From de1c1d7ff04e39543999e944980f74574ddccbce Mon Sep 17 00:00:00 2001 From: WenkelF Date: Fri, 21 Jul 2023 15:30:49 -0400 Subject: [PATCH 01/47] Adding finetuning pipeline (v1) --- expts/finetune_configs/config_small_gcn.yaml | 65 +++++ .../config_toy_finetuning_v1.yaml | 239 ++++++++++++++++++ expts/main_run_finetuning_v1.py | 145 +++++++++++ graphium/data/datamodule.py | 12 +- graphium/finetuning/__init__.py | 3 + graphium/finetuning/finetuning.py | 56 ++++ graphium/finetuning/utils.py | 27 ++ 7 files changed, 543 insertions(+), 4 deletions(-) create mode 100644 expts/finetune_configs/config_small_gcn.yaml create mode 100644 expts/finetune_configs/config_toy_finetuning_v1.yaml create mode 100644 expts/main_run_finetuning_v1.py create mode 100644 graphium/finetuning/__init__.py create mode 100644 graphium/finetuning/finetuning.py create mode 100644 graphium/finetuning/utils.py diff --git a/expts/finetune_configs/config_small_gcn.yaml b/expts/finetune_configs/config_small_gcn.yaml new file mode 100644 index 000000000..59c9b0028 --- /dev/null +++ b/expts/finetune_configs/config_small_gcn.yaml @@ -0,0 +1,65 @@ +# Testing GCN on ToyMix with FP16/32 on GPU +constants: + name: &name dummy-model + config_override: "expts/neurips2023_configs/config_small_gcn.yaml" + +accelerator: + type: gpu # cpu or ipu or gpu + float32_matmul_precision: medium + config_override: + datamodule: + args: + # Data handling-related + batch_size_training: 200 + batch_size_inference: 200 + predictor: + metrics_every_n_steps: 300 + trainer: + trainer: + precision: 32 + accumulate_grad_batches: 1 + +datamodule: + args: + task_specific_args: # To be replaced by a new class "DatasetParams" + qm9: + df_path: /home/mila/f/frederik.wenkel/scratch/data/graphium/small-dataset/qm9.csv.gz + splits_path: /home/mila/f/frederik.wenkel/scratch/data/graphium/small-dataset/qm9_random_splits.pt # Download with `wget https://storage.googleapis.com/graphium-public/datasets/neurips_2023/Small-dataset/qm9_random_splits.pt` + # sample_size: 200 # use sample_size for test + tox21: + df_path: /home/mila/f/frederik.wenkel/scratch/data/graphium/small-dataset/Tox21-7k-12-labels.csv.gz + splits_path: /home/mila/f/frederik.wenkel/scratch/data/graphium/small-dataset/Tox21_random_splits.pt # Download with `wget https://storage.googleapis.com/graphium-public/datasets/neurips_2023/Small-dataset/Tox21_random_splits.pt` + # sample_size: 200 # use sample_size for test + zinc: + df_path: /home/mila/f/frederik.wenkel/scratch/data/graphium/small-dataset/ZINC12k.csv.gz + splits_path: /home/mila/f/frederik.wenkel/scratch/data/graphium/small-dataset/ZINC12k_random_splits.pt # Download with `wget https://storage.googleapis.com/graphium-public/datasets/neurips_2023/Small-dataset/ZINC12k_random_splits.pt` + # sample_size: 200 # use sample_size for test + featurization_n_jobs: 4 # 30 + processed_graph_data_path: "/home/mila/f/frederik.wenkel/scratch/data/graphium/datacache/small-dataset/" + num_workers: 4 # 30 + +architecture: + # graph_output_nn: + # graph: + # depth: 1 + task_heads: + tox21: + last_activation: none + +predictor: + loss_fun: + tox21: bce_logits_ipu + + torch_scheduler_kwargs: + max_num_epochs: &max_epochs 300 + +trainer: + model_checkpoint: + dirpath: pretrained_models/ + filename: dummy-pretrained-model-{epoch} + # every_n_epochs: 1 + save_on_train_epoch_end: true + trainer: + max_epochs: *max_epochs + # check_val_every_n_epoch: 1 + diff --git a/expts/finetune_configs/config_toy_finetuning_v1.yaml b/expts/finetune_configs/config_toy_finetuning_v1.yaml new file mode 100644 index 000000000..b2a3f4c1c --- /dev/null +++ b/expts/finetune_configs/config_toy_finetuning_v1.yaml @@ -0,0 +1,239 @@ +# Testing the gcn model with the PCQMv2 dataset on IPU. +constants: + name: &name finetune_lipophilicity_astrazeneca + seed: &seed 42 + raise_train_error: true # Whether the code should raise an error if it crashes during training + +accelerator: + type: gpu # cpu or ipu or gpu + float32_matmul_precision: medium + config_override: + datamodule: + args: + # Data handling-related + batch_size_training: 200 + batch_size_inference: 200 + trainer: + trainer: + precision: 32 + accumulate_grad_batches: 1 + +datamodule: + module_type: "ADMETBenchmarkDataModule" + args: + # TDC specific + tdc_benchmark_names: [lipophilicity_astrazeneca] + tdc_train_val_seed: *seed + # Featurization + prepare_dict_or_graph: pyg:graph + featurization_n_jobs: 0 + processed_graph_data_path: "/home/mila/f/frederik.wenkel/scratch/data/graphium/datacache/admet/" + featurization_progress: True + featurization_backend: "loky" + processed_graph_data_path: "../datacache/tdc-admet-demo/" + featurization: + atom_property_list_onehot: [atomic-number, group, period, total-valence] + atom_property_list_float: [degree, formal-charge, radical-electron, aromatic, in-ring] + edge_property_list: [bond-type-onehot, stereo, in-ring] + add_self_loop: False + explicit_H: False # if H is included + use_bonds_weights: False + pos_encoding_as_features: + pos_types: + lap_eigvec: + pos_level: node + pos_type: laplacian_eigvec + num_pos: 8 + normalization: "none" # nomrlization already applied on the eigen vectors + disconnected_comp: True # if eigen values/vector for disconnected graph are included + lap_eigval: + pos_level: node + pos_type: laplacian_eigval + num_pos: 8 + normalization: "none" # nomrlization already applied on the eigen vectors + disconnected_comp: True # if eigen values/vector for disconnected graph are included + rw_pos: # use same name as pe_encoder + pos_level: node + pos_type: rw_return_probs + ksteps: 16 + + # cache_data_path: . + num_workers: 4 # -1 to use all + persistent_workers: False # if use persistent worker at the start of each epoch. + # Using persistent_workers false might make the start of each epoch very long. + featurization_backend: "loky" + + +architecture: + model_type: FullGraphMultiTaskNetwork + mup_base_path: null + pre_nn: # Set as null to avoid a pre-nn network + out_dim: 64 + hidden_dims: 256 + depth: 2 + activation: relu + last_activation: none + dropout: &dropout 0.18 + normalization: &normalization layer_norm + last_normalization: *normalization + residual_type: none + + pre_nn_edges: null # Set as null to avoid a pre-nn network + + pe_encoders: + out_dim: 32 + pool: "sum" #"mean" "max" + last_norm: None #"batch_norm", "layer_norm" + encoders: #la_pos | rw_pos + la_pos: # Set as null to avoid a pre-nn network + encoder_type: "laplacian_pe" + input_keys: ["laplacian_eigvec", "laplacian_eigval"] + output_keys: ["feat"] + hidden_dim: 64 + out_dim: 32 + model_type: 'DeepSet' #'Transformer' or 'DeepSet' + num_layers: 2 + num_layers_post: 1 # Num. layers to apply after pooling + dropout: 0.1 + first_normalization: "none" #"batch_norm" or "layer_norm" + rw_pos: + encoder_type: "mlp" + input_keys: ["rw_return_probs"] + output_keys: ["feat"] + hidden_dim: 64 + out_dim: 32 + num_layers: 2 + dropout: 0.1 + normalization: "layer_norm" #"batch_norm" or "layer_norm" + first_normalization: "layer_norm" #"batch_norm" or "layer_norm" + + + + gnn: # Set as null to avoid a post-nn network + in_dim: 64 # or otherwise the correct value + out_dim: &gnn_dim 96 + hidden_dims: *gnn_dim + depth: 4 + activation: gelu + last_activation: none + dropout: 0.1 + normalization: "layer_norm" + last_normalization: *normalization + residual_type: simple + virtual_node: 'none' + layer_type: 'pyg:gcn' #pyg:gine #'pyg:gps' # pyg:gated-gcn, pyg:gine,pyg:gps + layer_kwargs: null # Parameters for the model itself. You could define dropout_attn: 0.1 + + graph_output_nn: + graph: + pooling: [sum] + out_dim: *gnn_dim + hidden_dims: *gnn_dim + depth: 1 + activation: relu + last_activation: none + dropout: *dropout + normalization: *normalization + last_normalization: "none" + residual_type: none + + task_heads: + lipophilicity_astrazeneca: + task_level: graph + out_dim: 1 + hidden_dims: 64 + depth: 2 + activation: relu + last_activation: none + dropout: *dropout + normalization: *normalization + last_normalization: "none" + residual_type: none + +#Task-specific +predictor: + metrics_on_progress_bar: + lipophilicity_astrazeneca: ["mae"] + loss_fun: + lipophilicity_astrazeneca: mae + random_seed: *seed + optim_kwargs: + lr: 4.e-5 # warmup can be scheduled using torch_scheduler_kwargs + # weight_decay: 1.e-7 + torch_scheduler_kwargs: + module_type: WarmUpLinearLR + max_num_epochs: &max_epochs 10 + warmup_epochs: 2 + verbose: False + scheduler_kwargs: + # monitor: &monitor qm9/mae/train + # mode: min + # frequency: 1 + target_nan_mask: null # null: no mask, 0: 0 mask, ignore-flatten, ignore-mean-per-label + multitask_handling: flatten # flatten, mean-per-label + +# Task-specific +metrics: + lipophilicity_astrazeneca: + - name: mae + metric: mae + target_nan_mask: null + multitask_handling: flatten + threshold_kwargs: null + - name: spearman + metric: spearmanr + threshold_kwargs: null + target_nan_mask: null + multitask_handling: mean-per-label + - name: pearson + metric: pearsonr + threshold_kwargs: null + target_nan_mask: null + multitask_handling: mean-per-label + - name: r2_score + metric: r2 + target_nan_mask: null + multitask_handling: mean-per-label + threshold_kwargs: null + +trainer: + seed: *seed + logger: + save_dir: logs/finetuned_models/ + name: *name + project: *name + #early_stopping: + # monitor: *monitor + # min_delta: 0 + # patience: 10 + # mode: &mode min + finetuning: + task: lipophilicity_astrazeneca + module: task_heads # options are (pre_nn,) gnn, graph_output_nn, task_heads + choice: zinc # choose one from pretrained model (here qm9, tox12 or zinc) + depth: 1 # only modify last FC layer to output dimension (if necessary) + + added_layers: # config of FeedForwardNN + out_dim: 1 + hidden_dims: 16 + depth: 3 + activation: relu + last_activation: none + dropout: *dropout + normalization: *normalization + last_normalization: "none" + residual_type: none + + epoch_unfreeze_all: none + + model_checkpoint: + dirpath: finetuned_models/ + filename: finetuned-toy-model-{epoch} + # monitor: *monitor + # mode: *mode + # save_top_k: 1 + save_last: True + trainer: + max_epochs: *max_epochs + min_epochs: 1 + check_val_every_n_epoch: 2 diff --git a/expts/main_run_finetuning_v1.py b/expts/main_run_finetuning_v1.py new file mode 100644 index 000000000..d40aaeabe --- /dev/null +++ b/expts/main_run_finetuning_v1.py @@ -0,0 +1,145 @@ +# General imports +import argparse +import os +from os.path import dirname, abspath +import yaml +from copy import deepcopy +from omegaconf import DictConfig +import timeit +from loguru import logger +from datetime import datetime +import torch.nn as nn +from lightning.pytorch.utilities.model_summary import ModelSummary + +from graphium.utils.mup import set_base_shapes +from graphium.finetuning import MolecularFinetuning + +# Current project imports +import graphium +from graphium.config._loader import ( + load_datamodule, + load_metrics, + load_architecture, + load_predictor, + load_trainer, + save_params_to_wandb, + load_accelerator, + load_yaml_config, +) +from graphium.utils.safe_run import SafeRun +from graphium.utils.command_line_utils import update_config, get_anchors_and_aliases + + +# WandB +import wandb + +# Set up the working directory +MAIN_DIR = dirname(dirname(abspath(graphium.__file__))) + +CONFIG_FILE = "expts/finetune_configs/config_toy_finetuning_v1.yaml" + +os.chdir(MAIN_DIR) + + +def main(cfg: dict, run_name: str = "main", add_date_time: bool = True) -> None: + st = timeit.default_timer() + + date_time_suffix = "" + if add_date_time: + date_time_suffix = datetime.now().strftime("%d.%m.%Y_%H.%M.%S") + + wandb.init(entity="multitask-gnn", project=cfg["constants"]["name"], config=cfg) + + # Initialize the accelerator + cfg, accelerator_type = load_accelerator(cfg) + + # Load and initialize the dataset + datamodule = load_datamodule(cfg, accelerator_type) + + # Initialize the network + model_class, model_kwargs = load_architecture( + cfg, + in_dims=datamodule.in_dims, + ) + + datamodule.prepare_data() + + metrics = load_metrics(cfg) + logger.info(metrics) + + predictor = load_predictor( + cfg, model_class, model_kwargs, metrics, accelerator_type, datamodule.task_norms + ) + + + ######################## + # Changes for finetuning + + # Load pretrained & replace in predictor + pretrained_model = predictor.load_pretrained_models('dummy-pretrained-model').model # make pretrained model part of config + predictor.model = pretrained_model + + # Adapt pretrained model to new task + # We need: + # - task head to finetune from + # - changes to the task head + + predictor.model.modify_architecture(cfg) + + # (Un)freezing will be handled by finetuning callback added to trainer + + predictor.model = set_base_shapes(predictor.model, base=None) # how do we deal with muP for finetuning; it + ######################## + + + logger.info(predictor.model) + logger.info(ModelSummary(predictor, max_depth=4)) + + + trainer = load_trainer(cfg, run_name, accelerator_type, date_time_suffix) + + ######################## + # Changes for finetuning + + # Add the pl.BaseFinetuning callback to trainer + + trainer.callbacks.append( + MolecularFinetuning(cfg) + ) + ######################## + + save_params_to_wandb(trainer.logger, cfg, predictor, datamodule) + + # Determine the max num nodes and edges in training and validation + logger.info("About to set the max nodes etc.") + predictor.set_max_nodes_edges_per_graph(datamodule, stages=["train", "val"]) + + # Run the model training + with SafeRun(name="TRAINING", raise_error=cfg["constants"]["raise_train_error"], verbose=True): + trainer.fit(model=predictor, datamodule=datamodule) + + # Determine the max num nodes and edges in testing + predictor.set_max_nodes_edges_per_graph(datamodule, stages=["test"]) + + # Run the model testing + with SafeRun(name="TESTING", raise_error=cfg["constants"]["raise_train_error"], verbose=True): + trainer.test(model=predictor, datamodule=datamodule) # , ckpt_path=ckpt_path) + + logger.info("--------------------------------------------") + logger.info("total computation used", timeit.default_timer() - st) + logger.info("--------------------------------------------") + wandb.finish() + + return trainer.callback_metrics + + +if __name__ == "__main__": + parser = argparse.ArgumentParser() + parser.add_argument("--config", help="Path to the config file", default=None) + + args, unknown_args = parser.parse_known_args() + if args.config is not None: + CONFIG_FILE = args.config + cfg = load_yaml_config(CONFIG_FILE, MAIN_DIR, unknown_args) + + main(cfg) diff --git a/graphium/data/datamodule.py b/graphium/data/datamodule.py index 2ec328fad..412caf59e 100644 --- a/graphium/data/datamodule.py +++ b/graphium/data/datamodule.py @@ -1876,19 +1876,23 @@ def _get_split_indices( # Split from an indices file file_type = self._get_data_file_type(splits_path) + train, val, test = split_names + if file_type == "pt": splits = torch.load(splits_path) + train_indices = np.asarray(splits[train]).astype("int").tolist() + val_indices = np.asarray(splits[val]).astype("int").tolist() + test_indices = np.asarray(splits[test]).astype("int").tolist() elif file_type in ["csv", "tsv"]: with fsspec.open(str(splits_path)) as f: splits = self._read_csv(splits_path) + train_indices = np.asarray(splits[train].dropna()).astype("int").tolist() + val_indices = np.asarray(splits[val].dropna()).astype("int").tolist() + test_indices = np.asarray(splits[test].dropna()).astype("int").tolist() else: raise ValueError( f"file type `{file_type}` for `{splits_path}` not recognised, please use .pt, .csv or .tsv" ) - train, val, test = split_names - train_indices = np.asarray(splits[train].dropna()).astype("int").tolist() - val_indices = np.asarray(splits[val].dropna()).astype("int").tolist() - test_indices = np.asarray(splits[test].dropna()).astype("int").tolist() # Filter train, val and test indices _, train_idx, _ = np.intersect1d(sample_idx, train_indices, return_indices=True) diff --git a/graphium/finetuning/__init__.py b/graphium/finetuning/__init__.py new file mode 100644 index 000000000..3c8ae241a --- /dev/null +++ b/graphium/finetuning/__init__.py @@ -0,0 +1,3 @@ +from .finetuning import MolecularFinetuning + +from .utils import modify_cfg_for_finetuning \ No newline at end of file diff --git a/graphium/finetuning/finetuning.py b/graphium/finetuning/finetuning.py new file mode 100644 index 000000000..1ea33a488 --- /dev/null +++ b/graphium/finetuning/finetuning.py @@ -0,0 +1,56 @@ +from typing import Iterable, List, Dict, Tuple, Union, Callable, Any, Optional, Type + +import pytorch_lightning as pl + +from torch.optim.optimizer import Optimizer +from pytorch_lightning.callbacks import BaseFinetuning + + +class MolecularFinetuning(BaseFinetuning): + def __init__( + self, + cfg, + train_bn: bool = False + + ): + """ + Finetuning logic + """ + super().