From 1d1c099df425749dd3cb374b329e1bed107f6bdf Mon Sep 17 00:00:00 2001 From: Carlin Liao Date: Mon, 11 Dec 2023 17:36:35 -0500 Subject: [PATCH 01/26] localize dgl and torch usage to histocartography and cg_gnn_helper --- .../cggnn/{dataset.py => cg_gnn_helper.py} | 136 +++++++++++- .../cggnn/generate_graphs.py | 76 +++---- .../cggnn/histocartography/importance.py | 2 +- .../cggnn/histocartography/separability.py | 5 +- .../cggnn/histocartography/train.py | 7 +- .../util/ml/layers/constants.py | 2 +- .../cggnn/histocartography/util/util.py | 4 +- spatialprofilingtoolbox/cggnn/interactives.py | 48 ++--- .../cggnn/scripts/create_specimen_graphs.py | 10 +- .../cggnn/scripts/finalize_graphs.py | 10 +- .../cggnn/scripts/plot_interactives.py | 4 +- .../cggnn/scripts/separability.py | 9 +- .../cggnn/scripts/train.py | 35 +-- spatialprofilingtoolbox/cggnn/util.py | 97 +++++++++ .../cggnn/util/__init__.py | 12 -- .../cggnn/util/constants.py | 10 - spatialprofilingtoolbox/cggnn/util/util.py | 199 ------------------ .../workflow/assets/cggnn.nf | 10 +- 18 files changed, 328 insertions(+), 348 deletions(-) rename spatialprofilingtoolbox/cggnn/{dataset.py => cg_gnn_helper.py} (50%) create mode 100644 spatialprofilingtoolbox/cggnn/util.py delete mode 100644 spatialprofilingtoolbox/cggnn/util/__init__.py delete mode 100644 spatialprofilingtoolbox/cggnn/util/constants.py delete mode 100644 spatialprofilingtoolbox/cggnn/util/util.py diff --git a/spatialprofilingtoolbox/cggnn/dataset.py b/spatialprofilingtoolbox/cggnn/cg_gnn_helper.py similarity index 50% rename from spatialprofilingtoolbox/cggnn/dataset.py rename to spatialprofilingtoolbox/cggnn/cg_gnn_helper.py index 11f680165..802c80f23 100644 --- a/spatialprofilingtoolbox/cggnn/dataset.py +++ b/spatialprofilingtoolbox/cggnn/cg_gnn_helper.py @@ -1,18 +1,109 @@ -"""PyTorch Dataset and DataLoader objects for cell graphs.""" +"""Helper functions to translate SPT HSGraphs and prepare them for CG-GNN training.""" -from typing import Sequence +from typing import Callable, Sequence +from numpy import nonzero +from torch import ( + Tensor, # type: ignore + LongTensor, # type: ignore + IntTensor, # type: ignore + manual_seed, # type: ignore + use_deterministic_algorithms, +) +from torch.backends import cudnn # type: ignore +from torch.cuda import is_available, manual_seed_all +from torch.cuda import manual_seed as cuda_manual_seed # type: ignore from torch.utils.data import ConcatDataset, DataLoader, SubsetRandomSampler from torch.utils.data import Dataset -from torch.cuda import is_available -from dgl import DGLGraph # type: ignore +from dgl import DGLGraph, graph, batch # type: ignore +from dgl import seed as dgl_seed # type: ignore from sklearn.model_selection import KFold -from spatialprofilingtoolbox.cggnn.util import GraphData, split_graph_sets, collate # type: ignore +from spatialprofilingtoolbox.cggnn.util import GraphData as SPTGraphData +from spatialprofilingtoolbox.cggnn.util import HSGraph, split_graph_sets, SETS_type + + +INDICES = 'histological_structure' +FEATURES = 'features' +CENTROIDS = 'centroid' +IMPORTANCES = 'importance' # cuda support IS_CUDA = is_available() DEVICE = 'cuda:0' if IS_CUDA else 'cpu' +COLLATE_USING: dict[str, Callable] = { + 'DGLGraph': batch, + 'DGLHeteroGraph': batch, + 'Tensor': lambda x: x, + 'int': lambda x: IntTensor(x).to(DEVICE), + 'int64': lambda x: IntTensor(x).to(DEVICE), + 'float': lambda x: LongTensor(x).to(DEVICE), +} + + +class DGLGraphData(NamedTuple): + """Data relevant to a cell graph instance.""" + graph: DGLGraph + label: int | None + name: str + specimen: str + set: SETS_type | None + + +def convert_spt_graph(g_spt: HSGraph) -> DGLGraph: + """Convert a SPT HSGraph to a CG-GNN cell graph.""" + num_nodes = g_spt.node_features.shape[0] + g_dgl = graph([]) + g_dgl.add_nodes(num_nodes) + g_dgl.ndata[INDICES] = IntTensor(g_spt.histological_structure_ids) + g_dgl.ndata[CENTROIDS] = FloatTensor(g_spt.centroids) + g_dgl.ndata[FEATURES] = FloatTensor(g_spt.node_features) + # Note: channels and phenotypes are binary variables, but DGL only supports FloatTensors + edge_list = nonzero(g_spt.adj.toarray()) + g_dgl.add_edges(list(edge_list[0]), list(edge_list[1])) + return g_dgl + + +def convert_spt_graph_data(g_spt: SPTGraphData) -> DGLGraphData: + """Convert a SPT GraphData object to a CG-GNN/DGL GraphData object.""" + return DGLGraphData( + graph=convert_spt_graph(g_spt.graph), + label=g_spt.label, + name=g_spt.name, + specimen=g_spt.specimen, + set=g_spt.set, + ) + + +def convert_spt_graphs_data(graphs_data: list[SPTGraphData]) -> list[DGLGraphData]: + """Convert a list of SPT HSGraphs to CG-GNN cell graphs.""" + return [convert_spt_graph_data(g_spt) for g_spt in graphs_data] + + +def convert_dgl_graph(g_dgl: DGLGraph) -> HSGraph: + """Convert a DGLGraph to a CG-GNN cell graph.""" + return HSGraph( + adj=g_dgl.adj(), + node_features=g_dgl.ndata[FEATURES], + centroids=g_dgl.ndata[CENTROIDS], + histological_structure_ids=g_dgl.ndata[INDICES], + importances=g_dgl.ndata[IMPORTANCES] if (IMPORTANCES in g_dgl.ndata) else None, + ) + + +def convert_dgl_graph_data(g_dgl: DGLGraphData) -> SPTGraphData: + return SPTGraphData( + graph=convert_spt_graph(g_dgl.graph), + label=g_dgl.label, + name=g_dgl.name, + specimen=g_dgl.specimen, + set=g_dgl.set, + ) + + +def convert_dgl_graphs_data(graphs_data: list[DGLGraphData]) -> list[SPTGraphData]: + """Convert a list of DGLGraphs to CG-GNN cell graphs.""" + return [convert_dgl_graph_data(g_dgl) for g_dgl in graphs_data] class CGDataset(Dataset): @@ -59,7 +150,7 @@ def __len__(self): def create_datasets( - graphs_data: list[GraphData], + graphs_data: list[DGLGraphData], in_ram: bool = True, k_folds: int = 3, ) -> tuple[CGDataset, CGDataset | None, CGDataset | None, KFold | None]: @@ -137,3 +228,36 @@ def create_training_dataloaders( ) return train_dataloader, validation_dataloader + + +def collate(example_batch: Tensor) -> tuple[tuple, LongTensor]: + """Collate a batch. + + Args: + example_batch (torch.tensor): a batch of examples. + Returns: + data: (tuple) + labels: (torch.LongTensor) + """ + if isinstance(example_batch[0], tuple): # graph and label + def collate_fn(batch, id, type): + return COLLATE_USING[type]([example[id] for example in batch]) + num_modalities = len(example_batch[0]) + return tuple([ + collate_fn(example_batch, mod_id, type(example_batch[0][mod_id]).__name__) + for mod_id in range(num_modalities) + ]) + else: # graph only + return tuple([COLLATE_USING[type(example_batch[0]).__name__](example_batch)]) + + +def set_seeds(random_seed: int) -> None: + """Set random seeds for all libraries.""" + manual_seed(random_seed) + dgl_seed(random_seed) + cuda_manual_seed(random_seed) + manual_seed_all(random_seed) # multi-GPU + # use_deterministic_algorithms(True) + # # multi_layer_gnn uses nondeterministic algorithm when on GPU + # cudnn.deterministic = True + cudnn.benchmark = False diff --git a/spatialprofilingtoolbox/cggnn/generate_graphs.py b/spatialprofilingtoolbox/cggnn/generate_graphs.py index 9516a1d7b..6df2cae9d 100644 --- a/spatialprofilingtoolbox/cggnn/generate_graphs.py +++ b/spatialprofilingtoolbox/cggnn/generate_graphs.py @@ -6,33 +6,26 @@ from warnings import warn from typing import DefaultDict -from torch import FloatTensor, IntTensor # pylint: disable=no-name-in-module from numpy import ( rint, median, prod, # type: ignore argmax, - nonzero, savetxt, int_, ) from numpy.typing import NDArray -from dgl import DGLGraph, graph # type: ignore from sklearn.neighbors import KDTree, kneighbors_graph # type: ignore from pandas import DataFrame from pandas.core.groupby.generic import DataFrameGroupBy from tqdm import tqdm from spatialprofilingtoolbox.cggnn.util import ( + HSGraph, GraphData, - save_cell_graphs, - load_cell_graphs, + save_hs_graphs, + load_hs_graphs, set_seeds, -) -from spatialprofilingtoolbox.cggnn.util.constants import ( - CENTROIDS, - FEATURES, - INDICES, SETS, SETS_type, ) @@ -121,7 +114,7 @@ def generate_graphs( exists(join(output_directory, 'graph_info.pkl')) and \ exists(join(output_directory, 'feature_names.txt')): warn('Graphs already exist in output directory. Loading from file.') - return load_cell_graphs(output_directory) + return load_hs_graphs(output_directory) p_validation, p_test, roi_size, roi_area, features_to_use, grouped = \ prepare_graph_generation_by_specimen( df_cell, @@ -135,7 +128,7 @@ def generate_graphs( output_directory, random_seed, ) - graphs_by_specimen: dict[str, list[DGLGraph]] = {} + graphs_by_specimen: dict[str, list[HSGraph]] = {} print('Creating graphs for identified regions in each specimen...') for specimen, df_specimen in tqdm(grouped): # Skip specimens without labels @@ -316,7 +309,7 @@ def create_graphs_from_specimen( n_neighbors: int = 5, threshold: int | None = None, random_seed: int | None = None, -) -> list[DGLGraph]: +) -> list[HSGraph]: """Create graphs from a single specimen.""" if random_seed is not None: set_seeds(random_seed) @@ -432,20 +425,18 @@ def _create_graphs( bounding_boxes: list[tuple[int, int, int, int]], n_neighbors: int, threshold: int | None, -) -> list[DGLGraph]: +) -> list[HSGraph]: """Create features, centroid, and label arrays and then the graph.""" - graphs: list[DGLGraph] = [] + graphs: list[HSGraph] = [] for (x_min, x_max, y_min, y_max) in bounding_boxes: df_roi: DataFrame = df.loc[ df['pixel x'].between(x_min, x_max) & df['pixel y'].between(y_min, y_max), ] - centroids = df_roi[['pixel x', 'pixel y']].values - features = df_roi[features_to_use].astype(int).values graphs.append(_create_graph( df_roi.index.to_numpy(), - centroids, - features, + df_roi[['pixel x', 'pixel y']].values, + df_roi[features_to_use].astype(int).values, n_neighbors=n_neighbors, threshold=threshold, )) @@ -458,7 +449,7 @@ def _create_graph( features: NDArray[int_], n_neighbors: int = 5, threshold: int | None = None, -) -> DGLGraph: +) -> HSGraph: """Generate the graph topology from the provided instance_map using (thresholded) kNN. Parameters @@ -476,31 +467,28 @@ def _create_graph( Returns ------- - DGLGraph: The constructed graph + HSGraph: The constructed graph """ - num_nodes = features.shape[0] - graph_instance = graph([]) - graph_instance.add_nodes(num_nodes) - graph_instance.ndata[INDICES] = IntTensor(node_indices) - graph_instance.ndata[CENTROIDS] = FloatTensor(centroids) - graph_instance.ndata[FEATURES] = FloatTensor(features) - # Note: channels and phenotypes are binary variables, but DGL only supports FloatTensors adj = kneighbors_graph( centroids, n_neighbors, mode="distance", include_self=False, metric="euclidean", - ).toarray() - if threshold is not None: - adj[adj > threshold] = 0 - edge_list = nonzero(adj) - graph_instance.add_edges(list(edge_list[0]), list(edge_list[1])) - return graph_instance + ) + if threshold is None: + threshold = float('inf') + adj.data = (adj.data <= threshold).astype(bool) + return HSGraph( + adj, + features.astype(float), + centroids, + node_indices, + ) def finalize_graph_metadata( - graphs_by_specimen: dict[str, list[DGLGraph]], + graphs_by_specimen: dict[str, list[HSGraph]], df_label: DataFrame, p_validation: float, p_test: float, @@ -528,10 +516,10 @@ def finalize_graph_metadata( def _split_graphs_by_label_and_specimen( - graphs_by_specimen: dict[str, list[DGLGraph]], + graphs_by_specimen: dict[str, list[HSGraph]], df_label: DataFrame, -) -> dict[int | None, dict[str, list[DGLGraph]]]: - graphs_by_label_and_specimen: dict[int | None, dict[str, list[DGLGraph]]] = DefaultDict(dict) +) -> dict[int | None, dict[str, list[HSGraph]]]: + graphs_by_label_and_specimen: dict[int | None, dict[str, list[HSGraph]]] = DefaultDict(dict) for specimen, graphs in graphs_by_specimen.items(): label: int | None = df_label.loc[specimen, 'label'] if (specimen in df_label.index) \ else None @@ -540,7 +528,7 @@ def _split_graphs_by_label_and_specimen( def _split_rois( - graphs_by_label_and_specimen: dict[int | None, dict[str, list[DGLGraph]]], + graphs_by_label_and_specimen: dict[int | None, dict[str, list[HSGraph]]], p_validation: float, p_test: float, ) -> dict[str, SETS_type | None]: @@ -596,7 +584,7 @@ def _split_rois( return specimen_to_set -def _shuffle_specimens(graphs_by_specimen: dict[str, list[DGLGraph]]) -> list[str]: +def _shuffle_specimens(graphs_by_specimen: dict[str, list[HSGraph]]) -> list[str]: """Shuffle the specimen order, giving priority to "big" specimens.""" specimens_with_counts = [ (specimen, len(graphs)) for specimen, graphs in graphs_by_specimen.items() @@ -640,7 +628,7 @@ def _set_for_second_of_2_specimens( def _allocate_second_of_many( - graphs_by_specimen: dict[str, list[DGLGraph]], + graphs_by_specimen: dict[str, list[HSGraph]], specimen_to_set: dict[str, SETS_type | None], specimens: list[str], p_validation: float, @@ -695,7 +683,7 @@ def _calculate_set_targets( def _allocate_remaining_specimens( specimen_to_set: dict[str, SETS_type | None], - graphs_by_specimen: dict[str, list[DGLGraph]], + graphs_by_specimen: dict[str, list[HSGraph]], specimens: list[str], n_train_target: float, n_validation_target: float, @@ -719,7 +707,7 @@ def _allocate_remaining_specimens( def _assemble_graph_data( - graphs_by_label_and_specimen: dict[int | None, dict[str, list[DGLGraph]]], + graphs_by_label_and_specimen: dict[int | None, dict[str, list[HSGraph]]], specimen_to_set: dict[str, SETS_type | None], roi_size: tuple[int, int], ) -> list[GraphData]: @@ -754,5 +742,5 @@ def save_graph_data( output_directory: str, ) -> None: """Save graph data to disk.""" - save_cell_graphs(graphs_data, output_directory) + save_hs_graphs(graphs_data, output_directory) savetxt(join(output_directory, 'feature_names.txt'), features_to_use, fmt='%s', delimiter=',') diff --git a/spatialprofilingtoolbox/cggnn/histocartography/importance.py b/spatialprofilingtoolbox/cggnn/histocartography/importance.py index 9a9db7ccd..221efd090 100644 --- a/spatialprofilingtoolbox/cggnn/histocartography/importance.py +++ b/spatialprofilingtoolbox/cggnn/histocartography/importance.py @@ -14,8 +14,8 @@ from torch.cuda import is_available from dgl import DGLGraph from pandas import Series -from spatialprofilingtoolbox.cggnn.util.constants import IMPORTANCES, INDICES +from spatialprofilingtoolbox.cggnn.cg_gnn_helper import IMPORTANCES, INDICES from spatialprofilingtoolbox.cggnn.histocartography.util import CellGraphModel, set_seeds from spatialprofilingtoolbox.cggnn.histocartography.util.interpretability import (BaseExplainer, GraphLRPExplainer, GraphGradCAMExplainer, GraphGradCAMPPExplainer, GraphPruningExplainer) diff --git a/spatialprofilingtoolbox/cggnn/histocartography/separability.py b/spatialprofilingtoolbox/cggnn/histocartography/separability.py index 990881251..2609cfb8b 100644 --- a/spatialprofilingtoolbox/cggnn/histocartography/separability.py +++ b/spatialprofilingtoolbox/cggnn/histocartography/separability.py @@ -23,9 +23,8 @@ from scipy.ndimage.filters import uniform_filter1d from pandas import DataFrame, Index from matplotlib.pyplot import plot, title, savefig, legend, clf -from spatialprofilingtoolbox.cggnn.util import GraphData -from spatialprofilingtoolbox.cggnn.util.constants import FEATURES, IMPORTANCES +from spatialprofilingtoolbox.cggnn.cg_gnn_helper import DGLGraphData, FEATURES, IMPORTANCES from spatialprofilingtoolbox.cggnn.histocartography.util import CellGraphModel from spatialprofilingtoolbox.cggnn.histocartography.train import infer_with_model @@ -34,7 +33,7 @@ DEVICE = 'cuda:0' if IS_CUDA else 'cpu' -def calculate_separability(graphs_data: List[GraphData], +def calculate_separability(graphs_data: List[DGLGraphData], model: CellGraphModel, feature_names: List[str], label_to_result: Optional[Dict[int, str]] = None, diff --git a/spatialprofilingtoolbox/cggnn/histocartography/train.py b/spatialprofilingtoolbox/cggnn/histocartography/train.py index 44ecd197e..168ea6577 100644 --- a/spatialprofilingtoolbox/cggnn/histocartography/train.py +++ b/spatialprofilingtoolbox/cggnn/histocartography/train.py @@ -15,9 +15,8 @@ from sklearn.metrics import accuracy_score, f1_score, classification_report # type: ignore from dgl import DGLGraph from tqdm import tqdm -from spatialprofilingtoolbox.cggnn.dataset import CGDataset, create_datasets, create_dataset, create_training_dataloaders -from spatialprofilingtoolbox.cggnn.util import GraphData, collate +from spatialprofilingtoolbox.cggnn.cg_gnn_helper import DGLGraphData, CGDataset, create_datasets, create_dataset, create_training_dataloaders, collate from spatialprofilingtoolbox.cggnn.histocartography.util import CellGraphModel, set_seeds, instantiate_model from spatialprofilingtoolbox.cggnn.histocartography.util.constants import DEFAULT_GNN_PARAMETERS, DEFAULT_CLASSIFICATION_PARAMETERS @@ -26,7 +25,7 @@ DEVICE = 'cuda:0' if IS_CUDA else 'cpu' -def train(graphs_data: List[GraphData], +def train(graphs_data: List[DGLGraphData], output_directory: str, in_ram: bool = True, epochs: int = 10, @@ -290,7 +289,7 @@ def infer_with_model(model: CellGraphModel, dim=1).detach().numpy() -def infer(cell_graphs: List[GraphData], +def infer(cell_graphs: List[DGLGraphData], model_checkpoint_path: str, in_ram: bool = True, batch_size: int = 1, diff --git a/spatialprofilingtoolbox/cggnn/histocartography/util/ml/layers/constants.py b/spatialprofilingtoolbox/cggnn/histocartography/util/ml/layers/constants.py index a065de0cd..0a608ccf9 100644 --- a/spatialprofilingtoolbox/cggnn/histocartography/util/ml/layers/constants.py +++ b/spatialprofilingtoolbox/cggnn/histocartography/util/ml/layers/constants.py @@ -5,7 +5,7 @@ import dgl import numpy as np -from spatialprofilingtoolbox.cggnn.util.constants import FEATURES, CENTROIDS +from spatialprofilingtoolbox.cggnn.cg_gnn_helper import FEATURES, CENTROIDS ACTIVATIONS = { diff --git a/spatialprofilingtoolbox/cggnn/histocartography/util/util.py b/spatialprofilingtoolbox/cggnn/histocartography/util/util.py index 8adaca90c..0fe98bd36 100644 --- a/spatialprofilingtoolbox/cggnn/histocartography/util/util.py +++ b/spatialprofilingtoolbox/cggnn/histocartography/util/util.py @@ -12,9 +12,9 @@ from torch.backends import cudnn # type: ignore from dgl import batch # type: ignore from dgl import seed as dgl_seed # type: ignore -from spatialprofilingtoolbox.cggnn.util.constants import FEATURES -from spatialprofilingtoolbox.cggnn.util import GraphData +from spatialprofilingtoolbox.cggnn.cg_gnn_helper import FEATURES +from spatialprofilingtoolbox.cggnn.util import GraphData from spatialprofilingtoolbox.cggnn.histocartography.util.ml.cell_graph_model import CellGraphModel from spatialprofilingtoolbox.cggnn.histocartography.util.constants import DEFAULT_GNN_PARAMETERS, DEFAULT_CLASSIFICATION_PARAMETERS diff --git a/spatialprofilingtoolbox/cggnn/interactives.py b/spatialprofilingtoolbox/cggnn/interactives.py index 195c4e868..64a71bf44 100644 --- a/spatialprofilingtoolbox/cggnn/interactives.py +++ b/spatialprofilingtoolbox/cggnn/interactives.py @@ -5,8 +5,7 @@ from typing import DefaultDict from tqdm import tqdm -from dgl import DGLGraph -from networkx import DiGraph, compose, get_node_attributes +from networkx import Graph, from_scipy_sparse_matrix, compose, get_node_attributes # type: ignore from bokeh.models import ( Circle, MultiLine, @@ -22,13 +21,7 @@ from bokeh.layouts import row from bokeh.io import output_file, save -from spatialprofilingtoolbox.cggnn.util import GraphData -from spatialprofilingtoolbox.cggnn.util.constants import ( - INDICES, - FEATURES, - CENTROIDS, - IMPORTANCES, -) +from spatialprofilingtoolbox.cggnn.util import GraphData, HSGraph def plot_interactives( @@ -40,16 +33,16 @@ def plot_interactives( """Create bokeh interactive plots for all graphs in the out_directory.""" out_directory = join(out_directory, 'interactives') makedirs(out_directory, exist_ok=True) - graphs_to_plot: dict[str, list[DGLGraph]] = DefaultDict(list) + graphs_to_plot: dict[str, list[HSGraph]] = DefaultDict(list) for g in graphs_data: graphs_to_plot[g.specimen if merge_rois else g.name].append(g.graph) - for name, dgl_graphs in tqdm(graphs_to_plot.items()): - graphs = [_convert_dgl_to_networkx(graph, feature_names) for graph in dgl_graphs] + for name, hs_graphs in tqdm(graphs_to_plot.items()): + graphs = [_convert_hs_graph_to_networkx(graph, feature_names) for graph in hs_graphs] _make_bokeh_graph_plot(_stich_specimen_graphs(graphs), feature_names, name, out_directory) def _make_bokeh_graph_plot( - graph: DiGraph, + graph: Graph, feature_names: list[str], graph_name: str, out_directory: str, @@ -116,28 +109,25 @@ def _make_bokeh_graph_plot( save(layout) -def _convert_dgl_to_networkx(graph: DGLGraph, feature_names: list[str]) -> DiGraph: - """Convert DGL graph to networkx graph for plotting interactive.""" - if IMPORTANCES not in graph.ndata: +def _convert_hs_graph_to_networkx(hs_graph: HSGraph, feature_names: list[str]) -> Graph: + """Convert HSGraph to networkx graph for plotting interactive.""" + if hs_graph.importances is None: raise ValueError( - 'Importance scores not yet found. Calculate them and place them in ' - f'graph.ndata[{IMPORTANCES}] first.' + 'Importance scores not yet found. Calculate them and place them in hs_graph.importances.' ) - graph_networkx = DiGraph() - for i_g in range(graph.num_nodes()): - i_gx = graph.ndata[INDICES][i_g].detach().numpy().astype(int).item() - graph_networkx.add_node(i_gx) - feats = graph.ndata[FEATURES][i_g].detach().numpy() + graph_networkx = from_scipy_sparse_matrix(hs_graph.adj) + for i_g in range(hs_graph.node_features.shape[0]): + feats = hs_graph.node_features[i_g, :] for j, feat in enumerate(feature_names): - graph_networkx.nodes[i_gx][feat] = feats[j] - graph_networkx.nodes[i_gx]['importance'] = graph.ndata[IMPORTANCES][i_g].detach().numpy() - graph_networkx.nodes[i_gx]['radius'] = graph_networkx.nodes[i_gx][IMPORTANCES]*10 - graph_networkx.nodes[i_gx]['centroid'] = graph.ndata[CENTROIDS][i_g].detach().numpy() + graph_networkx.nodes[i_g][feat] = feats[j] + graph_networkx.nodes[i_g]['importance'] = hs_graph.importances[i_g] + graph_networkx.nodes[i_g]['radius'] = hs_graph.importances[i_g]*10 + graph_networkx.nodes[i_g]['centroid'] = tuple(hs_graph.centroids[i_g, :]) return graph_networkx -def _stich_specimen_graphs(graphs: list[DiGraph]) -> DiGraph: - """Stitch DGL graphs together into a single networkx graph.""" +def _stich_specimen_graphs(graphs: list[Graph]) -> Graph: + """Stitch graphs together.""" if len(graphs) == 0: raise ValueError("Must have at least one graph to stitch.") if len(graphs) == 1: diff --git a/spatialprofilingtoolbox/cggnn/scripts/create_specimen_graphs.py b/spatialprofilingtoolbox/cggnn/scripts/create_specimen_graphs.py index e2ad9abe8..bd2547369 100644 --- a/spatialprofilingtoolbox/cggnn/scripts/create_specimen_graphs.py +++ b/spatialprofilingtoolbox/cggnn/scripts/create_specimen_graphs.py @@ -4,11 +4,10 @@ from argparse import ArgumentParser from os import makedirs from os.path import join, basename, splitext -from pickle import load +from pickle import load, dump from pandas import read_hdf from pandas import DataFrame -from dgl import save_graphs # type: ignore from spatialprofilingtoolbox.cggnn.generate_graphs import create_graphs_from_specimen @@ -65,7 +64,8 @@ def parse_arguments(): ) if len(graphs) > 0: makedirs(args.output_directory, exist_ok=True) - save_graphs(join( + with open(join( args.output_directory, - f'{splitext(basename(args.specimen_hdf_path))[0]}.bin', - ), graphs) + f'{splitext(basename(args.specimen_hdf_path))[0]}.pkl', + ), 'wb') as f: + dump(graphs, f) diff --git a/spatialprofilingtoolbox/cggnn/scripts/finalize_graphs.py b/spatialprofilingtoolbox/cggnn/scripts/finalize_graphs.py index a4fa57ece..306534565 100644 --- a/spatialprofilingtoolbox/cggnn/scripts/finalize_graphs.py +++ b/spatialprofilingtoolbox/cggnn/scripts/finalize_graphs.py @@ -4,9 +4,8 @@ from os.path import basename, splitext from pickle import load -from dgl import DGLGraph, load_graphs # type: ignore - from spatialprofilingtoolbox.cggnn.generate_graphs import finalize_graph_metadata +from spatialprofilingtoolbox.cggnn.util import HSGraph def parse_arguments(): @@ -53,11 +52,10 @@ def parse_arguments(): args = parse_arguments() with open(args.parameters_path, 'rb') as f: (_, roi_size, _, features_to_use, df_label, p_validation, p_test, random_seed) = load(f) - graphs_by_specimen: dict[str, list[DGLGraph]] = {} + graphs_by_specimen: dict[str, list[HSGraph]] = {} for specimen_graphs_path in args.graph_files: - graphs_by_specimen[ - splitext(basename(specimen_graphs_path))[0] - ] = load_graphs(specimen_graphs_path)[0] + with open(specimen_graphs_path, 'rb') as f: + graphs_by_specimen[splitext(basename(specimen_graphs_path))[0]] = load(f) finalize_graph_metadata( graphs_by_specimen, df_label, diff --git a/spatialprofilingtoolbox/cggnn/scripts/plot_interactives.py b/spatialprofilingtoolbox/cggnn/scripts/plot_interactives.py index 338cdbd65..3e9d4c495 100644 --- a/spatialprofilingtoolbox/cggnn/scripts/plot_interactives.py +++ b/spatialprofilingtoolbox/cggnn/scripts/plot_interactives.py @@ -3,7 +3,7 @@ from argparse import ArgumentParser from spatialprofilingtoolbox.cggnn.interactives import plot_interactives -from spatialprofilingtoolbox.cggnn.util import load_cell_graphs +from spatialprofilingtoolbox.cggnn.util import load_hs_graphs def parse_arguments(): @@ -35,5 +35,5 @@ def parse_arguments(): if __name__ == "__main__": args = parse_arguments() - graphs_data, feature_names = load_cell_graphs(args.cg_path) + graphs_data, feature_names = load_hs_graphs(args.cg_path) plot_interactives(graphs_data, feature_names, args.output_directory, args.merge_rois) diff --git a/spatialprofilingtoolbox/cggnn/scripts/separability.py b/spatialprofilingtoolbox/cggnn/scripts/separability.py index d71721adb..a3ed86c43 100644 --- a/spatialprofilingtoolbox/cggnn/scripts/separability.py +++ b/spatialprofilingtoolbox/cggnn/scripts/separability.py @@ -2,10 +2,11 @@ from argparse import ArgumentParser -from spatialprofilingtoolbox.cggnn.util import load_cell_graphs, load_label_to_result - from spatialprofilingtoolbox.cggnn.histocartography import calculate_separability from spatialprofilingtoolbox.cggnn.histocartography.util import instantiate_model +from spatialprofilingtoolbox.cggnn.cg_gnn_helper import convert_spt_graphs_data + +from spatialprofilingtoolbox.cggnn.util import load_hs_graphs, load_label_to_result def parse_arguments(): @@ -62,9 +63,9 @@ def parse_arguments(): def main(): args = parse_arguments() - graphs_data, feature_names = load_cell_graphs(args.cg_path) + graphs_data, feature_names = load_hs_graphs(args.cg_path) df_concept, df_aggregated, dfs_k_dist = calculate_separability( - graphs_data, + convert_spt_graphs_data(graphs_data), instantiate_model(graphs_data, model_checkpoint_path=args.model_checkpoint_path), feature_names, label_to_result=load_label_to_result(args.label_to_result_path), diff --git a/spatialprofilingtoolbox/cggnn/scripts/train.py b/spatialprofilingtoolbox/cggnn/scripts/train.py index a37677b34..d389e1fa9 100644 --- a/spatialprofilingtoolbox/cggnn/scripts/train.py +++ b/spatialprofilingtoolbox/cggnn/scripts/train.py @@ -4,11 +4,15 @@ from os.path import join from typing import Dict, List, DefaultDict -from dgl import DGLGraph # type: ignore -from spatialprofilingtoolbox.cggnn.util import load_cell_graphs, save_cell_graphs - from spatialprofilingtoolbox.cggnn.histocartography import train, calculate_importance, \ unify_importance_across, save_importances +from spatialprofilingtoolbox.cggnn.cg_gnn_helper import ( + convert_spt_graphs_data, + convert_dgl_graphs_data, + convert_spt_graph, +) + +from spatialprofilingtoolbox.cggnn.util import HSGraph, load_hs_graphs, save_hs_graphs def parse_arguments(): @@ -85,9 +89,9 @@ def parse_arguments(): def main(): args = parse_arguments() - graphs_data = load_cell_graphs(args.cg_directory)[0] + dgl_graphs_data = convert_spt_graphs_data(load_hs_graphs(args.cg_directory)[0]) model = train( - graphs_data, + dgl_graphs_data, args.cg_directory, in_ram=args.in_ram, epochs=args.epochs, @@ -97,20 +101,25 @@ def main(): random_seed=args.random_seed, ) if args.explainer is not None: - cell_graphs = calculate_importance( - [d.graph for d in graphs_data], + dgl_graphs = calculate_importance( + [d.graph for d in dgl_graphs_data], model, args.explainer, random_seed=args.random_seed, ) - graphs_data = [d._replace(graph=graph) for d, graph in zip(graphs_data, cell_graphs)] - save_cell_graphs(graphs_data, args.cg_directory) + spt_graphs_data = convert_dgl_graphs_data( + [d._replace(graph=g_dgl) for d, g_dgl in zip(dgl_graphs_data, dgl_graphs)] + ) + save_hs_graphs(spt_graphs_data, args.cg_directory) if args.merge_rois: - cell_graphs_by_specimen: Dict[str, List[DGLGraph]] = DefaultDict(list) - for cg in graphs_data: - cell_graphs_by_specimen[cg.specimen].append(cg.graph) + hs_graph_by_specimen: Dict[str, List[HSGraph]] = DefaultDict(list) + for gd_spt in spt_graphs_data: + hs_graph_by_specimen[gd_spt.specimen].append(gd_spt.graph) hs_id_to_importance = unify_importance_across( - list(cell_graphs_by_specimen.values()), + [ + [convert_spt_graph(g_spt) for g_spt in specimen_graphs] + for specimen_graphs in hs_graph_by_specimen.values() + ], model, random_seed=args.random_seed, ) diff --git a/spatialprofilingtoolbox/cggnn/util.py b/spatialprofilingtoolbox/cggnn/util.py new file mode 100644 index 000000000..97c27c41e --- /dev/null +++ b/spatialprofilingtoolbox/cggnn/util.py @@ -0,0 +1,97 @@ +"""Histological structure graph dataset utility functions.""" + +from os.path import join +from pickle import dump, load +from json import load as json_load +from random import seed +from typing import NamedTuple, Literal +from dataclasses import dataclass, field + +from numpy import ( + loadtxt, + int_, + float_, +) +from numpy.random import seed as np_seed +from numpy.typing import NDArray +from scipy.sparse import spmatrix + +SETS = ('train', 'validation', 'test') +SETS_type = Literal['train', 'validation', 'test'] + + +def load_label_to_result(path: str) -> dict[int, str]: + """Read in label_to_result JSON.""" + return {int(label): result for label, result in json_load( + open(path, encoding='utf-8')).items()} + + +@dataclass +class HSGraph: + """A histological structure graph instance.""" + adj: spmatrix + node_features: NDArray[float_] + centroids: NDArray[float_] + histological_structure_ids: NDArray[int_] + importances: NDArray[float_] | None = field(default=None, init=False), + + +class GraphData(NamedTuple): + """Data relevant to a histological structure graph instance.""" + graph: HSGraph + label: int | None + name: str + specimen: str + set: SETS_type | None + + +def save_hs_graphs(graphs_data: list[GraphData], output_directory: str) -> None: + """Save histological structure graphs to a directory.""" + with open(join(output_directory, 'graphs.pkl'), 'wb') as f: + dump(graphs_data, f) + + +def load_hs_graphs(graph_directory: str) -> tuple[list[GraphData], list[str]]: + """Load histological structure graphs from a directory. + + Assumes directory contains the files `graphs.pkl` and `feature_names.txt`. + """ + with open(join(graph_directory, 'graphs.pkl'), 'rb') as f: + graphs_data: list[GraphData] = load(f) + feature_names: list[str] = loadtxt( + join(graph_directory, 'feature_names.txt'), + dtype=str, + delimiter=',', + ).tolist() + return graphs_data, feature_names + + +def split_graph_sets(graphs_data: list[GraphData]) -> tuple[ + tuple[list[HSGraph], list[int]], + tuple[list[HSGraph], list[int]], + tuple[list[HSGraph], list[int]], + list[HSGraph], +]: + """Split graph data list into train, validation, test, and unlabeled sets.""" + cg_train: tuple[list[HSGraph], list[int]] = ([], []) + cg_val: tuple[list[HSGraph], list[int]] = ([], []) + cg_test: tuple[list[HSGraph], list[int]] = ([], []) + cg_unlabeled: list[HSGraph] = [] + for gd in graphs_data: + if gd.label is None: + cg_unlabeled.append(gd.graph) + continue + which_set: tuple[list[HSGraph], list[int]] = cg_train + if gd.set == 'validation': + which_set = cg_val + elif gd.set == 'test': + which_set = cg_test + which_set[0].append(gd.graph) + which_set[1].append(gd.label) + return cg_train, cg_val, cg_test, cg_unlabeled + + +def set_seeds(random_seed: int) -> None: + """Set random seeds for all libraries.""" + seed(random_seed) + np_seed(random_seed) diff --git a/spatialprofilingtoolbox/cggnn/util/__init__.py b/spatialprofilingtoolbox/cggnn/util/__init__.py deleted file mode 100644 index fe9032ecc..000000000 --- a/spatialprofilingtoolbox/cggnn/util/__init__.py +++ /dev/null @@ -1,12 +0,0 @@ -"""Utility functions for the CG-GNN pipeline.""" - -from spatialprofilingtoolbox.cggnn.util.util import ( - GraphData, - GraphMetadata, - save_cell_graphs, - load_cell_graphs, - load_label_to_result, - split_graph_sets, - collate, - set_seeds, -) diff --git a/spatialprofilingtoolbox/cggnn/util/constants.py b/spatialprofilingtoolbox/cggnn/util/constants.py deleted file mode 100644 index e04ad6f25..000000000 --- a/spatialprofilingtoolbox/cggnn/util/constants.py +++ /dev/null @@ -1,10 +0,0 @@ -"""Consistent names for dict field strings.""" - -from typing import Literal - -INDICES = 'histological_structure' -FEATURES = 'features' -CENTROIDS = 'centroid' -IMPORTANCES = 'importance' -SETS = ('train', 'validation', 'test') -SETS_type = Literal['train', 'validation', 'test'] diff --git a/spatialprofilingtoolbox/cggnn/util/util.py b/spatialprofilingtoolbox/cggnn/util/util.py deleted file mode 100644 index 4d380e62a..000000000 --- a/spatialprofilingtoolbox/cggnn/util/util.py +++ /dev/null @@ -1,199 +0,0 @@ -"""Cell/tissue graph dataset utility functions.""" - -from os.path import join -from json import load as json_load -from random import seed -from typing import NamedTuple, Callable - -from numpy import loadtxt -from numpy.random import seed as np_seed -from torch import ( - Tensor, # type: ignore - LongTensor, # type: ignore - IntTensor, # type: ignore - manual_seed, # type: ignore - use_deterministic_algorithms, -) -from torch.cuda import is_available, manual_seed_all -from torch.cuda import manual_seed as cuda_manual_seed # type: ignore -from torch.backends import cudnn # type: ignore -from dgl import batch, DGLGraph # type: ignore -from dgl import seed as dgl_seed # type: ignore -from dgl.data.utils import ( # type: ignore - save_graphs, # type: ignore - save_info, # type: ignore - load_graphs, # type: ignore - load_info, # type: ignore -) - -from spatialprofilingtoolbox.cggnn.util.constants import SETS_type - - -IS_CUDA = is_available() -DEVICE = 'cuda:0' if IS_CUDA else 'cpu' -COLLATE_USING: dict[str, Callable] = { - 'DGLGraph': batch, - 'DGLHeteroGraph': batch, - 'Tensor': lambda x: x, - 'int': lambda x: IntTensor(x).to(DEVICE), - 'int64': lambda x: IntTensor(x).to(DEVICE), - 'float': lambda x: LongTensor(x).to(DEVICE), -} - - -def load_label_to_result(path: str) -> dict[int, str]: - """Read in label_to_result JSON.""" - return {int(label): result for label, result in json_load( - open(path, encoding='utf-8')).items()} - - -class GraphData(NamedTuple): - """Data relevant to a cell graph instance.""" - graph: DGLGraph - label: int | None - name: str - specimen: str - set: SETS_type | None - - -class GraphMetadata(NamedTuple): - """Data relevant to a cell graph instance.""" - name: str - specimen: str - set: SETS_type | None - - -def save_cell_graphs(graphs_data: list[GraphData], output_directory: str) -> None: - """Save cell graphs to a directory.""" - graphs: list[DGLGraph] = [] - labels: list[int] = [] - metadata: list[GraphMetadata] = [] - unlabeled_graphs: list[DGLGraph] = [] - unlabeled_metadata: list[GraphMetadata] = [] - for graph_data in graphs_data: - if graph_data.label is not None: - graphs.append(graph_data.graph) - metadata.append(GraphMetadata( - graph_data.name, - graph_data.specimen, - graph_data.set, - )) - labels.append(graph_data.label) - else: - unlabeled_graphs.append(graph_data.graph) - unlabeled_metadata.append(GraphMetadata( - graph_data.name, - graph_data.specimen, - graph_data.set, - )) - _save_dgl_graphs( - output_directory, - graphs + unlabeled_graphs, - metadata + unlabeled_metadata, - labels, - ) - - -def _save_dgl_graphs( - output_directory: str, - graphs: list[DGLGraph], - metadata: list[GraphMetadata], - labels: list[int], -) -> None: - """Save DGL cell graphs to a directory.""" - save_graphs(join(output_directory, 'graphs.bin'), - graphs, - {'labels': IntTensor(labels)}) - save_info(join(output_directory, 'graph_info.pkl'), {'info': metadata}) - - -def load_cell_graphs(graph_directory: str) -> tuple[list[GraphData], list[str]]: - """Load cell graph information from a directory. - - Assumes directory contains the files `graphs.bin`, `graph_info.pkl`, and `feature_names.txt`. - """ - graphs, labels, metadata = _load_dgl_graphs(graph_directory) - graph_data: list[GraphData] = [] - for i, graph in enumerate(graphs): - graph_data.append(GraphData( - graph, - labels[i] if i < len(labels) else None, - metadata[i].name, - metadata[i].specimen, - metadata[i].set, - )) - feature_names: list[str] = loadtxt( - join(graph_directory, 'feature_names.txt'), - dtype=str, - delimiter=',', - ).tolist() - return graph_data, feature_names - - -def _load_dgl_graphs(graph_directory: str) -> tuple[list[DGLGraph], list[int], list[GraphMetadata]]: - """Load cell graphs saved as DGL files from a directory.""" - graphs, labels = load_graphs(join(graph_directory, 'graphs.bin')) - graphs: list[DGLGraph] - labels: dict[str, IntTensor] - metadata: list[GraphMetadata] = load_info(join(graph_directory, 'graph_info.pkl'))['info'] - return graphs, labels['labels'].tolist(), metadata - - -def split_graph_sets(graphs_data: list[GraphData]) -> tuple[ - tuple[list[DGLGraph], list[int]], - tuple[list[DGLGraph], list[int]], - tuple[list[DGLGraph], list[int]], - list[DGLGraph], -]: - """Split graph data list into train, validation, test, and unlabeled sets.""" - cg_train: tuple[list[DGLGraph], list[int]] = ([], []) - cg_val: tuple[list[DGLGraph], list[int]] = ([], []) - cg_test: tuple[list[DGLGraph], list[int]] = ([], []) - cg_unlabeled: list[DGLGraph] = [] - for gd in graphs_data: - if gd.label is None: - cg_unlabeled.append(gd.graph) - continue - which_set: tuple[list[DGLGraph], list[int]] = cg_train - if gd.set == 'validation': - which_set = cg_val - elif gd.set == 'test': - which_set = cg_test - which_set[0].append(gd.graph) - which_set[1].append(gd.label) - return cg_train, cg_val, cg_test, cg_unlabeled - - -def collate(example_batch: Tensor) -> tuple[tuple, LongTensor]: - """Collate a batch. - - Args: - example_batch (torch.tensor): a batch of examples. - Returns: - data: (tuple) - labels: (torch.LongTensor) - """ - if isinstance(example_batch[0], tuple): # graph and label - def collate_fn(batch, id, type): - return COLLATE_USING[type]([example[id] for example in batch]) - num_modalities = len(example_batch[0]) - return tuple([ - collate_fn(example_batch, mod_id, type(example_batch[0][mod_id]).__name__) - for mod_id in range(num_modalities) - ]) - else: # graph only - return tuple([COLLATE_USING[type(example_batch[0]).__name__](example_batch)]) - - -def set_seeds(random_seed: int) -> None: - """Set random seeds for all libraries.""" - seed(random_seed) - np_seed(random_seed) - manual_seed(random_seed) - dgl_seed(random_seed) - cuda_manual_seed(random_seed) - manual_seed_all(random_seed) # multi-GPU - # use_deterministic_algorithms(True) - # # multi_layer_gnn uses nondeterministic algorithm when on GPU - # cudnn.deterministic = True - cudnn.benchmark = False diff --git a/spatialprofilingtoolbox/workflow/assets/cggnn.nf b/spatialprofilingtoolbox/workflow/assets/cggnn.nf index b4a877f21..c89edf153 100644 --- a/spatialprofilingtoolbox/workflow/assets/cggnn.nf +++ b/spatialprofilingtoolbox/workflow/assets/cggnn.nf @@ -92,7 +92,7 @@ process create_specimen_graphs { path specimen_file output: - path "${specimen_file.baseName}.bin", optional: true, emit: specimen_graph + path "${specimen_file.baseName}.pkl", optional: true, emit: specimen_graph script: """ @@ -115,8 +115,7 @@ process finalize_graphs { output: path "results/", emit: working_directory path "results/feature_names.txt", emit: feature_names_file - path "results/graphs.bin", emit: graphs_file - path "results/graph_info.pkl", emit: graph_metadata_file + path "results/graphs.pkl", emit: graphs_file script: """ @@ -148,7 +147,7 @@ process train { output: path "${working_directory}/importances.csv", emit: importances_csv_path path "${working_directory}/model/", emit: model_directory - path "${working_directory}/graphs.bin", optional: true + path "${working_directory}/graphs.pkl", optional: true script: """ @@ -289,9 +288,6 @@ workflow { finalize_out.graphs_file .set{ graphs_file_ch } - finalize_out.graph_metadata_file - .set{ graph_metadata_ch } - train( working_directory_ch, in_ram_ch, From 9871102919783a90e87cdebbc43c61e5a6e2e5f0 Mon Sep 17 00:00:00 2001 From: Carlin Liao Date: Tue, 12 Dec 2023 19:45:50 -0500 Subject: [PATCH 02/26] bug fixes --- pyproject.toml.unversioned | 1 - .../cggnn/cg_gnn_helper.py | 11 +-- .../cggnn/generate_graphs.py | 3 +- spatialprofilingtoolbox/cggnn/interactives.py | 4 +- .../cggnn/scripts/train.py | 17 ++--- spatialprofilingtoolbox/cggnn/util.py | 4 +- test/cggnn/unit_tests/feature_names.txt | 68 +++++++----------- test/cggnn/unit_tests/graph_info.pkl | Bin 1515 -> 0 bytes test/cggnn/unit_tests/graphs.bin | Bin 20115774 -> 0 bytes test/cggnn/unit_tests/graphs.pkl | Bin 0 -> 36993 bytes test/cggnn/unit_tests/notes.txt | 7 -- .../cggnn/unit_tests/test_graph_generation.sh | 4 +- test/cggnn/unit_tests/test_plotting.sh | 6 +- test/workflow/module_tests/test_cggnn.sh | 2 +- 14 files changed, 52 insertions(+), 75 deletions(-) delete mode 100644 test/cggnn/unit_tests/graph_info.pkl delete mode 100644 test/cggnn/unit_tests/graphs.bin create mode 100644 test/cggnn/unit_tests/graphs.pkl delete mode 100644 test/cggnn/unit_tests/notes.txt diff --git a/pyproject.toml.unversioned b/pyproject.toml.unversioned index 5f603c7a3..a26342280 100644 --- a/pyproject.toml.unversioned +++ b/pyproject.toml.unversioned @@ -121,7 +121,6 @@ packages = [ "spatialprofilingtoolbox.cggnn.histocartography.util.interpretability", "spatialprofilingtoolbox.cggnn.histocartography.util.ml", "spatialprofilingtoolbox.cggnn.histocartography.util.ml.layers", - "spatialprofilingtoolbox.cggnn.util", "spatialprofilingtoolbox.cggnn.scripts", "spatialprofilingtoolbox.ondemand", "spatialprofilingtoolbox.ondemand.providers", diff --git a/spatialprofilingtoolbox/cggnn/cg_gnn_helper.py b/spatialprofilingtoolbox/cggnn/cg_gnn_helper.py index 802c80f23..33705bbc0 100644 --- a/spatialprofilingtoolbox/cggnn/cg_gnn_helper.py +++ b/spatialprofilingtoolbox/cggnn/cg_gnn_helper.py @@ -1,10 +1,13 @@ """Helper functions to translate SPT HSGraphs and prepare them for CG-GNN training.""" -from typing import Callable, Sequence +from typing import Callable, Sequence, NamedTuple -from numpy import nonzero +from numpy import nonzero # type: ignore +from scipy.sparse import csr_matrix # type: ignore +from networkx import to_scipy_sparse_array # type: ignore from torch import ( Tensor, # type: ignore + FloatTensor, LongTensor, # type: ignore IntTensor, # type: ignore manual_seed, # type: ignore @@ -83,7 +86,7 @@ def convert_spt_graphs_data(graphs_data: list[SPTGraphData]) -> list[DGLGraphDat def convert_dgl_graph(g_dgl: DGLGraph) -> HSGraph: """Convert a DGLGraph to a CG-GNN cell graph.""" return HSGraph( - adj=g_dgl.adj(), + adj=to_scipy_sparse_array(g_dgl.to_networkx()), node_features=g_dgl.ndata[FEATURES], centroids=g_dgl.ndata[CENTROIDS], histological_structure_ids=g_dgl.ndata[INDICES], @@ -93,7 +96,7 @@ def convert_dgl_graph(g_dgl: DGLGraph) -> HSGraph: def convert_dgl_graph_data(g_dgl: DGLGraphData) -> SPTGraphData: return SPTGraphData( - graph=convert_spt_graph(g_dgl.graph), + graph=convert_dgl_graph(g_dgl.graph), label=g_dgl.label, name=g_dgl.name, specimen=g_dgl.specimen, diff --git a/spatialprofilingtoolbox/cggnn/generate_graphs.py b/spatialprofilingtoolbox/cggnn/generate_graphs.py index 6df2cae9d..9d4673d5c 100644 --- a/spatialprofilingtoolbox/cggnn/generate_graphs.py +++ b/spatialprofilingtoolbox/cggnn/generate_graphs.py @@ -111,7 +111,6 @@ def generate_graphs( """ if (output_directory is not None) and \ exists(join(output_directory, 'graphs.bin')) and \ - exists(join(output_directory, 'graph_info.pkl')) and \ exists(join(output_directory, 'feature_names.txt')): warn('Graphs already exist in output directory. Loading from file.') return load_hs_graphs(output_directory) @@ -732,7 +731,7 @@ def report_dataset_statistics(graphs_data: list[GraphData]) -> DataFrame: if graph_instance.specimen in df.index: df.loc[graph_instance.specimen, 'count'] += 1 else: - df.loc[graph_instance, :] = [graph_instance.label, graph_instance.set, 1] + df.loc[graph_instance.specimen, :] = [graph_instance.label, graph_instance.set, 1] return df.groupby(['set', 'label']).sum() diff --git a/spatialprofilingtoolbox/cggnn/interactives.py b/spatialprofilingtoolbox/cggnn/interactives.py index 64a71bf44..2bd18d541 100644 --- a/spatialprofilingtoolbox/cggnn/interactives.py +++ b/spatialprofilingtoolbox/cggnn/interactives.py @@ -5,7 +5,7 @@ from typing import DefaultDict from tqdm import tqdm -from networkx import Graph, from_scipy_sparse_matrix, compose, get_node_attributes # type: ignore +from networkx import Graph, from_scipy_sparse_array, compose, get_node_attributes # type: ignore from bokeh.models import ( Circle, MultiLine, @@ -115,7 +115,7 @@ def _convert_hs_graph_to_networkx(hs_graph: HSGraph, feature_names: list[str]) - raise ValueError( 'Importance scores not yet found. Calculate them and place them in hs_graph.importances.' ) - graph_networkx = from_scipy_sparse_matrix(hs_graph.adj) + graph_networkx = from_scipy_sparse_array(hs_graph.adj) for i_g in range(hs_graph.node_features.shape[0]): feats = hs_graph.node_features[i_g, :] for j, feat in enumerate(feature_names): diff --git a/spatialprofilingtoolbox/cggnn/scripts/train.py b/spatialprofilingtoolbox/cggnn/scripts/train.py index d389e1fa9..0f7842a45 100644 --- a/spatialprofilingtoolbox/cggnn/scripts/train.py +++ b/spatialprofilingtoolbox/cggnn/scripts/train.py @@ -107,19 +107,14 @@ def main(): args.explainer, random_seed=args.random_seed, ) - spt_graphs_data = convert_dgl_graphs_data( - [d._replace(graph=g_dgl) for d, g_dgl in zip(dgl_graphs_data, dgl_graphs)] - ) - save_hs_graphs(spt_graphs_data, args.cg_directory) + dgl_graphs_data = [d._replace(graph=g_dgl) for d, g_dgl in zip(dgl_graphs_data, dgl_graphs)] + save_hs_graphs(convert_dgl_graphs_data(dgl_graphs_data), args.cg_directory) if args.merge_rois: - hs_graph_by_specimen: Dict[str, List[HSGraph]] = DefaultDict(list) - for gd_spt in spt_graphs_data: - hs_graph_by_specimen[gd_spt.specimen].append(gd_spt.graph) + dgl_graphs_by_specimen = DefaultDict(list) + for gd_dgl in dgl_graphs_data: + dgl_graphs_by_specimen[gd_dgl.specimen].append(gd_dgl.graph) hs_id_to_importance = unify_importance_across( - [ - [convert_spt_graph(g_spt) for g_spt in specimen_graphs] - for specimen_graphs in hs_graph_by_specimen.values() - ], + list(dgl_graphs_by_specimen.values()), model, random_seed=args.random_seed, ) diff --git a/spatialprofilingtoolbox/cggnn/util.py b/spatialprofilingtoolbox/cggnn/util.py index 97c27c41e..d2302bc23 100644 --- a/spatialprofilingtoolbox/cggnn/util.py +++ b/spatialprofilingtoolbox/cggnn/util.py @@ -1,5 +1,6 @@ """Histological structure graph dataset utility functions.""" +from os import makedirs from os.path import join from pickle import dump, load from json import load as json_load @@ -33,7 +34,7 @@ class HSGraph: node_features: NDArray[float_] centroids: NDArray[float_] histological_structure_ids: NDArray[int_] - importances: NDArray[float_] | None = field(default=None, init=False), + importances: