graphkit.tasks.opf_task` ``test_step``: + +- **Residuals / runtime**: Same formulas as the PF baseline (ground-truth + ``compute_bus_balance`` on parquet), not the neural ``ComputeNodeResiduals`` + in the task. +- **Optimality**: The task logs ``Opt gap`` = mean(|cost_pred − cost_gt| / cost_gt) + per scenario (model vs label). Here **DC Mean optimality gap (%)** is the mean + over scenarios of |cost_dc − cost_ac| / cost_ac × 100 with scenario totals from + ``p_mw`` vs ``p_mw_dc`` (DC solution vs AC reference) +- **Branch thermal / angle / Qg**: Same relu-style violations and flat means as + the task; **Pg bound** violations are baseline-only (not logged in ``opf_task``). +""" + +import json +import os + +import numpy as np +import pandas as pd +from gridfm_datakit.utils.power_balance import ( + compute_branch_powers_vectorized, + compute_bus_balance, +) +from gridfm_graphkit.tasks.pf_ac_dc_baseline import ( + N_SCENARIO_PER_PARTITION, + NUM_PROCESSES, + _compute_residual_stats, + _compute_runtime_stats, +) + + +def _load_test_data(data_dir: str, test_scenario_ids: list[int]): + partitions = sorted(set(s // N_SCENARIO_PER_PARTITION for s in test_scenario_ids)) + test_set = set(test_scenario_ids) + partition_filter = [("scenario_partition", "in", partitions)] + + bus_df = pd.read_parquet( + os.path.join(data_dir, "bus_data.parquet"), + filters=partition_filter, + ) + gen_df = pd.read_parquet( + os.path.join(data_dir, "gen_data.parquet"), + filters=partition_filter, + ) + branch_df = pd.read_parquet( + os.path.join(data_dir, "branch_data.parquet"), + filters=partition_filter, + ) + branch_df = branch_df.drop(columns=["pf_dc", "pt_dc"], axis=1, errors="ignore") + runtime_df = pd.read_parquet( + os.path.join(data_dir, "runtime_data.parquet"), + filters=partition_filter, + ) + + bus_df = bus_df[bus_df["scenario"].isin(test_set)].reset_index(drop=True) + gen_df = gen_df[gen_df["scenario"].isin(test_set)].reset_index(drop=True) + branch_df = branch_df[branch_df["scenario"].isin(test_set)].reset_index(drop=True) + runtime_df = runtime_df[runtime_df["scenario"].isin(test_set)].reset_index(drop=True) + + print( + f" Loaded {len(bus_df)} bus rows, {len(gen_df)} gen rows, " + f"{len(branch_df)} branch rows, {len(runtime_df)} runtime rows " + f"for {len(test_set)} test scenarios", + ) + return bus_df, gen_df, branch_df, runtime_df + + +def _compute_optimality_gap(gen_df: pd.DataFrame) -> dict: + # Same aggregation as opf_task scatter_add + mean over graphs, but compares + # scenario DC cost vs AC cost (not model pred vs GT). + c0 = gen_df["cp0_eur"].to_numpy(dtype=float) + c1 = gen_df["cp1_eur_per_mw"].to_numpy(dtype=float) + c2 = gen_df["cp2_eur_per_mw2"].to_numpy(dtype=float) + pg_ac = gen_df["p_mw"].to_numpy(dtype=float) + pg_dc = gen_df["p_mw_dc"].to_numpy(dtype=float) + g = gen_df.copy() + g["cost_ac"] = c0 + c1 * pg_ac + c2 * pg_ac * pg_ac # all is already in MW + g["cost_dc"] = c0 + c1 * pg_dc + c2 * pg_dc * pg_dc # all is already in MW + per_scenario = g.groupby("scenario")[["cost_ac", "cost_dc"]].sum() + cost_ac = per_scenario["cost_ac"].to_numpy(dtype=float) + cost_dc = per_scenario["cost_dc"].to_numpy(dtype=float) + gap_pct = np.abs((cost_dc - cost_ac) / cost_ac * 100.0) + return { + "AC Mean optimality gap (%)": 0.0, + "DC Mean optimality gap (%)": float(np.nanmean(gap_pct)), + } + + +def _compute_pg_violations(gen_df: pd.DataFrame) -> dict: + min_p = gen_df["min_p_mw"].to_numpy(dtype=float) + max_p = gen_df["max_p_mw"].to_numpy(dtype=float) + pg_ac = gen_df["p_mw"].to_numpy(dtype=float) + pg_dc = gen_df["p_mw_dc"].to_numpy(dtype=float) + viol_ac = np.maximum(pg_ac - max_p, 0.0) + np.maximum(min_p - pg_ac, 0.0) + viol_dc = np.maximum(pg_dc - max_p, 0.0) + np.maximum(min_p - pg_dc, 0.0) + return { + "AC Mean Pg bound violation (MW)": float(np.nanmean(viol_ac)), + "DC Mean Pg bound violation (MW)": float(np.nanmean(viol_dc)), + } + + +def _compute_qg_violations_ac(bus_df: pd.DataFrame, gen_df: pd.DataFrame) -> dict: + # opf_task style on bus Qg; AC only + bus = bus_df.copy() + qg = bus["Qg"].to_numpy(dtype=float) + # complain if max_q_mvar == min_q_mvar for some gens of gen_df + assert (gen_df["max_q_mvar"] == gen_df["min_q_mvar"]).any() == False, "max_q_mvar == min_q_mvar for some gens of gen_df" + agg_gen = ( + gen_df.groupby(["scenario", "bus"])[["min_q_mvar", "max_q_mvar"]] + .sum() + .reset_index()) + bus = bus.merge(agg_gen, on=["scenario", "bus"], how="left") + assert bus[bus["PV"]==1]["min_q_mvar"].isna().sum() == 0, "PV buses have no min_q_mvar" + assert bus[bus["PV"]==1]["max_q_mvar"].isna().sum() == 0, "PV buses have no max_q_mvar" + assert bus[bus["REF"]==1]["min_q_mvar"].isna().sum() == 0, "REF buses have no min_q_mvar" + assert bus[bus["REF"]==1]["max_q_mvar"].isna().sum() == 0, "REF buses have no max_q_mvar" + bus["qg_violation_amount"] = np.maximum(qg - bus["max_q_mvar"], 0.0) + np.maximum(bus["min_q_mvar"] - qg, 0.0) + pv = bus[bus["PV"] == 1] + ref = bus[bus["REF"] == 1] + pv_ref = bus[(bus["PV"] == 1) | (bus["REF"] == 1)] + return { + "AC Mean Qg violation PV buses": float(np.nanmean(pv["qg_violation_amount"].to_numpy(dtype=float))), + "AC Mean Qg violation REF buses": float(np.nanmean(ref["qg_violation_amount"].to_numpy(dtype=float))), + "AC Mean Qg violation": float(np.nanmean(pv_ref["qg_violation_amount"].to_numpy(dtype=float))), + } + + +def _compute_branch_violations(branch_df: pd.DataFrame, bus_df: pd.DataFrame) -> dict: + rate = branch_df["rate_a"].to_numpy(dtype=float) + ac_from = np.sqrt( + branch_df["pf"].to_numpy(dtype=float) ** 2 + branch_df["qf"].to_numpy(dtype=float) ** 2, + ) + ac_to = np.sqrt( + branch_df["pt"].to_numpy(dtype=float) ** 2 + branch_df["qt"].to_numpy(dtype=float) ** 2, + ) + dc_from = np.abs(branch_df["pf_dc_computed"].to_numpy(dtype=float)) + dc_to = np.abs(branch_df["pt_dc_computed"].to_numpy(dtype=float)) + + ac_thermal_from = np.maximum(ac_from - rate, 0.0) + ac_thermal_to = np.maximum(ac_to - rate, 0.0) + dc_thermal_from = np.maximum(dc_from - rate, 0.0) + dc_thermal_to = np.maximum(dc_to - rate, 0.0) + + bus_angles = bus_df[["scenario", "bus", "Va", "Va_dc"]] + # convert to radians + bus_angles["Va"] = bus_angles["Va"] * np.pi / 180.0 + bus_angles["Va_dc"] = bus_angles["Va_dc"] * np.pi / 180.0 + from_angles = bus_angles.rename( + columns={"bus": "from_bus", "Va": "Va_from", "Va_dc": "Va_dc_from"}, + ) + to_angles = bus_angles.rename( + columns={"bus": "to_bus", "Va": "Va_to", "Va_dc": "Va_dc_to"}, + ) + br = branch_df.merge(from_angles, on=["scenario", "from_bus"], how="left") + br = br.merge(to_angles, on=["scenario", "to_bus"], how="left") + + # AC angle + ac_angle_diff = br["Va_from"] - br["Va_to"] + ac_angle_diff = (ac_angle_diff + np.pi) % (2 * np.pi) - np.pi # wrap to [-pi, pi] + ac_angle_excess_low = np.maximum(br["ang_min"] - ac_angle_diff, 0.0) + ac_angle_excess_high = np.maximum(ac_angle_diff - br["ang_max"], 0.0) + mean_ac_angle_violation = np.mean(ac_angle_excess_low + ac_angle_excess_high) + # DC angle + dc_angle_diff = br["Va_dc_from"] - br["Va_dc_to"] + dc_angle_diff = (dc_angle_diff + np.pi) % (2 * np.pi) - np.pi + dc_angle_excess_low = np.maximum(br["ang_min"] - dc_angle_diff, 0.0) + dc_angle_excess_high = np.maximum(dc_angle_diff - br["ang_max"], 0.0) + mean_dc_angle_violation = np.mean(dc_angle_excess_low + dc_angle_excess_high) + + return { + "AC Mean branch thermal violation from (MVA)": float(np.nanmean(ac_thermal_from)), + "AC Mean branch thermal violation to (MVA)": float(np.nanmean(ac_thermal_to)), + "AC Mean branch angle difference violation (radians)": float(mean_ac_angle_violation), + "DC Mean branch thermal violation from (MVA)": float(np.nanmean(dc_thermal_from)), + "DC Mean branch thermal violation to (MVA)": float(np.nanmean(dc_thermal_to)), + "DC Mean branch angle difference violation (radians)": float(mean_dc_angle_violation), + } + + +def compute_opf_ac_dc_metrics( + artifacts_dir: str, + data_dir: str, + grid_name: str, + sn_mva: float, +) -> bool: + """Compute AC/DC OPF baseline metrics (PF metrics + OPF inequalities), save results. + + Saves: + - Aggregated metrics (CSV) + - AC per-bus residuals (Parquet) + - DC per-bus residuals (Parquet) + + Returns: + True if metrics were computed, False if splits JSON was not found. + """ + + splits_json = os.path.join( + artifacts_dir, + "stats", + f"{grid_name}_scenario_splits.json", + ) + if not os.path.exists(splits_json): + print(f" Skipping: no splits JSON found at {splits_json}") + return False + + with open(splits_json) as f: + test_ids = json.load(f)["test"] + + print(f" Test split: {len(test_ids)} scenarios") + + bus_df, gen_df, branch_df, runtime_df = _load_test_data(data_dir, test_ids) + + print(" Computing AC power balance...") + balance_ac = compute_bus_balance( + bus_df, + branch_df, + branch_df[["pf", "qf", "pt", "qt"]], + dc=False, + sn_mva=sn_mva, + ) + ac_stats = _compute_residual_stats(balance_ac, dc=False) + + print(" Computing DC power balance...") + pf_dc, _, pt_dc, _ = compute_branch_powers_vectorized( + branch_df, + bus_df, + dc=True, + sn_mva=sn_mva, + ) + balance_dc = compute_bus_balance( + bus_df, + branch_df, + pd.DataFrame( + {"pf_dc": pf_dc, "pt_dc": pt_dc}, + index=branch_df.index, + ), + dc=True, + sn_mva=sn_mva, + ) + dc_stats = _compute_residual_stats(balance_dc, dc=True) + + branch_df = branch_df.copy() + branch_df["pf_dc_computed"] = pf_dc + branch_df["pt_dc_computed"] = pt_dc + + # drop pf_dc and pt_dc from branch_df + branch_df = branch_df.drop(columns=["pf_dc", "pt_dc"], axis=1) + + opf_extra = {} + opf_extra.update(_compute_optimality_gap(gen_df)) + opf_extra.update(_compute_branch_violations(branch_df, bus_df)) + opf_extra.update(_compute_pg_violations(gen_df)) + opf_extra.update(_compute_qg_violations_ac(bus_df, gen_df)) + + out_dir = os.path.join(artifacts_dir, "test") + os.makedirs(out_dir, exist_ok=True) + + ac_bus_residuals = ( + balance_ac[["scenario", "bus", "P_mis_ac", "Q_mis_ac"]] + .copy() + .rename( + columns={ + "P_mis_ac": "active res. (MW)", + "Q_mis_ac": "reactive res. (MVar)", + }, + ) + ) + ac_residuals_path = os.path.join(out_dir, f"{grid_name}_ac_bus_residuals.parquet") + ac_bus_residuals.to_parquet(ac_residuals_path, index=False) + print(f" AC per-bus residuals saved to {ac_residuals_path}") + + dc_bus_residuals = ( + balance_dc[["scenario", "bus", "P_mis_dc"]] + .copy() + .rename( + columns={ + "P_mis_dc": "DC active res. (MW)", + }, + ) + ) + dc_residuals_path = os.path.join(out_dir, f"{grid_name}_dc_bus_residuals.parquet") + dc_bus_residuals.to_parquet(dc_residuals_path, index=False) + print(f" DC per-bus residuals saved to {dc_residuals_path}") + + runtime_stats = _compute_runtime_stats(runtime_df) + + rows = [] + for key, val in ac_stats.items(): + rows.append({"Metric": f"AC {key}", "Value": val}) + for key, val in dc_stats.items(): + rows.append({"Metric": f"DC {key}", "Value": val}) + for key, val in opf_extra.items(): + rows.append({"Metric": key, "Value": val}) + for key, val in runtime_stats.items(): + rows.append({"Metric": key, "Value": val}) + + metrics_path = os.path.join(out_dir, f"{grid_name}_opf_ac_dc_metrics.csv") + pd.DataFrame(rows).to_csv(metrics_path, index=False) + print(f" Aggregated OPF AC/DC metrics saved to {metrics_path}") + + return True diff --git a/gridfm_graphkit/tasks/opf_task.py b/gridfm_graphkit/tasks/opf_task.py index 06d938df..7df1344c 100644 --- a/gridfm_graphkit/tasks/opf_task.py +++ b/gridfm_graphkit/tasks/opf_task.py @@ -1,5 +1,7 @@ from gridfm_graphkit.datasets.globals import ( # Bus feature indices + PD_H, + QD_H, QG_H, VM_H, VA_H, @@ -12,6 +14,8 @@ QG_OUT, # Generator feature indices PG_H, + MIN_PG, + MAX_PG, C0_H, C1_H, C2_H, @@ -28,8 +32,8 @@ plot_residuals_histograms, residual_stats_by_type, ) -from pytorch_lightning.utilities import rank_zero_only import torch +import torch.distributed as dist import torch.nn.functional as F from torch_scatter import scatter_add from gridfm_graphkit.models.utils import ( @@ -112,7 +116,7 @@ def test_step(self, batch, batch_idx, dataloader_idx=0): # output["bus"] = target Pft, Qft = branch_flow_layer(output["bus"], bus_edge_index, bus_edge_attr) - # Compute branch termal limits violations + # Compute branch thermal limits violations Sft = torch.sqrt(Pft**2 + Qft**2) # apparent power flow per branch branch_thermal_limits = bus_edge_attr[:, RATE_A] branch_thermal_excess = F.relu(Sft - branch_thermal_limits) @@ -132,13 +136,14 @@ def test_step(self, batch, batch_idx, dataloader_idx=0): bus_angles = output["bus"][:, VA_OUT] # in degrees from_bus = bus_edge_index[0] to_bus = bus_edge_index[1] - angle_diff = torch.abs(bus_angles[from_bus] - bus_angles[to_bus]) + angle_diff = bus_angles[from_bus] - bus_angles[to_bus] # keep sign + angle_diff = (angle_diff + torch.pi) % (2 * torch.pi) - torch.pi # wrap to [-pi, pi] + angle_excess_low = F.relu(angle_min - angle_diff) + angle_excess_high = F.relu(angle_diff - angle_max) - angle_excess_low = F.relu(angle_min - angle_diff) # violation if too small - angle_excess_high = F.relu(angle_diff - angle_max) # violation if too large - branch_angle_violation_mean = ( - torch.mean(angle_excess_low + angle_excess_high) * 180.0 / torch.pi - ) + branch_angle_violation_mean = torch.mean( + angle_excess_low + angle_excess_high + ) # mean of the abs violation P_in, Q_in = node_injection_layer(Pft, Qft, bus_edge_index, num_bus) residual_P, residual_Q = node_residuals_layer( @@ -167,6 +172,8 @@ def test_step(self, batch, batch_idx, dataloader_idx=0): mean_Qg_violation_PV = Qg_violation_amount[mask_PV].mean() mean_Qg_violation_REF = Qg_violation_amount[mask_REF].mean() + mask_PV_REF = mask_PV | mask_REF # PV or REF buses + mean_Qg_violation = Qg_violation_amount[mask_PV_REF].mean() # if self.args.verbose: mean_res_P_PQ, max_res_P_PQ = residual_stats_by_type( @@ -261,8 +268,10 @@ def test_step(self, batch, batch_idx, dataloader_idx=0): loss_dict["Branch voltage angle difference violations"] = ( branch_angle_violation_mean ) - loss_dict["Mean Qg violation PV buses"] = mean_Qg_violation_PV + loss_dict["Mean Qg violation PV buses"] = mean_Qg_violation_PV # mean of the abs violation over the entire batch (all oines in the batch). + # this is then overaged over all the batches and gives same weight to all batches despite them possibly having varying number of branches loss_dict["Mean Qg violation REF buses"] = mean_Qg_violation_REF + loss_dict["Mean Qg violation"] = mean_Qg_violation loss_dict["MSE PQ nodes - PG"] = mse_PQ[PG_OUT] loss_dict["MSE PV nodes - PG"] = mse_PV[PG_OUT] @@ -293,8 +302,25 @@ def test_step(self, batch, batch_idx, dataloader_idx=0): ) return - @rank_zero_only def on_test_end(self): + # In DDP, gather verbose test outputs from all ranks to rank 0 + # so that plots and detailed analysis cover the full test set. + if self.args.verbose and dist.is_available() and dist.is_initialized(): + world_size = dist.get_world_size() + gathered = [None] * world_size if dist.get_rank() == 0 else None + dist.gather_object(self.test_outputs, gathered, dst=0) + if dist.get_rank() == 0: + merged = {i: [] for i in range(len(self.args.data.networks))} + for rank_data in gathered: + for dl_idx, batches in rank_data.items(): + merged[dl_idx].extend(batches) + self.test_outputs = merged + + # Only rank 0 proceeds with logging, CSV writing, and plotting + if dist.is_available() and dist.is_initialized() and dist.get_rank() != 0: + self.test_outputs.clear() + return + if isinstance(self.logger, MLFlowLogger): artifact_dir = os.path.join( self.logger.save_dir, @@ -341,10 +367,10 @@ def on_test_end(self): rmse_gen = metrics.get("MSE PG", 0) ** 0.5 optimality_gap = metrics.get("Opt gap", " ") branch_thermal_violation_from = metrics.get( - "Branch termal violation from", + "Branch thermal violation from", " ", ) - branch_thermal_violation_to = metrics.get("Branch termal violation to", " ") + branch_thermal_violation_to = metrics.get("Branch thermal violation to", " ") branch_angle_violation = metrics.get( "Branch voltage angle difference violations", " ", @@ -354,6 +380,7 @@ def on_test_end(self): "Mean Qg violation REF buses", " ", ) + mean_qg_violation = metrics.get("Mean Qg violation", " ") # --- Main RMSE metrics file --- data_main = { @@ -372,11 +399,12 @@ def on_test_end(self): "Avg. reactive res. (MVar)", "RMSE PG generators (MW)", "Mean optimality gap (%)", - "Mean branch termal violation from (MVA)", - "Mean branch termal violation to (MVA)", + "Mean branch thermal violation from (MVA)", + "Mean branch thermal violation to (MVA)", "Mean branch angle difference violation (radians)", "Mean Qg violation PV buses", "Mean Qg violation REF buses", + "Mean Qg violation", ], "Value": [ avg_active_res, @@ -388,6 +416,7 @@ def on_test_end(self): branch_angle_violation, mean_qg_violation_PV_buses, mean_qg_violation_REF_buses, + mean_qg_violation, ], } df_residuals = pd.DataFrame(data_residuals) @@ -482,4 +511,93 @@ def on_test_end(self): self.test_outputs.clear() def predict_step(self, batch, batch_idx, dataloader_idx=0): - raise NotImplementedError + output, _ = self.shared_step(batch) + + self.data_normalizers[dataloader_idx].inverse_transform(batch) + self.data_normalizers[dataloader_idx].inverse_output(output, batch) + + branch_flow_layer = ComputeBranchFlow() + node_injection_layer = ComputeNodeInjection() + node_residuals_layer = ComputeNodeResiduals() + + num_bus = batch.x_dict["bus"].size(0) + bus_edge_index = batch.edge_index_dict[("bus", "connects", "bus")] + bus_edge_attr = batch.edge_attr_dict[("bus", "connects", "bus")] + + Pft, Qft = branch_flow_layer(output["bus"], bus_edge_index, bus_edge_attr) + P_in, Q_in = node_injection_layer(Pft, Qft, bus_edge_index, num_bus) + residual_P, residual_Q = node_residuals_layer( + P_in, + Q_in, + output["bus"], + batch.x_dict["bus"], + ) + residual_P = torch.abs(residual_P) + residual_Q = torch.abs(residual_Q) + residual_mva = torch.sqrt(residual_P**2 + residual_Q**2) + + bus_batch = batch.batch_dict["bus"] + scenario_ids = batch["scenario_id"][bus_batch] + local_bus_idx = torch.cat( + [ + torch.arange(c, device=bus_batch.device) + for c in torch.bincount(bus_batch) + ], + ) # this works because the order of the buses is preserved by the groupby in the dataset wrapper and datakit data has buses in increasing order. + + bus_x = batch.x_dict["bus"] + bus_y = batch.y_dict["bus"] + mask_PQ = batch.mask_dict["PQ"] + mask_PV = batch.mask_dict["PV"] + mask_REF = batch.mask_dict["REF"] + + _, gen_to_bus_index = batch.edge_index_dict[("gen", "connected_to", "bus")] + agg_gen_on_bus = scatter_add( + batch.y_dict["gen"], + gen_to_bus_index, + dim=0, + dim_size=num_bus, + ) + gen_batch = batch.batch_dict["gen"] + gen_scenario_ids = batch["scenario_id"][gen_batch] + local_gen_idx = torch.cat( + [ + torch.arange(c, device=gen_batch.device) + for c in torch.bincount(gen_batch) + ], + ) + gen_x = batch.x_dict["gen"] + gen_target = batch.y_dict["gen"].reshape(-1) + gen_pred = output["gen"].reshape(-1) + + return { + "bus": { + "scenario": scenario_ids.cpu().numpy(), + "bus": local_bus_idx.cpu().numpy(), + "pd_mw": bus_x[:, PD_H].cpu().numpy(), + "qd_mvar": bus_x[:, QD_H].cpu().numpy(), + "vm_pu_target": bus_y[:, VM_H].cpu().numpy(), + "va_target": bus_y[:, VA_H].cpu().numpy(), + "pg_mw_target": agg_gen_on_bus.squeeze().cpu().numpy(), + "qg_mvar_target": bus_y[:, QG_H].cpu().numpy(), + "is_pq": mask_PQ.cpu().numpy().astype(int), + "is_pv": mask_PV.cpu().numpy().astype(int), + "is_ref": mask_REF.cpu().numpy().astype(int), + "vm_pu": output["bus"][:, VM_OUT].detach().cpu().numpy(), + "va": output["bus"][:, VA_OUT].detach().cpu().numpy(), + "pg_mw": output["bus"][:, PG_OUT].detach().cpu().numpy(), + "qg_mvar": output["bus"][:, QG_OUT].detach().cpu().numpy(), + "active res. (MW)": residual_P.detach().cpu().numpy(), + "reactive res. (MVar)": residual_Q.detach().cpu().numpy(), + "PBE": residual_mva.detach().cpu().numpy(), + }, + "gen": { + "scenario": gen_scenario_ids.cpu().numpy(), + "gen": local_gen_idx.cpu().numpy(), + "connected_bus": local_bus_idx[gen_to_bus_index].cpu().numpy(), + "pg_mw_target": gen_target.cpu().numpy(), + "pg_mw": gen_pred.detach().cpu().numpy(), + "min_pg_mw": gen_x[:, MIN_PG].cpu().numpy(), + "max_pg_mw": gen_x[:, MAX_PG].cpu().numpy(), + }, + } diff --git a/gridfm_graphkit/tasks/compute_ac_dc_metrics.py b/gridfm_graphkit/tasks/pf_ac_dc_baseline.py similarity index 99% rename from gridfm_graphkit/tasks/compute_ac_dc_metrics.py rename to gridfm_graphkit/tasks/pf_ac_dc_baseline.py index 8dcfc8c0..805b6e6a 100644 --- a/gridfm_graphkit/tasks/compute_ac_dc_metrics.py +++ b/gridfm_graphkit/tasks/pf_ac_dc_baseline.py @@ -99,7 +99,7 @@ def _compute_runtime_stats(runtime_df: pd.DataFrame) -> dict: return results -def compute_ac_dc_metrics( +def compute_pf_ac_dc_metrics( artifacts_dir: str, data_dir: str, grid_name: str, From 4c85499e4e663d713e931b164baea1dee1804bd3 Mon Sep 17 00:00:00 2001 From: Alban Puech Date: Wed, 15 Apr 2026 11:24:49 -0400 Subject: [PATCH 18/36] added todo about gen and bus idx --- gridfm_graphkit/datasets/powergrid_hetero_dataset.py | 8 +++++++- 1 file changed, 7 insertions(+), 1 deletion(-) diff --git a/gridfm_graphkit/datasets/powergrid_hetero_dataset.py b/gridfm_graphkit/datasets/powergrid_hetero_dataset.py index 652cd5d0..82f57a57 100644 --- a/gridfm_graphkit/datasets/powergrid_hetero_dataset.py +++ b/gridfm_graphkit/datasets/powergrid_hetero_dataset.py @@ -136,7 +136,8 @@ def process(self): ] + common_branch_features # Group by scenario - bus_groups = bus_data.groupby("scenario") + bus_groups = bus_data.groupby("scenario") # Groupby preserves the order of rows within each group. + # https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.groupby.html gen_groups = gen_data.groupby("scenario") branch_groups = branch_data.groupby("scenario") @@ -157,12 +158,17 @@ def process(self): # Bus nodes bus_df = bus_groups.get_group(scenario) + # assert that the buses are in increasing order + assert (bus_df["bus"].values == torch.arange(len(bus_df))).all(), "Buses are not in increasing order" + #todo: we should remove this assert and store the bus idx in the tensors + # right now we need the increasing order for e.g. the predict step that uses torch.arange(n_nodes) to index the buses. data["bus"].x = torch.tensor(bus_df[bus_features].values, dtype=torch.float) # Generator nodes gen_df = gen_groups.get_group(scenario).reset_index() data["gen"].x = torch.tensor(gen_df[gen_features].values, dtype=torch.float) gen_df["gen_index"] = gen_df.index # Use actual index as generator ID + # todo: change this to instead use the generator id as the index data["bus"].y = data["bus"].x[:, : (VA_H + 1)].clone() data["gen"].y = data["gen"].x[:, : (PG_H + 1)].clone() From 215b5a121f9ebaca88c1a6708451d554aba9fdca Mon Sep 17 00:00:00 2001 From: Alban Puech Date: Wed, 15 Apr 2026 11:26:13 -0400 Subject: [PATCH 19/36] fixed comment in normalizer --- gridfm_graphkit/datasets/normalizers.