__init__() + + cfg_finetune = cfg['trainer']['finetuning'] + self.depth = cfg_finetune['added_layers']['depth'] + try: + self.depth += cfg_finetune['add_finetune_depth'] + except: + pass + self.task = cfg_finetune['task'] + self.train_bn = train_bn + self.epoch_unfreeze_all = cfg_finetune['epoch_unfreeze_all'] + + def freeze_before_training( + self, pl_module + ): + # Initially freeze everything + self.freeze(modules=pl_module, train_bn=self.train_bn) + + def finetune_function( + self, + pl_module: pl.LightningModule, + epoch: int, + optimizer: Optimizer + ): + # Unfreeze finetuning layers + if epoch == 0: + self.unfreeze_and_add_param_group( + modules=pl_module.model.task_heads.task_heads[self.task].layers[-self.depth:], + optimizer=optimizer, + train_bn=self.train_bn + ) + + if epoch == self.epoch_unfreeze_all: + self.unfreeze_and_add_param_group( + modules=pl_module, + optimizer=optimizer, + train_bn=self.train_bn + ) \ No newline at end of file diff --git a/graphium/finetuning/utils.py b/graphium/finetuning/utils.py new file mode 100644 index 000000000..776558b62 --- /dev/null +++ b/graphium/finetuning/utils.py @@ -0,0 +1,27 @@ +from copy import deepcopy + + +def modify_cfg_for_finetuning(cfg): + + cfg_finetune = cfg['trainer']['finetuning'] + module = cfg_finetune['module'] + task = cfg_finetune['task'] + level = cfg_finetune['level'] + choice = cfg_finetune['choice'] + drop_depth = cfg_finetune['drop_depth'] + + new_module_kwargs = deepcopy(cfg['architecture'][module][choice]) + + upd_kwargs = { + 'task_level': level, + 'out_dim': cfg_finetune['added_layers']['out_dim'], + 'depth': new_module_kwargs['depth'] + cfg_finetune['added_layers']['depth'] - drop_depth + } + + new_module_kwargs.update(upd_kwargs) + + cfg['architecture'][module] = { + task: new_module_kwargs + } + + return cfg \ No newline at end of file From 47d29364248b12d6cc187659eda12b83aac9e219 Mon Sep 17 00:00:00 2001 From: WenkelF Date: Fri, 21 Jul 2023 15:33:26 -0400 Subject: [PATCH 02/47] Adding finetuning pipeline (v2) --- .../config_toy_finetuning_v2.yaml | 259 ++++++++++++++++++ expts/main_run_finetuning_v2.py | 153 +++++++++++ .../nn/architectures/global_architectures.py | 112 ++++++++ graphium/trainer/predictor.py | 3 +- 4 files changed, 526 insertions(+), 1 deletion(-) create mode 100644 expts/finetune_configs/config_toy_finetuning_v2.yaml create mode 100644 expts/main_run_finetuning_v2.py diff --git a/expts/finetune_configs/config_toy_finetuning_v2.yaml b/expts/finetune_configs/config_toy_finetuning_v2.yaml new file mode 100644 index 000000000..753318c27 --- /dev/null +++ b/expts/finetune_configs/config_toy_finetuning_v2.yaml @@ -0,0 +1,259 @@ +# Testing the gcn model with the PCQMv2 dataset on IPU. +constants: + name: &name finetune_lipophilicity_astrazeneca + seed: &seed 42 + raise_train_error: true # Whether the code should raise an error if it crashes during training + +accelerator: + type: gpu # cpu or ipu or gpu + float32_matmul_precision: medium + config_override: + datamodule: + args: + # Data handling-related + batch_size_training: 200 + batch_size_inference: 200 + trainer: + trainer: + precision: 32 + accumulate_grad_batches: 1 + +datamodule: + module_type: "ADMETBenchmarkDataModule" + args: + # TDC specific + tdc_benchmark_names: [lipophilicity_astrazeneca] + tdc_train_val_seed: *seed + # Featurization + prepare_dict_or_graph: pyg:graph + featurization_n_jobs: 0 + processed_graph_data_path: "/home/mila/f/frederik.wenkel/scratch/data/graphium/datacache/admet/" + featurization_progress: True + featurization_backend: "loky" + processed_graph_data_path: "../datacache/tdc-admet-demo/" + featurization: + atom_property_list_onehot: [atomic-number, group, period, total-valence] + atom_property_list_float: [degree, formal-charge, radical-electron, aromatic, in-ring] + edge_property_list: [bond-type-onehot, stereo, in-ring] + add_self_loop: False + explicit_H: False # if H is included + use_bonds_weights: False + pos_encoding_as_features: + pos_types: + lap_eigvec: + pos_level: node + pos_type: laplacian_eigvec + num_pos: 8 + normalization: "none" # nomrlization already applied on the eigen vectors + disconnected_comp: True # if eigen values/vector for disconnected graph are included + lap_eigval: + pos_level: node + pos_type: laplacian_eigval + num_pos: 8 + normalization: "none" # nomrlization already applied on the eigen vectors + disconnected_comp: True # if eigen values/vector for disconnected graph are included + rw_pos: # use same name as pe_encoder + pos_level: node + pos_type: rw_return_probs + ksteps: 16 + + # cache_data_path: . + num_workers: 4 # -1 to use all + persistent_workers: False # if use persistent worker at the start of each epoch. + # Using persistent_workers false might make the start of each epoch very long. + featurization_backend: "loky" + + +architecture: + model_type: FullGraphMultiTaskNetwork + mup_base_path: null + pre_nn: # Set as null to avoid a pre-nn network + out_dim: 64 + hidden_dims: 256 + depth: 2 + activation: relu + last_activation: none + dropout: &dropout 0.18 + normalization: &normalization layer_norm + last_normalization: *normalization + residual_type: none + + pre_nn_edges: null # Set as null to avoid a pre-nn network + + pe_encoders: + out_dim: 32 + pool: "sum" #"mean" "max" + last_norm: None #"batch_norm", "layer_norm" + encoders: #la_pos | rw_pos + la_pos: # Set as null to avoid a pre-nn network + encoder_type: "laplacian_pe" + input_keys: ["laplacian_eigvec", "laplacian_eigval"] + output_keys: ["feat"] + hidden_dim: 64 + out_dim: 32 + model_type: 'DeepSet' #'Transformer' or 'DeepSet' + num_layers: 2 + num_layers_post: 1 # Num. layers to apply after pooling + dropout: 0.1 + first_normalization: "none" #"batch_norm" or "layer_norm" + rw_pos: + encoder_type: "mlp" + input_keys: ["rw_return_probs"] + output_keys: ["feat"] + hidden_dim: 64 + out_dim: 32 + num_layers: 2 + dropout: 0.1 + normalization: "layer_norm" #"batch_norm" or "layer_norm" + first_normalization: "layer_norm" #"batch_norm" or "layer_norm" + + + + gnn: # Set as null to avoid a post-nn network + in_dim: 64 # or otherwise the correct value + out_dim: &gnn_dim 96 + hidden_dims: *gnn_dim + depth: 4 + activation: gelu + last_activation: none + dropout: 0.1 + normalization: "layer_norm" + last_normalization: *normalization + residual_type: simple + virtual_node: 'none' + layer_type: 'pyg:gcn' #pyg:gine #'pyg:gps' # pyg:gated-gcn, pyg:gine,pyg:gps + layer_kwargs: null # Parameters for the model itself. You could define dropout_attn: 0.1 + + graph_output_nn: + graph: + pooling: [sum] + out_dim: *gnn_dim + hidden_dims: *gnn_dim + depth: 1 + activation: relu + last_activation: none + dropout: *dropout + normalization: *normalization + last_normalization: "none" + residual_type: none + + task_heads: + qm9: + task_level: graph + out_dim: 19 + hidden_dims: 128 + depth: 2 + activation: relu + last_activation: none + dropout: *dropout + normalization: *normalization + last_normalization: "none" + residual_type: none + tox21: + task_level: graph + out_dim: 12 + hidden_dims: 64 + depth: 2 + activation: relu + last_activation: sigmoid + dropout: *dropout + normalization: *normalization + last_normalization: "none" + residual_type: none + zinc: + task_level: graph + out_dim: 3 + hidden_dims: 32 + depth: 2 + activation: relu + last_activation: none + dropout: *dropout + normalization: *normalization + last_normalization: "none" + residual_type: none + +#Task-specific +predictor: + metrics_on_progress_bar: + lipophilicity_astrazeneca: ["mae"] + loss_fun: + lipophilicity_astrazeneca: mae + random_seed: *seed + optim_kwargs: + lr: 4.e-5 # warmup can be scheduled using torch_scheduler_kwargs + # weight_decay: 1.e-7 + torch_scheduler_kwargs: + module_type: WarmUpLinearLR + max_num_epochs: &max_epochs 10 + warmup_epochs: 2 + verbose: False + scheduler_kwargs: + # monitor: &monitor qm9/mae/train + # mode: min + # frequency: 1 + target_nan_mask: null # null: no mask, 0: 0 mask, ignore-flatten, ignore-mean-per-label + multitask_handling: flatten # flatten, mean-per-label + +# Task-specific +metrics: + lipophilicity_astrazeneca: + - name: mae + metric: mae + target_nan_mask: null + multitask_handling: flatten + threshold_kwargs: null + - name: spearman + metric: spearmanr + threshold_kwargs: null + target_nan_mask: null + multitask_handling: mean-per-label + - name: pearson + metric: pearsonr + threshold_kwargs: null + target_nan_mask: null + multitask_handling: mean-per-label + - name: r2_score + metric: r2 + target_nan_mask: null + multitask_handling: mean-per-label + threshold_kwargs: null + +trainer: + seed: *seed + logger: + save_dir: logs/finetuned_models/ + name: *name + project: *name + #early_stopping: + # monitor: *monitor + # min_delta: 0 + # patience: 10 + # mode: &mode min + finetuning: + task: lipophilicity_astrazeneca + level: graph + module: task_heads # options are (pre_nn, pre_nn_edges) gnn, graph_output_nn, task_heads + choice: zinc # choose one from pretrained model (here qm9, tox12 or zinc) + drop_depth: 1 # how many layers to drop at the end: + # must be smaller than pretrained model's depth + # for TaskHeads: + # ==0 only if finetune task has same out_dim + # >=1 otherwise, as we need to update out_dim + add_finetune_depth: 0 # if desired, we can also finetune layers before added layers + added_layers: # here we simply extend the layer, we finetune from + out_dim: 1 + depth: 3 + + epoch_unfreeze_all: none + + model_checkpoint: + dirpath: finetuned_models/ + filename: finetuned-toy-model-{epoch} + # monitor: *monitor + # mode: *mode + # save_top_k: 1 + save_last: True + trainer: + max_epochs: *max_epochs + min_epochs: 1 + check_val_every_n_epoch: 2 diff --git a/expts/main_run_finetuning_v2.py b/expts/main_run_finetuning_v2.py new file mode 100644 index 000000000..193955e4d --- /dev/null +++ b/expts/main_run_finetuning_v2.py @@ -0,0 +1,153 @@ +# General imports +import argparse +import os +from os.path import dirname, abspath +import yaml +from copy import deepcopy +from omegaconf import DictConfig +import timeit +from loguru import logger +from datetime import datetime +import torch.nn as nn +from lightning.pytorch.utilities.model_summary import ModelSummary + +from graphium.utils.mup import set_base_shapes +from graphium.finetuning import modify_cfg_for_finetuning, MolecularFinetuning + +# Current project imports +import graphium +from graphium.config._loader import ( + load_datamodule, + load_metrics, + load_architecture, + load_predictor, + load_trainer, + save_params_to_wandb, + load_accelerator, + load_yaml_config, +) +from graphium.utils.safe_run import SafeRun +from graphium.utils.command_line_utils import update_config, get_anchors_and_aliases + + +# WandB +import wandb + +# Set up the working directory +MAIN_DIR = dirname(dirname(abspath(graphium.__file__))) + +CONFIG_FILE = "expts/finetune_configs/config_toy_finetuning_v2.yaml" + +os.chdir(MAIN_DIR) + + +def main(cfg: dict, run_name: str = "main", add_date_time: bool = True) -> None: + st = timeit.default_timer() + + date_time_suffix = "" + if add_date_time: + date_time_suffix = datetime.now().strftime("%d.%m.%Y_%H.%M.%S") + + + + ######################## + # Changes for finetuning + + # Modify config + cfg = modify_cfg_for_finetuning(cfg) + + ######################## + + + wandb.init(entity="multitask-gnn", project=cfg["constants"]["name"], config=cfg) + + # Initialize the accelerator + cfg, accelerator_type = load_accelerator(cfg) + + # Load and initialize the dataset + datamodule = load_datamodule(cfg, accelerator_type) + + # Initialize the network + model_class, model_kwargs = load_architecture( + cfg, + in_dims=datamodule.in_dims, + ) + + datamodule.prepare_data() + + metrics = load_metrics(cfg) + logger.info(metrics) + + predictor = load_predictor( + cfg, model_class, model_kwargs, metrics, accelerator_type, datamodule.task_norms + ) + + + ######################## + # Changes for finetuning + + # Load pretrained & replace in predictor + pretrained_model = predictor.load_pretrained_models('dummy-pretrained-model').model # make pretrained model part of config + + # Adapt pretrained model to new task + # We need to overwrite shared weights with pretrained + + predictor.model.overwrite_with_pretrained(cfg, pretrained_model) + + # (Un)freezing will be handled by finetuning callback added to trainer + + predictor.model = set_base_shapes(predictor.model, base=None) # how do we deal with muP for finetuning; it + ######################## + + + logger.info(predictor.model) + logger.info(ModelSummary(predictor, max_depth=4)) + + + trainer = load_trainer(cfg, run_name, accelerator_type, date_time_suffix) + + ######################## + # Changes for finetuning + + # Add the pl.BaseFinetuning callback to trainer + + trainer.callbacks.append( + MolecularFinetuning(cfg) + ) + ######################## + + save_params_to_wandb(trainer.logger, cfg, predictor, datamodule) + + # Determine the max num nodes and edges in training and validation + logger.info("About to set the max nodes etc.") + predictor.set_max_nodes_edges_per_graph(datamodule, stages=["train", "val"]) + + # Run the model training + with SafeRun(name="TRAINING", raise_error=cfg["constants"]["raise_train_error"], verbose=True): + trainer.fit(model=predictor, datamodule=datamodule) + + # Determine the max num nodes and edges in testing + predictor.set_max_nodes_edges_per_graph(datamodule, stages=["test"]) + + # Run the model testing + with SafeRun(name="TESTING", raise_error=cfg["constants"]["raise_train_error"], verbose=True): + trainer.test(model=predictor, datamodule=datamodule) # , ckpt_path=ckpt_path) + + logger.info("--------------------------------------------") + logger.info("total computation used", timeit.default_timer() - st) + logger.info("--------------------------------------------") + wandb.finish() + + return trainer.callback_metrics + + +if __name__ == "__main__": + parser = argparse.ArgumentParser() + parser.add_argument("--config", help="Path to the config file", default=None) + + args, unknown_args = parser.parse_known_args() + if args.config is not None: + CONFIG_FILE = args.config + cfg = load_yaml_config(CONFIG_FILE, MAIN_DIR, unknown_args) + + main(cfg) diff --git a/graphium/nn/architectures/global_architectures.py b/graphium/nn/architectures/global_architectures.py index 979e75534..5e8ff310f 100644 --- a/graphium/nn/architectures/global_architectures.py +++ b/graphium/nn/architectures/global_architectures.py @@ -1,6 +1,7 @@ from typing import Iterable, List, Dict, Tuple, Union, Callable, Any, Optional, Type from torch_geometric.data import Batch from graphium.ipu.to_dense_batch import to_dense_batch +from loguru import logger # Misc imports import inspect @@ -272,6 +273,28 @@ def _create_layers(self): if ii < len(residual_out_dims): this_in_dim = residual_out_dims[ii] + def drop_layers(self, depth: int) -> None: + r""" + Remove the last layers of the model part. + """ + + assert depth >= 0 + assert depth <= len(self.layers) + + if depth > 0: + self.layers = self.layers[:-depth] + + def add_layers(self, layers: int) -> None: + r""" + Add layers to the end of the model. + """ + assert isinstance(layers, nn.ModuleList) + assert len(layers) > 0 + if len(self.layers) > 0: + assert layers[0].in_dim == self.layers[-1].out_dim + + self.layers.extend(layers) + def forward(self, h: torch.Tensor) -> torch.Tensor: r""" Apply the neural network on the input features. @@ -1274,6 +1297,95 @@ def set_max_num_nodes_edges_per_graph(self, max_nodes: Optional[int], max_edges: self.task_heads.set_max_num_nodes_edges_per_graph(max_nodes, max_edges) + def modify_architecture(self, cfg): + + cfg_finetune = cfg['trainer']['finetuning'] + choice = cfg_finetune['choice'] + task = cfg_finetune['task'] + + if cfg_finetune['module'] == 'task_heads': + self.task_heads.task_heads = nn.ModuleDict({task: self.task_heads.task_heads[choice]}) + + self.task_heads.task_heads[task].drop_layers(cfg_finetune['depth']) + + in_dim = self.task_heads.task_heads[task].layers[-1].out_dim + added_layers = FeedForwardNN(in_dim, **cfg_finetune['added_layers']).layers + + self.task_heads.task_heads[task].add_layers(added_layers) + + self.task_heads.task_heads_kwargs = {task: self.task_heads.task_heads_kwargs[choice]} + self.task_heads.task_heads_kwargs[task].update( + { + 'out_dim': cfg_finetune['added_layers']['out_dim'], + 'depth': self.task_heads.task_heads_kwargs[task]['depth'] + cfg_finetune['added_layers']['depth'], + 'name': 'NN-' + task + } + ) + + else: + raise NotImplementedError() + + def overwrite_with_pretrained(self, cfg, pretrained_model): + + cfg_finetune = cfg['trainer']['finetuning'] + choice = cfg_finetune['choice'] + task = cfg_finetune['task'] + added_depth = cfg_finetune['added_layers']['depth'] + + for module in ['pre_nn', 'pre_nn_edges', 'gnn', 'graph_output_nn', 'task_heads']: + + if module == cfg_finetune['module']: + break + + self.overwrite_complete_module(module, pretrained_model) + + self.overwrite_partial_module(module, task, choice, added_depth, pretrained_model) + + def overwrite_partial_module(self, module, task, choice, added_depth, pretrained_model): + """Completely overwrite the specified module + """ + if module == 'gnn': + shared_depth = len(self.task_heads.task_heads[task].layers) - added_depth + assert shared_depth >= 0 + if shared_depth > 0: + self.gnn.layers[:shared_depth] = pretrained_model.gnn.layers[:shared_depth] + + if module == "task_heads": + shared_depth = len(self.task_heads.task_heads[task].layers) - added_depth + assert shared_depth >= 0 + if shared_depth > 0: + self.task_heads.task_heads[task].layers = pretrained_model.task_heads.task_heads[choice].layers[:shared_depth] + self.task_heads.task_heads[task].layers[shared_depth:] + + elif module in ['pre_nn', 'pre_nn_edges']: + raise NotImplementedError(f"It is unlikely that we will want to finetune from pre-NNs") + + else: + raise NotImplementedError() + + def overwrite_complete_module(self, module, pretrained_model): + """Completely overwrite the specified module + """ + if module == "pre_nn": + try: + self.pre_nn.layers = pretrained_model.pre_nn.layers + except: + logger.warning(f"Pretrained ({pretrained_model.pre_nn}) and/or finetune model ({self.pre_nn}) do not use a pre-NN.") + pass + + elif module == "pre_nn_edges": + try: + self.pre_nn_edges.layers = pretrained_model.pre_nn_edges.layers + except: + logger.warning(f"Pretrained ({pretrained_model.pre_nn_edges}) and/or finetune model ({self.pre_nn_edges}) do not use a pre-NN-edges.") + pass + + elif module == "gnn": + self.gnn.layers = pretrained_model.gnn.layers + + elif module == "graph_output_nn": + for task_level in self.task_heads.graph_output_nn.keys(): + self.task_heads.graph_output_nn[task_level] = pretrained_model.task_heads.graph_output_nn[task_level] + def __repr__(self) -> str: r""" Controls how the class is printed diff --git a/graphium/trainer/predictor.py b/graphium/trainer/predictor.py index ea0d085f5..72ff16c10 100644 --- a/graphium/trainer/predictor.py +++ b/graphium/trainer/predictor.py @@ -18,7 +18,8 @@ from graphium.utils.moving_average_tracker import MovingAverageTracker GRAPHIUM_PRETRAINED_MODELS = { - "graphium-zinc-micro-dummy-test": "gcs://graphium-public/pretrained-models/graphium-zinc-micro-dummy-test/model.ckpt" + "graphium-zinc-micro-dummy-test": "gcs://graphium-public/pretrained-models/graphium-zinc-micro-dummy-test/model.ckpt", + "dummy-pretrained-model": "pretrained_models/dummy-pretrained-model.ckpt" # dummy model (to be deleted later) } From 5dbcf2a0717c7f45da40869f67addb3397fc20c8 Mon Sep 17 00:00:00 2001 From: WenkelF Date: Wed, 26 Jul 2023 06:05:33 -0400 Subject: [PATCH 03/47] Removing redundant files --- .../config_toy_finetuning_v1.yaml | 239 ------------------ expts/main_run_finetuning_v1.py | 145 ----------- 2 files changed, 384 deletions(-) delete mode 100644 expts/finetune_configs/config_toy_finetuning_v1.yaml delete mode 100644 expts/main_run_finetuning_v1.py diff --git a/expts/finetune_configs/config_toy_finetuning_v1.yaml b/expts/finetune_configs/config_toy_finetuning_v1.yaml deleted file mode 100644 index b2a3f4c1c..000000000 --- a/expts/finetune_configs/config_toy_finetuning_v1.yaml +++ /dev/null @@ -1,239 +0,0 @@ -# Testing the gcn model with the PCQMv2 dataset on IPU. -constants: - name: &name finetune_lipophilicity_astrazeneca - seed: &seed 42 - raise_train_error: true # Whether the code should raise an error if it crashes during training - -accelerator: - type: gpu # cpu or ipu or gpu - float32_matmul_precision: medium - config_override: - datamodule: - args: - # Data handling-related - batch_size_training: 200 - batch_size_inference: 200 - trainer: - trainer: - precision: 32 - accumulate_grad_batches: 1 - -datamodule: - module_type: "ADMETBenchmarkDataModule" - args: - # TDC specific - tdc_benchmark_names: [lipophilicity_astrazeneca] - tdc_train_val_seed: *seed - # Featurization - prepare_dict_or_graph: pyg:graph - featurization_n_jobs: 0 - processed_graph_data_path: "/home/mila/f/frederik.wenkel/scratch/data/graphium/datacache/admet/" - featurization_progress: True - featurization_backend: "loky" - processed_graph_data_path: "../datacache/tdc-admet-demo/" - featurization: - atom_property_list_onehot: [atomic-number, group, period, total-valence] - atom_property_list_float: [degree, formal-charge, radical-electron, aromatic, in-ring] - edge_property_list: [bond-type-onehot, stereo, in-ring] - add_self_loop: False - explicit_H: False # if H is included - use_bonds_weights: False - pos_encoding_as_features: - pos_types: - lap_eigvec: - pos_level: node - pos_type: laplacian_eigvec - num_pos: 8 - normalization: "none" # nomrlization already applied on the eigen vectors - disconnected_comp: True # if eigen values/vector for disconnected graph are included - lap_eigval: - pos_level: node - pos_type: laplacian_eigval - num_pos: 8 - normalization: "none" # nomrlization already applied on the eigen vectors - disconnected_comp: True # if eigen values/vector for disconnected graph are included - rw_pos: # use same name as pe_encoder - pos_level: node - pos_type: rw_return_probs - ksteps: 16 - - # cache_data_path: . - num_workers: 4 # -1 to use all - persistent_workers: False # if use persistent worker at the start of each epoch. - # Using persistent_workers false might make the start of each epoch very long. - featurization_backend: "loky" - - -architecture: - model_type: FullGraphMultiTaskNetwork - mup_base_path: null - pre_nn: # Set as null to avoid a pre-nn network - out_dim: 64 - hidden_dims: 256 - depth: 2 - activation: relu - last_activation: none - dropout: &dropout 0.18 - normalization: &normalization layer_norm - last_normalization: *normalization - residual_type: none - - pre_nn_edges: null # Set as null to avoid a pre-nn network - - pe_encoders: - out_dim: 32 - pool: "sum" #"mean" "max" - last_norm: None #"batch_norm", "layer_norm" - encoders: #la_pos | rw_pos - la_pos: # Set as null to avoid a pre-nn network - encoder_type: "laplacian_pe" - input_keys: ["laplacian_eigvec", "laplacian_eigval"] - output_keys: ["feat"] - hidden_dim: 64 - out_dim: 32 - model_type: 'DeepSet' #'Transformer' or 'DeepSet' - num_layers: 2 - num_layers_post: 1 # Num. layers to apply after pooling - dropout: 0.1 - first_normalization: "none" #"batch_norm" or "layer_norm" - rw_pos: - encoder_type: "mlp" - input_keys: ["rw_return_probs"] - output_keys: ["feat"] - hidden_dim: 64 - out_dim: 32 - num_layers: 2 - dropout: 0.1 - normalization: "layer_norm" #"batch_norm" or "layer_norm" - first_normalization: "layer_norm" #"batch_norm" or "layer_norm" - - - - gnn: # Set as null to avoid a post-nn network - in_dim: 64 # or otherwise the correct value - out_dim: &gnn_dim 96 - hidden_dims: *gnn_dim - depth: 4 - activation: gelu - last_activation: none - dropout: 0.1 - normalization: "layer_norm" - last_normalization: *normalization - residual_type: simple - virtual_node: 'none' - layer_type: 'pyg:gcn' #pyg:gine #'pyg:gps' # pyg:gated-gcn, pyg:gine,pyg:gps - layer_kwargs: null # Parameters for the model itself. You could define dropout_attn: 0.1 - - graph_output_nn: - graph: - pooling: [sum] - out_dim: *gnn_dim - hidden_dims: *gnn_dim - depth: 1 - activation: relu - last_activation: none - dropout: *dropout - normalization: *normalization - last_normalization: "none" - residual_type: none - - task_heads: - lipophilicity_astrazeneca: - task_level: graph - out_dim: 1 - hidden_dims: 64 - depth: 2 - activation: relu - last_activation: none - dropout: *dropout - normalization: *normalization - last_normalization: "none" - residual_type: none - -#Task-specific -predictor: - metrics_on_progress_bar: - lipophilicity_astrazeneca: ["mae"] - loss_fun: - lipophilicity_astrazeneca: mae - random_seed: *seed - optim_kwargs: - lr: 4.e-5 # warmup can be scheduled using torch_scheduler_kwargs - # weight_decay: 1.e-7 - torch_scheduler_kwargs: - module_type: WarmUpLinearLR - max_num_epochs: &max_epochs 10 - warmup_epochs: 2 - verbose: False - scheduler_kwargs: - # monitor: &monitor qm9/mae/train - # mode: min - # frequency: 1 - target_nan_mask: null # null: no mask, 0: 0 mask, ignore-flatten, ignore-mean-per-label - multitask_handling: flatten # flatten, mean-per-label - -# Task-specific -metrics: - lipophilicity_astrazeneca: - - name: mae - metric: mae - target_nan_mask: null - multitask_handling: flatten - threshold_kwargs: null - - name: spearman - metric: spearmanr - threshold_kwargs: null - target_nan_mask: null - multitask_handling: mean-per-label - - name: pearson - metric: pearsonr - threshold_kwargs: null - target_nan_mask: null - multitask_handling: mean-per-label - - name: r2_score - metric: r2 - target_nan_mask: null - multitask_handling: mean-per-label - threshold_kwargs: null - -trainer: - seed: *seed - logger: - save_dir: logs/finetuned_models/ - name: *name - project: *name - #early_stopping: - # monitor: *monitor - # min_delta: 0 - # patience: 10 - # mode: &mode min - finetuning: - task: lipophilicity_astrazeneca - module: task_heads # options are (pre_nn,) gnn, graph_output_nn, task_heads - choice: zinc # choose one from pretrained model (here qm9, tox12 or zinc) - depth: 1 # only modify last FC layer to output dimension (if necessary) - - added_layers: # config of FeedForwardNN - out_dim: 1 - hidden_dims: 16 - depth: 3 - activation: relu - last_activation: none - dropout: *dropout - normalization: *normalization - last_normalization: "none" - residual_type: none - - epoch_unfreeze_all: none - - model_checkpoint: - dirpath: finetuned_models/ - filename: finetuned-toy-model-{epoch} - # monitor: *monitor - # mode: *mode - # save_top_k: 1 - save_last: True - trainer: - max_epochs: *max_epochs - min_epochs: 1 - check_val_every_n_epoch: 2 diff --git a/expts/main_run_finetuning_v1.py b/expts/main_run_finetuning_v1.py deleted file mode 100644 index d40aaeabe..000000000 --- a/expts/main_run_finetuning_v1.py +++ /dev/null @@ -1,145 +0,0 @@ -# General imports -import argparse -import os -from os.path import dirname, abspath -import yaml -from copy import deepcopy -from omegaconf import DictConfig -import timeit -from loguru import logger -from datetime import datetime -import torch.nn as nn -from lightning.pytorch.utilities.model_summary import ModelSummary - -from graphium.utils.mup import set_base_shapes -from graphium.finetuning import MolecularFinetuning - -# Current project imports -import graphium -from graphium.config._loader import ( - load_datamodule, - load_metrics, - load_architecture, - load_predictor, - load_trainer, - save_params_to_wandb, - load_accelerator, - load_yaml_config, -) -from graphium.utils.safe_run import SafeRun -from graphium.utils.command_line_utils import update_config, get_anchors_and_aliases - - -# WandB -import wandb - -# Set up the working directory -MAIN_DIR = dirname(dirname(abspath(graphium.__file__))) - -CONFIG_FILE = "expts/finetune_configs/config_toy_finetuning_v1.yaml" - -os.chdir(MAIN_DIR) - - -def main(cfg: dict, run_name: str = "main", add_date_time: bool = True) -> None: - st = timeit.default_timer() - - date_time_suffix = "" - if add_date_time: - date_time_suffix = datetime.now().strftime("%d.%m.%Y_%H.%M.%S") - - wandb.init(entity="multitask-gnn", project=cfg["constants"]["name"], config=cfg) - - # Initialize the accelerator - cfg, accelerator_type = load_accelerator(cfg) - - # Load and initialize the dataset - datamodule = load_datamodule(cfg, accelerator_type) - - # Initialize the network - model_class, model_kwargs = load_architecture( - cfg, - in_dims=datamodule.in_dims, - ) - - datamodule.prepare_data() - - metrics = load_metrics(cfg) - logger.info(metrics) - - predictor = load_predictor( - cfg, model_class, model_kwargs, metrics, accelerator_type, datamodule.task_norms - ) - - - ######################## - # Changes for finetuning - - # Load pretrained & replace in predictor - pretrained_model = predictor.load_pretrained_models('dummy-pretrained-model').model # make pretrained model part of config - predictor.model = pretrained_model - - # Adapt pretrained model to new task - # We need: - # - task head to finetune from - # - changes to the task head - - predictor.model.modify_architecture(cfg) - - # (Un)freezing will be handled by finetuning callback added to trainer - - predictor.model = set_base_shapes(predictor.model, base=None) # how do we deal with muP for finetuning; it - ######################## - - - logger.info(predictor.model) - logger.info(ModelSummary(predictor, max_depth=4)) - - - trainer = load_trainer(cfg, run_name, accelerator_type, date_time_suffix) - - ######################## - # Changes for finetuning - - # Add the pl.BaseFinetuning callback to trainer - - trainer.callbacks.append( - MolecularFinetuning(cfg) - ) - ######################## - - save_params_to_wandb(trainer.logger, cfg, predictor, datamodule) - - # Determine the max num nodes and edges in training and validation - logger.info("About to set the max nodes etc.") - predictor.set_max_nodes_edges_per_graph(datamodule, stages=["train", "val"]) - - # Run the model training - with SafeRun(name="TRAINING", raise_error=cfg["constants"]["raise_train_error"], verbose=True): - trainer.fit(model=predictor, datamodule=datamodule) - - # Determine the max num nodes and edges in testing - predictor.set_max_nodes_edges_per_graph(datamodule, stages=["test"]) - - # Run the model testing - with SafeRun(name="TESTING", raise_error=cfg["constants"]["raise_train_error"], verbose=True): - trainer.test(model=predictor, datamodule=datamodule) # , ckpt_path=ckpt_path) - - logger.info("--------------------------------------------") - logger.info("total computation used", timeit.default_timer() - st) - logger.info("--------------------------------------------") - wandb.finish() - - return trainer.callback_metrics - - -if __name__ == "__main__": - parser = argparse.ArgumentParser() - parser.add_argument("--config", help="Path to the config file", default=None) - - args, unknown_args = parser.parse_known_args() - if args.config is not None: - CONFIG_FILE = args.config - cfg = load_yaml_config(CONFIG_FILE, MAIN_DIR, unknown_args) - - main(cfg) From 89f765bb39c93fd529aaa271ce4fc33b406631da Mon Sep 17 00:00:00 2001 From: WenkelF Date: Wed, 26 Jul 2023 08:52:05 -0400 Subject: [PATCH 04/47] Removing redundant files --- expts/main_run_finetuning_v2.py | 153 -------------------------------- 1 file changed, 153 deletions(-) delete mode 100644 expts/main_run_finetuning_v2.py diff --git a/expts/main_run_finetuning_v2.py b/expts/main_run_finetuning_v2.py deleted file mode 100644 index 193955e4d..000000000 --- a/expts/main_run_finetuning_v2.py +++ /dev/null @@ -1,153 +0,0 @@ -# General imports -import argparse -import os -from os.path import dirname, abspath -import yaml -from copy import deepcopy -from omegaconf import DictConfig -import timeit -from loguru import logger -from datetime import datetime -import torch.nn as nn -from lightning.pytorch.utilities.model_summary import ModelSummary - -from graphium.utils.mup import set_base_shapes -from graphium.finetuning import modify_cfg_for_finetuning, MolecularFinetuning - -# Current project imports -import graphium -from graphium.config._loader import ( - load_datamodule, - load_metrics, - load_architecture, - load_predictor, - load_trainer, - save_params_to_wandb, - load_accelerator, - load_yaml_config, -) -from graphium.utils.safe_run import SafeRun -from graphium.utils.command_line_utils import update_config, get_anchors_and_aliases - - -# WandB -import wandb - -# Set up the working directory -MAIN_DIR = dirname(dirname(abspath(graphium.