NDArray[float_] | None = field(default=None) class GraphData(NamedTuple): @@ -47,6 +48,7 @@ class GraphData(NamedTuple): def save_hs_graphs(graphs_data: list[GraphData], output_directory: str) -> None: """Save histological structure graphs to a directory.""" + makedirs(output_directory, exist_ok=True) with open(join(output_directory, 'graphs.pkl'), 'wb') as f: dump(graphs_data, f) diff --git a/test/cggnn/unit_tests/feature_names.txt b/test/cggnn/unit_tests/feature_names.txt index 6aeebe4bb..3f78a0c9f 100644 --- a/test/cggnn/unit_tests/feature_names.txt +++ b/test/cggnn/unit_tests/feature_names.txt @@ -1,44 +1,30 @@ -C SMN1 -C MKI67 -C HAVCR2 -C FOXP3 -C CD4 -C CCR7 +C B2M +C B7H3 C CD68 -C VSIR -C MS4A1 -C CD8A -C SOX10 -C CTNNB1 +C CD8 +C DAPI +C FOXP3 +C IDO1 +C KI67 +C LAG3 +C MHCI +C 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a/test/workflow/module_tests/test_cggnn.sh +++ b/test/workflow/module_tests/test_cggnn.sh @@ -2,7 +2,7 @@ spt workflow configure --local --workflow='cggnn' --study-name='Melanoma intrale nextflow run . # Check if the workflow ran successfully and if the expected output files exist -if [ $? -ne 0 ] || [ ! -e "results/model/model_best_validation_accuracy.pt" ] || [ ! -e "results/model/model_best_validation_loss.pt" ] || [ ! -e "results/model/model_best_validation_weighted_f1_score.pt" ] || [ ! -e "results/importances.csv" ] || [ ! -e "results/feature_names.txt" ] || [ ! -e "results/graphs.bin" ] || [ ! -e "results/graph_info.pkl" ]; then +if [ $? -ne 0 ] || [ ! -e "results/model/model_best_validation_accuracy.pt" ] || [ ! -e "results/model/model_best_validation_loss.pt" ] || [ ! -e "results/model/model_best_validation_weighted_f1_score.pt" ] || [ ! -e "results/importances.csv" ] || [ ! -e "results/feature_names.txt" ] || [ ! -e "results/graphs.pkl" ]; then echo "Error during nextflow run or expected output files do not exist" >&2 exit 1 fi From 972dcb65f2ce1bb78602e7408a887e681660b074 Mon Sep 17 00:00:00 2001 From: Carlin Liao Date: Tue, 12 Dec 2023 22:30:43 -0500 Subject: [PATCH 03/26] clean up unused imports --- spatialprofilingtoolbox/cggnn/scripts/train.py | 5 ++--- 1 file changed, 2 insertions(+), 3 deletions(-) diff --git a/spatialprofilingtoolbox/cggnn/scripts/train.py b/spatialprofilingtoolbox/cggnn/scripts/train.py index 0f7842a45..909ea6afc 100644 --- a/spatialprofilingtoolbox/cggnn/scripts/train.py +++ b/spatialprofilingtoolbox/cggnn/scripts/train.py @@ -2,17 +2,16 @@ from argparse import ArgumentParser from os.path import join -from typing import Dict, List, DefaultDict +from typing import DefaultDict from spatialprofilingtoolbox.cggnn.histocartography import train, calculate_importance, \ unify_importance_across, save_importances from spatialprofilingtoolbox.cggnn.cg_gnn_helper import ( convert_spt_graphs_data, convert_dgl_graphs_data, - convert_spt_graph, ) -from spatialprofilingtoolbox.cggnn.util import HSGraph, load_hs_graphs, save_hs_graphs +from spatialprofilingtoolbox.cggnn.util import load_hs_graphs, save_hs_graphs def parse_arguments(): From 411e894c1f0e68dbcfc0e521a3eeb798f96472f5 Mon Sep 17 00:00:00 2001 From: Carlin Liao Date: Wed, 13 Dec 2023 12:35:11 -0500 Subject: [PATCH 04/26] use dockerized cg-gnn --- .../development_prereqs.Dockerfile | 4 +- .../cggnn/cg_gnn_helper.py | 266 ---------- .../cggnn/histocartography/README.md | 28 - .../cggnn/histocartography/__init__.py | 5 - .../cggnn/histocartography/importance.py | 102 ---- .../cggnn/histocartography/separability.py | 456 ----------------- .../cggnn/histocartography/train.py | 328 ------------ .../cggnn/histocartography/util/__init__.py | 4 - .../cggnn/histocartography/util/constants.py | 24 - .../util/interpretability/__init__.py | 14 - .../util/interpretability/base_explainer.py | 34 -- .../util/interpretability/grad_cam.py | 315 ------------ .../graph_pruning_explainer.py | 408 --------------- .../interpretability/lrp_gnn_explainer.py | 46 -- .../histocartography/util/ml/__init__.py | 16 - .../histocartography/util/ml/base_model.py | 62 --- .../util/ml/cell_graph_model.py | 107 ---- .../util/ml/layers/__init__.py | 1 - .../util/ml/layers/constants.py | 140 ----- .../util/ml/layers/dense_gin_layer.py | 98 ---- .../util/ml/layers/gin_layer.py | 165 ------ .../histocartography/util/ml/layers/mlp.py | 189 ------- .../util/ml/layers/multi_layer_gnn.py | 159 ------ .../util/ml/layers/pna_layer.py | 233 --------- .../cggnn/histocartography/util/pipeline.py | 480 ------------------ .../cggnn/histocartography/util/util.py | 97 ---- .../cggnn/scripts/separability.py | 84 --- .../cggnn/scripts/train.py | 61 +-- 28 files changed, 16 insertions(+), 3910 deletions(-) delete mode 100644 spatialprofilingtoolbox/cggnn/cg_gnn_helper.py delete mode 100644 spatialprofilingtoolbox/cggnn/histocartography/README.md delete mode 100644 spatialprofilingtoolbox/cggnn/histocartography/__init__.py delete mode 100644 spatialprofilingtoolbox/cggnn/histocartography/importance.py delete mode 100644 spatialprofilingtoolbox/cggnn/histocartography/separability.py delete mode 100644 spatialprofilingtoolbox/cggnn/histocartography/train.py delete mode 100644 spatialprofilingtoolbox/cggnn/histocartography/util/__init__.py delete mode 100644 spatialprofilingtoolbox/cggnn/histocartography/util/constants.py delete mode 100644 spatialprofilingtoolbox/cggnn/histocartography/util/interpretability/__init__.py delete mode 100644 spatialprofilingtoolbox/cggnn/histocartography/util/interpretability/base_explainer.py delete mode 100644 spatialprofilingtoolbox/cggnn/histocartography/util/interpretability/grad_cam.py delete mode 100644 spatialprofilingtoolbox/cggnn/histocartography/util/interpretability/graph_pruning_explainer.py delete mode 100644 spatialprofilingtoolbox/cggnn/histocartography/util/interpretability/lrp_gnn_explainer.py delete mode 100644 spatialprofilingtoolbox/cggnn/histocartography/util/ml/__init__.py delete mode 100644 spatialprofilingtoolbox/cggnn/histocartography/util/ml/base_model.py delete mode 100644 spatialprofilingtoolbox/cggnn/histocartography/util/ml/cell_graph_model.py delete mode 100644 spatialprofilingtoolbox/cggnn/histocartography/util/ml/layers/__init__.py delete mode 100644 spatialprofilingtoolbox/cggnn/histocartography/util/ml/layers/constants.py delete mode 100644 spatialprofilingtoolbox/cggnn/histocartography/util/ml/layers/dense_gin_layer.py delete mode 100644 spatialprofilingtoolbox/cggnn/histocartography/util/ml/layers/gin_layer.py delete mode 100644 spatialprofilingtoolbox/cggnn/histocartography/util/ml/layers/mlp.py delete mode 100644 spatialprofilingtoolbox/cggnn/histocartography/util/ml/layers/multi_layer_gnn.py delete mode 100644 spatialprofilingtoolbox/cggnn/histocartography/util/ml/layers/pna_layer.py delete mode 100644 spatialprofilingtoolbox/cggnn/histocartography/util/pipeline.py delete mode 100644 spatialprofilingtoolbox/cggnn/histocartography/util/util.py delete mode 100644 spatialprofilingtoolbox/cggnn/scripts/separability.py diff --git a/build/build_scripts/development_prereqs.Dockerfile b/build/build_scripts/development_prereqs.Dockerfile index cfe92a436..1c4fa5cff 100644 --- a/build/build_scripts/development_prereqs.Dockerfile +++ b/build/build_scripts/development_prereqs.Dockerfile @@ -8,6 +8,7 @@ RUN apt-get install -y libpq-dev RUN apt install openjdk-11-jdk -y RUN apt install xxd -y RUN apt install file -y +RUN apt-get install -y docker.io WORKDIR /usr/src/app ENV PATH="/usr/src/app:$PATH" RUN apt install curl -y @@ -28,11 +29,8 @@ RUN python -m pip install toml RUN apt install libgdal-dev -y RUN python -c 'import toml; c = toml.load("pyproject.toml.unversioned"); print("\n".join(c["project"]["dependencies"]))' | python -m pip install -r /dev/stdin RUN python -c 'import toml; c = toml.load("pyproject.toml.unversioned"); print("\n".join(c["project"]["optional-dependencies"]["all"]))' | python -m pip install -r /dev/stdin -RUN python -m pip install dgl -f https://data.dgl.ai/wheels/repo.html -ENV DGLBACKEND=pytorch RUN python -m pip install build RUN python -m pip install twine -RUN python -m pip install torch RUN apt install -y bc RUN rm pyproject.toml.unversioned CMD bash -c "echo 'available for commands'; while [ 0 -le 1 ]; do sleep 3600; echo 'sleep 3600... keep alive the container for availability for ongoing commands.'; done" diff --git a/spatialprofilingtoolbox/cggnn/cg_gnn_helper.py b/spatialprofilingtoolbox/cggnn/cg_gnn_helper.py deleted file mode 100644 index 33705bbc0..000000000 --- a/spatialprofilingtoolbox/cggnn/cg_gnn_helper.py +++ /dev/null @@ -1,266 +0,0 @@ -"""Helper functions to translate SPT HSGraphs and prepare them for CG-GNN training.""" - -from typing import Callable, Sequence, NamedTuple - -from numpy import nonzero # type: ignore -from scipy.sparse import csr_matrix # type: ignore -from networkx import to_scipy_sparse_array # type: ignore -from torch import ( - Tensor, # type: ignore - FloatTensor, - LongTensor, # type: ignore - IntTensor, # type: ignore - manual_seed, # type: ignore - use_deterministic_algorithms, -) -from torch.backends import cudnn # type: ignore -from torch.cuda import is_available, manual_seed_all -from torch.cuda import manual_seed as cuda_manual_seed # type: ignore -from torch.utils.data import ConcatDataset, DataLoader, SubsetRandomSampler -from torch.utils.data import Dataset -from dgl import DGLGraph, graph, batch # type: ignore -from dgl import seed as dgl_seed # type: ignore -from sklearn.model_selection import KFold - -from spatialprofilingtoolbox.cggnn.util import GraphData as SPTGraphData -from spatialprofilingtoolbox.cggnn.util import HSGraph, split_graph_sets, SETS_type - - -INDICES = 'histological_structure' -FEATURES = 'features' -CENTROIDS = 'centroid' -IMPORTANCES = 'importance' - -# cuda support -IS_CUDA = is_available() -DEVICE = 'cuda:0' if IS_CUDA else 'cpu' -COLLATE_USING: dict[str, Callable] = { - 'DGLGraph': batch, - 'DGLHeteroGraph': batch, - 'Tensor': lambda x: x, - 'int': lambda x: IntTensor(x).to(DEVICE), - 'int64': lambda x: IntTensor(x).to(DEVICE), - 'float': lambda x: LongTensor(x).to(DEVICE), -} - - -class DGLGraphData(NamedTuple): - """Data relevant to a cell graph instance.""" - graph: DGLGraph - label: int | None - name: str - specimen: str - set: SETS_type | None - - -def convert_spt_graph(g_spt: HSGraph) -> DGLGraph: - """Convert a SPT HSGraph to a CG-GNN cell graph.""" - num_nodes = g_spt.node_features.shape[0] - g_dgl = graph([]) - g_dgl.add_nodes(num_nodes) - g_dgl.ndata[INDICES] = IntTensor(g_spt.histological_structure_ids) - g_dgl.ndata[CENTROIDS] = FloatTensor(g_spt.centroids) - g_dgl.ndata[FEATURES] = FloatTensor(g_spt.node_features) - # Note: channels and phenotypes are binary variables, but DGL only supports FloatTensors - edge_list = nonzero(g_spt.adj.toarray()) - g_dgl.add_edges(list(edge_list[0]), list(edge_list[1])) - return g_dgl - - -def convert_spt_graph_data(g_spt: SPTGraphData) -> DGLGraphData: - """Convert a SPT GraphData object to a CG-GNN/DGL GraphData object.""" - return DGLGraphData( - graph=convert_spt_graph(g_spt.graph), - label=g_spt.label, - name=g_spt.name, - specimen=g_spt.specimen, - set=g_spt.set, - ) - - -def convert_spt_graphs_data(graphs_data: list[SPTGraphData]) -> list[DGLGraphData]: - """Convert a list of SPT HSGraphs to CG-GNN cell graphs.""" - return [convert_spt_graph_data(g_spt) for g_spt in graphs_data] - - -def convert_dgl_graph(g_dgl: DGLGraph) -> HSGraph: - """Convert a DGLGraph to a CG-GNN cell graph.""" - return HSGraph( - adj=to_scipy_sparse_array(g_dgl.to_networkx()), - node_features=g_dgl.ndata[FEATURES], - centroids=g_dgl.ndata[CENTROIDS], - histological_structure_ids=g_dgl.ndata[INDICES], - importances=g_dgl.ndata[IMPORTANCES] if (IMPORTANCES in g_dgl.ndata) else None, - ) - - -def convert_dgl_graph_data(g_dgl: DGLGraphData) -> SPTGraphData: - return SPTGraphData( - graph=convert_dgl_graph(g_dgl.graph), - label=g_dgl.label, - name=g_dgl.name, - specimen=g_dgl.specimen, - set=g_dgl.set, - ) - - -def convert_dgl_graphs_data(graphs_data: list[DGLGraphData]) -> list[SPTGraphData]: - """Convert a list of DGLGraphs to CG-GNN cell graphs.""" - return [convert_dgl_graph_data(g_dgl) for g_dgl in graphs_data] - - -class CGDataset(Dataset): - """Cell graph dataset.""" - - def __init__( - self, - cell_graphs: list[DGLGraph], - cell_graph_labels: list[int] | None = None, - load_in_ram: bool = False, - ): - """Cell graph dataset constructor. - - Args: - cell_graphs: list[DGLGraph] - Cell graphs for a given split (e.g., test). - cell_graph_labels: list[int] | None - Labels for the cell graphs. Optional. - load_in_ram: bool = False - Whether to load the graphs in RAM. Defaults to False. - """ - super(CGDataset, self).__init__() - - self.cell_graphs = cell_graphs - self.cell_graph_labels = cell_graph_labels - self.n_cell_graphs = len(self.cell_graphs) - self.load_in_ram = load_in_ram - - def __getitem__(self, index: int) -> DGLGraph | tuple[DGLGraph, float]: - """Get an example. - - Args: - index (int): index of the example. - """ - cell_graph = self.cell_graphs[index] - if IS_CUDA: - cell_graph = cell_graph.to('cuda:0') - return cell_graph if (self.cell_graph_labels is None) \ - else (cell_graph, float(self.cell_graph_labels[index])) - - def __len__(self): - """Return the number of samples in the dataset.""" - return self.n_cell_graphs - - -def create_datasets( - graphs_data: list[DGLGraphData], - in_ram: bool = True, - k_folds: int = 3, -) -> tuple[CGDataset, CGDataset | None, CGDataset | None, KFold | None]: - """Make the cell and/or tissue graph datasets and the k-fold if necessary.""" - cell_graph_sets = split_graph_sets(graphs_data) - train_dataset: CGDataset | None = \ - create_dataset(cell_graph_sets[0][0], cell_graph_sets[0][1], in_ram) - assert train_dataset is not None - validation_dataset = create_dataset(cell_graph_sets[1][0], cell_graph_sets[1][1], in_ram) - test_dataset = create_dataset(cell_graph_sets[2][0], cell_graph_sets[2][1], in_ram) - - if (k_folds > 0) and (validation_dataset is not None): - # stack train and validation datasets if both exist and k-fold cross validation is on - train_dataset = ConcatDataset((train_dataset, validation_dataset)) - validation_dataset = None - elif (k_folds == 0) and (validation_dataset is None): - # set k_folds to 3 if not provided and no validation data is provided - k_folds = 3 - kfold = KFold(n_splits=k_folds, shuffle=True) if k_folds > 0 else None - - return train_dataset, validation_dataset, test_dataset, kfold - - -def create_dataset( - cell_graphs: list[DGLGraph], - cell_graph_labels: list[int] | None = None, - in_ram: bool = True, -) -> CGDataset | None: - """Make a cell graph dataset.""" - return CGDataset(cell_graphs, cell_graph_labels, load_in_ram=in_ram) \ - if (len(cell_graphs) > 0) else None - - -def create_training_dataloaders( - train_ids: Sequence[int] | None, - test_ids: Sequence[int] | None, - train_dataset: CGDataset, - validation_dataset: CGDataset | None, - batch_size: int, -) -> tuple[DataLoader, DataLoader]: - """Determine whether to k-fold and then create dataloaders.""" - if (train_ids is None) or (test_ids is None): - if validation_dataset is None: - raise ValueError("validation_dataset must exist.") - train_dataloader = DataLoader( - train_dataset, - batch_size=batch_size, - shuffle=True, - collate_fn=collate, - ) - validation_dataloader = DataLoader( - validation_dataset, - batch_size=batch_size, - shuffle=True, - collate_fn=collate, - ) - else: - if validation_dataset is not None: - raise ValueError( - "validation_dataset provided but k-folding of training dataset requested." - ) - train_subsampler = SubsetRandomSampler(train_ids) - test_subsampler = SubsetRandomSampler(test_ids) - train_dataloader = DataLoader( - train_dataset, - batch_size=batch_size, - sampler=train_subsampler, - collate_fn=collate, - ) - validation_dataloader = DataLoader( - train_dataset, - batch_size=batch_size, - sampler=test_subsampler, - collate_fn=collate, - ) - - return train_dataloader, validation_dataloader - - -def collate(example_batch: Tensor) -> tuple[tuple, LongTensor]: - """Collate a batch. - - Args: - example_batch (torch.tensor): a batch of examples. - Returns: - data: (tuple) - labels: (torch.LongTensor) - """ - if isinstance(example_batch[0], tuple): # graph and label - def collate_fn(batch, id, type): - return COLLATE_USING[type]([example[id] for example in batch]) - num_modalities = len(example_batch[0]) - return tuple([ - collate_fn(example_batch, mod_id, type(example_batch[0][mod_id]).__name__) - for mod_id in range(num_modalities) - ]) - else: # graph only - return tuple([COLLATE_USING[type(example_batch[0]).__name__](example_batch)]) - - -def set_seeds(random_seed: int) -> None: - """Set random seeds for all libraries.""" - manual_seed(random_seed) - dgl_seed(random_seed) - cuda_manual_seed(random_seed) - manual_seed_all(random_seed) # multi-GPU - # use_deterministic_algorithms(True) - # # multi_layer_gnn uses nondeterministic algorithm when on GPU - # cudnn.deterministic = True - cudnn.benchmark = False diff --git a/spatialprofilingtoolbox/cggnn/histocartography/README.md b/spatialprofilingtoolbox/cggnn/histocartography/README.md deleted file mode 100644 index 78fa35d41..000000000 --- a/spatialprofilingtoolbox/cggnn/histocartography/README.md +++ /dev/null @@ -1,28 +0,0 @@ -# Histocartography for SPT - -This submodule of SPT contains a library to train a graph neural network model on graphs built out of cell spatial data to predict an outcome variable. In addition to standalone use, it also serves as an example implementation of an SPT-compatible graph neural network pipeline, for open source developers to reference when implementing their own deep learning tools that use cell graphs created by SPT. The key features that such an implementation must have are: -1. model training and inference -2. cell-level importance score calculation - -If the input and output schema is followed, your tool will be compatible with the SPT ecosystem, allowing users to easily integrate your tool into their SPT workflows and upload your model's results to an SPT database. - -This submodule is a heavily modified version of [histocartography](https://github.com/BiomedSciAI/histocartography) and two of its applications, [hact-net](https://github.com/histocartography/hact-net) and [patho-quant-explainer](https://github.com/histocartography/patho-quant-explainer). For this reason, it is less tested and is held to a different style standard than the rest of the library. - -## Quickstart - -Use [`spt cggnn extract` and `spt cggnn generate-graphs`](https://github.com/nadeemlab/SPT/tree/main/spatialprofilingtoolbox/cggnn) to create cell graphs from a SPT database instance that this submodule can use. - -This module includes two scripts that you can call from the command line, or you can use the modules directly in Python. -1. `spt cggnn train` trains a graph neural network model on a set of cell graphs, saves the model to file, and updates the cell graphs it was trained on with cell-level importance-to-classification scores if an explainer model type is provided. -2. `spt cggnn separability` calculates class separability metrics given a trained model and other metadata. - -## Credits - -This submodule is a heavily modified version of [the histocartography project](https://github.com/BiomedSciAI/histocartography) and two of its applications: [hact-net](https://github.com/histocartography/hact-net) and [patho-quant-explainer](https://github.com/histocartography/patho-quant-explainer). Specifically: - -* Cell graph formatting, saving, and loading using DGL is patterned on how they were implemented in hact-net. -* The neural network training and inference module is modified from the hact-net implementation for cell graphs. -* Importance score and separability calculations are sourced from patho-quant-explainer. -* The dependence on histocartography is indirect, through the functionality used by the above features. - -Due to dependency issues that arose when using the version of histocartography published on PyPI, we've chosen to copy and make slight updates to only the modules of histocartography used by the features supported in this library. The version control history of this specific branch prior to inclusion in the main body of SPT can be found [here](https://github.com/CarlinLiao/cg-gnn). We would prefer to deprecate some or all of this submodule in favor of dependency on the histocartography package released on PyPI, but currently it is necessary to use the functionality in this incorporated and modified form. diff --git a/spatialprofilingtoolbox/cggnn/histocartography/__init__.py b/spatialprofilingtoolbox/cggnn/histocartography/__init__.py deleted file mode 100644 index fa90cca8a..000000000 --- a/spatialprofilingtoolbox/cggnn/histocartography/__init__.py +++ /dev/null @@ -1,5 +0,0 @@ -"""Train and explain a graph neural network on a dataset of cell graphs.""" - -from spatialprofilingtoolbox.cggnn.histocartography.train import train, infer, infer_with_model -from spatialprofilingtoolbox.cggnn.histocartography.importance import calculate_importance, unify_importance_across, save_importances -from spatialprofilingtoolbox.cggnn.histocartography.separability import calculate_separability diff --git a/spatialprofilingtoolbox/cggnn/histocartography/importance.py b/spatialprofilingtoolbox/cggnn/histocartography/importance.py deleted file mode 100644 index 221efd090..000000000 --- a/spatialprofilingtoolbox/cggnn/histocartography/importance.py +++ /dev/null @@ -1,102 +0,0 @@ -""" -Calculate importance scores per node in an ROI. - -As used in: -"Quantifying Explainers of Graph Neural Networks in Computational Pathology", - Jaume et al, CVPR, 2021. -""" - -from typing import List, Optional, Dict, Tuple, DefaultDict - -from tqdm import tqdm -from numpy import average -from torch import FloatTensor -from torch.cuda import is_available -from dgl import DGLGraph -from pandas import Series - -from spatialprofilingtoolbox.cggnn.cg_gnn_helper import IMPORTANCES, INDICES -from spatialprofilingtoolbox.cggnn.histocartography.util import CellGraphModel, set_seeds -from spatialprofilingtoolbox.cggnn.histocartography.util.interpretability import (BaseExplainer, GraphLRPExplainer, GraphGradCAMExplainer, - GraphGradCAMPPExplainer, GraphPruningExplainer) -from spatialprofilingtoolbox.cggnn.histocartography.train import infer_with_model - -IS_CUDA = is_available() -DEVICE = 'cuda:0' if IS_CUDA else 'cpu' - - -def calculate_importance(cell_graphs: List[DGLGraph], - model: CellGraphModel, - explainer_model: str, - random_seed: Optional[int] = None - ) -> List[DGLGraph]: - """Calculate the importance for all cells in every graph.""" - explainer: BaseExplainer - explainer_model = explainer_model.lower().strip() - if explainer_model in {'lrp', 'graphlrpexplainer'}: - explainer = GraphLRPExplainer(model=model) - elif explainer_model in {'cam', 'gradcam', 'graphgradcamexplainer'}: - explainer = GraphGradCAMExplainer(model=model) - elif explainer_model in {'pp', 'campp', 'gradcampp', 'graphgradcamppexplainer'}: - explainer = GraphGradCAMPPExplainer(model=model) - elif explainer_model in {'pruning', 'gnn', 'graphpruningexplainer'}: - explainer = GraphPruningExplainer(model=model) - else: - raise ValueError("explainer_model not recognized.") - - if random_seed is not None: - set_seeds(random_seed) - - # Set model to train so it'll let us do backpropogation. - # This shouldn't be necessary since we don't want the model to change at all while running the - # explainer. In fact, it isn't necessary when running the original histocartography code, but - # in this version of python and torch, it results in a can't-backprop-in-eval error in torch - # because calculating the weights requires backprop-ing to get the backward_hook. - # TODO: Fix this. - model = model.train() - - # Calculate the importance scores for every graph - for graph in tqdm(cell_graphs): - importance_scores, _ = explainer.process(graph.to(DEVICE)) - graph.ndata[IMPORTANCES] = FloatTensor(importance_scores) - - return cell_graphs - - -def unify_importance_across(graphs_by_specimen: List[List[DGLGraph]], - model: CellGraphModel, - random_seed: Optional[int] = None - ) -> Dict[int, float]: - """Merge importance values for all cells in all ROIs in all specimens.""" - if random_seed is not None: - set_seeds(random_seed) - hs_id_to_importance: Dict[int, float] = {} - for graphs in graphs_by_specimen: - for hs_id, importance in _unify_importance(graphs, model).items(): - if hs_id in hs_id_to_importance: - raise RuntimeError( - 'The same histological structure ID appears in multiple specimens.') - hs_id_to_importance[hs_id] = importance - return hs_id_to_importance - - -def _unify_importance(graphs: List[DGLGraph], model: CellGraphModel) -> Dict[int, float]: - """Merge the importance values for each cell in a specimen.""" - probs = infer_with_model(model, graphs, return_probability=True) - hs_id_to_importances: Dict[int, List[Tuple[float, float]]] = DefaultDict(list) - for i_graph, graph in enumerate(graphs): - for i in range(graph.num_nodes()): - hs_id_to_importances[graph.ndata[INDICES][i].item()].append( - (graph.ndata[IMPORTANCES][i], max(probs[i_graph, ]))) - hs_id_to_importance: Dict[int, float] = {} - for hs_id, importance_confidences in hs_id_to_importances.items(): - hs_id_to_importance[hs_id] = average([ic[0] for ic in importance_confidences], - weights=[ic[1] for ic in importance_confidences]) - return hs_id_to_importance - - -def save_importances(hs_id_to_importance: Dict[int, float], out_directory: str) -> None: - """Save importance scores per histological structure to CSV.""" - s = Series(hs_id_to_importance).sort_index() - s.name = 'importance' - s.to_csv(out_directory) diff --git a/spatialprofilingtoolbox/cggnn/histocartography/separability.py b/spatialprofilingtoolbox/cggnn/histocartography/separability.py deleted file mode 100644 index 2609cfb8b..000000000 --- a/spatialprofilingtoolbox/cggnn/histocartography/separability.py +++ /dev/null @@ -1,456 +0,0 @@ -""" -Explain a cell graph (CG) prediction using a pretrained CG-GNN and a graph explainer. - -As used in: -"Quantifying Explainers of Graph Neural Networks in Computational Pathology", - Jaume et al, CVPR, 2021. -""" - -from os import makedirs -from os.path import join -from itertools import combinations, compress -from re import sub -from typing import List, Optional, Tuple, Dict, Union, Any - -from torch.cuda import is_available -from dgl import DGLGraph -from sklearn.preprocessing import minmax_scale -from sklearn.metrics import auc -from numpy import (empty, argsort, array, max, concatenate, reshape, histogram, corrcoef, mean, - ones, all, unique, sort, inf) -from numpy.typing import NDArray -from scipy.stats import wasserstein_distance -from scipy.ndimage.filters import uniform_filter1d -from pandas import DataFrame, Index -from matplotlib.pyplot import plot, title, savefig, legend, clf - -from spatialprofilingtoolbox.cggnn.cg_gnn_helper import DGLGraphData, FEATURES, IMPORTANCES -from spatialprofilingtoolbox.cggnn.histocartography.util import CellGraphModel -from spatialprofilingtoolbox.cggnn.histocartography.train import infer_with_model - - -IS_CUDA = is_available() -DEVICE = 'cuda:0' if IS_CUDA else 'cpu' - - -def calculate_separability(graphs_data: List[DGLGraphData], - model: CellGraphModel, - feature_names: List[str], - label_to_result: Optional[Dict[int, str]] = None, - prune_misclassified: bool = True, - concept_grouping: Optional[Dict[str, List[str]]] = None, - risk: Optional[NDArray[Any]] = None, - pathological_prior: Optional[NDArray[Any]] = None, - out_directory: Optional[str] = None, - random_seed: Optional[int] = None - ) -> Tuple[DataFrame, DataFrame, - Dict[Union[Tuple[int, int], Tuple[str, str]], DataFrame]]: - """Generate separability scores for each concept.""" - # Get the importance scores, labels, and features from all cell graphs - graphs: List[DGLGraph] = [] - importance_scores: List[NDArray] = [] - labels: List[int] = [] - features: List[NDArray] = [] - for g in graphs_data: - if g.label is not None: - graphs.append(g.graph) - importance_scores.append(g.graph.ndata[IMPORTANCES]) - labels.append(g.label) - features.append(g.graph.ndata[FEATURES]) - assert features[0].shape[1] == len(feature_names) - - classes = sort(unique(labels)).tolist() - if max(labels) + 1 != len(classes): - raise ValueError('Class missing from assigned labels. Ensure that your labels are ' - 'zero-indexed and that at least one example from every class is present ' - 'in your dataset.') - - # Fetch graph concepts and classes/labels - if risk is None: - risk = ones(len(classes)) / len(classes) - else: - assert len(risk) == len(classes) - - if prune_misclassified: - mask = _misclassified([g.graph for g in graphs_data], labels, model, random_seed) - importance_scores = list(compress(importance_scores, mask)) - features = list(compress(features, mask)) - labels = list(compress(labels, mask)) - - # Compute separability scores - least_cells = features[0].shape[0] - for graph_attribute in features: - if graph_attribute.shape[0] < least_cells: - least_cells = graph_attribute.shape[0] - separability_calculator = AttributeSeparability( - classes, list(range(1, least_cells, max((1, round(least_cells/100)))))) - separability_scores, all_histograms, k_max_dist = separability_calculator.process( - importance_list=importance_scores, - attribute_list=features, - label_list=labels, - feature_names=feature_names - ) - - # Plot histograms - if out_directory is not None: - out_directory = join(out_directory, 'separability') - makedirs(out_directory, exist_ok=True) - for i, attribute_name in enumerate(feature_names): - _plot_histogram(all_histograms, out_directory, i, attribute_name, - k=25 if 25 in all_histograms else max(tuple(all_histograms.keys()))) - - # Compute final qualitative metrics - if concept_grouping is None: - # If not explicitly provided, each attribute will be its own concept - concept_grouping = {cn: [cn] for cn in feature_names} - metric_analyser = SeparabilityAggregator( - separability_scores, concept_grouping) - df_aggregated = DataFrame({ - 'average': metric_analyser.compute_average_separability_score(risk), - 'maximum': metric_analyser.compute_max_separability_score(risk) - }) - if pathological_prior is not None: - df_aggregated['correlation'] = metric_analyser.compute_correlation_separability_score( - risk, pathological_prior) - if all(risk == risk[0]): - df_aggregated.drop('agg_with_risk', axis=0, inplace=True) - - dfs_k_max_distance: Dict[Tuple[int, int], DataFrame] = {} - for class_pair, k_data in k_max_dist.items(): - dfs_k_max_distance[class_pair] = DataFrame( - {'k': [dat[0] for dat in k_data.values()], - 'dist': [dat[1] for dat in k_data.values()]}, - index=[feature_names[i] for i in k_data.keys()]) - - df_seperability_by_concept = DataFrame(metric_analyser.separability_scores) - - if label_to_result is not None: - df_seperability_by_concept.columns = [ - _class_pair_rephrase(class_pair, label_to_result) for class_pair in - df_seperability_by_concept.columns.values] - df_aggregated.set_index(Index( - (_class_pair_rephrase(class_pair, label_to_result) - if isinstance(class_pair, tuple) else class_pair - ) for class_pair in df_aggregated.index.values), inplace=True) - dfs_k_max_distance = {_class_pair_rephrase( - class_pair, label_to_result): df for class_pair, df in dfs_k_max_distance.items()} - - return df_seperability_by_concept, df_aggregated, dfs_k_max_distance - - -class AttributeSeparability: - """Process and show the separability between attributes in the model.""" - - def __init__( - self, - classes: List[int], - keep_nuclei: List[int] = [5, 10, 15, 20, 25, 30, 35, 40, 45, 50] - ) -> None: - """Construct an instance of AttributeSeparability. - - Args: - classes (List[int]): Classifications. - keep_nuclei (List[int]): Number of nuclei to retain each time. - Default to [5, 10, 15, 20, 25, 30, 35, 40, 45, 50]. - """ - self.keep_nuclei_list = keep_nuclei - self.n_keep_nuclei = len(self.keep_nuclei_list) - self.classes = classes - self.n_classes = len(self.classes) - self.class_pairs = list(combinations(self.classes, 2)) - self.n_class_pairs = len(self.class_pairs) - - def process( - self, - importance_list: List[NDArray], - attribute_list: List[NDArray], - label_list: List[int], - feature_names: List[str] - ) -> Tuple[Dict[Tuple[int, int], Dict[str, float]], - Dict[int, Dict[int, NDArray]], - Dict[Tuple[int, int], Dict[int, Tuple[int, float]]]]: - """Derive metrics based on the explainer importance scores and nuclei-level concepts. - - Args: - importance_list (List[NDArray]): Cell importance scores output by explainers. - attribute_list (List[NDArray]): Cell-level attributes (later grouped into concepts). - label_list (List[int]): Labels. - """ - # 1. extract number of concepts - n_attrs = attribute_list[0].shape[1] - - # 2. min max normalize the importance scores - importance_list = self.normalize_node_importance( - importance_list) - - # 3. extract all the histograms - all_histograms = self._compute_attr_histograms( - importance_list, attribute_list, label_list, n_attrs) - - # 4. compute the Wasserstein distance for all the class pairs - all_distances = self._compute_hist_distances(all_histograms, n_attrs) - - # 5. compute the AUC over the #k: output will be Omega x #c - # Addition: find the k-value with the max distance - all_aucs: Dict[Tuple[int, int], Dict[str, float]] = {} - k_max_dist: Dict[Tuple[int, int], Dict[int, Tuple[int, float]]] = {} - for class_pair_id in range(self.n_class_pairs): - all_aucs[self.class_pairs[class_pair_id]] = {} - k_max_dist[self.class_pairs[class_pair_id]] = {} - for attr_id in range(n_attrs): - attr_name = feature_names[attr_id] - all_aucs[self.class_pairs[class_pair_id]][attr_name] = auc( - array(self.keep_nuclei_list) / - max(self.keep_nuclei_list), - all_distances[:, class_pair_id, attr_id] - ) - - k_max = self.keep_nuclei_list[0] - max_dist = all_distances[k_max, class_pair_id, attr_id] - for i, k in enumerate(self.keep_nuclei_list): - dist = all_distances[i, class_pair_id, attr_id] - if dist > max_dist: - k_max = k - max_dist = dist - k_max_dist[self.class_pairs[class_pair_id] - ][attr_id] = (k_max, max_dist) - - return all_aucs, all_histograms, k_max_dist - - def _compute_hist_distances( - self, - all_histograms: Dict, - n_attr: int - ) -> NDArray: - """Compute all the pair-wise histogram distances. - - Args: - all_histograms (Dict): all the histograms. - n_concepts (int): number of concepts. - """ - all_distances = empty( - (self.n_keep_nuclei, self.n_class_pairs, n_attr)) - for k_id, k in enumerate(self.keep_nuclei_list): - omega = 0 - for tx in range(self.n_classes): - for ty in range(self.n_classes): - if tx < ty: - for attr_id in range(n_attr): - all_distances[k_id, omega, attr_id] = wasserstein_distance( - all_histograms[k][tx][attr_id], - all_histograms[k][ty][attr_id] - ) - omega += 1 - return all_distances - - def _compute_attr_histograms( - self, - importance_list: List[NDArray], - attribute_list: List[NDArray], - label_list: List[int], - n_attrs: int - ) -> Dict[int, Dict[int, NDArray]]: - """Compute histograms for all the attributes. - - Args: - importance_list (List[NDArray]): Cell importance scores output by explainers. - attribute_list (List[NDArray]): Cell-level attributes. - label_list (List[int]): Labels. - Returns: - all_histograms (Dict[int, Dict[int, NDArray]]): Dict with all the histograms - for each thresh k (as key), - tumor type (as key) and - attributes (as np array). - """ - all_histograms: Dict[int, Dict[int, NDArray]] = {} - for k in self.keep_nuclei_list: - all_histograms[k] = {} - - attrs = [c[argsort(s)[-k:]] - for c, s in zip(attribute_list, importance_list)] - attrs = concatenate(attrs, axis=0) # (#samples x k) x #attrs - attrs[attrs == inf] = 0 # ensure no weird values in attributes - attrs = minmax_scale(attrs) - # #samples x k x #attrs - attrs = reshape(attrs, (-1, k, n_attrs)) - attrs = list(attrs) - - for t in range(self.n_classes): - - # i. extract the samples of type t - selected_attrs = [a for l, a in zip( - label_list, attrs) if l == t] - if len(selected_attrs) == 0: - raise RuntimeError(f'Missing samples of class {t}') - selected_attrs = concatenate(selected_attrs, axis=0) - - # iii. build the histogram for all the attrs (dim = #nuclei x attr_types) - all_histograms[k][t] = array( - [self.build_hist(selected_attrs[:, attr_id]) - for attr_id in range(selected_attrs.shape[1])] - ) - return all_histograms - - @staticmethod - def normalize_node_importance(node_importance: List[NDArray]) -> List[NDArray]: - """Normalize node importance. Min-max normalization on each sample. - - Args: - node_importance (List[NDArray]): node importance output by an explainer. - Returns: - node_importance (List[NDArray]): Normalized node importance. - """ - node_importance = [minmax_scale(x) for x in node_importance] - return node_importance - - @staticmethod - def build_hist(concept_values: NDArray, num_bins: int = 100) -> NDArray: - """Build a 1D histogram using the concept_values. - - Args: - concept_values (NDArray): All the nuclei-level values for a concept. - num_bins (int): Number of bins in the histogram. Default to 100. - Returns: - hist (NDArray): Histogram - """ - hist, _ = histogram( - concept_values, bins=num_bins, range=(0., 1.), density=True) - return hist - - -class SeparabilityAggregator: - """Aggregation of separability metrics.""" - - def __init__( - self, - separability_scores: Dict[Tuple[int, int], Dict[str, float]], - concept_grouping: Dict[str, List[str]] - ) -> None: - """Construct an instance of SeparabilityAggregator. - - Args: - separability_score (Dict[Dict][float]): Separability score for all the class pairs - (as key) and attributes (as key). - """ - self.separability_scores = self._group_separability_scores( - separability_scores, concept_grouping) - - def _group_separability_scores(self, - sep_scores: Dict[Tuple[int, int], Dict[str, float]], - concept_grouping: Dict[str, List[str]] - ) -> Dict[Tuple[int, int], Dict[str, float]]: - """Group the individual attribute-wise separability scores according to the given concepts. - - Args: - sep_scores (Dict[Tuple[int, int], Dict[str, float]]): Separability scores - Returns: - grouped_sep_scores (Dict[int, Dict[str, float]]): Grouped separability scores - """ - grouped_sep_scores: Dict[Tuple[int, int], Dict[str, float]] = {} - - for class_pair, class_pair_val in sep_scores.items(): - grouped_sep_scores[class_pair] = {} - for concept_key, concept_attrs in concept_grouping.items(): - val = sum([class_pair_val[attr] - for attr in concept_attrs]) / len(concept_attrs) - grouped_sep_scores[class_pair][concept_key] = val - return grouped_sep_scores - - def compute_max_separability_score(self, risk: NDArray) -> Dict[Union[Tuple[int, int], str], - float]: - """Compute max separability score for each class pair and aggregate w/ and w/o risk. - - Returns: - max_sep_score (Dict[Union[Tuple[int, int], str], float]): Maximum separability score. - """ - max_sep_score: Dict[Union[Tuple[int, int], str], float] = {} - for class_pair, class_pair_val in self.separability_scores.items(): - max_sep_score[class_pair] = max( - [val for _, val in class_pair_val.items()]) - max_sep_score['agg_with_risk'] = sum( - array([val for _, val in max_sep_score.items()]) * - risk - ) - max_sep_score['agg'] = sum( - [val for key, val in max_sep_score.items() if isinstance(key, tuple)]) - return max_sep_score - - def compute_average_separability_score(self, risk: NDArray) -> Dict[Union[Tuple[int, int], - str], float]: - """Compute average separability score for each class pair and aggregate w/ and w/o risk. - - Returns: - avg_sep_score (Dict[Union[Tuple[int, int], str], float]): Average separability score. - """ - avg_sep_score: Dict[Union[Tuple[int, int], str], float] = {} - for class_pair, class_pair_val in self.separability_scores.items(): - avg_sep_score[class_pair] = mean( - array([val for _, val in class_pair_val.items()])) - avg_sep_score['agg_with_risk'] = sum( - array([val for _, val in avg_sep_score.items()]) * - risk - ) - avg_sep_score['agg'] = sum( - [val for key, val in avg_sep_score.items() if isinstance(key, tuple)]) - return avg_sep_score - - def compute_correlation_separability_score(self, - risk: NDArray, - pathological_prior: NDArray - ) -> Dict[Union[Tuple[int, int], str], float]: - """Compute correlation separability score between the prior and the concept-wise scores. - - Returns: - corr_sep_score (Dict[Union[Tuple[int, int], str], float]): Correlation sep score. - """ - sep_scores = DataFrame.from_dict( - self.separability_scores).to_numpy() - class_pairs = list(self.separability_scores.keys()) - sep_scores = minmax_scale(sep_scores) - corrs: Dict[Union[Tuple[int, int], str], float] = {} - for i_class_pair in range(sep_scores.shape[1]): - corr_sep_score = corrcoef( - pathological_prior[:, i_class_pair], sep_scores[:, i_class_pair]) - corrs[class_pairs[i_class_pair]] = corr_sep_score[1, 0] - corrs['agg_with_risk'] = sum( - array([val for _, val in corrs.items()]) * - risk - ) - corrs['agg'] = sum( - [val for key, val in corrs.items() if isinstance(key, tuple)]) - return corrs - - -def _plot_histogram(all_histograms: Dict[int, Dict[int, NDArray]], - save_path: str, - attr_id: int, - attr_name: str, - k: int = 25, - smoothing: bool = True) -> None: - """Create histogram for a single attribute.""" - x = array(list(range(100))) - for i, histogram in all_histograms[k].items(): - plot(x, uniform_filter1d( - histogram[attr_id], size=5) if smoothing else histogram[attr_id], label=f'Class {i}') - - title(attr_name) - legend() - savefig(join(save_path, sub(r'[^\w\-_\. ]', '', attr_name) + '.png')) - clf() - - -def _misclassified(cell_graphs: List[DGLGraph], - cell_graph_labels: List[int], - model: CellGraphModel, - random_seed: Optional[int] = None - ) -> List[bool]: - """Identify which samples are misclassified.""" - return (array(cell_graph_labels) == infer_with_model(model, - cell_graphs, - random_seed=random_seed)).tolist() - - -def _class_pair_rephrase(class_pair: Tuple[int, int], - label_to_result: Dict[int, str]) -> Tuple[str, str]: - """Convert an int class pair to a tuple class pair.""" - return tuple(label_to_result[label] for label in class_pair) diff --git a/spatialprofilingtoolbox/cggnn/histocartography/train.py b/spatialprofilingtoolbox/cggnn/histocartography/train.py deleted file mode 100644 index 168ea6577..000000000 --- a/spatialprofilingtoolbox/cggnn/histocartography/train.py +++ /dev/null @@ -1,328 +0,0 @@ -"""Train CG-GNN models.""" - -from os import makedirs, listdir -from os.path import exists, join -from typing import Callable, List, Tuple, Optional, Any, Dict - -from numpy import array -from numpy.typing import NDArray -from torch import save, load, no_grad, argmax, cat # type: ignore -from torch.cuda import is_available -from torch.optim import Adam, Optimizer -from torch.nn import CrossEntropyLoss -from torch.nn.functional import softmax -from torch.utils.data import DataLoader -from sklearn.metrics import accuracy_score, f1_score, classification_report # type: ignore -from dgl import DGLGraph -from tqdm import tqdm - -from spatialprofilingtoolbox.cggnn.cg_gnn_helper import DGLGraphData, CGDataset, create_datasets, create_dataset, create_training_dataloaders, collate -from spatialprofilingtoolbox.cggnn.histocartography.util import CellGraphModel, set_seeds, instantiate_model -from spatialprofilingtoolbox.cggnn.histocartography.util.constants import DEFAULT_GNN_PARAMETERS, DEFAULT_CLASSIFICATION_PARAMETERS - -# cuda support -IS_CUDA = is_available() -DEVICE = 'cuda:0' if IS_CUDA else 'cpu' - - -def train(graphs_data: List[DGLGraphData], - output_directory: str, - in_ram: bool = True, - epochs: int = 10, - learning_rate: float = 1e-3, - batch_size: int = 1, - k_folds: int = 0, - random_seed: Optional[int] = None, - gnn_parameters: Dict[str, Any] = DEFAULT_GNN_PARAMETERS, - classification_parameters: Dict[str, Any] = DEFAULT_CLASSIFICATION_PARAMETERS - ) -> CellGraphModel: - """Train CG-GNN.""" - output_directory = _set_save_path(output_directory) - - if random_seed is not None: - set_seeds(random_seed) - - # make datasets (train, validation & test) - train_dataset, validation_dataset, test_dataset, kfold = create_datasets( - graphs_data, in_ram, k_folds) - - # declare model - model = instantiate_model(graphs_data, - gnn_parameters=gnn_parameters, - classification_parameters=classification_parameters) - - # build optimizer - optimizer = Adam(model.parameters(), - lr=learning_rate, - weight_decay=5e-4) - - # define loss function - loss_fn = CrossEntropyLoss() - - # training loop - step: int = 0 - best_validation_loss: float = 10e5 - best_validation_accuracy: float = 0. - best_validation_weighted_f1_score: float = 0. - for epoch in range(epochs): - - folds: List[Tuple[Optional[Any], Optional[Any]]] = list( - kfold.split(train_dataset)) if (kfold is not None) else [(None, None)] - - for fold, (train_ids, test_ids) in enumerate(folds): - - # Determine whether to k-fold and if so how - train_dataloader, validation_dataloader = create_training_dataloaders( - train_ids, test_ids, train_dataset, validation_dataset, batch_size) - - # A.) train for 1 epoch - model = model.to(DEVICE) - model, step = _train_step( - model, train_dataloader, loss_fn, optimizer, epoch, fold, step) - - # B.) validate - model = _validation_step( - model, validation_dataloader, loss_fn, output_directory, epoch, fold, step, - best_validation_loss, best_validation_accuracy, best_validation_weighted_f1_score) - - # testing loop - if test_dataset is not None: - model = _test_model(model, test_dataset, batch_size, loss_fn, output_directory, step) - - return model - - -def _set_save_path(output_directory: str) -> str: - """Generate model path if we need to duplicate it and set path to save checkpoints.""" - output_directory = join(output_directory, 'model') - if exists(output_directory): - increment = 2 - while exists(output_directory + f'_{increment}'): - increment += 1 - output_directory += f'_{increment}' - makedirs(output_directory, exist_ok=False) - return output_directory - - -def _train_step(model: CellGraphModel, - train_dataloader: DataLoader, - loss_fn: Callable, - optimizer: Optimizer, - epoch: int, - fold: int, - step: int - ) -> Tuple[CellGraphModel, int]: - """Train for 1 epoch/fold.""" - model.train() - for batch in tqdm(train_dataloader, desc=f'Epoch training {epoch}, fold {fold}', unit='batch'): - - # 1. forward pass - labels = batch[-1] - data = batch[:-1] - logits = model(*data) - - # 2. backward pass - loss = loss_fn(logits, labels) - optimizer.zero_grad() - loss.backward() - optimizer.step() - - # 4. increment step - step += 1 - - return model, step - - -def _validation_step(model: CellGraphModel, - validation_dataloader: DataLoader, - loss_fn: Callable, - model_path: str, - epoch: int, - fold: int, - step: int, - best_validation_loss: float, - best_validation_accuracy: float, - best_validation_weighted_f1_score: float - ) -> CellGraphModel: - """Run validation step.""" - model.eval() - all_validation_logits = [] - all_validation_labels = [] - for batch in tqdm(validation_dataloader, desc=f'Epoch validation {epoch}, fold {fold}', - unit='batch'): - labels = batch[-1] - data = batch[:-1] - with no_grad(): - logits = model(*data) - all_validation_logits.append(logits) - all_validation_labels.append(labels) - - all_validation_logits = cat(all_validation_logits).cpu() - all_validation_predictions = argmax(all_validation_logits, dim=1) - all_validation_labels = cat(all_validation_labels).cpu() - - # compute & store loss + model - with no_grad(): - loss = loss_fn(all_validation_logits, all_validation_labels).item() - if