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/gridfm_graphkit/datasets/normalizers.py b/gridfm_graphkit/datasets/normalizers.py index 11601a66..6d707611 100644 --- a/gridfm_graphkit/datasets/normalizers.py +++ b/gridfm_graphkit/datasets/normalizers.py @@ -513,7 +513,7 @@ def transform(self, data: HeteroData): data.is_normalized = True def inverse_transform(self, data: HeteroData): - """Undo per-unit normalization (multiply by baseMVA, rad->deg, inverse log1p for cost coeffs).""" + """Undo per-unit normalization (multiply by baseMVA, inverse log1p for cost coeffs).""" if self._baseMVA_lookup is None: raise ValueError("Normalizer not fitted or lookups not loaded") if not data.is_normalized.all(): From 5b5dd38e958696018193201249aa61990c867ee7 Mon Sep 17 00:00:00 2001 From: Alban Puech Date: Wed, 15 Apr 2026 11:26:28 -0400 Subject: [PATCH 20/36] added comment when creating training dataloader --- gridfm_graphkit/datasets/hetero_powergrid_datamodule.py | 1 + 1 file changed, 1 insertion(+) diff --git a/gridfm_graphkit/datasets/hetero_powergrid_datamodule.py b/gridfm_graphkit/datasets/hetero_powergrid_datamodule.py index 37336a2e..06b65698 100644 --- a/gridfm_graphkit/datasets/hetero_powergrid_datamodule.py +++ b/gridfm_graphkit/datasets/hetero_powergrid_datamodule.py @@ -433,6 +433,7 @@ def _dataloader_kwargs(self): return kwargs def train_dataloader(self): + print("creating train dataloader for rank ", dist.get_rank()) return DataLoader( self.train_dataset_multi, batch_size=self.batch_size, From 3f460db63e94d1d2012f30c5c357574e96e05688 Mon Sep 17 00:00:00 2001 From: Alban Puech Date: Wed, 15 Apr 2026 11:26:51 -0400 Subject: [PATCH 21/36] fixed cli to handle predictions for opf --- gridfm_graphkit/cli.py | 50 ++++++++++++++++++++++++++++++++---------- 1 file changed, 38 insertions(+), 12 deletions(-) diff --git a/gridfm_graphkit/cli.py b/gridfm_graphkit/cli.py index 3763fda6..055d699a 100644 --- a/gridfm_graphkit/cli.py +++ b/gridfm_graphkit/cli.py @@ -11,7 +11,8 @@ import pandas as pd from gridfm_graphkit.io.param_handler import get_task -from gridfm_graphkit.tasks.compute_ac_dc_metrics import compute_ac_dc_metrics +from gridfm_graphkit.tasks.opf_ac_dc_baseline import compute_opf_ac_dc_metrics +from gridfm_graphkit.tasks.pf_ac_dc_baseline import compute_pf_ac_dc_metrics from lightning.pytorch.callbacks.early_stopping import EarlyStopping from lightning.pytorch.callbacks.model_checkpoint import ModelCheckpoint from lightning.pytorch.loggers import MLFlowLogger @@ -41,6 +42,14 @@ def _load_plugins(plugins: list[str]) -> None: ) from e +def _predictions_to_dataframe(predictions: list[dict[str, np.ndarray]]) -> pd.DataFrame: + rows = {key: [] for key in predictions[0].keys()} + for batch in predictions: + for key in rows: + rows[key].append(batch[key]) + return pd.DataFrame({key: np.concatenate(vals) for key, vals in rows.items()}) + + def _validate_dataset_wrapper(name: str | None) -> None: """Raise a helpful error if *name* is not registered in DATASET_WRAPPER_REGISTRY.""" if name is None: @@ -235,11 +244,20 @@ def main_cli(args): compute_dc_ac = getattr(args, "compute_dc_ac_metrics", False) if compute_dc_ac: + task_type = {"optimalpowerflow": "opf", "powerflow": "pf"}.get( + str(getattr(getattr(config_args, "task", None), "task_name", "")).lower(), + ) + sn_mva = config_args.data.baseMVA for grid_name in config_args.data.networks: raw_dir = os.path.join(args.data_path, grid_name, "raw") print(f"\nComputing ground-truth AC/DC metrics for {grid_name}...") - compute_ac_dc_metrics(artifacts_dir, raw_dir, grid_name, sn_mva) + if task_type == "opf": + compute_opf_ac_dc_metrics(artifacts_dir, raw_dir, grid_name, sn_mva) + elif task_type == "pf": + compute_pf_ac_dc_metrics(artifacts_dir, raw_dir, grid_name, sn_mva) + else: + raise ValueError(f"Invalid task: {task_type}") save_output = getattr(args, "save_output", False) or args.command == "predict" if save_output: @@ -260,19 +278,27 @@ def main_cli(args): ) predictions = predict_trainer.predict(model=model, datamodule=litGrid) - rows = {key: [] for key in predictions[0].keys()} - for batch in predictions: - for key in rows: - rows[key].append(batch[key]) - - df = pd.DataFrame({key: np.concatenate(vals) for key, vals in rows.items()}) - grid_name = config_args.data.networks[0] if args.command == "predict": output_dir = args.output_path else: output_dir = os.path.join(artifacts_dir, "test") os.makedirs(output_dir, exist_ok=True) - out_path = os.path.join(output_dir, f"{grid_name}_predictions.parquet") - df.to_parquet(out_path, index=False) - print(f"Saved predictions to {out_path}") + first_prediction = predictions[0] + if any(isinstance(value, dict) for value in first_prediction.values()): + for table_name in first_prediction: + df = _predictions_to_dataframe( + [batch[table_name] for batch in predictions], + ) + suffix = "" if table_name == "bus" else f"_{table_name}" + out_path = os.path.join( + output_dir, + f"{grid_name}{suffix}_predictions.parquet", + ) + df.to_parquet(out_path, index=False) + print(f"Saved {table_name} predictions to {out_path}") + else: + df = _predictions_to_dataframe(predictions) + out_path = os.path.join(output_dir, f"{grid_name}_predictions.parquet") + df.to_parquet(out_path, index=False) + print(f"Saved predictions to {out_path}") From a321733e270ef66c75e1148951d7b4da9dda1a6c Mon Sep 17 00:00:00 2001 From: Alban Puech Date: Thu, 16 Apr 2026 10:17:29 -0400 Subject: [PATCH 22/36] fixed config files --- examples/config/HGNS_OPF_Ola_case500.yaml | 2 +- examples/config/HGNS_OPF_datakit_case14.yaml | 5 ++++- .../datasets/hetero_powergrid_datamodule.py | 18 +++++++++--------- 3 files changed, 14 insertions(+), 11 deletions(-) diff --git a/examples/config/HGNS_OPF_Ola_case500.yaml b/examples/config/HGNS_OPF_Ola_case500.yaml index 01676272..9cdb27f4 100644 --- a/examples/config/HGNS_OPF_Ola_case500.yaml +++ b/examples/config/HGNS_OPF_Ola_case500.yaml @@ -28,7 +28,7 @@ optimizer: lr_decay: 0.7 lr_patience: 5 training: - batch_size: 64 + batch_size: 16 epochs: 200 loss_weights: - 0.1 diff --git a/examples/config/HGNS_OPF_datakit_case14.yaml b/examples/config/HGNS_OPF_datakit_case14.yaml index 4ed0aa7b..c4a8c532 100644 --- a/examples/config/HGNS_OPF_datakit_case14.yaml +++ b/examples/config/HGNS_OPF_datakit_case14.yaml @@ -34,15 +34,18 @@ training: loss_weights: - 0.1 - 0.1 - - 0.8 + - 0.75 + - 0.001 losses: - LayeredWeightedPhysics - MaskedGenMSE - MaskedBusMSE + - QgViolationPenalty loss_args: - base_weight: 0.5 - {} - {} + - {} accelerator: auto devices: auto strategy: auto diff --git a/gridfm_graphkit/datasets/hetero_powergrid_datamodule.py b/gridfm_graphkit/datasets/hetero_powergrid_datamodule.py index 06b65698..94c2c010 100644 --- a/gridfm_graphkit/datasets/hetero_powergrid_datamodule.py +++ b/gridfm_graphkit/datasets/hetero_powergrid_datamodule.py @@ -422,18 +422,18 @@ def _dataloader_kwargs(self): # "received 0 items of ancdata" with the default 'fork' start method. # 'forkserver' avoids fd-passing by having a dedicated server process # that re-opens shared memory objects by name instead. - if ( - num_workers > 0 - and torch.multiprocessing.get_start_method(allow_none=True) != "spawn" - ): - import platform - - if platform.system() == "Linux": - kwargs["multiprocessing_context"] = "forkserver" + # if ( + # num_workers > 0 + # and torch.multiprocessing.get_start_method(allow_none=True) != "spawn" + # ): + # import platform + + # if platform.system() == "Linux": + # kwargs["multiprocessing_context"] = "forkserver" return kwargs def train_dataloader(self): - print("creating train dataloader for rank ", dist.get_rank()) + print("creating train dataloader for rank ", dist.get_rank() if dist.is_available() and dist.is_initialized() else "not distributed") return DataLoader( self.train_dataset_multi, batch_size=self.batch_size, From 8b85319919625f1320c648d8454eba778adff0bd Mon Sep 17 00:00:00 2001 From: Alban Puech Date: Fri, 17 Apr 2026 15:15:30 +0200 Subject: [PATCH 23/36] added compute_dc_ac_metrics to train parser --- gridfm_graphkit/__main__.py | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/gridfm_graphkit/__main__.py b/gridfm_graphkit/__main__.py index 63a72cee..277ad862 100644 --- a/gridfm_graphkit/__main__.py +++ b/gridfm_graphkit/__main__.py @@ -76,6 +76,10 @@ def main(): choices=["simple", "advanced", "pytorch"], help="Enable Lightning profiler: 'simple', 'advanced', or 'pytorch'.", ) + train_parser.add_argument( + "--compute_dc_ac_metrics", + action="store_true", + ) # ---- FINETUNE SUBCOMMAND ---- finetune_parser = subparsers.add_parser("finetune", help="Run fine-tuning") From d17511f96fa910456f3acc21ba5e0e753f654ed4 Mon Sep 17 00:00:00 2001 From: Alban Puech Date: Fri, 17 Apr 2026 15:18:19 +0200 Subject: [PATCH 24/36] added mps compatibility moving stuff to cpu when using torch_scatter --- gridfm_graphkit/datasets/normalizers.py | 10 +++++----- gridfm_graphkit/tasks/utils.py | 18 ++++++++++++++++-- 2 files changed, 21 insertions(+), 7 deletions(-) diff --git a/gridfm_graphkit/datasets/normalizers.py b/gridfm_graphkit/datasets/normalizers.py index 6d707611..eb5652d7 100644 --- a/gridfm_graphkit/datasets/normalizers.py +++ b/gridfm_graphkit/datasets/normalizers.py @@ -228,8 +228,8 @@ def transform(self, data: HeteroData): data.edge_attr_dict[("bus", "connects", "bus")][:, ANG_MIN] *= torch.pi / 180.0 data.edge_attr_dict[("bus", "connects", "bus")][:, ANG_MAX] *= torch.pi / 180.0 data.edge_attr_dict[("bus", "connects", "bus")][:, RATE_A] /= self.baseMVA - data.baseMVA = self.baseMVA - data.is_normalized = True + data.baseMVA = torch.tensor(self.baseMVA, dtype=data.x_dict["bus"].dtype) # # needs to be float32 for MPS + data.is_normalized = torch.tensor(True, dtype=torch.bool) # needs to be bool for MPS def inverse_transform(self, data: HeteroData): if self.baseMVA is None or self.baseMVA == 0: @@ -299,7 +299,7 @@ def inverse_transform(self, data: HeteroData): data.edge_attr_dict[("bus", "connects", "bus")][:, ANG_MAX] *= 180.0 / torch.pi data.edge_attr_dict[("bus", "connects", "bus")][:, RATE_A] *= self.baseMVA - data.is_normalized = False + data.is_normalized = torch.tensor(False, dtype=torch.bool) # needs to be bool for MPS def inverse_output(self, output, batch): bus_output = output["bus"] @@ -510,7 +510,7 @@ def transform(self, data: HeteroData): data.edge_attr_dict[("bus", "connects", "bus")][:, ANG_MIN] *= torch.pi / 180.0 data.edge_attr_dict[("bus", "connects", "bus")][:, ANG_MAX] *= torch.pi / 180.0 data.edge_attr_dict[("bus", "connects", "bus")][:, RATE_A] /= e_b - data.is_normalized = True + data.is_normalized = torch.tensor(True, dtype=torch.bool) # needs to be bool for MPS def inverse_transform(self, data: HeteroData): """Undo per-unit normalization (multiply by baseMVA, inverse log1p for cost coeffs).""" @@ -573,7 +573,7 @@ def inverse_transform(self, data: HeteroData): data.edge_attr_dict[("bus", "connects", "bus")][:, ANG_MAX] *= 180.0 / torch.pi data.edge_attr_dict[("bus", "connects", "bus")][:, RATE_A] *= e_b - data.is_normalized = False + data.is_normalized = torch.tensor(False, dtype=torch.bool) # needs to be bool for MPS def inverse_output(self, output, batch): """ diff --git a/gridfm_graphkit/tasks/utils.py b/gridfm_graphkit/tasks/utils.py index c77a9953..b7be8b77 100644 --- a/gridfm_graphkit/tasks/utils.py +++ b/gridfm_graphkit/tasks/utils.py @@ -9,8 +9,22 @@ def residual_stats_by_type(residual, mask, bus_batch): residual_masked = residual[mask] batch_masked = bus_batch[mask] - mean_res = scatter_mean(torch.abs(residual_masked), batch_masked, dim=0) - max_res, _ = scatter_max(torch.abs(residual_masked), batch_masked, dim=0) + abs_residual = torch.abs(residual_masked) + + # torch_scatter on MPS can dispatch into a CPU-only path for scatter_max. + # Compute the grouped stats on CPU and move the results back so verbose + # evaluation works without changing the torch/torch_scatter stack. + if abs_residual.device.type == "mps": + abs_residual_cpu = abs_residual.cpu() + batch_masked_cpu = batch_masked.cpu() + mean_res = scatter_mean(abs_residual_cpu, batch_masked_cpu, dim=0).to( + abs_residual.device, + ) + max_res, _ = scatter_max(abs_residual_cpu, batch_masked_cpu, dim=0) + max_res = max_res.to(abs_residual.device) + else: + mean_res = scatter_mean(abs_residual, batch_masked, dim=0) + max_res, _ = scatter_max(abs_residual, batch_masked, dim=0) return mean_res, max_res From 4d67747f8c8ff5323875fb1ec2d5df7dc197a2f8 Mon Sep 17 00:00:00 2001 From: Alban Puech Date: Fri, 17 Apr 2026 15:19:00 +0200 Subject: [PATCH 25/36] fix loc warning and column drop --- gridfm_graphkit/tasks/opf_ac_dc_baseline.py | 8 +++----- 1 file changed, 3 insertions(+), 5 deletions(-) diff --git a/gridfm_graphkit/tasks/opf_ac_dc_baseline.py b/gridfm_graphkit/tasks/opf_ac_dc_baseline.py index 595b712a..d22cb391 100644 --- a/gridfm_graphkit/tasks/opf_ac_dc_baseline.py +++ b/gridfm_graphkit/tasks/opf_ac_dc_baseline.py @@ -51,7 +51,7 @@ def _load_test_data(data_dir: str, test_scenario_ids: list[int]): os.path.join(data_dir, "branch_data.parquet"), filters=partition_filter, ) - branch_df = branch_df.drop(columns=["pf_dc", "pt_dc"], axis=1, errors="ignore") + branch_df = branch_df.drop(columns=["pf_dc", "pt_dc"], axis=1) runtime_df = pd.read_parquet( os.path.join(data_dir, "runtime_data.parquet"), filters=partition_filter, @@ -148,8 +148,8 @@ def _compute_branch_violations(branch_df: pd.DataFrame, bus_df: pd.DataFrame) -> bus_angles = bus_df[["scenario", "bus", "Va", "Va_dc"]] # convert to radians - bus_angles["Va"] = bus_angles["Va"] * np.pi / 180.0 - bus_angles["Va_dc"] = bus_angles["Va_dc"] * np.pi / 180.0 + bus_angles.loc[:, "Va"] = bus_angles["Va"] * np.pi / 180.0 + bus_angles.loc[:, "Va_dc"] = bus_angles["Va_dc"] * np.pi / 180.0 from_angles = bus_angles.rename( columns={"bus": "from_bus", "Va": "Va_from", "Va_dc": "Va_dc_from"}, ) @@ -248,8 +248,6 @@ def compute_opf_ac_dc_metrics( branch_df["pf_dc_computed"] = pf_dc branch_df["pt_dc_computed"] = pt_dc - # drop pf_dc and pt_dc from branch_df - branch_df = branch_df.drop(columns=["pf_dc", "pt_dc"], axis=1) opf_extra = {} opf_extra.update(_compute_optimality_gap(gen_df)) From c25ee091765b5fa8d33eac6381504953eed17aec Mon Sep 17 00:00:00 2001 From: Alban Puech Date: Fri, 17 Apr 2026 15:20:21 +0200 Subject: [PATCH 26/36] add transfer_batch_to_device to cast to float 32 for mps support --- gridfm_graphkit/tasks/base_task.py | 14 ++++++++++++++ 1 file changed, 14 insertions(+) diff --git a/gridfm_graphkit/tasks/base_task.py b/gridfm_graphkit/tasks/base_task.py index 90c8f7b5..fc2b95e3 100644 --- a/gridfm_graphkit/tasks/base_task.py +++ b/gridfm_graphkit/tasks/base_task.py @@ -20,6 +20,20 @@ def __init__(self, args, data_normalizers): self.data_normalizers = data_normalizers self.save_hyperparameters() + def transfer_batch_to_device(self, batch, device, dataloader_idx): + """Pre-cast float64 tensors before moving batches onto MPS. + + PyTorch MPS does not support float64 tensors. Some PyG metadata fields can + get collated as float64 even when model inputs are float32, so coerce them + first and then delegate to Lightning's standard device transfer. + """ + if getattr(device, "type", None) == "mps" and hasattr(batch, "stores"): + for store in batch.stores: + for key, val in store.items(): + if isinstance(val, torch.Tensor) and val.dtype == torch.float64: + store[key] = val.to(torch.float32) + return super().transfer_batch_to_device(batch, device, dataloader_idx) + def on_after_batch_transfer(self, batch, dataloader_idx: int): """Cast float tensors in HeteroData batches to the model's parameter dtype. From ff6d165f4e58769b09382e17dd74cf8aeffdf7f3 Mon Sep 17 00:00:00 2001 From: Alban Puech Date: Mon, 20 Apr 2026 22:15:13 +0200 Subject: [PATCH 27/36] reformat and cache integration test --- integrationtests/test_base_set.py | 76 +++++++++++++++++-------------- 1 file changed, 43 insertions(+), 33 deletions(-) diff --git a/integrationtests/test_base_set.py b/integrationtests/test_base_set.py index 90da468a..51f1086e 100644 --- a/integrationtests/test_base_set.py +++ b/integrationtests/test_base_set.py @@ -6,10 +6,31 @@ import yaml import urllib.request import shutil +from pathlib import Path + + +REPO_ROOT = Path(__file__).resolve().parents[1] +INTEGRATIONTESTS_DIR = REPO_ROOT / "integrationtests" +DATA_CACHE_DIR = INTEGRATIONTESTS_DIR / "data_out" +LOG_DIR = INTEGRATIONTESTS_DIR / "logs" +GENERATED_DATAKIT_CONFIG = INTEGRATIONTESTS_DIR / "_generated_default.yaml" +GENERATED_TRAINING_CONFIG = ( + INTEGRATIONTESTS_DIR / "_generated_HGNS_PF_datakit_case14.yaml" +) def execute_and_live_output(cmd) -> None: - subprocess.run(cmd, text=True, shell=True, check=True) + subprocess.run(cmd, text=True, shell=True, check=True, cwd=REPO_ROOT) + + +def cached_dataset_exists(data_dir: Path) -> bool: + raw_dir = data_dir / "case14_ieee" / "raw" + required_files = ( + "bus_data.parquet", + "gen_data.parquet", + "branch_data.parquet", + ) + return raw_dir.is_dir() and all((raw_dir / filename).exists() for filename in required_files) def prepare_config(): @@ -17,7 +38,7 @@ def prepare_config(): Download default.yaml from gridfm-datakit repo and modify it with test parameters. """ config_url = "https://raw.githubusercontent.com/gridfm/gridfm-datakit/refs/heads/main/scripts/config/default.yaml" - config_path = "integrationtests/default.yaml" + config_path = GENERATED_DATAKIT_CONFIG print(f"Downloading config from {config_url}...") with urllib.request.urlopen(config_url) as response: @@ -28,8 +49,10 @@ def prepare_config(): config["network"]["name"] = "case14_ieee" config["load"]["scenarios"] = 10000 config["topology_perturbation"]["n_topology_variants"] = 2 + config["settings"]["large_chunk_size"] = 10000 + config["settings"]["data_dir"] = os.fspath(DATA_CACHE_DIR.relative_to(REPO_ROOT)) - with open(config_path, "w") as f: + with config_path.open("w") as f: yaml.dump(config, f, default_flow_style=False, sort_keys=False) print(f"Config prepared at {config_path} with:") @@ -47,9 +70,9 @@ def prepare_training_config(): """ Modify the training config to set epochs to 2 for testing. """ - config_path = "examples/config/HGNS_PF_datakit_case14.yaml" + config_path = REPO_ROOT / "examples" / "config" / "HGNS_PF_datakit_case14.yaml" - with open(config_path, "r") as f: + with config_path.open("r") as f: config = yaml.safe_load(f) if "training" not in config: @@ -57,40 +80,27 @@ def