__file__))) - -CONFIG_FILE = "expts/finetune_configs/config_toy_finetuning_v2.yaml" - -os.chdir(MAIN_DIR) - - -def main(cfg: dict, run_name: str = "main", add_date_time: bool = True) -> None: - st = timeit.default_timer() - - date_time_suffix = "" - if add_date_time: - date_time_suffix = datetime.now().strftime("%d.%m.%Y_%H.%M.%S") - - - - ######################## - # Changes for finetuning - - # Modify config - cfg = modify_cfg_for_finetuning(cfg) - - ######################## - - - wandb.init(entity="multitask-gnn", project=cfg["constants"]["name"], config=cfg) - - # Initialize the accelerator - cfg, accelerator_type = load_accelerator(cfg) - - # Load and initialize the dataset - datamodule = load_datamodule(cfg, accelerator_type) - - # Initialize the network - model_class, model_kwargs = load_architecture( - cfg, - in_dims=datamodule.in_dims, - ) - - datamodule.prepare_data() - - metrics = load_metrics(cfg) - logger.info(metrics) - - predictor = load_predictor( - cfg, model_class, model_kwargs, metrics, accelerator_type, datamodule.task_norms - ) - - - ######################## - # Changes for finetuning - - # Load pretrained & replace in predictor - pretrained_model = predictor.load_pretrained_models('dummy-pretrained-model').model # make pretrained model part of config - - # Adapt pretrained model to new task - # We need to overwrite shared weights with pretrained - - predictor.model.overwrite_with_pretrained(cfg, pretrained_model) - - # (Un)freezing will be handled by finetuning callback added to trainer - - predictor.model = set_base_shapes(predictor.model, base=None) # how do we deal with muP for finetuning; it - ######################## - - - logger.info(predictor.model) - logger.info(ModelSummary(predictor, max_depth=4)) - - - trainer = load_trainer(cfg, run_name, accelerator_type, date_time_suffix) - - ######################## - # Changes for finetuning - - # Add the pl.BaseFinetuning callback to trainer - - trainer.callbacks.append( - MolecularFinetuning(cfg) - ) - ######################## - - save_params_to_wandb(trainer.logger, cfg, predictor, datamodule) - - # Determine the max num nodes and edges in training and validation - logger.info("About to set the max nodes etc.") - predictor.set_max_nodes_edges_per_graph(datamodule, stages=["train", "val"]) - - # Run the model training - with SafeRun(name="TRAINING", raise_error=cfg["constants"]["raise_train_error"], verbose=True): - trainer.fit(model=predictor, datamodule=datamodule) - - # Determine the max num nodes and edges in testing - predictor.set_max_nodes_edges_per_graph(datamodule, stages=["test"]) - - # Run the model testing - with SafeRun(name="TESTING", raise_error=cfg["constants"]["raise_train_error"], verbose=True): - trainer.test(model=predictor, datamodule=datamodule) # , ckpt_path=ckpt_path) - - logger.info("--------------------------------------------") - logger.info("total computation used", timeit.default_timer() - st) - logger.info("--------------------------------------------") - wandb.finish() - - return trainer.callback_metrics - - -if __name__ == "__main__": - parser = argparse.ArgumentParser() - parser.add_argument("--config", help="Path to the config file", default=None) - - args, unknown_args = parser.parse_known_args() - if args.config is not None: - CONFIG_FILE = args.config - cfg = load_yaml_config(CONFIG_FILE, MAIN_DIR, unknown_args) - - main(cfg) From 815ae34c7c271553be58755d0986d5a9ba8a0067 Mon Sep 17 00:00:00 2001 From: WenkelF Date: Wed, 26 Jul 2023 08:56:28 -0400 Subject: [PATCH 05/47] Integrating finetuning with hydra --- .../accelerator/lipophilicity_gpu.yaml | 27 ++ .../hydra-configs/dataset/lipophilicity.yaml | 295 ++++++++++++++++++ .../experiment/lipophilicity_gcn.yaml | 15 + expts/hydra-configs/finetune.yaml | 9 + .../hydra-configs/finetuning/finetuning.yaml | 71 +++++ expts/main_run_finetuning.py | 131 ++++++++ graphium/data/datamodule.py | 7 +- graphium/finetuning/finetuning.py | 4 +- graphium/finetuning/utils.py | 13 +- .../nn/architectures/global_architectures.py | 14 +- graphium/trainer/predictor.py | 2 +- 11 files changed, 569 insertions(+), 19 deletions(-) create mode 100644 expts/hydra-configs/dataset/accelerator/lipophilicity_gpu.yaml create mode 100644 expts/hydra-configs/dataset/lipophilicity.yaml create mode 100644 expts/hydra-configs/experiment/lipophilicity_gcn.yaml create mode 100644 expts/hydra-configs/finetune.yaml create mode 100644 expts/hydra-configs/finetuning/finetuning.yaml create mode 100644 expts/main_run_finetuning.py diff --git a/expts/hydra-configs/dataset/accelerator/lipophilicity_gpu.yaml b/expts/hydra-configs/dataset/accelerator/lipophilicity_gpu.yaml new file mode 100644 index 000000000..4f8b48037 --- /dev/null +++ b/expts/hydra-configs/dataset/accelerator/lipophilicity_gpu.yaml @@ -0,0 +1,27 @@ +# @package _global_ + +accelerator: + float32_matmul_precision: medium + +architecture: + task_heads: + tox21: + last_activation: none + +datamodule: + args: + batch_size_training: 200 + batch_size_inference: 200 + featurization_n_jobs: 0 + num_workers: 0 + +predictor: + optim_kwargs: {} + # metrics_every_n_steps: 300 + torch_scheduler_kwargs: + max_num_epochs: &max_epochs 300 + +trainer: + trainer: + accumulate_grad_batches: 1 + max_epochs: *max_epochs \ No newline at end of file diff --git a/expts/hydra-configs/dataset/lipophilicity.yaml b/expts/hydra-configs/dataset/lipophilicity.yaml new file mode 100644 index 000000000..f94a9224f --- /dev/null +++ b/expts/hydra-configs/dataset/lipophilicity.yaml @@ -0,0 +1,295 @@ +# @package _global_ + +architecture: + model_type: FullGraphMultiTaskNetwork + mup_base_path: null + pre_nn: + out_dim: 64 + hidden_dims: 256 + depth: 2 + activation: relu + last_activation: none + dropout: &dropout 0.18 + normalization: &normalization layer_norm + last_normalization: *normalization + residual_type: none + + pre_nn_edges: null + + pe_encoders: + out_dim: 32 + pool: "sum" #"mean" "max" + last_norm: None #"batch_norm", "layer_norm" + encoders: #la_pos | rw_pos + la_pos: # Set as null to avoid a pre-nn network + encoder_type: "laplacian_pe" + input_keys: ["laplacian_eigvec", "laplacian_eigval"] + output_keys: ["feat"] + hidden_dim: 64 + out_dim: 32 + model_type: 'DeepSet' #'Transformer' or 'DeepSet' + num_layers: 2 + num_layers_post: 1 # Num. layers to apply after pooling + dropout: 0.1 + first_normalization: "none" #"batch_norm" or "layer_norm" + rw_pos: + encoder_type: "mlp" + input_keys: ["rw_return_probs"] + output_keys: ["feat"] + hidden_dim: 64 + out_dim: 32 + num_layers: 2 + dropout: 0.1 + normalization: "layer_norm" #"batch_norm" or "layer_norm" + first_normalization: "layer_norm" #"batch_norm" or "layer_norm" + + gnn: # Set as null to avoid a post-nn network + in_dim: 64 # or otherwise the correct value + out_dim: &gnn_dim 96 + hidden_dims: *gnn_dim + depth: 4 + activation: gelu + last_activation: none + dropout: 0.1 + normalization: "layer_norm" + last_normalization: *normalization + residual_type: simple + virtual_node: 'none' + layer_type: 'pyg:gcn' #pyg:gine #'pyg:gps' # pyg:gated-gcn, pyg:gine,pyg:gps + layer_kwargs: null # Parameters for the model itself. You could define dropout_attn: 0.1 + + graph_output_nn: + graph: + pooling: [sum] + out_dim: *gnn_dim + hidden_dims: *gnn_dim + depth: 1 + activation: relu + last_activation: none + dropout: *dropout + normalization: *normalization + last_normalization: "none" + residual_type: none + + task_heads: + qm9: + task_level: graph + out_dim: 19 + hidden_dims: 128 + depth: 2 + activation: relu + last_activation: none + dropout: *dropout + normalization: *normalization + last_normalization: "none" + residual_type: none + tox21: + task_level: graph + out_dim: 12 + hidden_dims: 64 + depth: 2 + activation: relu + last_activation: sigmoid + dropout: *dropout + normalization: *normalization + last_normalization: "none" + residual_type: none + zinc: + task_level: graph + out_dim: 3 + hidden_dims: 32 + depth: 2 + activation: relu + last_activation: none + dropout: *dropout + normalization: *normalization + last_normalization: "none" + residual_type: none + +predictor: +### Changes for finetuning ############################## + metrics_on_progress_bar: + lipophilicity_astrazeneca: ["mae"] + loss_fun: + lipophilicity_astrazeneca: mae +######################################################### + random_seed: ${constants.seed} + optim_kwargs: + lr: 4.e-5 # warmup can be scheduled using torch_scheduler_kwargs + # weight_decay: 1.e-7 + torch_scheduler_kwargs: + module_type: WarmUpLinearLR + max_num_epochs: &max_epochs 100 + warmup_epochs: 10 + verbose: False + scheduler_kwargs: + target_nan_mask: null + multitask_handling: flatten # flatten, mean-per-label + +### Changes for finetuning ############################## +metrics: + lipophilicity_astrazeneca: + - name: mae + metric: mae + target_nan_mask: null + multitask_handling: flatten + threshold_kwargs: null + - name: spearman + metric: spearmanr + threshold_kwargs: null + target_nan_mask: null + multitask_handling: mean-per-label + - name: pearson + metric: pearsonr + threshold_kwargs: null + target_nan_mask: null + multitask_handling: mean-per-label + - name: r2_score + metric: r2 + target_nan_mask: null + multitask_handling: mean-per-label + threshold_kwargs: null + ######################################################### + # qm9: &qm9_metrics + # - name: mae + # metric: mae_ipu + # target_nan_mask: null + # multitask_handling: flatten + # threshold_kwargs: null + # - name: pearsonr + # metric: pearsonr_ipu + # threshold_kwargs: null + # target_nan_mask: null + # multitask_handling: mean-per-label + # - name: r2_score + # metric: r2_score_ipu + # target_nan_mask: null + # multitask_handling: mean-per-label + # threshold_kwargs: null + # tox21: + # - name: auroc + # metric: auroc_ipu + # task: binary + # multitask_handling: mean-per-label + # threshold_kwargs: null + # - name: avpr + # metric: average_precision_ipu + # task: binary + # multitask_handling: mean-per-label + # threshold_kwargs: null + # - name: f1 > 0.5 + # metric: f1 + # multitask_handling: mean-per-label + # target_to_int: True + # num_classes: 2 + # average: micro + # threshold_kwargs: &threshold_05 + # operator: greater + # threshold: 0.5 + # th_on_preds: True + # th_on_target: True + # - name: precision > 0.5 + # metric: precision + # multitask_handling: mean-per-label + # average: micro + # threshold_kwargs: *threshold_05 + # zinc: *qm9_metrics + +trainer: + seed: ${constants.seed} + logger: + save_dir: logs/neurips2023-small/ + name: ${constants.name} + project: ${constants.name} + model_checkpoint: + dirpath: saved_models/pretrained_models/ + filename: dummy-pretrained-model-{epoch} + save_on_train_epoch_end: true + trainer: + precision: 16 + max_epochs: *max_epochs + min_epochs: 1 + check_val_every_n_epoch: 20 + +datamodule: +### Changes for finetuning ############################## + module_type: "ADMETBenchmarkDataModule" + args: + # TDC specific + tdc_benchmark_names: [lipophilicity_astrazeneca] + tdc_train_val_seed: ${constants.seed} +######################################################### + prepare_dict_or_graph: pyg:graph + featurization_n_jobs: 30 + featurization_progress: True + featurization_backend: "loky" + processed_graph_data_path: "../datacache/neurips2023-small/" + num_workers: 30 # -1 to use all + persistent_workers: False + # task_specific_args: + # qm9: + # df: null + # df_path: ${constants.data_dir}/qm9.csv.gz + # # wget https://storage.googleapis.com/graphium-public/datasets/neurips_2023/Small-dataset/qm9.csv.gz + # # or set path as the URL directly + # smiles_col: "smiles" + # label_cols: ["A", "B", "C", "mu", "alpha", "homo", "lumo", "gap", "r2", "zpve", "u0", "u298", "h298", "g298", "cv", "u0_atom", "u298_atom", "h298_atom", "g298_atom"] + # # sample_size: 2000 # use sample_size for test + # splits_path: ${constants.data_dir}/qm9_random_splits.pt # Download with `wget https://storage.googleapis.com/graphium-public/datasets/neurips_2023/Small-dataset/qm9_random_splits.pt` + # seed: ${constants.seed} #*seed + # task_level: graph + # label_normalization: + # normalize_val_test: True + # method: "normal" + + # tox21: + # df: null + # df_path: ${constants.data_dir}/Tox21-7k-12-labels.csv.gz + # # wget https://storage.googleapis.com/graphium-public/datasets/neurips_2023/Small-dataset/Tox21-7k-12-labels.csv.gz + # # or set path as the URL directly + # smiles_col: "smiles" + # label_cols: ["NR-AR", "NR-AR-LBD", "NR-AhR", "NR-Aromatase", "NR-ER", "NR-ER-LBD", "NR-PPAR-gamma", "SR-ARE", "SR-ATAD5", "SR-HSE", "SR-MMP", "SR-p53"] + # # sample_size: 2000 # use sample_size for test + # splits_path: ${constants.data_dir}/Tox21_random_splits.pt # Download with `wget https://storage.googleapis.com/graphium-public/datasets/neurips_2023/Small-dataset/Tox21_random_splits.pt` + # seed: ${constants.seed} + # task_level: graph + + # zinc: + # df: null + # df_path: ${constants.data_dir}/ZINC12k.csv.gz + # # wget https://storage.googleapis.com/graphium-public/datasets/neurips_2023/Small-dataset/ZINC12k.csv.gz + # # or set path as the URL directly + # smiles_col: "smiles" + # label_cols: ["SA", "logp", "score"] + # # sample_size: 2000 # use sample_size for test + # splits_path: ${constants.data_dir}/ZINC12k_random_splits.pt # Download with `wget https://storage.googleapis.com/graphium-public/datasets/neurips_2023/Small-dataset/ZINC12k_random_splits.pt` + # seed: ${constants.seed} + # task_level: graph + # label_normalization: + # normalize_val_test: True + # method: "normal" + featurization: + atom_property_list_onehot: [atomic-number, group, period, total-valence] + atom_property_list_float: [degree, formal-charge, radical-electron, aromatic, in-ring] + edge_property_list: [bond-type-onehot, stereo, in-ring] + add_self_loop: False + explicit_H: False # if H is included + use_bonds_weights: False + pos_encoding_as_features: + pos_types: + lap_eigvec: + pos_level: node + pos_type: laplacian_eigvec + num_pos: 8 + normalization: "none" # normalization already applied on the eigen vectors + disconnected_comp: True # if eigen values/vector for disconnected graph are included + lap_eigval: + pos_level: node + pos_type: laplacian_eigval + num_pos: 8 + normalization: "none" # normalization already applied on the eigen vectors + disconnected_comp: True # if eigen values/vector for disconnected graph are included + rw_pos: # use same name as pe_encoder + pos_level: node + pos_type: rw_return_probs + ksteps: 16 diff --git a/expts/hydra-configs/experiment/lipophilicity_gcn.yaml b/expts/hydra-configs/experiment/lipophilicity_gcn.yaml new file mode 100644 index 000000000..0cfc94824 --- /dev/null +++ b/expts/hydra-configs/experiment/lipophilicity_gcn.yaml @@ -0,0 +1,15 @@ +# @package _global_ + +constants: + name: neurips2023_small_data_gcn + entity: "multitask-gnn" + seed: 42 + max_epochs: 100 + data_dir: expts/data/neurips2023/small-dataset + raise_train_error: true + +trainer: + model_checkpoint: + dirpath: saved_models/finetuned_models/ + filename: dummy-finetuned-model-{epoch} + save_on_train_epoch_end: true \ No newline at end of file diff --git a/expts/hydra-configs/finetune.yaml b/expts/hydra-configs/finetune.yaml new file mode 100644 index 000000000..1aa3b397a --- /dev/null +++ b/expts/hydra-configs/finetune.yaml @@ -0,0 +1,9 @@ +defaults: + - accelerator: ipu + - dataset: toymix + - model: gcn + + # Specializations + - experiment: ${dataset}_${model} + - dataset/accelerator: ${dataset}_${accelerator} + - finetuning: finetuning \ No newline at end of file diff --git a/expts/hydra-configs/finetuning/finetuning.yaml b/expts/hydra-configs/finetuning/finetuning.yaml new file mode 100644 index 000000000..ccafc64a9 --- /dev/null +++ b/expts/hydra-configs/finetuning/finetuning.yaml @@ -0,0 +1,71 @@ +# Finetune task +task: lipophilicity_astrazeneca +level: graph + +# Pretrained model +pretrained_model: dummy-pretrained-model +module_from_pretrained: task_heads # options are (pre_nn, pre_nn_edges) gnn, graph_output_nn, task_heads +task_head_from_pretrained: zinc # none # (only needed when finetuning from task_heads) + # choose one from pretrained model (here qm9, tox12 or zinc) +drop_depth: 1 # how many layers to drop at the end: + # must be smaller than pretrained model's depth + # for TaskHeads: + # ==0 only if finetune task has same out_dim + # >=1 otherwise, as we need to update out_dim + +# Changes to module_from_pretrained # here we simply extend the layer, we finetune from +new_out_dim: 1 +added_depth: 3 + +# Training +add_finetune_depth: 0 # if desired, we can also finetune layers before added layers +epoch_unfreeze_all: none # Indicate an epoch to unreeze all layers + + + + + + + +# Changes to be implemented + +# predictor: +# ### Changes for finetuning ############################## +# metrics_on_progress_bar: +# lipophilicity_astrazeneca: ["mae"] +# loss_fun: +# lipophilicity_astrazeneca: mae +# ######################################################### +# ## Changes for finetuning ############################## +# metrics: +# lipophilicity_astrazeneca: +# - name: mae +# metric: mae +# target_nan_mask: null +# multitask_handling: flatten +# threshold_kwargs: null +# - name: spearman +# metric: spearmanr +# threshold_kwargs: null +# target_nan_mask: null +# multitask_handling: mean-per-label +# - name: pearson +# metric: pearsonr +# threshold_kwargs: null +# target_nan_mask: null +# multitask_handling: mean-per-label +# - name: r2_score +# metric: r2 +# target_nan_mask: null +# multitask_handling: mean-per-label +# threshold_kwargs: null +# ######################################################### + +# datamodule: +# ### Changes for finetuning ############################## +# module_type: "ADMETBenchmarkDataModule" +# args: +# # TDC specific +# tdc_benchmark_names: [lipophilicity_astrazeneca] +# tdc_train_val_seed: ${constants.seed} +# ######################################################### \ No newline at end of file diff --git a/expts/main_run_finetuning.py b/expts/main_run_finetuning.py new file mode 100644 index 000000000..e794ac035 --- /dev/null +++ b/expts/main_run_finetuning.py @@ -0,0 +1,131 @@ +# General imports +import os +from os.path import dirname, abspath +from omegaconf import DictConfig, OmegaConf +import timeit +from loguru import logger +from datetime import datetime +from lightning.pytorch.utilities.model_summary import ModelSummary + +from graphium.utils.mup import set_base_shapes +from graphium.finetuning import modify_cfg_for_finetuning, MolecularFinetuning + +# Current project imports +import graphium +from graphium.config._loader import ( + load_datamodule, + load_metrics, + load_architecture, + load_predictor, + load_trainer, + save_params_to_wandb, + load_accelerator, +) +from graphium.utils.safe_run import SafeRun + +import hydra + +# WandB +import wandb + +# Set up the working directory +MAIN_DIR = dirname(dirname(abspath(graphium.__file__))) +os.chdir(MAIN_DIR) + + +@hydra.main(version_base=None, config_path="hydra-configs", config_name="finetune") +def main(cfg: DictConfig) -> None: + cfg = OmegaConf.to_container(cfg, resolve=True) + + cfg = modify_cfg_for_finetuning(cfg) + + run_name: str = "main" + add_date_time: bool = True + + st = timeit.default_timer() + + date_time_suffix = "" + if add_date_time: + date_time_suffix = datetime.now().strftime("%d.%m.%Y_%H.%M.%S") + + wandb.init(entity=cfg["constants"]["entity"], project=cfg["constants"]["name"], config=cfg) + + # Initialize the accelerator + cfg, accelerator_type = load_accelerator(cfg) + + # Load and initialize the dataset + datamodule = load_datamodule(cfg, accelerator_type) + + # Initialize the network + model_class, model_kwargs = load_architecture( + cfg, + in_dims=datamodule.in_dims, + ) + + datamodule.prepare_data() + + metrics = load_metrics(cfg) + logger.info(metrics) + + predictor = load_predictor( + cfg, model_class, model_kwargs, metrics, accelerator_type, datamodule.task_norms + ) + + ######################## + # Changes for finetuning + + # Load pretrained & replace in predictor + pretrained_model = predictor.load_pretrained_models('dummy-pretrained-model').model # make pretrained model part of config + + # Adapt pretrained model to new task + # We need to overwrite shared weights with pretrained + + predictor.model.overwrite_with_pretrained(cfg, pretrained_model) + + # (Un)freezing will be handled by finetuning callback added to trainer + + predictor.model = set_base_shapes(predictor.model, base=None) # how do we deal with muP for finetuning; it + ######################## + + logger.info(predictor.model) + logger.info(ModelSummary(predictor, max_depth=4)) + + trainer = load_trainer(cfg, run_name, accelerator_type, date_time_suffix) + + ######################## + # Changes for finetuning + + # Add the pl.BaseFinetuning callback to trainer + + trainer.callbacks.append( + MolecularFinetuning(cfg) + ) + ######################## + + save_params_to_wandb(trainer.logger, cfg, predictor, datamodule) + + # Determine the max num nodes and edges in training and validation + logger.info("About to set the max nodes etc.") + predictor.set_max_nodes_edges_per_graph(datamodule, stages=["train", "val"]) + + # Run the model training + with SafeRun(name="TRAINING", raise_error=cfg["constants"]["raise_train_error"], verbose=True): + trainer.fit(model=predictor, datamodule=datamodule) + + # Determine the max num nodes and edges in testing + predictor.set_max_nodes_edges_per_graph(datamodule, stages=["test"]) + + # Run the model testing + with SafeRun(name="TESTING", raise_error=cfg["constants"]["raise_train_error"], verbose=True): + trainer.test(model=predictor, datamodule=datamodule) # , ckpt_path=ckpt_path) + + logger.info("--------------------------------------------") + logger.info("total computation used", timeit.default_timer() - st) + logger.info("--------------------------------------------") + wandb.finish() + + return trainer.callback_metrics + + +if __name__ == "__main__": + main() diff --git a/graphium/data/datamodule.py b/graphium/data/datamodule.py index a46d0460d..44cdb4234 100644 --- a/graphium/data/datamodule.py +++ b/graphium/data/datamodule.py @@ -1961,8 +1961,11 @@ def get_data_hash(self): # so that the data cache does not need to be regenerated # when epoch_sampling_fraction has changed. for task in self.task_specific_args.keys(): - if "epoch_sampling_fraction" in args[task].keys(): - args[task].pop("epoch_sampling_fraction") + try: + if "epoch_sampling_fraction" in args[task].keys(): + args[task].pop("epoch_sampling_fraction") + except: + pass hash_dict = { "smiles_transformer": self.smiles_transformer, "task_specific_args": args, diff --git a/graphium/finetuning/finetuning.py b/graphium/finetuning/finetuning.py index 1ea33a488..c806dedf7 100644 --- a/graphium/finetuning/finetuning.py +++ b/graphium/finetuning/finetuning.py @@ -18,8 +18,8 @@ def __init__( """ super().__init__() - cfg_finetune = cfg['trainer']['finetuning'] - self.depth = cfg_finetune['added_layers']['depth'] + cfg_finetune = cfg['finetuning'] + self.depth = cfg_finetune['added_depth'] try: self.depth += cfg_finetune['add_finetune_depth'] except: diff --git a/graphium/finetuning/utils.py b/graphium/finetuning/utils.py index 776558b62..28b9ca8c7 100644 --- a/graphium/finetuning/utils.py +++ b/graphium/finetuning/utils.py @@ -3,19 +3,18 @@ def modify_cfg_for_finetuning(cfg): - cfg_finetune = cfg['trainer']['finetuning'] - module = cfg_finetune['module'] + cfg_finetune = cfg['finetuning'] + module = cfg_finetune['module_from_pretrained'] task = cfg_finetune['task'] level = cfg_finetune['level'] - choice = cfg_finetune['choice'] - drop_depth = cfg_finetune['drop_depth'] + task_head_from_pretrained = cfg_finetune['task_head_from_pretrained'] - new_module_kwargs = deepcopy(cfg['architecture'][module][choice]) + new_module_kwargs = deepcopy(cfg['architecture'][module][task_head_from_pretrained]) upd_kwargs = { 'task_level': level, - 'out_dim': cfg_finetune['added_layers']['out_dim'], - 'depth': new_module_kwargs['depth'] + cfg_finetune['added_layers']['depth'] - drop_depth + 'out_dim': cfg_finetune['new_out_dim'], + 'depth': new_module_kwargs['depth'] + cfg_finetune['added_depth'] - cfg_finetune['drop_depth'] } new_module_kwargs.update(upd_kwargs) diff --git a/graphium/nn/architectures/global_architectures.py b/graphium/nn/architectures/global_architectures.py index aa1435a37..065043f89 100644 --- a/graphium/nn/architectures/global_architectures.py +++ b/graphium/nn/architectures/global_architectures.py @@ -1331,21 +1331,21 @@ def modify_architecture(self, cfg): def overwrite_with_pretrained(self, cfg, pretrained_model): - cfg_finetune = cfg['trainer']['finetuning'] - choice = cfg_finetune['choice'] + cfg_finetune = cfg['finetuning'] + task_head_from_pretrained = cfg_finetune['task_head_from_pretrained'] task = cfg_finetune['task'] - added_depth = cfg_finetune['added_layers']['depth'] + added_depth = cfg_finetune['added_depth'] for module in ['pre_nn', 'pre_nn_edges', 'gnn', 'graph_output_nn', 'task_heads']: - if module == cfg_finetune['module']: + if module == cfg_finetune['module_from_pretrained']: break self.overwrite_complete_module(module, pretrained_model) - self.overwrite_partial_module(module, task, choice, added_depth, pretrained_model) + self.overwrite_partial_module(module, task, task_head_from_pretrained, added_depth, pretrained_model) - def overwrite_partial_module(self, module, task, choice, added_depth, pretrained_model): + def overwrite_partial_module(self, module, task, task_head_from_pretrained, added_depth, pretrained_model): """Completely overwrite the specified module """ if module == 'gnn': @@ -1358,7 +1358,7 @@ def overwrite_partial_module(self, module, task, choice, added_depth, pretrained shared_depth = len(self.task_heads.task_heads[task].layers) - added_depth assert shared_depth >= 0 if shared_depth > 0: - self.task_heads.task_heads[task].layers = pretrained_model.task_heads.task_heads[choice].layers[:shared_depth] + self.task_heads.task_heads[task].layers[shared_depth:] + self.task_heads.task_heads[task].layers = pretrained_model.task_heads.task_heads[task_head_from_pretrained].layers[:shared_depth] + self.task_heads.task_heads[task].layers[shared_depth:] elif module in ['pre_nn', 'pre_nn_edges']: raise NotImplementedError(f"It is unlikely that we will want to finetune from pre-NNs") diff --git a/graphium/trainer/predictor.py b/graphium/trainer/predictor.py index 17a13fbd7..cdc89a6fd 100644 --- a/graphium/trainer/predictor.py +++ b/graphium/trainer/predictor.py @@ -19,7 +19,7 @@ GRAPHIUM_PRETRAINED_MODELS = { "graphium-zinc-micro-dummy-test": "gcs://graphium-public/pretrained-models/graphium-zinc-micro-dummy-test/model.ckpt", - "dummy-pretrained-model": "pretrained_models/dummy-pretrained-model.ckpt" # dummy model (to be deleted later) + "dummy-pretrained-model": "saved_models/pretrained_models/dummy-pretrained-model.ckpt" # dummy model (to be deleted later) } From bc8b8c8f2267a327c3acda941b452d43e168394e Mon Sep 17 00:00:00 2001 From: WenkelF Date: Fri, 28 Jul 2023 12:22:32 -0400 Subject: [PATCH 06/47] Implementing separate class FullFinetuningNetwork --- expts/finetune_configs/config_small_gcn.yaml | 65 --- .../config_toy_finetuning_v2.yaml | 259 ------------ .../hydra-configs/dataset/lipophilicity.yaml | 16 +- .../hydra-configs/finetuning/finetuning.yaml | 9 +- expts/main_run_finetuning.py | 16 +- graphium/config/_loader.py | 12 +- graphium/finetuning/__init__.py | 4 +- graphium/finetuning/finetuning.py | 42 +- .../finetuning/finetuning_architecture.py | 380 ++++++++++++++++++ graphium/finetuning/utils.py | 25 +- 10 files changed, 445 insertions(+), 383 deletions(-) delete mode 100644 expts/finetune_configs/config_small_gcn.yaml delete mode 100644 expts/finetune_configs/config_toy_finetuning_v2.yaml create mode 100644 graphium/finetuning/finetuning_architecture.py diff --git a/expts/finetune_configs/config_small_gcn.yaml b/expts/finetune_configs/config_small_gcn.yaml deleted file mode 100644 index 59c9b0028..000000000 --- a/expts/finetune_configs/config_small_gcn.yaml +++ /dev/null @@ -1,65 +0,0 @@ -# Testing GCN on ToyMix with FP16/32 on GPU -constants: - name: &name dummy-model - config_override: "expts/neurips2023_configs/config_small_gcn.yaml" - -accelerator: - type: gpu # cpu or ipu or gpu - float32_matmul_precision: medium - config_override: - datamodule: - args: - # Data handling-related - batch_size_training: 200 - batch_size_inference: 200 - predictor: - metrics_every_n_steps: 300 - trainer: - trainer: - precision: 32 - accumulate_grad_batches: 1 - -datamodule: - args: - task_specific_args: # To be replaced by a new class "DatasetParams" - qm9: - df_path: /home/mila/f/frederik.wenkel/scratch/data/graphium/small-dataset/qm9.csv.gz - splits_path: /home/mila/f/frederik.wenkel/scratch/data/graphium/small-dataset/qm9_random_splits.pt # Download with `wget https://storage.googleapis.com/graphium-public/datasets/neurips_2023/Small-dataset/qm9_random_splits.pt` - # sample_size: 200 # use sample_size for test - tox21: - df_path: /home/mila/f/frederik.wenkel/scratch/data/graphium/small-dataset/Tox21-7k-12-labels.csv.gz - splits_path: /home/mila/f/frederik.wenkel/scratch/data/graphium/small-dataset/Tox21_random_splits.pt # Download with `wget https://storage.googleapis.com/graphium-public/datasets/neurips_2023/Small-dataset/Tox21_random_splits.pt` - # sample_size: 200 # use sample_size for test - zinc: - df_path: /home/mila/f/frederik.wenkel/scratch/data/graphium/small-dataset/ZINC12k.csv.gz - splits_path: /home/mila/f/frederik.wenkel/scratch/data/graphium/small-dataset/ZINC12k_random_splits.pt # Download with `wget https://storage.googleapis.com/graphium-public/datasets/neurips_2023/Small-dataset/ZINC12k_random_splits.pt` - # sample_size: 200 # use sample_size for test - featurization_n_jobs: 4 # 30 - processed_graph_data_path: "/home/mila/f/frederik.wenkel/scratch/data/graphium/datacache/small-dataset/" - num_workers: 4 # 30 - -architecture: - # graph_output_nn: - # graph: - # depth: 1 - task_heads: - tox21: - last_activation: none - -predictor: - loss_fun: - tox21: bce_logits_ipu - - torch_scheduler_kwargs: - max_num_epochs: &max_epochs 300 - -trainer: - model_checkpoint: - dirpath: pretrained_models/ - filename: dummy-pretrained-model-{epoch} - # every_n_epochs: 1 - save_on_train_epoch_end: true - trainer: - max_epochs: *max_epochs - # check_val_every_n_epoch: 1 - diff --git a/expts/finetune_configs/config_toy_finetuning_v2.yaml b/expts/finetune_configs/config_toy_finetuning_v2.yaml deleted file mode 100644 index 753318c27..000000000 --- a/expts/finetune_configs/config_toy_finetuning_v2.yaml +++ /dev/null @@ -1,259 +0,0 @@ -# Testing the gcn model with the PCQMv2 dataset on IPU. -constants: - name: &name finetune_lipophilicity_astrazeneca - seed: &seed 42 - raise_train_error: true # Whether the code should raise an error if it crashes during training - -accelerator: - type: gpu # cpu or ipu or gpu - float32_matmul_precision: medium - config_override: - datamodule: - args: - # Data handling-related - batch_size_training: 200 - batch_size_inference: 200 - trainer: - trainer: - precision: 32 - accumulate_grad_batches: 1 - -datamodule: - module_type: "ADMETBenchmarkDataModule" - args: - # TDC specific - tdc_benchmark_names: [lipophilicity_astrazeneca] - tdc_train_val_seed: *seed - # Featurization - prepare_dict_or_graph: pyg:graph - featurization_n_jobs: 0 - processed_graph_data_path: "/home/mila/f/frederik.wenkel/scratch/data/graphium/datacache/admet/" - featurization_progress: True - featurization_backend: "loky" - processed_graph_data_path: "../datacache/tdc-admet-demo/" - featurization: - atom_property_list_onehot: [atomic-number, group, period, total-valence] - atom_property_list_float: [degree, formal-charge, radical-electron, aromatic, in-ring] - edge_property_list: [bond-type-onehot, stereo, in-ring] - add_self_loop: False - explicit_H: False # if H is included - use_bonds_weights: False - pos_encoding_as_features: - pos_types: - lap_eigvec: - pos_level: node - pos_type: laplacian_eigvec - num_pos: 8 - normalization: "none" # nomrlization already applied on the eigen vectors - disconnected_comp: True # if eigen values/vector for disconnected graph are included - lap_eigval: - pos_level: node - pos_type: laplacian_eigval - num_pos: 8 - normalization: "none" # nomrlization already applied on the eigen vectors - disconnected_comp: True # if eigen values/vector for disconnected graph are included - rw_pos: # use same name as pe_encoder - pos_level: node - pos_type: rw_return_probs - ksteps: 16 - - # cache_data_path: . - num_workers: 4 # -1 to use all - persistent_workers: False # if use persistent worker at the start of each epoch. - # Using persistent_workers false might make the start of each epoch very long. - featurization_backend: "loky" - - -architecture: - model_type: FullGraphMultiTaskNetwork - mup_base_path: null - pre_nn: # Set as null to avoid a pre-nn network - out_dim: 64 - hidden_dims: 256 - depth: 2 - activation: relu - last_activation: none - dropout: &dropout 0.18 - normalization: &normalization layer_norm - last_normalization: *normalization - residual_type: none - - pre_nn_edges: null # Set as null to avoid a pre-nn network - - pe_encoders: - out_dim: 32 - pool: "sum" #"mean" "max" - last_norm: None #"batch_norm", "layer_norm" - encoders: #la_pos | rw_pos - la_pos: # Set as null to avoid a pre-nn network - encoder_type: "laplacian_pe" - input_keys: ["laplacian_eigvec", "laplacian_eigval"] - output_keys: ["feat"] - hidden_dim: 64 - out_dim: 32 - model_type: 'DeepSet' #'Transformer' or 'DeepSet' - num_layers: 2 - num_layers_post: 1 # Num. layers to apply after pooling - dropout: 0.1 - first_normalization: "none" #"batch_norm" or "layer_norm" - rw_pos: - encoder_type: "mlp" - input_keys: ["rw_return_probs"] - output_keys: ["feat"] - hidden_dim: 64 - out_dim: 32 - num_layers: 2 - dropout: 0.1 - normalization: "layer_norm" #"batch_norm" or "layer_norm" - first_normalization: "layer_norm" #"batch_norm" or "layer_norm" - - - - gnn: # Set as null to avoid a post-nn network - in_dim: 64 # or otherwise the correct value - out_dim: &gnn_dim 96 - hidden_dims: *gnn_dim - depth: 4 - activation: gelu - last_activation: none - dropout: 0.1 - normalization: "layer_norm" - last_normalization: *normalization - residual_type: simple - virtual_node: 'none' - layer_type: 'pyg:gcn' #pyg:gine #'pyg:gps' # pyg:gated-gcn, pyg:gine,pyg:gps - layer_kwargs: null # Parameters for the model itself. You could define dropout_attn: 0.1 - - graph_output_nn: - graph: - pooling: [sum] - out_dim: *gnn_dim - hidden_dims: *gnn_dim - depth: 1 - activation: relu - last_activation: none - dropout: *dropout - normalization: *normalization - last_normalization: "none" - residual_type: none - - task_heads: - qm9: - task_level: graph - out_dim: 19 - hidden_dims: 128 - depth: 2 - activation: relu - last_activation: none - dropout: *dropout - normalization: *normalization - last_normalization: "none" - residual_type: none - tox21: - task_level: graph - out_dim: 12 - hidden_dims: 64 - depth: 2 - activation: relu - last_activation: sigmoid - dropout: *dropout - normalization: *normalization - last_normalization: "none" - residual_type: none - zinc: - task_level: graph - out_dim: 3 - hidden_dims: 32 - depth: 2 - activation: relu - last_activation: none - dropout: *dropout - normalization: *normalization - last_normalization: "none" - residual_type: none - -#Task-specific -predictor: - metrics_on_progress_bar: - lipophilicity_astrazeneca: ["mae"] - loss_fun: - lipophilicity_astrazeneca: mae - random_seed: *seed - optim_kwargs: - lr: 4.e-5 # warmup can be scheduled using torch_scheduler_kwargs - # weight_decay: 1.e-7 - torch_scheduler_kwargs: - module_type: WarmUpLinearLR - max_num_epochs: &max_epochs 10 - warmup_epochs: 2 - verbose: False - scheduler_kwargs: - # monitor: &monitor qm9/mae/train - # mode: min - # frequency: 1 - target_nan_mask: null # null: no mask, 0: 0 mask, ignore-flatten, ignore-mean-per-label - multitask_handling: flatten # flatten, mean-per-label - -# Task-specific -metrics: - lipophilicity_astrazeneca: - - name: mae - metric: mae - target_nan_mask: null - multitask_handling: flatten - threshold_kwargs: null - - name: spearman - metric: spearmanr - threshold_kwargs: null - target_nan_mask: null - multitask_handling: mean-per-label - - name: pearson - metric: pearsonr - threshold_kwargs: null - target_nan_mask: null - multitask_handling: mean-per-label - - name: r2_score - metric: r2 - target_nan_mask: null - multitask_handling: mean-per-label - threshold_kwargs: null - -trainer: - seed: *seed - logger: - save_dir: logs/finetuned_models/ - name: *name - project: *name - #early_stopping: - # monitor: *monitor - # min_delta: 0 - # patience: 10 - # mode: &mode min - finetuning: - task: lipophilicity_astrazeneca - level: graph - module: task_heads # options are (pre_nn, pre_nn_edges) gnn, graph_output_nn, task_heads - choice: zinc # choose one from pretrained model (here qm9, tox12 or zinc) - drop_depth: 1 # how many layers to drop at the end: - # must be smaller than pretrained model's depth - # for TaskHeads: - # ==0 only if finetune task has same out_dim - # >=1 otherwise, as we need to update out_dim - add_finetune_depth: 0 # if desired, we can also finetune layers before added layers - added_layers: # here we simply extend the layer, we finetune from - out_dim: 1 - depth: 3 - - epoch_unfreeze_all: none - - model_checkpoint: - dirpath: finetuned_models/ - filename: finetuned-toy-model-{epoch} - # monitor: *monitor - # mode: *mode - # save_top_k: 1 - save_last: True - trainer: - max_epochs: *max_epochs - min_epochs: 1 - check_val_every_n_epoch: 2 diff --git a/expts/hydra-configs/dataset/lipophilicity.yaml b/expts/hydra-configs/dataset/lipophilicity.yaml index f94a9224f..eb2505c6c 100644 --- a/expts/hydra-configs/dataset/lipophilicity.yaml +++ b/expts/hydra-configs/dataset/lipophilicity.yaml @@ -1,7 +1,7 @@ # @package _global_ architecture: - model_type: FullGraphMultiTaskNetwork + model_type: FullGraphFinetuningNetwork # FullGraphMultiTaskNetwork mup_base_path: null pre_nn: out_dim: 64 @@ -105,6 +105,20 @@ architecture: normalization: *normalization last_normalization: "none" residual_type: none + ########################### + last_layer_is_readout: false + ########################### + + finetuning_head: # none + task: lipophilicity_astrazeneca + previous_module: task_heads + incoming_level: graph + model_type: mlp + in_dim: 8 + out_dim: 1 + hidden_dims: 8 + depth: 2 + last_layer_is_readout: true predictor: ### Changes for finetuning ############################## diff --git a/expts/hydra-configs/finetuning/finetuning.yaml b/expts/hydra-configs/finetuning/finetuning.yaml index ccafc64a9..3804bf885 100644 --- a/expts/hydra-configs/finetuning/finetuning.yaml +++ b/expts/hydra-configs/finetuning/finetuning.yaml @@ -4,7 +4,7 @@ level: graph # Pretrained model pretrained_model: dummy-pretrained-model -module_from_pretrained: task_heads # options are (pre_nn, pre_nn_edges) gnn, graph_output_nn, task_heads +module_from_pretrained: task_heads # options are (pre_nn, pre_nn_edges) gnn, graph_output_nn, task_heads, finetunehead task_head_from_pretrained: zinc # none # (only needed when finetuning from task_heads) # choose one from pretrained model (here qm9, tox12 or zinc) drop_depth: 1 # how many layers to drop at the end: @@ -14,13 +14,12 @@ drop_depth: 1 # how many layers to drop at t # >=1 otherwise, as we need to update out_dim # Changes to module_from_pretrained # here we simply extend the layer, we finetune from -new_out_dim: 1 -added_depth: 3 +new_out_dim: 8 +added_depth: 2 # Training add_finetune_depth: 0 # if desired, we can also finetune layers before added layers -epoch_unfreeze_all: none # Indicate an epoch to unreeze all layers - +epoch_unfreeze_all: none # Indicate an epoch to unfreeze all layers diff --git a/expts/main_run_finetuning.py b/expts/main_run_finetuning.py index e794ac035..85dc6019c 100644 --- a/expts/main_run_finetuning.py +++ b/expts/main_run_finetuning.py @@ -75,8 +75,10 @@ def main(cfg: DictConfig) -> None: # Changes for finetuning # Load pretrained & replace in predictor - pretrained_model = predictor.load_pretrained_models('dummy-pretrained-model').model # make pretrained model part of config - + pretrained_model = predictor.load_pretrained_models( + "dummy-pretrained-model" + ).model # make pretrained model part of config # use latest or best available checkpoint + # Adapt pretrained model to new task # We need to overwrite shared weights with pretrained @@ -84,22 +86,20 @@ def main(cfg: DictConfig) -> None: # (Un)freezing will be handled by finetuning callback added to trainer - predictor.model = set_base_shapes(predictor.model, base=None) # how do we deal with muP for finetuning; it + predictor.model = set_base_shapes(predictor.model, base=None) # how do we deal with muP for finetuning ######################## logger.info(predictor.model) logger.info(ModelSummary(predictor, max_depth=4)) trainer = load_trainer(cfg, run_name, accelerator_type, date_time_suffix) - + ######################## # Changes for finetuning # Add the pl.BaseFinetuning callback to trainer - - trainer.callbacks.append( - MolecularFinetuning(cfg) - ) + + trainer.callbacks.append(MolecularFinetuning(cfg)) ######################## save_params_to_wandb(trainer.logger, cfg, predictor, datamodule) diff --git a/graphium/config/_loader.py b/graphium/config/_loader.py index b06279897..250dc555c 100644 --- a/graphium/config/_loader.py +++ b/graphium/config/_loader.py @@ -24,6 +24,7 @@ from graphium.ipu.ipu_dataloader import IPUDataloaderOptions from graphium.trainer.metrics import MetricWrapper from graphium.nn.architectures import FullGraphMultiTaskNetwork +from graphium.finetuning import FullGraphFinetuningNetwork from graphium.nn.utils import MupMixin from graphium.trainer.predictor import PredictorModule from graphium.utils.spaces import DATAMODULE_DICT @@ -198,6 +199,8 @@ def load_architecture( model_type = cfg_arch["model_type"].lower() if model_type == "fullgraphmultitasknetwork": model_class = FullGraphMultiTaskNetwork + elif model_type == "fullgraphfinetuningnetwork": + model_class = FullGraphFinetuningNetwork else: raise ValueError(f"Unsupported model_type=`{model_type}`") @@ -257,9 +260,16 @@ def load_architecture( pre_nn_edges_kwargs=pre_nn_edges_kwargs, pe_encoders_kwargs=pe_encoders_kwargs, graph_output_nn_kwargs=graph_output_nn_kwargs, - task_heads_kwargs=task_heads_kwargs, + task_heads_kwargs=task_heads_kwargs ) + if model_class is FullGraphFinetuningNetwork and "finetuning_head" in cfg_arch.keys(): + finetuning_head_kwargs = dict(cfg_arch["finetuning_head"]) if cfg_arch["finetuning_head"] is not None else None + + model_kwargs.update( + dict(finetuning_head_kwargs=finetuning_head_kwargs) + ) + return model_class, model_kwargs diff --git a/graphium/finetuning/__init__.py b/graphium/finetuning/__init__.py index 3c8ae241a..927b5c9b7 100644 --- a/graphium/finetuning/__init__.py +++ b/graphium/finetuning/__init__.py @@ -1,3 +1,5 @@ +from .finetuning_architecture import FullGraphFinetuningNetwork + from .finetuning import MolecularFinetuning -from .utils import modify_cfg_for_finetuning \ No newline at end of file +from .utils import modify_cfg_for_finetuning diff --git a/graphium/finetuning/finetuning.py b/graphium/finetuning/finetuning.py index c806dedf7..77f946666 100644 --- a/graphium/finetuning/finetuning.py +++ b/graphium/finetuning/finetuning.py @@ -7,50 +7,34 @@ class MolecularFinetuning(BaseFinetuning): - def __init__( - self, - cfg, - train_bn: bool = False - - ): + def __init__(self, cfg, train_bn: bool = False): """ Finetuning logic """ super().__init__() - cfg_finetune = cfg['finetuning'] - self.depth = cfg_finetune['added_depth'] + cfg_finetune = cfg["finetuning"] + self.depth = cfg_finetune["added_depth"] try: - self.depth += cfg_finetune['add_finetune_depth'] + self.depth += cfg_finetune["add_finetune_depth"] except: pass - self.task = cfg_finetune['task'] + self.task = cfg_finetune["task"] self.train_bn = train_bn - self.epoch_unfreeze_all = cfg_finetune['epoch_unfreeze_all'] + self.epoch_unfreeze_all = cfg_finetune["epoch_unfreeze_all"] - def freeze_before_training( - self, pl_module - ): + def freeze_before_training(self, pl_module): # Initially freeze everything self.freeze(modules=pl_module, train_bn=self.train_bn) - def finetune_function( - self, - pl_module: pl.LightningModule, - epoch: int, - optimizer: Optimizer - ): + def finetune_function(self, pl_module: pl.LightningModule, epoch: int, optimizer: Optimizer): # Unfreeze finetuning layers - if epoch == 0: + if epoch == 0: self.unfreeze_and_add_param_group( - modules=pl_module.model.task_heads.task_heads[self.task].layers[-self.depth:], + modules=pl_module.model.task_heads.task_heads[self.task].layers[-self.depth :], optimizer=optimizer, - train_bn=self.train_bn + train_bn=self.train_bn, ) - if epoch == self.epoch_unfreeze_all: - self.unfreeze_and_add_param_group( - modules=pl_module, - optimizer=optimizer, - train_bn=self.train_bn - ) \ No newline at end of file + if epoch == self.epoch_unfreeze_all: + self.unfreeze_and_add_param_group(modules=pl_module, optimizer=optimizer, train_bn=self.train_bn) diff --git a/graphium/finetuning/finetuning_architecture.py b/graphium/finetuning/finetuning_architecture.py new file mode 100644 index 000000000..e04275973 --- /dev/null +++ b/graphium/finetuning/finetuning_architecture.py @@ -0,0 +1,380 @@ +from typing import Iterable, List, Dict, Tuple, Union, Callable, Any, Optional, Type + +from copy import deepcopy + +import torch +import torch.nn as nn + +from torch import Tensor +from torch_geometric.data import Batch + +from graphium.data.utils import get_keys +from graphium.nn.architectures.encoder_manager import EncoderManager +from graphium.nn.architectures import FullGraphMultiTaskNetwork, FeedForwardNN, FeedForwardPyg, TaskHeads +from graphium.nn.architectures.global_architectures import FeedForwardGraph +from graphium.trainer.predictor_options import ModelOptions +from graphium.nn.utils import MupMixin + +FINETUNING_HEAD_DICT = { + "mlp": FeedForwardNN, + "gnn": FeedForwardPyg +} + + +class FullGraphFinetuningNetwork(FullGraphMultiTaskNetwork): + def __init__( + self, + gnn_kwargs: Dict[str, Any], + pre_nn_kwargs: Optional[Dict[str, Any]] = None, + pre_nn_edges_kwargs: Optional[Dict[str, Any]] = None, + pe_encoders_kwargs: Optional[Dict[str, Any]] = None, + task_heads_kwargs: Optional[Dict[str, Any]] = None, + graph_output_nn_kwargs: Optional[Dict[str, Any]] = None, + finetuning_head_kwargs: Optional[Dict[str, Any]] = None, + accelerator_kwargs: Optional[Dict[str, Any]] = None, + num_inference_to_average: int = 1, + last_layer_is_readout: bool = False, + name: str = "FullFinetuningGNN", + ): + r""" + Class that allows to implement a full graph neural network architecture, + including the pre-processing MLP and the post processing MLP. + + Parameters: + + gnn_kwargs: + key-word arguments to use for the initialization of the pre-processing + GNN network using the class `FeedForwardGraph`. + It must respect the following criteria: + + - gnn_kwargs["in_dim"] must be equal to pre_nn_kwargs["out_dim"] + - gnn_kwargs["out_dim"] must be equal to graph_output_nn_kwargs["in_dim"] + + pe_encoders_kwargs: + key-word arguments to use for the initialization of all positional encoding encoders. + See the class `EncoderManager` for more details. + + pre_nn_kwargs: + key-word arguments to use for the initialization of the pre-processing + MLP network of the node features before the GNN, using the class `FeedForwardNN`. + If `None`, there won't be a pre-processing MLP. + + pre_nn_edges_kwargs: + key-word arguments to use for the initialization of the pre-processing + MLP network of the edge features before the GNN, using the class `FeedForwardNN`. + If `None`, there won't be a pre-processing MLP. + + task_heads_kwargs: + This argument is a list of dictionaries containing the arguments for task heads. Each argument is used to + initialize a task-specific MLP. + + graph_output_nn_kwargs: + This argument is a list of dictionaries corresponding to the arguments for a FeedForwardNN. + Each dict of arguments is used to initialize a shared MLP. + + finetuning_head_kwargs: + key-word arguments to use for the finetuning head. + It must respect the following criteria: + + - [last_used_module]_kwarg["out_level"] must be equal to finetuning_head_kwargs["in_level"] + - [last_used_module]_kwarg["out_dim"] must be equal to finetuning_head_kwargs["in_dim"] + + Here, [last_used_module] represents the module that is finetuned from, + e.g., gnn, graph_output or (one of the) task_heads + + accelerator_kwargs: + key-word arguments specific to the accelerator being used, + e.g. pipeline split points + + num_inference_to_average: + Number of inferences to average at val/test time. This is used to avoid the noise introduced + by positional encodings with sign-flips. In case no such encoding is given, + this parameter is ignored. + NOTE: The inference time will be slowed-down proportionaly to this parameter. + + last_layer_is_readout: Whether the last layer should be treated as a readout layer. + Allows to use the `mup.MuReadout` from the muTransfer method https://github.com/microsoft/mup + + name: + Name attributed to the current network, for display and printing + purposes. + """ + + super().