loss < best_validation_loss: - best_validation_loss = loss - save(model.state_dict(), join(model_path, 'model_best_validation_loss.pt')) - - # compute & store accuracy + model - all_validation_predictions = all_validation_predictions.detach().numpy() - all_validation_labels = all_validation_labels.detach().numpy() - accuracy = accuracy_score(all_validation_labels, all_validation_predictions) - if accuracy > best_validation_accuracy: - best_validation_accuracy = accuracy - save(model.state_dict(), join(model_path, 'model_best_validation_accuracy.pt')) - - # compute & store weighted f1-score + model - weighted_f1_score = f1_score( - all_validation_labels, all_validation_predictions, average='weighted') - if weighted_f1_score > best_validation_weighted_f1_score: - best_validation_weighted_f1_score = weighted_f1_score - save(model.state_dict(), join(model_path, 'model_best_validation_weighted_f1_score.pt')) - - print(f'Validation loss {loss}') - print(f'Validation weighted F1 score {weighted_f1_score}') - print(f'Validation accuracy {accuracy}') - - return model - - -def _test_model(model: CellGraphModel, - test_dataset: CGDataset, - batch_size: int, - loss_fn: Callable, - model_path: str, - step: int - ) -> CellGraphModel: - model.eval() - test_dataloader = DataLoader( - test_dataset, - batch_size=batch_size, - shuffle=True, - collate_fn=collate - ) - - max_acc = -1. - max_acc_model_checkpoint = {} - - for metric in ['best_validation_loss', 'best_validation_accuracy', - 'best_validation_weighted_f1_score']: - - print(f'\n*** Start testing w/ {metric} model ***') - - model_name = [f for f in listdir(model_path) if f.endswith(".pt") and metric in f][0] - checkpoint = load(join(model_path, model_name)) - model.load_state_dict(checkpoint) - - all_test_logits = [] - all_test_labels = [] - for batch in tqdm(test_dataloader, desc=f'Testing: {metric}', unit='batch'): - labels = batch[-1] - data = batch[:-1] - with no_grad(): - logits = model(*data) - all_test_logits.append(logits) - all_test_labels.append(labels) - - all_test_logits = cat(all_test_logits).cpu() - all_test_preds = argmax(all_test_logits, dim=1) - all_test_labels = cat(all_test_labels).cpu() - - # compute & store loss - with no_grad(): - loss = loss_fn(all_test_logits, all_test_labels).item() - - # compute & store accuracy - all_test_preds = all_test_preds.detach().numpy() - all_test_labels = all_test_labels.detach().numpy() - accuracy = accuracy_score(all_test_labels, all_test_preds) - if accuracy > max_acc: - max_acc = accuracy - max_acc_model_checkpoint = checkpoint - - # compute & store weighted f1-score - weighted_f1_score = f1_score(all_test_labels, all_test_preds, average='weighted') - - # compute and store classification report - report = classification_report(all_test_labels, all_test_preds, digits=4) - out_path = join(model_path, 'classification_report.txt') - with open(out_path, "w", encoding='utf-8') as f: - f.write(report) - - print(f'Test loss {loss}') - print(f'Test weighted F1 score {weighted_f1_score}') - print(f'Test accuracy {accuracy}') - - model.load_state_dict(max_acc_model_checkpoint) - return model - - -def infer_with_model(model: CellGraphModel, - cell_graphs: List[DGLGraph], - in_ram: bool = True, - batch_size: int = 1, - return_probability: bool = False, - random_seed: Optional[int] = None - ) -> NDArray: - """Given a model, infer their classes.""" - if random_seed is not None: - set_seeds(random_seed) - model = model.eval() - - # make test data loader - dataset = create_dataset(cell_graphs, None, in_ram) - assert dataset is not None - dataloader = DataLoader(dataset, batch_size=batch_size, collate_fn=collate) - - # start testing - all_test_logits = [] - for data in tqdm(dataloader, desc='Testing', unit='batch'): - with no_grad(): - logits = model(*data) - all_test_logits.append(logits) - - coalesce_function = softmax if return_probability else argmax - return coalesce_function(cat(all_test_logits).cpu(), - dim=1).detach().numpy() - - -def infer(cell_graphs: List[DGLGraphData], - model_checkpoint_path: str, - in_ram: bool = True, - batch_size: int = 1, - random_seed: Optional[int] = None, - gnn_params: Dict[str, Any] = DEFAULT_GNN_PARAMETERS, - classification_params: Dict[str, Any] = DEFAULT_CLASSIFICATION_PARAMETERS - ) -> None: - """Test CG-GNN. - - Args: - args (Namespace): parsed arguments. - """ - # declare model and load weights - model = instantiate_model(cell_graphs, - gnn_parameters=gnn_params, - classification_parameters=classification_params, - model_checkpoint_path=model_checkpoint_path) - - # print # of parameters - pytorch_total_params = sum(p.numel() for p in model.parameters() if p.requires_grad) - print(pytorch_total_params) - - all_test_preds = infer_with_model(model, - [g.graph for g in cell_graphs], - in_ram, - batch_size, - random_seed=random_seed) - all_test_labels = array(g.label for g in cell_graphs) - - accuracy = accuracy_score(all_test_labels, all_test_preds) - weighted_f1_score = f1_score(all_test_labels, all_test_preds, average='weighted') - report = classification_report(all_test_labels, all_test_preds) - - print(f'Test weighted F1 score {weighted_f1_score}') - print(f'Test accuracy {accuracy}') - print(f'Test classification report {report}') diff --git a/spatialprofilingtoolbox/cggnn/histocartography/util/__init__.py b/spatialprofilingtoolbox/cggnn/histocartography/util/__init__.py deleted file mode 100644 index 8cdc7ab42..000000000 --- a/spatialprofilingtoolbox/cggnn/histocartography/util/__init__.py +++ /dev/null @@ -1,4 +0,0 @@ -"""Utility functions for the CG-GNN pipeline.""" - -from spatialprofilingtoolbox.cggnn.histocartography.util.ml import CellGraphModel -from spatialprofilingtoolbox.cggnn.histocartography.util.util import instantiate_model, set_seeds diff --git a/spatialprofilingtoolbox/cggnn/histocartography/util/constants.py b/spatialprofilingtoolbox/cggnn/histocartography/util/constants.py deleted file mode 100644 index aebe8342c..000000000 --- a/spatialprofilingtoolbox/cggnn/histocartography/util/constants.py +++ /dev/null @@ -1,24 +0,0 @@ -"""Consistent names for dict field strings.""" - -DEFAULT_GNN_PARAMETERS = { - 'layer_type': "pna_layer", - 'output_dim': 64, - 'num_layers': 3, - 'readout_op': "lstm", - 'readout_type': "mean", - 'aggregators': "mean max min std", - 'scalers': "identity amplification attenuation", - 'avg_d': 4, - 'dropout': 0., - 'graph_norm': True, - 'batch_norm': True, - 'towers': 1, - 'pretrans_layers': 1, - 'posttrans_layers': 1, - 'divide_input': False, - 'residual': False -} -DEFAULT_CLASSIFICATION_PARAMETERS = { - 'num_layers': 2, - 'hidden_dim': 128 -} diff --git a/spatialprofilingtoolbox/cggnn/histocartography/util/interpretability/__init__.py b/spatialprofilingtoolbox/cggnn/histocartography/util/interpretability/__init__.py deleted file mode 100644 index 8e6f8f5ad..000000000 --- a/spatialprofilingtoolbox/cggnn/histocartography/util/interpretability/__init__.py +++ /dev/null @@ -1,14 +0,0 @@ -"""Different methods of interpreting the GNN.""" - -from .base_explainer import BaseExplainer -from .grad_cam import GraphGradCAMExplainer, GraphGradCAMPPExplainer -from .graph_pruning_explainer import GraphPruningExplainer -from .lrp_gnn_explainer import GraphLRPExplainer - -__all__ = [ - 'BaseExplainer', - 'GraphGradCAMExplainer', - 'GraphGradCAMPPExplainer', - 'GraphPruningExplainer', - 'GraphLRPExplainer' -] diff --git a/spatialprofilingtoolbox/cggnn/histocartography/util/interpretability/base_explainer.py b/spatialprofilingtoolbox/cggnn/histocartography/util/interpretability/base_explainer.py deleted file mode 100644 index e2e6520d7..000000000 --- a/spatialprofilingtoolbox/cggnn/histocartography/util/interpretability/base_explainer.py +++ /dev/null @@ -1,34 +0,0 @@ -"""Base explainer.""" - -from typing import Optional -import torch - -from ..pipeline import PipelineStep - - -class BaseExplainer(PipelineStep): - """Base pipelines step.""" - - def __init__( - self, - model: Optional[torch.nn.Module] = None, - **kwargs - ) -> None: - """Abstract class that defines an explainer. - - Args: - model_path (Optional[str], optional): Model path to pre-trained model. The path can be - local or an MLflow URL. Defaults to None. - model (Optional[torch.nn.Module], optional): PyTorch model to use. Defaults to None. - """ - super().__init__(**kwargs) - - # look for GPU - self.cuda = torch.cuda.is_available() - self.device = torch.device("cuda:0" if self.cuda else "cpu") - - # set model - self.model = model - self.model.eval() - self.model = self.model.to(self.device) - self.model.zero_grad() diff --git a/spatialprofilingtoolbox/cggnn/histocartography/util/interpretability/grad_cam.py b/spatialprofilingtoolbox/cggnn/histocartography/util/interpretability/grad_cam.py deleted file mode 100644 index f5182ff6f..000000000 --- a/spatialprofilingtoolbox/cggnn/histocartography/util/interpretability/grad_cam.py +++ /dev/null @@ -1,315 +0,0 @@ -"""GradCAM family of interpretation mechanisms.""" - -from typing import List, Tuple, Union - -import dgl -import numpy as np -import torch -import torch.nn.functional as F - -from .base_explainer import BaseExplainer -from ..util import copy_graph - -EPS = 10e-7 - - -class BaseCAM(object): - """Base CAM explainer module.""" - - def __init__(self, model: torch.nn.Module, conv_layers: List[str]) -> None: - """Construct an instance of BaseCAM. - - Args: - model (torch.nn.Module): Input model. - conv_layer (List[str]): List of tensor names to compute activations on. - """ - self.model = model - self.forward_hook = list() - self.backward_hook = list() - self.hook_handles = list() - - # Forward hooks - for conv_layer in conv_layers: - if not hasattr(model, conv_layer): - raise ValueError( - f"Unable to find submodule {conv_layers} in the model") - self.hook_handles.append( - self.model._modules.get(conv_layer).register_forward_hook( - self._set_forward_hook)) - # Backward hooks - for conv_layer in conv_layers: - self.hook_handles.append( - self.model._modules.get(conv_layer).register_backward_hook( - self._set_backward_hook)) - # Enable hooks - self._hooks_enabled = True - # Should ReLU be used before normalization - self._relu = True - # Model output is used by the extractor - self._score_used = False - - def _set_forward_hook(self, module, input, output): - """Set hook activations (forward hook).""" - if self._hooks_enabled: - self.forward_hook.append(output.data) - - def _set_backward_hook(self, module, input, output): - """Set hook gradient (backward hook).""" - if self._hooks_enabled: - self.backward_hook.append(output[0].data) - - def clear_hooks(self): - """Clear model hooks.""" - for handle in self.hook_handles: - handle.remove() - - @staticmethod - def _normalize(cams): - """CAM normalization.""" - cams -= cams.min(0).values - cams /= cams.max(0).values + EPS - return cams - - def _get_weights(self, class_idx, scores=None): - raise NotImplementedError - - def _precheck(self, class_idx, scores): - """Check for invalid computation cases.""" - # Check that forward has already occurred - if not self.forward_hook: - raise AssertionError( - "Inputs need to be forwarded in the model for the conv features to be hooked" - ) - - # Check class_idx value - if class_idx < 0: - raise ValueError("Incorrect `class_idx` argument value") - - # Check scores arg - if self._score_used and not isinstance(scores, torch.Tensor): - raise ValueError( - "Model output scores is required to be passed to compute CAMs" - ) - - def __call__(self, class_idx, scores=None, normalized=True): - """Compute CAM for a specified class. - - Args: - class_idx (int): Output class index of the target class whose CAM will be computed. - scores (torch.Tensor[1, K], optional): Forward output scores of the hooked model, i.e., - logits. - normalized (bool, optional): Whether the CAM should be normalized. - - Returns: - torch.Tensor[M, N]: Class activation map of hooked conv layer. - """ - # Integrity check - self._precheck(class_idx, scores) - - # Get map weight - weights = self._get_weights(class_idx, scores) - is_cuda = weights.is_cuda - - # Perform the weighted combination to get the CAM - forwards = torch.stack(self.forward_hook, dim=2) - num_nodes = forwards.squeeze(0).shape[0] - batch_cams = ( - weights.unsqueeze(0).repeat(num_nodes, 1, 1) * forwards.squeeze(0) - ).sum(dim=1) - - if is_cuda: - batch_cams = batch_cams.cuda() - - if self._relu: - batch_cams = F.relu(batch_cams, inplace=True) - - # Normalize the CAM - if normalized: - batch_cams = self._normalize(batch_cams) - - # Average out the different weights of the layers - batch_cams = batch_cams.mean(dim=1) - - return batch_cams - - def __repr__(self): - """Return the name of the class.""" - return f"{self.__class__.__name__}()" - - def _backprop(self, scores, class_idx): - """Backpropagate the loss for a specific output class.""" - if self.forward_hook is None: - raise TypeError( - "Apply forward path before calling backward hook." - ) - - # Backpropagate to get the gradients on the hooked layer - loss = scores[:, class_idx].sum() - self.model.zero_grad() - loss.backward(retain_graph=True) - - -class GradCAM(BaseCAM): - """Class activation map extraction. - - As in "Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization" - . - """ - - def _get_weights(self, class_idx, scores): - """Compute the weight coefficients of the hooked activation maps.""" - # Backpropagate - self._backprop(scores, class_idx) - grads = torch.stack(list(reversed(self.backward_hook)), dim=2) - return grads.mean(axis=0) - - def __call__(self, *args, **kwargs): - """Empty the backward hook list before calling BaseCAM.""" - self.backward_hook = list() - return super().__call__(*args, **kwargs) - - -class GradCAMpp(BaseCAM): - """Class activation map extraction. - - As in "Grad-CAM++: Improved Visual Explanations for Deep Convolutional Networks" - . - """ - - def _get_weights(self, class_idx, scores): - """Compute the weight coefficients of the hooked activation maps.""" - # Backpropagate - self._backprop(scores, class_idx) - - self.backward_hook = list(reversed(self.backward_hook)) - - # Compute alpha - grad_2 = [f.pow(2) for f in self.backward_hook] - grad_3 = [f.pow(3) for f in self.backward_hook] - alpha = [g2 / ( - 2 * g2 + (g3 * a).sum(axis=(0), keepdims=True) + EPS - ) for g2, g3, a in zip(grad_2, grad_3, self.forward_hook) - ] - - weights = [ - a.squeeze_(0).mul_( - torch.relu( - g.squeeze(0))).sum( - axis=(0)) for a, g in zip( - alpha, self.backward_hook)] - weights = torch.stack(weights, dim=1) - - return weights - - def __call__(self, *args, **kwargs): - """Empty the backward hook list before calling BaseCAM.""" - self.backward_hook = list() - return super().__call__(*args, **kwargs) - - -class BaseGraphGradCAMExplainer(BaseExplainer): - """Explain a graph using a GradCAM variant.""" - - def __init__( - self, - gnn_layer_name: List[str] = None, - gnn_layer_ids: List[str] = None, - **kwargs - ) -> None: - """Construct an instance of BaseGraphGradCAMExplainer. - - Args: - gnn_layer_name (List[str]): List of reference layers to use for computing CAM - Default to None. If None tries to automatically infer - from the model. - gnn_layer_ids: (List[str]): List of reference layer IDs to use for computing CAM - Default to None. If None tries to automatically infer - from the model. - """ - super().__init__(**kwargs) - if gnn_layer_name is None and gnn_layer_ids is None: - all_param_names = [ - name for name, - _ in self.model.named_parameters()] - self.gnn_layer_ids = list(filter(lambda x: x.isdigit(), set( - [p.split(".")[2] for p in all_param_names]))) - self.gnn_layer_name = all_param_names[0].split(".")[0] - else: - self.gnn_layer_ids = gnn_layer_ids - self.gnn_layer_name = gnn_layer_name - - assert self.gnn_layer_ids is not None - assert self.gnn_layer_name is not None - - def _process( - self, graph: dgl.DGLGraph, class_idx: Union[None, int, List[int]] = None - ) -> Tuple[np.ndarray, np.ndarray]: - """Compute node importances for a single class. - - Args: - graph (dgl.DGLGraph): Graph to explain. - class_idx (Union[None, int, List[int]]): Class indices (index) to explain. If None - results in using the winning class. If a list is provided, explainer all the class - indices provided. Defaults to None. - - Returns: - node_importance (np.ndarray): Node-level importance scores. - logits (np.ndarray): Prediction logits. - """ - if isinstance(class_idx, int) or class_idx is None: - class_idx = [class_idx] - node_importances, logits = self._process_all(graph, class_idx) - return node_importances, logits - - def _get_extractor(self): - raise NotImplementedError("Abstract class.") - - def _process_all( - self, graph: dgl.DGLGraph, classes: List[int] - ) -> Tuple[np.ndarray, np.ndarray]: - """Compute node importances for all classes. - - Args: - graph (dgl.DGLGraph): Graph to explain - classes (List[int]): Classes to explain - - Returns: - node_importance (np.ndarray): Node-level importance scores - logits (np.ndarray): Prediction logits - """ - graph_copy = copy_graph(graph) - self.extractor = self._get_extractor() - original_logits = self.model(graph_copy) - if isinstance(original_logits, tuple): - original_logits = original_logits[0] - if classes[0] is None: - classes = [original_logits.argmax().item()] - all_class_importances = list() - for class_idx in classes: - node_importance = self.extractor( - class_idx, original_logits, normalized=True - ).cpu() - all_class_importances.append(node_importance) - self.extractor.clear_hooks() - logits = original_logits.cpu().detach().numpy() - node_importances = torch.stack(all_class_importances) - node_importances = node_importances.cpu().detach().squeeze(dim=0).numpy() - return node_importances, logits - - -class GraphGradCAMExplainer(BaseGraphGradCAMExplainer): - """Explain a graph with GradCAM.""" - - def _get_extractor(self): - return GradCAM( - getattr(self.model, self.gnn_layer_name).layers, self.gnn_layer_ids - ) - - -class GraphGradCAMPPExplainer(BaseGraphGradCAMExplainer): - """Explain a graph with GradCAM++.""" - - def _get_extractor(self): - return GradCAMpp( - getattr(self.model, self.gnn_layer_name).layers, self.gnn_layer_ids - ) diff --git a/spatialprofilingtoolbox/cggnn/histocartography/util/interpretability/graph_pruning_explainer.py b/spatialprofilingtoolbox/cggnn/histocartography/util/interpretability/graph_pruning_explainer.py deleted file mode 100644 index d4d6a2fe9..000000000 --- a/spatialprofilingtoolbox/cggnn/histocartography/util/interpretability/graph_pruning_explainer.py +++ /dev/null @@ -1,408 +0,0 @@ -"""Graph pruning GNN interpretation and explaining.""" - -from copy import deepcopy -import importlib -import math - -from tqdm import tqdm -import dgl -from scipy.stats import entropy -import torch -import torch.nn as nn -import torch.optim as optim -import torch.nn.functional as F - -from ..ml.layers.constants import GNN_NODE_FEAT_IN -from .base_explainer import BaseExplainer -from ..util import torch_to_numpy - - -DEVICE = 'cuda:0' if torch.cuda.is_available() else 'cpu' -MODEL_MODULE = 'spatialprofilingtoolbox.cggnn.histocartography.util.ml' - - -class GraphPruningExplainer(BaseExplainer): - """Use graph pruning to explain a GNN.""" - - def __init__( - self, - entropy_loss_weight: float = 1.0, - size_loss_weight: float = 0.05, - ce_loss_weight: float = 10.0, - node_thresh: float = 0.05, - mask_init_strategy: str = "normal", - mask_activation: str = "sigmoid", - num_epochs: int = 500, - lr: float = 0.01, - weight_decay: float = 5e-4, - **kwargs - ) -> None: - """Construct an instance of Graph Pruning Explainer (GNNExplainer). - - Args: - entropy_loss_weight (float): how much weight to put on the - element-wise entropy loss term. - Default to 1.0. - size_loss_weight (float): how much weight to put on the mask - size. Default to 0.05. - ce_loss_weight float): how much weight to put on the cross- - entropy loss term. Default to 10.0. - node_thresh (float): Threshold value to set deactivate node. - Default to 0.05. - mask_init_strategy (str): Initialization strategy for the - mask. Default to "normal" (ie all 1's). - mask_activation (str): Mask activation function. Default to "sigmoid". - num_epochs (int): Number of epochs used for training the mask. - Default to 500. - lr (float): Learning rate. Default to 0.01. - weight_decay (float): Weight decay. Default to 5e-4. - """ - super(GraphPruningExplainer, self).__init__(**kwargs) - - # GNNExplainer needs to work with dense layers, and not with DGL - # objects. - self.model = self._convert_to_dense_gnn_model() - - self.node_thresh = node_thresh - self.train_params = { - 'num_epochs': num_epochs, - 'lr': lr, - 'weight_decay': weight_decay - } - self.model_params = { - 'loss': { - 'node_ent': entropy_loss_weight, - 'node': size_loss_weight, - 'ce': ce_loss_weight - }, - 'node_thresh': node_thresh, - 'init': mask_init_strategy, - 'mask_activation': mask_activation - } - - self.node_feats_explanation = None - self.probs_explanation = None - self.node_importance = None - - def _convert_to_dense_gnn_model(self): - - # load DGL-based model - dgl_model = self.model - - # rebuild model by replacing DGL layers by Dense layers. - model_name = dgl_model.__class__.__name__ - dgl_gnn_params = dgl_model.gnn_params - dgl_layer_type = dgl_gnn_params['layer_type'] - assert dgl_layer_type == 'gin_layer', \ - "Only GIN layers are supported for using GNNExplainer." - dense_gnn_params = deepcopy(dgl_gnn_params) - dense_gnn_params['layer_type'] = 'dense_' + dgl_layer_type - - module = importlib.import_module(MODEL_MODULE) - model = getattr(module, model_name)( - dense_gnn_params, - dgl_model.classification_params, - dgl_model.node_dim, - num_classes=dgl_model.num_classes - ) - - # copy weights from DGL layers to dense layers. - def is_int(s): - try: - int(s) - return True - except BaseException: - return False - - for n, p in dgl_model.named_parameters(): - split = n.split('.') - to_eval = 'model' - for s in split: - if is_int(s): - to_eval += '[' + s + ']' - else: - to_eval += '.' - to_eval += s - exec(to_eval + '=' + 'p') - - return model - - def _process(self, graph: dgl.DGLGraph, label: int = None): - """Explain a graph instance. - - Args: - graph (dgl.DGLGraph): Input graph to explain - label (int): Label attached to the graph. Required. - """ - sub_adj = graph.adjacency_matrix().to_dense().unsqueeze(dim=0) - sub_feat = graph.ndata[GNN_NODE_FEAT_IN].unsqueeze(dim=0) - - adj = torch.tensor(sub_adj, dtype=torch.float).to(self.device) - x = torch.tensor(sub_feat, dtype=torch.float).to(self.device) - - init_logits = self.model(graph) - init_logits = init_logits.cpu().detach() - init_probs = torch.nn.Softmax()(init_logits) - init_pred_label = torch.argmax(init_logits, dim=1).squeeze() - - explainer = ExplainerModel( - model=deepcopy(self.model), - adj=adj, - x=x, - init_probs=init_probs.to(self.device), - model_params=self.model_params, - train_params=self.train_params - ).to(self.device) - - self.node_feats_explanation = x - self.probs_explanation = init_probs - self.node_importance = torch_to_numpy(explainer._get_node_feats_mask()) - - self.model.eval() - explainer.train() - - # Init training stats - init_probs = init_probs.numpy().squeeze() - loss = torch.FloatTensor([10000.]) - - # log description - desc = self._set_pbar_desc() - pbar = tqdm( - range( - self.train_params['num_epochs']), - desc=desc, - unit='step') - - for _ in pbar: - logits, masked_feats = explainer() - loss = explainer.loss(logits) - - # Compute number of non zero elements in the masked adjacency - node_importance = explainer._get_node_feats_mask() - node_importance[node_importance < self.node_thresh] = 0. - masked_feats = masked_feats * \ - torch.stack( - masked_feats.shape[-1] * [node_importance], dim=1).unsqueeze(dim=0).to(torch.float) - probs = torch.nn.Softmax()(logits.cpu().squeeze()).detach().numpy() - pred_label = torch.argmax(logits, dim=0).squeeze() - - # handle early stopping if the labels is changed - if pred_label.item() == init_pred_label: - self.node_feats_explanation = masked_feats - self.probs_explanation = probs - self.node_importance = torch_to_numpy(node_importance) - else: - print('Predicted label changed. Early stopping.') - break - - explainer.zero_grad() - explainer.optimizer.zero_grad() - loss.backward(retain_graph=True) - explainer.optimizer.step() - - node_importance = self.node_importance - logits = init_logits.cpu().detach().numpy() - - return node_importance, logits - - def _set_pbar_desc(self): - desc = "Process:" - return desc - - -class ExplainerModel(nn.Module): - """Explain a GNN model using a model.""" - - def __init__( - self, - model: nn.Module, - adj: torch.tensor, - x: torch.tensor, - init_probs: torch.tensor, - model_params: dict, - train_params: dict, - use_sigmoid: bool = True, - ): - """Construct an Explainer. - - Args: - model (nn.Module): Torch model. - adj (torch.tensor): Adjacency matrix. - x (torch.tensor): Node features. - init_probs (torch.tensor:): Prediction on the whole graph. - model_params (dict): Model params for learning mask. - train_params (dict): Training params for learning mask. - use_sigmoid (bool): Default to True. - """ - super(ExplainerModel, self).__init__() - - # set data & model - self.device = DEVICE - self.adj = adj - self.x = x - self.model = model.to(self.device) - self.init_probs = init_probs - self.label = torch.argmax(init_probs, dim=1) - - # set model parameters - self.mask_act = model_params['mask_activation'] - init_strategy = model_params['init'] - self.mask_bias = None - self.use_sigmoid = use_sigmoid - - # build learnable parameters: edge mask & feat mask (& node_mask) - num_nodes = adj.size()[1] - self.num_nodes = num_nodes - self.mask, _ = self._build_edge_mask( - num_nodes, init_strategy=init_strategy) - self.node_mask = self._build_node_mask( - num_nodes, init_strategy='const') - self.diag_mask = torch.ones( - num_nodes, num_nodes) - torch.eye(num_nodes) - self.diag_mask = self.diag_mask.to(self.device) - - # group them - params = [self.mask, self.node_mask] - if self.mask_bias is not None: - params.append(self.mask_bias) - - # build optimizer - self._build_optimizer(params, train_params) - - self.coeffs = model_params['loss'] - - def _build_optimizer(self, params, train_params): - self.optimizer = optim.Adam( - params, - lr=train_params['lr'], - weight_decay=train_params['weight_decay']) - - def _build_edge_mask( - self, - num_nodes, - init_strategy="normal", - const_val=1.0): - mask = nn.Parameter(torch.FloatTensor(num_nodes, num_nodes)) - if init_strategy == "normal": - std = nn.init.calculate_gain("relu") * math.sqrt( - 2.0 / (num_nodes + num_nodes) - ) - with torch.no_grad(): - mask.normal_(1.0, std) - elif init_strategy == "const": - nn.init.constant_(mask, const_val) - - if self.mask_bias is not None: - mask_bias = nn.Parameter(torch.FloatTensor(num_nodes, num_nodes)) - nn.init.constant_(mask_bias, 0.0) - else: - mask_bias = None - - return mask, mask_bias - - def _build_node_mask( - self, - num_nodes, - init_strategy="normal", - const_val=1.0): - node_mask = nn.Parameter(torch.FloatTensor(num_nodes)) - if init_strategy == "normal": - std = nn.init.calculate_gain("relu") * math.sqrt( - 2.0 / (num_nodes + num_nodes) - ) - with torch.no_grad(): - node_mask.normal_(1.0, std) - elif init_strategy == "const": - nn.init.constant_(node_mask, const_val) - return node_mask - - def _get_adj_mask(self, with_zeroing=False): - if self.mask_act == "sigmoid": - sym_mask = self.sigmoid(self.mask, t=2) - elif self.mask_act == "relu": - sym_mask = nn.ReLU()(self.mask) - else: - raise ValueError('Unsupported mask activation {}. Options' - 'are "sigmoid", "ReLU"'.format(self.mask_act)) - sym_mask = (sym_mask + sym_mask.t()) / 2 - if with_zeroing: - sym_mask = ( - (self.adj != 0).to( - self.device).to( - torch.float) * - sym_mask) - return sym_mask - - def _masked_adj(self): - sym_mask = self._get_adj_mask() - adj = adj.to(self.device) - masked_adj = adj * sym_mask - if self.mask_bias: - bias = (self.mask_bias + self.mask_bias.t()) / 2 - bias = nn.ReLU6()(bias * 6) / 6 - masked_adj += (bias + bias.t()) / 2 - masked_adj = masked_adj * self.diag_mask - return masked_adj - - def _get_node_feats_mask(self): - if self.mask_act == "sigmoid": - node_mask = self.sigmoid(self.node_mask, t=10) - elif self.mask_act == "relu": - node_mask = nn.ReLU()(self.node_mask) - else: - raise ValueError(f'Unsupported mask activation {self.mask_act}. Options are ' - '"sigmoid", "ReLU"') - return node_mask - - @staticmethod - def sigmoid(x, t=1): - """Calculate sigmoid function.""" - return 1 / (1 + torch.exp(-t * x)) - - def _masked_node_feats(self): - node_mask = self._get_node_feats_mask() - x = self.x * \ - torch.stack(self.x.shape[-1] * [node_mask], dim=1).unsqueeze(dim=0) - return x - - def forward(self): - """Forward pass.""" - masked_x = self._masked_node_feats() - graph = [self.adj, masked_x] - ypred = self.model(graph) - return ypred, masked_x - - def distillation_loss(self, inner_logits): - """Compute distillation loss.""" - log_output = nn.LogSoftmax(dim=1)(inner_logits) - cross_entropy = self.init_probs * log_output - return -torch.mean(torch.sum(cross_entropy, dim=1)) - - def loss(self, pred: torch.tensor): - """Compute new overall loss given current prediction. - - Args: - pred (torch.tensor): Prediction made by current model. - """ - # 1. cross-entropy + distillation loss - ce_loss = F.cross_entropy(pred.unsqueeze(dim=0), self.label) - distillation_loss = self.distillation_loss(pred.unsqueeze(dim=0)) - alpha = torch.FloatTensor([entropy(torch.nn.Softmax()(pred).cpu().detach( - ).numpy())]) / torch.log(torch.FloatTensor([self.init_probs.shape[1]])) - alpha = alpha.to(self.device) - pred_loss = self.coeffs['ce'] * \ - (alpha * ce_loss + (1 - alpha) * distillation_loss) - - # 2. node loss - node_mask = self._get_node_feats_mask() - node_loss = self.coeffs["node"] * torch.sum(node_mask) - - # 3. node entropy loss - node_ent = -node_mask * \ - torch.log(node_mask) - (1 - node_mask) * torch.log(1 - node_mask) - node_ent_loss = self.coeffs["node_ent"] * torch.mean(node_ent) - - # 4. sum all the losses - loss = pred_loss + node_loss + node_ent_loss - - return loss diff --git a/spatialprofilingtoolbox/cggnn/histocartography/util/interpretability/lrp_gnn_explainer.py b/spatialprofilingtoolbox/cggnn/histocartography/util/interpretability/lrp_gnn_explainer.py deleted file mode 100644 index 7f8ce45c4..000000000 --- a/spatialprofilingtoolbox/cggnn/histocartography/util/interpretability/lrp_gnn_explainer.py +++ /dev/null @@ -1,46 +0,0 @@ -"""Explain a GNN using layerwise-relevance propagation.""" - -import torch -from copy import deepcopy -import dgl - -from .base_explainer import BaseExplainer -from ..util import torch_to_numpy - - -class GraphLRPExplainer(BaseExplainer): - """Layerwise-Relevance Propagation. - - This module will only work if the model was built with the ML library provided. - """ - - def _apply_lrp(self, graph): - logits = self.model(deepcopy(graph)).squeeze() - max_idx = logits.argmax(dim=0) - init_relevance = torch.zeros_like(logits) - init_relevance[max_idx] = logits[max_idx] - node_importance = self.model.lrp(init_relevance) - node_importance = torch.sum(node_importance, dim=1) - return node_importance, logits - - def _process(self, graph: dgl.DGLGraph): - """Explain a graph with LRP. - - Args: - graph (dgl.DGLGraph): graph to explain. - - Returns: - node_importance (np.ndarray): Node importance scores. - logits (np.ndarray): Predicted logits. - """ - self.model.zero_grad() - # hook before the last classification layer - self.model.set_forward_hook(self.model.pred_layer.mlp, '0') - self.model.set_lrp(True) - - node_importance, logits = self._apply_lrp(graph) - - node_importance = torch_to_numpy(node_importance) - logits = torch_to_numpy(logits) - - return node_importance, logits diff --git a/spatialprofilingtoolbox/cggnn/histocartography/util/ml/__init__.py b/spatialprofilingtoolbox/cggnn/histocartography/util/ml/__init__.py deleted file mode 100644 index 810b59f5e..000000000 --- a/spatialprofilingtoolbox/cggnn/histocartography/util/ml/__init__.py +++ /dev/null @@ -1,16 +0,0 @@ -"""GNN model for cell (and potentially tissue) graphs.""" - -from .layers.dense_gin_layer import DenseGINLayer -from .layers.gin_layer import GINLayer -from .layers.pna_layer import PNALayer -from .layers.multi_layer_gnn import MultiLayerGNN - -from .cell_graph_model import CellGraphModel - -__all__ = [ - 'DenseGINLayer', - 'GINLayer', - 'PNALayer', - 'MultiLayerGNN', - 'CellGraphModel' -] diff --git a/spatialprofilingtoolbox/cggnn/histocartography/util/ml/base_model.py b/spatialprofilingtoolbox/cggnn/histocartography/util/ml/base_model.py deleted file mode 100644 index c359163cd..000000000 --- a/spatialprofilingtoolbox/cggnn/histocartography/util/ml/base_model.py +++ /dev/null @@ -1,62 +0,0 @@ -"""Base model for GNNs.""" - -from abc import abstractmethod - -from torch import load -from torch.nn import Module - - -def get_number_of_classes(class_split): - """Return number of classes given a class split.""" - return len(class_split.split('VS')) - - -class BaseModel(Module): - """Base GNN model.""" - - def __init__( - self, - class_split: str = None, - num_classes: int = None - ) -> None: - """Construct a base model. - - Args: - class_split (str): Class split. For instance in the BRACS dataset, one can specify - a 3-class split as: - "benign+pathologicalbenign+udhVSadh+feaVSdcis+malignant". - Defaults to None. - num_classes (int): Number of classes. Used if class split is not provided. - Defaults to None. - """ - super().__init__() - - assert not (class_split is None and num_classes is None), \ - "Please provide number of classes or class split." - - if class_split is not None: - self.num_classes = get_number_of_classes(class_split) - elif num_classes is not None: - self.num_classes = num_classes - else: - raise ValueError( - 'Please provide either class split or number of classes. Not both.') - - def _build_classification_params(self): - """Build classification parameters.""" - raise NotImplementedError('Implementation in subclasses.') - - def _load_checkpoint(self, checkpoint_path): - self.load_state_dict(load(checkpoint_path)) - - @abstractmethod - def forward(self, graph): - """Forward pass.""" - - def set_forward_hook(self, module, layer): - """Set forward hook to a layer.""" - module._modules.get(layer).register_forward_hook(self._forward_hook) - - def _forward_hook(self, module, input, output): - """Activation hook.""" - self.latent_representation = output.data diff --git a/spatialprofilingtoolbox/cggnn/histocartography/util/ml/cell_graph_model.py b/spatialprofilingtoolbox/cggnn/histocartography/util/ml/cell_graph_model.py deleted file mode 100644 index 431c51832..000000000 --- a/spatialprofilingtoolbox/cggnn/histocartography/util/ml/cell_graph_model.py +++ /dev/null @@ -1,107 +0,0 @@ -"""GNN that predicts a y-variable using cell graphs derived from tissue slide regions.""" - -from typing import Tuple, Union - -from dgl import DGLGraph -from torch import FloatTensor - -from ..ml.layers.constants import GNN_NODE_FEAT_IN -from .layers.mlp import MLP -from .base_model import BaseModel -from .layers.multi_layer_gnn import MultiLayerGNN - - -class CellGraphModel(BaseModel): - """Cell Graph Model. Apply a GNN at the cell graph level.""" - - def __init__( - self, - gnn_params: dict, - classification_params: dict, - node_dim: int, - **kwargs - ) -> None: - """Construct a CellGraphModel model. - - Args: - gnn_params: (dict) GNN configuration parameters. - classification_params: (dict) classification configuration parameters. - node_dim (int): Cell node feature dimension. - """ - super().__init__(**kwargs) - - # 1- set class attributes - self.node_dim = node_dim - self.gnn_params = gnn_params - self.readout_op = gnn_params['readout_op'] - self.classification_params = classification_params - - # 2- build cell graph params - self._build_cell_graph_params() - - # 3- build classification params - self._build_classification_params() - - def _build_cell_graph_params(self): - """Build cell graph multi layer GNN.""" - self.cell_graph_gnn = MultiLayerGNN( - input_dim=self.node_dim, - **self.gnn_params - ) - - def _build_classification_params(self): - """Build classification parameters.""" - if self.readout_op == "concat": - emd_dim = self.gnn_params['output_dim'] * \ - self.gnn_params['num_layers'] - else: - emd_dim = self.gnn_params['output_dim'] - - self.pred_layer = MLP( - in_dim=emd_dim, - hidden_dim=self.classification_params['hidden_dim'], - out_dim=self.num_classes, - num_layers=self.classification_params['num_layers'] - ) - - def forward( - self, - graph: Union[DGLGraph, - Tuple[FloatTensor, FloatTensor]] - ) -> FloatTensor: - """Forward pass. - - Args: - graph (Union[dgl.DGLGraph, Tuple[FloatTensor, FloatTensor]]): Cell graph to process. - - Returns: - FloatTensor: Model output. - """ - - # 1. GNN layers over the cell graph - if isinstance(graph, DGLGraph): - feats = graph.ndata[GNN_NODE_FEAT_IN] - graph_embeddings = self.cell_graph_gnn(graph, feats) - else: - adj, feats = graph[0], graph[1] - graph_embeddings = self.cell_graph_gnn(adj, feats) - - # 2. Run readout function - out = self.pred_layer(graph_embeddings) - - return out - - def set_lrp(self, with_lrp): - """Set LRP function.""" - self.cell_graph_gnn.set_lrp(with_lrp) - self.pred_layer.set_lrp(with_lrp) - - def lrp(self, out_relevance_score): - """Apply LRP function to out relevance score.""" - # lrp over the classification - relevance_score = self.pred_layer.lrp(out_relevance_score) - - # lrp over the GNN layers - relevance_score = self.cell_graph_gnn.lrp(relevance_score) - - return relevance_score diff --git a/spatialprofilingtoolbox/cggnn/histocartography/util/ml/layers/__init__.py b/spatialprofilingtoolbox/cggnn/histocartography/util/ml/layers/__init__.py deleted file mode 100644 index 94881d5be..000000000 --- a/spatialprofilingtoolbox/cggnn/histocartography/util/ml/layers/__init__.py +++ /dev/null @@ -1 +0,0 @@ -"""Machine learning layers to use in neural networks.""" diff --git a/spatialprofilingtoolbox/cggnn/histocartography/util/ml/layers/constants.py b/spatialprofilingtoolbox/cggnn/histocartography/util/ml/layers/constants.py deleted file mode 100644 index 0a608ccf9..000000000 --- a/spatialprofilingtoolbox/cggnn/histocartography/util/ml/layers/constants.py +++ /dev/null @@ -1,140 +0,0 @@ -"""Constants used in machine learning layers.""" - -import torch -from torch.nn import ReLU, Tanh, Sigmoid, ELU, LeakyReLU, PReLU -import dgl -import numpy as np - -from spatialprofilingtoolbox.cggnn.cg_gnn_helper import FEATURES, CENTROIDS - - -ACTIVATIONS = { - 'relu': ReLU(), - 'tanh': Tanh(), - 'sigmoid': Sigmoid(), - 'elu': ELU(), - 'PReLU': PReLU(), - 'leaky_relu': LeakyReLU() -} - - -GNN_MSG = 'gnn_msg' -GNN_NODE_FEAT_IN = FEATURES -GNN_NODE_FEAT_OUT = 'gnn_node_feat_out' -GNN_AGG_MSG = 'gnn_agg_msg' -GNN_EDGE_WEIGHT = 'gnn_edge_weight' -GNN_EDGE_FEAT = 'gnn_edge_feat' -CENTROID = CENTROIDS - - -AVAILABLE_LAYER_TYPES = { - 'gin_layer': 'GINLayer', - 'dense_gin_layer': 'DenseGINLayer', - 'pna_layer': 'PNALayer' -} - - -GNN_MODULE = 'spatialprofilingtoolbox.cggnn.histocartography.util.ml.layers.{}' - - -def min_nodes(graph, features): - """Return min nodes.""" - from dgl.backend import pytorch - feat = pytorch.pad_packed_tensor( - graph.ndata[features], - graph.batch_num_nodes, - float('inf')) - return pytorch.min(feat, 1) - - -READOUT_TYPES = { - 'sum': dgl.sum_nodes, - 'mean': dgl.mean_nodes, - 'max': dgl.max_nodes, - 'min': min_nodes -} - - -def reduce_min(x, dim): - """Get mins in the dim-th dimension.""" - return torch.min(x, dim=dim)[0] - - -def reduce_max(x, dim): - """Get maxes in the dim-th dimension.""" - return torch.max(x, dim=dim)[0] - - -REDUCE_TYPES = { - 'sum': torch.sum, - 'mean': torch.mean, - 'max': reduce_max, - 'min': reduce_min, -} - -EPS = 1e-5 - - -def aggregate_mean(h): - """Find means in the first dimension.""" - return torch.mean(h, dim=1) - - -def aggregate_max(h): - """Get maxes in the first dimension.""" - return torch.max(h, dim=1)[0] - - -def aggregate_min(h): - """Get min in the first dimension.""" - return torch.min(h, dim=1)[0] - - -def aggregate_std(h): - """Aggregate standard deviation of h.""" - return torch.sqrt(aggregate_var(h) + EPS) - - -def aggregate_var(h): - """Aggregate variance of h.""" - h_mean_squares = torch.mean(h * h, dim=-2) - h_mean = torch.mean(h, dim=-2) - var = torch.relu(h_mean_squares - h_mean * h_mean) - return var - - -AGGREGATORS = { - 'mean': aggregate_mean, - 'max': aggregate_max, - 'min': aggregate_min, - 'std': aggregate_std -} - - -# each scaler is a function that takes as input X (B x N x Din), adj (B x N x N) and -# avg_d (dictionary containing averages over training set) and returns -# X_scaled (B x N x Din) as output - -def scale_identity(h, D=None, avg_d=None): - """Scale by 1.""" - return h - - -def scale_amplification(h, D, avg_d): - """Scale h by log(D + 1) / d * h where d is the average of the log(D + 1) in train.""" - # log(D + 1) / d * h where d is the average of the ``log(D + 1)`` in - # the training set - return h * (np.log(D + 1) / avg_d["log"]) - - -def scale_attenuation(h, D, avg_d): - """Scale by (log(D + 1))^-1 / d * X where d is the average of the log(D + 1))^-1 in train.""" - # (log(D + 1))^-1 / d * X where d is the average of the ``log(D + 1))^-1`` in training - return h * (avg_d["log"] / np.log(D + 1)) - - -SCALERS = { - 'identity': scale_identity, - 'amplification': scale_amplification, - 'attenuation': scale_attenuation -} diff --git a/spatialprofilingtoolbox/cggnn/histocartography/util/ml/layers/dense_gin_layer.py b/spatialprofilingtoolbox/cggnn/histocartography/util/ml/layers/dense_gin_layer.py deleted file mode 100644 index fa7732ef9..000000000 --- a/spatialprofilingtoolbox/cggnn/histocartography/util/ml/layers/dense_gin_layer.py +++ /dev/null @@ -1,98 +0,0 @@ -"""Implementation of a Dense GIN (Graph Isomorphism Network) layer. - -This implementation should be used when the input graph(s) can only be represented as an adjacency -(typically when dealing with dense adjacency matrices). - -Original paper: - - How Powerful are Graph Neural Networks: https://arxiv.org/abs/1810.00826 - - Author's public implementation: https://github.com/weihua916/powerful-gnns -""" - -import torch -import torch.nn.functional as F -import dgl -from torch import nn - -from .mlp import MLP - - -class DenseGINLayer(nn.Module): - """Dense GIN (Graph Isomorphism Network) layer.""" - - def __init__( - self, - node_dim: int, - out_dim: int, - act: str = 'relu', - agg_type: str = 'mean', - hidden_dim: int = 32, - batch_norm: bool = True, - graph_norm: bool = False, - with_lrp: bool = False, - dropout: float = 0., - verbose: bool = False) -> None: - """Construct a dense GIN Layer. - - Args: - node_dim (int): Input dimension of each node. - out_dim (int): Output dimension of each node. - act (str): Activation function of the update function. - agg_type (str): Aggregation function. Defaults to 'mean'. - hidden_dim (int): Hidden dimension of the GIN MLP. Defaults to 32. - batch_norm (bool): If we should use batch normalization. Defaults to True. - graph_norm (bool): If we should use graph normalization. Defaults to False. - with_lrp (bool): If we should use LRP. Defaults to False. - dropout (float): If we should use dropout. Defaults to 0. - verbose (bool): Verbosity. Defaults to False. - """ - super().__init__() - - if verbose: - print('Creating dense GIN layer:') - - self.out_dim = out_dim - self.add_self = True - self.mean = agg_type == 'mean' - - self.mlp = MLP( - node_dim, - hidden_dim, - out_dim, - 2, - act, - batch_norm, - verbose=verbose) - - def forward(self, adj, h): - """Forward-pass of a Dense GIN layer. - - :param g: DGLGraph object. Node features in GNN_NODE_FEAT_IN_KEY - :return: updated node features - """ - if isinstance(adj, dgl.DGLGraph): - adj = dgl.unbatch(adj) - assert (len(adj) == 1), \ - "Batch size must be equal to 1 for processing Dense GIN Layers" - adj = adj[0].adjacency_matrix().to_dense().unsqueeze( - dim=0).to( - h.device) - - if self.mean: - degree = adj.sum(1, keepdim=True) - degree[degree == 0.] = 1. - adj = adj / degree - - if self.add_self: - adj = adj.float() + torch.eye(adj.size(1)).to(adj.device) - - # adjust h dim - if len(h.shape) < 3: - h = h.unsqueeze(dim=0) - - h_k_N = torch.matmul(adj, h) - bs, n_nodes, dim = h_k_N.shape - h_k_N = h_k_N.view(bs * n_nodes, dim) - h_k = self.mlp(h_k_N) - h_k = h_k.view(bs, n_nodes, self.out_dim) - h_k = F.relu(h_k).squeeze() - return h_k diff --git a/spatialprofilingtoolbox/cggnn/histocartography/util/ml/layers/gin_layer.py b/spatialprofilingtoolbox/cggnn/histocartography/util/ml/layers/gin_layer.py deleted file mode 100644 index e4b4cb126..000000000 --- a/spatialprofilingtoolbox/cggnn/histocartography/util/ml/layers/gin_layer.py +++ /dev/null @@ -1,165 +0,0 @@ -"""Implementation of a GIN (Graph Isomorphism Network) layer. - -Original paper: - - How Powerful are Graph Neural Networks: https://arxiv.org/abs/1810.00826 - - Author's public implementation: https://github.com/weihua916/powerful-gnns -""" -import itertools -import numpy as np -import torch -import torch.nn as nn -import torch.nn.functional as F - -from .constants import ( - GNN_MSG, GNN_NODE_FEAT_IN, GNN_NODE_FEAT_OUT, - GNN_AGG_MSG, REDUCE_TYPES -) -from .mlp import MLP - - -class GINLayer(nn.Module): - """A GIN (Graph Isomorphism Network) layer.""" - - def __init__( - self, - node_dim: int, - out_dim: int, - act: str = 'relu', - agg_type: str = 'mean', - hidden_dim: int = 32, - batch_norm: bool = True, - graph_norm: bool = False, - with_lrp: bool = False, - dropout: float = 0., - verbose: bool = False) -> None: - """Construct a GIN Layer. - - Args: - node_dim (int): Input dimension of each node. - out_dim (int): Output dimension of each node. - act (str): Activation function of the update function. - agg_type (str): Aggregation function. Default to 'mean'. - hidden_dim (int): Hidden dimension of the GIN MLP. Default to 32. - batch_norm (bool): If we should use batch normalization. Default to True. - graph_norm (bool): If we should use graph normalization. Default to False. - with_lrp (bool): If we should use LRP. Default to False. - dropout (float): If we should use dropout. Default to 0. - verbose (bool): Verbosity. Default to False. - """ - super().