prepare_training_config(): config["training"]["epochs"] = 2 - with open(config_path, "w") as f: + with GENERATED_TRAINING_CONFIG.open("w") as f: yaml.dump(config, f, default_flow_style=False, sort_keys=False) print(f"Training config updated: epochs set to {config['training']['epochs']}") - return config_path + return GENERATED_TRAINING_CONFIG @pytest.fixture def cleanup_test_artifacts(): """ - Backup modified files and remove generated artifacts after the test. + Remove generated test-only files and logs after the test. """ - training_config = " " - backup_config = training_config + ".bak" - - if os.path.exists(training_config): - shutil.copy2(training_config, backup_config) - yield - # Restore training config - if os.path.exists(backup_config): - shutil.move(backup_config, training_config) - - # Remove downloaded config - config_file = "integrationtests/default.yaml" - if os.path.exists(config_file): - os.remove(config_file) + for path in (GENERATED_DATAKIT_CONFIG, GENERATED_TRAINING_CONFIG): + if path.exists(): + path.unlink() - # Remove generated directories - for d in ["data_out", "logs"]: - if os.path.exists(d): - shutil.rmtree(d, ignore_errors=True) + if LOG_DIR.exists(): + shutil.rmtree(LOG_DIR, ignore_errors=True) def test_train(cleanup_test_artifacts): @@ -103,29 +113,29 @@ def test_train(cleanup_test_artifacts): 3. Validate the PBE Mean metric """ - data_dir = "data_out" + data_dir = DATA_CACHE_DIR - if not os.path.exists(data_dir) or not os.listdir(data_dir): - print("Data directory not found or empty, generating data...") + if not cached_dataset_exists(data_dir): + print(f"Cached dataset not found in '{data_dir}', generating data...") config_path = prepare_config() execute_and_live_output(f"gridfm_datakit generate {config_path}") else: - print(f"Data directory '{data_dir}' already exists, skipping generation.") + print(f"Reusing cached dataset from '{data_dir}'.") training_config_path = prepare_training_config() execute_and_live_output( f"gridfm_graphkit train " f"--config {training_config_path} " - f"--data_path data_out/ " + f"--data_path {data_dir}/ " f"--exp_name exp1 " f"--run_name run1 " - f"--log_dir logs", + f"--log_dir {LOG_DIR}/", ) - log_base = "logs" + log_base = os.fspath(LOG_DIR) exp_dirs = glob.glob(os.path.join(log_base, "*")) assert len(exp_dirs) > 0, "No experiment directories found in logs/" From 06f7c0f80784f39f67e0799902a04a1728d55c29 Mon Sep 17 00:00:00 2001 From: Alban Puech Date: Mon, 20 Apr 2026 22:21:05 +0200 Subject: [PATCH 28/36] add description of metrics for OPF --- docs/tasks/opf_metric_aggregation.md | 9 +++++++++ 1 file changed, 9 insertions(+) create mode 100644 docs/tasks/opf_metric_aggregation.md diff --git a/docs/tasks/opf_metric_aggregation.md b/docs/tasks/opf_metric_aggregation.md new file mode 100644 index 00000000..35c426e2 --- /dev/null +++ b/docs/tasks/opf_metric_aggregation.md @@ -0,0 +1,9 @@ +# OPF Metric Aggregation + +In `opf_task.py`, test metrics are first reduced inside each batch, then reduced across batches by Lightning with weight `batch.num_graphs`. In `opf_ac_dc_baseline.py`, the corresponding AC/DC metrics are reduced directly over the full test split with `numpy`/`pandas`. + +For metrics defined on all buses, these two procedures are equivalent when each graph has the same number of buses. That assumption holds here because evaluation is performed per network and buses are not removed. + +For metrics defined on a bus subset, such as PV or REF buses, exact equivalence requires the same number of relevant buses in every graph. This is not strictly guaranteed: for example, a PV bus can become PQ if its only generator is disconnected. In practice, shuffling makes the subset counts similar across batches, but the equality is only approximate. + +For edge metrics, the same is observed: graphs can have different numbers of active branches because lines may be deactivated. Therefore batch-level graph weighting is not exactly the same as a direct mean over all edge rows in the dataset, but since the data is shuffled, then both implementation give reasonably similar results. From 623cc09fb1662f574b159d39b7d79d37f3f02a99 Mon Sep 17 00:00:00 2001 From: Alban Puech Date: Mon, 20 Apr 2026 23:20:56 +0200 Subject: [PATCH 29/36] added compute_dc_ac_metrics for finetuning --- README.md | 132 +++++++++++++++++++-------- docs/datasets/data_modules.md | 3 - docs/datasets/data_normalization.md | 57 ------------ docs/datasets/powergrid.md | 3 - docs/datasets/transforms.md | 19 ---- docs/install/installation.md | 42 +++------ docs/models/models.md | 37 -------- docs/quick_start/quick_start.md | 135 +++++++++++++++++++--------- gridfm_graphkit/__main__.py | 4 + mkdocs.yml | 20 ----- 10 files changed, 206 insertions(+), 246 deletions(-) delete mode 100644 docs/datasets/data_modules.md delete mode 100644 docs/datasets/data_normalization.md delete mode 100644 docs/datasets/powergrid.md delete mode 100644 docs/datasets/transforms.md delete mode 100644 docs/models/models.md diff --git a/README.md b/README.md index ad85f056..753fdb7e 100644 --- a/README.md +++ b/README.md @@ -60,9 +60,9 @@ gridfm_graphkit [OPTIONS] Available commands: * `train` - Train a new model from scratch -* `finetune` – Fine-tune an existing pre-trained model -* `evaluate` – Evaluate model performance on a dataset -* `predict` – Run inference and save predictions +* `finetune` - Fine-tune an existing pre-trained model +* `evaluate` - Evaluate model performance on a dataset +* `predict` - Run inference and save predictions --- @@ -74,13 +74,22 @@ gridfm_graphkit train --config path/to/config.yaml ### Arguments -| Argument | Type | Description | Default | -| ---------------- | ------ | ---------------------------------------------------------------- | ------- | -| `--config` | `str` | **Required**. Path to the training configuration YAML file. | `None` | -| `--exp_name` | `str` | MLflow experiment name. | `timestamp` | -| `--run_name` | `str` | MLflow run name. | `run` | -| `--log_dir` | `str` | MLflow tracking/logging directory. | `mlruns` | -| `--data_path` | `str` | Root dataset directory. | `data` | +| Argument | Type | Description | Default | +| -------- | ---- | ----------- | ------- | +| `--config` | `str` | **Required**. Path to the training configuration YAML file. | `None` | +| `--exp_name` | `str` | MLflow experiment name. | `timestamp` | +| `--run_name` | `str` | MLflow run name. | `run` | +| `--log_dir` | `str` | MLflow tracking/logging directory. | `mlruns` | +| `--data_path` | `str` | Root dataset directory. | `data` | +| `--compile [MODE]` | `str` | Enable `torch.compile` mode. Valid values: `default`, `reduce-overhead`, `max-autotune`, `max-autotune-no-cudagraphs`. If flag is passed without a value, mode is `default`. | `None` | +| `--bfloat16` | `flag` | Cast model to `torch.bfloat16` (`model.to(torch.bfloat16)`). | `False` | +| `--tf32` | `flag` | Enable TF32 on Ampere+ GPUs via `torch.set_float32_matmul_precision("high")`. | `False` | +| `--dataset_wrapper` | `str` | Registered dataset wrapper name (see `DATASET_WRAPPER_REGISTRY`), e.g. `SharedMemoryCacheDataset`. | `None` | +| `--plugins` | `list[str]` | Python packages to import for plugin registration, e.g. `gridfm_graphkit_ee`. | `[]` | +| `--num_workers` | `int` | Override `data.workers` from YAML. Use `0` to debug worker crashes. | `None` | +| `--dataset_wrapper_cache_dir` | `str` | Disk cache directory for dataset wrapper; cache is loaded from here when present and saved after first population. | `None` | +| `--profiler` | `str` | Enable Lightning profiler (`simple`, `advanced`, `pytorch`). | `None` | +| `--compute_dc_ac_metrics` | `flag` | Compute ground-truth AC/DC power balance metrics on the test split. | `False` | ### Examples @@ -100,14 +109,23 @@ gridfm_graphkit finetune --config path/to/config.yaml --model_path path/to/model ### Arguments -| Argument | Type | Description | Default | -| -------------- | ----- | ----------------------------------------------- | --------- | -| `--config` | `str` | **Required**. Fine-tuning configuration file. | `None` | -| `--model_path` | `str` | **Required**. Path to a pre-trained model state dict. | `None` | -| `--exp_name` | `str` | MLflow experiment name. | timestamp | -| `--run_name` | `str` | MLflow run name. | `run` | -| `--log_dir` | `str` | MLflow logging directory. | `mlruns` | -| `--data_path` | `str` | Root dataset directory. | `data` | +| Argument | Type | Description | Default | +| -------- | ---- | ----------- | ------- | +| `--config` | `str` | **Required**. Fine-tuning configuration file. | `None` | +| `--model_path` | `str` | **Required**. Path to a pre-trained model state dict. | `None` | +| `--exp_name` | `str` | MLflow experiment name. | `timestamp` | +| `--run_name` | `str` | MLflow run name. | `run` | +| `--log_dir` | `str` | MLflow logging directory. | `mlruns` | +| `--data_path` | `str` | Root dataset directory. | `data` | +| `--compile [MODE]` | `str` | Enable `torch.compile` mode. Valid values: `default`, `reduce-overhead`, `max-autotune`, `max-autotune-no-cudagraphs`. If flag is passed without a value, mode is `default`. | `None` | +| `--bfloat16` | `flag` | Cast model to `torch.bfloat16` (`model.to(torch.bfloat16)`). | `False` | +| `--tf32` | `flag` | Enable TF32 on Ampere+ GPUs via `torch.set_float32_matmul_precision("high")`. | `False` | +| `--dataset_wrapper` | `str` | Registered dataset wrapper name (see `DATASET_WRAPPER_REGISTRY`), e.g. `SharedMemoryCacheDataset`. | `None` | +| `--plugins` | `list[str]` | Python packages to import for plugin registration, e.g. `gridfm_graphkit_ee`. | `[]` | +| `--num_workers` | `int` | Override `data.workers` from YAML. Use `0` to debug worker crashes. | `None` | +| `--dataset_wrapper_cache_dir` | `str` | Disk cache directory for dataset wrapper; cache is loaded from here when present and saved after first population. | `None` | +| `--profiler` | `str` | Enable Lightning profiler (`simple`, `advanced`, `pytorch`). | `None` | +| `--compute_dc_ac_metrics` | `flag` | Compute ground-truth AC/DC power balance metrics on the test split. | `False` | --- @@ -120,17 +138,25 @@ gridfm_graphkit evaluate --config path/to/eval.yaml --model_path path/to/model.p ### Arguments -| Argument | Type | Description | Default | -| --------------------- | ----- | ------------------------------------------------------------------------------------------------------------- | --------- | -| `--config` | `str` | **Required**. Path to evaluation config. | `None` | -| `--model_path` | `str` | Path to the trained model state dict. | `None` | -| `--normalizer_stats` | `str` | Path to `normalizer_stats.pt` from a training run. Restores `fit_on_train` normalizers from saved statistics instead of re-fitting on the current data split. | `None` | -| `--exp_name` | `str` | MLflow experiment name. | timestamp | -| `--run_name` | `str` | MLflow run name. | `run` | -| `--log_dir` | `str` | MLflow logging directory. | `mlruns` | -| `--data_path` | `str` | Dataset directory. | `data` | -| `--compute_dc_ac_metrics` | `flag` | Compute ground-truth AC/DC power balance metrics on the test split. | `False` | -| `--save_output` | `flag` | Save predictions as `_predictions.parquet` under MLflow artifacts (`.../artifacts/test`). | `False` | +| Argument | Type | Description | Default | +| -------- | ---- | ----------- | ------- | +| `--config` | `str` | **Required**. Path to evaluation config. | `None` | +| `--model_path` | `str` | Path to the trained model state dict. | `None` | +| `--normalizer_stats` | `str` | Path to `normalizer_stats.pt` from a training run. Restores `fit_on_train` normalizers from saved statistics instead of re-fitting on current split. | `None` | +| `--exp_name` | `str` | MLflow experiment name. | `timestamp` | +| `--run_name` | `str` | MLflow run name. | `run` | +| `--log_dir` | `str` | MLflow logging directory. | `mlruns` | +| `--data_path` | `str` | Dataset directory. | `data` | +| `--compile [MODE]` | `str` | Enable `torch.compile` mode. Valid values: `default`, `reduce-overhead`, `max-autotune`, `max-autotune-no-cudagraphs`. If flag is passed without a value, mode is `default`. | `None` | +| `--bfloat16` | `flag` | Cast model to `torch.bfloat16` (`model.to(torch.bfloat16)`). | `False` | +| `--tf32` | `flag` | Enable TF32 on Ampere+ GPUs via `torch.set_float32_matmul_precision("high")`. | `False` | +| `--dataset_wrapper` | `str` | Registered dataset wrapper name (see `DATASET_WRAPPER_REGISTRY`), e.g. `SharedMemoryCacheDataset`. | `None` | +| `--plugins` | `list[str]` | Python packages to import for plugin registration, e.g. `gridfm_graphkit_ee`. | `[]` | +| `--num_workers` | `int` | Override `data.workers` from YAML. Use `0` to debug worker crashes. | `None` | +| `--dataset_wrapper_cache_dir` | `str` | Disk cache directory for dataset wrapper; cache is loaded from here when present and saved after first population. | `None` | +| `--profiler` | `str` | Enable Lightning profiler (`simple`, `advanced`, `pytorch`). | `None` | +| `--compute_dc_ac_metrics` | `flag` | Compute ground-truth AC/DC power balance metrics on the test split. | `False` | +| `--save_output` | `flag` | Save predictions as `_predictions.parquet` under MLflow artifacts (`.../artifacts/test`). | `False` | ### Example with saved normalizer stats @@ -156,16 +182,44 @@ gridfm_graphkit predict --config path/to/config.yaml --model_path path/to/model. ### Arguments -| Argument | Type | Description | Default | -| --------------------- | ----- | ------------------------------------------------------------------------------------------------------------- | --------- | -| `--config` | `str` | **Required**. Path to prediction config file. | `None` | -| `--model_path` | `str` | Path to the trained model state dict. | `None` | -| `--normalizer_stats` | `str` | Path to `normalizer_stats.pt` from a training run. Restores `fit_on_train` normalizers from saved statistics. | `None` | -| `--exp_name` | `str` | MLflow experiment name. | timestamp | -| `--run_name` | `str` | MLflow run name. | `run` | -| `--log_dir` | `str` | MLflow logging directory. | `mlruns` | -| `--data_path` | `str` | Dataset directory. | `data` | -| `--output_path` | `str` | Directory where predictions are saved as `_predictions.parquet`. | `data` | +| Argument | Type | Description | Default | +| -------- | ---- | ----------- | ------- | +| `--config` | `str` | **Required**. Path to prediction config file. | `None` | +| `--model_path` | `str` | Path to trained model state dict. Optional; may be defined in config. | `None` | +| `--normalizer_stats` | `str` | Path to `normalizer_stats.pt` from a training run. Restores `fit_on_train` normalizers from saved statistics. | `None` | +| `--exp_name` | `str` | MLflow experiment name. | `timestamp` | +| `--run_name` | `str` | MLflow run name. | `run` | +| `--log_dir` | `str` | MLflow logging directory. | `mlruns` | +| `--data_path` | `str` | Dataset directory. | `data` | +| `--dataset_wrapper` | `str` | Registered dataset wrapper name (see `DATASET_WRAPPER_REGISTRY`), e.g. `SharedMemoryCacheDataset`. | `None` | +| `--plugins` | `list[str]` | Python packages to import for plugin registration, e.g. `gridfm_graphkit_ee`. | `[]` | +| `--num_workers` | `int` | Override `data.workers` from YAML. Use `0` to debug worker crashes. | `None` | +| `--dataset_wrapper_cache_dir` | `str` | Disk cache directory for dataset wrapper; cache is loaded from here when present and saved after first population. | `None` | +| `--output_path` | `str` | Directory where predictions are saved as `_predictions.parquet`. | `data` | +| `--compile [MODE]` | `str` | Enable `torch.compile` mode. Valid values: `default`, `reduce-overhead`, `max-autotune`, `max-autotune-no-cudagraphs`. If flag is passed without a value, mode is `default`. | `None` | +| `--bfloat16` | `flag` | Cast model to `torch.bfloat16` (`model.to(torch.bfloat16)`). | `False` | +| `--tf32` | `flag` | Enable TF32 on Ampere+ GPUs via `torch.set_float32_matmul_precision("high")`. | `False` | +| `--profiler` | `str` | Enable Lightning profiler (`simple`, `advanced`, `pytorch`). | `None` | + +--- + +## Benchmarking Dataloader Throughput + +```bash +gridfm_graphkit benchmark --config path/to/config.yaml +``` + +### Arguments + +| Argument | Type | Description | Default | +| -------- | ---- | ----------- | ------- | +| `--config` | `str` | **Required**. Path to configuration YAML file. | `None` | +| `--data_path` | `str` | Root dataset directory. | `data` | +| `--epochs` | `int` | Number of epochs to iterate through the train dataloader. | `3` | +| `--dataset_wrapper` | `str` | Registered dataset wrapper name (see `DATASET_WRAPPER_REGISTRY`), e.g. `SharedMemoryCacheDataset`. | `None` | +| `--dataset_wrapper_cache_dir` | `str` | Directory for dataset wrapper disk cache. | `None` | +| `--num_workers` | `int` | Override `data.workers` from YAML. | `None` | +| `--plugins` | `list[str]` | Python packages to import for plugin registration. | `[]` | Use built-in help for full command details: diff --git a/docs/datasets/data_modules.md b/docs/datasets/data_modules.md deleted file mode 100644 index a5e4dff4..00000000 --- a/docs/datasets/data_modules.md +++ /dev/null @@ -1,3 +0,0 @@ -# LitGridHeteroDataModule - -::: gridfm_graphkit.datasets.hetero_powergrid_datamodule.LitGridHeteroDataModule diff --git a/docs/datasets/data_normalization.md b/docs/datasets/data_normalization.md deleted file mode 100644 index 1747fd17..00000000 --- a/docs/datasets/data_normalization.md +++ /dev/null @@ -1,57 +0,0 @@ -# Data Normalization - - - -Normalization improves neural network training by ensuring features are well-scaled, preventing issues like exploding gradients and slow convergence. In power grids, where variables like voltage and power span wide ranges, normalization is essential. -The `gridfm-graphkit` package offers normalization methods based on the per-unit (p.u.) system: - -- [`BaseMVA Normalization`](#heterodatamvanormalizer) -- [`Per-Sample BaseMVA Normalization`](#heterodatapersamplemvanormalizer) - -Each of these strategies implements a unified interface and can be used interchangeably depending on the learning task and data characteristics. - -> Users can create their own custom normalizers by extending the base [`Normalizer`](#normalizer) class to suit specific needs. - - ---- - -## Available Normalizers - -### `Normalizer` - -::: gridfm_graphkit.datasets.normalizers.Normalizer - ---- - -### `HeteroDataMVANormalizer` - -::: gridfm_graphkit.datasets.normalizers.HeteroDataMVANormalizer - ---- - -### `HeteroDataPerSampleMVANormalizer` - -::: gridfm_graphkit.datasets.normalizers.HeteroDataPerSampleMVANormalizer - ---- - -## Usage Workflow - -Example: - -```python -from gridfm_graphkit.datasets.normalizers import HeteroDataMVANormalizer -from torch_geometric.data import HeteroData - -# Create normalizer -normalizer = HeteroDataMVANormalizer(args) - -# Fit on training data -params = normalizer.fit(data_path, scenario_ids) - -# Transform data -normalizer.transform(hetero_data) - -# Inverse transform to restore original scale -normalizer.inverse_transform(hetero_data) -``` diff --git a/docs/datasets/powergrid.md b/docs/datasets/powergrid.md deleted file mode 100644 index 1f983a53..00000000 --- a/docs/datasets/powergrid.md +++ /dev/null @@ -1,3 +0,0 @@ -## `HeteroGridDatasetDisk` - -::: gridfm_graphkit.datasets.powergrid_hetero_dataset.HeteroGridDatasetDisk diff --git a/docs/datasets/transforms.md b/docs/datasets/transforms.md deleted file mode 100644 index 0dcf981b..00000000 --- a/docs/datasets/transforms.md +++ /dev/null @@ -1,19 +0,0 @@ -# Transforms - -> Each transformation class inherits from [`BaseTransform`](https://pytorch-geometric.readthedocs.io/en/latest/modules/transforms.html#torch_geometric.transforms.BaseTransform) provided by [PyTorch Geometric](https://pytorch-geometric.readthedocs.io/). - -### `RemoveInactiveGenerators` - -::: gridfm_graphkit.datasets.transforms.RemoveInactiveGenerators - -### `RemoveInactiveBranches` - -::: gridfm_graphkit.datasets.transforms.RemoveInactiveBranches - -### `ApplyMasking` - -::: gridfm_graphkit.datasets.transforms.ApplyMasking - -### `LoadGridParamsFromPath` - -::: gridfm_graphkit.datasets.transforms.LoadGridParamsFromPath diff --git a/docs/install/installation.md b/docs/install/installation.md index 89ee4bea..c65ab752 100644 --- a/docs/install/installation.md +++ b/docs/install/installation.md @@ -1,46 +1,32 @@ # Installation -You can install `gridfm-graphkit` directly from PyPI: +The steps below mirror the [README](https://github.com/gridfm/gridfm-graphkit/blob/main/README.md#installation). Run them from the root of a local clone or source checkout of the repository. -```bash -pip install gridfm-graphkit -``` - -For GPU support and compatibility with PyTorch Geometric's scatter operations, install PyTorch (and optionally CUDA) first, then install the matching `torch-scatter` wheel. See [PyTorch and torch-scatter](#pytorch-and-torch-scatter-optional) below. - ---- - -## Development Setup - -To contribute or develop locally, clone the repository and install in editable mode. Use Python 3.10, 3.11, or 3.12 (3.12 is recommended). +Create and activate a virtual environment (make sure you use the right python version = 3.10, 3.11 or 3.12. I highly recommend 3.12) ```bash -git clone git@github.com:gridfm/gridfm-graphkit.git -cd gridfm-graphkit python -m venv venv source venv/bin/activate -pip install -e . ``` -### PyTorch and torch-scatter (optional) +Install gridfm-graphkit in editable mode -If you need GPU acceleration or PyTorch Geometric scatter ops (used by the library), install PyTorch and the matching `torch-scatter` wheel: +```bash +pip install -e . +``` -1. Install PyTorch (see [pytorch.org](https://pytorch.org/) for your platform and CUDA version). +Get PyTorch + CUDA version for torch-scatter -2. Get your Torch + CUDA version string: - ```bash - TORCH_CUDA_VERSION=$(python -c "import torch; print(torch.