__init__( + gnn_kwargs, + pre_nn_kwargs, + pre_nn_edges_kwargs, + pe_encoders_kwargs, + task_heads_kwargs, + graph_output_nn_kwargs, + accelerator_kwargs, + num_inference_to_average, + last_layer_is_readout, + name + ) + + self.name = name + self.num_inference_to_average = num_inference_to_average + self.last_layer_is_readout = last_layer_is_readout + self._concat_last_layers = None + self.pre_nn, self.pre_nn_edges, self.task_heads, self.finetuning_head = None, None, None, None + self.pe_encoders_kwargs = deepcopy(pe_encoders_kwargs) + self.graph_output_nn_kwargs = graph_output_nn_kwargs + self.finetuning_head_kwargs = finetuning_head_kwargs + self.encoder_manager = EncoderManager(pe_encoders_kwargs) + self.max_num_nodes_per_graph = None + self.max_num_edges_per_graph = None + + # Initialize the pre-processing neural net for nodes (applied directly on node features) + if pre_nn_kwargs is not None: + name = pre_nn_kwargs.pop("name", "pre-NN") + self.pre_nn = FeedForwardNN(**pre_nn_kwargs, name=name) + next_in_dim = self.pre_nn.out_dim + gnn_kwargs.setdefault("in_dim", next_in_dim) + assert ( + next_in_dim == gnn_kwargs["in_dim"] + ), f"Inconsistent dimensions between pre-NN output ({next_in_dim}) and GNN input ({gnn_kwargs['in_dim']})" + + # Initialize the pre-processing neural net for edges (applied directly on edge features) + if pre_nn_edges_kwargs is not None: + name = pre_nn_edges_kwargs.pop("name", "pre-NN-edges") + self.pre_nn_edges = FeedForwardNN(**pre_nn_edges_kwargs, name=name) + next_in_dim = self.pre_nn_edges.out_dim + gnn_kwargs.setdefault("in_dim_edges", next_in_dim) + assert ( + next_in_dim == gnn_kwargs["in_dim_edges"] + ), f"Inconsistent dimensions between pre-NN-edges output ({next_in_dim}) and GNN input ({gnn_kwargs['in_dim_edges']})" + + # Initialize the graph neural net (applied after the pre_nn) + name = gnn_kwargs.pop("name", "GNN") + gnn_class = FeedForwardGraph + gnn_kwargs.setdefault( + "last_layer_is_readout", self.last_layer_is_readout and (task_heads_kwargs is None) + ) + self.gnn = gnn_class(**gnn_kwargs, name=name) + next_in_dim = self.gnn.out_dim + + if task_heads_kwargs is not None: + self.task_heads = TaskHeads( + in_dim=self.out_dim, + in_dim_edges=self.out_dim_edges, + task_heads_kwargs=task_heads_kwargs, + graph_output_nn_kwargs=graph_output_nn_kwargs, + ) + self._task_heads_kwargs = task_heads_kwargs + + if finetuning_head_kwargs is not None: + self.finetuning_head = FinetuningHead(finetuning_head_kwargs) + # model_type = finetuning_head_kwargs.pop("model_type", "mlp") + # finetuning_model = FINETUNING_HEAD_DICT[model_type] + # self.finetuning_head = finetuning_model(**finetuning_head_kwargs) + + if accelerator_kwargs is not None: + accelerator = accelerator_kwargs["_accelerator"] + if accelerator == "ipu": + self._apply_ipu_options(accelerator_kwargs) + + def forward(self, g: Batch) -> Tensor: + r""" + Apply the pre-processing neural network, the graph neural network, + and the post-processing neural network on the graph features. + + Parameters: + + g: + pyg Batch graph on which the convolution is done. + Must contain the following elements: + + - Node key `"feat"`: `torch.Tensor[..., N, Din]`. + Input node feature tensor, before the network. + `N` is the number of nodes, `Din` is the input features dimension ``self.pre_nn.in_dim`` + + - Edge key `"edge_feat"`: `torch.Tensor[..., N, Ein]` **Optional**. + The edge features to use. It will be ignored if the + model doesn't supporte edge features or if + `self.in_dim_edges==0`. + + - Other keys related to positional encodings `"pos_enc_feats_sign_flip"`, + `"pos_enc_feats_no_flip"`. + + Returns: + + `torch.Tensor[..., M, Dout]` or `torch.Tensor[..., N, Dout]`: + Node or graph feature tensor, after the network. + `N` is the number of nodes, `M` is the number of graphs, + `Dout` is the output dimension ``self.graph_output_nn.out_dim`` + If the `self.gnn.pooling` is [`None`], then it returns node features and the output dimension is `N`, + otherwise it returns graph features and the output dimension is `M` + + """ + + # Apply the positional encoders + g = self.encoder_manager(g) + + g["feat"] = g["feat"] + e = None + + if "edge_feat" in get_keys(g): + g["edge_feat"] = g["edge_feat"] + + # Run the pre-processing network on node features + if self.pre_nn is not None: + g["feat"] = self.pre_nn.forward(g["feat"]) + + # Run the pre-processing network on edge features + # If there are no edges, skip the forward and change the dimension of e + if self.pre_nn_edges is not None: + e = g["edge_feat"] + if torch.prod(torch.as_tensor(e.shape[:-1])) == 0: + e = torch.zeros( + list(e.shape[:-1]) + [self.pre_nn_edges.out_dim], device=e.device, dtype=e.dtype + ) + else: + e = self.pre_nn_edges.forward(e) + g["edge_feat"] = e + + # Run the graph neural network + g = self.gnn.forward(g) + + if self.task_heads is not None: + g = self.task_heads.forward(g) + + # if self.task_heads is not None and self.finetuning_head is not None: + # task, g = list(g.items())[0] + + if self.finetuning_head is not None: + # g = {task: self.finetuning_head.forward(g)} + g = self.finetuning_head.forward(g) + + return g + + def make_mup_base_kwargs(self, divide_factor: float = 2.0) -> Dict[str, Any]: + """ + Create a 'base' model to be used by the `mup` or `muTransfer` scaling of the model. + The base model is usually identical to the regular model, but with the + layers width divided by a given factor (2 by default) + + Parameter: + divide_factor: Factor by which to divide the width. + + Returns: + Dictionary with the kwargs to create the base model. + """ + kwargs = dict( + gnn_kwargs=None, + pre_nn_kwargs=None, + pre_nn_edges_kwargs=None, + pe_encoders_kwargs=None, + finetuning_head_kwargs=None, + num_inference_to_average=self.num_inference_to_average, + last_layer_is_readout=self.last_layer_is_readout, + name=self.name, + ) + + # For the pre-nn network, get the smaller dimensions. + # For the input dim, only divide the features coming from the pe-encoders + if self.pre_nn is not None: + kwargs["pre_nn_kwargs"] = self.pre_nn.make_mup_base_kwargs( + divide_factor=divide_factor, factor_in_dim=False + ) + pe_enc_outdim = 0 if self.encoder_manager is None else self.pe_encoders_kwargs.get("out_dim", 0) + pre_nn_indim = kwargs["pre_nn_kwargs"]["in_dim"] - pe_enc_outdim + kwargs["pre_nn_kwargs"]["in_dim"] = round(pre_nn_indim + (pe_enc_outdim / divide_factor)) + + # For the pre-nn on the edges, factor all dimensions, except the in_dim + if self.pre_nn_edges is not None: + kwargs["pre_nn_edges_kwargs"] = self.pre_nn_edges.make_mup_base_kwargs( + divide_factor=divide_factor, factor_in_dim=False + ) + pe_enc_edge_outdim = ( + 0 if self.encoder_manager is None else self.pe_encoders_kwargs.get("edge_out_dim", 0) + ) + pre_nn_edge_indim = kwargs["pre_nn_edges_kwargs"]["in_dim"] - pe_enc_edge_outdim + kwargs["pre_nn_edges_kwargs"]["in_dim"] = round( + pre_nn_edge_indim + (pe_enc_edge_outdim / divide_factor) + ) + + # For the pe-encoders, don't factor the in_dim and in_dim_edges + if self.encoder_manager is not None: + kwargs["pe_encoders_kwargs"] = self.encoder_manager.make_mup_base_kwargs( + divide_factor=divide_factor + ) + + if self.task_heads is not None: + task_heads_kwargs = self.task_heads.make_mup_base_kwargs( + divide_factor=divide_factor, factor_in_dim=True + ) + kwargs["task_heads_kwargs"] = task_heads_kwargs["task_heads_kwargs"] + kwargs["graph_output_nn_kwargs"] = task_heads_kwargs["graph_output_nn_kwargs"] + + # For the gnn network, all the dimension are divided, except the input dims if pre-nn are missing + if self.gnn is not None: + factor_in_dim = self.pre_nn is not None + kwargs["gnn_kwargs"] = self.gnn.make_mup_base_kwargs( + divide_factor=divide_factor, + factor_in_dim=factor_in_dim, + ) + + if self.finetuning_head is not None: + kwargs["finetuning_head_kwargs"] = self.finetuning_head.make_mup_base_kwargs( + divide_factor=divide_factor, + factor_in_dim=True + ) + + return kwargs + + +class FinetuningHead(nn.Module, MupMixin): + def __init__( + self, + finetuning_head_kwargs: Dict[str, Any] + ): + r""" + A flexible neural network architecture, with variable hidden dimensions, + support for multiple layer types, and support for different residual + connections. + + This class is meant to work with different graph neural networks + layers. Any layer must inherit from `graphium.nn.base_graph_layer.BaseGraphStructure` + or `graphium.nn.base_graph_layer.BaseGraphLayer`. + + Parameters: + + ... + + """ + + super().__init__() + self.task = finetuning_head_kwargs.pop("task", None) + self.previous_module = finetuning_head_kwargs.pop("previous_module", "task_heads") + self.incoming_level = finetuning_head_kwargs.pop("incoming_level", "graph") + + model_type = finetuning_head_kwargs.pop("model_type", "mlp") + finetuning_model = FINETUNING_HEAD_DICT[model_type] + self.finetuning_head = finetuning_model(**finetuning_head_kwargs) + + def forward(self, g: Union[torch.Tensor, Batch]): + + if self.previous_module == "task_heads": + g = list(g.values())[0] + + g = self.finetuning_head.forward(g) + + return {self.task: g} + + def make_mup_base_kwargs(self, divide_factor: float = 2.0, factor_in_dim: bool = False) -> Dict[str, Any]: + """ + Create a 'base' model to be used by the `mup` or `muTransfer` scaling of the model. + The base model is usually identical to the regular model, but with the + layers width divided by a given factor (2 by default) + + Parameter: + divide_factor: Factor by which to divide the width. + factor_in_dim: Whether to factor the input dimension + + Returns: + Dictionary with the kwargs to create the base model. + """ + # For the post-nn network, all the dimension are divided + + return self.finetuning_head.make_mup_base_kwargs(divide_factor=divide_factor, factor_in_dim=factor_in_dim) \ No newline at end of file diff --git a/graphium/finetuning/utils.py b/graphium/finetuning/utils.py index 28b9ca8c7..788cf5211 100644 --- a/graphium/finetuning/utils.py +++ b/graphium/finetuning/utils.py @@ -2,25 +2,22 @@ def modify_cfg_for_finetuning(cfg): + cfg_finetune = cfg["finetuning"] + module = cfg_finetune["module_from_pretrained"] + task = cfg_finetune["task"] + level = cfg_finetune["level"] + task_head_from_pretrained = cfg_finetune["task_head_from_pretrained"] - cfg_finetune = cfg['finetuning'] - module = cfg_finetune['module_from_pretrained'] - task = cfg_finetune['task'] - level = cfg_finetune['level'] - task_head_from_pretrained = cfg_finetune['task_head_from_pretrained'] - - new_module_kwargs = deepcopy(cfg['architecture'][module][task_head_from_pretrained]) + new_module_kwargs = deepcopy(cfg["architecture"][module][task_head_from_pretrained]) upd_kwargs = { - 'task_level': level, - 'out_dim': cfg_finetune['new_out_dim'], - 'depth': new_module_kwargs['depth'] + cfg_finetune['added_depth'] - cfg_finetune['drop_depth'] + "task_level": level, + "out_dim": cfg_finetune["new_out_dim"], + "depth": new_module_kwargs["depth"] + cfg_finetune["added_depth"] - cfg_finetune["drop_depth"], } new_module_kwargs.update(upd_kwargs) - cfg['architecture'][module] = { - task: new_module_kwargs - } + cfg["architecture"][module] = {task: new_module_kwargs} - return cfg \ No newline at end of file + return cfg From 4b9e6ec88b95a6217dc0587882a1c82edc4ff599 Mon Sep 17 00:00:00 2001 From: WenkelF Date: Fri, 28 Jul 2023 16:50:53 -0400 Subject: [PATCH 07/47] Moving parameter overwriting logic from FullGraphMultitaskNetwork to FullGraphFinetuningNetwork --- .../finetuning/finetuning_architecture.py | 190 +++++++++++++++--- .../nn/architectures/global_architectures.py | 89 -------- 2 files changed, 161 insertions(+), 118 deletions(-) diff --git a/graphium/finetuning/finetuning_architecture.py b/graphium/finetuning/finetuning_architecture.py index e04275973..c2212040d 100644 --- a/graphium/finetuning/finetuning_architecture.py +++ b/graphium/finetuning/finetuning_architecture.py @@ -2,6 +2,8 @@ from copy import deepcopy +from loguru import logger + import torch import torch.nn as nn @@ -9,19 +11,21 @@ from torch_geometric.data import Batch from graphium.data.utils import get_keys +from graphium.nn.base_graph_layer import BaseGraphStructure from graphium.nn.architectures.encoder_manager import EncoderManager -from graphium.nn.architectures import FullGraphMultiTaskNetwork, FeedForwardNN, FeedForwardPyg, TaskHeads +from graphium.nn.architectures import FeedForwardNN, FeedForwardPyg, TaskHeads from graphium.nn.architectures.global_architectures import FeedForwardGraph from graphium.trainer.predictor_options import ModelOptions from graphium.nn.utils import MupMixin FINETUNING_HEAD_DICT = { "mlp": FeedForwardNN, - "gnn": FeedForwardPyg + "gnn": FeedForwardPyg, + "task_head": TaskHeads } -class FullGraphFinetuningNetwork(FullGraphMultiTaskNetwork): +class FullGraphFinetuningNetwork(nn.Module, MupMixin): def __init__( self, gnn_kwargs: Dict[str, Any], @@ -31,7 +35,7 @@ def __init__( task_heads_kwargs: Optional[Dict[str, Any]] = None, graph_output_nn_kwargs: Optional[Dict[str, Any]] = None, finetuning_head_kwargs: Optional[Dict[str, Any]] = None, - accelerator_kwargs: Optional[Dict[str, Any]] = None, + # accelerator_kwargs: Optional[Dict[str, Any]] = None, num_inference_to_average: int = 1, last_layer_is_readout: bool = False, name: str = "FullFinetuningGNN", @@ -99,19 +103,21 @@ def __init__( Name attributed to the current network, for display and printing purposes. """ - - super().__init__( - gnn_kwargs, - pre_nn_kwargs, - pre_nn_edges_kwargs, - pe_encoders_kwargs, - task_heads_kwargs, - graph_output_nn_kwargs, - accelerator_kwargs, - num_inference_to_average, - last_layer_is_readout, - name - ) + + super().__init__() + + # super().