__init__() - - if verbose: - print('Instantiating new GNN layer.') - - self.node_dim = node_dim - self.out_dim = out_dim - self.act = act - self.agg_type = agg_type - self.hidden_dim = hidden_dim - self.batch_norm = batch_norm - self.graph_norm = graph_norm - self.dropout = dropout - self.with_lrp = with_lrp - - if self.batch_norm: - self.batchnorm_h = nn.BatchNorm1d(out_dim) - - self.mlp = MLP( - node_dim, - hidden_dim, - out_dim, - 2, - act, - verbose=verbose, - dropout=dropout, - with_lrp=self.with_lrp - ) - - def reduce_fn(self, nodes): - """For each node, aggregate the nodes using a reduce function. - - Current supported functions are sum and mean. - """ - accum = REDUCE_TYPES[self.agg_type]( - (nodes.mailbox[GNN_MSG]), dim=1) - return {GNN_AGG_MSG: accum} - - def msg_fn(self, edges): - """Message of each node.""" - msg = edges.src[GNN_NODE_FEAT_IN] - return {GNN_MSG: msg} - - def node_update_fn(self, nodes): - """Node update function.""" - h = nodes.data[GNN_NODE_FEAT_IN] - h = self.mlp(h) - h = F.relu(h) - return {GNN_NODE_FEAT_OUT: h} - - def forward(self, g, h): - """Forward-pass of a GIN layer. - - :param g: (DGLGraph) graph to process. - :param h: (FloatTensor) node features - """ - if self.with_lrp: - self.adjacency_matrix = g.adjacency_matrix(ctx=h.device).to_dense() - if self.agg_type == 'mean': - self.in_degrees = g.in_degrees().float().clamp(min=1) - self.input_features = h.t() - - g.ndata[GNN_NODE_FEAT_IN] = h - - g.update_all(self.msg_fn, self.reduce_fn) - - if GNN_AGG_MSG in g.ndata.keys(): - g.ndata[GNN_NODE_FEAT_IN] = g.ndata[GNN_AGG_MSG] + \ - g.ndata[GNN_NODE_FEAT_IN] - else: - g.ndata[GNN_NODE_FEAT_IN] = g.ndata[GNN_NODE_FEAT_IN] - - g.apply_nodes(func=self.node_update_fn) - - # apply graph norm and batch norm - h = g.ndata[GNN_NODE_FEAT_OUT] - if self.graph_norm: - snorm_n = torch.FloatTensor(list(itertools.chain( - *[[torch.sqrt(1 / n)] * n for n in g.batch_num_nodes()]))).to(h.get_device()) - h = h * snorm_n[:, None] - if self.batch_norm: - h = self.batchnorm_h(h) - - return h - - def set_lrp(self, with_lrp): - """Set LRP function to with_lrp.""" - self.with_lrp = with_lrp - self.mlp.set_lrp(with_lrp) - - def _compute_adj_lrp(self, relevance_score): - - assert self.agg_type != 'min', "LRP not implemented with MIN aggregation." - assert self.agg_type != 'max', "LRP not implemented with MAX aggregation." - - adjacency_matrix = torch.clamp(self.adjacency_matrix, min=0) - if self.agg_type == 'mean': - adjacency_matrix = torch.div( - adjacency_matrix, self.in_degrees.to(adjacency_matrix.device)) - adjacency_matrix = adjacency_matrix + \ - torch.eye(self.adjacency_matrix.shape[0]).to( - relevance_score.device) - rel_unnorm = torch.mm(self.input_features, adjacency_matrix.t()) + 1e-9 - rel_unnorm = relevance_score / rel_unnorm.t() - contrib = torch.mm(adjacency_matrix, rel_unnorm) - relevance_score = self.input_features.t() * contrib - return relevance_score - - def lrp(self, out_relevance_score): - """Find LRP of out_relevance_score.""" - # 1. lrp over the node update function - relevance_score = self.mlp.lrp(out_relevance_score) - - # 2. lrp over the adjacency - relevance_score = self._compute_adj_lrp(relevance_score) - - return relevance_score diff --git a/spatialprofilingtoolbox/cggnn/histocartography/util/ml/layers/mlp.py b/spatialprofilingtoolbox/cggnn/histocartography/util/ml/layers/mlp.py deleted file mode 100644 index 19e250353..000000000 --- a/spatialprofilingtoolbox/cggnn/histocartography/util/ml/layers/mlp.py +++ /dev/null @@ -1,189 +0,0 @@ -"""Multi-layer perceptron layer.""" - -import torch.nn as nn -from torch.nn import Sequential, Linear -import torch - -from .constants import ACTIVATIONS - - -class MLP(nn.Module): - """Multi-layer perceptron.""" - - def __init__( - self, - in_dim, - hidden_dim, - out_dim, - num_layers=1, - act="relu", - use_bn=False, - bias=True, - verbose=False, - dropout=0., - with_lrp=False - ): - """Construct a MLP. - - :param in_dim: (int) input dimension - :param hidden_dim: (int) hidden dimension(s), if type(h_dim) is int => all the hidden have the same dimensions - if type(h_dim) is list => hidden use val in list as dimension - :param out_dim: (int) output_dimension - :param num_layers: (int) number of layers - :param act: (str) activation function to use, last layer without activation! - :param use_bn: (bool) il layers should have batch norm - :param bias: is Linear should have bias term, if type(h_dim) is bool => all the hidden have bias terms - if type(h_dim) is list of bool => hidden use val in list as bias - :param verbose: (bool) verbosity level - """ - super(MLP, self).__init__() - - # optional argument - self.num_layers = num_layers - self.hidden_dim = hidden_dim - - # set activations - self._set_activations(act) - - # set mlp dimensions - self._set_mlp_dimensions(in_dim, hidden_dim, out_dim, num_layers) - - # set batch norm - self._set_batch_norm(use_bn, num_layers) - - # set dropout - self._set_dropout(dropout, num_layers) - - # set bias terms - self._set_biases(bias, num_layers) - - # set lrp - self.with_lrp = with_lrp - if self.with_lrp: - self.forward_activations = [] - - # build MLP layers - self.mlp = nn.ModuleList() - if num_layers == 1: - self.mlp = self._build_layer(0, act=False) - elif num_layers > 1: - # append hidden layers - for layer_id in range(num_layers): - self.mlp.append( - self._build_layer( - layer_id, act=layer_id != ( - num_layers - 1))) - else: - raise ValueError('The number of layers must be greater than 1.') - - if verbose: - for layer_id, layer in enumerate(self.mlp): - print('MLP layer {} has params {}'.format(layer_id, layer)) - - def _build_layer(self, layer_id, act=True): - """Build layer. - - :param layer_id: (int) - :return: layer (Sequential) - """ - layer = Sequential() - layer.add_module("fc", - Linear(self.dims[layer_id], - self.dims[layer_id + 1], - bias=self.bias[layer_id])) - if self.use_bn[0]: - bn = nn.BatchNorm1d(self.dims[layer_id + 1]) - layer.add_module("bn", bn) - - layer.add_module("dropout", nn.Dropout(self.dropout[layer_id])) - - if act: - layer.add_module(self.act, self.activation) - return layer - - def _set_biases(self, bias, num_layers): - """Set and control bias input.""" - if isinstance(bias, bool): - self.bias = num_layers * [bias] - elif isinstance(bias, list): - assert len( - bias - ) == num_layers, "Length of bias should match the number of layers." - self.bias = bias - else: - raise ValueError( - "Unsupported type for bias. Needs to be of type bool or list.") - - def _set_batch_norm(self, use_bn, num_layers): - """Set and control batch norm param.""" - if isinstance(use_bn, bool): - self.use_bn = num_layers * [use_bn] - else: - raise ValueError( - "Unsupported type for batch norm. Needs to be of type bool.") - - def _set_dropout(self, dropout, num_layers): - """Set and control dropout params.""" - if isinstance(dropout, float): - self.dropout = num_layers * [dropout] - else: - raise ValueError( - "Unsupported type for batch norm. Needs to be of type float.") - - def _set_mlp_dimensions(self, in_dim, h_dim, out_dim, num_layers): - """Set and control mlp dimensions.""" - if isinstance(h_dim, int): - self.dims = [in_dim] + (num_layers - 1) * [h_dim] + [out_dim] - elif isinstance(h_dim, list): - assert len(h_dim) == ( - num_layers - 1 - ), "Length of h_dim should match the number of hidden layers." - self.dims = [in_dim] + h_dim + [out_dim] - else: - raise ValueError( - "Unsupported type for h_dim. Needs to be int or list." - ) - - def _set_activations(self, act): - """Set and control activations.""" - if act in ACTIVATIONS.keys(): - self.act = act - self.activation = ACTIVATIONS[act] - else: - raise ValueError( - 'Unsupported type of activation function: {}. Choose among {}'. - format(act, list(ACTIVATIONS.keys())) - ) - - def set_lrp(self, with_lrp): - """Set LRP function.""" - self.with_lrp = with_lrp - if self.with_lrp: - self.forward_activations = [] - - def forward(self, feats): - """MLP forward. - - :param feats: (FloatTensor) features to pass through MLP - :return: out: MLP output - """ - out = feats - if hasattr(self, 'with_lrp') and self.with_lrp: - self.forward_activations.append(out) - for layer in self.mlp: - out = layer(out) - if hasattr(self, 'with_lrp') and self.with_lrp: - self.forward_activations.append(out) - return out - - def lrp(self, relevance_score): - """Find LRP of relevance_score.""" - for layer_id in range(len(self.mlp) - 1, -1, -1): - pos_weights = torch.clamp(self.mlp[layer_id][0].weight, min=0) - rel_unnorm = torch.mm( - self.forward_activations[layer_id], - pos_weights.t()) + 1e-9 - rel_unnorm = relevance_score / rel_unnorm - contrib = torch.mm(rel_unnorm, pos_weights) - relevance_score = self.forward_activations[layer_id] * contrib - return relevance_score diff --git a/spatialprofilingtoolbox/cggnn/histocartography/util/ml/layers/multi_layer_gnn.py b/spatialprofilingtoolbox/cggnn/histocartography/util/ml/layers/multi_layer_gnn.py deleted file mode 100644 index caeb12c4c..000000000 --- a/spatialprofilingtoolbox/cggnn/histocartography/util/ml/layers/multi_layer_gnn.py +++ /dev/null @@ -1,159 +0,0 @@ -"""A GNN with multiple layers.""" - -import torch -import torch.nn as nn -import importlib -import dgl - -from .constants import ( - AVAILABLE_LAYER_TYPES, GNN_MODULE, - GNN_NODE_FEAT_OUT, READOUT_TYPES, - REDUCE_TYPES -) - - -class MultiLayerGNN(nn.Module): - """MultiLayer network that concatenates several GNN layers.""" - - def __init__( - self, - layer_type="gin_layer", - input_dim=None, - output_dim=32, - num_layers=3, - readout_op="concat", - readout_type="mean", - **kwargs - ) -> None: - """Construct a multiLayer GNN. - - Args: - layer_type (str): GNN layer type. Default to "gin_layer". - input_dim (int): Input dimension of the node features. Default to None. - output_dim (int): Output dimension of the node embeddings. Default to 32. - num_layers (int): Number of GNN layers. Default to 3. - readout_op (str): How the intermediate node embeddings are aggregated. Defaults to - "concat". - readout_type (str): Global node pooling operation. Default to "mean". - """ - assert input_dim is not None, "Please provide input node dimensions." - - super(MultiLayerGNN, self).__init__() - - if layer_type in list(AVAILABLE_LAYER_TYPES.keys()): - module = importlib.import_module( - GNN_MODULE.format(layer_type) - ) - else: - raise ValueError( - 'GNN type: {} not recognized. Options are: {}'.format( - layer_type, list(AVAILABLE_LAYER_TYPES.keys()) - ) - ) - - self.layers = nn.ModuleList() - self.num_layers = num_layers - self.layer_type = layer_type - self.output_dim = output_dim - self.readout_op = readout_op - self.readout_type = readout_type - - # input layer - self.layers.append(getattr(module, AVAILABLE_LAYER_TYPES[layer_type])( - node_dim=input_dim, - out_dim=output_dim, - **kwargs - ) - ) - # hidden layers - for i in range(1, num_layers - 1): - self.layers.append( - getattr( - module, - AVAILABLE_LAYER_TYPES[layer_type])( - node_dim=output_dim, - out_dim=output_dim, - **kwargs - ) - ) - # output layer - self.layers.append(getattr(module, AVAILABLE_LAYER_TYPES[layer_type])( - node_dim=output_dim, - out_dim=output_dim, - **kwargs - ) - ) - - # readout op - if readout_op == "lstm": - self.lstm = nn.LSTM( - output_dim, (num_layers * output_dim) // 2, - bidirectional=True, - batch_first=True) - self.att = nn.Linear(2 * ((num_layers * output_dim) // 2), 1) - - # set kwargs as arguments for model identification - for arg, val in kwargs.items(): - setattr(self, arg, val) - - def forward(self, g, h, with_readout=True): - """Forward pass. - - :param g: (DGLGraph) - :param h: (FloatTensor) - :param cat: (bool) if concat the features at each conv layer - :return: - """ - h_concat = [] - for layer in self.layers: - h = layer(g, h) - h_concat.append(h) - - if isinstance(g, dgl.DGLGraph): - - # aggregate the multi-scale node representations - if self.readout_op == "concat": - g.ndata[GNN_NODE_FEAT_OUT] = torch.cat(h_concat, dim=-1) - elif self.readout_op == "lstm": - # [num_nodes, num_layers, num_channels] - x = torch.stack(h_concat, dim=1) - alpha, _ = self.lstm(x) - alpha = self.att(alpha).squeeze(-1) # [num_nodes, num_layers] - alpha = torch.softmax(alpha, dim=-1) - g.ndata[GNN_NODE_FEAT_OUT] = ( - x * alpha.unsqueeze(-1)).sum(dim=1) - elif self.readout_op == "none": - g.ndata[GNN_NODE_FEAT_OUT] = h - else: - raise ValueError( - "Unsupported readout operator. Options are 'concat', 'lstm', 'none'.") - - # readout - if with_readout: - return READOUT_TYPES[self.readout_type](g, GNN_NODE_FEAT_OUT) - - return g.ndata.pop(GNN_NODE_FEAT_OUT) - - else: - if self.readout_op == "concat": - h_concat = [h.squeeze() for h in h_concat] - h = torch.cat(h_concat, dim=-1) - elif self.readout_op == "lstm": - raise NotImplementedError( - "LSTM aggregation with LSTM is not supported.") - - # readout - if with_readout: - return REDUCE_TYPES[self.readout_type](h, dim=0) - return h - - def set_lrp(self, with_lrp): - """Set LRP.""" - for layer in self.layers: - layer.set_lrp(with_lrp) - - def lrp(self, relevance_score): - """Find LRP of relevance score.""" - for layer_id in range(len(self.layers) - 1, -1, -1): - relevance_score = self.layers[layer_id].lrp(relevance_score) - return relevance_score diff --git a/spatialprofilingtoolbox/cggnn/histocartography/util/ml/layers/pna_layer.py b/spatialprofilingtoolbox/cggnn/histocartography/util/ml/layers/pna_layer.py deleted file mode 100644 index c4d825d64..000000000 --- a/spatialprofilingtoolbox/cggnn/histocartography/util/ml/layers/pna_layer.py +++ /dev/null @@ -1,233 +0,0 @@ -"""PNA: Principal Neighbourhood Aggregation. - -Gabriele Corso, Luca Cavalleri, Dominique Beaini, Pietro Lio, Petar Velickovic - https://arxiv.org/abs/2004.05718 -""" - -import itertools -import math -import numpy as np -import torch -import torch.nn as nn -import torch.nn.functional as F - -from .constants import AGGREGATORS, SCALERS, GNN_NODE_FEAT_IN -from .mlp import MLP - - -class PNALayer(nn.Module): - """Principle neighborhood aggregation (PNA) layer.""" - - def __init__(self, - node_dim, - out_dim, - aggregators: str = "mean max min std", - scalers: str = "identity amplification attenuation", - avg_d: int = 4, - dropout: float = 0., - graph_norm: bool = False, - batch_norm: bool = False, - towers: int = 1, - pretrans_layers: int = 1, - posttrans_layers: int = 1, - divide_input: bool = True, - residual: bool = True, - verbose=False - ): - """PNA layer constructor. - - Args: - node_dim (int): Input dimension of each node. - out_dim (int): Output dimension of each node. - aggregators (str): Set of aggregation function identifiers. - Default to "mean max min std". - scalers (str): Set of scaling functions identifiers. - Default to "identity amplification attenuation". - avg_d (int): Average degree of nodes in the training set, used by scalers to normalize. - Default to 5. - dropout (float): Dropout used. Default to 0. - graph_norm (bool): Whether to use graph normalisation. Default to False. - batch_norm (bool): Whether to use batch normalisation. Default to False. - towers: Number of towers to use. Default to 1. - pretrans_layers: Number of layers in the transformation before the aggregation. - Default to 1. - posttrans_layers: Number of layers in the transformation after the aggregation. - Default to 1. - divide_input: Whether the input features should be split between towers or not. - Default to True. - residual: Whether to add a residual connection. Default to True. - verbose (bool): Verbosity. Default to False. - """ - super().__init__() - - if verbose: - print('Instantiating new GNN layer.') - - assert ((not divide_input) or node_dim % towers == - 0), "if divide_input is set the number of towers has to divide node_dim" - assert ( - out_dim % - towers == 0), "the number of towers has to divide the out_dim" - - # retrieve the aggregators, scalers functions and avg degree - aggregators = [AGGREGATORS[aggr] for aggr in aggregators.split()] - scalers = [SCALERS[scale] for scale in scalers.split()] - avg_d = {'log': math.log(avg_d + 1)} - - self.divide_input = divide_input - self.input_tower = node_dim // towers if divide_input else node_dim - self.output_tower = out_dim // towers - self.node_dim = node_dim - self.out_dim = out_dim - self.residual = residual - if node_dim != out_dim: - self.residual = False - - # convolution - self.towers = nn.ModuleList() - for _ in range(towers): - self.towers.append( - PNATower( - in_dim=self.input_tower, - out_dim=self.output_tower, - aggregators=aggregators, - scalers=scalers, - avg_d=avg_d, - pretrans_layers=pretrans_layers, - posttrans_layers=posttrans_layers, - batch_norm=batch_norm, - dropout=dropout, - graph_norm=graph_norm)) - # mixing network - self.mixing_network = nn.Sequential( - nn.Linear(out_dim, out_dim), - nn.LeakyReLU() - ) - - def forward(self, g, h): - """Forward pass.""" - h_in = h # for residual connection - - if self.divide_input: - h_cat = torch.cat( - [tower(g, h[:, n_tower * self.input_tower: (n_tower + 1) * self.input_tower]) - for n_tower, tower in enumerate(self.towers)], dim=1) - else: - h_cat = torch.cat([tower(g, h) for tower in self.towers], dim=1) - - h_out = self.mixing_network(h_cat) - - if self.residual: - h_out = h_in + h_out # residual connection - return h_out - - def set_lrp(self, with_lrp): - """Set LRP function.""" - raise NotImplementedError( - 'LRP not implemented for PNA layers. Use a GIN-based model.') - - -def __repr__(self): - return '{}(in_channels={}, out_channels={})'.format( - self.__class__.__name__, self.node_dim, self.out_dim) - - -class PNATower(nn.Module): - """PNA tower.""" - - def __init__( - self, - in_dim, - out_dim, - dropout, - graph_norm, - batch_norm, - aggregators, - scalers, - avg_d, - pretrans_layers, - posttrans_layers): - """Create a PNA tower.""" - super().__init__() - self.dropout = dropout - self.graph_norm = graph_norm - self.batch_norm = batch_norm - - self.fc = nn.Linear(in_dim, out_dim, bias=False) - self.attn_fc = nn.Linear(2 * out_dim, 1, bias=False) - self.batchnorm_h = nn.BatchNorm1d(out_dim) - - self.aggregators = aggregators - self.scalers = scalers - self.pretrans = nn.Sequential( - MLP( - in_dim=2 * in_dim, - hidden_dim=out_dim, - out_dim=out_dim, - num_layers=pretrans_layers, - act='relu'), - nn.ReLU()) - self.posttrans = nn.Sequential( - MLP( - in_dim=( - len(aggregators) * - len(scalers)) * - out_dim + - in_dim, - hidden_dim=out_dim, - out_dim=out_dim, - num_layers=posttrans_layers, - act='relu'), - nn.ReLU()) - self.avg_d = avg_d - - def pretrans_edges(self, edges): - """Apply pretransformation on edges.""" - z2 = torch.cat([edges.src[GNN_NODE_FEAT_IN], - edges.dst[GNN_NODE_FEAT_IN]], dim=1) - return {'e': self.pretrans(z2)} - - def message_func(self, edges): - """Apply message function.""" - return {'e': edges.data['e']} - - def reduce_func(self, nodes): - """Apply reduce function.""" - h = nodes.mailbox['e'] - D = h.shape[-2] - h = torch.cat([aggregate(h) for aggregate in self.aggregators], dim=1) - h = torch.cat([scale(h, D=D, avg_d=self.avg_d) - for scale in self.scalers], dim=1) - return {GNN_NODE_FEAT_IN: h} - - def posttrans_nodes(self, nodes): - """Apply posttransformation on nodes.""" - return self.posttrans(nodes.data[GNN_NODE_FEAT_IN]) - - def forward(self, g, h): - """Forward pass.""" - g.ndata[GNN_NODE_FEAT_IN] = h - - # pretransformation - g.apply_edges(self.pretrans_edges) - - # aggregation - g.update_all(self.message_func, self.reduce_func) - h = torch.cat([h, g.ndata[GNN_NODE_FEAT_IN]], dim=1) - - # posttransformation - h = self.posttrans(h) - - # graph and batch normalization - if self.graph_norm: - if hasattr(g, 'batch_num_nodes'): - num_nodes = g.batch_num_nodes() - else: - num_nodes = [g.number_of_nodes()] - snorm_n = torch.FloatTensor(list(itertools.chain( - *[[torch.sqrt(1 / n)] * n for n in num_nodes]))).to(h.device) - h = h * snorm_n[:, None] - if self.batch_norm: - h = self.batchnorm_h(h) - h = F.dropout(h, self.dropout, training=self.training) - return h diff --git a/spatialprofilingtoolbox/cggnn/histocartography/util/pipeline.py b/spatialprofilingtoolbox/cggnn/histocartography/util/pipeline.py deleted file mode 100644 index 33319a73f..000000000 --- a/spatialprofilingtoolbox/cggnn/histocartography/util/pipeline.py +++ /dev/null @@ -1,480 +0,0 @@ -"""Pipeline utilities.""" - -import logging -import multiprocessing -import os -import sys -from abc import ABC, abstractmethod -from copy import deepcopy -from functools import partial -from pathlib import Path -from typing import Any, Dict, Iterable, List, Optional, Tuple, Union - -import h5py -import pandas as pd -from tqdm.auto import tqdm - -from .util import dynamic_import_from, signal_last - - -class PipelineStep(ABC): - """Base pipelines step abstract class that helps with saving and loading precomputed results.""" - - def __init__( - self, - save_path: Union[None, str, Path] = None, - precompute: bool = True, - link_path: Union[None, str, Path] = None, - precompute_path: Union[None, str, Path] = None, - ) -> None: - """Create a pipeline step. - - Args: - save_path (Union[None, str, Path], optional): Base path to save results to. - When set to None, the results are not saved to disk. Defaults to None. - precompute (bool, optional): Whether to perform the precomputation necessary - for the step. Defaults to True. - link_path (Union[None, str, Path], optional): Path to link the output directory - to. When None, no link is created. Only supported when save_path is not None. - Defaults to None. - precompute_path (Union[None, str, Path], optional): Path to save the output of - the precomputation to. If not specified it defaults to the output directory - of the step when save_path is not None. Defaults to None. - """ - assert ( - save_path is not None or link_path is None - ), "link_path only supported when save_path is not None" - - name = self.__repr__() - self.save_path = save_path - if self.save_path is not None: - self.output_dir = Path(self.save_path) / name - self.output_key = "default_key" - self._mkdir() - if precompute_path is None: - precompute_path = save_path - - if precompute: - self.precompute( - link_path=link_path, - precompute_path=precompute_path) - - def __repr__(self) -> str: - """Representation of a pipeline step. - - Returns: - str: Representation of a pipeline step. - """ - variables = ",".join( - [f"{k}={v}" for k, v in sorted(self.__dict__.items())]) - return ( - f"{self.__class__.__name__}({variables})".replace(" ", "") - .replace('"', "") - .replace("'", "") - .replace("..", "") - .replace("/", "_") - ) - - def _mkdir(self) -> None: - """Create path to output files.""" - assert ( - self.save_path is not None - ), "Can only create directory if base_path was not None when constructing the object" - if not self.output_dir.exists(): - self.output_dir.mkdir() - - def _link_to_path(self, link_directory: Union[None, str, Path]) -> None: - """Links the output directory to the given directory. - - Args: - link_directory (Union[None, str, Path]): Directory to link to - """ - if link_directory is None or Path( - link_directory).parent.resolve() == Path(self.output_dir): - logging.info("Link to self skipped") - return - assert (self.save_path is not None), "Linking only supported when saving is enabled, "\ - "i.e., when save_path is passed in the constructor." - if os.path.islink(link_directory): - if os.path.exists(link_directory): - logging.info("Link already exists: overwriting...") - os.remove(link_directory) - else: - logging.critical( - "Link exists, but points nowhere. Ignoring...") - return - elif os.path.exists(link_directory): - os.remove(link_directory) - os.symlink(self.output_dir, link_directory, target_is_directory=True) - - def precompute( - self, - link_path: Union[None, str, Path] = None, - precompute_path: Union[None, str, Path] = None, - ) -> None: - """Precompute all necessary information for this step. - - Args: - link_path (Union[None, str, Path], optional): Path to link the output to. - Defaults to None. - precompute_path (Union[None, str, Path], optional): Path to load/save the - precomputation outputs. Defaults to None. - """ - - def process( - self, *args: Any, output_name: Optional[str] = None, **kwargs: Any - ) -> Any: - """Process the step and output the result. Saves the output when output_name is passed. - - Args: - output_name (Optional[str], optional): Unique identifier of the passed datapoint. - Defaults to None. - - Returns: - Any: Result of the pipeline step - """ - if output_name is not None and self.save_path is not None: - return self._process_and_save( - *args, output_name=output_name, **kwargs) - else: - return self._process(*args, **kwargs) - - @abstractmethod - def _process(self, *args: Any, **kwargs: Any) -> Any: - """Perform pipeline step computation. - - Returns: - Any: Result of the pipeline step - """ - - def _get_outputs(self, input_file: h5py.File) -> Union[Any, Tuple]: - """Extract the step output from a given .h5 file. - - Args: - input_file (h5py.File): File to load from - - Returns: - Union[Any, Tuple]: Previously computed output of the step - """ - outputs = list() - nr_outputs = len(input_file.keys()) - - # Legacy, remove at some point - if nr_outputs == 1 and self.output_key in input_file.keys(): - return tuple([input_file[self.output_key][()]]) - - for i in range(nr_outputs): - outputs.append(input_file[f"{self.output_key}_{i}"][()]) - if len(outputs) == 1: - return outputs[0] - else: - return tuple(outputs) - - def _set_outputs(self, output_file: h5py.File, - outputs: Union[Tuple, Any]) -> None: - """Save the step output to a given .h5 file. - - Args: - output_file (h5py.File): File to write to - outputs (Union[Tuple, Any]): Computed step output - """ - if not isinstance(outputs, tuple): - outputs = tuple([outputs]) - for i, output in enumerate(outputs): - output_file.create_dataset( - f"{self.output_key}_{i}", - data=output, - compression="gzip", - compression_opts=9, - ) - - def _process_and_save( - self, *args: Any, output_name: str, **kwargs: Any - ) -> Any: - """Process and save in the provided path as as .h5 file. - - Args: - output_name (str): Unique identifier of the the passed datapoint - - Raises: - read_error (OSError): When the unable to read to self.output_dir/output_name.h5 - write_error (OSError): When the unable to write to self.output_dir/output_name.h5 - Returns: - Any: Result of the pipeline step - """ - assert (self.save_path is not None), "Can only save intermediate output if base_path was "\ - "not None when constructing the object" - output_path = self.output_dir / f"{output_name}.h5" - if output_path.exists(): - logging.info( - "%s: Output of %s already exists, using it instead of recomputing", - self.__class__.__name__, output_name - ) - try: - with h5py.File(output_path, "r") as input_file: - output = self._get_outputs(input_file=input_file) - except OSError as read_error: - print(f"\n\nCould not read from {output_path}!\n\n") - raise read_error - else: - output = self._process(*args, **kwargs) - try: - with h5py.File(output_path, "w") as output_file: - self._set_outputs(output_file=output_file, outputs=output) - except OSError as write_error: - print(f"\n\nCould not write to {output_path}!\n\n") - raise write_error - return output - - -class PipelineRunner: - """Runs a pipeline for a given configuration.""" - - def __init__( - self, - output_path: Optional[str] = None, - inputs: Optional[Iterable[str]] = None, - outputs: Optional[Iterable[str]] = None, - stages: Iterable[dict] = [], - save_intermediate: bool = False, - precompute: bool = True, - ) -> None: - """Create a pipeline runner for a given configuration. - - Args: - output_path (Optional[str], optional): Path to the output and intermediate files. - When set to None the runner does not save the outputs. Defaults to None. - inputs (Optional[Iterable[str]], optional): Inputs to the pipeline. Defaults to None. - outputs (Optional[Iterable[str]], optional): Outputs of the pipeline. Defaults to None. - stages (Iterable[dict], optional): Stages to complete. Defaults to []. - save_intermediate (bool, optional): Whether to save the intermediate steps. - Defaults to False. - precompute (bool, optional): Whether to perform the precomputation steps. - Defaults to True. - """ - self.inputs = [] if inputs is None else inputs - self.outputs = [] if outputs is None else outputs - self.stages: List[PipelineStep] = list() - self.stage_configs = list() - path = output_path - for is_last_stage, stage in signal_last(stages): - requires_saving = output_path is not None and ( - save_intermediate or is_last_stage - ) - name, config = list(stage.items())[0] - stage_class = dynamic_import_from( - f"cggnn.{name}", config.pop("class") - ) - pipeline_stage = partial( - stage_class, - save_path=path if requires_saving else None, - precompute=False, - **config.pop("params", {}), - ) - self.stages.append(pipeline_stage()) - self.stage_configs.append(config) - - if requires_saving: - assert ( - self.stages[-1].save_path is not None - ), "Cannot update nested path if no save path is defined" - path = str(self.stages[-1].output_dir) - self.final_path = path - if precompute: - self.precompute(save_intermediate) - - def precompute(self, save_intermediate: bool) -> None: - """Run the precomputation step of the pipeline. - - Args: - save_intermediate (bool): Whether to save intermediate outputs - """ - link_path: Optional[str] - precompute_path: Optional[str] - if self.final_path is not None: - link_path = self.final_path - if save_intermediate: - precompute_path = None - else: - precompute_path = self.final_path - else: - link_path = None - precompute_path = None - - for stage in self.stages: - stage.precompute( - link_path=link_path, - precompute_path=precompute_path) - - def run( - self, output_name: Optional[str] = None, **inputs: Dict[str, Any] - ) -> Dict[str, Any]: - """Run pipeline for a given name and input parameters and return specified outputs. - - Args: - output_name (Optional[str], optional): Unique identifier of the datapoint. - Defaults to None. - - Returns: - Dict[str, Any]: Output of the pipeline as defined in the configuration - """ - # Validate inputs - assert ( - output_name is None or self.final_path is not None - ), "Saving is only possible when output_path has been passed to the constructor." - for input_name in self.inputs: - assert input_name in inputs, f"{input_name} not found in keyword arguments" - - # Compute pipelines steps - variables = deepcopy(inputs) - for stage, config in zip(self.stages, self.stage_configs): - step_input = [variables[k] for k in config["inputs"]] - step_output = stage.process(*step_input, output_name=output_name) - if not isinstance(step_output, tuple): - step_output = tuple([step_output]) - assert len(step_output) == len(config.get("outputs", [])), ( - "Number of outputs in config mismatches actual number of outputs in " - f"{stage.__class__.__name__}.\n" - f"Got {len(step_output)} outputs of type {list(map(type, step_output))}, " - f"but expected {len(config.get('outputs', []))} outputs" - ) - for key, value in zip(config.get("outputs", []), step_output): - variables[key] = value - - # Handle output - for output_name in self.outputs: - assert ( - output_name in variables - ), f"{output_name} should be returned, but was never computed" - return {k: variables[k] for k in self.outputs} - - -class BatchPipelineRunner: - """Batch pipeline runner, for multiple inputs with multiprocessing support.""" - - def __init__( - self, - pipeline_config: Dict[str, Any], - save_path: Optional[str], - save_intermediate: bool = False, - ) -> None: - """Run helper. - - Args: - pipeline_config (Dict[str, Any]): Configuration of the pipeline - save_path (Optional[str]): Path to save the outputs to - save_intermediate (bool, optional): Whether to save intermediate outputs. - Defaults to False. - """ - self.pipeline_config = pipeline_config - self.save_path = save_path - self.save_intermediate = save_intermediate - - def _build_pipeline_runner(self) -> PipelineRunner: - """Build and return a PipelineRunner with the correct configuration. - - Returns: - PipelineRunner: Runner object - """ - config = deepcopy(self.pipeline_config) - return PipelineRunner( - output_path=self.save_path, - save_intermediate=self.save_intermediate, - precompute=False, - **config, - ) - - def _worker_task(self, data: Tuple[Any, pd.core.series.Series]) -> None: - """Run the task of a single worker. - - Args: - data (Tuple[Any, pd.core.series.Series]): The index and row of the dataframe, - as returned from df.iterrows() - """ - # Disable multiprocessing - os.environ["OPENBLAS_NUM_THREADS"] = "1" - os.environ["MKL_NUM_THREADS"] = "1" - os.environ["OMP_NUM_THREADS"] = "1" - - name, row = data - pipeline = self._build_pipeline_runner() - pipeline.run(output_name=name, **row) - - def link_output(self, link_directory: str) -> None: - """Create a symlink between the output directory of the pipeline and the provided path. - - Overwrites link if it already exists. - - Args: - link_directory (str): Path to link the output directory to - """ - tmp_pipeline = self._build_pipeline_runner() - final_path = tmp_pipeline.final_path - assert ( - final_path is not None - ), "Cannot link output if the pipeline is setup not to save outputs" - if os.path.exists(link_directory): - if os.path.islink(link_directory): - logging.critical("Link already exists: overwriting...") - os.remove(link_directory) - else: - logging.critical( - "Link path already exists, but it is something else than a link. Ignoring..." - ) - return - os.symlink(final_path, link_directory, target_is_directory=True) - logging.info("Created symlink: %s -> %s", link_directory, final_path) - - def precompute(self) -> None: - """Precompute all necessary information for all stages.""" - tmp_runner = self._build_pipeline_runner() - tmp_runner.precompute(self.save_intermediate) - - def run( - self, metadata: pd.DataFrame, cores: int = 1, return_out: bool = False - ) -> Optional[Dict[str, Dict[str, Any]]]: - """Run the pipeline for the provided metadata dataframe and a specified number of cores. - - Does not support saving of outputs. - - Args: - metadata (pd.DataFrame): Dataframe with the columns as defined in the config inputs - cores (int, optional): Number of cores to use for multiprocessing. Defaults to 1. - return_out (bool, optional): If the method should also return the output batch data. - If True, make sure you have enough memory. Only supported for single-core - processing. Default to False. - - Returns: - batched_out (Optional[Dict[str, Dict[str, Any]]]): If return_out is True, returns the - processed output. Otherwise returns None. - """ - assert not ( - return_out and cores > 1 - ), "Option to return output only supported with single-core processing." - - self.precompute() - if cores == 1: - batched_out = dict() - pipeline = self._build_pipeline_runner() - for name, row in tqdm( - metadata.iterrows(), total=len(metadata), file=sys.stdout - ): - out = pipeline.run(output_name=name, **row) - if return_out: - batched_out[name] = out - if return_out: - return batched_out - else: - worker_pool = multiprocessing.Pool(cores) - for _ in tqdm( - worker_pool.imap_unordered( - self._worker_task, - metadata.iterrows(), - ), - total=len(metadata), - file=sys.stdout, - ): - pass - worker_pool.close() - worker_pool.join() - return None diff --git a/spatialprofilingtoolbox/cggnn/histocartography/util/util.py b/spatialprofilingtoolbox/cggnn/histocartography/util/util.py deleted file mode 100644 index 0fe98bd36..000000000 --- a/spatialprofilingtoolbox/cggnn/histocartography/util/util.py +++ /dev/null @@ -1,97 +0,0 @@ -"""Cell/tissue graph dataset utility functions.""" - -from importlib import import_module -from copy import deepcopy -from random import seed -from typing import Tuple, List, Dict, Any, Optional, Iterable - -from numpy.random import seed as np_seed -from torch import LongTensor, IntTensor, load, manual_seed, use_deterministic_algorithms # type: ignore -from torch.cuda import is_available, manual_seed_all -from torch.cuda import manual_seed as cuda_manual_seed # type: ignore -from torch.backends import cudnn # type: ignore -from dgl import batch # type: ignore -from dgl import seed as dgl_seed # type: ignore - -from spatialprofilingtoolbox.cggnn.cg_gnn_helper import FEATURES -from spatialprofilingtoolbox.cggnn.util import GraphData -from spatialprofilingtoolbox.cggnn.histocartography.util.ml.cell_graph_model import CellGraphModel -from spatialprofilingtoolbox.cggnn.histocartography.util.constants import DEFAULT_GNN_PARAMETERS, DEFAULT_CLASSIFICATION_PARAMETERS - - -IS_CUDA = is_available() -DEVICE = 'cuda:0' if IS_CUDA else 'cpu' -COLLATE_USING = { - 'DGLGraph': batch, - 'DGLHeteroGraph': batch, - 'Tensor': lambda x: x, - 'int': lambda x: IntTensor(x).to(DEVICE), - 'int64': lambda x: IntTensor(x).to(DEVICE), - 'float': lambda x: LongTensor(x).to(DEVICE) -} - - -def instantiate_model(cell_graphs: List[GraphData], - gnn_parameters: Dict[str, Any] = DEFAULT_GNN_PARAMETERS, - classification_parameters: Dict[str, - Any] = DEFAULT_CLASSIFICATION_PARAMETERS, - model_checkpoint_path: Optional[str] = None - ) -> CellGraphModel: - """Return a model set up as specified.""" - model = CellGraphModel( - gnn_params=gnn_parameters, - classification_params=classification_parameters, - node_dim=cell_graphs[0].graph.ndata[FEATURES].shape[1], - num_classes=int(max(g.label for g in cell_graphs))+1 - ).to(DEVICE) - if model_checkpoint_path is not None: - model.load_state_dict(load(model_checkpoint_path)) - return model - - -def dynamic_import_from(source_file: str, class_name: str) -> Any: - """Import class_name from source_file dynamically. - - Args: - source_file (str): Where to import from - class_name (str): What to import - - Returns: - Any: The class to be imported - """ - module = import_module(source_file) - return getattr(module, class_name) - - -def signal_last(input_iterable: Iterable[Any]) -> Iterable[Tuple[bool, Any]]: - """Signal the last element of an iterable.""" - iterable = iter(input_iterable) - return_value = next(iterable) - for value in iterable: - yield False, return_value - return_value = value - yield True, return_value - - -def copy_graph(x): - """Copy a graph.""" - return deepcopy(x) - - -def torch_to_numpy(x): - """Convert a torch tensor to a numpy array.""" - return x.cpu().detach().numpy() - - -def set_seeds(random_seed: int) -> None: - """Set random seeds for all libraries.""" - seed(random_seed) - np_seed(random_seed) - manual_seed(random_seed) - dgl_seed(random_seed) - cuda_manual_seed(random_seed) - manual_seed_all(random_seed) # multi-GPU - # use_deterministic_algorithms(True) - # # multi_layer_gnn uses nondeterministic algorithm when on GPU - # cudnn.deterministic = True - cudnn.benchmark = False diff --git a/spatialprofilingtoolbox/cggnn/scripts/separability.py b/spatialprofilingtoolbox/cggnn/scripts/separability.py deleted file mode 100644 index a3ed86c43..000000000 --- a/spatialprofilingtoolbox/cggnn/scripts/separability.py +++ /dev/null @@ -1,84 +0,0 @@ -"""Explain a cell graph (CG) prediction using a pretrained CG-GNN and a graph explainer.""" - -from argparse import ArgumentParser - -from spatialprofilingtoolbox.cggnn.histocartography import calculate_separability -from spatialprofilingtoolbox.cggnn.histocartography.util import instantiate_model -from spatialprofilingtoolbox.cggnn.cg_gnn_helper import convert_spt_graphs_data - -from spatialprofilingtoolbox.cggnn.util import load_hs_graphs, load_label_to_result - - -def parse_arguments(): - """Process command line arguments.""" - parser = ArgumentParser( - prog='spt cggnn seperability', - description='Explain a cell graph prediction using a model and a graph explainer.', - ) - parser.add_argument( - '--cg_path', - type=str, - help='Directory with the cell graphs, metadata, and feature names.', - required=True - ) - parser.add_argument( - '--feature_names_path', - type=str, - help='Path to the list of feature names.', - required=True - ) - parser.add_argument( - '--model_checkpoint_path', - type=str, - help='Path to the model checkpoint.', - required=True - ) - parser.add_argument( - '--label_to_result_path', - type=str, - help='Where to find the data mapping label ints to their string results.', - required=False - ) - parser.add_argument( - '--prune_misclassified', - help='Remove entries for misclassified cell graphs when calculating separability scores.', - action='store_true' - ) - parser.add_argument( - '--output_directory', - type=str, - help='Where to save the output reporting.', - default=None, - required=False - ) - parser.add_argument( - '--random_seed', - type=int, - help='Random seed to use for reproducibility.', - default=None, - required=False - ) - return parser.parse_args() - - -def main(): - args = parse_arguments() - graphs_data, feature_names = load_hs_graphs(args.cg_path) - df_concept, df_aggregated, dfs_k_dist = calculate_separability( - convert_spt_graphs_data(graphs_data), - instantiate_model(graphs_data, model_checkpoint_path=args.model_checkpoint_path), - feature_names, - label_to_result=load_label_to_result(args.label_to_result_path), - prune_misclassified=args.prune_misclassified, - out_directory=args.output_directory, - random_seed=args.random_seed, - ) - print(df_concept) - print(df_aggregated) - for cg_pair, df_k in dfs_k_dist.items(): - print(cg_pair) - print(df_k) - - -if __name__ == "__main__": - main() diff --git a/spatialprofilingtoolbox/cggnn/scripts/train.py b/spatialprofilingtoolbox/cggnn/scripts/train.py index 909ea6afc..83740f35f 100644 --- a/spatialprofilingtoolbox/cggnn/scripts/train.py +++ b/spatialprofilingtoolbox/cggnn/scripts/train.py @@ -1,17 +1,8 @@ """Train a CG-GNN on pre-split sets of cell graphs.""" +import sys +from os import getcwd, system from argparse import ArgumentParser -from os.path import join -from typing import DefaultDict - -from spatialprofilingtoolbox.cggnn.histocartography import train, calculate_importance, \ - unify_importance_across, save_importances -from spatialprofilingtoolbox.cggnn.cg_gnn_helper import ( - convert_spt_graphs_data, - convert_dgl_graphs_data, -) - -from spatialprofilingtoolbox.cggnn.util import load_hs_graphs, save_hs_graphs def parse_arguments(): @@ -83,42 +74,20 @@ def parse_arguments(): default=None, required=False ) - return parser.parse_args() - - -def main(): - args = parse_arguments() - dgl_graphs_data = convert_spt_graphs_data(load_hs_graphs(args.cg_directory)[0]) - model = train( - dgl_graphs_data, - args.cg_directory, - in_ram=args.in_ram, - epochs=args.epochs, - learning_rate=args.learning_rate, - batch_size=args.batch_size, - k_folds=args.k_folds, - random_seed=args.random_seed, + parser.add_argument( + '--cuda', + help='Train a CUDA-enabled CG-GNN. Defaults to CPU if not provided.', + action='store_true' ) - if args.explainer is not None: - dgl_graphs = calculate_importance( - [d.graph for d in dgl_graphs_data], - model, - args.explainer, - random_seed=args.random_seed, - ) - dgl_graphs_data = [d._replace(graph=g_dgl) for d, g_dgl in zip(dgl_graphs_data, dgl_graphs)] - save_hs_graphs(convert_dgl_graphs_data(dgl_graphs_data), args.cg_directory) - if args.merge_rois: - dgl_graphs_by_specimen = DefaultDict(list) - for gd_dgl in dgl_graphs_data: - dgl_graphs_by_specimen[gd_dgl.specimen].append(gd_dgl.graph) - hs_id_to_importance = unify_importance_across( - list(dgl_graphs_by_specimen.values()), - model, - random_seed=args.random_seed, - ) - save_importances(hs_id_to_importance, join(args.cg_directory, 'importances.csv')) + return parser.parse_args() if __name__ == "__main__": - main() + args = parse_arguments() + args_to_pass = [f'"{arg}"' for arg in sys.argv[1:]] + if args.cuda: + container = 'cg-gnn-cuda' + args_to_pass.remove('--cuda') + else: + container = 'cg-gnn' + system(f'docker run -v "{getcwd()}:/app" {container} {" ".join(args_to_pass)}') From 5bc51623bbedf476fdcc367c1e6d4a5323576708 Mon Sep 17 00:00:00 2001 From: Carlin Liao Date: Wed, 13 Dec 2023 12:35:51 -0500 Subject: [PATCH 05/26] remove torch from toml --- pyproject.toml.unversioned | 7 ------- 1 file changed, 7 deletions(-) diff --git a/pyproject.toml.unversioned b/pyproject.toml.unversioned index a26342280..b228d0dbb 100644 --- a/pyproject.toml.unversioned +++ b/pyproject.toml.unversioned @@ -45,7 +45,6 @@ apiserver = [ cggnn = [ "bokeh==3.3.1", "tables==3.9.1", - "torch==2.1.1", "tqdm==4.66.1" ] db = [ @@ -77,7 +76,6 @@ workflow = [ ] all = [ "bokeh==3.3.1", - "torch==2.1.1", "matplotlib==3.7.1", "umap-learn==0.5.3", "uvicorn>=0.15.0,<0.16.0", @@ -116,11 +114,6 @@ packages = [ "spatialprofilingtoolbox.apiserver.app", "spatialprofilingtoolbox.apiserver.scripts", "spatialprofilingtoolbox.cggnn", - "spatialprofilingtoolbox.cggnn.histocartography", - "spatialprofilingtoolbox.cggnn.histocartography.util", - "spatialprofilingtoolbox.cggnn.histocartography.util.interpretability", - "spatialprofilingtoolbox.cggnn.histocartography.util.ml", - "spatialprofilingtoolbox.cggnn.histocartography.util.ml.layers", "spatialprofilingtoolbox.cggnn.scripts", "spatialprofilingtoolbox.ondemand", "spatialprofilingtoolbox.ondemand.providers", From 5028380edb867cdea1dbd5f4754e733856946494 Mon Sep 17 00:00:00 2001 From: James Mathews Date: Wed, 13 Dec 2023 13:53:54 -0500 Subject: [PATCH 06/26] Add option to force rebuilding of cached docker layers. --- Makefile | 10 ++++++++++ 1 file changed, 10 insertions(+) diff --git a/Makefile b/Makefile index 5c1986427..5cca729bd 100644 --- a/Makefile +++ b/Makefile @@ -55,6 +55,7 @@ help: >@${MESSAGE} print ' Show this text.' >@${MESSAGE} print ' ' >@${MESSAGE} print 'Use VERBOSE=1 to send command outputs to STDOUT rather than log files.' +>@${MESSAGE} print 'Use NOCACHE=1 to cause docker build commands to rebuild each cached layer.' >@${MESSAGE} print ' ' # Docker and test variables @@ -99,6 +100,12 @@ else export .SHELLFLAGS := -c -not-super-verbose endif +ifdef NOCACHE +export NO_CACHE_FLAG := --no-cache +else +export NO_CACHE_FLAG := +endif + release-package: development-image check-for-pypi-credentials >@${MESSAGE} start "Uploading spatialprofilingtoolbox==${VERSION} to PyPI" >@cp ~/.pypirc . @@ -115,6 +122,7 @@ development-image-prerequisites-installed: pyproject.toml.unversioned ${BUILD_SC >@${MESSAGE} start "Building development image precursor" >@cp ${BUILD_SCRIPTS_LOCATION_ABSOLUTE}/.dockerignore . >@docker build \ + ${NO_CACHE_FLAG} \ --rm \ -f ${BUILD_SCRIPTS_LOCATION_ABSOLUTE}/development_prereqs.Dockerfile \ -t ${DOCKER_ORG_NAME}-development/${DOCKER_REPO_PREFIX}-development-prereqs:latest \ @@ -131,6 +139,7 @@ development-image: ${PACKAGE_SOURCE_FILES} ${BUILD_SCRIPTS_LOCATION_ABSOLUTE}/de >@${MESSAGE} start "Building development image" >@cp ${BUILD_SCRIPTS_LOCATION_ABSOLUTE}/.dockerignore . >@docker build \ + ${NO_CACHE_FLAG} \ --rm \ --no-cache \ --pull=false \ @@ -237,6 +246,7 @@ ${DOCKER_BUILD_TARGETS}: ${DOCKERFILES} development-image check-docker-daemon-ru cp $$submodule_directory/Dockerfile ./Dockerfile ; \ cp ${BUILD_SCRIPTS_LOCATION_ABSOLUTE}/.dockerignore . ; \ docker build \ + ${NO_CACHE_FLAG} \ -f ./Dockerfile \ -t $$repository_name:$$submodule_version \ -t $$repository_name:latest \ From 75296b9e4c3dbbe9832c3d7b0998d0bc1daec1f3 Mon Sep 17 00:00:00 2001 From: Carlin Liao Date: Wed, 13 Dec 2023 12:35:11 -0500 Subject: [PATCH 07/26] use dockerized cg-gnn --- .../development_prereqs.Dockerfile | 4 +- .../cggnn/cg_gnn_helper.py | 266 ---------- .../cggnn/histocartography/README.md | 28 - .../cggnn/histocartography/__init__.py | 5 - .../cggnn/histocartography/importance.py | 102 ---- .../cggnn/histocartography/separability.py | 456 ----------------- .../cggnn/histocartography/train.py | 328 ------------ .../cggnn/histocartography/util/__init__.py | 4 - .../cggnn/histocartography/util/constants.py | 24 - .../util/interpretability/__init__.py | 14 - .../util/interpretability/base_explainer.py | 34 -- .../util/interpretability/grad_cam.py | 315 ------------ .../graph_pruning_explainer.py | 408 --------------- .../interpretability/lrp_gnn_explainer.py | 46 -- .../histocartography/util/ml/__init__.py | 16 - .../histocartography/util/ml/base_model.py | 62 --- .../util/ml/cell_graph_model.py | 107 ---- .../util/ml/layers/__init__.py | 1 - .../util/ml/layers/constants.py | 140 ----- .../util/ml/layers/dense_gin_layer.py | 98 ---- .../util/ml/layers/gin_layer.py | 165 ------ .../histocartography/util/ml/layers/mlp.py | 189 ------- .../util/ml/layers/multi_layer_gnn.py | 159 ------ .../util/ml/layers/pna_layer.py | 233 --------- .../cggnn/histocartography/util/pipeline.py | 480 ------------------ .../cggnn/histocartography/util/util.py | 97 ---- .../cggnn/scripts/separability.py | 84 --- .../cggnn/scripts/train.py | 61 +-- 28 files changed, 16 insertions(+), 3910 deletions(-) delete mode 100644 spatialprofilingtoolbox/cggnn/cg_gnn_helper.py delete mode 100644 spatialprofilingtoolbox/cggnn/histocartography/README.md delete mode 100644 spatialprofilingtoolbox/cggnn/histocartography/__init__.py delete mode 100644 spatialprofilingtoolbox/cggnn/histocartography/importance.py delete mode 100644 spatialprofilingtoolbox/cggnn/histocartography/separability.py delete