__version__ + ('+cpu' if torch.version.cuda is None else ''))") - ``` +```bash +TORCH_CUDA_VERSION=$(python -c "import torch; print(torch.__version__ + ('+cpu' if torch.version.cuda is None else ''))") +``` -3. Install the correct `torch-scatter` wheel: - ```bash - pip install torch-scatter -f https://data.pyg.org/whl/torch-${TORCH_CUDA_VERSION}.html - ``` +Install the correct torch-scatter wheel ---- +```bash +pip install torch-scatter -f https://data.pyg.org/whl/torch-${TORCH_CUDA_VERSION}.html +``` -## Optional extras For documentation generation and unit testing, install with the optional `dev` and `test` extras: diff --git a/docs/models/models.md b/docs/models/models.md deleted file mode 100644 index 7c8c5c6b..00000000 --- a/docs/models/models.md +++ /dev/null @@ -1,37 +0,0 @@ -# Models - -### `GNS_heterogeneous` - -::: gridfm_graphkit.models.gnn_heterogeneous_gns.GNS_heterogeneous - ---- - -## Physics Decoders - -### `PhysicsDecoderOPF` - -::: gridfm_graphkit.models.utils.PhysicsDecoderOPF - -### `PhysicsDecoderPF` - -::: gridfm_graphkit.models.utils.PhysicsDecoderPF - -### `PhysicsDecoderSE` - -::: gridfm_graphkit.models.utils.PhysicsDecoderSE - ---- - -## Utility Modules - -### `ComputeBranchFlow` - -::: gridfm_graphkit.models.utils.ComputeBranchFlow - -### `ComputeNodeInjection` - -::: gridfm_graphkit.models.utils.ComputeNodeInjection - -### `ComputeNodeResiduals` - -::: gridfm_graphkit.models.utils.ComputeNodeResiduals diff --git a/docs/quick_start/quick_start.md b/docs/quick_start/quick_start.md index 575da88a..319a7396 100644 --- a/docs/quick_start/quick_start.md +++ b/docs/quick_start/quick_start.md @@ -8,10 +8,11 @@ gridfm_graphkit [OPTIONS] Available commands: -* `train` – Train a new model from scratch -* `finetune` – Fine-tune an existing pre-trained model -* `evaluate` – Evaluate model performance on a dataset -* `predict` – Run inference and save predictions +* `train` - Train a new model from scratch +* `finetune` - Fine-tune an existing pre-trained model +* `evaluate` - Evaluate model performance on a dataset +* `predict` - Run inference and save predictions +* `benchmark` - Benchmark train-dataloader iteration speed --- @@ -23,13 +24,22 @@ gridfm_graphkit train --config path/to/config.yaml ### Arguments -| Argument | Type | Description | Default | -| ---------------- | ------ | ---------------------------------------------------------------- | ------- | -| `--config` | `str` | **Required**. Path to the training configuration YAML file. | `None` | -| `--exp_name` | `str` | MLflow experiment name. | `timestamp` | -| `--run_name` | `str` | MLflow run name. | `run` | -| `--log_dir` | `str` | MLflow tracking/logging directory. | `mlruns` | -| `--data_path` | `str` | Root dataset directory. | `data` | +| Argument | Type | Description | Default | +| -------- | ---- | ----------- | ------- | +| `--config` | `str` | **Required**. Path to the training configuration YAML file. | `None` | +| `--exp_name` | `str` | MLflow experiment name. | `timestamp` | +| `--run_name` | `str` | MLflow run name. | `run` | +| `--log_dir` | `str` | MLflow tracking/logging directory. | `mlruns` | +| `--data_path` | `str` | Root dataset directory. | `data` | +| `--compile [MODE]` | `str` | Enable `torch.compile` mode. Valid values: `default`, `reduce-overhead`, `max-autotune`, `max-autotune-no-cudagraphs`. If flag is passed without a value, mode is `default`. | `None` | +| `--bfloat16` | `flag` | Cast model to `torch.bfloat16` (`model.to(torch.bfloat16)`). | `False` | +| `--tf32` | `flag` | Enable TF32 on Ampere+ GPUs via `torch.set_float32_matmul_precision("high")`. | `False` | +| `--dataset_wrapper` | `str` | Registered dataset wrapper name (see `DATASET_WRAPPER_REGISTRY`), e.g. `SharedMemoryCacheDataset`. | `None` | +| `--plugins` | `list[str]` | Python packages to import for plugin registration, e.g. `gridfm_graphkit_ee`. | `[]` | +| `--num_workers` | `int` | Override `data.workers` from YAML. Use `0` to debug worker crashes. | `None` | +| `--dataset_wrapper_cache_dir` | `str` | Disk cache directory for dataset wrapper; cache is loaded from here when present and saved after first population. | `None` | +| `--profiler` | `str` | Enable Lightning profiler (`simple`, `advanced`, `pytorch`). | `None` | +| `--compute_dc_ac_metrics` | `flag` | Compute ground-truth AC/DC power balance metrics on the test split. | `False` | ### Examples @@ -49,14 +59,23 @@ gridfm_graphkit finetune --config path/to/config.yaml --model_path path/to/model ### Arguments -| Argument | Type | Description | Default | -| -------------- | ----- | ----------------------------------------------- | --------- | -| `--config` | `str` | **Required**. Fine-tuning configuration file. | `None` | -| `--model_path` | `str` | **Required**. Path to a pre-trained model state dict. | `None` | -| `--exp_name` | `str` | MLflow experiment name. | timestamp | -| `--run_name` | `str` | MLflow run name. | `run` | -| `--log_dir` | `str` | MLflow logging directory. | `mlruns` | -| `--data_path` | `str` | Root dataset directory. | `data` | +| Argument | Type | Description | Default | +| -------- | ---- | ----------- | ------- | +| `--config` | `str` | **Required**. Fine-tuning configuration file. | `None` | +| `--model_path` | `str` | **Required**. Path to a pre-trained model state dict. | `None` | +| `--exp_name` | `str` | MLflow experiment name. | `timestamp` | +| `--run_name` | `str` | MLflow run name. | `run` | +| `--log_dir` | `str` | MLflow logging directory. | `mlruns` | +| `--data_path` | `str` | Root dataset directory. | `data` | +| `--compile [MODE]` | `str` | Enable `torch.compile` mode. Valid values: `default`, `reduce-overhead`, `max-autotune`, `max-autotune-no-cudagraphs`. If flag is passed without a value, mode is `default`. | `None` | +| `--bfloat16` | `flag` | Cast model to `torch.bfloat16` (`model.to(torch.bfloat16)`). | `False` | +| `--tf32` | `flag` | Enable TF32 on Ampere+ GPUs via `torch.set_float32_matmul_precision("high")`. | `False` | +| `--dataset_wrapper` | `str` | Registered dataset wrapper name (see `DATASET_WRAPPER_REGISTRY`), e.g. `SharedMemoryCacheDataset`. | `None` | +| `--plugins` | `list[str]` | Python packages to import for plugin registration, e.g. `gridfm_graphkit_ee`. | `[]` | +| `--num_workers` | `int` | Override `data.workers` from YAML. Use `0` to debug worker crashes. | `None` | +| `--dataset_wrapper_cache_dir` | `str` | Disk cache directory for dataset wrapper; cache is loaded from here when present and saved after first population. | `None` | +| `--profiler` | `str` | Enable Lightning profiler (`simple`, `advanced`, `pytorch`). | `None` | +| `--compute_dc_ac_metrics` | `flag` | Compute ground-truth AC/DC power balance metrics on the test split. | `False` | --- @@ -69,17 +88,25 @@ gridfm_graphkit evaluate --config path/to/eval.yaml --model_path path/to/model.p ### Arguments -| Argument | Type | Description | Default | -| --------------------- | ----- | ------------------------------------------------------------------------------------------------------------- | --------- | -| `--config` | `str` | **Required**. Path to evaluation config. | `None` | -| `--model_path` | `str` | Path to the trained model state dict. | `None` | -| `--normalizer_stats` | `str` | Path to `normalizer_stats.pt` from a training run. Restores `fit_on_train` normalizers from saved statistics instead of re-fitting on the current data split. | `None` | -| `--exp_name` | `str` | MLflow experiment name. | timestamp | -| `--run_name` | `str` | MLflow run name. | `run` | -| `--log_dir` | `str` | MLflow logging directory. | `mlruns` | -| `--data_path` | `str` | Dataset directory. | `data` | -| `--compute_dc_ac_metrics` | `flag` | Compute ground-truth AC/DC power balance metrics on the test split. | `False` | -| `--save_output` | `flag` | Save predictions as `_predictions.parquet` under MLflow artifacts (`.../artifacts/test`). | `False` | +| Argument | Type | Description | Default | +| -------- | ---- | ----------- | ------- | +| `--config` | `str` | **Required**. Path to evaluation config. | `None` | +| `--model_path` | `str` | Path to the trained model state dict. | `None` | +| `--normalizer_stats` | `str` | Path to `normalizer_stats.pt` from a training run. Restores `fit_on_train` normalizers from saved statistics instead of re-fitting on current split. | `None` | +| `--exp_name` | `str` | MLflow experiment name. | `timestamp` | +| `--run_name` | `str` | MLflow run name. | `run` | +| `--log_dir` | `str` | MLflow logging directory. | `mlruns` | +| `--data_path` | `str` | Dataset directory. | `data` | +| `--compile [MODE]` | `str` | Enable `torch.compile` mode. Valid values: `default`, `reduce-overhead`, `max-autotune`, `max-autotune-no-cudagraphs`. If flag is passed without a value, mode is `default`. | `None` | +| `--bfloat16` | `flag` | Cast model to `torch.bfloat16` (`model.to(torch.bfloat16)`). | `False` | +| `--tf32` | `flag` | Enable TF32 on Ampere+ GPUs via `torch.set_float32_matmul_precision("high")`. | `False` | +| `--dataset_wrapper` | `str` | Registered dataset wrapper name (see `DATASET_WRAPPER_REGISTRY`), e.g. `SharedMemoryCacheDataset`. | `None` | +| `--plugins` | `list[str]` | Python packages to import for plugin registration, e.g. `gridfm_graphkit_ee`. | `[]` | +| `--num_workers` | `int` | Override `data.workers` from YAML. Use `0` to debug worker crashes. | `None` | +| `--dataset_wrapper_cache_dir` | `str` | Disk cache directory for dataset wrapper; cache is loaded from here when present and saved after first population. | `None` | +| `--profiler` | `str` | Enable Lightning profiler (`simple`, `advanced`, `pytorch`). | `None` | +| `--compute_dc_ac_metrics` | `flag` | Compute ground-truth AC/DC power balance metrics on the test split. | `False` | +| `--save_output` | `flag` | Save predictions as `_predictions.parquet` under MLflow artifacts (`.../artifacts/test`). | `False` | ### Example with saved normalizer stats @@ -105,16 +132,44 @@ gridfm_graphkit predict --config path/to/config.yaml --model_path path/to/model. ### Arguments -| Argument | Type | Description | Default | -| --------------------- | ----- | ------------------------------------------------------------------------------------------------------------- | --------- | -| `--config` | `str` | **Required**. Path to prediction config file. | `None` | -| `--model_path` | `str` | Path to the trained model state dict. | `None` | -| `--normalizer_stats` | `str` | Path to `normalizer_stats.pt` from a training run. Restores `fit_on_train` normalizers from saved statistics. | `None` | -| `--exp_name` | `str` | MLflow experiment name. | timestamp | -| `--run_name` | `str` | MLflow run name. | `run` | -| `--log_dir` | `str` | MLflow logging directory. | `mlruns` | -| `--data_path` | `str` | Dataset directory. | `data` | -| `--output_path` | `str` | Directory where predictions are saved as `_predictions.parquet`. | `data` | +| Argument | Type | Description | Default | +| -------- | ---- | ----------- | ------- | +| `--config` | `str` | **Required**. Path to prediction config file. | `None` | +| `--model_path` | `str` | Path to trained model state dict. Optional; may be defined in config. | `None` | +| `--normalizer_stats` | `str` | Path to `normalizer_stats.pt` from a training run. Restores `fit_on_train` normalizers from saved statistics. | `None` | +| `--exp_name` | `str` | MLflow experiment name. | `timestamp` | +| `--run_name` | `str` | MLflow run name. | `run` | +| `--log_dir` | `str` | MLflow logging directory. | `mlruns` | +| `--data_path` | `str` | Dataset directory. | `data` | +| `--dataset_wrapper` | `str` | Registered dataset wrapper name (see `DATASET_WRAPPER_REGISTRY`), e.g. `SharedMemoryCacheDataset`. | `None` | +| `--plugins` | `list[str]` | Python packages to import for plugin registration, e.g. `gridfm_graphkit_ee`. | `[]` | +| `--num_workers` | `int` | Override `data.workers` from YAML. Use `0` to debug worker crashes. | `None` | +| `--dataset_wrapper_cache_dir` | `str` | Disk cache directory for dataset wrapper; cache is loaded from here when present and saved after first population. | `None` | +| `--output_path` | `str` | Directory where predictions are saved as `_predictions.parquet`. | `data` | +| `--compile [MODE]` | `str` | Enable `torch.compile` mode. Valid values: `default`, `reduce-overhead`, `max-autotune`, `max-autotune-no-cudagraphs`. If flag is passed without a value, mode is `default`. | `None` | +| `--bfloat16` | `flag` | Cast model to `torch.bfloat16` (`model.to(torch.bfloat16)`). | `False` | +| `--tf32` | `flag` | Enable TF32 on Ampere+ GPUs via `torch.set_float32_matmul_precision("high")`. | `False` | +| `--profiler` | `str` | Enable Lightning profiler (`simple`, `advanced`, `pytorch`). | `None` | + +--- + +## Benchmarking Dataloader Throughput + +```bash +gridfm_graphkit benchmark --config path/to/config.yaml +``` + +### Arguments + +| Argument | Type | Description | Default | +| -------- | ---- | ----------- | ------- | +| `--config` | `str` | **Required**. Path to configuration YAML file. | `None` | +| `--data_path` | `str` | Root dataset directory. | `data` | +| `--epochs` | `int` | Number of epochs to iterate through the train dataloader. | `3` | +| `--dataset_wrapper` | `str` | Registered dataset wrapper name (see `DATASET_WRAPPER_REGISTRY`), e.g. `SharedMemoryCacheDataset`. | `None` | +| `--dataset_wrapper_cache_dir` | `str` | Directory for dataset wrapper disk cache. | `None` | +| `--num_workers` | `int` | Override `data.workers` from YAML. | `None` | +| `--plugins` | `list[str]` | Python packages to import for plugin registration. | `[]` | Use built-in help for full command details: diff --git a/gridfm_graphkit/__main__.py b/gridfm_graphkit/__main__.py index 277ad862..ee12faba 100644 --- a/gridfm_graphkit/__main__.py +++ b/gridfm_graphkit/__main__.py @@ -123,6 +123,10 @@ def main(): choices=["simple", "advanced", "pytorch"], help="Enable Lightning profiler: 'simple', 'advanced', or 'pytorch'.", ) + finetune_parser.add_argument( + "--compute_dc_ac_metrics", + action="store_true", + ) # ---- EVALUATE SUBCOMMAND ---- evaluate_parser = subparsers.add_parser( diff --git a/mkdocs.yml b/mkdocs.yml index 6581214c..c4717e04 100644 --- a/mkdocs.yml +++ b/mkdocs.yml @@ -9,26 +9,6 @@ nav: - Getting started: - CLI commands: quick_start/quick_start.md - YAML configuration file: quick_start/yaml_config.md - - Tutorials: - - Visualizing predictions of GridFM: tutorials/feature_reconstruction.md - - Contingency analysis: tutorials/contingency_analysis.md - - Components: - - Datasets: - - Data normalization: datasets/data_normalization.md - - Power Grid datasets: datasets/powergrid.md - - Data Modules: datasets/data_modules.md - - Transforms: datasets/transforms.md - - Tasks: - - Overview: tasks/feature_reconstruction.md - - Base Task: tasks/base_task.md - - Reconstruction Task: tasks/reconstruction_task.md - - Power Flow Task: tasks/power_flow.md - - Optimal Power Flow Task: tasks/optimal_power_flow.md - - State Estimation Task: tasks/state_estimation.md - - Models: models/models.md - - Training: - - Losses: training/loss.md - theme: name: material From 95e124cb9ec3f5ebf7bd7694183e8942b90d91e8 Mon Sep 17 00:00:00 2001 From: Alban Puech Date: Mon, 20 Apr 2026 23:21:14 +0200 Subject: [PATCH 30/36] removed old config files --- examples/config/HGNS_OPFData_case118.yaml | 52 -------------- examples/config/HGNS_OPFData_case14.yaml | 52 -------------- examples/config/HGNS_OPFData_case2000.yaml | 52 -------------- examples/config/HGNS_OPFData_case30.yaml | 52 -------------- examples/config/HGNS_OPFData_case500.yaml | 52 -------------- examples/config/HGNS_OPFData_case57.yaml | 52 -------------- examples/config/HGNS_PF_pfdelta_case118.yaml | 54 -------------- examples/config/HGNS_SE_datakit_case118.yaml | 75 -------------------- examples/config/HGNS_SE_datakit_case14.yaml | 75 -------------------- 9 files changed, 516 deletions(-) delete mode 100644 examples/config/HGNS_OPFData_case118.yaml delete mode 100644 examples/config/HGNS_OPFData_case14.yaml delete mode 100644 examples/config/HGNS_OPFData_case2000.yaml delete mode 100644 examples/config/HGNS_OPFData_case30.yaml delete mode 100644 examples/config/HGNS_OPFData_case500.yaml delete mode 100644 examples/config/HGNS_OPFData_case57.yaml delete mode 100644 examples/config/HGNS_PF_pfdelta_case118.yaml delete mode 100644 examples/config/HGNS_SE_datakit_case118.yaml delete mode 100644 examples/config/HGNS_SE_datakit_case14.yaml diff --git a/examples/config/HGNS_OPFData_case118.yaml b/examples/config/HGNS_OPFData_case118.yaml deleted file mode 100644 index 3f57ac90..00000000 --- a/examples/config/HGNS_OPFData_case118.yaml +++ /dev/null @@ -1,52 +0,0 @@ -callbacks: - patience: 100 - tol: 0 -task: - task_name: OptimalPowerFlow -data: - baseMVA: 100 - mask_value: 0.0 - normalization: HeteroDataMVANormalizer - networks: - - case118_ieee - scenarios: - - 300000 - test_ratio: 0.1 - val_ratio: 0.1 - workers: 16 -model: - attention_head: 8 - edge_dim: 10 - hidden_size: 48 - input_bus_dim: 15 - input_gen_dim: 6 - output_bus_dim: 2 - output_gen_dim: 1 - num_layers: 12 - type: GNS_heterogeneous -optimizer: - beta1: 0.9 - beta2: 0.999 - learning_rate: 0.0005 - lr_decay: 0.7 - lr_patience: 5 -seed: 0 -training: - batch_size: 64 - epochs: 200 - loss_weights: - - 0.1 - - 0.1 - - 0.8 - losses: - - LayeredWeightedPhysics - - MaskedGenMSE - - MaskedBusMSE - loss_args: - - base_weight: 0.5 - - {} - - {} - accelerator: auto - devices: auto - strategy: auto -verbose: true diff --git a/examples/config/HGNS_OPFData_case14.yaml b/examples/config/HGNS_OPFData_case14.yaml deleted file mode 100644 index 714995dc..00000000 --- a/examples/config/HGNS_OPFData_case14.yaml +++ /dev/null @@ -1,52 +0,0 @@ -task: - task_name: OptimalPowerFlow -data: - baseMVA: 100 - mask_value: 0.0 - normalization: HeteroDataMVANormalizer - networks: - - case14_ieee - scenarios: - - 300000 - test_ratio: 0.1 - val_ratio: 0.1 - workers: 32 -model: - attention_head: 8 - edge_dim: 10 - hidden_size: 48 - input_bus_dim: 15 - input_gen_dim: 6 - output_bus_dim: 2 - output_gen_dim: 1 - num_layers: 12 - type: GNS_heterogeneous -optimizer: - beta1: 0.9 - beta2: 0.999 - learning_rate: 0.0005 - lr_decay: 0.7 - lr_patience: 5 -seed: 0 -training: - batch_size: 64 - epochs: 200 - loss_weights: - - 0.1 - - 0.1 - - 0.8 - losses: - - LayeredWeightedPhysics - - MaskedGenMSE - - MaskedBusMSE - loss_args: - - base_weight: 0.5 - - {} - - {} - accelerator: auto - devices: auto - strategy: auto -verbose: true -callbacks: - patience: 100 - tol: 0 diff --git a/examples/config/HGNS_OPFData_case2000.yaml b/examples/config/HGNS_OPFData_case2000.yaml deleted file mode 100644 index 3ec576e5..00000000 --- a/examples/config/HGNS_OPFData_case2000.yaml +++ /dev/null @@ -1,52 +0,0 @@ -callbacks: - patience: 100 - tol: 0 -task: - task_name: OptimalPowerFlow -data: - baseMVA: 100 - mask_value: 0.0 - normalization: HeteroDataMVANormalizer - networks: - - case2000_goc - scenarios: - - 300000 - test_ratio: 0.1 - val_ratio: 0.1 - workers: 16 -model: - attention_head: 8 - edge_dim: 10 - hidden_size: 48 - input_bus_dim: 15 - input_gen_dim: 6 - output_bus_dim: 2 - output_gen_dim: 1 - num_layers: 12 - type: GNS_heterogeneous -optimizer: - beta1: 0.9 - beta2: 0.999 - learning_rate: 0.0005 - lr_decay: 0.7 - lr_patience: 