mode 100644 spatialprofilingtoolbox/cggnn/histocartography/train.py delete mode 100644 spatialprofilingtoolbox/cggnn/histocartography/util/__init__.py delete mode 100644 spatialprofilingtoolbox/cggnn/histocartography/util/constants.py delete mode 100644 spatialprofilingtoolbox/cggnn/histocartography/util/interpretability/__init__.py delete mode 100644 spatialprofilingtoolbox/cggnn/histocartography/util/interpretability/base_explainer.py delete mode 100644 spatialprofilingtoolbox/cggnn/histocartography/util/interpretability/grad_cam.py delete mode 100644 spatialprofilingtoolbox/cggnn/histocartography/util/interpretability/graph_pruning_explainer.py delete mode 100644 spatialprofilingtoolbox/cggnn/histocartography/util/interpretability/lrp_gnn_explainer.py delete mode 100644 spatialprofilingtoolbox/cggnn/histocartography/util/ml/__init__.py delete mode 100644 spatialprofilingtoolbox/cggnn/histocartography/util/ml/base_model.py delete mode 100644 spatialprofilingtoolbox/cggnn/histocartography/util/ml/cell_graph_model.py delete mode 100644 spatialprofilingtoolbox/cggnn/histocartography/util/ml/layers/__init__.py delete mode 100644 spatialprofilingtoolbox/cggnn/histocartography/util/ml/layers/constants.py delete mode 100644 spatialprofilingtoolbox/cggnn/histocartography/util/ml/layers/dense_gin_layer.py delete mode 100644 spatialprofilingtoolbox/cggnn/histocartography/util/ml/layers/gin_layer.py delete mode 100644 spatialprofilingtoolbox/cggnn/histocartography/util/ml/layers/mlp.py delete mode 100644 spatialprofilingtoolbox/cggnn/histocartography/util/ml/layers/multi_layer_gnn.py delete mode 100644 spatialprofilingtoolbox/cggnn/histocartography/util/ml/layers/pna_layer.py delete mode 100644 spatialprofilingtoolbox/cggnn/histocartography/util/pipeline.py delete mode 100644 spatialprofilingtoolbox/cggnn/histocartography/util/util.py delete mode 100644 spatialprofilingtoolbox/cggnn/scripts/separability.py diff --git a/build/build_scripts/development_prereqs.Dockerfile b/build/build_scripts/development_prereqs.Dockerfile index cfe92a436..1c4fa5cff 100644 --- a/build/build_scripts/development_prereqs.Dockerfile +++ b/build/build_scripts/development_prereqs.Dockerfile @@ -8,6 +8,7 @@ RUN apt-get install -y libpq-dev RUN apt install openjdk-11-jdk -y RUN apt install xxd -y RUN apt install file -y +RUN apt-get install -y docker.io WORKDIR /usr/src/app ENV PATH="/usr/src/app:$PATH" RUN apt install curl -y @@ -28,11 +29,8 @@ RUN python -m pip install toml RUN apt install libgdal-dev -y RUN python -c 'import toml; c = toml.load("pyproject.toml.unversioned"); print("\n".join(c["project"]["dependencies"]))' | python -m pip install -r /dev/stdin RUN python -c 'import toml; c = toml.load("pyproject.toml.unversioned"); print("\n".join(c["project"]["optional-dependencies"]["all"]))' | python -m pip install -r /dev/stdin -RUN python -m pip install dgl -f https://data.dgl.ai/wheels/repo.html -ENV DGLBACKEND=pytorch RUN python -m pip install build RUN python -m pip install twine -RUN python -m pip install torch RUN apt install -y bc RUN rm pyproject.toml.unversioned CMD bash -c "echo 'available for commands'; while [ 0 -le 1 ]; do sleep 3600; echo 'sleep 3600... keep alive the container for availability for ongoing commands.'; done" diff --git a/spatialprofilingtoolbox/cggnn/cg_gnn_helper.py b/spatialprofilingtoolbox/cggnn/cg_gnn_helper.py deleted file mode 100644 index 33705bbc0..000000000 --- a/spatialprofilingtoolbox/cggnn/cg_gnn_helper.py +++ /dev/null @@ -1,266 +0,0 @@ -"""Helper functions to translate SPT HSGraphs and prepare them for CG-GNN training.""" - -from typing import Callable, Sequence, NamedTuple - -from numpy import nonzero # type: ignore -from scipy.sparse import csr_matrix # type: ignore -from networkx import to_scipy_sparse_array # type: ignore -from torch import ( - Tensor, # type: ignore - FloatTensor, - LongTensor, # type: ignore - IntTensor, # type: ignore - manual_seed, # type: ignore - use_deterministic_algorithms, -) -from torch.backends import cudnn # type: ignore -from torch.cuda import is_available, manual_seed_all -from torch.cuda import manual_seed as cuda_manual_seed # type: ignore -from torch.utils.data import ConcatDataset, DataLoader, SubsetRandomSampler -from torch.utils.data import Dataset -from dgl import DGLGraph, graph, batch # type: ignore -from dgl import seed as dgl_seed # type: ignore -from sklearn.model_selection import KFold - -from spatialprofilingtoolbox.cggnn.util import GraphData as SPTGraphData -from spatialprofilingtoolbox.cggnn.util import HSGraph, split_graph_sets, SETS_type - - -INDICES = 'histological_structure' -FEATURES = 'features' -CENTROIDS = 'centroid' -IMPORTANCES = 'importance' - -# cuda support -IS_CUDA = is_available() -DEVICE = 'cuda:0' if IS_CUDA else 'cpu' -COLLATE_USING: dict[str, Callable] = { - 'DGLGraph': batch, - 'DGLHeteroGraph': batch, - 'Tensor': lambda x: x, - 'int': lambda x: IntTensor(x).to(DEVICE), - 'int64': lambda x: IntTensor(x).to(DEVICE), - 'float': lambda x: LongTensor(x).to(DEVICE), -} - - -class DGLGraphData(NamedTuple): - """Data relevant to a cell graph instance.""" - graph: DGLGraph - label: int | None - name: str - specimen: str - set: SETS_type | None - - -def convert_spt_graph(g_spt: HSGraph) -> DGLGraph: - """Convert a SPT HSGraph to a CG-GNN cell graph.""" - num_nodes = g_spt.node_features.shape[0] - g_dgl = graph([]) - g_dgl.add_nodes(num_nodes) - g_dgl.ndata[INDICES] = IntTensor(g_spt.histological_structure_ids) - g_dgl.ndata[CENTROIDS] = FloatTensor(g_spt.centroids) - g_dgl.ndata[FEATURES] = FloatTensor(g_spt.node_features) - # Note: channels and phenotypes are binary variables, but DGL only supports FloatTensors - edge_list = nonzero(g_spt.adj.toarray()) - g_dgl.add_edges(list(edge_list[0]), list(edge_list[1])) - return g_dgl - - -def convert_spt_graph_data(g_spt: SPTGraphData) -> DGLGraphData: - """Convert a SPT GraphData object to a CG-GNN/DGL GraphData object.""" - return DGLGraphData( - graph=convert_spt_graph(g_spt.graph), - label=g_spt.label, - name=g_spt.name, - specimen=g_spt.specimen, - set=g_spt.set, - ) - - -def convert_spt_graphs_data(graphs_data: list[SPTGraphData]) -> list[DGLGraphData]: - """Convert a list of SPT HSGraphs to CG-GNN cell graphs.""" - return [convert_spt_graph_data(g_spt) for g_spt in graphs_data] - - -def convert_dgl_graph(g_dgl: DGLGraph) -> HSGraph: - """Convert a DGLGraph to a CG-GNN cell graph.""" - return HSGraph( - adj=to_scipy_sparse_array(g_dgl.to_networkx()), - node_features=g_dgl.ndata[FEATURES], - centroids=g_dgl.ndata[CENTROIDS], - histological_structure_ids=g_dgl.ndata[INDICES], - importances=g_dgl.ndata[IMPORTANCES] if (IMPORTANCES in g_dgl.ndata) else None, - ) - - -def convert_dgl_graph_data(g_dgl: DGLGraphData) -> SPTGraphData: - return SPTGraphData( - graph=convert_dgl_graph(g_dgl.graph), - label=g_dgl.label, - name=g_dgl.name, - specimen=g_dgl.specimen, - set=g_dgl.set, - ) - - -def convert_dgl_graphs_data(graphs_data: list[DGLGraphData]) -> list[SPTGraphData]: - """Convert a list of DGLGraphs to CG-GNN cell graphs.""" - return [convert_dgl_graph_data(g_dgl) for g_dgl in graphs_data] - - -class CGDataset(Dataset): - """Cell graph dataset.""" - - def __init__( - self, - cell_graphs: list[DGLGraph], - cell_graph_labels: list[int] | None = None, - load_in_ram: bool = False, - ): - """Cell graph dataset constructor. - - Args: - cell_graphs: list[DGLGraph] - Cell graphs for a given split (e.g., test). - cell_graph_labels: list[int] | None - Labels for the cell graphs. Optional. - load_in_ram: bool = False - Whether to load the graphs in RAM. Defaults to False. - """ - super(CGDataset, self).__init__() - - self.cell_graphs = cell_graphs - self.cell_graph_labels = cell_graph_labels - self.n_cell_graphs = len(self.cell_graphs) - self.load_in_ram = load_in_ram - - def __getitem__(self, index: int) -> DGLGraph | tuple[DGLGraph, float]: - """Get an example. - - Args: - index (int): index of the example. - """ - cell_graph = self.cell_graphs[index] - if IS_CUDA: - cell_graph = cell_graph.to('cuda:0') - return cell_graph if (self.cell_graph_labels is None) \ - else (cell_graph, float(self.cell_graph_labels[index])) - - def __len__(self): - """Return the number of samples in the dataset.""" - return self.n_cell_graphs - - -def create_datasets( - graphs_data: list[DGLGraphData], - in_ram: bool = True, - k_folds: int = 3, -) -> tuple[CGDataset, CGDataset | None, CGDataset | None, KFold | None]: - """Make the cell and/or tissue graph datasets and the k-fold if necessary.""" - cell_graph_sets = split_graph_sets(graphs_data) - train_dataset: CGDataset | None = \ - create_dataset(cell_graph_sets[0][0], cell_graph_sets[0][1], in_ram) - assert train_dataset is not None - validation_dataset = create_dataset(cell_graph_sets[1][0], cell_graph_sets[1][1], in_ram) - test_dataset = create_dataset(cell_graph_sets[2][0], cell_graph_sets[2][1], in_ram) - - if (k_folds > 0) and (validation_dataset is not None): - # stack train and validation datasets if both exist and k-fold cross validation is on - train_dataset = ConcatDataset((train_dataset, validation_dataset)) - validation_dataset = None - elif (k_folds == 0) and (validation_dataset is None): - # set k_folds to 3 if not provided and no validation data is provided - k_folds = 3 - kfold = KFold(n_splits=k_folds, shuffle=True) if k_folds > 0 else None - - return train_dataset, validation_dataset, test_dataset, kfold - - -def create_dataset( - cell_graphs: list[DGLGraph], - cell_graph_labels: list[int] | None = None, - in_ram: bool = True, -) -> CGDataset | None: - """Make a cell graph dataset.""" - return CGDataset(cell_graphs, cell_graph_labels, load_in_ram=in_ram) \ - if (len(cell_graphs) > 0) else None - - -def create_training_dataloaders( - train_ids: Sequence[int] | None, - test_ids: Sequence[int] | None, - train_dataset: CGDataset, - validation_dataset: CGDataset | None, - batch_size: int, -) -> tuple[DataLoader, DataLoader]: - """Determine whether to k-fold and then create dataloaders.""" - if (train_ids is None) or (test_ids is None): - if validation_dataset is None: - raise ValueError("validation_dataset must exist.") - train_dataloader = DataLoader( - train_dataset, - batch_size=batch_size, - shuffle=True, - collate_fn=collate, - ) - validation_dataloader = DataLoader( - validation_dataset, - batch_size=batch_size, - shuffle=True, - collate_fn=collate, - ) - else: - if validation_dataset is not None: - raise ValueError( - "validation_dataset provided but k-folding of training dataset requested." - ) - train_subsampler = SubsetRandomSampler(train_ids) - test_subsampler = SubsetRandomSampler(test_ids) - train_dataloader = DataLoader( - train_dataset, - batch_size=batch_size, - sampler=train_subsampler, - collate_fn=collate, - ) - validation_dataloader = DataLoader( - train_dataset, - batch_size=batch_size, - sampler=test_subsampler, - collate_fn=collate, - ) - - return train_dataloader, validation_dataloader - - -def collate(example_batch: Tensor) -> tuple[tuple, LongTensor]: - """Collate a batch. - - Args: - example_batch (torch.tensor): a batch of examples. - Returns: - data: (tuple) - labels: (torch.LongTensor) - """ - if isinstance(example_batch[0], tuple): # graph and label - def collate_fn(batch, id, type): - return COLLATE_USING[type]([example[id] for example in batch]) - num_modalities = len(example_batch[0]) - return tuple([ - collate_fn(example_batch, mod_id, type(example_batch[0][mod_id]).__name__) - for mod_id in range(num_modalities) - ]) - else: # graph only - return tuple([COLLATE_USING[type(example_batch[0]).__name__](example_batch)]) - - -def set_seeds(random_seed: int) -> None: - """Set random seeds for all libraries.""" - manual_seed(random_seed) - dgl_seed(random_seed) - cuda_manual_seed(random_seed) - manual_seed_all(random_seed) # multi-GPU - # use_deterministic_algorithms(True) - # # multi_layer_gnn uses nondeterministic algorithm when on GPU - # cudnn.deterministic = True - cudnn.benchmark = False diff --git a/spatialprofilingtoolbox/cggnn/histocartography/README.md b/spatialprofilingtoolbox/cggnn/histocartography/README.md deleted file mode 100644 index 78fa35d41..000000000 --- a/spatialprofilingtoolbox/cggnn/histocartography/README.md +++ /dev/null @@ -1,28 +0,0 @@ -# Histocartography for SPT - -This submodule of SPT contains a library to train a graph neural network model on graphs built out of cell spatial data to predict an outcome variable. In addition to standalone use, it also serves as an example implementation of an SPT-compatible graph neural network pipeline, for open source developers to reference when implementing their own deep learning tools that use cell graphs created by SPT. The key features that such an implementation must have are: -1. model training and inference -2. cell-level importance score calculation - -If the input and output schema is followed, your tool will be compatible with the SPT ecosystem, allowing users to easily integrate your tool into their SPT workflows and upload your model's results to an SPT database. - -This submodule is a heavily modified version of [histocartography](https://github.com/BiomedSciAI/histocartography) and two of its applications, [hact-net](https://github.com/histocartography/hact-net) and [patho-quant-explainer](https://github.com/histocartography/patho-quant-explainer). For this reason, it is less tested and is held to a different style standard than the rest of the library. - -## Quickstart - -Use [`spt cggnn extract` and `spt cggnn generate-graphs`](https://github.com/nadeemlab/SPT/tree/main/spatialprofilingtoolbox/cggnn) to create cell graphs from a SPT database instance that this submodule can use. - -This module includes two scripts that you can call from the command line, or you can use the modules directly in Python. -1. `spt cggnn train` trains a graph neural network model on a set of cell graphs, saves the model to file, and updates the cell graphs it was trained on with cell-level importance-to-classification scores if an explainer model type is provided. -2. `spt cggnn separability` calculates class separability metrics given a trained model and other metadata. - -## Credits - -This submodule is a heavily modified version of [the histocartography project](https://github.com/BiomedSciAI/histocartography) and two of its applications: [hact-net](https://github.com/histocartography/hact-net) and [patho-quant-explainer](https://github.com/histocartography/patho-quant-explainer). Specifically: - -* Cell graph formatting, saving, and loading using DGL is patterned on how they were implemented in hact-net. -* The neural network training and inference module is modified from the hact-net implementation for cell graphs. -* Importance score and separability calculations are sourced from patho-quant-explainer. -* The dependence on histocartography is indirect, through the functionality used by the above features. - -Due to dependency issues that arose when using the version of histocartography published on PyPI, we've chosen to copy and make slight updates to only the modules of histocartography used by the features supported in this library. The version control history of this specific branch prior to inclusion in the main body of SPT can be found [here](https://github.com/CarlinLiao/cg-gnn). We would prefer to deprecate some or all of this submodule in favor of dependency on the histocartography package released on PyPI, but currently it is necessary to use the functionality in this incorporated and modified form. diff --git a/spatialprofilingtoolbox/cggnn/histocartography/__init__.py b/spatialprofilingtoolbox/cggnn/histocartography/__init__.py deleted file mode 100644 index fa90cca8a..000000000 --- a/spatialprofilingtoolbox/cggnn/histocartography/__init__.py +++ /dev/null @@ -1,5 +0,0 @@ -"""Train and explain a graph neural network on a dataset of cell graphs.""" - -from spatialprofilingtoolbox.cggnn.histocartography.train import train, infer, infer_with_model -from spatialprofilingtoolbox.cggnn.histocartography.importance import calculate_importance, unify_importance_across, save_importances -from spatialprofilingtoolbox.cggnn.histocartography.separability import calculate_separability diff --git a/spatialprofilingtoolbox/cggnn/histocartography/importance.py b/spatialprofilingtoolbox/cggnn/histocartography/importance.py deleted file mode 100644 index 221efd090..000000000 --- a/spatialprofilingtoolbox/cggnn/histocartography/importance.py +++ /dev/null @@ -1,102 +0,0 @@ -""" -Calculate importance scores per node in an ROI. - -As used in: -"Quantifying Explainers of Graph Neural Networks in Computational Pathology", - Jaume et al, CVPR, 2021. -""" - -from typing import List, Optional, Dict, Tuple, DefaultDict - -from tqdm import tqdm -from numpy import average -from torch import FloatTensor -from torch.cuda import is_available -from dgl import DGLGraph -from pandas import Series - -from spatialprofilingtoolbox.cggnn.cg_gnn_helper import IMPORTANCES, INDICES -from spatialprofilingtoolbox.cggnn.histocartography.util import CellGraphModel, set_seeds -from spatialprofilingtoolbox.cggnn.histocartography.util.interpretability import (BaseExplainer, GraphLRPExplainer, GraphGradCAMExplainer, - GraphGradCAMPPExplainer, GraphPruningExplainer) -from spatialprofilingtoolbox.cggnn.histocartography.train import infer_with_model - -IS_CUDA = is_available() -DEVICE = 'cuda:0' if IS_CUDA else 'cpu' - - -def calculate_importance(cell_graphs: List[DGLGraph], - model: CellGraphModel, - explainer_model: str, - random_seed: Optional[int] = None - ) -> List[DGLGraph]: - """Calculate the importance for all cells in every graph.""" - explainer: BaseExplainer - explainer_model = explainer_model.lower().strip() - if explainer_model in {'lrp', 'graphlrpexplainer'}: - explainer = GraphLRPExplainer(model=model) - elif explainer_model in {'cam', 'gradcam', 'graphgradcamexplainer'}: - explainer = GraphGradCAMExplainer(model=model) - elif explainer_model in {'pp', 'campp', 'gradcampp', 'graphgradcamppexplainer'}: - explainer = GraphGradCAMPPExplainer(model=model) - elif explainer_model in {'pruning', 'gnn', 'graphpruningexplainer'}: - explainer = GraphPruningExplainer(model=model) - else: - raise ValueError("explainer_model not recognized.") - - if random_seed is not None: - set_seeds(random_seed) - - # Set model to train so it'll let us do backpropogation. - # This shouldn't be necessary since we don't want the model to change at all while running the - # explainer. In fact, it isn't necessary when running the original histocartography code, but - # in this version of python and torch, it results in a can't-backprop-in-eval error in torch - # because calculating the weights requires backprop-ing to get the backward_hook. - # TODO: Fix this. - model = model.train() - - # Calculate the importance scores for every graph - for graph in tqdm(cell_graphs): - importance_scores, _ = explainer.process(graph.to(DEVICE)) - graph.ndata[IMPORTANCES] = FloatTensor(importance_scores) - - return cell_graphs - - -def unify_importance_across(graphs_by_specimen: List[List[DGLGraph]], - model: CellGraphModel, - random_seed: Optional[int] = None - ) -> Dict[int, float]: - """Merge importance values for all cells in all ROIs in all specimens.""" - if random_seed is not None: - set_seeds(random_seed) - hs_id_to_importance: Dict[int, float] = {} - for graphs in graphs_by_specimen: - for hs_id, importance in _unify_importance(graphs, model).items(): - if hs_id in hs_id_to_importance: - raise RuntimeError( - 'The same histological structure ID appears in multiple specimens.') - hs_id_to_importance[hs_id] = importance - return hs_id_to_importance - - -def _unify_importance(graphs: List[DGLGraph], model: CellGraphModel) -> Dict[int, float]: - """Merge the importance values for each cell in a specimen.""" - probs = infer_with_model(model, graphs, return_probability=True) - hs_id_to_importances: Dict[int, List[Tuple[float, float]]] = DefaultDict(list) - for i_graph, graph in enumerate(graphs): - for i in range(graph.num_nodes()): - hs_id_to_importances[graph.ndata[INDICES][i].item()].append( - (graph.ndata[IMPORTANCES][i], max(probs[i_graph, ]))) - hs_id_to_importance: Dict[int, float] = {} - for hs_id, importance_confidences in hs_id_to_importances.items(): - hs_id_to_importance[hs_id] = average([ic[0] for ic in importance_confidences], - weights=[ic[1] for ic in importance_confidences]) - return hs_id_to_importance - - -def save_importances(hs_id_to_importance: Dict[int, float], out_directory: str) -> None: - """Save importance scores per histological structure to CSV.""" - s = Series(hs_id_to_importance).sort_index() - s.name = 'importance' - s.to_csv(out_directory) diff --git a/spatialprofilingtoolbox/cggnn/histocartography/separability.py b/spatialprofilingtoolbox/cggnn/histocartography/separability.py deleted file mode 100644 index 2609cfb8b..000000000 --- a/spatialprofilingtoolbox/cggnn/histocartography/separability.py +++ /dev/null @@ -1,456 +0,0 @@ -""" -Explain a cell graph (CG) prediction using a pretrained CG-GNN and a graph explainer. - -As used in: -"Quantifying Explainers of Graph Neural Networks in Computational Pathology", - Jaume et al, CVPR, 2021. -""" - -from os import makedirs -from os.path import join -from itertools import combinations, compress -from re import sub -from typing import List, Optional, Tuple, Dict, Union, Any - -from torch.cuda import is_available -from dgl import DGLGraph -from sklearn.preprocessing import minmax_scale -from sklearn.metrics import auc -from numpy import (empty, argsort, array, max, concatenate, reshape, histogram, corrcoef, mean, - ones, all, unique, sort, inf) -from numpy.typing import NDArray -from scipy.stats import wasserstein_distance -from scipy.ndimage.filters import uniform_filter1d -from pandas import DataFrame, Index -from matplotlib.pyplot import plot, title, savefig, legend, clf - -from spatialprofilingtoolbox.cggnn.cg_gnn_helper import DGLGraphData, FEATURES, IMPORTANCES -from spatialprofilingtoolbox.cggnn.histocartography.util import CellGraphModel -from spatialprofilingtoolbox.cggnn.histocartography.train import infer_with_model - - -IS_CUDA = is_available() -DEVICE = 'cuda:0' if IS_CUDA else 'cpu' - - -def calculate_separability(graphs_data: List[DGLGraphData], - model: CellGraphModel, - feature_names: List[str], - label_to_result: Optional[Dict[int, str]] = None, - prune_misclassified: bool = True, - concept_grouping: Optional[Dict[str, List[str]]] = None, - risk: Optional[NDArray[Any]] = None, - pathological_prior: Optional[NDArray[Any]] = None, - out_directory: Optional[str] = None, - random_seed: Optional[int] = None - ) -> Tuple[DataFrame, DataFrame, - Dict[Union[Tuple[int, int], Tuple[str, str]], DataFrame]]: - """Generate separability scores for each concept.""" - # Get the importance scores, labels, and features from all cell graphs - graphs: List[DGLGraph] = [] - importance_scores: List[NDArray] = [] - labels: List[int] = [] - features: List[NDArray] = [] - for g in graphs_data: - if g.label is not None: - graphs.append(g.graph) - importance_scores.append(g.graph.ndata[IMPORTANCES]) - labels.append(g.label) - features.append(g.graph.ndata[FEATURES]) - assert features[0].shape[1] == len(feature_names) - - classes = sort(unique(labels)).tolist() - if max(labels) + 1 != len(classes): - raise ValueError('Class missing from assigned labels. Ensure that your labels are ' - 'zero-indexed and that at least one example from every class is present ' - 'in your dataset.') - - # Fetch graph concepts and classes/labels - if risk is None: - risk = ones(len(classes)) / len(classes) - else: - assert len(risk) == len(classes) - - if prune_misclassified: - mask = _misclassified([g.graph for g in graphs_data], labels, model, random_seed) - importance_scores = list(compress(importance_scores, mask)) - features = list(compress(features, mask)) - labels = list(compress(labels, mask)) - - # Compute separability scores - least_cells = features[0].shape[0] - for graph_attribute in features: - if graph_attribute.shape[0] < least_cells: - least_cells = graph_attribute.shape[0] - separability_calculator = AttributeSeparability( - classes, list(range(1, least_cells, max((1, round(least_cells/100)))))) - separability_scores, all_histograms, k_max_dist = separability_calculator.process( - importance_list=importance_scores, - attribute_list=features, - label_list=labels, - feature_names=feature_names - ) - - # Plot histograms - if out_directory is not None: - out_directory = join(out_directory, 'separability') - makedirs(out_directory, exist_ok=True) - for i, attribute_name in enumerate(feature_names): - _plot_histogram(all_histograms, out_directory, i, attribute_name, - k=25 if 25 in all_histograms else max(tuple(all_histograms.keys()))) - - # Compute final qualitative metrics - if concept_grouping is None: - # If not explicitly provided, each attribute will be its own concept - concept_grouping = {cn: [cn] for cn in feature_names} - metric_analyser = SeparabilityAggregator( - separability_scores, concept_grouping) - df_aggregated = DataFrame({ - 'average': metric_analyser.compute_average_separability_score(risk), - 'maximum': metric_analyser.compute_max_separability_score(risk) - }) - if pathological_prior is not None: - df_aggregated['correlation'] = metric_analyser.compute_correlation_separability_score( - risk, pathological_prior) - if all(risk == risk[0]): - df_aggregated.drop('agg_with_risk', axis=0, inplace=True) - - dfs_k_max_distance: Dict[Tuple[int, int], DataFrame] = {} - for class_pair, k_data in k_max_dist.items(): - dfs_k_max_distance[class_pair] = DataFrame( - {'k': [dat[0] for dat in k_data.values()], - 'dist': [dat[1] for dat in k_data.values()]}, - index=[feature_names[i] for i in k_data.keys()]) - - df_seperability_by_concept = DataFrame(metric_analyser.separability_scores) - - if label_to_result is not None: - df_seperability_by_concept.columns = [ - _class_pair_rephrase(class_pair, label_to_result) for class_pair in - df_seperability_by_concept.columns.values] - df_aggregated.set_index(Index( - (_class_pair_rephrase(class_pair, label_to_result) - if isinstance(class_pair, tuple) else class_pair - ) for class_pair in df_aggregated.index.values), inplace=True) - dfs_k_max_distance = {_class_pair_rephrase( - class_pair, label_to_result): df for class_pair, df in dfs_k_max_distance.items()} - - return df_seperability_by_concept, df_aggregated, dfs_k_max_distance - - -class AttributeSeparability: - """Process and show the separability between attributes in the model.""" - - def __init__( - self, - classes: List[int], - keep_nuclei: List[int] = [5, 10, 15, 20, 25, 30, 35, 40, 45, 50] - ) -> None: - """Construct an instance of AttributeSeparability. - - Args: - classes (List[int]): Classifications. - keep_nuclei (List[int]): Number of nuclei to retain each time. - Default to [5, 10, 15, 20, 25, 30, 35, 40, 45, 50]. - """ - self.keep_nuclei_list = keep_nuclei - self.n_keep_nuclei = len(self.keep_nuclei_list) - self.classes = classes - self.n_classes = len(self.classes) - self.class_pairs = list(combinations(self.classes, 2)) - self.n_class_pairs = len(self.class_pairs) - - def process( - self, - importance_list: List[NDArray], - attribute_list: List[NDArray], - label_list: List[int], - feature_names: List[str] - ) -> Tuple[Dict[Tuple[int, int], Dict[str, float]], - Dict[int, Dict[int, NDArray]], - Dict[Tuple[int, int], Dict[int, Tuple[int, float]]]]: - """Derive metrics based on the explainer importance scores and nuclei-level concepts. - - Args: - importance_list (List[NDArray]): Cell importance scores output by explainers. - attribute_list (List[NDArray]): Cell-level attributes (later grouped into concepts). - label_list (List[int]): Labels. - """ - # 1. extract number of concepts - n_attrs = attribute_list[0].shape[1] - - # 2. min max normalize the importance scores - importance_list = self.normalize_node_importance( - importance_list) - - # 3. extract all the histograms - all_histograms = self._compute_attr_histograms( - importance_list, attribute_list, label_list, n_attrs) - - # 4. compute the Wasserstein distance for all the class pairs - all_distances = self._compute_hist_distances(all_histograms, n_attrs) - - # 5. compute the AUC over the #k: output will be Omega x #c - # Addition: find the k-value with the max distance - all_aucs: Dict[Tuple[int, int], Dict[str, float]] = {} - k_max_dist: Dict[Tuple[int, int], Dict[int, Tuple[int, float]]] = {} - for class_pair_id in range(self.n_class_pairs): - all_aucs[self.class_pairs[class_pair_id]] = {} - k_max_dist[self.class_pairs[class_pair_id]] = {} - for attr_id in range(n_attrs): - attr_name = feature_names[attr_id] - all_aucs[self.class_pairs[class_pair_id]][attr_name] = auc( - array(self.keep_nuclei_list) / - max(self.keep_nuclei_list), - all_distances[:, class_pair_id, attr_id] - ) - - k_max = self.keep_nuclei_list[0] - max_dist = all_distances[k_max, class_pair_id, attr_id] - for i, k in enumerate(self.keep_nuclei_list): - dist = all_distances[i, class_pair_id, attr_id] - if dist > max_dist: - k_max = k - max_dist = dist - k_max_dist[self.class_pairs[class_pair_id] - ][attr_id] = (k_max, max_dist) - - return all_aucs, all_histograms, k_max_dist - - def _compute_hist_distances( - self, - all_histograms: Dict, - n_attr: int - ) -> NDArray: - """Compute all the pair-wise histogram distances. - - Args: - all_histograms (Dict): all the histograms. - n_concepts (int): number of concepts. - """ - all_distances = empty( - (self.n_keep_nuclei, self.n_class_pairs, n_attr)) - for k_id, k in enumerate(self.keep_nuclei_list): - omega = 0 - for tx in range(self.n_classes): - for ty in range(self.n_classes): - if tx < ty: - for attr_id in range(n_attr): - all_distances[k_id, omega, attr_id] = wasserstein_distance( - all_histograms[k][tx][attr_id], - all_histograms[k][ty][attr_id] - ) - omega += 1 - return all_distances - - def _compute_attr_histograms( - self, - importance_list: List[NDArray], - attribute_list: List[NDArray], - label_list: List[int], - n_attrs: int - ) -> Dict[int, Dict[int, NDArray]]: - """Compute histograms for all the attributes. - - Args: - importance_list (List[NDArray]): Cell importance scores output by explainers. - attribute_list (List[NDArray]): Cell-level attributes. - label_list (List[int]): Labels. - Returns: - all_histograms (Dict[int, Dict[int, NDArray]]): Dict with all the histograms - for each thresh k (as key), - tumor type (as key) and - attributes (as np array). - """ - all_histograms: Dict[int, Dict[int, NDArray]] = {} - for k in self.keep_nuclei_list: - all_histograms[k] = {} - - attrs = [c[argsort(s)[-k:]] - for c, s in zip(attribute_list, importance_list)] - attrs = concatenate(attrs, axis=0) # (#samples x k) x #attrs - attrs[attrs == inf] = 0 # ensure no weird values in attributes - attrs = minmax_scale(attrs) - # #samples x k x #attrs - attrs = reshape(attrs, (-1, k, n_attrs)) - attrs = list(attrs) - - for t in range(self.n_classes): - - # i. extract the samples of type t - selected_attrs = [a for l, a in zip( - label_list, attrs) if l == t] - if len(selected_attrs) == 0: - raise RuntimeError(f'Missing samples of class {t}') - selected_attrs = concatenate(selected_attrs, axis=0) - - # iii. build the histogram for all the attrs (dim = #nuclei x attr_types) - all_histograms[k][t] = array( - [self.build_hist(selected_attrs[:, attr_id]) - for attr_id in range(selected_attrs.shape[1])] - ) - return all_histograms - - @staticmethod - def normalize_node_importance(node_importance: List[NDArray]) -> List[NDArray]: - """Normalize node importance. Min-max normalization on each sample. - - Args: - node_importance (List[NDArray]): node importance output by an explainer. - Returns: - node_importance (List[NDArray]): Normalized node importance. - """ - node_importance = [minmax_scale(x) for x in node_importance] - return node_importance - - @staticmethod - def build_hist(concept_values: NDArray, num_bins: int = 100) -> NDArray: - """Build a 1D histogram using the concept_values. - - Args: - concept_values (NDArray): All the nuclei-level values for a concept. - num_bins (int): Number of bins in the histogram. Default to 100. - Returns: - hist (NDArray): Histogram - """ - hist, _ = histogram( - concept_values, bins=num_bins, range=(0., 1.), density=True) - return hist - - -class SeparabilityAggregator: - """Aggregation of separability metrics.""" - - def __init__( - self, - separability_scores: Dict[Tuple[int, int], Dict[str, float]], - concept_grouping: Dict[str, List[str]] - ) -> None: - """Construct an instance of SeparabilityAggregator. - - Args: - separability_score (Dict[Dict][float]): Separability score for all the class pairs - (as key) and attributes (as key). - """ - self.separability_scores = self._group_separability_scores( - separability_scores, concept_grouping) - - def _group_separability_scores(self, - sep_scores: Dict[Tuple[int, int], Dict[str, float]], - concept_grouping: Dict[str, List[str]] - ) -> Dict[Tuple[int, int], Dict[str, float]]: - """Group the individual attribute-wise separability scores according to the given concepts. - - Args: - sep_scores (Dict[Tuple[int, int], Dict[str, float]]): Separability scores - Returns: - grouped_sep_scores (Dict[int, Dict[str, float]]): Grouped separability scores - """ - grouped_sep_scores: Dict[Tuple[int, int], Dict[str, float]] = {} - - for class_pair, class_pair_val in sep_scores.items(): - grouped_sep_scores[class_pair] = {} - for concept_key, concept_attrs in concept_grouping.items(): - val = sum([class_pair_val[attr] - for attr in concept_attrs]) / len(concept_attrs) - grouped_sep_scores[class_pair][concept_key] = val - return grouped_sep_scores - - def compute_max_separability_score(self, risk: NDArray) -> Dict[Union[Tuple[int, int], str], - float]: - """Compute max separability score for each class pair and aggregate w/ and w/o risk. - - Returns: - max_sep_score (Dict[Union[Tuple[int, int], str], float]): Maximum separability score. - """ - max_sep_score: Dict[Union[Tuple[int, int], str], float] = {} - for class_pair, class_pair_val in self.separability_scores.items(): - max_sep_score[class_pair] = max( - [val for _, val in class_pair_val.items()]) - max_sep_score['agg_with_risk'] = sum( - array([val for _, val in max_sep_score.items()]) * - risk - ) - max_sep_score['agg'] = sum( - [val for key, val in max_sep_score.items() if isinstance(key, tuple)]) - return max_sep_score - - def compute_average_separability_score(self, risk: NDArray) -> Dict[Union[Tuple[int, int], - str], float]: - """Compute average separability score for each class pair and aggregate w/ and w/o risk. - - Returns: - avg_sep_score (Dict[Union[Tuple[int, int], str], float]): Average separability score. - """ - avg_sep_score: Dict[Union[Tuple[int, int], str], float] = {} - for class_pair, class_pair_val in self.separability_scores.items(): - avg_sep_score[class_pair] = mean( - array([val for _, val in class_pair_val.items()])) - avg_sep_score['agg_with_risk'] = sum( - array([val for _, val in avg_sep_score.items()]) * - risk - ) - avg_sep_score['agg'] = sum( - [val for key, val in avg_sep_score.items() if isinstance(key, tuple)]) - return avg_sep_score - - def compute_correlation_separability_score(self, - risk: NDArray, - pathological_prior: NDArray - ) -> Dict[Union[Tuple[int, int], str], float]: - """Compute correlation separability score between the prior and the concept-wise scores. - - Returns: - corr_sep_score (Dict[Union[Tuple[int, int], str], float]): Correlation sep score. - """ - sep_scores = DataFrame.from_dict( - self.separability_scores).to_numpy() - class_pairs = list(self.separability_scores.keys()) - sep_scores = minmax_scale(sep_scores) - corrs: Dict[Union[Tuple[int, int], str], float] = {} - for i_class_pair in range(sep_scores.shape[1]): - corr_sep_score = corrcoef( - pathological_prior[:, i_class_pair], sep_scores[:, i_class_pair]) - corrs[class_pairs[i_class_pair]] = corr_sep_score[1, 0] - corrs['agg_with_risk'] = sum( - array([val for _, val in corrs.items()]) * - risk - ) - corrs['agg'] = sum( - [val for key, val in corrs.items() if isinstance(key, tuple)]) - return corrs - - -def _plot_histogram(all_histograms: Dict[int, Dict[int, NDArray]], - save_path: str, - attr_id: int, - attr_name: str, - k: int = 25, - smoothing: bool = True) -> None: - """Create histogram for a single attribute.""" - x = array(list(range(100))) - for i, histogram in all_histograms[k].items(): - plot(x, uniform_filter1d( - histogram[attr_id], size=5) if smoothing else histogram[attr_id], label=f'Class {i}') - - title(attr_name) - legend() - savefig(join(save_path, sub(r'[^\w\-_\. ]', '', attr_name) + '.png')) - clf() - - -def _misclassified(cell_graphs: List[DGLGraph], - cell_graph_labels: List[int], - model: CellGraphModel, - random_seed: Optional[int] = None - ) -> List[bool]: - """Identify which samples are misclassified.""" - return (array(cell_graph_labels) == infer_with_model(model, - cell_graphs, - random_seed=random_seed)).tolist() - - -def _class_pair_rephrase(class_pair: Tuple[int, int], - label_to_result: Dict[int, str]) -> Tuple[str, str]: - """Convert an int class pair to a tuple class pair.""" - return tuple(label_to_result[label] for label in class_pair) diff --git a/spatialprofilingtoolbox/cggnn/histocartography/train.py b/spatialprofilingtoolbox/cggnn/histocartography/train.py deleted file mode 100644 index 168ea6577..000000000 --- a/spatialprofilingtoolbox/cggnn/histocartography/train.py +++ /dev/null @@ -1,328 +0,0 @@ -"""Train CG-GNN models.""" - -from os import makedirs, listdir -from os.path import exists, join -from typing import Callable, List, Tuple, Optional, Any, Dict - -from numpy import array -from numpy.typing import NDArray -from torch import save, load, no_grad, argmax, cat # type: ignore -from torch.cuda import is_available -from torch.optim import Adam, Optimizer -from torch.nn import CrossEntropyLoss -from torch.nn.functional import softmax -from torch.utils.data import DataLoader -from sklearn.metrics import accuracy_score, f1_score, classification_report # type: ignore -from dgl import DGLGraph -from tqdm import tqdm - -from spatialprofilingtoolbox.cggnn.cg_gnn_helper import DGLGraphData, CGDataset, create_datasets, create_dataset, create_training_dataloaders, collate -from spatialprofilingtoolbox.cggnn.histocartography.util import CellGraphModel, set_seeds, instantiate_model -from spatialprofilingtoolbox.cggnn.histocartography.util.constants import DEFAULT_GNN_PARAMETERS, DEFAULT_CLASSIFICATION_PARAMETERS - -# cuda support -IS_CUDA = is_available() -DEVICE = 'cuda:0' if IS_CUDA else 'cpu' - - -def train(graphs_data: List[DGLGraphData], - output_directory: str, - in_ram: bool = True, - epochs: int = 10, - learning_rate: float = 1e-3, - batch_size: int = 1, - k_folds: int = 0, - random_seed: Optional[int] = None, - gnn_parameters: Dict[str, Any] = DEFAULT_GNN_PARAMETERS, - classification_parameters: Dict[str, Any] = DEFAULT_CLASSIFICATION_PARAMETERS - ) -> CellGraphModel: - """Train CG-GNN.""" - output_directory = _set_save_path(output_directory) - - if random_seed is not None: - set_seeds(random_seed) - - # make datasets (train, validation & test) - train_dataset, validation_dataset, test_dataset, kfold = create_datasets( - graphs_data, in_ram, k_folds) - - # declare model - model = instantiate_model(graphs_data, - gnn_parameters=gnn_parameters, - classification_parameters=classification_parameters) - - # build optimizer - optimizer = Adam(model.parameters(), - lr=learning_rate, - weight_decay=5e-4) - - # define loss function - loss_fn = CrossEntropyLoss() - - # training loop - step: int = 0 - best_validation_loss: float = 10e5 - best_validation_accuracy: float = 0. - best_validation_weighted_f1_score: float = 0. - for epoch in range(epochs): - - folds: List[Tuple[Optional[Any], Optional[Any]]] = list( - kfold.split(train_dataset)) if (kfold is not None) else [(None, None)] - - for fold, (train_ids, test_ids) in enumerate(folds): - - # Determine whether to k-fold and if so how - train_dataloader, validation_dataloader = create_training_dataloaders( - train_ids, test_ids, train_dataset, validation_dataset, batch_size) - - # A.) train for 1 epoch - model = model.to(DEVICE) - model, step = _train_step( - model, train_dataloader, loss_fn, optimizer, epoch, fold, step) - - # B.) validate - model = _validation_step( - model, validation_dataloader, loss_fn, output_directory, epoch, fold, step, - best_validation_loss, best_validation_accuracy, best_validation_weighted_f1_score) - - # testing loop - if test_dataset is not None: - model = _test_model(model, test_dataset, batch_size, loss_fn, output_directory, step) - - return model - - -def _set_save_path(output_directory: str) -> str: - """Generate model path if we need to duplicate it and set path to save checkpoints.""" - output_directory = join(output_directory, 'model') - if exists(output_directory): - increment = 2 - while exists(output_directory + f'_{increment}'): - increment += 1 - output_directory += f'_{increment}' - makedirs(output_directory, exist_ok=False) - return output_directory - - -def _train_step(model: CellGraphModel, - train_dataloader: DataLoader, - loss_fn: Callable, - optimizer: Optimizer, - epoch: int, - fold: int, - step: int - ) -> Tuple[CellGraphModel, int]: - """Train for 1 epoch/fold.""" - model.train() - for batch in tqdm(train_dataloader, desc=f'Epoch training {epoch}, fold {fold}', unit='batch'): - - # 1. forward pass - labels = batch[-1] - data = batch[:-1] - logits = model(*data) - - # 2. backward pass - loss = loss_fn(logits, labels) - optimizer.zero_grad() - loss.backward() - optimizer.step() - - # 4. increment step - step += 1 - - return model, step - - -def _validation_step(model: CellGraphModel, - validation_dataloader: DataLoader, - loss_fn: Callable, - model_path: str, - epoch: int, - fold: int, - step: int, - best_validation_loss: float, - best_validation_accuracy: float, - best_validation_weighted_f1_score: float - ) -> CellGraphModel: - """Run validation step.""" - model.eval() - all_validation_logits = [] - all_validation_labels = [] - for batch in tqdm(validation_dataloader, desc=f'Epoch validation {epoch}, fold {fold}', - unit='batch'): - labels = batch[-1] - data = batch[:-1] - with no_grad(): - logits = model(*data) - all_validation_logits.append(logits) - all_validation_labels.append(labels) - - all_validation_logits = cat(all_validation_logits).cpu() - all_validation_predictions = argmax(all_validation_logits, dim=1) - all_validation_labels = cat(all_validation_labels).cpu() - - # compute & store loss + model - with no_grad(): - loss = loss_fn(all_validation_logits, all_validation_labels).item() - if loss < best_validation_loss: - best_validation_loss = loss - save(model.state_dict(), join(model_path, 'model_best_validation_loss.pt')) - - # compute & store accuracy + model - all_validation_predictions = all_validation_predictions.detach().numpy() - all_validation_labels = all_validation_labels.detach().numpy() - accuracy = accuracy_score(all_validation_labels, all_validation_predictions) - if accuracy > best_validation_accuracy: - best_validation_accuracy = accuracy - save(model.state_dict(), join(model_path, 'model_best_validation_accuracy.pt')) - - # compute & store weighted f1-score + model - weighted_f1_score = f1_score( - all_validation_labels, all_validation_predictions, average='weighted') - if weighted_f1_score > best_validation_weighted_f1_score: - best_validation_weighted_f1_score = weighted_f1_score - save(model.state_dict(), join(model_path, 'model_best_validation_weighted_f1_score.pt')) - - print(f'Validation loss {loss}') - print(f'Validation weighted F1 score {weighted_f1_score}') - print(f'Validation accuracy {accuracy}') - - return model - - -def _test_model(model: CellGraphModel, - test_dataset: CGDataset, - batch_size: int, - loss_fn: Callable, - model_path: str, - step: int - ) -> CellGraphModel: - model.eval() - test_dataloader = DataLoader( - test_dataset, - batch_size=batch_size, - shuffle=True, - collate_fn=collate - ) - - max_acc = -1. - max_acc_model_checkpoint = {} - - for metric in ['best_validation_loss', 'best_validation_accuracy', - 'best_validation_weighted_f1_score']: - - print(f'\n*** Start testing w/ {metric} model ***') - - model_name = [f for f in listdir(model_path) if f.endswith(".pt") and metric in f][0] - checkpoint = load(join(model_path, model_name)) - model.load_state_dict(checkpoint) - - all_test_logits = [] - all_test_labels = [] - for batch in tqdm(test_dataloader, desc=f'Testing: {metric}', unit='batch'): - labels = batch[-1] - data = batch[:-1] - with no_grad(): - logits = model(*data) - all_test_logits.append(logits) - all_test_labels.append(labels) - - all_test_logits = cat(all_test_logits).cpu() - all_test_preds = argmax(all_test_logits, dim=1) - all_test_labels = cat(all_test_labels).cpu() - - # compute & store loss - with no_grad(): - loss = loss_fn(all_test_logits, all_test_labels).item() - - # compute & store accuracy - all_test_preds = all_test_preds.detach().numpy() - all_test_labels = all_test_labels.detach().numpy() - accuracy = accuracy_score(all_test_labels, all_test_preds) - if accuracy > max_acc: - max_acc = accuracy - max_acc_model_checkpoint = checkpoint - - # compute & store weighted f1-score - weighted_f1_score = f1_score(all_test_labels, all_test_preds, average='weighted') - - # compute and store classification report - report = classification_report(all_test_labels, all_test_preds, digits=4) - out_path = join(model_path, 'classification_report.txt') - with open(out_path, "w", encoding='utf-8') as f: - f.write(report) - - print(f'Test loss {loss}') - print(f'Test weighted F1 score {weighted_f1_score}') - print(f'Test accuracy {accuracy}') - - model.load_state_dict(max_acc_model_checkpoint) - return model - - -def infer_with_model(model: CellGraphModel, - cell_graphs: List[DGLGraph], - in_ram: bool = True, - batch_size: int = 1, - return_probability: bool = False, - random_seed: Optional[int] = None - ) -> NDArray: - """Given a model, infer their classes.""" - if random_seed is not None: - set_seeds(random_seed) - model = model.eval() - - # make test data loader - dataset = create_dataset(cell_graphs, None, in_ram) - assert dataset is not None - dataloader = DataLoader(dataset, batch_size=batch_size, collate_fn=collate) - - # start testing - all_test_logits = [] - for data in tqdm(dataloader, desc='Testing', unit='batch'): - with no_grad(): - logits = model(*data) - all_test_logits.append(logits) - - coalesce_function = softmax if return_probability else argmax - return coalesce_function(cat(all_test_logits).cpu(), - dim=1).detach().numpy() - - -def infer(cell_graphs: List[DGLGraphData], - model_checkpoint_path: str, - in_ram: bool = True, - batch_size: int = 1, - random_seed: Optional[int] = None, - gnn_params: Dict[str, Any] = DEFAULT_GNN_PARAMETERS, - classification_params: Dict[str, Any] = DEFAULT_CLASSIFICATION_PARAMETERS - ) -> None: - """Test CG-GNN. - - Args: - args (Namespace): parsed arguments. - """ - # declare model and load weights - model = instantiate_model(cell_graphs, - gnn_parameters=gnn_params, - classification_parameters=classification_params, - model_checkpoint_path=model_checkpoint_path) - - # print # of parameters - pytorch_total_params = sum(p.numel() for p in model.parameters() if p.requires_grad) - print(pytorch_total_params) - - all_test_preds = infer_with_model(model, - [g.graph for g in cell_graphs], - in_ram, - batch_size, - random_seed=random_seed) - all_test_labels = array(g.label for g in cell_graphs) - - accuracy = accuracy_score(all_test_labels, all_test_preds) - weighted_f1_score = f1_score(all_test_labels, all_test_preds, average='weighted') - report = classification_report(all_test_labels, all_test_preds) - - print(f'Test weighted F1 score {weighted_f1_score}') - print(f'Test accuracy {accuracy}') - print(f'Test classification report {report}') diff --git a/spatialprofilingtoolbox/cggnn/histocartography/util/__init__.py b/spatialprofilingtoolbox/cggnn/histocartography/util/__init__.py deleted file mode 100644 index 8cdc7ab42..000000000 --- a/spatialprofilingtoolbox/cggnn/histocartography/util/__init__.py +++ /dev/null @@ -1,4 +0,0 @@ -"""Utility functions for the CG-GNN pipeline.""" - -from spatialprofilingtoolbox.cggnn.histocartography.util.ml import CellGraphModel -from spatialprofilingtoolbox.cggnn.histocartography.util.util import instantiate_model, set_seeds diff --git a/spatialprofilingtoolbox/cggnn/histocartography/util/constants.py b/spatialprofilingtoolbox/cggnn/histocartography/util/constants.py deleted file mode 100644 index aebe8342c..000000000 --- a/spatialprofilingtoolbox/cggnn/histocartography/util/constants.py +++ /dev/null @@ -1,24 +0,0 @@ -"""Consistent names for dict field strings.""" - -DEFAULT_GNN_PARAMETERS = { - 'layer_type': "pna_layer", - 'output_dim': 64, - 'num_layers': 3, - 'readout_op': "lstm", - 'readout_type': "mean", - 'aggregators': "mean max min std", - 'scalers': "identity amplification attenuation", - 'avg_d': 4, - 'dropout': 0., - 'graph_norm': True, - 'batch_norm': True, - 'towers': 1, - 'pretrans_layers': 1, - 'posttrans_layers': 1, - 'divide_input': False, - 'residual': False -} -DEFAULT_CLASSIFICATION_PARAMETERS = { - 'num_layers': 2, - 'hidden_dim': 128 -} diff --git a/spatialprofilingtoolbox/cggnn/histocartography/util/interpretability/__init__.py b/spatialprofilingtoolbox/cggnn/histocartography/util/interpretability/__init__.py deleted file mode 100644 index 8e6f8f5ad..000000000 --- a/spatialprofilingtoolbox/cggnn/histocartography/util/interpretability/__init__.py +++ /dev/null @@ -1,14 +0,0 @@ -"""Different methods of interpreting the GNN.""" - -from .base_explainer import BaseExplainer -from .grad_cam import GraphGradCAMExplainer, GraphGradCAMPPExplainer -from .graph_pruning_explainer import GraphPruningExplainer -from .lrp_gnn_explainer import GraphLRPExplainer - -__all__ = [ - 'BaseExplainer', - 'GraphGradCAMExplainer', - 'GraphGradCAMPPExplainer', - 'GraphPruningExplainer', - 'GraphLRPExplainer' -] diff --git a/spatialprofilingtoolbox/cggnn/histocartography/util/interpretability/base_explainer.py b/spatialprofilingtoolbox/cggnn/histocartography/util/interpretability/base_explainer.py deleted file mode 100644 index e2e6520d7..000000000 --- a/spatialprofilingtoolbox/cggnn/histocartography/util/interpretability/base_explainer.py +++ /dev/null @@ -1,34 +0,0 @@ -"""Base explainer.""" - -from typing import Optional -import torch - -from ..pipeline import PipelineStep - - -class BaseExplainer(PipelineStep): - """Base pipelines step.""" - - def __init__( - self, - model: Optional[torch.nn.Module] = None, - **kwargs - ) -> None: - """Abstract class that defines an explainer. - - Args: - model_path (Optional[str], optional): Model path to pre-trained model. The path can be - local or an MLflow URL. Defaults to None. - model (Optional[torch.nn.Module], optional): PyTorch model to use. Defaults to None. - """ - super().__init__(**kwargs) - - # look for GPU - self.cuda = torch.cuda.is_available() - self.device = torch.device("cuda:0" if self.cuda else "cpu") - - # set model - self.model = model - self.model.eval() - self.model = self.model.to(self.device) - self.model.zero_grad() diff --git a/spatialprofilingtoolbox/cggnn/histocartography/util/interpretability/grad_cam.py b/spatialprofilingtoolbox/cggnn/histocartography/util/interpretability/grad_cam.py deleted file mode 100644 index f5182ff6f..000000000 --- a/spatialprofilingtoolbox/cggnn/histocartography/util/interpretability/grad_cam.py +++ /dev/null @@ -1,315 +0,0 @@ -"""GradCAM family of interpretation mechanisms.""" - -from typing import List, Tuple, Union - -import dgl -import numpy as np -import torch -import torch.nn.functional as F - -from .base_explainer import BaseExplainer -from ..util import copy_graph - -EPS = 10e-7 - - -class BaseCAM(object): - """Base CAM explainer module.""" - - def __init__(self, model: torch.nn.Module, conv_layers: List[str]) -> None: - """Construct an instance of BaseCAM. - - Args: - model (torch.nn.Module): Input model. - conv_layer (List[str]): List of tensor names to compute activations on. - """ - self.model = model - self.forward_hook = list() - self.backward_hook = list() - self.hook_handles = list() - - # Forward hooks - for conv_layer in conv_layers: - if not hasattr(model, conv_layer): - raise ValueError( - f"Unable to find submodule {conv_layers} in the model") - self.hook_handles.append( - self.model._modules.get(conv_layer).register_forward_hook( - self._set_forward_hook)) - # Backward hooks - for conv_layer in conv_layers: - self.hook_handles.append( - self.model._modules.get(conv_layer).register_backward_hook( - self._set_backward_hook)) - # Enable hooks - self._hooks_enabled = True - # Should ReLU be used before normalization - self._relu = True - # Model output is used by the extractor - self._score_used = False - - def _set_forward_hook(self, module, input, output): - """Set hook activations (forward hook).""" - if self._hooks_enabled: - self.forward_hook.append(output.data) - - def _set_backward_hook(self, module, input, output): - """Set hook gradient (backward hook).""" - if self._hooks_enabled: - self.backward_hook.append(output[0].data) - - def clear_hooks(self): - """Clear model hooks.""" - for handle in self.hook_handles: - handle.remove() - - @staticmethod - def _normalize(cams): - """CAM normalization.""" - cams -= cams.min(0).values - cams /= cams.max(0).values + EPS - return cams - - def _get_weights(self, class_idx, scores=None): - raise NotImplementedError - - def _precheck(self, class_idx, scores): - """Check for invalid computation cases.""" - # Check that forward has already occurred - if not self.forward_hook: - raise AssertionError( - "Inputs need to be forwarded in the model for the conv features to be hooked" - ) - - # Check class_idx value - if class_idx < 0: - raise ValueError("Incorrect `class_idx` argument value") - - # Check scores arg - if self._score_used and not isinstance(scores, torch.Tensor): - raise ValueError( - "Model output scores is required to be passed to compute CAMs" - ) - - def __call__(self, class_idx, scores=None, normalized=True): - """Compute CAM for a specified class. - - Args: - class_idx (int): Output class index of the target class whose CAM will be computed. - scores (torch.Tensor[1, K], optional): Forward output scores of the hooked model, i.e., - logits. - normalized (bool, optional): Whether the CAM should be normalized. - - Returns: - torch.Tensor[M, N]: Class activation map of hooked conv layer. - """ - # Integrity check - self._precheck(class_idx, scores) - - # Get map weight - weights = self._get_weights(class_idx, scores) - is_cuda = weights.is_cuda - - # Perform the weighted combination to get the CAM - forwards = torch.stack(self.forward_hook, dim=2) - num_nodes = forwards.squeeze(0).shape[0] - batch_cams = ( - weights.unsqueeze(0).repeat(num_nodes, 1, 1) * forwards.squeeze(0) - ).sum(dim=1) - - if is_cuda: - batch_cams = batch_cams.cuda() - - if self._relu: - batch_cams = F.relu(batch_cams, inplace=True) - - # Normalize the CAM - if normalized: - batch_cams = self._normalize(batch_cams) - - # Average out the different weights of the layers - batch_cams = batch_cams.mean(dim=1) - - return batch_cams - - def __repr__(self): - """Return the name of the class.""" - return f"{self.__class__.__name__}()" - - def _backprop(self, scores, class_idx): - """Backpropagate the loss for a specific output class.""" - if self.forward_hook is None: - raise TypeError( - "Apply forward path before calling backward hook." - ) - - # Backpropagate to get the gradients on the hooked layer - loss = scores[:, class_idx].sum() - self.model.zero_grad() - loss.backward(retain_graph=True) - - -class GradCAM(BaseCAM): - """Class activation map extraction. - - As in "Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization" - . - """ - - def _get_weights(self, class_idx, scores): - """Compute the weight coefficients of the hooked activation maps.""" - # Backpropagate - self._backprop(scores, class_idx) - grads = torch.stack(list(reversed(self.backward_hook)), dim=2) - return grads.mean(axis=0) - - def __call__(self, *args, **kwargs): - """Empty the backward hook list before calling BaseCAM.""" - self.backward_hook = list() - return super().__call__(*args, **kwargs) - - -class GradCAMpp(BaseCAM): - """Class activation map extraction. - - As in "Grad-CAM++: Improved Visual Explanations for Deep Convolutional Networks" - . - """ - - def _get_weights(self, class_idx, scores): - """Compute the weight coefficients of the hooked activation maps.""" - # Backpropagate - self._backprop(scores, class_idx) - - self.backward_hook = list(reversed(self.backward_hook)) - - # Compute alpha - grad_2 = [f.pow(2) for f in self.backward_hook] - grad_3 = [f.pow(3) for f in self.backward_hook] - alpha = [g2 / ( - 2 * g2 + (g3 * a).sum(axis=(0), keepdims=True) + EPS - ) for g2, g3, a in zip(grad_2, grad_3, self.forward_hook) - ] - - weights = [ - a.squeeze_(0).mul_( - torch.relu( - g.squeeze(0))).sum( - axis=(0)) for a, g in zip( - alpha, self.backward_hook)] - weights = torch.stack(weights, dim=1) - - return weights - - def __call__(self, *args, **kwargs): - """Empty the backward hook list before calling BaseCAM.""" - self.backward_hook = list() - return super().__call__(*args, **kwargs) - - -class BaseGraphGradCAMExplainer(BaseExplainer): - """Explain a graph using a GradCAM variant.""" - - def __init__( - self, - gnn_layer_name: List[str] = None, - gnn_layer_ids: List[str] = None, - **kwargs - ) -> None: - """Construct an instance of BaseGraphGradCAMExplainer. - - Args: - gnn_layer_name (List[str]): List of reference layers to use for computing CAM - Default to None. If None tries to automatically infer - from the model. - gnn_layer_ids: (List[str]): List of reference layer IDs to use for computing CAM - Default to None. If None tries to automatically infer - from the model. - """ - super().__init__(**kwargs) - if gnn_layer_name is None and gnn_layer_ids is None: - all_param_names = [ - name for name, - _ in self.model.named_parameters()] - self.gnn_layer_ids = list(filter(lambda x: x.isdigit(), set( - [p.split(".")[2] for p in all_param_names]))) - self.gnn_layer_name = all_param_names[0].split(".")[0] - else: - self.gnn_layer_ids = gnn_layer_ids - self.gnn_layer_name = gnn_layer_name - - assert self.gnn_layer_ids is not None - assert self.gnn_layer_name is not None - - def _process( - self, graph: dgl.DGLGraph, class_idx: Union[None, int, List[int]] = None - ) -> Tuple[np.ndarray, np.ndarray]: - """Compute node importances for a single class. - - Args: - graph (dgl.DGLGraph): Graph to explain. - class_idx (Union[None, int, List[int]]): Class indices (index) to explain. If None - results in using the winning class. If a list is provided, explainer all the class - indices provided. Defaults to None. - - Returns: - node_importance (np.ndarray): Node-level importance scores. - logits (np.ndarray): Prediction logits. - """ - if isinstance(class_idx, int) or class_idx is None: - class_idx = [class_idx] - node_importances, logits = self._process_all(graph, class_idx) - return node_importances, logits - - def _get_extractor(self): - raise NotImplementedError("Abstract class.") - - def _process_all( - self, graph: dgl.DGLGraph, classes: List[int] - ) -> Tuple[np.ndarray, np.ndarray]: - """Compute node importances for all classes. - - Args: - graph (dgl.DGLGraph): Graph to explain - classes (List[int]): Classes to explain - - Returns: - node_importance (np.ndarray): Node-level importance scores - logits (np.ndarray): Prediction logits - """ - graph_copy = copy_graph(graph) - self.extractor = self._get_extractor() - original_logits = self.model(graph_copy) - if isinstance(original_logits, tuple): - original_logits = original_logits[0] - if classes[0] is None: - classes = [original_logits.argmax().item()] - all_class_importances = list() - for class_idx in classes: - node_importance = self.extractor( - class_idx, original_logits, normalized=True - ).cpu() - all_class_importances.append(node_importance) - self.extractor.clear_hooks() - logits = original_logits.cpu().detach().numpy() - node_importances = torch.stack(all_class_importances) - node_importances = node_importances.cpu().detach().squeeze(dim=0).numpy() - return node_importances, logits - - -class GraphGradCAMExplainer(BaseGraphGradCAMExplainer): - """Explain a graph with GradCAM.""" - - def _get_extractor(self): - return GradCAM( - getattr(self.model, self.gnn_layer_name).layers, self.gnn_layer_ids - ) - - -class GraphGradCAMPPExplainer(BaseGraphGradCAMExplainer): - """Explain a graph with GradCAM++.""" - - def _get_extractor(self): - return GradCAMpp( - getattr(self.model, self.gnn_layer_name).layers, self.gnn_layer_ids - ) diff --git a/spatialprofilingtoolbox/cggnn/histocartography/util/interpretability/graph_pruning_explainer.py b/spatialprofilingtoolbox/cggnn/histocartography/util/interpretability/graph_pruning_explainer.py deleted file mode 100644 index d4d6a2fe9..000000000 --- a/spatialprofilingtoolbox/cggnn/histocartography/util/interpretability/graph_pruning_explainer.py +++ /dev/null @@ -1,408 +0,0 @@ -"""Graph pruning GNN interpretation and explaining.""" - -from copy import deepcopy -import importlib -import math - -from tqdm import tqdm -import dgl -from scipy.stats import entropy -import torch -import torch.nn as nn -import torch.optim as optim -import torch.nn.functional as F - -from ..ml.layers.constants import GNN_NODE_FEAT_IN -from .base_explainer import BaseExplainer -from ..util import torch_to_numpy - - -DEVICE = 'cuda:0' if torch.cuda.is_available() else 'cpu' -MODEL_MODULE = 'spatialprofilingtoolbox.cggnn.histocartography.util.ml' - - -class GraphPruningExplainer(BaseExplainer): - """Use graph pruning to explain a GNN.""" - - def __init__( - self, - entropy_loss_weight: float = 1.0, - size_loss_weight: float = 0.05, - ce_loss_weight: float = 10.0, - node_thresh: float = 0.05, - mask_init_strategy: str = "normal", - mask_activation: str = "sigmoid", - num_epochs: int = 500, - lr: float = 0.01, - weight_decay: float = 5e-4, - **kwargs - ) -> None: - """Construct an instance of Graph Pruning Explainer (GNNExplainer). - - Args: - entropy_loss_weight (float): how much weight to put on the - element-wise entropy loss term. - Default to 1.0. - size_loss_weight (float): how much weight to put on the mask - size. Default to 0.05. - ce_loss_weight float): how much weight to put on the cross- - entropy loss term. Default to 10.0. - node_thresh (float): Threshold value to set deactivate node. - Default to 0.05. - mask_init_strategy (str): Initialization strategy for the - mask. Default to "normal" (ie all 1's). - mask_activation (str): Mask activation function. Default to "sigmoid". - num_epochs (int): Number of epochs used for training the mask. - Default to 500. - lr (float): Learning rate. Default to 0.01. - weight_decay (float): Weight decay. Default to 5e-4. - """ - super(GraphPruningExplainer, self).__init__(**kwargs) - - # GNNExplainer needs to work with dense layers, and not with DGL - # objects. - self.model = self._convert_to_dense_gnn_model() - - self.node_thresh = node_thresh - self.train_params = { - 'num_epochs': num_epochs, - 'lr': lr, - 'weight_decay': weight_decay - } - self.model_params = { - 'loss': { - 'node_ent': entropy_loss_weight, - 'node': size_loss_weight, - 'ce': ce_loss_weight - }, - 'node_thresh': node_thresh, - 'init': mask_init_strategy, - 'mask_activation': mask_activation - } - - self.node_feats_explanation = None - self.probs_explanation = None - self.node_importance = None - - def _convert_to_dense_gnn_model(self): - - # load DGL-based model - dgl_model = self.model - - # rebuild model by replacing DGL layers by Dense layers. - model_name = dgl_model.__class__.__name__ - dgl_gnn_params = dgl_model.gnn_params - dgl_layer_type = dgl_gnn_params['layer_type'] - assert dgl_layer_type == 'gin_layer', \ - "Only GIN layers are supported for using GNNExplainer." - dense_gnn_params = deepcopy(dgl_gnn_params) - dense_gnn_params['layer_type'] = 'dense_' + dgl_layer_type - - module = importlib.import_module(MODEL_MODULE) - model = getattr(module, model_name)( - dense_gnn_params, - dgl_model.classification_params, - dgl_model.node_dim, - num_classes=dgl_model.num_classes - ) - - # copy weights from DGL layers to dense layers. - def is_int(s): - try: - int(s) - return True - except BaseException: - return False - - for n, p in dgl_model.named_parameters(): - split = n.split('.') - to_eval = 'model' - for s in split: - if is_int(s): - to_eval += '[' + s + ']' - else: - to_eval += '.' - to_eval += s - exec(to_eval + '=' + 'p') - - return model - - def _process(self, graph: dgl.DGLGraph, label: int = None): - """Explain a graph instance. - - Args: - graph (dgl.DGLGraph): Input graph to explain - label (int): Label attached to the graph. Required. - """ - sub_adj = graph.adjacency_matrix().to_dense().unsqueeze(dim=0) - sub_feat = graph.ndata[GNN_NODE_FEAT_IN].unsqueeze(dim=0) - - adj = torch.tensor(sub_adj, dtype=torch.float).to(self.device) - x = torch.tensor(sub_feat, dtype=torch.float).to(self.device) - - init_logits = self.model(graph) - init_logits = init_logits.cpu().detach() - init_probs = torch.nn.Softmax()(init_logits) - init_pred_label = torch.argmax(init_logits, dim=1).squeeze() - - explainer = ExplainerModel( - model=deepcopy(self.model), - adj=adj, - x=x, - init_probs=init_probs.to(self.device), - model_params=self.model_params, - train_params=self.train_params - ).to(self.device) - - self.node_feats_explanation = x - self.probs_explanation = init_probs - self.node_importance = torch_to_numpy(explainer._get_node_feats_mask()) - - self.model.eval() - explainer.train() - - # Init training stats - init_probs = init_probs.numpy().squeeze() - loss = torch.FloatTensor([10000.]) - - # log description - desc = self._set_pbar_desc() - pbar = tqdm( - range( - self.train_params['num_epochs']), - desc=desc, - unit='step') - - for _ in pbar: - logits, masked_feats = explainer() - loss = explainer.loss(logits) - - # Compute number of non zero elements in the masked adjacency - node_importance = explainer._get_node_feats_mask() - node_importance[node_importance < self.node_thresh] = 0. - masked_feats = masked_feats * \ - torch.stack( - masked_feats.shape[-1] * [node_importance], dim=1).unsqueeze(dim=0).to(torch.float) - probs = torch.nn.Softmax()(logits.cpu().squeeze()).detach().numpy() - pred_label = torch.argmax(logits, dim=0).squeeze() - - # handle early stopping if the labels is changed - if pred_label.item() == init_pred_label: - self.node_feats_explanation = masked_feats - self.probs_explanation = probs - self.node_importance = torch_to_numpy(node_importance) - else: - print('Predicted label changed. Early stopping.') - break - - explainer.zero_grad() - explainer.optimizer.zero_grad() - loss.backward(retain_graph=True) - explainer.optimizer.step() - - node_importance = self.node_importance - logits = init_logits.cpu().detach().numpy() - - return node_importance, logits - - def _set_pbar_desc(self): - desc = "Process:" - return desc - - -class ExplainerModel(nn.Module): - """Explain a GNN model using a model.""" - - def __init__( - self, - model: nn.Module, - adj: torch.tensor, - x: torch.tensor, - init_probs: torch.tensor, - model_params: dict, - train_params: dict, - use_sigmoid: bool = True, - ): - """Construct an Explainer. - - Args: - model (nn.Module): Torch model. - adj (torch.tensor): Adjacency matrix. - x (torch.tensor): Node features. - init_probs (torch.tensor:): Prediction on the whole graph. - model_params (dict): Model params for learning mask. - train_params (dict): Training params for learning mask. - use_sigmoid (bool): Default to True. - """ - super(ExplainerModel, self).__init__() - - # set data & model - self.device = DEVICE - self.adj = adj - self.x = x - self.model = model.to(self.device) - self.init_probs = init_probs - self.label = torch.argmax(init_probs, dim=1) - - # set model parameters - self.mask_act = model_params['mask_activation'] - init_strategy = model_params['init'] - self.mask_bias = None - self.use_sigmoid = use_sigmoid - - # build learnable parameters: edge mask & feat mask (& node_mask) - num_nodes = adj.size()[1] - self.num_nodes = num_nodes - self.mask, _ = self._build_edge_mask( - num_nodes, init_strategy=init_strategy) - self.node_mask = self._build_node_mask( - num_nodes, init_strategy='const') - self.diag_mask = torch.ones( - num_nodes, num_nodes) - torch.eye(num_nodes) - self.diag_mask = self.diag_mask.to(self.device) - - # group them - params = [self.mask, self.node_mask] - if self.mask_bias is not None: - params.append(self.mask_bias) - - # build optimizer - self._build_optimizer(params, train_params) - - self.coeffs = model_params['loss'] - - def _build_optimizer(self, params, train_params): - self.optimizer = optim.Adam( - params, - lr=train_params['lr'], - weight_decay=train_params['weight_decay']) - - def _build_edge_mask( - self, - num_nodes, - init_strategy="normal", - const_val=1.0): - mask = nn.Parameter(torch.FloatTensor(num_nodes, num_nodes)) - if init_strategy == "normal": - std = nn.init.calculate_gain("relu") * math.sqrt( - 2.0 / (num_nodes + num_nodes) - ) - with torch.no_grad(): - mask.normal_(1.0, std) - elif init_strategy == "const": - nn.init.constant_(mask, const_val) - - if self.mask_bias is not None: - mask_bias = nn.Parameter(torch.FloatTensor(num_nodes, num_nodes)) - nn.init.constant_(mask_bias, 0.0) - else: - mask_bias = None - - return mask, mask_bias - - def _build_node_mask( - self, - num_nodes, - init_strategy="normal", - const_val=1.0): - node_mask = nn.Parameter(torch.FloatTensor(num_nodes)) - if init_strategy == "normal": - std = nn.init.calculate_gain("relu") * math.sqrt( - 2.0 / (num_nodes + num_nodes) - ) - with torch.no_grad(): - node_mask.normal_(1.0, std) - elif init_strategy == "const": - nn.init.constant_(node_mask, const_val) - return node_mask - - def _get_adj_mask(self, with_zeroing=False): - if self.mask_act == "sigmoid": - sym_mask = self.sigmoid(self.mask, t=2) - elif self.mask_act == "relu": - sym_mask = nn.ReLU()(self.mask) - else: - raise ValueError('Unsupported mask activation {}. Options' - 'are "sigmoid", "ReLU"'.format(self.mask_act)) - sym_mask = (sym_mask + sym_mask.t()) / 2 - if with_zeroing: - sym_mask = ( - (self.adj != 0).to( - self.device).to( - torch.float) * - sym_mask) - return sym_mask - - def _masked_adj(self): - sym_mask = self._get_adj_mask() - adj = adj.to(self.device) - masked_adj = adj * sym_mask - if self.mask_bias: - bias = (self.mask_bias + self.mask_bias.t()) / 2 - bias = nn.ReLU6()(bias * 6) / 6 - masked_adj += (bias + bias.t()) / 2 - masked_adj = masked_adj * self.diag_mask - return masked_adj - - def _get_node_feats_mask(self): - if self.mask_act == "sigmoid": - node_mask = self.sigmoid(self.node_mask, t=10) - elif self.mask_act == "relu": - node_mask = nn.ReLU()(self.node_mask) - else: - raise ValueError(f'Unsupported mask activation {self.mask_act}. Options are ' - '"sigmoid", "ReLU"') - return node_mask - - @staticmethod - def sigmoid(x, t=1): - """Calculate sigmoid function.""" - return 1 / (1 + torch.exp(-t * x)) - - def _masked_node_feats(self): - node_mask = self._get_node_feats_mask() - x = self.x * \ - torch.stack(self.x.shape[-1] * [node_mask], dim=1).unsqueeze(dim=0) - return x - - def forward(self): - """Forward pass.""" - masked_x = self._masked_node_feats() - graph = [self.adj, masked_x] - ypred = self.model(graph) - return ypred, masked_x - - def distillation_loss(self, inner_logits): - """Compute distillation loss.""" - log_output = nn.LogSoftmax(dim=1)(inner_logits) - cross_entropy = self.init_probs * log_output - return -torch.mean(torch.sum(cross_entropy, dim=1)) - - def loss(self, pred: torch.tensor): - """Compute new overall loss given current prediction. - - Args: - pred (torch.tensor): Prediction made by current model. - """ - # 1. cross-entropy + distillation loss - ce_loss = F.cross_entropy(pred.unsqueeze(dim=0), self.label) - distillation_loss = self.distillation_loss(pred.unsqueeze(dim=0)) - alpha = torch.FloatTensor([entropy(torch.nn.Softmax()(pred).cpu().detach( - ).numpy())]) / torch.log(torch.FloatTensor([self.init_probs.shape[1]])) - alpha = alpha.to(self.device) - pred_loss = self.coeffs['ce'] * \ - (alpha * ce_loss + (1 - alpha) * distillation_loss) - - # 2. node loss - node_mask = self._get_node_feats_mask() - node_loss = self.coeffs["node"] * torch.sum(node_mask) - - # 3. node entropy loss - node_ent = -node_mask * \ - torch.log(node_mask) - (1 - node_mask) * torch.log(1 - node_mask) - node_ent_loss = self.coeffs["node_ent"] * torch.mean(node_ent) - - # 4. sum all the losses - loss = pred_loss + node_loss + node_ent_loss - - return loss diff --git a/spatialprofilingtoolbox/cggnn/histocartography/util/interpretability/lrp_gnn_explainer.py b/spatialprofilingtoolbox/cggnn/histocartography/util/interpretability/lrp_gnn_explainer.py deleted file mode 100644 index 7f8ce45c4..000000000 --- a/spatialprofilingtoolbox/cggnn/histocartography/util/interpretability/lrp_gnn_explainer.py +++ /dev/null @@ -1,46 +0,0 @@ -"""Explain a GNN using layerwise-relevance propagation.""" - -import torch -from copy import deepcopy -import dgl - -from .base_explainer import BaseExplainer -from ..util import torch_to_numpy - - -class GraphLRPExplainer(BaseExplainer): - """Layerwise-Relevance Propagation. - - This module will only work if the model was built with the ML library provided. - """ - - def _apply_lrp(self, graph): - logits = self.model(deepcopy(graph)).squeeze() - max_idx = logits.argmax(dim=0) - init_relevance = torch.zeros_like(logits) - init_relevance[max_idx] = logits[max_idx] - node_importance = self.model.lrp(init_relevance) - node_importance = torch.sum(node_importance, dim=1) - return node_importance, logits - - def _process(self, graph: dgl.DGLGraph): - """Explain a graph with LRP. - - Args: - graph (dgl.DGLGraph): graph to explain. - - Returns: - node_importance (np.ndarray): Node importance scores. - logits (np.ndarray): Predicted logits. - """ - self.model.zero_grad() - # hook before the last classification layer - self.model.set_forward_hook(self.model.pred_layer.mlp, '0') - self.model.set_lrp(True) - - node_importance, logits = self._apply_lrp(graph) - - node_importance = torch_to_numpy(node_importance) - logits = torch_to_numpy(logits) - - return node_importance, logits diff --git a/spatialprofilingtoolbox/cggnn/histocartography/util/ml/__init__.py b/spatialprofilingtoolbox/cggnn/histocartography/util/ml/__init__.py deleted file mode 100644 index 810b59f5e..000000000 --- a/spatialprofilingtoolbox/cggnn/histocartography/util/ml/__init__.py +++ /dev/null @@ -1,16 +0,0 @@ -"""GNN model for cell (and potentially tissue) graphs.""" - -from .layers.dense_gin_layer import DenseGINLayer -from .layers.gin_layer import GINLayer -from .layers.pna_layer import PNALayer -from .layers.multi_layer_gnn import MultiLayerGNN - -from .cell_graph_model import CellGraphModel - -__all__ = [ - 'DenseGINLayer', - 'GINLayer', - 'PNALayer', - 'MultiLayerGNN', - 'CellGraphModel' -] diff --git a/spatialprofilingtoolbox/cggnn/histocartography/util/ml/base_model.py b/spatialprofilingtoolbox/cggnn/histocartography/util/ml/base_model.py deleted file mode 100644 index c359163cd..000000000 --- a/spatialprofilingtoolbox/cggnn/histocartography/util/ml/base_model.py +++ /dev/null @@ -1,62 +0,0 @@ -"""Base model for GNNs.""" - -from abc import abstractmethod - -from torch import load -from torch.nn import Module - - -def get_number_of_classes(class_split): - """Return number of classes given a class split.""" - return len(class_split.split('VS')) - - -class BaseModel(Module): - """Base GNN model.""" - - def __init__( - self, - class_split: str = None, - num_classes: int = None - ) -> None: - """Construct a base model. - - Args: - class_split (str): Class split. For instance in the BRACS dataset, one can specify - a 3-class split as: - "benign+pathologicalbenign+udhVSadh+feaVSdcis+malignant". - Defaults to None. - num_classes (int): Number of classes. Used if class split is not provided. - Defaults to None. - """ - super().__init__() - - assert not (class_split is None and num_classes is None), \ - "Please provide number of classes or class split." - - if class_split is not None: - self.num_classes = get_number_of_classes(class_split) - elif num_classes is not None: - self.num_classes = num_classes - else: - raise ValueError( - 'Please provide either class split or number of classes. Not both.') - - def _build_classification_params(self): - """Build classification parameters.""" - raise NotImplementedError('Implementation in subclasses.') - - def _load_checkpoint(self, checkpoint_path): - self.load_state_dict(load(checkpoint_path)) - - @abstractmethod - def forward(self, graph): - """Forward pass.""" - - def set_forward_hook(self, module, layer): - """Set forward hook to a layer.""" - module._modules.get(layer).register_forward_hook(self._forward_hook) - - def _forward_hook(self, module, input, output): - """Activation hook.""" - self.latent_representation = output.data diff --git a/spatialprofilingtoolbox/cggnn/histocartography/util/ml/cell_graph_model.py b/spatialprofilingtoolbox/cggnn/histocartography/util/ml/cell_graph_model.py deleted file mode 100644 index 431c51832..000000000 --- a/spatialprofilingtoolbox/cggnn/histocartography/util/ml/cell_graph_model.py +++ /dev/null @@ -1,107 +0,0 @@ -"""GNN that predicts a y-variable using cell graphs derived from tissue slide regions.""" - -from typing import Tuple, Union - -from dgl import DGLGraph -from torch import FloatTensor - -from ..ml.layers.constants import GNN_NODE_FEAT_IN -from .layers.mlp import MLP -from .base_model import BaseModel -from .layers.multi_layer_gnn import MultiLayerGNN - - -class CellGraphModel(BaseModel): - """Cell Graph Model. Apply a GNN at the cell graph level.""" - - def __init__( - self, - gnn_params: dict, - classification_params: dict, - node_dim: int, - **kwargs - ) -> None: - """Construct a CellGraphModel model. - - Args: - gnn_params: (dict) GNN configuration parameters. - classification_params: (dict) classification configuration parameters. - node_dim (int): Cell node feature dimension. - """ - super().__init__(**kwargs) - - # 1- set class attributes - self.node_dim = node_dim - self.gnn_params = gnn_params - self.readout_op = gnn_params['readout_op'] - self.classification_params = classification_params - - # 2- build cell graph params - self._build_cell_graph_params() - - # 3- build classification params - self._build_classification_params() - - def _build_cell_graph_params(self): - """Build cell graph multi layer GNN.""" - self.cell_graph_gnn = MultiLayerGNN( - input_dim=self.node_dim, - **self.gnn_params - ) - - def _build_classification_params(self): - """Build classification parameters.""" - if self.readout_op == "concat": - emd_dim = self.gnn_params['output_dim'] * \ - self.gnn_params['num_layers'] - else: - emd_dim = self.gnn_params['output_dim'] - - self.pred_layer = MLP( - in_dim=emd_dim, - hidden_dim=self.classification_params['hidden_dim'], - out_dim=self.num_classes, - num_layers=self.classification_params['num_layers'] - ) - - def forward( - self, - graph: Union[DGLGraph, - Tuple[FloatTensor, FloatTensor]] - ) -> FloatTensor: - """Forward pass. - - Args: - graph (Union[dgl.DGLGraph, Tuple[FloatTensor, FloatTensor]]): Cell graph to process. - - Returns: - FloatTensor: Model output. - """ - - # 1. GNN layers over the cell graph - if isinstance(graph, DGLGraph): - feats = graph.ndata[GNN_NODE_FEAT_IN] - graph_embeddings = self.cell_graph_gnn(graph, feats) - else: - adj, feats = graph[0], graph[1] - graph_embeddings = self.cell_graph_gnn(adj, feats) - - # 2. Run readout function - out = self.pred_layer(graph_embeddings) - - return out - - def set_lrp(self, with_lrp): - """Set LRP function.""" - self.cell_graph_gnn.set_lrp(with_lrp) - self.pred_layer.set_lrp(with_lrp) - - def lrp(self, out_relevance_score): - """Apply LRP function to out relevance score.""" - # lrp over the classification - relevance_score = self.pred_layer.lrp(out_relevance_score) - - # lrp over the GNN layers - relevance_score = self.cell_graph_gnn.lrp(relevance_score) - - return relevance_score diff --git a/spatialprofilingtoolbox/cggnn/histocartography/util/ml/layers/__init__.py b/spatialprofilingtoolbox/cggnn/histocartography/util/ml/layers/__init__.py deleted file mode 100644 index 94881d5be..000000000 --- a/spatialprofilingtoolbox/cggnn/histocartography/util/ml/layers/__init__.py +++ /dev/null @@ -1 +0,0 @@ -"""Machine learning layers to use in neural networks.""" diff --git a/spatialprofilingtoolbox/cggnn/histocartography/util/ml/layers/constants.py b/spatialprofilingtoolbox/cggnn/histocartography/util/ml/layers/constants.py deleted file mode 100644 index 0a608ccf9..000000000 --- a/spatialprofilingtoolbox/cggnn/histocartography/util/ml/layers/constants.py +++ /dev/null @@ -1,140 +0,0 @@ -"""Constants used in machine learning layers.""" - -import torch -from torch.nn import ReLU, Tanh, Sigmoid, ELU, LeakyReLU, PReLU -import dgl -import numpy as np - -from spatialprofilingtoolbox.cggnn.cg_gnn_helper import FEATURES, CENTROIDS - - -ACTIVATIONS = { - 'relu': ReLU(), - 'tanh': Tanh(), - 'sigmoid': Sigmoid(), - 'elu': ELU(), - 'PReLU': PReLU(), - 'leaky_relu': LeakyReLU() -} - - -GNN_MSG = 'gnn_msg' -GNN_NODE_FEAT_IN = FEATURES -GNN_NODE_FEAT_OUT = 'gnn_node_feat_out' -GNN_AGG_MSG = 'gnn_agg_msg' -GNN_EDGE_WEIGHT = 'gnn_edge_weight' -GNN_EDGE_FEAT = 'gnn_edge_feat' -CENTROID = CENTROIDS - - -AVAILABLE_LAYER_TYPES = { - 'gin_layer': 'GINLayer', - 'dense_gin_layer': 'DenseGINLayer', - 'pna_layer': 'PNALayer' -} - - -GNN_MODULE = 'spatialprofilingtoolbox.cggnn.histocartography.util.ml.layers.{}' - - -def min_nodes(graph, features): - """Return min nodes.""" - from dgl.backend import pytorch - feat = pytorch.pad_packed_tensor( - graph.ndata[features], - graph.batch_num_nodes, - float('inf')) - return pytorch.min(feat, 1) - - -READOUT_TYPES = { - 'sum': dgl.sum_nodes, - 'mean': dgl.mean_nodes, - 'max': dgl.max_nodes, - 'min': min_nodes -} - - -def reduce_min(x, dim): - """Get mins in the dim-th dimension.""" - return torch.min(x, dim=dim)[0] - - -def reduce_max(x, dim): - """Get maxes in the dim-th dimension.""" - return torch.max(x, dim=dim)[0] - - -REDUCE_TYPES = { - 'sum': torch.sum, - 'mean': torch.mean, - 'max': reduce_max, - 'min': reduce_min, -} - -EPS = 1e-5 - - -def aggregate_mean(h): - """Find means in the first dimension.""" - return torch.mean(h, dim=1) - - -def aggregate_max(h): - """Get maxes in the first dimension.""" - return torch.max(h, dim=1)[0] - - -def aggregate_min(h): - """Get min in the first dimension.""" - return torch.min(h, dim=1)[0] - - -def aggregate_std(h): - """Aggregate standard deviation of h.""" - return torch.sqrt(aggregate_var(h) + EPS) - - -def aggregate_var(h): - """Aggregate variance of h.""" - h_mean_squares = torch.mean(h * h, dim=-2) - h_mean = torch.mean(h, dim=-2) - var = torch.relu(h_mean_squares - h_mean * h_mean) - return var - - -AGGREGATORS = { - 'mean': aggregate_mean, - 'max': aggregate_max, - 'min': aggregate_min, - 'std': aggregate_std -} - - -# each scaler is a function that takes as input X (B x N x Din), adj (B x N x N) and -# avg_d (dictionary containing averages over training set) and returns -# X_scaled (B x N x Din) as output - -def scale_identity(h, D=None, avg_d=None): - """Scale by 1.""" - return h - - -def scale_amplification(h, D, avg_d): - """Scale h by log(D + 1) / d * h where d is the average of the log(D + 1) in train.""" - # log(D + 1) / d * h where d is the average of the ``log(D + 1)`` in - # the training set - return h * (np.log(D + 1) / avg_d["log"]) - - -def scale_attenuation(h, D, avg_d): - """Scale by (log(D + 1))^-1 / d * X where d is the average of the log(D + 1))^-1 in train.""" - # (log(D + 1))^-1 / d * X where d is the average of the ``log(D + 1))^-1`` in training - return h * (avg_d["log"] / np.log(D + 1)) - - -SCALERS = { - 'identity': scale_identity, - 'amplification': scale_amplification, - 'attenuation': scale_attenuation -} diff --git a/spatialprofilingtoolbox/cggnn/histocartography/util/ml/layers/dense_gin_layer.py b/spatialprofilingtoolbox/cggnn/histocartography/util/ml/layers/dense_gin_layer.py deleted file mode 100644 index fa7732ef9..000000000 --- a/spatialprofilingtoolbox/cggnn/histocartography/util/ml/layers/dense_gin_layer.py +++ /dev/null @@ -1,98 +0,0 @@ -"""Implementation of a Dense GIN (Graph Isomorphism Network) layer. - -This implementation should be used when the input graph(s) can only be represented as an adjacency -(typically when dealing with dense adjacency matrices). - -Original paper: - - How Powerful are Graph Neural Networks: https://arxiv.org/abs/1810.00826 - - Author's public implementation: https://github.com/weihua916/powerful-gnns -""" - -import torch -import torch.nn.functional as F -import dgl -from torch import nn - -from .mlp import MLP - - -class DenseGINLayer(nn.Module): - """Dense GIN (Graph Isomorphism Network) layer.""" - - def __init__( - self, - node_dim: int, - out_dim: int, - act: str = 'relu', - agg_type: str = 'mean', - hidden_dim: int = 32, - batch_norm: bool = True, - graph_norm: bool = False, - with_lrp: bool = False, - dropout: float = 0., - verbose: bool = False) -> None: - """Construct a dense GIN Layer. - - Args: - node_dim (int): Input dimension of each node. - out_dim (int): Output dimension of each node. - act (str): Activation function of the update function. - agg_type (str): Aggregation function. Defaults to 'mean'. - hidden_dim (int): Hidden dimension of the GIN MLP. Defaults to 32. - batch_norm (bool): If we should use batch normalization. Defaults to True. - graph_norm (bool): If we should use graph normalization. Defaults to False. - with_lrp (bool): If we should use LRP. Defaults to False. - dropout (float): If we should use dropout. Defaults to 0. - verbose (bool): Verbosity. Defaults to False. - """ - super().__init__() - - if verbose: - print('Creating dense GIN layer:') - - self.out_dim = out_dim - self.add_self = True - self.mean = agg_type == 'mean' - - self.mlp = MLP( - node_dim, - hidden_dim, - out_dim, - 2, - act, - batch_norm, - verbose=verbose) - - def forward(self, adj, h): - """Forward-pass of a Dense GIN layer. - - :param g: DGLGraph object. Node features in GNN_NODE_FEAT_IN_KEY - :return: updated node features - """ - if isinstance(adj, dgl.DGLGraph): - adj = dgl.unbatch(adj) - assert (len(adj) == 1), \ - "Batch size must be equal to 1 for processing Dense GIN Layers" - adj = adj[0].adjacency_matrix().to_dense().unsqueeze( - dim=0).to( - h.device) - - if self.mean: - degree = adj.sum(1, keepdim=True) - degree[degree == 0.] = 1. - adj = adj / degree - - if self.add_self: - adj = adj.float() + torch.eye(adj.size(1)).to(adj.device) - - # adjust h dim - if len(h.shape) < 3: - h = h.unsqueeze(dim=0) - - h_k_N = torch.matmul(adj, h) - bs, n_nodes, dim = h_k_N.shape - h_k_N = h_k_N.view(bs * n_nodes, dim) - h_k = self.mlp(h_k_N) - h_k = h_k.view(bs, n_nodes, self.out_dim) - h_k = F.relu(h_k).squeeze() - return h_k diff --git a/spatialprofilingtoolbox/cggnn/histocartography/util/ml/layers/gin_layer.py b/spatialprofilingtoolbox/cggnn/histocartography/util/ml/layers/gin_layer.py deleted file mode 100644 index e4b4cb126..000000000 --- a/spatialprofilingtoolbox/cggnn/histocartography/util/ml/layers/gin_layer.py +++ /dev/null @@ -1,165 +0,0 @@ -"""Implementation of a GIN (Graph Isomorphism Network) layer. - -Original paper: - - How Powerful are Graph Neural Networks: https://arxiv.org/abs/1810.00826 - - Author's public implementation: https://github.com/weihua916/powerful-gnns -""" -import itertools -import numpy as np -import torch -import torch.nn as nn -import torch.nn.functional as F - -from .constants import ( - GNN_MSG, GNN_NODE_FEAT_IN, GNN_NODE_FEAT_OUT, - GNN_AGG_MSG, REDUCE_TYPES -) -from .mlp import MLP - - -class GINLayer(nn.Module): - """A GIN (Graph Isomorphism Network) layer.""" - - def __init__( - self, - node_dim: int, - out_dim: int, - act: str = 'relu', - agg_type: str = 'mean', - hidden_dim: int = 32, - batch_norm: bool = True, - graph_norm: bool = False, - with_lrp: bool = False, - dropout: float = 0., - verbose: bool = False) -> None: - """Construct a GIN Layer. - - Args: - node_dim (int): Input dimension of each node. - out_dim (int): Output dimension of each node. - act (str): Activation function of the update function. - agg_type (str): Aggregation function. Default to 'mean'. - hidden_dim (int): Hidden dimension of the GIN MLP. Default to 32. - batch_norm (bool): If we should use batch normalization. Default to True. - graph_norm (bool): If we should use graph normalization. Default to False. - with_lrp (bool): If we should use LRP. Default to False. - dropout (float): If we should use dropout. Default to 0. - verbose (bool): Verbosity. Default to False. - """ - super().__init__() - - if verbose: - print('Instantiating new GNN layer.') - - self.node_dim = node_dim - self.out_dim = out_dim - self.act = act - self.agg_type = agg_type - self.hidden_dim = hidden_dim - self.batch_norm = batch_norm - self.graph_norm = graph_norm - self.dropout = dropout - self.with_lrp = with_lrp - - if self.batch_norm: - self.batchnorm_h = nn.BatchNorm1d(out_dim) - - self.mlp = MLP( - node_dim, - hidden_dim, - out_dim, - 2, - act, - verbose=verbose, - dropout=dropout, - with_lrp=self.with_lrp - ) - - def reduce_fn(self, nodes): - """For each node, aggregate the nodes using a reduce function. - - Current supported functions are sum and mean. - """ - accum = REDUCE_TYPES[self.agg_type]( - (nodes.mailbox[GNN_MSG]), dim=1) - return {GNN_AGG_MSG: accum} - - def msg_fn(self, edges): - """Message of each node.""" - msg = edges.src[GNN_NODE_FEAT_IN] - return {GNN_MSG: msg} - - def node_update_fn(self, nodes): - """Node update function.""" - h = nodes.data[GNN_NODE_FEAT_IN] - h = self.mlp(h) - h = F.relu(h) - return {GNN_NODE_FEAT_OUT: h} - - def forward(self, g, h): - """Forward-pass of a GIN layer. - - :param g: (DGLGraph) graph to process. - :param h: (FloatTensor) node features - """ - if self.with_lrp: - self.adjacency_matrix = g.adjacency_matrix(ctx=h.device).to_dense() - if self.agg_type == 'mean': - self.in_degrees = g.in_degrees().float().clamp(min=1) - self.input_features = h.t() - - g.ndata[GNN_NODE_FEAT_IN] = h - - g.update_all(self.msg_fn, self.reduce_fn) - - if GNN_AGG_MSG in g.ndata.keys(): - g.ndata[GNN_NODE_FEAT_IN] = g.ndata[GNN_AGG_MSG] + \ - g.ndata[GNN_NODE_FEAT_IN] - else: - g.ndata[GNN_NODE_FEAT_IN] = g.ndata[GNN_NODE_FEAT_IN] - - g.apply_nodes(func=self.node_update_fn) - - # apply graph norm and batch norm - h = g.ndata[GNN_NODE_FEAT_OUT] - if self.graph_norm: - snorm_n = torch.FloatTensor(list(itertools.chain( - *[[torch.sqrt(1 / n)] * n for n in g.batch_num_nodes()]))).to(h.get_device()) - h = h * snorm_n[:, None] - if self.batch_norm: - h = self.batchnorm_h(h) - - return h - - def set_lrp(self, with_lrp): - """Set LRP function to with_lrp.""" - self.with_lrp = with_lrp - self.mlp.set_lrp(with_lrp) - - def _compute_adj_lrp(self, relevance_score): - - assert self.agg_type != 'min', "LRP not implemented with MIN aggregation." - assert self.agg_type != 'max', "LRP not implemented with MAX aggregation." - - adjacency_matrix = torch.clamp(self.adjacency_matrix, min=0) - if self.agg_type == 'mean': - adjacency_matrix = torch.div( - adjacency_matrix, self.in_degrees.to(adjacency_matrix.device)) - adjacency_matrix = adjacency_matrix + \ - torch.eye(self.adjacency_matrix.shape[0]).to( - relevance_score.device) - rel_unnorm = torch.mm(self.input_features, adjacency_matrix.t()) + 1e-9 - rel_unnorm = relevance_score / rel_unnorm.t() - contrib = torch.mm(adjacency_matrix, rel_unnorm) - relevance_score = self.input_features.t() * contrib - return relevance_score - - def lrp(self, out_relevance_score): - """Find LRP of out_relevance_score.""" - # 1. lrp over the node update function - relevance_score = self.mlp.lrp(out_relevance_score) - - # 2. lrp over the adjacency - relevance_score = self._compute_adj_lrp(relevance_score) - - return relevance_score diff --git a/spatialprofilingtoolbox/cggnn/histocartography/util/ml/layers/mlp.py b/spatialprofilingtoolbox/cggnn/histocartography/util/ml/layers/mlp.py deleted file mode 100644 index 19e250353..000000000 --- a/spatialprofilingtoolbox/cggnn/histocartography/util/ml/layers/mlp.py +++ /dev/null @@ -1,189 +0,0 @@ -"""Multi-layer perceptron layer.""" - -import torch.nn as nn -from torch.nn import Sequential, Linear -import torch - -from .constants import ACTIVATIONS - - -class MLP(nn.Module): - """Multi-layer perceptron.""" - - def __init__( - self, - in_dim, - hidden_dim, - out_dim, - num_layers=1, - act="relu", - use_bn=False, - bias=True, - verbose=False, - dropout=0., - with_lrp=False - ): - """Construct a MLP. - - :param in_dim: (int) input dimension - :param hidden_dim: (int) hidden dimension(s), if type(h_dim) is int => all the hidden have the same dimensions - if type(h_dim) is list => hidden use val in list as dimension - :param out_dim: (int) output_dimension - :param num_layers: (int) number of layers - :param act: (str) activation function to use, last layer without activation! - :param use_bn: (bool) il layers should have batch norm - :param bias: is Linear should have bias term, if type(h_dim) is bool => all the hidden have bias terms - if type(h_dim) is list of bool => hidden use val in list as bias - :param verbose: (bool) verbosity level - """ - super(MLP, self).