5 -seed: 0 -training: - batch_size: 16 - epochs: 200 - loss_weights: - - 0.1 - - 0.1 - - 0.8 - losses: - - LayeredWeightedPhysics - - MaskedGenMSE - - MaskedBusMSE - loss_args: - - base_weight: 0.5 - - {} - - {} - accelerator: auto - devices: auto - strategy: auto -verbose: true diff --git a/examples/config/HGNS_OPFData_case30.yaml b/examples/config/HGNS_OPFData_case30.yaml deleted file mode 100644 index f8bba01e..00000000 --- a/examples/config/HGNS_OPFData_case30.yaml +++ /dev/null @@ -1,52 +0,0 @@ -callbacks: - patience: 100 - tol: 0 -task: - task_name: OptimalPowerFlow -data: - baseMVA: 100 - mask_value: 0.0 - normalization: HeteroDataMVANormalizer - networks: - - case30_ieee - scenarios: - - 300000 - test_ratio: 0.1 - val_ratio: 0.1 - workers: 32 -model: - attention_head: 8 - edge_dim: 10 - hidden_size: 48 - input_bus_dim: 15 - input_gen_dim: 6 - output_bus_dim: 2 - output_gen_dim: 1 - num_layers: 12 - type: GNS_heterogeneous -optimizer: - beta1: 0.9 - beta2: 0.999 - learning_rate: 0.0005 - lr_decay: 0.7 - lr_patience: 5 -seed: 0 -training: - batch_size: 64 - epochs: 200 - loss_weights: - - 0.1 - - 0.1 - - 0.8 - losses: - - LayeredWeightedPhysics - - MaskedGenMSE - - MaskedBusMSE - loss_args: - - base_weight: 0.5 - - {} - - {} - accelerator: auto - devices: auto - strategy: auto -verbose: true diff --git a/examples/config/HGNS_OPFData_case500.yaml b/examples/config/HGNS_OPFData_case500.yaml deleted file mode 100644 index 442eac78..00000000 --- a/examples/config/HGNS_OPFData_case500.yaml +++ /dev/null @@ -1,52 +0,0 @@ -callbacks: - patience: 100 - tol: 0 -task: - task_name: OptimalPowerFlow -data: - baseMVA: 100 - mask_value: 0.0 - normalization: HeteroDataMVANormalizer - networks: - - case500_goc - scenarios: - - 300000 - test_ratio: 0.1 - val_ratio: 0.1 - workers: 16 -model: - attention_head: 8 - edge_dim: 10 - hidden_size: 48 - input_bus_dim: 15 - input_gen_dim: 6 - output_bus_dim: 2 - output_gen_dim: 1 - num_layers: 12 - type: GNS_heterogeneous -optimizer: - beta1: 0.9 - beta2: 0.999 - learning_rate: 0.0005 - lr_decay: 0.7 - lr_patience: 5 -seed: 0 -training: - batch_size: 16 - epochs: 200 - loss_weights: - - 0.1 - - 0.1 - - 0.8 - losses: - - LayeredWeightedPhysics - - MaskedGenMSE - - MaskedBusMSE - loss_args: - - base_weight: 0.5 - - {} - - {} - accelerator: auto - devices: auto - strategy: auto -verbose: true diff --git a/examples/config/HGNS_OPFData_case57.yaml b/examples/config/HGNS_OPFData_case57.yaml deleted file mode 100644 index 024efa8c..00000000 --- a/examples/config/HGNS_OPFData_case57.yaml +++ /dev/null @@ -1,52 +0,0 @@ -callbacks: - patience: 100 - tol: 0 -task: - task_name: OptimalPowerFlow -data: - baseMVA: 100 - mask_value: 0.0 - normalization: HeteroDataMVANormalizer - networks: - - case57_ieee - scenarios: - - 300000 - test_ratio: 0.1 - val_ratio: 0.1 - workers: 32 -model: - attention_head: 8 - edge_dim: 10 - hidden_size: 48 - input_bus_dim: 15 - input_gen_dim: 6 - output_bus_dim: 2 - output_gen_dim: 1 - num_layers: 12 - type: GNS_heterogeneous -optimizer: - beta1: 0.9 - beta2: 0.999 - learning_rate: 0.0005 - lr_decay: 0.7 - lr_patience: 5 -seed: 0 -training: - batch_size: 64 - epochs: 200 - loss_weights: - - 0.1 - - 0.1 - - 0.8 - losses: - - LayeredWeightedPhysics - - MaskedGenMSE - - MaskedBusMSE - loss_args: - - base_weight: 0.5 - - {} - - {} - accelerator: auto - devices: auto - strategy: auto -verbose: true diff --git a/examples/config/HGNS_PF_pfdelta_case118.yaml b/examples/config/HGNS_PF_pfdelta_case118.yaml deleted file mode 100644 index 42202176..00000000 --- a/examples/config/HGNS_PF_pfdelta_case118.yaml +++ /dev/null @@ -1,54 +0,0 @@ -callbacks: - patience: 100 - tol: 0 -task: - task_name: PowerFlow -data: - baseMVA: 100 - mask_value: 0.0 - normalization: HeteroDataMVANormalizer - normalizationMVA: 240 - networks: - - case118_ieee_N_1 - - case118_ieee_N_2 - - case118_ieee_N - scenarios: - - 20000 - - 20000 - - 20000 - test_ratio: 0.1 - val_ratio: 0.1 - workers: 16 -model: - attention_head: 8 - edge_dim: 10 - hidden_size: 48 - input_bus_dim: 15 - input_gen_dim: 6 - output_bus_dim: 2 - output_gen_dim: 1 - num_layers: 12 - type: GNS_heterogeneous -optimizer: - beta1: 0.9 - beta2: 0.999 - learning_rate: 0.0005 - lr_decay: 0.7 - lr_patience: 5 -seed: 0 -training: - batch_size: 64 - epochs: 300 - loss_weights: - - 0.1 - - 0.9 - losses: - - LayeredWeightedPhysics - - MaskedBusMSE - loss_args: - - base_weight: 0.5 - - {} - accelerator: auto - devices: auto - strategy: auto -verbose: true diff --git a/examples/config/HGNS_SE_datakit_case118.yaml b/examples/config/HGNS_SE_datakit_case118.yaml deleted file mode 100644 index 6c97a7e8..00000000 --- a/examples/config/HGNS_SE_datakit_case118.yaml +++ /dev/null @@ -1,75 +0,0 @@ -callbacks: - patience: 100 - tol: 0 -task: - task_name: StateEstimation - noise_type: Gaussian - measurements: - power_inj: - mask_ratio: 0.2 - outlier_ratio: 0.1 - std: 0.02 - power_flow: - mask_ratio: 0.2 - outlier_ratio: 0.1 - std: 0.02 - vm: - mask_ratio: 0.2 - outlier_ratio: 0.1 - std: 0.02 - relative_measurement: true -data: - baseMVA: 100 - mask_value: 0.0 - normalization: HeteroDataMVANormalizer - networks: - - case118_ieee - scenarios: - - 100000 - split_by_load_scenario_idx: true - test_ratio: 0.1 - val_ratio: 0.1 - workers: 32 -model: - attention_head: 8 - edge_dim: 10 - hidden_size: 48 - input_bus_dim: 15 - input_gen_dim: 6 - output_bus_dim: 2 - output_gen_dim: 1 - num_layers: 12 - type: GNS_heterogeneous -optimizer: - beta1: 0.9 - beta2: 0.999 - learning_rate: 0.0005 - lr_decay: 0.7 - lr_patience: 5 -seed: 0 -training: - batch_size: 32 - epochs: 200 - losses: - - LossPerDim - - LossPerDim - - LossPerDim - - LossPerDim - loss_weights: - - 0.35 - - 0.35 - - 0.1 - - 0.1 - loss_args: - - dim: VM - loss_str: MAE - - dim: VA - loss_str: MAE - - dim: P_in - loss_str: MAE - - dim: Q_in - loss_str: MAE - accelerator: auto - devices: auto - strategy: auto -verbose: true diff --git a/examples/config/HGNS_SE_datakit_case14.yaml b/examples/config/HGNS_SE_datakit_case14.yaml deleted file mode 100644 index 09ad20af..00000000 --- a/examples/config/HGNS_SE_datakit_case14.yaml +++ /dev/null @@ -1,75 +0,0 @@ -callbacks: - patience: 100 - tol: 0 -task: - task_name: StateEstimation - noise_type: Gaussian - measurements: - power_inj: - mask_ratio: 0.2 - outlier_ratio: 0.1 - std: 0.02 - power_flow: - mask_ratio: 0.2 - outlier_ratio: 0.1 - std: 0.02 - vm: - mask_ratio: 0.2 - outlier_ratio: 0.1 - std: 0.02 - relative_measurement: true -data: - baseMVA: 100 - mask_value: 0.0 - normalization: HeteroDataMVANormalizer - networks: - - case14_ieee - scenarios: - - 100000 - split_by_load_scenario_idx: true - test_ratio: 0.1 - val_ratio: 0.1 - workers: 32 -model: - attention_head: 8 - edge_dim: 10 - hidden_size: 48 - input_bus_dim: 15 - input_gen_dim: 6 - output_bus_dim: 2 - output_gen_dim: 1 - num_layers: 12 - type: GNS_heterogeneous -optimizer: - beta1: 0.9 - beta2: 0.999 - learning_rate: 0.0005 - lr_decay: 0.7 - lr_patience: 5 -seed: 0 -training: - batch_size: 32 - epochs: 200 - losses: - - LossPerDim - - LossPerDim - - LossPerDim - - LossPerDim - loss_weights: - - 0.35 - - 0.35 - - 0.1 - - 0.1 - loss_args: - - dim: VM - loss_str: MAE - - dim: VA - loss_str: MAE - - dim: P_in - loss_str: MAE - - dim: Q_in - loss_str: MAE - accelerator: auto - devices: auto - strategy: auto -verbose: true From 9c65f95c9aaa5ec03a1f7020f925907e219bc975 Mon Sep 17 00:00:00 2001 From: Alban Puech Date: Tue, 21 Apr 2026 00:21:03 +0200 Subject: [PATCH 31/36] delete outdated docs --- docs/tasks/base_task.md | 216 ------------- docs/tasks/feature_reconstruction.md | 185 ----------- docs/tasks/opf_metric_aggregation.md | 9 - docs/tasks/optimal_power_flow.md | 12 - docs/tasks/power_flow.md | 12 - docs/tasks/reconstruction_task.md | 293 ------------------ docs/tasks/state_estimation.md | 11 - docs/training/loss.md | 47 --- docs/tutorials/contingency_analysis.md | 326 -------------------- docs/tutorials/feature_reconstruction.md | 201 ------------ docs/tutorials/figs/MSE_loading.png | Bin 16956 -> 0 bytes docs/tutorials/figs/active_demand.png | Bin 168325 -> 0 bytes docs/tutorials/figs/active_generated.png | Bin 161627 -> 0 bytes docs/tutorials/figs/active_residuals.png | Bin 79941 -> 0 bytes docs/tutorials/figs/confusion_DC.png | Bin 21101 -> 0 bytes docs/tutorials/figs/confusion_gridfm.png | Bin 21766 -> 0 bytes docs/tutorials/figs/correlation_voltage.png | Bin 210670 -> 0 bytes docs/tutorials/figs/hist_true_loadings.png | Bin 11212 -> 0 bytes docs/tutorials/figs/loading_DC.png | Bin 207215 -> 0 bytes docs/tutorials/figs/loading_gridfm.png | Bin 194314 -> 0 bytes docs/tutorials/figs/loading_predictions.png | Bin 15185 -> 0 bytes docs/tutorials/figs/reactive_demand.png | Bin 170023 -> 0 bytes docs/tutorials/figs/reactive_generated.png | Bin 166628 -> 0 bytes docs/tutorials/figs/voltage_angle.png | Bin 167260 -> 0 bytes docs/tutorials/figs/voltage_magnitude.png | Bin 167424 -> 0 bytes 25 files changed, 1312 deletions(-) delete mode 100644 docs/tasks/base_task.md delete mode 100644 docs/tasks/feature_reconstruction.md delete mode 100644 docs/tasks/opf_metric_aggregation.md delete mode 100644 docs/tasks/optimal_power_flow.md delete mode 100644 docs/tasks/power_flow.md delete mode 100644 docs/tasks/reconstruction_task.md delete mode 100644 docs/tasks/state_estimation.md delete mode 100644 docs/training/loss.md delete mode 100644 docs/tutorials/contingency_analysis.md delete mode 100644 docs/tutorials/feature_reconstruction.md delete mode 100644 docs/tutorials/figs/MSE_loading.png delete mode 100644 docs/tutorials/figs/active_demand.png delete mode 100644 docs/tutorials/figs/active_generated.png delete mode 100644 docs/tutorials/figs/active_residuals.png delete mode 100644 docs/tutorials/figs/confusion_DC.png delete mode 100644 docs/tutorials/figs/confusion_gridfm.png delete mode 100644 docs/tutorials/figs/correlation_voltage.png delete mode 100644 docs/tutorials/figs/hist_true_loadings.png delete mode 100644 docs/tutorials/figs/loading_DC.png delete mode 100644 docs/tutorials/figs/loading_gridfm.png delete mode 100644 docs/tutorials/figs/loading_predictions.png delete mode 100644 docs/tutorials/figs/reactive_demand.png delete mode 100644 docs/tutorials/figs/reactive_generated.png delete mode 100644 docs/tutorials/figs/voltage_angle.png delete mode 100644 docs/tutorials/figs/voltage_magnitude.png diff --git a/docs/tasks/base_task.md b/docs/tasks/base_task.md deleted file mode 100644 index 1153a2d0..00000000 --- a/docs/tasks/base_task.md +++ /dev/null @@ -1,216 +0,0 @@ -# Base Task - -The `BaseTask` class is an abstract base class that provides the foundation for all task implementations in GridFM-GraphKit. It extends PyTorch Lightning's `LightningModule` and defines the common interface and shared functionality for training, validation, and testing. - -## Overview - -`BaseTask` serves as the parent class for all task-specific implementations, providing: - -- **Abstract method definitions**: Enforces implementation of core methods in subclasses -- **Optimizer configuration**: Sets up AdamW optimizer with learning rate scheduling -- **Normalization statistics logging**: Saves normalization parameters for reproducibility -- **Hyperparameter management**: Automatically saves hyperparameters for experiment tracking - -## BaseTask Class - -::: gridfm_graphkit.tasks.base_task.BaseTask - options: - show_root_heading: true - show_source: true - members: - - __init__ - - forward - - training_step - - validation_step - - test_step - - predict_step - - on_fit_start - - configure_optimizers - -## Methods - -### `__init__(args, data_normalizers)` - -Initialize the base task with configuration and normalizers. - -**Parameters:** - -- `args` (NestedNamespace): Experiment configuration containing all hyperparameters -- `data_normalizers` (list): List of normalizer objects, one per dataset - -**Attributes Set:** - -- `self.args`: Stores the configuration -- `self.data_normalizers`: Stores the normalizers -- Automatically calls `save_hyperparameters()` for experiment tracking - ---- - -### `forward(*args, **kwargs)` (Abstract) - -Defines the forward pass through the model. Must be implemented by subclasses. - -**Returns:** - -- Model output (structure depends on task implementation) - ---- - -### `training_step(batch)` (Abstract) - -Executes one training step. Must be implemented by subclasses. - -**Parameters:** - -- `batch`: A batch of data from the training dataloader - -**Returns:** - -- Loss tensor for backpropagation - ---- - -### `validation_step(batch, batch_idx)` (Abstract) - -Executes one validation step. Must be implemented by subclasses. - -**Parameters:** - -- `batch`: A batch of data from the validation dataloader -- `batch_idx` (int): Index of the current batch - -**Returns:** - -- Loss tensor or metrics dictionary - ---- - -### `test_step(batch, batch_idx, dataloader_idx=0)` (Abstract) - -Executes one test step. Must be implemented by subclasses. - -**Parameters:** - -- `batch`: A batch of data from the test dataloader -- `batch_idx` (int): Index of the current batch -- `dataloader_idx` (int): Index of the dataloader (for multiple test datasets) - -**Returns:** - -- Metrics dictionary or None - ---- - -### `predict_step(batch, batch_idx, dataloader_idx=0)` (Abstract) - -Executes one prediction step. Must be implemented by subclasses. - -**Parameters:** - -- `batch`: A batch of data from the prediction dataloader -- `batch_idx` (int): Index of the current batch -- `dataloader_idx` (int): Index of the dataloader - -**Returns:** - -- Predictions dictionary - ---- - -### `on_fit_start()` - -Called at the beginning of training. Saves normalization statistics to disk. - -**Behavior:** - -- Creates a `stats` directory in the logging directory -- Saves human-readable normalization statistics to `normalization_stats.txt` -- Saves machine-loadable statistics to `normalizer_stats.pt` (PyTorch format) -- Only executes on rank 0 in distributed training (via `@rank_zero_only` decorator) - -**Output Files:** - -1. **`normalization_stats.txt`**: Human-readable text file with statistics for each dataset -2. **`normalizer_stats.pt`**: PyTorch file containing a dictionary keyed by network name - ---- - -### `configure_optimizers()` - -Configures the optimizer and learning rate scheduler. - -**Optimizer:** - -- **Type**: AdamW -- **Learning Rate**: From `args.optimizer.learning_rate` -- **Betas**: From `args.optimizer.beta1` and `args.optimizer.beta2` - -**Scheduler:** - -- **Type**: ReduceLROnPlateau -- **Mode**: Minimize -- **Factor**: From `args.optimizer.lr_decay` -- **Patience**: From `args.optimizer.lr_patience` -- **Monitored Metric**: "Validation loss" - -**Returns:** - -- Dictionary with optimizer and lr_scheduler configuration - -## Usage - -`BaseTask` is not used directly. Instead, create a subclass that implements all abstract methods: - -```python -from gridfm_graphkit.tasks.base_task import BaseTask - -class MyCustomTask(BaseTask): - def __init__(self, args, data_normalizers): - super().__init__(args, data_normalizers) - # Initialize task-specific components - - def forward(self, x_dict, edge_index_dict, edge_attr_dict, mask_dict): - # Implement forward pass - pass - - def training_step(self, batch): - # Implement training logic - pass - - def validation_step(self, batch, batch_idx): - # Implement validation logic - pass - - def test_step(self, batch, batch_idx, dataloader_idx=0): - # Implement test logic - pass - - def predict_step(self, batch, batch_idx, dataloader_idx=0): - # Implement prediction logic - pass -``` - -## Configuration Example - -The base task uses the following configuration sections: - -```yaml -optimizer: - learning_rate: 0.001 - beta1: 0.9 - beta2: 0.999 - lr_decay: 0.7 - lr_patience: 5 - -data: - networks: - - case14_ieee - - case118_ieee -``` - -## Related - -- [Reconstruction Task](reconstruction_task.md): Base class for reconstruction tasks -- [Power Flow Task](power_flow.md): Concrete implementation for power flow -- [Optimal Power Flow Task](optimal_power_flow.md): Concrete implementation for OPF -- [State Estimation Task](state_estimation.md): Concrete implementation for state estimation diff --git a/docs/tasks/feature_reconstruction.md b/docs/tasks/feature_reconstruction.md deleted file mode 100644 index fbde3eae..00000000 --- a/docs/tasks/feature_reconstruction.md +++ /dev/null @@ -1,185 +0,0 @@ -# Task Classes Overview - -GridFM-GraphKit provides a hierarchical task system for power grid analysis. All tasks inherit from a common base class and share core functionality while implementing domain-specific logic. - -## Task Hierarchy - -``` -BaseTask (Abstract) - └── ReconstructionTask - ├── PowerFlowTask - ├── OptimalPowerFlowTask - └── StateEstimationTask -``` - -## Available Task Classes - -### Base Classes - -- **[BaseTask](base_task.md)**: Abstract base class providing common functionality for all tasks - - Optimizer configuration - - Learning rate scheduling - - Normalization statistics logging - - Abstract method definitions - -- **[ReconstructionTask](reconstruction_task.md)**: Base class for feature reconstruction tasks - - Model integration - - Loss function handling - - Shared training/validation logic - - Test output management - -### Concrete Task Implementations - -- **[PowerFlowTask](power_flow.md)**: Power flow analysis - - Computes voltage profiles and power flows - - Physics-based validation with Power Balance Error (PBE) - - Separate metrics for PQ, PV, and REF buses - - Detailed per-bus predictions - -- **[OptimalPowerFlowTask](optimal_power_flow.md)**: Optimal power flow with economic optimization - - Minimizes generation costs - - Tracks optimality gap - - Monitors constraint violations (thermal, voltage, angle) - - Evaluates reactive power limits - -- **[StateEstimationTask](state_estimation.md)**: State estimation from noisy measurements - - Handles measurement noise and outliers - - Separate evaluation for outliers, masked values, and clean measurements - - Correlation analysis between predictions, measurements, and targets - -## Quick Reference - -### Method Overview - -All task classes implement the following core methods: - -| Method | Purpose | Implemented In | -|--------|---------|----------------| -| `__init__` | Initialize task with config and normalizers | All classes | -| `forward` | Forward pass through model | ReconstructionTask+ | -| `training_step` | Execute one training step | ReconstructionTask+ | -| `validation_step` | Execute one validation step | ReconstructionTask+ | -| `test_step` | Execute one test step | Concrete tasks | -| `predict_step` | Execute one prediction step | Concrete tasks | -| `on_fit_start` | Save normalization stats before training | BaseTask | -| `on_test_end` | Generate reports and plots after testing | Concrete tasks | -| `configure_optimizers` | Setup optimizer and scheduler | BaseTask | - -### Task Selection - -Tasks are automatically selected based on your YAML configuration: - -```yaml -task: - task_name: PowerFlow # or OptimalPowerFlow, StateEstimation -``` - -The task registry automatically instantiates the correct task class based on the `task_name` field. - -## Common Features - -All tasks share these features: - -### 1. Distributed Training Support -- Multi-GPU training with proper metric synchronization -- Rank 0 handles logging and file I/O -- Automatic gathering of test outputs across ranks - -### 2. Comprehensive Logging -- Training and validation metrics logged to MLflow or TensorBoard -- Automatic hyperparameter tracking -- Normalization statistics saved for reproducibility - -### 3. Test Outputs -- CSV reports with detailed metrics -- Visualization plots (when `verbose=True`) -- Per-dataset analysis for multiple test sets - -### 4. Physics-Based Evaluation -- Power balance error computation -- Branch flow calculations -- Residual analysis by bus type - -## Configuration - -### Basic Configuration - -```yaml -task: - task_name: PowerFlow - verbose: true - -training: - batch_size: 64 - epochs: 100 - losses: ["MaskedMSE", "PBE"] - loss_weights: [0.01, 0.99] - -optimizer: - learning_rate: 0.001 - beta1: 0.9 - beta2: 0.999 - lr_decay: 0.7 - lr_patience: 5 -``` - -### Task-Specific Options - -Each task may have additional configuration options. See the individual task documentation for details: - -- [Power Flow Configuration](power_flow.md#configuration-example) -- [Optimal Power Flow Configuration](optimal_power_flow.md#configuration-example) -- [State Estimation Configuration](state_estimation.md#configuration-example) - -## Creating Custom Tasks - -To create a custom task, extend `ReconstructionTask` or `BaseTask`: - -```python -from gridfm_graphkit.tasks.reconstruction_tasks import ReconstructionTask -from gridfm_graphkit.io.registries import TASK_REGISTRY - -@TASK_REGISTRY.register("MyCustomTask") -class MyCustomTask(ReconstructionTask): - def __init__(self, args, data_normalizers): - super().