__init__() - - # optional argument - self.num_layers = num_layers - self.hidden_dim = hidden_dim - - # set activations - self._set_activations(act) - - # set mlp dimensions - self._set_mlp_dimensions(in_dim, hidden_dim, out_dim, num_layers) - - # set batch norm - self._set_batch_norm(use_bn, num_layers) - - # set dropout - self._set_dropout(dropout, num_layers) - - # set bias terms - self._set_biases(bias, num_layers) - - # set lrp - self.with_lrp = with_lrp - if self.with_lrp: - self.forward_activations = [] - - # build MLP layers - self.mlp = nn.ModuleList() - if num_layers == 1: - self.mlp = self._build_layer(0, act=False) - elif num_layers > 1: - # append hidden layers - for layer_id in range(num_layers): - self.mlp.append( - self._build_layer( - layer_id, act=layer_id != ( - num_layers - 1))) - else: - raise ValueError('The number of layers must be greater than 1.') - - if verbose: - for layer_id, layer in enumerate(self.mlp): - print('MLP layer {} has params {}'.format(layer_id, layer)) - - def _build_layer(self, layer_id, act=True): - """Build layer. - - :param layer_id: (int) - :return: layer (Sequential) - """ - layer = Sequential() - layer.add_module("fc", - Linear(self.dims[layer_id], - self.dims[layer_id + 1], - bias=self.bias[layer_id])) - if self.use_bn[0]: - bn = nn.BatchNorm1d(self.dims[layer_id + 1]) - layer.add_module("bn", bn) - - layer.add_module("dropout", nn.Dropout(self.dropout[layer_id])) - - if act: - layer.add_module(self.act, self.activation) - return layer - - def _set_biases(self, bias, num_layers): - """Set and control bias input.""" - if isinstance(bias, bool): - self.bias = num_layers * [bias] - elif isinstance(bias, list): - assert len( - bias - ) == num_layers, "Length of bias should match the number of layers." - self.bias = bias - else: - raise ValueError( - "Unsupported type for bias. Needs to be of type bool or list.") - - def _set_batch_norm(self, use_bn, num_layers): - """Set and control batch norm param.""" - if isinstance(use_bn, bool): - self.use_bn = num_layers * [use_bn] - else: - raise ValueError( - "Unsupported type for batch norm. Needs to be of type bool.") - - def _set_dropout(self, dropout, num_layers): - """Set and control dropout params.""" - if isinstance(dropout, float): - self.dropout = num_layers * [dropout] - else: - raise ValueError( - "Unsupported type for batch norm. Needs to be of type float.") - - def _set_mlp_dimensions(self, in_dim, h_dim, out_dim, num_layers): - """Set and control mlp dimensions.""" - if isinstance(h_dim, int): - self.dims = [in_dim] + (num_layers - 1) * [h_dim] + [out_dim] - elif isinstance(h_dim, list): - assert len(h_dim) == ( - num_layers - 1 - ), "Length of h_dim should match the number of hidden layers." - self.dims = [in_dim] + h_dim + [out_dim] - else: - raise ValueError( - "Unsupported type for h_dim. Needs to be int or list." - ) - - def _set_activations(self, act): - """Set and control activations.""" - if act in ACTIVATIONS.keys(): - self.act = act - self.activation = ACTIVATIONS[act] - else: - raise ValueError( - 'Unsupported type of activation function: {}. Choose among {}'. - format(act, list(ACTIVATIONS.keys())) - ) - - def set_lrp(self, with_lrp): - """Set LRP function.""" - self.with_lrp = with_lrp - if self.with_lrp: - self.forward_activations = [] - - def forward(self, feats): - """MLP forward. - - :param feats: (FloatTensor) features to pass through MLP - :return: out: MLP output - """ - out = feats - if hasattr(self, 'with_lrp') and self.with_lrp: - self.forward_activations.append(out) - for layer in self.mlp: - out = layer(out) - if hasattr(self, 'with_lrp') and self.with_lrp: - self.forward_activations.append(out) - return out - - def lrp(self, relevance_score): - """Find LRP of relevance_score.""" - for layer_id in range(len(self.mlp) - 1, -1, -1): - pos_weights = torch.clamp(self.mlp[layer_id][0].weight, min=0) - rel_unnorm = torch.mm( - self.forward_activations[layer_id], - pos_weights.t()) + 1e-9 - rel_unnorm = relevance_score / rel_unnorm - contrib = torch.mm(rel_unnorm, pos_weights) - relevance_score = self.forward_activations[layer_id] * contrib - return relevance_score diff --git a/spatialprofilingtoolbox/cggnn/histocartography/util/ml/layers/multi_layer_gnn.py b/spatialprofilingtoolbox/cggnn/histocartography/util/ml/layers/multi_layer_gnn.py deleted file mode 100644 index caeb12c4c..000000000 --- a/spatialprofilingtoolbox/cggnn/histocartography/util/ml/layers/multi_layer_gnn.py +++ /dev/null @@ -1,159 +0,0 @@ -"""A GNN with multiple layers.""" - -import torch -import torch.nn as nn -import importlib -import dgl - -from .constants import ( - AVAILABLE_LAYER_TYPES, GNN_MODULE, - GNN_NODE_FEAT_OUT, READOUT_TYPES, - REDUCE_TYPES -) - - -class MultiLayerGNN(nn.Module): - """MultiLayer network that concatenates several GNN layers.""" - - def __init__( - self, - layer_type="gin_layer", - input_dim=None, - output_dim=32, - num_layers=3, - readout_op="concat", - readout_type="mean", - **kwargs - ) -> None: - """Construct a multiLayer GNN. - - Args: - layer_type (str): GNN layer type. Default to "gin_layer". - input_dim (int): Input dimension of the node features. Default to None. - output_dim (int): Output dimension of the node embeddings. Default to 32. - num_layers (int): Number of GNN layers. Default to 3. - readout_op (str): How the intermediate node embeddings are aggregated. Defaults to - "concat". - readout_type (str): Global node pooling operation. Default to "mean". - """ - assert input_dim is not None, "Please provide input node dimensions." - - super(MultiLayerGNN, self).__init__() - - if layer_type in list(AVAILABLE_LAYER_TYPES.keys()): - module = importlib.import_module( - GNN_MODULE.format(layer_type) - ) - else: - raise ValueError( - 'GNN type: {} not recognized. Options are: {}'.format( - layer_type, list(AVAILABLE_LAYER_TYPES.keys()) - ) - ) - - self.layers = nn.ModuleList() - self.num_layers = num_layers - self.layer_type = layer_type - self.output_dim = output_dim - self.readout_op = readout_op - self.readout_type = readout_type - - # input layer - self.layers.append(getattr(module, AVAILABLE_LAYER_TYPES[layer_type])( - node_dim=input_dim, - out_dim=output_dim, - **kwargs - ) - ) - # hidden layers - for i in range(1, num_layers - 1): - self.layers.append( - getattr( - module, - AVAILABLE_LAYER_TYPES[layer_type])( - node_dim=output_dim, - out_dim=output_dim, - **kwargs - ) - ) - # output layer - self.layers.append(getattr(module, AVAILABLE_LAYER_TYPES[layer_type])( - node_dim=output_dim, - out_dim=output_dim, - **kwargs - ) - ) - - # readout op - if readout_op == "lstm": - self.lstm = nn.LSTM( - output_dim, (num_layers * output_dim) // 2, - bidirectional=True, - batch_first=True) - self.att = nn.Linear(2 * ((num_layers * output_dim) // 2), 1) - - # set kwargs as arguments for model identification - for arg, val in kwargs.items(): - setattr(self, arg, val) - - def forward(self, g, h, with_readout=True): - """Forward pass. - - :param g: (DGLGraph) - :param h: (FloatTensor) - :param cat: (bool) if concat the features at each conv layer - :return: - """ - h_concat = [] - for layer in self.layers: - h = layer(g, h) - h_concat.append(h) - - if isinstance(g, dgl.DGLGraph): - - # aggregate the multi-scale node representations - if self.readout_op == "concat": - g.ndata[GNN_NODE_FEAT_OUT] = torch.cat(h_concat, dim=-1) - elif self.readout_op == "lstm": - # [num_nodes, num_layers, num_channels] - x = torch.stack(h_concat, dim=1) - alpha, _ = self.lstm(x) - alpha = self.att(alpha).squeeze(-1) # [num_nodes, num_layers] - alpha = torch.softmax(alpha, dim=-1) - g.ndata[GNN_NODE_FEAT_OUT] = ( - x * alpha.unsqueeze(-1)).sum(dim=1) - elif self.readout_op == "none": - g.ndata[GNN_NODE_FEAT_OUT] = h - else: - raise ValueError( - "Unsupported readout operator. Options are 'concat', 'lstm', 'none'.") - - # readout - if with_readout: - return READOUT_TYPES[self.readout_type](g, GNN_NODE_FEAT_OUT) - - return g.ndata.pop(GNN_NODE_FEAT_OUT) - - else: - if self.readout_op == "concat": - h_concat = [h.squeeze() for h in h_concat] - h = torch.cat(h_concat, dim=-1) - elif self.readout_op == "lstm": - raise NotImplementedError( - "LSTM aggregation with LSTM is not supported.") - - # readout - if with_readout: - return REDUCE_TYPES[self.readout_type](h, dim=0) - return h - - def set_lrp(self, with_lrp): - """Set LRP.""" - for layer in self.layers: - layer.set_lrp(with_lrp) - - def lrp(self, relevance_score): - """Find LRP of relevance score.""" - for layer_id in range(len(self.layers) - 1, -1, -1): - relevance_score = self.layers[layer_id].lrp(relevance_score) - return relevance_score diff --git a/spatialprofilingtoolbox/cggnn/histocartography/util/ml/layers/pna_layer.py b/spatialprofilingtoolbox/cggnn/histocartography/util/ml/layers/pna_layer.py deleted file mode 100644 index c4d825d64..000000000 --- a/spatialprofilingtoolbox/cggnn/histocartography/util/ml/layers/pna_layer.py +++ /dev/null @@ -1,233 +0,0 @@ -"""PNA: Principal Neighbourhood Aggregation. - -Gabriele Corso, Luca Cavalleri, Dominique Beaini, Pietro Lio, Petar Velickovic - https://arxiv.org/abs/2004.05718 -""" - -import itertools -import math -import numpy as np -import torch -import torch.nn as nn -import torch.nn.functional as F - -from .constants import AGGREGATORS, SCALERS, GNN_NODE_FEAT_IN -from .mlp import MLP - - -class PNALayer(nn.Module): - """Principle neighborhood aggregation (PNA) layer.""" - - def __init__(self, - node_dim, - out_dim, - aggregators: str = "mean max min std", - scalers: str = "identity amplification attenuation", - avg_d: int = 4, - dropout: float = 0., - graph_norm: bool = False, - batch_norm: bool = False, - towers: int = 1, - pretrans_layers: int = 1, - posttrans_layers: int = 1, - divide_input: bool = True, - residual: bool = True, - verbose=False - ): - """PNA layer constructor. - - Args: - node_dim (int): Input dimension of each node. - out_dim (int): Output dimension of each node. - aggregators (str): Set of aggregation function identifiers. - Default to "mean max min std". - scalers (str): Set of scaling functions identifiers. - Default to "identity amplification attenuation". - avg_d (int): Average degree of nodes in the training set, used by scalers to normalize. - Default to 5. - dropout (float): Dropout used. Default to 0. - graph_norm (bool): Whether to use graph normalisation. Default to False. - batch_norm (bool): Whether to use batch normalisation. Default to False. - towers: Number of towers to use. Default to 1. - pretrans_layers: Number of layers in the transformation before the aggregation. - Default to 1. - posttrans_layers: Number of layers in the transformation after the aggregation. - Default to 1. - divide_input: Whether the input features should be split between towers or not. - Default to True. - residual: Whether to add a residual connection. Default to True. - verbose (bool): Verbosity. Default to False. - """ - super().__init__() - - if verbose: - print('Instantiating new GNN layer.') - - assert ((not divide_input) or node_dim % towers == - 0), "if divide_input is set the number of towers has to divide node_dim" - assert ( - out_dim % - towers == 0), "the number of towers has to divide the out_dim" - - # retrieve the aggregators, scalers functions and avg degree - aggregators = [AGGREGATORS[aggr] for aggr in aggregators.split()] - scalers = [SCALERS[scale] for scale in scalers.split()] - avg_d = {'log': math.log(avg_d + 1)} - - self.divide_input = divide_input - self.input_tower = node_dim // towers if divide_input else node_dim - self.output_tower = out_dim // towers - self.node_dim = node_dim - self.out_dim = out_dim - self.residual = residual - if node_dim != out_dim: - self.residual = False - - # convolution - self.towers = nn.ModuleList() - for _ in range(towers): - self.towers.append( - PNATower( - in_dim=self.input_tower, - out_dim=self.output_tower, - aggregators=aggregators, - scalers=scalers, - avg_d=avg_d, - pretrans_layers=pretrans_layers, - posttrans_layers=posttrans_layers, - batch_norm=batch_norm, - dropout=dropout, - graph_norm=graph_norm)) - # mixing network - self.mixing_network = nn.Sequential( - nn.Linear(out_dim, out_dim), - nn.LeakyReLU() - ) - - def forward(self, g, h): - """Forward pass.""" - h_in = h # for residual connection - - if self.divide_input: - h_cat = torch.cat( - [tower(g, h[:, n_tower * self.input_tower: (n_tower + 1) * self.input_tower]) - for n_tower, tower in enumerate(self.towers)], dim=1) - else: - h_cat = torch.cat([tower(g, h) for tower in self.towers], dim=1) - - h_out = self.mixing_network(h_cat) - - if self.residual: - h_out = h_in + h_out # residual connection - return h_out - - def set_lrp(self, with_lrp): - """Set LRP function.""" - raise NotImplementedError( - 'LRP not implemented for PNA layers. Use a GIN-based model.') - - -def __repr__(self): - return '{}(in_channels={}, out_channels={})'.format( - self.__class__.__name__, self.node_dim, self.out_dim) - - -class PNATower(nn.Module): - """PNA tower.""" - - def __init__( - self, - in_dim, - out_dim, - dropout, - graph_norm, - batch_norm, - aggregators, - scalers, - avg_d, - pretrans_layers, - posttrans_layers): - """Create a PNA tower.""" - super().__init__() - self.dropout = dropout - self.graph_norm = graph_norm - self.batch_norm = batch_norm - - self.fc = nn.Linear(in_dim, out_dim, bias=False) - self.attn_fc = nn.Linear(2 * out_dim, 1, bias=False) - self.batchnorm_h = nn.BatchNorm1d(out_dim) - - self.aggregators = aggregators - self.scalers = scalers - self.pretrans = nn.Sequential( - MLP( - in_dim=2 * in_dim, - hidden_dim=out_dim, - out_dim=out_dim, - num_layers=pretrans_layers, - act='relu'), - nn.ReLU()) - self.posttrans = nn.Sequential( - MLP( - in_dim=( - len(aggregators) * - len(scalers)) * - out_dim + - in_dim, - hidden_dim=out_dim, - out_dim=out_dim, - num_layers=posttrans_layers, - act='relu'), - nn.ReLU()) - self.avg_d = avg_d - - def pretrans_edges(self, edges): - """Apply pretransformation on edges.""" - z2 = torch.cat([edges.src[GNN_NODE_FEAT_IN], - edges.dst[GNN_NODE_FEAT_IN]], dim=1) - return {'e': self.pretrans(z2)} - - def message_func(self, edges): - """Apply message function.""" - return {'e': edges.data['e']} - - def reduce_func(self, nodes): - """Apply reduce function.""" - h = nodes.mailbox['e'] - D = h.shape[-2] - h = torch.cat([aggregate(h) for aggregate in self.aggregators], dim=1) - h = torch.cat([scale(h, D=D, avg_d=self.avg_d) - for scale in self.scalers], dim=1) - return {GNN_NODE_FEAT_IN: h} - - def posttrans_nodes(self, nodes): - """Apply posttransformation on nodes.""" - return self.posttrans(nodes.data[GNN_NODE_FEAT_IN]) - - def forward(self, g, h): - """Forward pass.""" - g.ndata[GNN_NODE_FEAT_IN] = h - - # pretransformation - g.apply_edges(self.pretrans_edges) - - # aggregation - g.update_all(self.message_func, self.reduce_func) - h = torch.cat([h, g.ndata[GNN_NODE_FEAT_IN]], dim=1) - - # posttransformation - h = self.posttrans(h) - - # graph and batch normalization - if self.graph_norm: - if hasattr(g, 'batch_num_nodes'): - num_nodes = g.batch_num_nodes() - else: - num_nodes = [g.number_of_nodes()] - snorm_n = torch.FloatTensor(list(itertools.chain( - *[[torch.sqrt(1 / n)] * n for n in num_nodes]))).to(h.device) - h = h * snorm_n[:, None] - if self.batch_norm: - h = self.batchnorm_h(h) - h = F.dropout(h, self.dropout, training=self.training) - return h diff --git a/spatialprofilingtoolbox/cggnn/histocartography/util/pipeline.py b/spatialprofilingtoolbox/cggnn/histocartography/util/pipeline.py deleted file mode 100644 index 33319a73f..000000000 --- a/spatialprofilingtoolbox/cggnn/histocartography/util/pipeline.py +++ /dev/null @@ -1,480 +0,0 @@ -"""Pipeline utilities.""" - -import logging -import multiprocessing -import os -import sys -from abc import ABC, abstractmethod -from copy import deepcopy -from functools import partial -from pathlib import Path -from typing import Any, Dict, Iterable, List, Optional, Tuple, Union - -import h5py -import pandas as pd -from tqdm.auto import tqdm - -from .util import dynamic_import_from, signal_last - - -class PipelineStep(ABC): - """Base pipelines step abstract class that helps with saving and loading precomputed results.""" - - def __init__( - self, - save_path: Union[None, str, Path] = None, - precompute: bool = True, - link_path: Union[None, str, Path] = None, - precompute_path: Union[None, str, Path] = None, - ) -> None: - """Create a pipeline step. - - Args: - save_path (Union[None, str, Path], optional): Base path to save results to. - When set to None, the results are not saved to disk. Defaults to None. - precompute (bool, optional): Whether to perform the precomputation necessary - for the step. Defaults to True. - link_path (Union[None, str, Path], optional): Path to link the output directory - to. When None, no link is created. Only supported when save_path is not None. - Defaults to None. - precompute_path (Union[None, str, Path], optional): Path to save the output of - the precomputation to. If not specified it defaults to the output directory - of the step when save_path is not None. Defaults to None. - """ - assert ( - save_path is not None or link_path is None - ), "link_path only supported when save_path is not None" - - name = self.__repr__() - self.save_path = save_path - if self.save_path is not None: - self.output_dir = Path(self.save_path) / name - self.output_key = "default_key" - self._mkdir() - if precompute_path is None: - precompute_path = save_path - - if precompute: - self.precompute( - link_path=link_path, - precompute_path=precompute_path) - - def __repr__(self) -> str: - """Representation of a pipeline step. - - Returns: - str: Representation of a pipeline step. - """ - variables = ",".join( - [f"{k}={v}" for k, v in sorted(self.__dict__.items())]) - return ( - f"{self.__class__.__name__}({variables})".replace(" ", "") - .replace('"', "") - .replace("'", "") - .replace("..", "") - .replace("/", "_") - ) - - def _mkdir(self) -> None: - """Create path to output files.""" - assert ( - self.save_path is not None - ), "Can only create directory if base_path was not None when constructing the object" - if not self.output_dir.exists(): - self.output_dir.mkdir() - - def _link_to_path(self, link_directory: Union[None, str, Path]) -> None: - """Links the output directory to the given directory. - - Args: - link_directory (Union[None, str, Path]): Directory to link to - """ - if link_directory is None or Path( - link_directory).parent.resolve() == Path(self.output_dir): - logging.info("Link to self skipped") - return - assert (self.save_path is not None), "Linking only supported when saving is enabled, "\ - "i.e., when save_path is passed in the constructor." - if os.path.islink(link_directory): - if os.path.exists(link_directory): - logging.info("Link already exists: overwriting...") - os.remove(link_directory) - else: - logging.critical( - "Link exists, but points nowhere. Ignoring...") - return - elif os.path.exists(link_directory): - os.remove(link_directory) - os.symlink(self.output_dir, link_directory, target_is_directory=True) - - def precompute( - self, - link_path: Union[None, str, Path] = None, - precompute_path: Union[None, str, Path] = None, - ) -> None: - """Precompute all necessary information for this step. - - Args: - link_path (Union[None, str, Path], optional): Path to link the output to. - Defaults to None. - precompute_path (Union[None, str, Path], optional): Path to load/save the - precomputation outputs. Defaults to None. - """ - - def process( - self, *args: Any, output_name: Optional[str] = None, **kwargs: Any - ) -> Any: - """Process the step and output the result. Saves the output when output_name is passed. - - Args: - output_name (Optional[str], optional): Unique identifier of the passed datapoint. - Defaults to None. - - Returns: - Any: Result of the pipeline step - """ - if output_name is not None and self.save_path is not None: - return self._process_and_save( - *args, output_name=output_name, **kwargs) - else: - return self._process(*args, **kwargs) - - @abstractmethod - def _process(self, *args: Any, **kwargs: Any) -> Any: - """Perform pipeline step computation. - - Returns: - Any: Result of the pipeline step - """ - - def _get_outputs(self, input_file: h5py.File) -> Union[Any, Tuple]: - """Extract the step output from a given .h5 file. - - Args: - input_file (h5py.File): File to load from - - Returns: - Union[Any, Tuple]: Previously computed output of the step - """ - outputs = list() - nr_outputs = len(input_file.keys()) - - # Legacy, remove at some point - if nr_outputs == 1 and self.output_key in input_file.keys(): - return tuple([input_file[self.output_key][()]]) - - for i in range(nr_outputs): - outputs.append(input_file[f"{self.output_key}_{i}"][()]) - if len(outputs) == 1: - return outputs[0] - else: - return tuple(outputs) - - def _set_outputs(self, output_file: h5py.File, - outputs: Union[Tuple, Any]) -> None: - """Save the step output to a given .h5 file. - - Args: - output_file (h5py.File): File to write to - outputs (Union[Tuple, Any]): Computed step output - """ - if not isinstance(outputs, tuple): - outputs = tuple([outputs]) - for i, output in enumerate(outputs): - output_file.create_dataset( - f"{self.output_key}_{i}", - data=output, - compression="gzip", - compression_opts=9, - ) - - def _process_and_save( - self, *args: Any, output_name: str, **kwargs: Any - ) -> Any: - """Process and save in the provided path as as .h5 file. - - Args: - output_name (str): Unique identifier of the the passed datapoint - - Raises: - read_error (OSError): When the unable to read to self.output_dir/output_name.h5 - write_error (OSError): When the unable to write to self.output_dir/output_name.h5 - Returns: - Any: Result of the pipeline step - """ - assert (self.save_path is not None), "Can only save intermediate output if base_path was "\ - "not None when constructing the object" - output_path = self.output_dir / f"{output_name}.h5" - if output_path.exists(): - logging.info( - "%s: Output of %s already exists, using it instead of recomputing", - self.__class__.__name__, output_name - ) - try: - with h5py.File(output_path, "r") as input_file: - output = self._get_outputs(input_file=input_file) - except OSError as read_error: - print(f"\n\nCould not read from {output_path}!\n\n") - raise read_error - else: - output = self._process(*args, **kwargs) - try: - with h5py.File(output_path, "w") as output_file: - self._set_outputs(output_file=output_file, outputs=output) - except OSError as write_error: - print(f"\n\nCould not write to {output_path}!\n\n") - raise write_error - return output - - -class PipelineRunner: - """Runs a pipeline for a given configuration.""" - - def __init__( - self, - output_path: Optional[str] = None, - inputs: Optional[Iterable[str]] = None, - outputs: Optional[Iterable[str]] = None, - stages: Iterable[dict] = [], - save_intermediate: bool = False, - precompute: bool = True, - ) -> None: - """Create a pipeline runner for a given configuration. - - Args: - output_path (Optional[str], optional): Path to the output and intermediate files. - When set to None the runner does not save the outputs. Defaults to None. - inputs (Optional[Iterable[str]], optional): Inputs to the pipeline. Defaults to None. - outputs (Optional[Iterable[str]], optional): Outputs of the pipeline. Defaults to None. - stages (Iterable[dict], optional): Stages to complete. Defaults to []. - save_intermediate (bool, optional): Whether to save the intermediate steps. - Defaults to False. - precompute (bool, optional): Whether to perform the precomputation steps. - Defaults to True. - """ - self.inputs = [] if inputs is None else inputs - self.outputs = [] if outputs is None else outputs - self.stages: List[PipelineStep] = list() - self.stage_configs = list() - path = output_path - for is_last_stage, stage in signal_last(stages): - requires_saving = output_path is not None and ( - save_intermediate or is_last_stage - ) - name, config = list(stage.items())[0] - stage_class = dynamic_import_from( - f"cggnn.{name}", config.pop("class") - ) - pipeline_stage = partial( - stage_class, - save_path=path if requires_saving else None, - precompute=False, - **config.pop("params", {}), - ) - self.stages.append(pipeline_stage()) - self.stage_configs.append(config) - - if requires_saving: - assert ( - self.stages[-1].save_path is not None - ), "Cannot update nested path if no save path is defined" - path = str(self.stages[-1].output_dir) - self.final_path = path - if precompute: - self.precompute(save_intermediate) - - def precompute(self, save_intermediate: bool) -> None: - """Run the precomputation step of the pipeline. - - Args: - save_intermediate (bool): Whether to save intermediate outputs - """ - link_path: Optional[str] - precompute_path: Optional[str] - if self.final_path is not None: - link_path = self.final_path - if save_intermediate: - precompute_path = None - else: - precompute_path = self.final_path - else: - link_path = None - precompute_path = None - - for stage in self.stages: - stage.precompute( - link_path=link_path, - precompute_path=precompute_path) - - def run( - self, output_name: Optional[str] = None, **inputs: Dict[str, Any] - ) -> Dict[str, Any]: - """Run pipeline for a given name and input parameters and return specified outputs. - - Args: - output_name (Optional[str], optional): Unique identifier of the datapoint. - Defaults to None. - - Returns: - Dict[str, Any]: Output of the pipeline as defined in the configuration - """ - # Validate inputs - assert ( - output_name is None or self.final_path is not None - ), "Saving is only possible when output_path has been passed to the constructor." - for input_name in self.inputs: - assert input_name in inputs, f"{input_name} not found in keyword arguments" - - # Compute pipelines steps - variables = deepcopy(inputs) - for stage, config in zip(self.stages, self.stage_configs): - step_input = [variables[k] for k in config["inputs"]] - step_output = stage.process(*step_input, output_name=output_name) - if not isinstance(step_output, tuple): - step_output = tuple([step_output]) - assert len(step_output) == len(config.get("outputs", [])), ( - "Number of outputs in config mismatches actual number of outputs in " - f"{stage.__class__.__name__}.\n" - f"Got {len(step_output)} outputs of type {list(map(type, step_output))}, " - f"but expected {len(config.get('outputs', []))} outputs" - ) - for key, value in zip(config.get("outputs", []), step_output): - variables[key] = value - - # Handle output - for output_name in self.outputs: - assert ( - output_name in variables - ), f"{output_name} should be returned, but was never computed" - return {k: variables[k] for k in self.outputs} - - -class BatchPipelineRunner: - """Batch pipeline runner, for multiple inputs with multiprocessing support.""" - - def __init__( - self, - pipeline_config: Dict[str, Any], - save_path: Optional[str], - save_intermediate: bool = False, - ) -> None: - """Run helper. - - Args: - pipeline_config (Dict[str, Any]): Configuration of the pipeline - save_path (Optional[str]): Path to save the outputs to - save_intermediate (bool, optional): Whether to save intermediate outputs. - Defaults to False. - """ - self.pipeline_config = pipeline_config - self.save_path = save_path - self.save_intermediate = save_intermediate - - def _build_pipeline_runner(self) -> PipelineRunner: - """Build and return a PipelineRunner with the correct configuration. - - Returns: - PipelineRunner: Runner object - """ - config = deepcopy(self.pipeline_config) - return PipelineRunner( - output_path=self.save_path, - save_intermediate=self.save_intermediate, - precompute=False, - **config, - ) - - def _worker_task(self, data: Tuple[Any, pd.core.series.Series]) -> None: - """Run the task of a single worker. - - Args: - data (Tuple[Any, pd.core.series.Series]): The index and row of the dataframe, - as returned from df.iterrows() - """ - # Disable multiprocessing - os.environ["OPENBLAS_NUM_THREADS"] = "1" - os.environ["MKL_NUM_THREADS"] = "1" - os.environ["OMP_NUM_THREADS"] = "1" - - name, row = data - pipeline = self._build_pipeline_runner() - pipeline.run(output_name=name, **row) - - def link_output(self, link_directory: str) -> None: - """Create a symlink between the output directory of the pipeline and the provided path. - - Overwrites link if it already exists. - - Args: - link_directory (str): Path to link the output directory to - """ - tmp_pipeline = self._build_pipeline_runner() - final_path = tmp_pipeline.final_path - assert ( - final_path is not None - ), "Cannot link output if the pipeline is setup not to save outputs" - if os.path.exists(link_directory): - if os.path.islink(link_directory): - logging.critical("Link already exists: overwriting...") - os.remove(link_directory) - else: - logging.critical( - "Link path already exists, but it is something else than a link. Ignoring..." - ) - return - os.symlink(final_path, link_directory, target_is_directory=True) - logging.info("Created symlink: %s -> %s", link_directory, final_path) - - def precompute(self) -> None: - """Precompute all necessary information for all stages.""" - tmp_runner = self._build_pipeline_runner() - tmp_runner.precompute(self.save_intermediate) - - def run( - self, metadata: pd.DataFrame, cores: int = 1, return_out: bool = False - ) -> Optional[Dict[str, Dict[str, Any]]]: - """Run the pipeline for the provided metadata dataframe and a specified number of cores. - - Does not support saving of outputs. - - Args: - metadata (pd.DataFrame): Dataframe with the columns as defined in the config inputs - cores (int, optional): Number of cores to use for multiprocessing. Defaults to 1. - return_out (bool, optional): If the method should also return the output batch data. - If True, make sure you have enough memory. Only supported for single-core - processing. Default to False. - - Returns: - batched_out (Optional[Dict[str, Dict[str, Any]]]): If return_out is True, returns the - processed output. Otherwise returns None. - """ - assert not ( - return_out and cores > 1 - ), "Option to return output only supported with single-core processing." - - self.precompute() - if cores == 1: - batched_out = dict() - pipeline = self._build_pipeline_runner() - for name, row in tqdm( - metadata.iterrows(), total=len(metadata), file=sys.stdout - ): - out = pipeline.run(output_name=name, **row) - if return_out: - batched_out[name] = out - if return_out: - return batched_out - else: - worker_pool = multiprocessing.Pool(cores) - for _ in tqdm( - worker_pool.imap_unordered( - self._worker_task, - metadata.iterrows(), - ), - total=len(metadata), - file=sys.stdout, - ): - pass - worker_pool.close() - worker_pool.join() - return None diff --git a/spatialprofilingtoolbox/cggnn/histocartography/util/util.py b/spatialprofilingtoolbox/cggnn/histocartography/util/util.py deleted file mode 100644 index 0fe98bd36..000000000 --- a/spatialprofilingtoolbox/cggnn/histocartography/util/util.py +++ /dev/null @@ -1,97 +0,0 @@ -"""Cell/tissue graph dataset utility functions.""" - -from importlib import import_module -from copy import deepcopy -from random import seed -from typing import Tuple, List, Dict, Any, Optional, Iterable - -from numpy.random import seed as np_seed -from torch import LongTensor, IntTensor, load, manual_seed, use_deterministic_algorithms # type: ignore -from torch.cuda import is_available, manual_seed_all -from torch.cuda import manual_seed as cuda_manual_seed # type: ignore -from torch.backends import cudnn # type: ignore -from dgl import batch # type: ignore -from dgl import seed as dgl_seed # type: ignore - -from spatialprofilingtoolbox.cggnn.cg_gnn_helper import FEATURES -from spatialprofilingtoolbox.cggnn.util import GraphData -from spatialprofilingtoolbox.cggnn.histocartography.util.ml.cell_graph_model import CellGraphModel -from spatialprofilingtoolbox.cggnn.histocartography.util.constants import DEFAULT_GNN_PARAMETERS, DEFAULT_CLASSIFICATION_PARAMETERS - - -IS_CUDA = is_available() -DEVICE = 'cuda:0' if IS_CUDA else 'cpu' -COLLATE_USING = { - 'DGLGraph': batch, - 'DGLHeteroGraph': batch, - 'Tensor': lambda x: x, - 'int': lambda x: IntTensor(x).to(DEVICE), - 'int64': lambda x: IntTensor(x).to(DEVICE), - 'float': lambda x: LongTensor(x).to(DEVICE) -} - - -def instantiate_model(cell_graphs: List[GraphData], - gnn_parameters: Dict[str, Any] = DEFAULT_GNN_PARAMETERS, - classification_parameters: Dict[str, - Any] = DEFAULT_CLASSIFICATION_PARAMETERS, - model_checkpoint_path: Optional[str] = None - ) -> CellGraphModel: - """Return a model set up as specified.""" - model = CellGraphModel( - gnn_params=gnn_parameters, - classification_params=classification_parameters, - node_dim=cell_graphs[0].graph.ndata[FEATURES].shape[1], - num_classes=int(max(g.label for g in cell_graphs))+1 - ).to(DEVICE) - if model_checkpoint_path is not None: - model.load_state_dict(load(model_checkpoint_path)) - return model - - -def dynamic_import_from(source_file: str, class_name: str) -> Any: - """Import class_name from source_file dynamically. - - Args: - source_file (str): Where to import from - class_name (str): What to import - - Returns: - Any: The class to be imported - """ - module = import_module(source_file) - return getattr(module, class_name) - - -def signal_last(input_iterable: Iterable[Any]) -> Iterable[Tuple[bool, Any]]: - """Signal the last element of an iterable.""" - iterable = iter(input_iterable) - return_value = next(iterable) - for value in iterable: - yield False, return_value - return_value = value - yield True, return_value - - -def copy_graph(x): - """Copy a graph.""" - return deepcopy(x) - - -def torch_to_numpy(x): - """Convert a torch tensor to a numpy array.""" - return x.cpu().detach().numpy() - - -def set_seeds(random_seed: int) -> None: - """Set random seeds for all libraries.""" - seed(random_seed) - np_seed(random_seed) - manual_seed(random_seed) - dgl_seed(random_seed) - cuda_manual_seed(random_seed) - manual_seed_all(random_seed) # multi-GPU - # use_deterministic_algorithms(True) - # # multi_layer_gnn uses nondeterministic algorithm when on GPU - # cudnn.deterministic = True - cudnn.benchmark = False diff --git a/spatialprofilingtoolbox/cggnn/scripts/separability.py b/spatialprofilingtoolbox/cggnn/scripts/separability.py deleted file mode 100644 index a3ed86c43..000000000 --- a/spatialprofilingtoolbox/cggnn/scripts/separability.py +++ /dev/null @@ -1,84 +0,0 @@ -"""Explain a cell graph (CG) prediction using a pretrained CG-GNN and a graph explainer.""" - -from argparse import ArgumentParser - -from spatialprofilingtoolbox.cggnn.histocartography import calculate_separability -from spatialprofilingtoolbox.cggnn.histocartography.util import instantiate_model -from spatialprofilingtoolbox.cggnn.cg_gnn_helper import convert_spt_graphs_data - -from spatialprofilingtoolbox.cggnn.util import load_hs_graphs, load_label_to_result - - -def parse_arguments(): - """Process command line arguments.""" - parser = ArgumentParser( - prog='spt cggnn seperability', - description='Explain a cell graph prediction using a model and a graph explainer.', - ) - parser.add_argument( - '--cg_path', - type=str, - help='Directory with the cell graphs, metadata, and feature names.', - required=True - ) - parser.add_argument( - '--feature_names_path', - type=str, - help='Path to the list of feature names.', - required=True - ) - parser.add_argument( - '--model_checkpoint_path', - type=str, - help='Path to the model checkpoint.', - required=True - ) - parser.add_argument( - '--label_to_result_path', - type=str, - help='Where to find the data mapping label ints to their string results.', - required=False - ) - parser.add_argument( - '--prune_misclassified', - help='Remove entries for misclassified cell graphs when calculating separability scores.', - action='store_true' - ) - parser.add_argument( - '--output_directory', - type=str, - help='Where to save the output reporting.', - default=None, - required=False - ) - parser.add_argument( - '--random_seed', - type=int, - help='Random seed to use for reproducibility.', - default=None, - required=False - ) - return parser.parse_args() - - -def main(): - args = parse_arguments() - graphs_data, feature_names = load_hs_graphs(args.cg_path) - df_concept, df_aggregated, dfs_k_dist = calculate_separability( - convert_spt_graphs_data(graphs_data), - instantiate_model(graphs_data, model_checkpoint_path=args.model_checkpoint_path), - feature_names, - label_to_result=load_label_to_result(args.label_to_result_path), - prune_misclassified=args.prune_misclassified, - out_directory=args.output_directory, - random_seed=args.random_seed, - ) - print(df_concept) - print(df_aggregated) - for cg_pair, df_k in dfs_k_dist.items(): - print(cg_pair) - print(df_k) - - -if __name__ == "__main__": - main() diff --git a/spatialprofilingtoolbox/cggnn/scripts/train.py b/spatialprofilingtoolbox/cggnn/scripts/train.py index 909ea6afc..83740f35f 100644 --- a/spatialprofilingtoolbox/cggnn/scripts/train.py +++ b/spatialprofilingtoolbox/cggnn/scripts/train.py @@ -1,17 +1,8 @@ """Train a CG-GNN on pre-split sets of cell graphs.""" +import sys +from os import getcwd, system from argparse import ArgumentParser -from os.path import join -from typing import DefaultDict - -from spatialprofilingtoolbox.cggnn.histocartography import train, calculate_importance, \ - unify_importance_across, save_importances -from spatialprofilingtoolbox.cggnn.cg_gnn_helper import ( - convert_spt_graphs_data, - convert_dgl_graphs_data, -) - -from spatialprofilingtoolbox.cggnn.util import load_hs_graphs, save_hs_graphs def parse_arguments(): @@ -83,42 +74,20 @@ def parse_arguments(): default=None, required=False ) - return parser.parse_args() - - -def main(): - args = parse_arguments() - dgl_graphs_data = convert_spt_graphs_data(load_hs_graphs(args.cg_directory)[0]) - model = train( - dgl_graphs_data, - args.cg_directory, - in_ram=args.in_ram, - epochs=args.epochs, - learning_rate=args.learning_rate, - batch_size=args.batch_size, - k_folds=args.k_folds, - random_seed=args.random_seed, + parser.add_argument( + '--cuda', + help='Train a CUDA-enabled CG-GNN. Defaults to CPU if not provided.', + action='store_true' ) - if args.explainer is not None: - dgl_graphs = calculate_importance( - [d.graph for d in dgl_graphs_data], - model, - args.explainer, - random_seed=args.random_seed, - ) - dgl_graphs_data = [d._replace(graph=g_dgl) for d, g_dgl in zip(dgl_graphs_data, dgl_graphs)] - save_hs_graphs(convert_dgl_graphs_data(dgl_graphs_data), args.cg_directory) - if args.merge_rois: - dgl_graphs_by_specimen = DefaultDict(list) - for gd_dgl in dgl_graphs_data: - dgl_graphs_by_specimen[gd_dgl.specimen].append(gd_dgl.graph) - hs_id_to_importance = unify_importance_across( - list(dgl_graphs_by_specimen.values()), - model, - random_seed=args.random_seed, - ) - save_importances(hs_id_to_importance, join(args.cg_directory, 'importances.csv')) + return parser.parse_args() if __name__ == "__main__": - main() + args = parse_arguments() + args_to_pass = [f'"{arg}"' for arg in sys.argv[1:]] + if args.cuda: + container = 'cg-gnn-cuda' + args_to_pass.remove('--cuda') + else: + container = 'cg-gnn' + system(f'docker run -v "{getcwd()}:/app" {container} {" ".join(args_to_pass)}') From 9be24482ee199f26fdc84be52efc0c2c61a2b305 Mon Sep 17 00:00:00 2001 From: Carlin Liao Date: Wed, 13 Dec 2023 12:35:51 -0500 Subject: [PATCH 08/26] remove torch from toml --- pyproject.toml.unversioned | 7 ------- 1 file changed, 7 deletions(-) diff --git a/pyproject.toml.unversioned b/pyproject.toml.unversioned index a26342280..b228d0dbb 100644 --- a/pyproject.toml.unversioned +++ b/pyproject.toml.unversioned @@ -45,7 +45,6 @@ apiserver = [ cggnn = [ "bokeh==3.3.1", "tables==3.9.1", - "torch==2.1.1", "tqdm==4.66.1" ] db = [ @@ -77,7 +76,6 @@ workflow = [ ] all = [ "bokeh==3.3.1", - "torch==2.1.1", "matplotlib==3.7.1", "umap-learn==0.5.3", "uvicorn>=0.15.0,<0.16.0", @@ -116,11 +114,6 @@ packages = [ "spatialprofilingtoolbox.apiserver.app", "spatialprofilingtoolbox.apiserver.scripts", "spatialprofilingtoolbox.cggnn", - "spatialprofilingtoolbox.cggnn.histocartography", - "spatialprofilingtoolbox.cggnn.histocartography.util", - "spatialprofilingtoolbox.cggnn.histocartography.util.interpretability", - "spatialprofilingtoolbox.cggnn.histocartography.util.ml", - "spatialprofilingtoolbox.cggnn.histocartography.util.ml.layers", "spatialprofilingtoolbox.cggnn.scripts", "spatialprofilingtoolbox.ondemand", "spatialprofilingtoolbox.ondemand.providers", From 458c300a74cb306b707afb00acbdf4fbee9a22d9 Mon Sep 17 00:00:00 2001 From: Carlin Liao Date: Wed, 13 Dec 2023 20:29:58 -0500 Subject: [PATCH 09/26] update docker image repo --- spatialprofilingtoolbox/cggnn/scripts/train.py | 9 ++++++--- 1 file changed, 6 insertions(+), 3 deletions(-) diff --git a/spatialprofilingtoolbox/cggnn/scripts/train.py b/spatialprofilingtoolbox/cggnn/scripts/train.py index 83740f35f..f9f44f405 100644 --- a/spatialprofilingtoolbox/cggnn/scripts/train.py +++ b/spatialprofilingtoolbox/cggnn/scripts/train.py @@ -86,8 +86,11 @@ def parse_arguments(): args = parse_arguments() args_to_pass = [f'"{arg}"' for arg in sys.argv[1:]] if args.cuda: - container = 'cg-gnn-cuda' + container = '-cuda' args_to_pass.remove('--cuda') else: - container = 'cg-gnn' - system(f'docker run -v "{getcwd()}:/app" {container} {" ".join(args_to_pass)}') + container = '' + system( + f'docker run -v "{getcwd()}:/app" nadeemlab/spt-cg-gnn:latest{container} ' + ' '.join(args_to_pass) + ) \ No newline at end of file From 4b1e782b7c826537740513d68964e815c76f9e8d Mon Sep 17 00:00:00 2001 From: Carlin Liao Date: Thu, 14 Dec 2023 10:46:09 -0500 Subject: [PATCH 10/26] expose cggnn cuda option in workflow --- docs/cggnn.md | 13 ++++--------- spatialprofilingtoolbox/cggnn/scripts/train.py | 2 +- .../workflow/assets/.workflow.config.template | 1 + spatialprofilingtoolbox/workflow/assets/cggnn.nf | 10 ++++++++++ 4 files changed, 16 insertions(+), 10 deletions(-) diff --git a/docs/cggnn.md b/docs/cggnn.md index 7cdcd2a2e..dac65305d 100644 --- a/docs/cggnn.md +++ b/docs/cggnn.md @@ -45,6 +45,8 @@ k_folds = ... explainer_model = ... merge_rois = ... upload_importances = ... +cuda = ... +random_seed = ... ``` Note that with this configuration file, parameters can't be eliminated to use the default value as is possible with CLI arguments. @@ -64,20 +66,13 @@ Note that with this configuration file, parameters can't be eliminated to use th * `explainer_model`: The explainer type to use. If not `none`, importance scores will be calculated using the model archetype chosen. `pp` is recommended. * `merge_rois`: If true, return a CSV of importance scores merged together by sample. * `upload_importances`: If true, importance scores will be uploaded to the database. +* `cuda`: If true, use CUDA to accelerate training. * `random_seed`: An integer random seed to use for reproducibility. Can be set to `none` to omit a random seed. # Running the workflow -The conda environment file [`cggnn_environment.yml`](cggnn_environment.yml) specifies the installation of the minimum dependencies required to run the workflow fluidly. The environment assumes the machine you are running the workflow on has a CUDA-compatible GPU. Running the cggnn workflow without CUDA is not recommended, but if you choose to do so use [`cggnn_environment_no_cuda.yml`](cggnn_environment_no_cuda.yml). If your machine does support CUDA but not CUDA 11.8, you will need to change the version used by CUDA, pytorch, and DGL to a version your GPU supports. +The workflow spins up a Docker container with the necessary dependencies to run the workflow, so we recommend installing it before trying to run it. This workflow is accelerated if you have a CUDA-compatible GPU, and we recommend using a machine with CUDA support if at all possible. Once your configuration is ready, run the workflow with: -Assuming you have conda installed [(instructions here)](https://conda.io/projects/conda/en/latest/user-guide/install/index.html), create the environment and activate it with the following commands: - -```sh -conda env create -f docs/cggnn_environment.yml -conda activate spt_cggnn -``` - -Then run with: ```sh nextflow run . ``` diff --git a/spatialprofilingtoolbox/cggnn/scripts/train.py b/spatialprofilingtoolbox/cggnn/scripts/train.py index f9f44f405..2efa57a03 100644 --- a/spatialprofilingtoolbox/cggnn/scripts/train.py +++ b/spatialprofilingtoolbox/cggnn/scripts/train.py @@ -93,4 +93,4 @@ def parse_arguments(): system( f'docker run -v "{getcwd()}:/app" nadeemlab/spt-cg-gnn:latest{container} ' ' '.join(args_to_pass) - ) \ No newline at end of file + ) diff --git a/spatialprofilingtoolbox/workflow/assets/.workflow.config.template b/spatialprofilingtoolbox/workflow/assets/.workflow.config.template index 8974bcd83..88dd45643 100644 --- a/spatialprofilingtoolbox/workflow/assets/.workflow.config.template +++ b/spatialprofilingtoolbox/workflow/assets/.workflow.config.template @@ -14,4 +14,5 @@ k_folds = ... explainer_model = ... merge_rois = ... upload_importances = ... +cuda = ... random_seed = ... diff --git a/spatialprofilingtoolbox/workflow/assets/cggnn.nf b/spatialprofilingtoolbox/workflow/assets/cggnn.nf index c89edf153..9ee58405a 100644 --- a/spatialprofilingtoolbox/workflow/assets/cggnn.nf +++ b/spatialprofilingtoolbox/workflow/assets/cggnn.nf @@ -20,6 +20,7 @@ process echo_environment_variables { path 'explainer_model', emit: explainer_model path 'merge_rois', emit: merge_rois path 'upload_importances', emit: upload_importances + path 'cuda', emit: cuda path 'random_seed', emit: random_seed script: @@ -42,6 +43,7 @@ process echo_environment_variables { echo -n "${explainer_model_}" > explainer_model echo -n "${merge_rois_}" > merge_rois echo -n "${upload_importances_}" > upload_importances + echo -n "${cuda_}" > cuda echo -n "${random_seed_}" > random_seed """ } @@ -142,6 +144,7 @@ process train { val k_folds val explainer_model val merge_rois + val cuda val random_seed output: @@ -156,6 +159,7 @@ process train { in_ram_option=\$( if [[ "${in_ram}" == "true" ]]; then echo "--in_ram"; fi) explainer_option=\$( if [[ "${explainer_model}" != "none" ]]; then echo "--explainer ${explainer_model}"; fi) merge_rois_option=\$( if [[ "${merge_rois}" == "true" ]]; then echo "--merge_rois"; fi) + cuda_option=\$( if [[ "${cuda}" == "true" ]]; then echo "--cuda"; fi) echo \ --cg_directory ${working_directory} \ @@ -166,6 +170,8 @@ process train { --k_folds ${k_folds} \ \${explainer_option} \ \${merge_rois_option} \ + \${cuda_option} \ + --random_seed ${random_seed} \ | xargs spt cggnn train """ } @@ -241,6 +247,9 @@ workflow { environment_ch.upload_importances.map{ it.text } .set{ upload_importances_ch } + + environment_ch.cuda.map{ it.text } + .set{ cuda_ch } environment_ch.random_seed.map{ it.text } .set{ random_seed_ch } @@ -297,6 +306,7 @@ workflow { k_folds_ch, explainer_model_ch, merge_rois_ch, + cuda_ch, random_seed_ch ).set{ train_out } From 806479bd8a95a39329bdbede45df840d875cb270 Mon Sep 17 00:00:00 2001 From: Carlin Liao Date: Thu, 14 Dec 2023 23:40:49 -0500 Subject: [PATCH 11/26] sketch docker-in-nextflow-docker --- build/workflow/Makefile | 1 + .../cggnn/scripts/train.py | 2 +- .../workflow/assets/cggnn.nf | 31 ++++++++++++++++--- .../workflow/assets/nextflow.config.jinja | 3 ++ test/workflow/module_tests/.workflow.config | 1 + 5 files changed, 33 insertions(+), 5 deletions(-) diff --git a/build/workflow/Makefile b/build/workflow/Makefile index a905ea3d3..28b0fa98e 100644 --- a/build/workflow/Makefile +++ b/build/workflow/Makefile @@ -71,6 +71,7 @@ ${TESTS}: setup-testing --rm \ --network ${MODULE_NAME}_isolated_temporary_test \ --mount type=bind,src=${TEST_LOCATION_ABSOLUTE},dst=/mount_sources \ + -v /var/run/docker.sock:/var/run/docker.sock \ -t ${DOCKER_ORG_NAME}-development/${DOCKER_REPO_PREFIX}-development:latest \ /bin/bash -c "$$test_cmd && exit $$?" ; \ echo "$$?" > status_code; \ diff --git a/spatialprofilingtoolbox/cggnn/scripts/train.py b/spatialprofilingtoolbox/cggnn/scripts/train.py index 2efa57a03..5a279ca6b 100644 --- a/spatialprofilingtoolbox/cggnn/scripts/train.py +++ b/spatialprofilingtoolbox/cggnn/scripts/train.py @@ -91,6 +91,6 @@ def parse_arguments(): else: container = '' system( - f'docker run -v "{getcwd()}:/app" nadeemlab/spt-cg-gnn:latest{container} ' + f'docker run --rm -v "{getcwd()}:/app" nadeemlab/spt-cg-gnn:latest{container} ' ' '.join(args_to_pass) ) diff --git a/spatialprofilingtoolbox/workflow/assets/cggnn.nf b/spatialprofilingtoolbox/workflow/assets/cggnn.nf index 9ee58405a..2c5767b60 100644 --- a/spatialprofilingtoolbox/workflow/assets/cggnn.nf +++ b/spatialprofilingtoolbox/workflow/assets/cggnn.nf @@ -135,6 +135,10 @@ process finalize_graphs { process train { publishDir '.', mode: 'copy' + // beforeScript 'export DOCKER_IMAGE=$(if [[ "${cuda}" == "true" ]]; then echo "nadeemlab/spt-cg-gnn:cuda-latest"; else echo "nadeemlab/spt-cg-gnn:latest"; fi)' + + // container "\${DOCKER_IMAGE}" + input: path working_directory val in_ram @@ -156,13 +160,28 @@ process train { """ #!