__init__(args, data_normalizers) - # Add custom initialization - - def test_step(self, batch, batch_idx, dataloader_idx=0): - # Implement custom test logic - output, loss_dict = self.shared_step(batch) - - # Add custom metrics - custom_metric = self.compute_custom_metric(output, batch) - loss_dict["Custom Metric"] = custom_metric - - # Log metrics - for metric, value in loss_dict.items(): - self.log(f"{dataset_name}/{metric}", value) - - return loss_dict["loss"] - - def predict_step(self, batch, batch_idx, dataloader_idx=0): - # Implement custom prediction logic - output, _ = self.shared_step(batch) - return {"predictions": output} - - def on_test_end(self): - # Custom analysis and visualization - # Generate reports, plots, etc. - super().on_test_end() -``` - -Then use it in your configuration: - -```yaml -task: - task_name: MyCustomTask -``` - -## Related Documentation - -- [Loss Functions](../training/loss.md): Available loss functions and their configuration -- [Data Modules](../datasets/data_modules.md): Data loading and preprocessing -- [Models](../models/models.md): Available model architectures -- [Quick Start Guide](../quick_start/quick_start.md): Getting started with training diff --git a/docs/tasks/opf_metric_aggregation.md b/docs/tasks/opf_metric_aggregation.md deleted file mode 100644 index 35c426e2..00000000 --- a/docs/tasks/opf_metric_aggregation.md +++ /dev/null @@ -1,9 +0,0 @@ -# OPF Metric Aggregation - -In `opf_task.py`, test metrics are first reduced inside each batch, then reduced across batches by Lightning with weight `batch.num_graphs`. In `opf_ac_dc_baseline.py`, the corresponding AC/DC metrics are reduced directly over the full test split with `numpy`/`pandas`. - -For metrics defined on all buses, these two procedures are equivalent when each graph has the same number of buses. That assumption holds here because evaluation is performed per network and buses are not removed. - -For metrics defined on a bus subset, such as PV or REF buses, exact equivalence requires the same number of relevant buses in every graph. This is not strictly guaranteed: for example, a PV bus can become PQ if its only generator is disconnected. In practice, shuffling makes the subset counts similar across batches, but the equality is only approximate. - -For edge metrics, the same is observed: graphs can have different numbers of active branches because lines may be deactivated. Therefore batch-level graph weighting is not exactly the same as a direct mean over all edge rows in the dataset, but since the data is shuffled, then both implementation give reasonably similar results. diff --git a/docs/tasks/optimal_power_flow.md b/docs/tasks/optimal_power_flow.md deleted file mode 100644 index 3d13a57f..00000000 --- a/docs/tasks/optimal_power_flow.md +++ /dev/null @@ -1,12 +0,0 @@ -# Optimal Power Flow Task - -## OptimalPowerFlowTask Class - -::: gridfm_graphkit.tasks.opf_task.OptimalPowerFlowTask - options: - show_root_heading: true - show_source: true - members: - - __init__ - - test_step - - on_test_end diff --git a/docs/tasks/power_flow.md b/docs/tasks/power_flow.md deleted file mode 100644 index 8912a267..00000000 --- a/docs/tasks/power_flow.md +++ /dev/null @@ -1,12 +0,0 @@ -# Power Flow Task - -## PowerFlowTask Class - -::: gridfm_graphkit.tasks.pf_task.PowerFlowTask - options: - show_root_heading: true - show_source: true - members: - - __init__ - - test_step - - on_test_end diff --git a/docs/tasks/reconstruction_task.md b/docs/tasks/reconstruction_task.md deleted file mode 100644 index 54e9e5a8..00000000 --- a/docs/tasks/reconstruction_task.md +++ /dev/null @@ -1,293 +0,0 @@ -# Reconstruction Task - -The `ReconstructionTask` class is a concrete implementation of `BaseTask` that provides the foundation for node feature reconstruction on power grid graphs. It wraps a GridFM model and defines the training, validation, and testing logic for reconstructing masked node features. - -## Overview - -`ReconstructionTask` serves as the base class for all reconstruction-based tasks in GridFM-GraphKit, including: - -- Power Flow (PF) -- Optimal Power Flow (OPF) -- State Estimation (SE) - -It provides: - -- **Model integration**: Loads and wraps the GridFM model -- **Loss function handling**: Configures and applies loss functions -- **Shared training logic**: Common training and validation steps -- **Test output management**: Collects and manages test outputs for analysis - -## ReconstructionTask Class - -::: gridfm_graphkit.tasks.reconstruction_tasks.ReconstructionTask - options: - show_root_heading: true - show_source: true - members: - - __init__ - - forward - - shared_step - - training_step - - validation_step - - on_test_end - -## Methods - -### `__init__(args, data_normalizers)` - -Initialize the reconstruction task with model, loss function, and configuration. - -**Parameters:** - -- `args` (NestedNamespace): Experiment configuration with fields like: - - `training.batch_size`: Batch size for training - - `optimizer.*`: Optimizer configuration - - `model.*`: Model architecture configuration - - `training.losses`: List of loss functions to use - - `data.networks`: List of network names -- `data_normalizers` (list): One normalizer per dataset for feature normalization/denormalization - -**Attributes Set:** - -- `self.model`: GridFM model loaded via `load_model()` -- `self.loss_fn`: Loss function resolved from configuration via `get_loss_function()` -- `self.batch_size`: Training batch size -- `self.test_outputs`: Dictionary to store test outputs per dataset (keyed by dataloader index) - -**Example:** - -```python -task = ReconstructionTask(args, data_normalizers) -``` - ---- - -### `forward(x_dict, edge_index_dict, edge_attr_dict, mask_dict)` - -Forward pass through the model. - -**Parameters:** - -- `x_dict` (dict): Node features dictionary with keys like `"bus"`, `"gen"` -- `edge_index_dict` (dict): Edge indices dictionary for heterogeneous edges -- `edge_attr_dict` (dict): Edge attributes dictionary -- `mask_dict` (dict): Masking dictionary indicating which features are masked - -**Returns:** - -- Model output dictionary with predicted node features - -**Example:** - -```python -output = task.forward( - x_dict=batch.x_dict, - edge_index_dict=batch.edge_index_dict, - edge_attr_dict=batch.edge_attr_dict, - mask_dict=batch.mask_dict -) -``` - ---- - -### `shared_step(batch)` - -Common logic for training and validation steps. - -**Parameters:** - -- `batch`: A batch from the dataloader containing: - - `x_dict`: Input node features - - `y_dict`: Target node features - - `edge_index_dict`: Edge connectivity - - `edge_attr_dict`: Edge attributes - - `mask_dict`: Feature masks - -**Returns:** - -- `output` (dict): Model predictions -- `loss_dict` (dict): Dictionary containing: - - `"loss"`: Total loss value - - Additional loss components (if applicable) - -**Behavior:** - -1. Performs forward pass through the model -2. Computes loss using the configured loss function -3. Returns both predictions and loss dictionary - -**Example:** - -```python -output, loss_dict = task.shared_step(batch) -total_loss = loss_dict["loss"] -``` - ---- - -### `training_step(batch)` - -Execute one training step. - -**Parameters:** - -- `batch`: Training batch from dataloader - -**Returns:** - -- Loss tensor for backpropagation - -**Logged Metrics:** - -- `"Training Loss"`: Total training loss -- `"Learning Rate"`: Current learning rate - -**Logging Configuration:** - -- `batch_size`: Number of graphs in batch -- `sync_dist=False`: No synchronization across GPUs during training -- `on_epoch=False`: Log per step, not per epoch -- `on_step=True`: Log at each training step -- `prog_bar=False`: Don't show in progress bar -- `logger=True`: Send to logger (e.g., MLflow) - ---- - -### `validation_step(batch, batch_idx)` - -Execute one validation step. - -**Parameters:** - -- `batch`: Validation batch from dataloader -- `batch_idx` (int): Index of the current batch - -**Returns:** - -- Loss tensor - -**Logged Metrics:** - -- `"Validation loss"`: Total validation loss -- Additional loss components (if multiple losses are used) - -**Logging Configuration:** - -- `batch_size`: Number of graphs in batch -- `sync_dist=True`: Synchronize metrics across GPUs -- `on_epoch=True`: Aggregate and log at epoch end -- `on_step=False`: Don't log individual steps -- `logger=True`: Send to logger - -**Note:** The validation loss is monitored by the learning rate scheduler for automatic learning rate reduction. - ---- - -### `on_test_end()` - -Called at the end of testing. Clears stored test outputs. - -**Behavior:** - -- Clears the `self.test_outputs` dictionary -- Only executes on rank 0 in distributed training (via `@rank_zero_only` decorator) -- Subclasses typically override this to add custom analysis, plotting, and CSV generation - -**Note:** This is a minimal implementation. Task-specific subclasses (PowerFlowTask, OptimalPowerFlowTask, StateEstimationTask) override this method to: - -- Generate detailed metrics CSV files -- Create visualization plots -- Save analysis results - ---- - -## Usage - -`ReconstructionTask` can be used directly for simple reconstruction tasks, but is typically subclassed for specific power system tasks: - -```python -from gridfm_graphkit.tasks.reconstruction_tasks import ReconstructionTask - -# Direct usage (simple reconstruction) -task = ReconstructionTask(args, data_normalizers) - -# Or create a subclass for custom behavior -class CustomReconstructionTask(ReconstructionTask): - def test_step(self, batch, batch_idx, dataloader_idx=0): - # Custom test logic - output, loss_dict = self.shared_step(batch) - # Add custom metrics - return loss_dict["loss"] - - def on_test_end(self): - # Custom analysis and visualization - super().on_test_end() -``` - -## Configuration Example - -```yaml -task: - task_name: Reconstruction # Or PowerFlow, OptimalPowerFlow, StateEstimation - -model: - type: GNS_heterogeneous - hidden_size: 48 - num_layers: 12 - attention_head: 8 - -training: - batch_size: 64 - epochs: 100 - losses: - - MaskedMSE - loss_weights: - - 1.0 - -optimizer: - learning_rate: 0.001 - beta1: 0.9 - beta2: 0.999 - lr_decay: 0.7 - lr_patience: 5 -``` - -## Loss Functions - -The reconstruction task supports various loss functions configured via the YAML file: - -- **MaskedMSE**: Mean squared error on masked features only -- **MaskedBusMSE**: MSE specifically for bus node features -- **LayeredWeightedPhysics**: Physics-based loss with layer-wise weighting -- **PBE**: Power Balance Error loss - -Multiple losses can be combined with weights: - -```yaml -training: - losses: - - LayeredWeightedPhysics - - MaskedBusMSE - loss_weights: - - 0.1 - - 0.9 - loss_args: - - base_weight: 0.5 - - {} -``` - -## Subclasses - -The following task classes extend `ReconstructionTask`: - -- **[PowerFlowTask](power_flow.md)**: Adds power flow-specific metrics and physics validation -- **[OptimalPowerFlowTask](optimal_power_flow.md)**: Adds economic optimization metrics and constraint violation tracking -- **[StateEstimationTask](state_estimation.md)**: Adds measurement-based estimation and outlier handling - -## Related - -- [Base Task](base_task.md): Abstract base class for all tasks -- [Power Flow Task](power_flow.md): Power flow analysis implementation -- [Optimal Power Flow Task](optimal_power_flow.md): OPF optimization implementation -- [State Estimation Task](state_estimation.md): State estimation implementation -- [Loss Functions](../training/loss.md): Available loss functions diff --git a/docs/tasks/state_estimation.md b/docs/tasks/state_estimation.md deleted file mode 100644 index c3adbbcb..00000000 --- a/docs/tasks/state_estimation.md +++ /dev/null @@ -1,11 +0,0 @@ -# State Estimation Task - -::: gridfm_graphkit.tasks.se_task.StateEstimationTask - options: - show_root_heading: true - show_source: true - members: - - __init__ - - test_step - - on_test_end - - predict_step diff --git a/docs/training/loss.md b/docs/training/loss.md deleted file mode 100644 index de56d4ba..00000000 --- a/docs/training/loss.md +++ /dev/null @@ -1,47 +0,0 @@ -# Loss Functions - -## Base Loss - -::: gridfm_graphkit.training.loss.BaseLoss - ---- - -## Mean Squared Error Loss - -::: gridfm_graphkit.training.loss.MSELoss - ---- - -## Masked Mean Squared Error Loss - -::: gridfm_graphkit.training.loss.MaskedMSELoss - ---- - -## Masked Generator MSE Loss - -::: gridfm_graphkit.training.loss.MaskedGenMSE - ---- - -## Masked Bus MSE Loss - -::: gridfm_graphkit.training.loss.MaskedBusMSE - ---- - -## Mixed Loss - -::: gridfm_graphkit.training.loss.MixedLoss - ---- - -## Layered Weighted Physics Loss - -::: gridfm_graphkit.training.loss.LayeredWeightedPhysicsLoss - ---- - -## Loss Per Dimension - -::: gridfm_graphkit.training.loss.LossPerDim diff --git a/docs/tutorials/contingency_analysis.md b/docs/tutorials/contingency_analysis.md deleted file mode 100644 index db31962a..00000000 --- a/docs/tutorials/contingency_analysis.md +++ /dev/null @@ -1,326 +0,0 @@ -👉 [Link](https://github.com/gridfm/gridfm-graphkit/tree/main/examples/notebooks) to the tutorial notebooks on Github -👉 [Link](https://colab.research.google.com/github/gridfm/gridfm-graphkit/blob/main/examples/notebooks/Tutorial_contingency_analisys.ipynb) to the tutorial on Google Colab - ---- -Contingency analysis is a critical process in power system operations used to assess the impact of potential failures (e.g., line outages) on grid stability and reliability. It helps operators prepare for unexpected events by simulating scenarios such as N-1 or N-2 contingencies, where one or more components are removed from service. This analysis ensures that the grid can continue to operate within safe limits even under stressed conditions. - ---- - -## Dataset Generation and Model Evaluation - -The dataset used in this study originates from the Texas transmission grid, which includes approximately 2,000 nodes. Using the contingency mode of the `gridfm-datakit`, we simulated N-2 contingencies by removing up to two transmission lines at a time. For each scenario, we first solved the optimal power flow (OPF) problem to determine the generation dispatch. Then, we applied the contingency by removing lines and re-solved the power flow to observse the resulting grid state. - -This process generated around 100,000 unique scenarios. Our model, **GridFMv0.1**, was fine-tuned on this dataset to predict power flow outcomes. For demonstration purposes, we selected a subsample of 10 scenarios. The `gridfm-datakit` also computed DC power flow results, enabling a comparison between GridFMv0.1 predictions and traditional DC power flow estimates, specifically in terms of line loading accuracy. - -All predictions are benchmarked against the ground truth obtained from AC power flow simulations. Additionally, we analyze bus voltage violations, which GridFM can predict but are not captured by the DC solver, highlighting GridFM’s enhanced capabilities in modeling grid behavior. - -```python -import sys - -if "google.colab" in sys.modules: - try: - !git clone https://github.com/gridfm/gridfm-graphkit.git - %cd /content/gridfm-graphkit - !pip install . - %cd examples/notebooks/ - except Exception as e: - print(f"Failed to start Google Collab setup, due to {e}") -``` - -```python -from gridfm_graphkit.datasets.postprocessing import ( - compute_branch_currents_kA, - compute_loading, -) -from gridfm_graphkit.datasets.postprocessing import create_admittance_matrix -from gridfm_graphkit.utils.utils import compute_cm_metrics -from gridfm_graphkit.utils.visualization import ( - plot_mass_correlation_density, - plot_cm, - plot_loading_predictions, - plot_mass_correlation_density_voltage, -) - -import os -from tqdm import tqdm -import matplotlib.pyplot as plt -from sklearn.metrics import f1_score -import numpy as np -import pandas as pd -``` - -## Load Data - -We load both the ground truth and predicted values of the power flow solution. The predictions are generated using the `gridfm-graphkit` CLI: - -```bash -gridfm-graphkit predict ... -``` - -We then merge the datasets using `scenario` and `bus` as keys, allowing us to align the predicted and actual values for each grid state and bus. - -```python -root_pred_folder = "../data/contingency_texas/" -prediction_dir = "prediction_gridfm01" -label_plot = "GridFM_v0.1 Fine-tuned" - -pf_node_GT = pd.read_csv(os.path.join(root_pred_folder, "pf_node_10_examples.csv")) -pg_node_predicted = pd.read_csv( - os.path.join(root_pred_folder, "predictions_10_examples.csv") -) - -branch_idx_removed = pd.read_csv("{}branch_idx_removed.csv".format(root_pred_folder)) -edge_params = pd.read_csv("{}edge_params.csv".format(root_pred_folder)) -bus_params = pd.read_csv("{}bus_params.csv".format(root_pred_folder)) - -pf_node = pg_node_predicted.merge(pf_node_GT, on=["scenario", "bus"], how="left") -``` - -## Create Admittance matrix - -```python -sn_mva = 100 -Yf, Yt, Vf_base_kV, Vt_base_kV = create_admittance_matrix( - bus_params, edge_params, sn_mva -) -rate_a = edge_params["rate_a"] -``` - -## Correct voltage predictions for GridFM and DC - -```python -pf_node["Vm_pred_corrected"] = pf_node["VM_pred"] -pf_node["Va_pred_corrected"] = pf_node["VA_pred"] - -pf_node.loc[pf_node.PV == 1, "Vm_pred_corrected"] = pf_node.loc[pf_node.PV == 1, "Vm"] -pf_node.loc[pf_node.REF == 1, "Va_pred_corrected"] = pf_node.loc[pf_node.REF == 1, "Va"] - -pf_node["Vm_dc_corrected"] = pf_node["Vm_dc"] -pf_node["Va_dc_corrected"] = pf_node["Va_dc"] - -pf_node.loc[pf_node.PV == 1, "Vm_dc_corrected"] = pf_node.loc[pf_node.PV == 1, "Vm"] -pf_node.loc[pf_node.REF == 1, "Va_dc_corrected"] = pf_node.loc[pf_node.REF == 1, "Va"] -``` - -## Compute branch current and line loading - -```python -loadings = [] -loadings_pred = [] -loadings_dc = [] - -for scenario_idx in tqdm(pf_node.scenario.unique()): - pf_node_scenario = pf_node[pf_node.scenario == scenario_idx] - branch_idx_removed_scenario = ( - branch_idx_removed[branch_idx_removed.scenario == scenario_idx] - .iloc[:, 1:] - .values - ) - # remove nan - branch_idx_removed_scenario = branch_idx_removed_scenario[ - ~np.isnan(branch_idx_removed_scenario) - ].astype(np.int32) - V_true = pf_node_scenario["Vm"].values * np.exp( - 1j * pf_node_scenario["Va"].values * np.pi / 180 - ) - V_pred = pf_node_scenario["Vm_pred_corrected"].values * np.exp( - 1j * pf_node_scenario["Va_pred_corrected"].values * np.pi / 180 - ) - V_dc = pf_node_scenario["Vm_dc_corrected"].values * np.exp( - 1j * pf_node_scenario["Va_dc_corrected"].values * np.pi / 180 - ) - If_true, It_true = compute_branch_currents_kA( - Yf, Yt, V_true, Vf_base_kV, Vt_base_kV, sn_mva - ) - If_pred, It_pred = compute_branch_currents_kA( - Yf, Yt, V_pred, Vf_base_kV, Vt_base_kV, sn_mva - ) - If_dc, It_dc = compute_branch_currents_kA( - Yf, Yt, V_dc, Vf_base_kV, Vt_base_kV, sn_mva - ) - - loading_true = compute_loading(If_true, It_true, Vf_base_kV, Vt_base_kV, rate_a) - loading_pred = compute_loading(If_pred, It_pred, Vf_base_kV, Vt_base_kV, rate_a) - loading_dc = compute_loading(If_dc, It_dc, Vf_base_kV, Vt_base_kV, rate_a) - - # remove the branches that are removed from loading - loading_true[branch_idx_removed_scenario] = -1 - loading_pred[branch_idx_removed_scenario] = -1 - loading_dc[branch_idx_removed_scenario] = -1 - - loadings.append(loading_true) - loadings_pred.append(loading_pred) - loadings_dc.append(loading_dc) - - -loadings = np.array(loadings) -loadings_pred = np.array(loadings_pred) -loadings_dc = np.array(loadings_dc) -removed_lines = loadings == -1 -removed_lines_pred = loadings_pred == -1 -removed_lines_dc = loadings_dc == -1 - - -# assert the same lines are removed -assert (removed_lines == removed_lines_pred).all() -assert (removed_lines == removed_lines_dc).all() - -# assert the same number of lines are removed -assert removed_lines.sum() == removed_lines_pred.sum() -assert removed_lines.sum() == removed_lines_dc.sum() - -overloadings = loadings[not removed_lines] > 1.0 -overloadings_pred = loadings_pred[not removed_lines] > 1.0 -overloadings_dc = loadings_dc[not removed_lines] > 1.0 -``` - -## Histogram of true line loadings - -```python -plt.hist(loadings[not removed_lines], bins=100) -plt.xlabel("Line Loadings") -plt.ylabel("Frequency") -# log scale -plt.savefig(f"loadings_histogram_{prediction_dir}.png") -plt.show() -``` -