/bin/bash + ls ${working_directory} + + mkdir -p data + cp -r ${working_directory}/* data + ls data + in_ram_option=\$( if [[ "${in_ram}" == "true" ]]; then echo "--in_ram"; fi) explainer_option=\$( if [[ "${explainer_model}" != "none" ]]; then echo "--explainer ${explainer_model}"; fi) merge_rois_option=\$( if [[ "${merge_rois}" == "true" ]]; then echo "--merge_rois"; fi) - cuda_option=\$( if [[ "${cuda}" == "true" ]]; then echo "--cuda"; fi) + volume="\$PWD/data:/data" + docker_image=\$(if [[ "${cuda}" == "true" ]]; then echo "nadeemlab/spt-cg-gnn:cuda-latest"; else echo "nadeemlab/spt-cg-gnn:latest"; fi) + + echo \$PWD + echo \$volume + + set -x echo \ - --cg_directory ${working_directory} \ + --rm \ + -v \${volume} \ + \${docker_image} \ + --cg_directory /data \ \${in_ram_option} \ --batch_size ${batch_size} \ --epochs ${epochs} \ @@ -170,9 +189,13 @@ process train { --k_folds ${k_folds} \ \${explainer_option} \ \${merge_rois_option} \ - \${cuda_option} \ --random_seed ${random_seed} \ - | xargs spt cggnn train + | xargs docker run + + set +x + + cp -r data/* ${working_directory}/ + rm -r data """ } diff --git a/spatialprofilingtoolbox/workflow/assets/nextflow.config.jinja b/spatialprofilingtoolbox/workflow/assets/nextflow.config.jinja index 4b32dc199..049ac1cb8 100644 --- a/spatialprofilingtoolbox/workflow/assets/nextflow.config.jinja +++ b/spatialprofilingtoolbox/workflow/assets/nextflow.config.jinja @@ -90,5 +90,8 @@ env.merge_rois_ = '{{ merge_rois }}'{% endif %} {%- if upload_importances is defined %} env.upload_importances_ = '{{ upload_importances }}'{% endif %} +{%- if cuda is defined %} +env.cuda_ = '{{ cuda }}'{% endif %} + {%- if random_seed is defined %} env.random_seed_ = '{{ random_seed }}'{% endif %} diff --git a/test/workflow/module_tests/.workflow.config b/test/workflow/module_tests/.workflow.config index 8a0425868..c7e04981c 100644 --- a/test/workflow/module_tests/.workflow.config +++ b/test/workflow/module_tests/.workflow.config @@ -14,4 +14,5 @@ k_folds = 0 explainer_model = pp merge_rois = true upload_importances = false +cuda = false random_seed = 0 From cdc9d872a3edc50d803413f7d3ab134c8d1a00e6 Mon Sep 17 00:00:00 2001 From: Carlin Liao Date: Fri, 15 Dec 2023 15:00:01 -0500 Subject: [PATCH 12/26] remove training script now that it's dockerized --- .../cggnn/scripts/train.py | 96 ------------------- 1 file changed, 96 deletions(-) delete mode 100644 spatialprofilingtoolbox/cggnn/scripts/train.py diff --git a/spatialprofilingtoolbox/cggnn/scripts/train.py b/spatialprofilingtoolbox/cggnn/scripts/train.py deleted file mode 100644 index 5a279ca6b..000000000 --- a/spatialprofilingtoolbox/cggnn/scripts/train.py +++ /dev/null @@ -1,96 +0,0 @@ -"""Train a CG-GNN on pre-split sets of cell graphs.""" - -import sys -from os import getcwd, system -from argparse import ArgumentParser - - -def parse_arguments(): - """Parse command line arguments.""" - parser = ArgumentParser( - prog='spt cggnn train', - description='Train a GNN on cell graphs.', - ) - parser.add_argument( - '--cg_directory', - type=str, - help='Directory with the cell graphs, metadata, and feature names. ' - 'Model results and any other output will be saved to this directory.', - required=True - ) - parser.add_argument( - '--in_ram', - help='If the data should be stored in RAM.', - action='store_true', - ) - parser.add_argument( - '-b', - '--batch_size', - type=int, - help='Batch size to use during training.', - default=1, - required=False - ) - parser.add_argument( - '--epochs', - type=int, - help='Number of training epochs to do.', - default=10, - required=False - ) - parser.add_argument( - '-l', - '--learning_rate', - type=float, - help='Learning rate to use during training.', - default=1e-3, - required=False - ) - parser.add_argument( - '-k', - '--k_folds', - type=int, - help='Folds to use in k-fold cross validation. 0 means don\'t use k-fold cross validation ' - 'unless no validation dataset is provided, in which case k defaults to 3.', - required=False, - default=0 - ) - parser.add_argument( - '--explainer', - type=str, - help='Which explainer type to use. If provided, importance scores will be calculated.', - default=None, - required=False - ) - parser.add_argument( - '--merge_rois', - help='Save a CSV of importance scores merged across ROIs from a single specimen.', - action='store_true' - ) - parser.add_argument( - '--random_seed', - type=int, - help='Random seed to use for reproducibility.', - default=None, - required=False - ) - parser.add_argument( - '--cuda', - help='Train a CUDA-enabled CG-GNN. Defaults to CPU if not provided.', - action='store_true' - ) - return parser.parse_args() - - -if __name__ == "__main__": - args = parse_arguments() - args_to_pass = [f'"{arg}"' for arg in sys.argv[1:]] - if args.cuda: - container = '-cuda' - args_to_pass.remove('--cuda') - else: - container = '' - system( - f'docker run --rm -v "{getcwd()}:/app" nadeemlab/spt-cg-gnn:latest{container} ' - ' '.join(args_to_pass) - ) From 19fc43e2f819c3a5457e83abf2d4bc7b008f274e Mon Sep 17 00:00:00 2001 From: Carlin Liao Date: Fri, 15 Dec 2023 15:04:44 -0500 Subject: [PATCH 13/26] undo docker-in-docker changes --- build/build_scripts/development_prereqs.Dockerfile | 1 - build/workflow/Makefile | 1 - 2 files changed, 2 deletions(-) diff --git a/build/build_scripts/development_prereqs.Dockerfile b/build/build_scripts/development_prereqs.Dockerfile index 1c4fa5cff..d78804e09 100644 --- a/build/build_scripts/development_prereqs.Dockerfile +++ b/build/build_scripts/development_prereqs.Dockerfile @@ -8,7 +8,6 @@ RUN apt-get install -y libpq-dev RUN apt install openjdk-11-jdk -y RUN apt install xxd -y RUN apt install file -y -RUN apt-get install -y docker.io WORKDIR /usr/src/app ENV PATH="/usr/src/app:$PATH" RUN apt install curl -y diff --git a/build/workflow/Makefile b/build/workflow/Makefile index 28b0fa98e..a905ea3d3 100644 --- a/build/workflow/Makefile +++ b/build/workflow/Makefile @@ -71,7 +71,6 @@ ${TESTS}: setup-testing --rm \ --network ${MODULE_NAME}_isolated_temporary_test \ --mount type=bind,src=${TEST_LOCATION_ABSOLUTE},dst=/mount_sources \ - -v /var/run/docker.sock:/var/run/docker.sock \ -t ${DOCKER_ORG_NAME}-development/${DOCKER_REPO_PREFIX}-development:latest \ /bin/bash -c "$$test_cmd && exit $$?" ; \ echo "$$?" > status_code; \ From e305119e134d0b3cc07b01bc72caaaed0a4a15db Mon Sep 17 00:00:00 2001 From: Carlin Liao Date: Fri, 15 Dec 2023 12:26:31 -0500 Subject: [PATCH 14/26] sketch no docker test --- build/workflow/Makefile | 25 ++++++++++++++++++- ...{test_cggnn.sh => no_docker_test_cggnn.sh} | 7 +++++- 2 files changed, 30 insertions(+), 2 deletions(-) rename test/workflow/module_tests/{test_cggnn.sh => no_docker_test_cggnn.sh} (93%) diff --git a/build/workflow/Makefile b/build/workflow/Makefile index a905ea3d3..e28153f57 100644 --- a/build/workflow/Makefile +++ b/build/workflow/Makefile @@ -9,6 +9,8 @@ MODULE_TEST_FILES := $(wildcard ../../${TEST_LOCATION}/${MODULE_NAME}/module_tes MODULE_TESTS := $(foreach test_file,$(MODULE_TEST_FILES),test-$(test_file)) TESTS := ${UNIT_TESTS} ${MODULE_TESTS} +STANDALONE_MODULE_TEST := ../../${TEST_LOCATION}/${MODULE_NAME}/module_tests/no_docker_test_cggnn.sh + TEST_DIRECTORY := ../../${TEST_LOCATION}/${MODULE_NAME} TD := ${TEST_DIRECTORY} @@ -34,7 +36,7 @@ teardown-unit-testing: ${UNIT_TESTS} >@${MESSAGE} end "Down." "Error." >@rm -f status_code -teardown-module-testing: ${MODULE_TESTS} +teardown-module-testing: ${MODULE_TESTS} ${STANDALONE_MODULE_TEST} >@${MESSAGE} start "\u2517\u2501" >@docker compose down && docker compose rm --force --stop ; echo "$$?" > status_code >@rm -f ${TD}/nextflow.log; rm -f ${TD}/.nextflow.log*; rm -rf ${TD}/.nextflow/; rm -f ${TD}/configure.sh; rm -f ${TD}/run.sh; rm -f ${TD}/main.nf; rm -f ${TD}/nextflow.config; rm -rf ${TD}/work/; rm -rf ${TD}/results/ @@ -81,6 +83,27 @@ ${TESTS}: setup-testing >@${MESSAGE} end "Passed." "Failed." >@rm -f status_code +${STANDALONE_MODULE_TEST}: ${MODULE_TESTS} +>@test_target=$$(echo $@ | sed 's/..\/..\/${TEST_LOCATION}\/${MODULE_NAME}\///g') ; \ + test_script=$${test_target/test-/} ; \ + test_name=$${test_script/module_tests\/no_docker_test_/} ; \ + test_name=$${test_name/unit_tests\/no_docker_test_/} ; \ + extension=$$(echo $$test_name | grep -o "\.sh\|\.py$$" ) ; \ + test_name=$${test_name/$$extension/} ; \ + test_name=$$(echo "$$test_name" | tr '_' ' ' ) ; \ + ${MESSAGE} start "\u2503 $$test_name" +>@test_target=$$(echo $@ | sed 's/..\/..\/${TEST_LOCATION}\/${MODULE_NAME}\///g') ; \ + test_script=$${test_target/test-/} ; \ + test_name=$${test_script/module_tests\/no_docker_test_/} ; \ + executor=none-cmd ; \ + if [[ "$$extension" == ".py" ]]; then executor=python; fi ; \ + if [[ "$$extension" == ".sh" ]]; then executor=bash; fi ; \ + test_cmd="cd ${TEST_LOCATION}/${MODULE_NAME}/ && $$executor $$test_script"; \ + $$test_cmd ; \ + echo "$$?" > status_code +>@${MESSAGE} end "Passed." "Failed." +>@rm -f status_code + clean: >@rm -f ${WHEEL_FILENAME} >@rm -f ${TD}/nextflow.log; rm -f ${TD}/.nextflow.log*; rm -rf ${TD}/.nextflow/; rm -f ${TD}/configure.sh; rm -f ${TD}/run.sh; rm -f ${TD}/main.nf; rm -f ${TD}/nextflow.config; rm -rf ${TD}/work/; rm -rf ${TD}/results/ diff --git a/test/workflow/module_tests/test_cggnn.sh b/test/workflow/module_tests/no_docker_test_cggnn.sh similarity index 93% rename from test/workflow/module_tests/test_cggnn.sh rename to test/workflow/module_tests/no_docker_test_cggnn.sh index f0a5a777d..c95f5d159 100755 --- a/test/workflow/module_tests/test_cggnn.sh +++ b/test/workflow/module_tests/no_docker_test_cggnn.sh @@ -1,3 +1,7 @@ +# Set up a virtual environment to run this test and install SPT in it. +# TODO + +# Run the workflow spt workflow configure --local --workflow='cggnn' --study-name='Melanoma intralesional IL2' --database-config-file=../db/.spt_db.config.container --workflow-config-file=module_tests/.workflow.config nextflow run . @@ -62,4 +66,5 @@ else fi # Clean up -rm -f .nextflow.log*; rm -rf .nextflow/; rm -f configure.sh; rm -f run.sh; rm -f main.nf; rm -f nextflow.config; rm top_100_structures.txt; rm top_100_reference.txt; rm -rf results/ +rm -f .nextflow.log*; rm -rf .nextflow/; rm -f configure.sh; rm -f run.sh; rm -f main.nf; rm -f nextflow.config; rm top_100_structures.txt; rm top_100_reference.txt; # rm -rf results/ +# TODO: Delete the virtual environment this test ran in From ca0d5414fec5296cb908f7de3c30e92a042fe2b2 Mon Sep 17 00:00:00 2001 From: Carlin Liao Date: Fri, 15 Dec 2023 12:35:46 -0500 Subject: [PATCH 15/26] use virtualenv --- test/workflow/module_tests/no_docker_test_cggnn.sh | 11 +++++++---- 1 file changed, 7 insertions(+), 4 deletions(-) diff --git a/test/workflow/module_tests/no_docker_test_cggnn.sh b/test/workflow/module_tests/no_docker_test_cggnn.sh index c95f5d159..2e6c1318f 100755 --- a/test/workflow/module_tests/no_docker_test_cggnn.sh +++ b/test/workflow/module_tests/no_docker_test_cggnn.sh @@ -1,5 +1,7 @@ -# Set up a virtual environment to run this test and install SPT in it. -# TODO +# Set up a virtual environment to run this test +python -m venv env +source env/bin/activate +pip install ../../.. # Run the workflow spt workflow configure --local --workflow='cggnn' --study-name='Melanoma intralesional IL2' --database-config-file=../db/.spt_db.config.container --workflow-config-file=module_tests/.workflow.config @@ -66,5 +68,6 @@ else fi # Clean up -rm -f .nextflow.log*; rm -rf .nextflow/; rm -f configure.sh; rm -f run.sh; rm -f main.nf; rm -f nextflow.config; rm top_100_structures.txt; rm top_100_reference.txt; # rm -rf results/ -# TODO: Delete the virtual environment this test ran in +rm -f .nextflow.log*; rm -rf .nextflow/; rm -f configure.sh; rm -f run.sh; rm -f main.nf; rm -f nextflow.config; rm -f top_100_structures.txt; rm -f top_100_reference.txt; rm -rf results/ +deactivate +rm -rf env/ From 9392d7a9c7f652114feec08401505563aacbb766 Mon Sep 17 00:00:00 2001 From: Carlin Liao Date: Fri, 15 Dec 2023 19:19:13 -0500 Subject: [PATCH 16/26] add new rule to make --- build/workflow/Makefile | 10 ++++--- pyproject.toml.unversioned | 1 + .../workflow/assets/cggnn.nf | 29 +++---------------- .../module_tests/.spt_db.config.container | 5 ++++ .../module_tests/no_docker_test_cggnn.sh | 6 ++-- 5 files changed, 19 insertions(+), 32 deletions(-) create mode 100644 test/workflow/module_tests/.spt_db.config.container diff --git a/build/workflow/Makefile b/build/workflow/Makefile index e28153f57..81ff9617b 100644 --- a/build/workflow/Makefile +++ b/build/workflow/Makefile @@ -95,11 +95,13 @@ ${STANDALONE_MODULE_TEST}: ${MODULE_TESTS} >@test_target=$$(echo $@ | sed 's/..\/..\/${TEST_LOCATION}\/${MODULE_NAME}\///g') ; \ test_script=$${test_target/test-/} ; \ test_name=$${test_script/module_tests\/no_docker_test_/} ; \ + filename="module_tests/$$(basename $$test_script)" \ + extension=$${filename##*.} ; \ executor=none-cmd ; \ - if [[ "$$extension" == ".py" ]]; then executor=python; fi ; \ - if [[ "$$extension" == ".sh" ]]; then executor=bash; fi ; \ - test_cmd="cd ${TEST_LOCATION}/${MODULE_NAME}/ && $$executor $$test_script"; \ - $$test_cmd ; \ + if [[ "$$extension" == "py" ]]; then executor=python; fi ; \ + if [[ "$$extension" == "sh" ]]; then executor=bash; fi ; \ + cd ../../${TEST_LOCATION}/${MODULE_NAME}/ ; \ + $$executor $$filename; \ echo "$$?" > status_code >@${MESSAGE} end "Passed." "Failed." >@rm -f status_code diff --git a/pyproject.toml.unversioned b/pyproject.toml.unversioned index b228d0dbb..1e40de942 100644 --- a/pyproject.toml.unversioned +++ b/pyproject.toml.unversioned @@ -68,6 +68,7 @@ workflow = [ "scipy==1.10.1", "scikit-learn==1.2.2", "pyshp==2.2.0", + "pydantic==2.0.2", "pandas==2.0.2", "Jinja2==3.1.2", "tabulate==0.8.10", diff --git a/spatialprofilingtoolbox/workflow/assets/cggnn.nf b/spatialprofilingtoolbox/workflow/assets/cggnn.nf index 2c5767b60..fe908ff20 100644 --- a/spatialprofilingtoolbox/workflow/assets/cggnn.nf +++ b/spatialprofilingtoolbox/workflow/assets/cggnn.nf @@ -135,9 +135,9 @@ process finalize_graphs { process train { publishDir '.', mode: 'copy' - // beforeScript 'export DOCKER_IMAGE=$(if [[ "${cuda}" == "true" ]]; then echo "nadeemlab/spt-cg-gnn:cuda-latest"; else echo "nadeemlab/spt-cg-gnn:latest"; fi)' + beforeScript 'export DOCKER_IMAGE="nadeemlab/spt-cg-gnn:\$(if [[ "${cuda}" == "true" ]]; then echo "cuda-"; fi)latest"' - // container "\${DOCKER_IMAGE}" + container "\${DOCKER_IMAGE}" input: path working_directory @@ -159,29 +159,13 @@ process train { script: """ #!/bin/bash - - ls ${working_directory} - - mkdir -p data - cp -r ${working_directory}/* data - ls data in_ram_option=\$( if [[ "${in_ram}" == "true" ]]; then echo "--in_ram"; fi) explainer_option=\$( if [[ "${explainer_model}" != "none" ]]; then echo "--explainer ${explainer_model}"; fi) merge_rois_option=\$( if [[ "${merge_rois}" == "true" ]]; then echo "--merge_rois"; fi) - volume="\$PWD/data:/data" - docker_image=\$(if [[ "${cuda}" == "true" ]]; then echo "nadeemlab/spt-cg-gnn:cuda-latest"; else echo "nadeemlab/spt-cg-gnn:latest"; fi) - - echo \$PWD - echo \$volume - - set -x echo \ - --rm \ - -v \${volume} \ - \${docker_image} \ - --cg_directory /data \ + --cg_directory ${working_directory} \ \${in_ram_option} \ --batch_size ${batch_size} \ --epochs ${epochs} \ @@ -190,12 +174,7 @@ process train { \${explainer_option} \ \${merge_rois_option} \ --random_seed ${random_seed} \ - | xargs docker run - - set +x - - cp -r data/* ${working_directory}/ - rm -r data + | xargs python /app/main.py """ } diff --git a/test/workflow/module_tests/.spt_db.config.container b/test/workflow/module_tests/.spt_db.config.container new file mode 100644 index 000000000..b915efba9 --- /dev/null +++ b/test/workflow/module_tests/.spt_db.config.container @@ -0,0 +1,5 @@ +[database-credentials] +endpoint = localhost +database = default_study_lookup +user = postgres +password = postgres diff --git a/test/workflow/module_tests/no_docker_test_cggnn.sh b/test/workflow/module_tests/no_docker_test_cggnn.sh index 2e6c1318f..5e16879cd 100755 --- a/test/workflow/module_tests/no_docker_test_cggnn.sh +++ b/test/workflow/module_tests/no_docker_test_cggnn.sh @@ -1,11 +1,11 @@ # Set up a virtual environment to run this test python -m venv env source env/bin/activate -pip install ../../.. +pip install ../..[workflow] # Run the workflow -spt workflow configure --local --workflow='cggnn' --study-name='Melanoma intralesional IL2' --database-config-file=../db/.spt_db.config.container --workflow-config-file=module_tests/.workflow.config -nextflow run . +spt workflow configure --local --workflow='cggnn' --study-name='Melanoma intralesional IL2' --database-config-file=module_tests/.spt_db.config.container --workflow-config-file=module_tests/.workflow.config +nextflow run . -with-docker # Check if the workflow ran successfully and if the expected output files exist if [ $? -ne 0 ] || [ ! -e "results/model/model_best_validation_accuracy.pt" ] || [ ! -e "results/model/model_best_validation_loss.pt" ] || [ ! -e "results/model/model_best_validation_weighted_f1_score.pt" ] || [ ! -e "results/importances.csv" ] || [ ! -e "results/feature_names.txt" ] || [ ! -e "results/graphs.pkl" ]; then From bece9efe6b9cddd360ff11857b487e97d703231e Mon Sep 17 00:00:00 2001 From: Carlin Liao Date: Sat, 16 Dec 2023 12:22:04 -0500 Subject: [PATCH 17/26] add docker network to nextflow --- build/workflow/Makefile | 2 +- .../workflow/assets/nextflow.config.jinja | 6 ++++++ test/workflow/module_tests/.workflow.config | 1 + test/workflow/module_tests/no_docker_test_cggnn.sh | 6 +++--- 4 files changed, 11 insertions(+), 4 deletions(-) diff --git a/build/workflow/Makefile b/build/workflow/Makefile index 81ff9617b..6dbe56821 100644 --- a/build/workflow/Makefile +++ b/build/workflow/Makefile @@ -101,7 +101,7 @@ ${STANDALONE_MODULE_TEST}: ${MODULE_TESTS} if [[ "$$extension" == "py" ]]; then executor=python; fi ; \ if [[ "$$extension" == "sh" ]]; then executor=bash; fi ; \ cd ../../${TEST_LOCATION}/${MODULE_NAME}/ ; \ - $$executor $$filename; \ + $$executor $$filename ${DOCKER_ORG_NAME}-development/${DOCKER_REPO_PREFIX}-development:latest ; \ echo "$$?" > status_code >@${MESSAGE} end "Passed." "Failed." >@rm -f status_code diff --git a/spatialprofilingtoolbox/workflow/assets/nextflow.config.jinja b/spatialprofilingtoolbox/workflow/assets/nextflow.config.jinja index 049ac1cb8..250799a97 100644 --- a/spatialprofilingtoolbox/workflow/assets/nextflow.config.jinja +++ b/spatialprofilingtoolbox/workflow/assets/nextflow.config.jinja @@ -95,3 +95,9 @@ env.cuda_ = '{{ cuda }}'{% endif %} {%- if random_seed is defined %} env.random_seed_ = '{{ random_seed }}'{% endif %} + +{%- if workflow == 'cggnn' and network is not none %} +docker { + runOptions = '--network {{ network }}' +} +{%- endif %} diff --git a/test/workflow/module_tests/.workflow.config b/test/workflow/module_tests/.workflow.config index c7e04981c..c736a6999 100644 --- a/test/workflow/module_tests/.workflow.config +++ b/test/workflow/module_tests/.workflow.config @@ -16,3 +16,4 @@ merge_rois = true upload_importances = false cuda = false random_seed = 0 +network = workflow_isolated_temporary_test diff --git a/test/workflow/module_tests/no_docker_test_cggnn.sh b/test/workflow/module_tests/no_docker_test_cggnn.sh index 5e16879cd..637d01593 100755 --- a/test/workflow/module_tests/no_docker_test_cggnn.sh +++ b/test/workflow/module_tests/no_docker_test_cggnn.sh @@ -4,8 +4,8 @@ source env/bin/activate pip install ../..[workflow] # Run the workflow -spt workflow configure --local --workflow='cggnn' --study-name='Melanoma intralesional IL2' --database-config-file=module_tests/.spt_db.config.container --workflow-config-file=module_tests/.workflow.config -nextflow run . -with-docker +spt workflow configure --local --workflow='cggnn' --study-name='Melanoma intralesional IL2' --database-config-file=../db/.spt_db.config.container --workflow-config-file=module_tests/.workflow.config +nextflow run . -with-docker $1 # Check if the workflow ran successfully and if the expected output files exist if [ $? -ne 0 ] || [ ! -e "results/model/model_best_validation_accuracy.pt" ] || [ ! -e "results/model/model_best_validation_loss.pt" ] || [ ! -e "results/model/model_best_validation_weighted_f1_score.pt" ] || [ ! -e "results/importances.csv" ] || [ ! -e "results/feature_names.txt" ] || [ ! -e "results/graphs.pkl" ]; then @@ -68,6 +68,6 @@ else fi # Clean up -rm -f .nextflow.log*; rm -rf .nextflow/; rm -f configure.sh; rm -f run.sh; rm -f main.nf; rm -f nextflow.config; rm -f top_100_structures.txt; rm -f top_100_reference.txt; rm -rf results/ +rm -f .nextflow.log*; rm -rf .nextflow/; rm -f configure.sh; rm -f run.sh; rm -f main.nf; rm -f nextflow.config; rm -f top_100_structures.txt; rm -f top_100_reference.txt; # rm -rf results/ deactivate rm -rf env/ From 588a3bd236bff18c3db9919ab8c7b918676808d6 Mon Sep 17 00:00:00 2001 From: Carlin Liao Date: Sat, 16 Dec 2023 17:59:30 -0500 Subject: [PATCH 18/26] update training command --- spatialprofilingtoolbox/workflow/assets/cggnn.nf | 2 +- test/workflow/module_tests/no_docker_test_cggnn.sh | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/spatialprofilingtoolbox/workflow/assets/cggnn.nf b/spatialprofilingtoolbox/workflow/assets/cggnn.nf index fe908ff20..ce468604e 100644 --- a/spatialprofilingtoolbox/workflow/assets/cggnn.nf +++ b/spatialprofilingtoolbox/workflow/assets/cggnn.nf @@ -174,7 +174,7 @@ process train { \${explainer_option} \ \${merge_rois_option} \ --random_seed ${random_seed} \ - | xargs python /app/main.py + | xargs spt-plugin-train-on-graphs """ } diff --git a/test/workflow/module_tests/no_docker_test_cggnn.sh b/test/workflow/module_tests/no_docker_test_cggnn.sh index 637d01593..eeef59946 100755 --- a/test/workflow/module_tests/no_docker_test_cggnn.sh +++ b/test/workflow/module_tests/no_docker_test_cggnn.sh @@ -68,6 +68,6 @@ else fi # Clean up -rm -f .nextflow.log*; rm -rf .nextflow/; rm -f configure.sh; rm -f run.sh; rm -f main.nf; rm -f nextflow.config; rm -f top_100_structures.txt; rm -f top_100_reference.txt; # rm -rf results/ +rm -f .nextflow.log*; rm -rf .nextflow/; rm -f configure.sh; rm -f run.sh; rm -f main.nf; rm -f nextflow.config; rm -f top_100_structures.txt; rm -f top_100_reference.txt; rm -rf results/ deactivate rm -rf env/ From 9720bdb2dfb613bb31d938d909719ee69110e71a Mon Sep 17 00:00:00 2001 From: Carlin Liao Date: Sat, 16 Dec 2023 19:53:48 -0500 Subject: [PATCH 19/26] save adj separately --- spatialprofilingtoolbox/cggnn/util.py | 16 +++++++++++++--- .../workflow/assets/cggnn.nf | 15 +++------------ .../unit_tests/{ => graphs}/feature_names.txt | 0 test/cggnn/unit_tests/graphs/graph_0_adj.npz | Bin 0 -> 1526 bytes test/cggnn/unit_tests/graphs/graph_1_adj.npz | Bin 0 -> 1237 bytes test/cggnn/unit_tests/graphs/graph_2_adj.npz | Bin 0 -> 1179 bytes test/cggnn/unit_tests/graphs/graph_3_adj.npz | Bin 0 -> 1197 bytes test/cggnn/unit_tests/{ => graphs}/graphs.pkl | Bin 36993 -> 26294 bytes test/cggnn/unit_tests/test_plotting.sh | 2 +- 9 files changed, 17 insertions(+), 16 deletions(-) rename test/cggnn/unit_tests/{ => graphs}/feature_names.txt (100%) create mode 100644 test/cggnn/unit_tests/graphs/graph_0_adj.npz create mode 100644 test/cggnn/unit_tests/graphs/graph_1_adj.npz create mode 100644 test/cggnn/unit_tests/graphs/graph_2_adj.npz create mode 100644 test/cggnn/unit_tests/graphs/graph_3_adj.npz rename test/cggnn/unit_tests/{ => graphs}/graphs.pkl (62%) diff --git a/spatialprofilingtoolbox/cggnn/util.py b/spatialprofilingtoolbox/cggnn/util.py index d2302bc23..cf6609dce 100644 --- a/spatialprofilingtoolbox/cggnn/util.py +++ b/spatialprofilingtoolbox/cggnn/util.py @@ -15,7 +15,7 @@ ) from numpy.random import seed as np_seed from numpy.typing import NDArray -from scipy.sparse import spmatrix +from scipy.sparse import spmatrix, save_npz, load_npz # type: ignore SETS = ('train', 'validation', 'test') SETS_type = Literal['train', 'validation', 'test'] @@ -47,19 +47,29 @@ class GraphData(NamedTuple): def save_hs_graphs(graphs_data: list[GraphData], output_directory: str) -> None: - """Save histological structure graphs to a directory.""" + """Save histological structure graphs to a directory. + + Saves the adjacency graph separately from the rest of the graph data for compatibility. + """ makedirs(output_directory, exist_ok=True) + for i, gd in enumerate(graphs_data): + save_npz(join(output_directory, f'graph_{i}_adj.npz'), gd.graph.adj) with open(join(output_directory, 'graphs.pkl'), 'wb') as f: + for gd in graphs_data: + gd.graph.adj = None # type: ignore dump(graphs_data, f) def load_hs_graphs(graph_directory: str) -> tuple[list[GraphData], list[str]]: """Load histological structure graphs from a directory. - Assumes directory contains the files `graphs.pkl` and `feature_names.txt`. + Assumes directory contains the files `graphs.pkl`, `feature_names.txt`, and a sparse array for + every graph in `graphs.pkl`. """ with open(join(graph_directory, 'graphs.pkl'), 'rb') as f: graphs_data: list[GraphData] = load(f) + for i, gd in enumerate(graphs_data): + gd.graph.adj = load_npz(join(graph_directory, f'graph_{i}_adj.npz')) feature_names: list[str] = loadtxt( join(graph_directory, 'feature_names.txt'), dtype=str, diff --git a/spatialprofilingtoolbox/workflow/assets/cggnn.nf b/spatialprofilingtoolbox/workflow/assets/cggnn.nf index c89edf153..0755d54ec 100644 --- a/spatialprofilingtoolbox/workflow/assets/cggnn.nf +++ b/spatialprofilingtoolbox/workflow/assets/cggnn.nf @@ -114,8 +114,6 @@ process finalize_graphs { output: path "results/", emit: working_directory - path "results/feature_names.txt", emit: feature_names_file - path "results/graphs.pkl", emit: graphs_file script: """ @@ -146,8 +144,7 @@ process train { output: path "${working_directory}/importances.csv", emit: importances_csv_path - path "${working_directory}/model/", emit: model_directory - path "${working_directory}/graphs.pkl", optional: true + path "${working_directory}/", emit: working_directory script: """ @@ -282,12 +279,6 @@ workflow { finalize_out.working_directory .set{ working_directory_ch } - finalize_out.feature_names_file - .set{ feature_names_ch } - - finalize_out.graphs_file - .set{ graphs_file_ch } - train( working_directory_ch, in_ram_ch, @@ -303,8 +294,8 @@ workflow { train_out.importances_csv_path .set{ importances_csv_path_ch } - train_out.model_directory - .set{ model_directory_ch } + train_out.working_directory + .set{ working_directory_ch } upload_importance_scores( upload_importances_ch, diff --git a/test/cggnn/unit_tests/feature_names.txt b/test/cggnn/unit_tests/graphs/feature_names.txt similarity index 100% rename from test/cggnn/unit_tests/feature_names.txt rename to test/cggnn/unit_tests/graphs/feature_names.txt diff --git a/test/cggnn/unit_tests/graphs/graph_0_adj.npz b/test/cggnn/unit_tests/graphs/graph_0_adj.npz new file mode 100644 index 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test/cggnn/unit_tests/graphs/graph_0_adj.npz | Bin 1526 -> 1598 bytes test/cggnn/unit_tests/graphs/graph_1_adj.npz | Bin 1237 -> 1273 bytes test/cggnn/unit_tests/graphs/graph_2_adj.npz | Bin 1179 -> 1211 bytes test/cggnn/unit_tests/graphs/graph_3_adj.npz | Bin 1197 -> 1236 bytes test/cggnn/unit_tests/graphs/graphs.pkl | Bin 26294 -> 22291 bytes 6 files changed, 2 insertions(+) diff --git a/pyproject.toml.unversioned b/pyproject.toml.unversioned index 1e40de942..fd7cbb7e8 100644 --- a/pyproject.toml.unversioned +++ b/pyproject.toml.unversioned @@ -44,6 +44,8 @@ apiserver = [ ] cggnn = [ "bokeh==3.3.1", + "numpy==1.24.3", + "scipy==1.10.1", "tables==3.9.1", "tqdm==4.66.1" ] diff --git a/test/cggnn/unit_tests/graphs/graph_0_adj.npz b/test/cggnn/unit_tests/graphs/graph_0_adj.npz index 9bc3758a3af27a3d4a3595bcfc4dc32a0bfbd9cc..b12256cd5f7553c2d95936814461c26b91d3f41a 100644 GIT binary patch delta 999 zcmeyyy^p6pz?+#xmw|zS1BewFimv{=`yUFp8AKQ|^HMUCQ;YTT3Mv^H1Q>pB0aXEk 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zT&sUva-Q1uj8!cdjB8nQw1Z9e>%Z>U%#>Pug^{^})70?O$gE)xAHNtG;pN`RZ@eyy}1Q zv#eiz_zUVe+YYF6Z|GL{P5p*AO>B%|3y&S=(Y{o*-@`e5tkSW!}pQ4WzK`$ZqmDcX$q%;Wit_#DS_ zFs_(`^Rta(*&c1oe0ffeV>|O?JLeVsqRxJfGa8G&k+N_-0lo7U zJdL;wPcz`3MShI8!q?gcz($-|@Mpkhf!;(m_-4`55P;_CK|Xo{Qi<3WaN7~zhH(@0 z%-@wMCBH9IcD`Dsw7&*@cbU=*WWHXeQ~@MQ-hk~*aQaa47EYrJcAyGS-UjcTGNtQX z$UlP%wC{ueJ>UayK7{On?{DDlhx`XPK;}Q;`xo$W*`Yfn{3IdrPB|fbr(Bu{C1AtH z1$h=zfm8s_8hD@N_R(;kP>G)oFVFx4fJ=bOfh&M3fwe$0unxEyxCU4c&{Ml>ffisR zunD*hxE}Z}a0Ac^YzA%uLclFR8*nRd8*m43CvX?=eW3sP$fbJMso`t0IuWjoae2Pb zl5aLyBEG7qG$_I*YAbk{B| z>eXpn;j*~2(uuf&y+>pfyD)kc8?KORe)Rfv7QS|$pdZ?KrXq7* z`s>%ck)ouZ-!jNA+eYJ9JdcsqX+MVh7|A^zZ0$zp$2OLfgV#J*zA^vMcR<`*Bb{xB zD~(n}xx|CVEXl|7F;5<|eK2{raf9WR{k(RTvfpSt6s}SHnC-K(1LA$m`f$o zL{2oFbBKP?7Rye)ScjY^7MFb-Ly~p&krZvB&Kx5f`(zmpHy)0h_p>$Tzsu(I)xYK# z)xVxg*uR_$%|)gG9mV+r>l#eMUsBYH*n4E71GfhqwiBt-79F-G)T$<;!*(J%ZYxo< zqVC;Js!_p4^(*QI?t;t&s2eyN9MY*nw-r9BX_X*H1@i5LuL?fu2(C)O7-*dYeKK+Z z6{%rVrJu5~l?=I1`t8sB+B`_6+NVrd;l2jv)vgV#D7bH!RS&oh!To^#?gvy3O^XmEIb zmPccbW0iBb&WZ9IP0;=fcm8NO*-ny<;o75cwt=tl=9hWmeu!CRJI9HVb&lgPOSY3F zn{1bD>}NYmG0&L(+1dfV2acAc-IR0l4wGFxJYgFC zVx_MS_a1eq(a|^X>6`!U0M+*B+xZ7ji#tH|JJ>oeysK>1eeQj0fUF-U*(65G`wRV7d)^>*b)(+hP;Tm7$ z9ne?ft4@SFz^KNTpIcB^To_TZu+1HK{h5aAKezAlJ0V@b#efH>1$;mqP!IS4?qO?$ zPJL{b0!_eb;4)whuok!q2m&_(+?)12=r;q@pSA_K73jYfa>a@J(VU5J9gORJCUY?= zsS#hWHMkN*OcSoe0m~=a*Vi7@iXLv&_AfGN_rG$smZ6lWZ8totbtdo8-ud=yea*%1 zYL8#5=r6DA)LvVVs_)w~U4MRay8hn7Q}v%+w^jT2?qvP-3vbgVzQ0c^y~nOz>bXvP t`8x--?h}@2-x&WD{hWC_v?(iQ=qcN-){;|C*P~vEn6*E1f9=ni^FI^eJhA`) From 118c884344187db46e8f53ad5c4d5842af56950f Mon Sep 17 00:00:00 2001 From: James Mathews Date: Thu, 21 Dec 2023 13:27:39 -0500 Subject: [PATCH 21/26] Fix test target name stuff. --- build/workflow/Makefile | 28 +++++-------------- .../module_tests/no_docker_test_cggnn.sh | 2 +- 2 files changed, 8 insertions(+), 22 deletions(-) diff --git a/build/workflow/Makefile b/build/workflow/Makefile index 6dbe56821..3df2a89cb 100644 --- a/build/workflow/Makefile +++ b/build/workflow/Makefile @@ -9,7 +9,9 @@ MODULE_TEST_FILES := $(wildcard ../../${TEST_LOCATION}/${MODULE_NAME}/module_tes MODULE_TESTS := $(foreach test_file,$(MODULE_TEST_FILES),test-$(test_file)) TESTS := ${UNIT_TESTS} ${MODULE_TESTS} -STANDALONE_MODULE_TEST := ../../${TEST_LOCATION}/${MODULE_NAME}/module_tests/no_docker_test_cggnn.sh +STANDALONE_MODULE_TEST_FILE := module_tests/no_docker_test_cggnn.sh +STANDALONE_MODULE_TEST_TARGET := test-${STANDALONE_MODULE_TEST_FILE} +STANDALONE_MODULE_TEST_NAME := 'no docker test cggnn' TEST_DIRECTORY := ../../${TEST_LOCATION}/${MODULE_NAME} TD := ${TEST_DIRECTORY} @@ -36,7 +38,7 @@ teardown-unit-testing: ${UNIT_TESTS} >@${MESSAGE} end "Down." "Error." >@rm -f status_code -teardown-module-testing: ${MODULE_TESTS} ${STANDALONE_MODULE_TEST} +teardown-module-testing: ${MODULE_TESTS} ${STANDALONE_MODULE_TEST_TARGET} >@${MESSAGE} start "\u2517\u2501" >@docker compose down && docker compose rm --force --stop ; echo "$$?" > status_code >@rm -f ${TD}/nextflow.log; rm -f ${TD}/.nextflow.log*; rm -rf ${TD}/.nextflow/; rm -f ${TD}/configure.sh; rm -f ${TD}/run.sh; rm -f ${TD}/main.nf; rm -f ${TD}/nextflow.config; rm -rf ${TD}/work/; rm -rf ${TD}/results/ @@ -83,25 +85,9 @@ ${TESTS}: setup-testing >@${MESSAGE} end "Passed." "Failed." >@rm -f status_code -${STANDALONE_MODULE_TEST}: ${MODULE_TESTS} ->@test_target=$$(echo $@ | sed 's/..\/..\/${TEST_LOCATION}\/${MODULE_NAME}\///g') ; \ - test_script=$${test_target/test-/} ; \ - test_name=$${test_script/module_tests\/no_docker_test_/} ; \ - test_name=$${test_name/unit_tests\/no_docker_test_/} ; \ - extension=$$(echo $$test_name | grep -o "\.sh\|\.py$$" ) ; \ - test_name=$${test_name/$$extension/} ; \ - test_name=$$(echo "$$test_name" | tr '_' ' ' ) ; \ - ${MESSAGE} start "\u2503 $$test_name" ->@test_target=$$(echo $@ | sed 's/..\/..\/${TEST_LOCATION}\/${MODULE_NAME}\///g') ; \ - test_script=$${test_target/test-/} ; \ - test_name=$${test_script/module_tests\/no_docker_test_/} ; \ - filename="module_tests/$$(basename $$test_script)" \ - extension=$${filename##*.} ; \ - executor=none-cmd ; \ - if [[ "$$extension" == "py" ]]; then executor=python; fi ; \ - if [[ "$$extension" == "sh" ]]; then executor=bash; fi ; \ - cd ../../${TEST_LOCATION}/${MODULE_NAME}/ ; \ - $$executor $$filename ${DOCKER_ORG_NAME}-development/${DOCKER_REPO_PREFIX}-development:latest ; \ +${STANDALONE_MODULE_TEST_TARGET}: +>@${MESSAGE} start "\u2503 ${STANDALONE_MODULE_TEST_NAME}" +>@bash ${STANDALONE_MODULE_TEST_FILE} ${DOCKER_ORG_NAME}-development/${DOCKER_REPO_PREFIX}-development:latest ; \ echo "$$?" > status_code >@${MESSAGE} end "Passed." "Failed." >@rm -f status_code diff --git a/test/workflow/module_tests/no_docker_test_cggnn.sh b/test/workflow/module_tests/no_docker_test_cggnn.sh index eeef59946..5e1249368 100755 --- a/test/workflow/module_tests/no_docker_test_cggnn.sh +++ b/test/workflow/module_tests/no_docker_test_cggnn.sh @@ -27,7 +27,7 @@ else fi # Check if the length of the output importance file is as expected -importance_length=$(wc -l <"results/importances.csv") +importance_length=$(wc -l <"results/importances.csv" | sed 's/ //g') canon_importance_length=149 if [[ $importance_length != $canon_importance_length ]]; then From aa3ad1e848ab1a91d5ab2ce11d14fa4a768c06a0 Mon Sep 17 00:00:00 2001 From: James Mathews Date: Thu, 21 Dec 2023 13:49:46 -0500 Subject: [PATCH 22/26] Start separating spt part and external part in test. --- build/workflow/Makefile | 4 +- .../module_tests/no_docker_test_cggnn.sh | 129 +++++++++--------- 2 files changed, 71 insertions(+), 62 deletions(-) diff --git a/build/workflow/Makefile b/build/workflow/Makefile index 3df2a89cb..6f24dffa5 100644 --- a/build/workflow/Makefile +++ b/build/workflow/Makefile @@ -9,7 +9,8 @@ MODULE_TEST_FILES := $(wildcard ../../${TEST_LOCATION}/${MODULE_NAME}/module_tes MODULE_TESTS := $(foreach test_file,$(MODULE_TEST_FILES),test-$(test_file)) TESTS := ${UNIT_TESTS} ${MODULE_TESTS} -STANDALONE_MODULE_TEST_FILE := module_tests/no_docker_test_cggnn.sh +STANDALONE_MODULE_TEST_CONFIGURATION_SCRIPT := ../../${TEST_LOCATION}/${MODULE_NAME}/module_tests/configure_cggnn_test.sh +STANDALONE_MODULE_TEST_FILE := ../../${TEST_LOCATION}/${MODULE_NAME}/module_tests/no_docker_test_cggnn.sh STANDALONE_MODULE_TEST_TARGET := test-${STANDALONE_MODULE_TEST_FILE} STANDALONE_MODULE_TEST_NAME := 'no docker test cggnn' @@ -87,6 +88,7 @@ ${TESTS}: setup-testing ${STANDALONE_MODULE_TEST_TARGET}: >@${MESSAGE} start "\u2503 ${STANDALONE_MODULE_TEST_NAME}" +>@docker run --rm --network ${MODULE_NAME}_isolated_temporary_test --mount type=bind,src=${TEST_LOCATION_ABSOLUTE},dst=/mount_sources -t ${DOCKER_ORG_NAME}-development/${DOCKER_REPO_PREFIX}-development:latest /bin/bash -c "${STANDALONE_MODULE_TEST_CONFIGURATION_SCRIPT}" >@bash ${STANDALONE_MODULE_TEST_FILE} ${DOCKER_ORG_NAME}-development/${DOCKER_REPO_PREFIX}-development:latest ; \ echo "$$?" > status_code >@${MESSAGE} end "Passed." "Failed." diff --git a/test/workflow/module_tests/no_docker_test_cggnn.sh b/test/workflow/module_tests/no_docker_test_cggnn.sh index 5e1249368..0bd4b10ae 100755 --- a/test/workflow/module_tests/no_docker_test_cggnn.sh +++ b/test/workflow/module_tests/no_docker_test_cggnn.sh @@ -1,73 +1,80 @@ -# Set up a virtual environment to run this test -python -m venv env -source env/bin/activate -pip install ../..[workflow] -# Run the workflow -spt workflow configure --local --workflow='cggnn' --study-name='Melanoma intralesional IL2' --database-config-file=../db/.spt_db.config.container --workflow-config-file=module_tests/.workflow.config -nextflow run . -with-docker $1 +docker_image="$1" -# Check if the workflow ran successfully and if the expected output files exist -if [ $? -ne 0 ] || [ ! -e "results/model/model_best_validation_accuracy.pt" ] || [ ! -e "results/model/model_best_validation_loss.pt" ] || [ ! -e "results/model/model_best_validation_weighted_f1_score.pt" ] || [ ! -e "results/importances.csv" ] || [ ! -e "results/feature_names.txt" ] || [ ! -e "results/graphs.pkl" ]; then - echo "Error during nextflow run or expected output files do not exist" >&2 - exit 1 -fi - -cat work/*/*/.command.log +function check_for_successful_run_with_outputs() { + if [ $? -ne 0 ] || [ ! -e "results/model/model_best_validation_accuracy.pt" ] || [ ! -e "results/model/model_best_validation_loss.pt" ] || [ ! -e "results/model/model_best_validation_weighted_f1_score.pt" ] || [ ! -e "results/importances.csv" ] || [ ! -e "results/feature_names.txt" ] || [ ! -e "results/graphs.pkl" ]; then + echo "Error during nextflow run or expected output files do not exist" >&2 + exit 1 + fi +} -# Check that the size of the output model is within 1% of the expected size -model_size=$(wc -c <"results/model/model_best_validation_accuracy.pt") -canon_model_size=1362921 -if (( (100 * $model_size < $(( 99 * $canon_model_size ))) || (100 * $model_size > $(( 101 * $canon_model_size ))) )); -then - echo "Output model is not within 1% of expected size ($canon_model_size): $model_size" - exit 1 -else - echo "Output model size is within 1% of expected size." -fi +function check_output_model_size() { + model_size=$(wc -c <"results/model/model_best_validation_accuracy.pt") + canon_model_size=1362921 + if (( (100 * $model_size < $(( 99 * $canon_model_size ))) || (100 * $model_size > $(( 101 * $canon_model_size ))) )); + then + echo "Output model is not within 1% of expected size ($canon_model_size): $model_size" + exit 1 + else + echo "Output model size is within 1% of expected size." + fi +} -# Check if the length of the output importance file is as expected -importance_length=$(wc -l <"results/importances.csv" | sed 's/ //g') -canon_importance_length=149 -if [[ $importance_length != $canon_importance_length ]]; -then - echo "Output importance file ($importance_length) is not the expected length ($canon_importance_length)." - exit 1 -else - echo "Output importance scores file is the expected length $canon_importance_length." -fi +function check_importances_size() { + importance_length=$(wc -l <"results/importances.csv" | sed 's/ //g') + canon_importance_length=149 + if [[ $importance_length != $canon_importance_length ]]; + then + echo "Output importance file ($importance_length) is not the expected length ($canon_importance_length)." + exit 1 + else + echo "Output importance scores file is the expected length $canon_importance_length." + fi +} -# Check if the approximate average of the importance scores is as expected function approximate_average() { vals=$(cut -f2 -d, $1 | tail -n +2 | tr '\n' '+'); vals=$(echo "$vals" | sed 's/\+$//g'); echo "($vals)%"$(($(wc -l < $1 | sed 's/ //g') -1 )) | bc | head -c4 } -_average=$(approximate_average results/importances.csv) -expected_average=39 -if [ ! $(echo "100*${_average} == $expected_average" | bc) == "0" ]; -then - echo "Expected approximate average .$expected_average , got ${_average} ." - exit 1 -else - echo "Got expected approximate average .$expected_average ." -fi -# Check that at least half of the top 100 most important histological structures are the same as the reference -top_100_structures=$(tail -n +2 results/importances.csv | sort -t, -k2 -nr | awk -F, 'NR <= 100 {print $1}') -echo "$top_100_structures" > top_100_structures.txt -top_100_reference=$(tail -n +2 module_tests/reference_importance.csv | sort -t, -k2 -nr | awk -F, 'NR <= 100 {print $1}') -echo "$top_100_reference" > top_100_reference.txt -overlap=$(grep -Fxf top_100_reference.txt top_100_structures.txt) -overlap_count=$(echo "$overlap" | wc -l) -if [ $overlap_count -lt 50 ]; then - echo "$overlap_count% of the most important histological structures match the reference, which is less than 50%" >&2 - exit 1 -else - echo "$overlap_count% of the most important histological structures match the reference." -fi +function check_importance_scores_average() { + _average=$(approximate_average results/importances.csv) + expected_average=39 + if [ ! $(echo "100*${_average} == $expected_average" | bc) == "0" ]; + then + echo "Expected approximate average .$expected_average , got ${_average} ." + exit 1 + else + echo "Got expected approximate average .$expected_average ." + fi +} + +function check_importance_cells_overlap() { + top_100_structures=$(tail -n +2 results/importances.csv | sort -t, -k2 -nr | awk -F, 'NR <= 100 {print $1}') + echo "$top_100_structures" > top_100_structures.txt + top_100_reference=$(tail -n +2 module_tests/reference_importance.csv | sort -t, -k2 -nr | awk -F, 'NR <= 100 {print $1}') + echo "$top_100_reference" > top_100_reference.txt + overlap=$(grep -Fxf top_100_reference.txt top_100_structures.txt) + overlap_count=$(echo "$overlap" | wc -l) + if [ $overlap_count -lt 50 ]; then + echo "$overlap_count% of the most important histological structures match the reference, which is less than 50%" >&2 + exit 1 + else + echo "$overlap_count% of the most important histological structures match the reference." + fi +} + +function clean() { + rm -f .nextflow.log*; rm -rf .nextflow/; rm -f configure.sh; rm -f run.sh; rm -f main.nf; rm -f nextflow.config; rm -f top_100_structures.txt; rm -f top_100_reference.txt; rm -rf results/ +} + +nextflow run . -with-docker ${docker_image} -# Clean up -rm -f .nextflow.log*; rm -rf .nextflow/; rm -f configure.sh; rm -f run.sh; rm -f main.nf; rm -f nextflow.config; rm -f top_100_structures.txt; rm -f top_100_reference.txt; rm -rf results/ -deactivate -rm -rf env/ +check_for_successful_run_with_outputs +check_output_model_size +check_importances_size +approximate_average +check_importance_scores_average +check_importance_cells_overlap +clean From d90a92f7a7a06a335ebc2f26ef597d6a10ec1f04 Mon Sep 17 00:00:00 2001 From: James Mathews Date: Thu, 21 Dec 2023 13:57:22 -0500 Subject: [PATCH 23/26] Fix path --- build/workflow/Makefile | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/build/workflow/Makefile b/build/workflow/Makefile index 6f24dffa5..8fb492baa 100644 --- a/build/workflow/Makefile +++ b/build/workflow/Makefile @@ -88,7 +88,7 @@ ${TESTS}: setup-testing ${STANDALONE_MODULE_TEST_TARGET}: >@${MESSAGE} start "\u2503 ${STANDALONE_MODULE_TEST_NAME}" ->@docker run --rm --network ${MODULE_NAME}_isolated_temporary_test --mount type=bind,src=${TEST_LOCATION_ABSOLUTE},dst=/mount_sources -t ${DOCKER_ORG_NAME}-development/${DOCKER_REPO_PREFIX}-development:latest /bin/bash -c "${STANDALONE_MODULE_TEST_CONFIGURATION_SCRIPT}" +>@docker run --rm --network ${MODULE_NAME}_isolated_temporary_test --mount type=bind,src=${TEST_LOCATION_ABSOLUTE},dst=/mount_sources -t ${DOCKER_ORG_NAME}-development/${DOCKER_REPO_PREFIX}-development:latest /bin/bash -c "cd /mount_sources && bash ${STANDALONE_MODULE_TEST_CONFIGURATION_SCRIPT}" >@bash ${STANDALONE_MODULE_TEST_FILE} ${DOCKER_ORG_NAME}-development/${DOCKER_REPO_PREFIX}-development:latest ; \ echo "$$?" > status_code >@${MESSAGE} end "Passed." "Failed." From dd18c2036fc806b5a858e684ec852776e1b99f3d Mon Sep 17 00:00:00 2001 From: Carlin Liao Date: Thu, 21 Dec 2023 13:28:28 -0800 Subject: [PATCH 24/26] finish integrating partially-outside-docker cggnn test --- build/workflow/Makefile | 4 ++-- test/workflow/module_tests/configure_cggnn_test.sh | 2 ++ test/workflow/module_tests/no_docker_test_cggnn.sh | 3 ++- 3 files changed, 6 insertions(+), 3 deletions(-) create mode 100644 test/workflow/module_tests/configure_cggnn_test.sh diff --git a/build/workflow/Makefile b/build/workflow/Makefile index 8fb492baa..6febac911 100644 --- a/build/workflow/Makefile +++ b/build/workflow/Makefile @@ -9,10 +9,10 @@ MODULE_TEST_FILES := $(wildcard ../../${TEST_LOCATION}/${MODULE_NAME}/module_tes MODULE_TESTS := $(foreach test_file,$(MODULE_TEST_FILES),test-$(test_file)) TESTS := ${UNIT_TESTS} ${MODULE_TESTS} -STANDALONE_MODULE_TEST_CONFIGURATION_SCRIPT := ../../${TEST_LOCATION}/${MODULE_NAME}/module_tests/configure_cggnn_test.sh +STANDALONE_MODULE_TEST_CONFIGURATION_SCRIPT := ${MODULE_NAME}/module_tests/configure_cggnn_test.sh STANDALONE_MODULE_TEST_FILE := ../../${TEST_LOCATION}/${MODULE_NAME}/module_tests/no_docker_test_cggnn.sh STANDALONE_MODULE_TEST_TARGET := test-${STANDALONE_MODULE_TEST_FILE} -STANDALONE_MODULE_TEST_NAME := 'no docker test cggnn' +STANDALONE_MODULE_TEST_NAME := "cggnn-dockerized" TEST_DIRECTORY := ../../${TEST_LOCATION}/${MODULE_NAME} TD := ${TEST_DIRECTORY} diff --git a/test/workflow/module_tests/configure_cggnn_test.sh b/test/workflow/module_tests/configure_cggnn_test.sh new file mode 100644 index 000000000..1dcdf797b --- /dev/null +++ b/test/workflow/module_tests/configure_cggnn_test.sh @@ -0,0 +1,2 @@ +cd workflow +spt workflow configure --local --workflow='cggnn' --study-name='Melanoma intralesional IL2' --database-config-file=../db/.spt_db.config.container --workflow-config-file=module_tests/.workflow.config diff --git a/test/workflow/module_tests/no_docker_test_cggnn.sh b/test/workflow/module_tests/no_docker_test_cggnn.sh index 0bd4b10ae..237241791 100755 --- a/test/workflow/module_tests/no_docker_test_cggnn.sh +++ b/test/workflow/module_tests/no_docker_test_cggnn.sh @@ -1,3 +1,5 @@ +# Starts in build, needs to run in test +cd ../../test/workflow/ docker_image="$1" @@ -74,7 +76,6 @@ nextflow run . -with-docker ${docker_image} check_for_successful_run_with_outputs check_output_model_size check_importances_size -approximate_average check_importance_scores_average check_importance_cells_overlap clean From 98bec1757ca9fccd1ad26d1018b71f9033fae576 Mon Sep 17 00:00:00 2001 From: Carlin Liao Date: Thu, 21 Dec 2023 13:47:57 -0800 Subject: [PATCH 25/26] remove unused file --- test/workflow/module_tests/.spt_db.config.container | 5 ----- 1 file changed, 5 deletions(-) delete mode 100644 test/workflow/module_tests/.spt_db.config.container diff --git a/test/workflow/module_tests/.spt_db.config.container b/test/workflow/module_tests/.spt_db.config.container deleted file mode 100644 index b915efba9..000000000 --- a/test/workflow/module_tests/.spt_db.config.container +++ /dev/null @@ -1,5 +0,0 @@ -[database-credentials] -endpoint = localhost -database = default_study_lookup -user = postgres -password = postgres From cb4529bc1275b222a36723ea7cc7220e5fb77ac1 Mon Sep 17 00:00:00 2001 From: James Mathews Date: Mon, 8 Jan 2024 15:39:12 -0500 Subject: [PATCH 26/26] Deprecate unused test target. --- Makefile | 2 -- build/workflow/Makefile | 10 +--------- 2 files changed, 1 insertion(+), 11 deletions(-) diff --git a/Makefile b/Makefile index 5cca729bd..25c48c7e7 100644 --- a/Makefile +++ b/Makefile @@ -65,8 +65,6 @@ export DOCKER_SCAN_SUGGEST:=false SUBMODULES := apiserver cggnn ondemand db workflow DOCKERIZED_SUBMODULES := apiserver db ondemand -# DOCKERFILE_SOURCES := $(wildcard ${BUILD_LOCATION}/*/Dockerfile.*) -# DOCKERFILE_TARGETS := $(foreach submodule,$(SUBMODULES),${BUILD_LOCATION}/$(submodule)/Dockerfile) DOCKERFILES := $(foreach submodule,$(DOCKERIZED_SUBMODULES),${BUILD_LOCATION}/$(submodule)/Dockerfile) DOCKER_BUILD_TARGETS := $(foreach submodule,$(DOCKERIZED_SUBMODULES),${BUILD_LOCATION_ABSOLUTE}/$(submodule)/docker.built) diff --git a/build/workflow/Makefile b/build/workflow/Makefile index 6febac911..7502a76d6 100644 --- a/build/workflow/Makefile +++ b/build/workflow/Makefile @@ -17,11 +17,10 @@ STANDALONE_MODULE_TEST_NAME := "cggnn-dockerized" TEST_DIRECTORY := ../../${TEST_LOCATION}/${MODULE_NAME} TD := ${TEST_DIRECTORY} -.PHONY: setup-testing teardown-unit-testing teardown-module-testing teardown-testing +.PHONY: setup-testing teardown-unit-testing teardown-module-testing unit-tests: teardown-unit-testing module-tests: teardown-module-testing -test: teardown-testing setup-testing: >@${MESSAGE} start "workflow" @@ -46,13 +45,6 @@ teardown-module-testing: ${MODULE_TESTS} ${STANDALONE_MODULE_TEST_TARGET} >@${MESSAGE} end "Down." "Error." >@rm -f status_code -teardown-testing: ${TESTS} ->@${MESSAGE} start "\u2517\u2501" ->@docker compose down && docker compose rm --force --stop ; echo "$$?" > status_code ->@rm -f ${TD}/nextflow.log; rm -f ${TD}/.nextflow.log*; rm -rf ${TD}/.nextflow/; rm -f ${TD}/configure.sh; rm -f ${TD}/run.sh; rm -f ${TD}/main.nf; rm -f ${TD}/nextflow.config; rm -rf ${TD}/work/; rm -rf ${TD}/results/ ->@${MESSAGE} end "Down." "Error." ->@rm -f status_code - ${TESTS}: setup-testing >@test_target=$$(echo $@ | sed 's/..\/..\/${TEST_LOCATION}\/${MODULE_NAME}\///g') ; \ test_script=$${test_target/test-/} ; \

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