- True loading -
-

- - -## Predicted vs True line loading - -```python -# Valid lines -valid_mask = not removed_lines - -# Extract valid values -true_vals = loadings[valid_mask] -gfm_vals = loadings_pred[valid_mask] -dc_vals = loadings_dc[valid_mask] -``` - -```python -plot_mass_correlation_density(true_vals, gfm_vals, prediction_dir, label_plot) -``` -

- Loading gridfm -
-

- -```python -plot_mass_correlation_density(true_vals, dc_vals, "DC", "DC Solver") -``` -

- Loading DC -
-

- -```python -plot_cm(TN_gridfm, FP_gridfm, FN_gridfm, TP_gridfm, prediction_dir, label_plot) -``` -

- Confusion gridfm -
-

- -```python -plot_cm(TN_dc, FP_dc, FN_dc, TP_dc, "DC", "DC Solver") -``` -

- Confusion DC -
-

- - -```python -# Histograms of loadings -plot_loading_predictions( - loadings_pred[not removed_lines], - loadings_dc[not removed_lines], - loadings[not removed_lines], - prediction_dir, - label_plot, -) -``` -

- Loading predictions -
-

- - -```python -# create df from loadings -loadings_df = pd.DataFrame(loadings) -loadings_df.columns = [f"branch_{i}" for i in range(loadings_df.shape[1])] - -loadings_pred_df = pd.DataFrame(loadings_pred) -loadings_pred_df.columns = [f"branch_{i}" for i in range(loadings_pred_df.shape[1])] - -loadings_df["scenario"] = pf_node["scenario"].unique() -loadings_pred_df["scenario"] = pf_node["scenario"].unique() - -# make bar plot of wrongly classified loadings for different bins -bins = np.arange(0, 2.2, 0.2) -mse_pred = [] -mse_dc = [] -for i in range(len(bins) - 1): - idx_in_bins = (loadings[not removed_lines] > bins[i]) & ( - loadings[not removed_lines] < bins[i + 1] - ) - mse_pred.append( - np.mean( - ( - loadings_pred[not removed_lines][idx_in_bins] - - loadings[not removed_lines][idx_in_bins] - ) - ** 2 - ) - ) - mse_dc.append( - np.mean( - ( - loadings_dc[not removed_lines][idx_in_bins] - - loadings[not removed_lines][idx_in_bins] - ) - ** 2 - ) - ) - - -# labels -labels = [f"{bins[i]:.1f}-{bins[i + 1]:.1f}" for i in range(len(bins) - 1)] -plt.bar(labels, mse_pred, label=label_plot, alpha=0.5) -plt.bar(labels, mse_dc, label="DC", alpha=0.5) -plt.legend() -plt.xlabel("Loadings") -plt.ylabel("MSE") -# y log scale -plt.yscale("log") -# rotate x labels -plt.xticks(rotation=45) -plt.savefig(f"loading_mse_{prediction_dir}.png") -plt.show() -``` - -

- MSE loading -
-

- - -## Voltage violations - -```python -# merge bus_params["vmax"] and bus_params["vmin"] with pf_node on bus_idx -pf_node = pd.merge(pf_node, bus_params[["bus", "vmax", "vmin"]], on="bus", how="left") - -plot_mass_correlation_density_voltage(pf_node, prediction_dir, label_plot) -``` - -

- Correlation voltage -
-

diff --git a/docs/tutorials/feature_reconstruction.md b/docs/tutorials/feature_reconstruction.md deleted file mode 100644 index dff2fafe..00000000 --- a/docs/tutorials/feature_reconstruction.md +++ /dev/null @@ -1,201 +0,0 @@ -👉 [Link](https://github.com/gridfm/gridfm-graphkit/tree/main/examples/notebooks) to the tutorial notebooks on Github -👉 [Link](https://colab.research.google.com/github/gridfm/gridfm-graphkit/blob/main/examples/notebooks/Tutorial_reconstruction_visualization.ipynb) to the tutorial on Google Colab - ---- -This notebook demonstrates the state reconstruction capabilities of **GridFM-v0.2**, a graph-based neural network model for transmission grids. We focus on the IEEE case30 network, a standard benchmark with 30 buses, chosen for its compact size and suitability for visualization. - -The dataset includes **1,023 load scenarios**, each representing a different operating condition of the grid. For each scenario, the model reconstructs the six key features of the power flow solution that are masked: - -- Active Power Demand (MW) -- Reactive Power Demand (MVar) -- Active Power Generated (MW) -- Reactive Power Generated (MVar) -- Voltage Magnitude (p.u.) -- Voltage Angle (degrees) - -```python -import sys - -if "google.colab" in sys.modules: - try: - !git clone https://github.com/gridfm/gridfm-graphkit.git - %cd /content/gridfm-graphkit - !pip install . - %cd examples/notebooks/ - except Exception as e: - print(f"Failed to start Google Collab setup, due to {e}") -``` - -```python -from gridfm_graphkit.datasets.powergrid_datamodule import LitGridDataModule -from gridfm_graphkit.io.param_handler import NestedNamespace -from gridfm_graphkit.tasks.feature_reconstruction_task import FeatureReconstructionTask -from gridfm_graphkit.utils.visualization import visualize_error, visualize_quantity_heatmap -from gridfm_graphkit.datasets.globals import PD, QD, PG, QG, VM, VA - -import yaml -import torch -import numpy as np -import random -``` - -## Load YAML configuration file - -```python -config_path = "../config/case30_ieee_base.yaml" -with open(config_path) as f: - config_dict = yaml.safe_load(f) - -config_args = NestedNamespace(**config_dict) -torch.manual_seed(config_args.seed) -random.seed(config_args.seed) -np.random.seed(config_args.seed) -``` - -## Initialize the DataModule - -```python -data_module = LitGridDataModule(config_args, "../data") -data_module.setup("test") -test_loader = data_module.test_dataloader() -``` - -## Load the pre-trained model GridFM-v0.2 - -```python -model = FeatureReconstructionTask( - config_args, data_module.node_normalizers, data_module.edge_normalizers -) -state_dict = torch.load("../models/GridFM_v0_2.pth") -model.load_state_dict(state_dict) -``` - -## Perform inference, batch size is equal to 1 for further visualization purposes - -```python -batch = next(iter(test_loader[0])) - -model.eval() -with torch.no_grad(): - output = model( - x=batch.x, - pe=batch.pe, - edge_index=batch.edge_index, - edge_attr=batch.edge_attr, - batch=batch.batch, - mask=batch.mask, - ) -``` - -## Visualize Nodal Active Power Residuals - -```python -visualize_error(batch, output, data_module.node_normalizers[0]) -``` - -

- Active Residual -
-

- - -## Visualize the state reconstruction capability of gridFM-v0.2 for each feature: -- Active Power Demand (MW) -- Reactive Power Demand (MVar) -- Active Power Generated (MW) -- Reactive Power Generated (MVar) -- Voltage Magnitude (p.u.) -- Voltage Angle (degrees) - -```python -visualize_quantity_heatmap( - batch, - output, - PD, - "Active Power Demand", - "MW", - data_module.node_normalizers[0], -) -``` -

- Active demand -
-

- - -```python -visualize_quantity_heatmap( - batch, - output, - QD, - "Reactive Power Demand", - "MVar", - data_module.node_normalizers[0], -) -``` -

- Reactive demand -
-

- - - -```python -visualize_quantity_heatmap( - batch, - output, - PG, - "Active Power Generated", - "MW", - data_module.node_normalizers[0], -) -``` -

- Active generated -
-

- -```python -visualize_quantity_heatmap( - batch, - output, - QG, - "Reactive Power Generated", - "MVar", - data_module.node_normalizers[0], -) -``` -

- Reactive generated -
-

- -```python -visualize_quantity_heatmap( - batch, - output, - VM, - "Voltage magnitude", - "p.u.", - data_module.node_normalizers[0], -) -``` -

- Voltage magnitude -
-

- -```python -visualize_quantity_heatmap( - batch, - output, - VA, - "Voltage Angle", - "degrees", - data_module.node_normalizers[0], -) -``` -

- Voltage angle -
-

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b/docs/quick_start/yaml_config.md index 5976f73c..96c2fa62 100644 --- a/docs/quick_start/yaml_config.md +++ b/docs/quick_start/yaml_config.md @@ -1,170 +1,206 @@ -# The YAML configuration file +# YAML configuration reference -Every experiment in **`gridfm-graphkit`** is defined through a single YAML configuration file. -This file specifies which networks to load, how to normalize the data, which model architecture to build, and how different stages of the workflow should be executed. +Every experiment is driven by one YAML file in `examples/config/`. -Rather than modifying the source code, you simply adjust the YAML file to describe your experiment. This approach makes results reproducible and easy to share: all the important details are stored in one place. -The configuration is divided into sections (`data`, `model`, `training`, `optimizer`, etc.), with each section grouping related options. -We will explain these fields one by one and show how to use them effectively. +## Full example (current style) -For ready-to-use examples, check the folder [**`examples/config/`**](https://github.com/gridfm/gridfm-graphkit/tree/main/examples/config), which contains valid configuration files you can adapt for your own experiments. +```yaml +task: + task_name: OptimalPowerFlow +data: + baseMVA: 100 + mask_value: 0.0 + normalization: HeteroDataMVANormalizer + networks: + - case14_ieee + scenarios: + - 300000 + workers: 32 + split_by_load_scenario_idx: false + split_from_existing_files: "/dccstor/gridfm/march_opf_exp/opfdata_olay_splits/" +model: + attention_head: 8 + edge_dim: 10 + hidden_size: 48 + input_bus_dim: 15 + input_gen_dim: 6 + output_bus_dim: 2 + output_gen_dim: 1 + num_layers: 12 + type: GNS_heterogeneous +optimizer: + beta1: 0.9 + beta2: 0.999 + learning_rate: 0.0005 + lr_decay: 0.7 + lr_patience: 5 +training: + batch_size: 64 + epochs: 200 + loss_weights: [0.1, 0.1, 0.75, 0.001] + losses: [LayeredWeightedPhysics, MaskedGenMSE, MaskedBusMSE, QgViolationPenalty] + loss_args: + - base_weight: 0.5 + - {} + - {} + - {} + accelerator: auto + devices: auto + strategy: auto +seed: 0 +verbose: true +callbacks: + patience: 100 + tol: 0 +``` --- -## Data +## Top-level keys -The `data` section defines **which networks and scenarios to use**, as well as **how to prepare and mask the input features**. +- `task`: task-specific settings (`OptimalPowerFlow` or `PowerFlow`). +- `data`: dataset selection, normalization, splits, and loading behavior. +- `model`: model architecture and dimensions. +- `optimizer`: optimizer and scheduler parameters. +- `training`: epochs, loss composition, and accelerator strategy. +- `callbacks`: early stopping behavior. +- `seed`: random seed used for reproducible shuffling/splits. +- `verbose`: enables extra outputs (for example additional test plots/log artifacts). -Example: +--- -```yaml -data: - networks: ["case300_ieee", "case30_ieee"] - scenarios: [8500, 4000] - normalization: baseMVAnorm - baseMVA: 100 - mask_type: rnd - mask_value: 0.0 - mask_ratio: 0.5 - mask_dim: 6 - learn_mask: false - val_ratio: 0.1 - test_ratio: 0.1 - workers: 4 -``` +## `task` section + +### `task.task_name` -**Key fields:** - -- **`networks`**: List of network topologies (e.g., IEEE test cases) used. -- **`scenarios`**: Number of scenarios (samples) for each network. -- **`normalization`**: Method to scale features. Options: - - `minmax`: scale between min and max. - - `standard`: zero mean, unit variance. - - `baseMVAnorm`: divide by base MVA value (see `baseMVA`). - - `identity`: no normalization. -- **`baseMVA`**: Base MVA value from the case file (default: 100). -- **`mask_type`**: Defines how input features are masked: - * `rnd` = random masking (controlled by `mask_ratio` and `mask_dim`). - * `pf` = power flow problem setup. - * `opf` = optimal power flow setup. - * `none` = no masking. -* **`mask_value`**: Numerical value used to mask inputs (default: 0.0). -* **`mask_ratio`**: Probability of masking a feature (only used when `mask_type=rnd`). -* **`mask_dim`**: Number of features that can masked (default: the first 6 → Pd, Qd, Pg, Qg, Vm, Va). -* **`learn_mask`**: If true, the mask value becomes learnable. -* **`val_ratio` / `test_ratio`**: Fractions of the dataset used for validation and testing. -* **`workers`**: Number of data-loading workers +Task name registered in the framework: + +- `OptimalPowerFlow` +- `PowerFlow` --- -## Model +## `data` section -The `model` section specifies the neural network architecture and its hyperparameters. +### `data.networks` -Example: +List of dataset folders under your data root. +Examples: `case14_ieee`, `case118_ieee`, `case2000_goc`, `Texas2k_case1_2016summerpeak`. -```yaml -model: - type: GPSconv - input_dim: 9 - output_dim: 6 - edge_dim: 2 - pe_dim: 20 - num_layers: 6 - hidden_size: 256 - attention_head: 8 - dropout: 0.0 -``` +### `data.scenarios` -**Key fields:** +List of scenario counts, one value per network in `data.networks`. +Example: with two networks, use two scenario entries in matching order. -* **`type`**: Model architecture (e.g., `"GPSconv"`). -* **`input_dim`**: Input feature dimension (default: 9 → Pd, Qd, Pg, Qg, Vm, Va, PQ, PV, REF). -* **`output_dim`**: Output feature dimension (default: 6 → Pd, Qd, Pg, Qg, Vm, Va). -* **`edge_dim`**: Dimension of edge features (default: 2 → G, B). -* **`pe_dim`**: Size of positional encoding (e.g., random walk length). -* **`num_layers`**: Number of layers in the network. -* **`hidden_size`**: Width of hidden layers. -* **`attention_head`**: Number of attention heads. -* **`dropout`**: Dropout probability (default: 0.0). +### `data.normalization` ---- +Normalizer class name: -## Training +- `HeteroDataMVANormalizer`: fit one normalization scale from training data. +- `HeteroDataPerSampleMVANormalizer`: fit per-scenario scales across the selected dataset. -The `training` section defines how the model is optimized and which loss functions are used. +### `data.baseMVA` -Example: +Base MVA reference value (default in examples: `100`). Used by normalizers for per-unit scaling. -```yaml -training: - batch_size: 16 - epochs: 100 - losses: ["MaskedMSE", "PBE"] - loss_weights: [0.01, 0.99] - accelerator: auto - devices: auto - strategy: auto -``` +### `data.mask_value` -**Key fields:** - -* **`batch_size`**: Number of samples per training batch. -* **`epochs`**: Number of training epochs. -* **`losses`**: List of losses to combine. Options: - * `MSE` = Mean Squared Error. - * `MaskedMSE` = Masked Mean Squared Error. - * `SCE` = Scaled Cosine Error. - * `PBE` = Power Balance Equation loss. -* **`loss_weights`**: Relative weights applied to each loss term. -* **`accelerator`**: Device type used for training (cpu, gpu, mps, or auto). -* **`devices`**: Number of devices (GPUs/CPUs) to use (or auto) -* **`strategy`**: Training strategy (e.g., ddp for distributed data parallel, or auto). - -!!! note - On macOS, using accelerator: `cpu` is often the most stable choice. ---- +Fill value used when masking unavailable measurements/features (examples use `0.0`). -## Optimizer +### `data.test_ratio`, `data.val_ratio` -Defines the optimizer and learning rate scheduling. +Fractions for validation and test splits when split files are not supplied. -Example: +### `data.workers` -```yaml -optimizer: - learning_rate: 0.0001 - beta1: 0.9 - beta2: 0.999 - lr_decay: 0.5 - lr_patience: 3 -``` +Number of dataloader workers. + +### `data.split_by_load_scenario_idx` -**Key fields:** +- `true`: split train/val/test by load scenario identifiers. +- `false`: perform standard random split. -* **`learning_rate`**: Initial learning rate. -* **`beta1`**, **`beta2`**: Adam optimizer parameters (defaults: 0.9, 0.999). -* **`lr_decay`**: Factor to decay the learning rate. -* **`lr_patience`**: Number of epochs to wait before reducing the LR. +### `data.split_from_existing_files` + +Optional path to precomputed split files. When provided: + +- split IDs are loaded from this folder, +- `data.scenarios` is ignored for split construction, +- do **not** combine with `split_by_load_scenario_idx: true`. + +## `model` section + +Current configs use the heterogeneous GNS model: + +- `type`: model registry name (examples use `GNS_heterogeneous`). +- `input_bus_dim`: bus-node input feature dimension. +- `input_gen_dim`: generator-node input feature dimension. +- `output_bus_dim`: bus-node output dimension. +- `output_gen_dim`: generator-node output dimension. +- `edge_dim`: edge feature dimension. +- `hidden_size`: hidden feature width. +- `num_layers`: number of stacked message-passing layers. +- `attention_head`: attention head count per layer. --- -## Callbacks +## `training` section -Callbacks add additional behavior during training, such as early stopping. +### Core training controls -Example: +- `batch_size`: mini-batch size. +- `epochs`: number of epochs. +- `accelerator`: Lightning accelerator (`auto`, `mps`, `cpu`, `gpu`, etc.). +- `devices`: Lightning device selection (`auto`, integer, list). +- `strategy`: Lightning strategy (`auto`, `ddp`, etc.). -```yaml -callbacks: - patience: 100 - tol: 0 -``` +### Multi-loss configuration + +- `losses`: list of registered loss names. +- `loss_weights`: scalar weight per loss. +- `loss_args`: list of argument objects matching `losses` by position. + +All three lists must be aligned (same length and same order). + +Registered loss names in current code: -**Key fields:** +- `LayeredWeightedPhysics` +- `MaskedGenMSE` +- `MaskedBusMSE` +- `QgViolationPenalty` +- `LossPerDim` +- `MaskedMSE` +- `MSE` -* **`patience`**: Number of epochs to wait before early stopping. -* **`tol`**: Minimum improvement required in validation loss to reset patience. +Common `loss_args` patterns: + +- `LayeredWeightedPhysics`: `{base_weight: }` +- `LossPerDim`: `{dim: VM|VA|P_in|Q_in, loss_str: MAE|MSE}` +- `MaskedGenMSE`, `MaskedBusMSE`, `QgViolationPenalty`, `MaskedMSE`, `MSE`: `{}` --- + +## `optimizer` section + +- `learning_rate`: initial learning rate. +- `beta1`, `beta2`: Adam betas. +- `lr_decay`: scheduler decay factor (e.g., ReduceLROnPlateau factor). +- `lr_patience`: epochs to wait before applying LR decay. + +--- + +## `callbacks` section + +- `patience`: early stopping patience (epochs without sufficient improvement). +- `tol`: minimum required improvement threshold to reset patience. + +--- + +## Practical validation checklist + +Before launching a run, verify: + +- `len(data.networks) == len(data.scenarios)`. +- `len(training.losses) == len(training.loss_weights) == len(training.loss_args)`. +- `split_by_load_scenario_idx` and `split_from_existing_files` are not both active. From a5aacbad668a0a871db7dbb15d2786dc978d8feb Mon Sep 17 00:00:00 2001 From: Alban Puech Date: Tue, 21 Apr 2026 00:43:29 +0200 Subject: [PATCH 33/36] load_scenarios is now only accessed when data.split_by_load_scenario_idx is true --- .../datasets/hetero_powergrid_datamodule.py | 14 +++++++++++--- 1 file changed, 11 insertions(+), 3 deletions(-) diff --git a/gridfm_graphkit/datasets/hetero_powergrid_datamodule.py b/gridfm_graphkit/datasets/hetero_powergrid_datamodule.py index 94c2c010..53fd5122 100644 --- a/gridfm_graphkit/datasets/hetero_powergrid_datamodule.py +++ b/gridfm_graphkit/datasets/hetero_powergrid_datamodule.py @@ -218,9 +218,17 @@ def setup(self, stage: str): random.shuffle(all_indices) subset_indices = all_indices[:num_scenarios] - # load_scenario for each scenario in the subset - load_scenarios = dataset.load_scenarios[subset_indices] - + load_scenarios = None + if self.split_by_load_scenario_idx: + if not hasattr(dataset, "load_scenarios"): + raise ValueError( + "`data.split_by_load_scenario_idx=true` requires " + "`load_scenario_idx` in raw bus data so " + "`processed/load_scenarios.pt` can be created.", + ) + # load_scenario for each scenario in the subset + load_scenarios = dataset.load_scenarios[subset_indices] + dataset = Subset(dataset, subset_indices) From 3020f4a46103aa5998acac9d2e927aa7b7797271 Mon Sep 17 00:00:00 2001 From: Alban Puech Date: Tue, 21 Apr 2026 11:27:39 -0400 Subject: [PATCH 34/36] add docstring --- gridfm_graphkit/cli.py | 3 +++ gridfm_graphkit/datasets/masking.py | 2 ++ gridfm_graphkit/datasets/task_transforms.py | 3 +++ gridfm_graphkit/datasets/transforms.py | 1 + gridfm_graphkit/datasets/utils.py | 1 + gridfm_graphkit/io/registries.py | 1 + gridfm_graphkit/models/utils.py | 5 +++++ gridfm_graphkit/tasks/opf_ac_dc_baseline.py | 5 +++++ gridfm_graphkit/tasks/pf_ac_dc_baseline.py | 3 +++ gridfm_graphkit/tasks/se_task.py | 1 + gridfm_graphkit/tasks/utils.py | 1 + gridfm_graphkit/training/callbacks.py | 1 + gridfm_graphkit/training/loss.py | 4 ++++ gridfm_graphkit/utils/visualization.py | 1 + 14 files changed, 32 insertions(+) diff --git a/gridfm_graphkit/cli.py b/gridfm_graphkit/cli.py index 88bf0481..0ffd1364 100644 --- a/gridfm_graphkit/cli.py +++ b/gridfm_graphkit/cli.py @@ -48,6 +48,7 @@ def _load_plugins(plugins: list[str]) -> None: def _predictions_to_dataframe(predictions: list[dict[str, np.ndarray]]) -> pd.DataFrame: + """Convert a list of prediction batch dicts into one concatenated DataFrame.""" rows = {key: [] for key in predictions[0].keys()} for batch in predictions: for key in rows: @@ -124,6 +125,7 @@ def benchmark_cli(args): def get_training_callbacks(args): + """Build the standard callback stack used for train/finetune runs.""" early_stop_callback = EarlyStopping( monitor="Validation loss", min_delta=args.callbacks.tol, @@ -149,6 +151,7 @@ def get_training_callbacks(args): def main_cli(args): + """Run a GridFM CLI command using config-driven datamodule and trainer setup.""" if getattr(args, "tf32", False): torch.set_float32_matmul_precision("high") # enables TF32 on Ampere+ GPUs diff --git a/gridfm_graphkit/datasets/masking.py b/gridfm_graphkit/datasets/masking.py index b615e0cb..df2f657c 100644 --- a/gridfm_graphkit/datasets/masking.py +++ b/gridfm_graphkit/datasets/masking.py @@ -157,6 +157,7 @@ def forward(self, data): class BusToGenBroadcaster(MessagePassing): + """Broadcast per-bus values to connected generators via graph propagation.""" def __init__(self, aggr="add"): super().__init__(aggr=aggr) @@ -174,6 +175,7 @@ def message(self, x_j): class SimulateMeasurements(BaseTransform): + """Add configurable noise/outliers and masks to simulate measured quantities.""" def __init__(self, args): super().__init__() self.measurements = args.task.measurements diff --git a/gridfm_graphkit/datasets/task_transforms.py b/gridfm_graphkit/datasets/task_transforms.py index eaaca66c..dffb66cb 100644 --- a/gridfm_graphkit/datasets/task_transforms.py +++ b/gridfm_graphkit/datasets/task_transforms.py @@ -15,6 +15,7 @@ @TRANSFORM_REGISTRY.register("PowerFlow") class PowerFlowTransforms(Compose): + """Compose preprocessing and masking transforms for PowerFlow datasets.""" def __init__(self, args): transforms = [] @@ -29,6 +30,7 @@ def __init__(self, args): @TRANSFORM_REGISTRY.register("OptimalPowerFlow") class OptimalPowerFlowTransforms(Compose): + """Compose preprocessing and masking transforms for OptimalPowerFlow datasets.""" def __init__(self, args): transforms = [] @@ -43,6 +45,7 @@ def __init__(self, args): @TRANSFORM_REGISTRY.register("StateEstimation") class StateEstimationTransforms(Compose): + """Compose preprocessing and measurement transforms for StateEstimation datasets.""" def __init__(self, args): transforms = [] diff --git a/gridfm_graphkit/datasets/transforms.py b/gridfm_graphkit/datasets/transforms.py index 2f730337..c6891dc2 100644 --- a/gridfm_graphkit/datasets/transforms.py +++ b/gridfm_graphkit/datasets/transforms.py @@ -96,6 +96,7 @@ def forward(self, data): class LoadGridParamsFromPath(BaseTransform): + """Inject static grid parameters from a saved grid template into each sample.""" def __init__(self, args): super().__init__() self.grid_path = args.task.grid_path diff --git a/gridfm_graphkit/datasets/utils.py b/gridfm_graphkit/datasets/utils.py index 7e504dd7..65b34f4e 100644 --- a/gridfm_graphkit/datasets/utils.py +++ b/gridfm_graphkit/datasets/utils.py @@ -59,6 +59,7 @@ def split_dataset_by_load_scenario_idx( val_ratio: float = 0.1, test_ratio: float = 0.1, ) -> Tuple[Subset, Subset, Subset]: + """Split dataset by unique load-scenario IDs to avoid scenario leakage.""" if val_ratio + test_ratio >= 1: raise ValueError("The sum of val_ratio and test_ratio must be less than 1.") diff --git a/gridfm_graphkit/io/registries.py b/gridfm_graphkit/io/registries.py index 32feb20a..65d596a9 100644 --- a/gridfm_graphkit/io/registries.py +++ b/gridfm_graphkit/io/registries.py @@ -1,4 +1,5 @@ class Registry: + """Simple name-to-object registry with decorator-based registration.""" def __init__(self, name: str): self._name = name self._registry = {} diff --git a/gridfm_graphkit/models/utils.py b/gridfm_graphkit/models/utils.py index ea4ecafe..bc4b9bfa 100644 --- a/gridfm_graphkit/models/utils.py +++ b/gridfm_graphkit/models/utils.py @@ -73,6 +73,7 @@ def forward(self, Pft, Qft, edge_index, num_bus): def compute_shunt_power(bus_data_pred, bus_data_orig): + """Compute active/reactive shunt power contributions per bus.""" p_shunt = -bus_data_orig[:, GS] * bus_data_pred[:, VM_OUT] ** 2 q_shunt = bus_data_orig[:, BS] * bus_data_pred[:, VM_OUT] ** 2 return p_shunt, q_shunt @@ -80,6 +81,7 @@ def compute_shunt_power(bus_data_pred, bus_data_orig): @PHYSICS_DECODER_REGISTRY.register("OptimalPowerFlow") class PhysicsDecoderOPF(nn.Module): + """Map network outputs to OPF-consistent bus states using physics constraints.""" def forward(self, P_in, Q_in, bus_data_pred, bus_data_orig, agg_bus, mask_dict): mask_pv = mask_dict["PV"] mask_ref = mask_dict["REF"] @@ -114,6 +116,7 @@ def forward(self, P_in, Q_in, bus_data_pred, bus_data_orig, agg_bus, mask_dict): @PHYSICS_DECODER_REGISTRY.register("PowerFlow") class PhysicsDecoderPF(nn.Module): + """Map network outputs to PF-consistent bus states using physics constraints.""" def forward(self, P_in, Q_in, bus_data_pred, bus_data_orig, agg_bus, mask_dict): """ PF decoder: @@ -161,6 +164,7 @@ def forward(self, P_in, Q_in, bus_data_pred, bus_data_orig, agg_bus, mask_dict): @PHYSICS_DECODER_REGISTRY.register("StateEstimation") class PhysicsDecoderSE(nn.Module): + """Map network outputs to SE targets via bus power-balance relations.""" def forward(self, P_in, Q_in, bus_data_pred, bus_data_orig, agg_bus, mask_dict): p_shunt, q_shunt = compute_shunt_power(bus_data_pred, bus_data_orig) Vm_out = bus_data_pred[:, VM_OUT] @@ -184,4 +188,5 @@ def forward(self, P_in, Q_in, bus_data_pred, bus_data_orig): def bound_with_sigmoid(pred, low, high): + """Squash unconstrained predictions into [low, high] with a sigmoid map.""" return low + (high - low) * torch.sigmoid(pred) diff --git a/gridfm_graphkit/tasks/opf_ac_dc_baseline.py b/gridfm_graphkit/tasks/opf_ac_dc_baseline.py index d22cb391..8f08917c 100644 --- a/gridfm_graphkit/tasks/opf_ac_dc_baseline.py +++ b/gridfm_graphkit/tasks/opf_ac_dc_baseline.py @@ -35,6 +35,7 @@ def _load_test_data(data_dir: str, test_scenario_ids: list[int]): + """Load OPF test-split bus/gen/branch/runtime tables from partitioned parquet.""" partitions = sorted(set(s // N_SCENARIO_PER_PARTITION for s in test_scenario_ids)) test_set = set(test_scenario_ids) partition_filter = [("scenario_partition", "in", partitions)] @@ -71,6 +72,7 @@ def _load_test_data(data_dir: str, test_scenario_ids: list[int]): def _compute_optimality_gap(gen_df: pd.DataFrame) -> dict: + """Compute mean AC/DC scenario-level optimality gap from generator costs.""" # Same aggregation as opf_task scatter_add + mean over graphs, but compares # scenario DC cost vs AC cost (not model pred vs GT). c0 = gen_df["cp0_eur"].to_numpy(dtype=float) @@ -92,6 +94,7 @@ def _compute_optimality_gap(gen_df: pd.DataFrame) -> dict: def _compute_pg_violations(gen_df: pd.DataFrame) -> dict: + """Compute mean AC/DC generator active-power bound violations.""" min_p = gen_df["min_p_mw"].to_numpy(dtype=float) max_p = gen_df["max_p_mw"].to_numpy(dtype=float) pg_ac = gen_df["p_mw"].to_numpy(dtype=float) @@ -105,6 +108,7 @@ def _compute_pg_violations(gen_df: pd.DataFrame) -> dict: def _compute_qg_violations_ac(bus_df: pd.DataFrame, gen_df: pd.DataFrame) -> dict: + """Compute AC reactive-power limit violations for PV/REF buses.""" # opf_task style on bus Qg; AC only bus = bus_df.copy() qg = bus["Qg"].to_numpy(dtype=float) @@ -131,6 +135,7 @@ def _compute_qg_violations_ac(bus_df: pd.DataFrame, gen_df: pd.DataFrame) -> dic def _compute_branch_violations(branch_df: pd.DataFrame, bus_df: pd.DataFrame) -> dict: + """Compute AC/DC branch thermal and angle-limit violation statistics.""" rate = branch_df["rate_a"].to_numpy(dtype=float) ac_from = np.sqrt( branch_df["pf"].to_numpy(dtype=float) ** 2 + branch_df["qf"].to_numpy(dtype=float) ** 2, diff --git a/gridfm_graphkit/tasks/pf_ac_dc_baseline.py b/gridfm_graphkit/tasks/pf_ac_dc_baseline.py index 805b6e6a..00da4512 100644 --- a/gridfm_graphkit/tasks/pf_ac_dc_baseline.py +++ b/gridfm_graphkit/tasks/pf_ac_dc_baseline.py @@ -14,6 +14,7 @@ def _load_test_data(data_dir: str, test_scenario_ids: list[int]): + """Load PF test-split bus/branch/runtime tables from partitioned parquet.""" partitions = sorted(set(s // N_SCENARIO_PER_PARTITION for s in test_scenario_ids)) test_set = set(test_scenario_ids) partition_filter = [("scenario_partition", "in", partitions)] @@ -45,6 +46,7 @@ def _load_test_data(data_dir: str, test_scenario_ids: list[int]): def _compute_residual_stats(balance_df: pd.DataFrame, dc: bool) -> dict: + """Aggregate AC or DC residual statistics from per-bus balance outputs.""" grouped = balance_df.groupby("scenario") if dc: @@ -75,6 +77,7 @@ def _compute_residual_stats(balance_df: pd.DataFrame, dc: bool) -> dict: def _compute_runtime_stats(runtime_df: pd.DataFrame) -> dict: + """Compute summary statistics for AC/DC runtime columns (milliseconds).""" results = {} for mode in ["ac", "dc"]: if mode not in runtime_df.columns: diff --git a/gridfm_graphkit/tasks/se_task.py b/gridfm_graphkit/tasks/se_task.py index 5e45182d..36667ad2 100644 --- a/gridfm_graphkit/tasks/se_task.py +++ b/gridfm_graphkit/tasks/se_task.py @@ -26,6 +26,7 @@ @TASK_REGISTRY.register("StateEstimation") class StateEstimationTask(ReconstructionTask): + """State-estimation task with evaluation plots for masked and noisy measurements.""" def __init__(self, args, data_normalizers): super().__init__(args, data_normalizers) diff --git a/gridfm_graphkit/tasks/utils.py b/gridfm_graphkit/tasks/utils.py index 197b4cbd..273d79f5 100644 --- a/gridfm_graphkit/tasks/utils.py +++ b/gridfm_graphkit/tasks/utils.py @@ -7,6 +7,7 @@ def residual_stats_by_type(residual, mask, bus_batch): + """Return per-graph mean and max absolute residuals for a masked bus subset.""" residual_masked = residual[mask] batch_masked = bus_batch[mask] abs_residual = torch.abs(residual_masked) diff --git a/gridfm_graphkit/training/callbacks.py b/gridfm_graphkit/training/callbacks.py index 471b1f16..ba7a4049 100644 --- a/gridfm_graphkit/training/callbacks.py +++ b/gridfm_graphkit/training/callbacks.py @@ -41,6 +41,7 @@ def last_epoch_iters_per_sec(self) -> float | None: class SaveBestModelStateDict(Callback): + """Persist the best model state_dict according to a monitored validation metric.""" def __init__( self, monitor: str, diff --git a/gridfm_graphkit/training/loss.py b/gridfm_graphkit/training/loss.py index 053d0dd3..a0521fc2 100644 --- a/gridfm_graphkit/training/loss.py +++ b/gridfm_graphkit/training/loss.py @@ -84,6 +84,7 @@ def forward( @LOSS_REGISTRY.register("MaskedGenMSE") class MaskedGenMSE(torch.nn.Module): + """Compute MSE on generator targets restricted to generator mask entries.""" def __init__(self, loss_args, args): super().__init__() self.reduction = "mean" @@ -108,6 +109,7 @@ def forward( @LOSS_REGISTRY.register("MaskedBusMSE") class MaskedBusMSE(torch.nn.Module): + """Compute MSE on selected bus targets, respecting task-specific output columns.""" def __init__(self, loss_args, args): super().__init__() self.reduction = "mean" @@ -239,6 +241,7 @@ def forward( @LOSS_REGISTRY.register("LayeredWeightedPhysics") class LayeredWeightedPhysicsLoss(BaseLoss): + """Combine intermediate physics residuals using normalized geometric weights.""" def __init__(self, loss_args, args) -> None: super().__init__() self.base_weight = loss_args.base_weight @@ -279,6 +282,7 @@ def forward( @LOSS_REGISTRY.register("LossPerDim") class LossPerDim(BaseLoss): + """Compute MAE/MSE for one named physical dimension of bus outputs.""" def __init__(self, loss_args, args): super(LossPerDim, self).__init__() self.reduction = "mean" diff --git a/gridfm_graphkit/utils/visualization.py b/gridfm_graphkit/utils/visualization.py index 276d403b..3a8151c8 100644 --- a/gridfm_graphkit/utils/visualization.py +++ b/gridfm_graphkit/utils/visualization.py @@ -11,6 +11,7 @@ def visualize_error(data_point, output, node_normalizer): + """Plot node-wise active power residuals on the grid topology.""" loss = PBELoss(visualization=True) loss_dict = loss( From c49b5fc04c783e77501bcd56a4b3593b28a528fe Mon Sep 17 00:00:00 2001 From: Alban Puech Date: Tue, 21 Apr 2026 11:28:15 -0400 Subject: [PATCH 35/36] Revert "reformat and cache integration test" This reverts commit ff6d165f4e58769b09382e17dd74cf8aeffdf7f3. --- integrationtests/test_base_set.py | 76 ++++++++++++++----------------- 1 file changed, 33 insertions(+), 43 deletions(-) diff --git a/integrationtests/test_base_set.py b/integrationtests/test_base_set.py index 51f1086e..90da468a 100644 --- a/integrationtests/test_base_set.py +++ b/integrationtests/test_base_set.py @@ -6,31 +6,10 @@ import yaml import urllib.request import shutil -from pathlib import Path - - -REPO_ROOT = Path(__file__).resolve().parents[1] -INTEGRATIONTESTS_DIR = REPO_ROOT / "integrationtests" -DATA_CACHE_DIR = INTEGRATIONTESTS_DIR / "data_out" -LOG_DIR = INTEGRATIONTESTS_DIR / "logs" -GENERATED_DATAKIT_CONFIG = INTEGRATIONTESTS_DIR / "_generated_default.yaml" -GENERATED_TRAINING_CONFIG = ( - INTEGRATIONTESTS_DIR / "_generated_HGNS_PF_datakit_case14.yaml" -) def execute_and_live_output(cmd) -> None: - subprocess.run(cmd, text=True, shell=True, check=True, cwd=REPO_ROOT) - - -def cached_dataset_exists(data_dir: Path) -> bool: - raw_dir = data_dir / "case14_ieee" / "raw" - required_files = ( - "bus_data.parquet", - "gen_data.parquet", - "branch_data.parquet", - ) - return raw_dir.is_dir() and all((raw_dir / filename).exists() for filename in required_files) + subprocess.run(cmd, text=True, shell=True, check=True) def prepare_config(): @@ -38,7 +17,7 @@ def prepare_config(): Download default.yaml from gridfm-datakit repo and modify it with test parameters. """ config_url = "https://raw.githubusercontent.com/gridfm/gridfm-datakit/refs/heads/main/scripts/config/default.yaml" - config_path = GENERATED_DATAKIT_CONFIG + config_path = "integrationtests/default.yaml" print(f"Downloading config from {config_url}...") with urllib.request.urlopen(config_url) as response: @@ -49,10 +28,8 @@ def prepare_config(): config["network"]["name"] = "case14_ieee" config["load"]["scenarios"] = 10000 config["topology_perturbation"]["n_topology_variants"] = 2 - config["settings"]["large_chunk_size"] = 10000 - config["settings"]["data_dir"] = os.fspath(DATA_CACHE_DIR.relative_to(REPO_ROOT)) - with config_path.open("w") as f: + with open(config_path, "w") as f: yaml.dump(config, f, default_flow_style=False, sort_keys=False) print(f"Config prepared at {config_path} with:") @@ -70,9 +47,9 @@ def prepare_training_config(): """ Modify the training config to set epochs to 2 for testing. """ - config_path = REPO_ROOT / "examples" / "config" / "HGNS_PF_datakit_case14.yaml" + config_path = "examples/config/HGNS_PF_datakit_case14.yaml" - with config_path.open("r") as f: + with open(config_path, "r") as f: config = yaml.safe_load(f) if "training" not in config: @@ -80,27 +57,40 @@ def prepare_training_config(): config["training"]["epochs"] = 2 - with GENERATED_TRAINING_CONFIG.open("w") as f: + with open(config_path, "w") as f: yaml.dump(config, f, default_flow_style=False, sort_keys=False) print(f"Training config updated: epochs set to {config['training']['epochs']}") - return GENERATED_TRAINING_CONFIG + return config_path @pytest.fixture def cleanup_test_artifacts(): """ - Remove generated test-only files and logs after the test. + Backup modified files and remove generated artifacts after the test. """ + training_config = " " + backup_config = training_config + ".bak" + + if os.path.exists(training_config): + shutil.copy2(training_config, backup_config) + yield - for path in (GENERATED_DATAKIT_CONFIG, GENERATED_TRAINING_CONFIG): - if path.exists(): - path.unlink() + # Restore training config + if os.path.exists(backup_config): + shutil.move(backup_config, training_config) + + # Remove downloaded config + config_file = "integrationtests/default.yaml" + if os.path.exists(config_file): + os.remove(config_file) - if LOG_DIR.exists(): - shutil.rmtree(LOG_DIR, ignore_errors=True) + # Remove generated directories + for d in ["data_out", "logs"]: + if os.path.exists(d): + shutil.rmtree(d, ignore_errors=True) def test_train(cleanup_test_artifacts): @@ -113,29 +103,29 @@ def test_train(cleanup_test_artifacts): 3. Validate the PBE Mean metric """ - data_dir = DATA_CACHE_DIR + data_dir = "data_out" - if not cached_dataset_exists(data_dir): - print(f"Cached dataset not found in '{data_dir}', generating data...") + if not os.path.exists(data_dir) or not os.listdir(data_dir): + print("Data directory not found or empty, generating data...") config_path = prepare_config() execute_and_live_output(f"gridfm_datakit generate {config_path}") else: - print(f"Reusing cached dataset from '{data_dir}'.") + print(f"Data directory '{data_dir}' already exists, skipping generation.") training_config_path = prepare_training_config() execute_and_live_output( f"gridfm_graphkit train " f"--config {training_config_path} " - f"--data_path {data_dir}/ " + f"--data_path data_out/ " f"--exp_name exp1 " f"--run_name run1 " - f"--log_dir {LOG_DIR}/", + f"--log_dir logs", ) - log_base = os.fspath(LOG_DIR) + log_base = "logs" exp_dirs = glob.glob(os.path.join(log_base, "*")) assert len(exp_dirs) > 0, "No experiment directories found in logs/" From b016e7e6e40c02905087ebc8716f14c6be939739 Mon Sep 17 00:00:00 2001 From: Alban Puech Date: Tue, 21 Apr 2026 12:10:24 -0400 Subject: [PATCH 36/36] added lsf support --- gridfm_graphkit/__main__.py | 57 +++++++++++++++++++++++++++++++++++++ 1 file changed, 57 insertions(+) diff --git a/gridfm_graphkit/__main__.py b/gridfm_graphkit/__main__.py index 546a3b44..b693089c 100644 --- a/gridfm_graphkit/__main__.py +++ b/gridfm_graphkit/__main__.py @@ -3,7 +3,64 @@ from gridfm_graphkit.cli import main_cli, benchmark_cli +import subprocess +import os + +def is_lsf(): + return ( + os.environ.get("LSB_JOBID") is not None + and os.environ.get("LSB_MCPU_HOSTS") is not None + and "LSF_ENVDIR" in os.environ # strong LSF indicator + ) + +def fix_infiniband(): + """Configure NCCL to skip Ethernet-only IB ports on this host.""" + ibv = subprocess.run("ibv_devinfo", stdout=subprocess.PIPE, stderr=subprocess.PIPE) + lines = ibv.stdout.decode("utf-8").split("\n") + exclude = "" + for line in lines: + if "hca_id:" in line: + name = line.split(":")[1].strip() + if "\tport:" in line: + port = line.split(":")[1].strip() + if "link_layer:" in line and "Ethernet" in line: + exclude = exclude + f"{name}:{port}," + + if exclude: + exclude = "^" + exclude[:-1] + os.environ["NCCL_IB_HCA"] = exclude + + +def set_env(): + """Populate distributed-training environment variables from LSF metadata.""" + # print("Using " + str(torch.cuda.device_count()) + " GPUs---------------------------------------------------------------------") + LSB_MCPU_HOSTS = os.environ[ + "LSB_MCPU_HOSTS" + ].split( + " ", + ) # Parses Node list set by LSF, in format hostname proceeded by number of cores requested + HOST_LIST = LSB_MCPU_HOSTS[::2] # Strips the cores per node items in the list + LSB_JOBID = os.environ[ + "LSB_JOBID" + ] # Parses Node list set by LSF, in format hostname proceeded by number of cores requested + os.environ["MASTER_ADDR"] = HOST_LIST[ + 0 + ] # Sets the MasterNode to thefirst node on the list of hosts + os.environ["MASTER_PORT"] = "5" + LSB_JOBID[-5:-1] + os.environ["NODE_RANK"] = str( + HOST_LIST.index(os.environ["HOSTNAME"]), + ) # Uses the list index for node rank, master node rank must be 0 + os.environ["NCCL_SOCKET_IFNAME"] = ( + "ib,bond" # avoids using docker of loopback interface + ) + os.environ["NCCL_IB_CUDA_SUPPORT"] = "1" # Force use of infiniband + def main(): + """Parse CLI arguments and dispatch to the selected GridFM subcommand.""" + if is_lsf(): + print("Using LSF") + set_env() + fix_infiniband() parser = argparse.ArgumentParser( prog="gridfm_graphkit", description="gridfm-graphkit CLI",

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