__init__( + # gnn_kwargs, + # pre_nn_kwargs, + # pre_nn_edges_kwargs, + # pe_encoders_kwargs, + # task_heads_kwargs, + # graph_output_nn_kwargs, + # accelerator_kwargs, + # num_inference_to_average, + # last_layer_is_readout, + # name + # ) self.name = name self.num_inference_to_average = num_inference_to_average @@ -165,14 +171,6 @@ def __init__( if finetuning_head_kwargs is not None: self.finetuning_head = FinetuningHead(finetuning_head_kwargs) - # model_type = finetuning_head_kwargs.pop("model_type", "mlp") - # finetuning_model = FINETUNING_HEAD_DICT[model_type] - # self.finetuning_head = finetuning_model(**finetuning_head_kwargs) - - if accelerator_kwargs is not None: - accelerator = accelerator_kwargs["_accelerator"] - if accelerator == "ipu": - self._apply_ipu_options(accelerator_kwargs) def forward(self, g: Batch) -> Tensor: r""" @@ -239,11 +237,7 @@ def forward(self, g: Batch) -> Tensor: if self.task_heads is not None: g = self.task_heads.forward(g) - # if self.task_heads is not None and self.finetuning_head is not None: - # task, g = list(g.items())[0] - if self.finetuning_head is not None: - # g = {task: self.finetuning_head.forward(g)} g = self.finetuning_head.forward(g) return g @@ -322,6 +316,144 @@ def make_mup_base_kwargs(self, divide_factor: float = 2.0) -> Dict[str, Any]: ) return kwargs + + def set_max_num_nodes_edges_per_graph(self, max_nodes: Optional[int], max_edges: Optional[int]) -> None: + """ + Set the maximum number of nodes and edges for all gnn layers and encoder layers + + Parameters: + max_nodes: Maximum number of nodes in the dataset. + This will be useful for certain architecture, but ignored by others. + + max_edges: Maximum number of edges in the dataset. + This will be useful for certain architecture, but ignored by others. + """ + self.max_num_nodes_per_graph = max_nodes + self.max_num_edges_per_graph = max_edges + if (self.encoder_manager is not None) and (self.encoder_manager.pe_encoders is not None): + for encoder in self.encoder_manager.pe_encoders.values(): + encoder.max_num_nodes_per_graph = max_nodes + encoder.max_num_edges_per_graph = max_edges + if self.gnn is not None: + for layer in self.gnn.layers: + if isinstance(layer, BaseGraphStructure): + layer.max_num_nodes_per_graph = max_nodes + layer.max_num_edges_per_graph = max_edges + + self.task_heads.set_max_num_nodes_edges_per_graph(max_nodes, max_edges) + + def overwrite_with_pretrained(self, cfg, pretrained_model): + cfg_finetune = cfg["finetuning"] + task_head_from_pretrained = cfg_finetune["task_head_from_pretrained"] + task = cfg_finetune["task"] + added_depth = cfg_finetune["added_depth"] + + for module in ["pre_nn", "pre_nn_edges", "gnn", "graph_output_nn", "task_heads"]: + if module == cfg_finetune["module_from_pretrained"]: + break + + self.overwrite_complete_module(module, pretrained_model) + + self.overwrite_partial_module(module, task, task_head_from_pretrained, added_depth, pretrained_model) + + def overwrite_partial_module( + self, module, task, task_head_from_pretrained, added_depth, pretrained_model + ): + """Completely overwrite the specified module""" + if module == "gnn": + shared_depth = len(self.task_heads.task_heads[task].layers) - added_depth + assert shared_depth >= 0 + if shared_depth > 0: + self.gnn.layers[:shared_depth] = pretrained_model.gnn.layers[:shared_depth] + + elif module == "graph_output_nn": + for task_level in self.task_heads.graph_output_nn.keys(): + shared_depth = len(self.task_heads.graph_output_nn[task_level].graph_output_nn.layers) - added_depth + assert shared_depth >= 0 + if shared_depth > 0: + self.task_heads.graph_output_nn[task_level].graph_output_nn.layers = ( + pretrained_model.task_heads.graph_output_nn[task_level].graph_output_nn.layers[:shared_depth] + + self.task_heads.graph_output_nn[task_level].graph_output_nn.layers[shared_depth:] + ) + + elif module == "task_heads": + shared_depth = len(self.task_heads.task_heads[task].layers) - added_depth + assert shared_depth >= 0 + if shared_depth > 0: + self.task_heads.task_heads[task].layers = ( + pretrained_model.task_heads.task_heads[task_head_from_pretrained].layers[:shared_depth] + + self.task_heads.task_heads[task].layers[shared_depth:] + ) + + elif module in ["pre_nn", "pre_nn_edges"]: + raise NotImplementedError(f"Finetune from (edge) pre-NNs is not supported") + + else: + raise NotImplementedError(f"This is an unknown module type") + + def overwrite_complete_module(self, module, pretrained_model): + """Completely overwrite the specified module""" + if module == "pre_nn": + try: + self.pre_nn.layers = pretrained_model.pre_nn.layers + except: + logger.warning( + f"Pretrained ({pretrained_model.pre_nn}) and/or finetune model ({self.pre_nn}) do not use a pre-NN." + ) + + elif module == "pre_nn_edges": + try: + self.pre_nn_edges.layers = pretrained_model.pre_nn_edges.layers + except: + logger.warning( + f"Pretrained ({pretrained_model.pre_nn_edges}) and/or finetune model ({self.pre_nn_edges}) do not use a pre-NN-edges." + ) + + elif module == "gnn": + self.gnn.layers = pretrained_model.gnn.layers + + elif module == "graph_output_nn": + for task_level in self.task_heads.graph_output_nn.keys(): + self.task_heads.graph_output_nn[task_level] = pretrained_model.task_heads.graph_output_nn[ + task_level + ] + + else: + raise NotImplementedError(f"This is an unknown module type") + + @property + def in_dim(self) -> int: + r""" + Returns the input dimension of the network + """ + if self.pre_nn is not None: + return self.pre_nn.in_dim + else: + return self.gnn.in_dim + + @property + def out_dim(self) -> int: + r""" + Returns the output dimension of the network + """ + return self.gnn.out_dim + + @property + def out_dim_edges(self) -> int: + r""" + Returns the output dimension of the edges + of the network. + """ + if self.gnn.full_dims_edges is not None: + return self.gnn.full_dims_edges[-1] + return self.gnn.in_dim_edges + + @property + def in_dim_edges(self) -> int: + r""" + Returns the input edge dimension of the network + """ + return self.gnn.in_dim_edges class FinetuningHead(nn.Module, MupMixin): diff --git a/graphium/nn/architectures/global_architectures.py b/graphium/nn/architectures/global_architectures.py index 065043f89..cdc299dfa 100644 --- a/graphium/nn/architectures/global_architectures.py +++ b/graphium/nn/architectures/global_architectures.py @@ -1301,95 +1301,6 @@ def set_max_num_nodes_edges_per_graph(self, max_nodes: Optional[int], max_edges: self.task_heads.set_max_num_nodes_edges_per_graph(max_nodes, max_edges) - def modify_architecture(self, cfg): - - cfg_finetune = cfg['trainer']['finetuning'] - choice = cfg_finetune['choice'] - task = cfg_finetune['task'] - - if cfg_finetune['module'] == 'task_heads': - self.task_heads.task_heads = nn.ModuleDict({task: self.task_heads.task_heads[choice]}) - - self.task_heads.task_heads[task].drop_layers(cfg_finetune['depth']) - - in_dim = self.task_heads.task_heads[task].layers[-1].out_dim - added_layers = FeedForwardNN(in_dim, **cfg_finetune['added_layers']).layers - - self.task_heads.task_heads[task].add_layers(added_layers) - - self.task_heads.task_heads_kwargs = {task: self.task_heads.task_heads_kwargs[choice]} - self.task_heads.task_heads_kwargs[task].update( - { - 'out_dim': cfg_finetune['added_layers']['out_dim'], - 'depth': self.task_heads.task_heads_kwargs[task]['depth'] + cfg_finetune['added_layers']['depth'], - 'name': 'NN-' + task - } - ) - - else: - raise NotImplementedError() - - def overwrite_with_pretrained(self, cfg, pretrained_model): - - cfg_finetune = cfg['finetuning'] - task_head_from_pretrained = cfg_finetune['task_head_from_pretrained'] - task = cfg_finetune['task'] - added_depth = cfg_finetune['added_depth'] - - for module in ['pre_nn', 'pre_nn_edges', 'gnn', 'graph_output_nn', 'task_heads']: - - if module == cfg_finetune['module_from_pretrained']: - break - - self.overwrite_complete_module(module, pretrained_model) - - self.overwrite_partial_module(module, task, task_head_from_pretrained, added_depth, pretrained_model) - - def overwrite_partial_module(self, module, task, task_head_from_pretrained, added_depth, pretrained_model): - """Completely overwrite the specified module - """ - if module == 'gnn': - shared_depth = len(self.task_heads.task_heads[task].layers) - added_depth - assert shared_depth >= 0 - if shared_depth > 0: - self.gnn.layers[:shared_depth] = pretrained_model.gnn.layers[:shared_depth] - - if module == "task_heads": - shared_depth = len(self.task_heads.task_heads[task].layers) - added_depth - assert shared_depth >= 0 - if shared_depth > 0: - self.task_heads.task_heads[task].layers = pretrained_model.task_heads.task_heads[task_head_from_pretrained].layers[:shared_depth] + self.task_heads.task_heads[task].layers[shared_depth:] - - elif module in ['pre_nn', 'pre_nn_edges']: - raise NotImplementedError(f"It is unlikely that we will want to finetune from pre-NNs") - - else: - raise NotImplementedError() - - def overwrite_complete_module(self, module, pretrained_model): - """Completely overwrite the specified module - """ - if module == "pre_nn": - try: - self.pre_nn.layers = pretrained_model.pre_nn.layers - except: - logger.warning(f"Pretrained ({pretrained_model.pre_nn}) and/or finetune model ({self.pre_nn}) do not use a pre-NN.") - pass - - elif module == "pre_nn_edges": - try: - self.pre_nn_edges.layers = pretrained_model.pre_nn_edges.layers - except: - logger.warning(f"Pretrained ({pretrained_model.pre_nn_edges}) and/or finetune model ({self.pre_nn_edges}) do not use a pre-NN-edges.") - pass - - elif module == "gnn": - self.gnn.layers = pretrained_model.gnn.layers - - elif module == "graph_output_nn": - for task_level in self.task_heads.graph_output_nn.keys(): - self.task_heads.graph_output_nn[task_level] = pretrained_model.task_heads.graph_output_nn[task_level] - def __repr__(self) -> str: r""" Controls how the class is printed From 243d9c87ea01659bf6bc16c97c69f199db7d77b2 Mon Sep 17 00:00:00 2001 From: WenkelF Date: Fri, 28 Jul 2023 17:41:26 -0400 Subject: [PATCH 08/47] Extending modify_cfg_for_finetuning function also to gnn and graph_output_nn --- graphium/finetuning/utils.py | 34 ++++++++++++++++++++++++++++------ 1 file changed, 28 insertions(+), 6 deletions(-) diff --git a/graphium/finetuning/utils.py b/graphium/finetuning/utils.py index 788cf5211..f8d3518cd 100644 --- a/graphium/finetuning/utils.py +++ b/graphium/finetuning/utils.py @@ -2,22 +2,44 @@ def modify_cfg_for_finetuning(cfg): - cfg_finetune = cfg["finetuning"] - module = cfg_finetune["module_from_pretrained"] + cfg_finetune = deepcopy(cfg["finetuning"]) + module_from_pretrained = cfg_finetune["module_from_pretrained"] task = cfg_finetune["task"] level = cfg_finetune["level"] - task_head_from_pretrained = cfg_finetune["task_head_from_pretrained"] + task_head_from_pretrained = cfg_finetune.pop("task_head_from_pretrained", None) - new_module_kwargs = deepcopy(cfg["architecture"][module][task_head_from_pretrained]) + # Find part of config of module to finetune from + if module_from_pretrained == "gnn": + new_module_kwargs = deepcopy(cfg["architecture"][module_from_pretrained]) + elif module_from_pretrained == "graph_output_nn": + new_module_kwargs = deepcopy(cfg["architecture"][module_from_pretrained][level]) + elif module_from_pretrained == "task_heads": + new_module_kwargs = deepcopy(cfg["architecture"][module_from_pretrained][task_head_from_pretrained]) + elif module_from_pretrained in ["pre_nn", "pre_nn_edges"]: + raise NotImplementedError(f"Finetune from (edge) pre-NNs is not supported") + else: + raise NotImplementedError(f"This is an unknown module type") + # Modify config according to desired finetuning architecture upd_kwargs = { - "task_level": level, "out_dim": cfg_finetune["new_out_dim"], "depth": new_module_kwargs["depth"] + cfg_finetune["added_depth"] - cfg_finetune["drop_depth"], } + # Update config new_module_kwargs.update(upd_kwargs) - cfg["architecture"][module] = {task: new_module_kwargs} + if module_from_pretrained == "gnn": + cfg["architecture"][module_from_pretrained] = new_module_kwargs + elif module_from_pretrained == "graph_output_nn": + cfg["architecture"][module_from_pretrained] = {level: new_module_kwargs} + elif module_from_pretrained == "task_heads": + cfg["architecture"][module_from_pretrained] = {task: new_module_kwargs} + + # Remove modules of pretrained model after module to finetune from + module_list = ["pre_nn", "pre_nn_edges", "gnn", "graph_output_nn", "task_heads"] + cutoff_idx = module_list.index(module_from_pretrained) + 1 # Index of module after module to finetune from + for module in module_list[cutoff_idx:]: + cfg["architecture"][module] = None return cfg From d9f9d47283df0366022f69ab5e81d658753661cb Mon Sep 17 00:00:00 2001 From: WenkelF Date: Fri, 28 Jul 2023 19:28:02 -0400 Subject: [PATCH 09/47] Fixing (un)freezing logic and extending to finetuning from graph_output_nn and gnn; addressing comments --- graphium/finetuning/__init__.py | 2 +- graphium/finetuning/finetuning.py | 68 ++++++++++++++++++++++++------- graphium/finetuning/utils.py | 6 +-- 3 files changed, 58 insertions(+), 18 deletions(-) diff --git a/graphium/finetuning/__init__.py b/graphium/finetuning/__init__.py index 927b5c9b7..09b00fd0c 100644 --- a/graphium/finetuning/__init__.py +++ b/graphium/finetuning/__init__.py @@ -1,5 +1,5 @@ from .finetuning_architecture import FullGraphFinetuningNetwork -from .finetuning import MolecularFinetuning +from .finetuning import GraphFinetuning from .utils import modify_cfg_for_finetuning diff --git a/graphium/finetuning/finetuning.py b/graphium/finetuning/finetuning.py index 77f946666..36315616c 100644 --- a/graphium/finetuning/finetuning.py +++ b/graphium/finetuning/finetuning.py @@ -6,7 +6,7 @@ from pytorch_lightning.callbacks import BaseFinetuning -class MolecularFinetuning(BaseFinetuning): +class GraphFinetuning(BaseFinetuning): def __init__(self, cfg, train_bn: bool = False): """ Finetuning logic @@ -14,27 +14,67 @@ def __init__(self, cfg, train_bn: bool = False): super().__init__() cfg_finetune = cfg["finetuning"] + cfg_arch = cfg["architecture"] + self.finetuning_module = cfg_finetune["module_from_pretrained"] self.depth = cfg_finetune["added_depth"] - try: - self.depth += cfg_finetune["add_finetune_depth"] - except: - pass + self.depth += cfg_finetune.get("add_finetune_depth", 0) self.task = cfg_finetune["task"] + self.level = cfg_finetune["level"] self.train_bn = train_bn - self.epoch_unfreeze_all = cfg_finetune["epoch_unfreeze_all"] + self.epoch_unfreeze_all = cfg_finetune.get("epoch_unfreeze_all", None) + + module_list = ["pe_encoders", "pre_nn", "pre_nn_edges", "gnn", "graph_output_nn", "task_heads"] + self.module_list = [module for module in module_list if cfg_arch[module] is not None] + def freeze_before_training(self, pl_module): - # Initially freeze everything + # Freeze everything up to finetuning module (and potentially parts of finetuning module) + + for module in self.module_list: + if module == self.finetuning_module: + break + + self.freeze_complete_module(pl_module, module) + + self.freeze_partial_module(pl_module, module) + self.freeze(modules=pl_module, train_bn=self.train_bn) + def finetune_function(self, pl_module: pl.LightningModule, epoch: int, optimizer: Optimizer): - # Unfreeze finetuning layers - if epoch == 0: - self.unfreeze_and_add_param_group( - modules=pl_module.model.task_heads.task_heads[self.task].layers[-self.depth :], - optimizer=optimizer, - train_bn=self.train_bn, - ) if epoch == self.epoch_unfreeze_all: self.unfreeze_and_add_param_group(modules=pl_module, optimizer=optimizer, train_bn=self.train_bn) + + + def freeze_complete_module(self, pl_module: pl.LightningModule, module: str): + + if module == "pe_encoders": + modules = pl_module.model.encoder_manager + elif module == "pre_nn": + modules = pl_module.model.pre_nn + elif module == "pre_nn_edges": + modules = pl_module.model.pre_nn_edges + elif module == "gnn": + modules = pl_module.model.gnn + elif module == "graph_output_nn": + modules = pl_module.model.task_heads.graph_output_nn + elif module == "task_heads": + modules = pl_module.model.task_heads.task_heads + + self.freeze(modules=modules, train_bn=self.train_bn) + + + def freeze_partial_module(self, pl_module: pl.LightningModule, module: str): + + if module in ["pe_encoders", "pre_nn", "pre_nn_edges"]: + raise NotImplementedError(f"Finetune from pos. encoders or (edge) pre-NNs is not supported") + elif module == "gnn": + modules = pl_module.model.gnn.layers[:-self.depth] + elif module == "graph_output_nn": + modules = pl_module.model.task_heads.graph_output_nn[self.level].graph_output_nn.layers[:-self.depth] + elif module == "task_heads": + modules = pl_module.model.task_heads.task_heads[self.task].layers[:-self.depth] + + self.freeze(modules=modules, train_bn=self.train_bn) + diff --git a/graphium/finetuning/utils.py b/graphium/finetuning/utils.py index f8d3518cd..bd6f13ffc 100644 --- a/graphium/finetuning/utils.py +++ b/graphium/finetuning/utils.py @@ -2,11 +2,11 @@ def modify_cfg_for_finetuning(cfg): - cfg_finetune = deepcopy(cfg["finetuning"]) + cfg_finetune = cfg["finetuning"] module_from_pretrained = cfg_finetune["module_from_pretrained"] task = cfg_finetune["task"] level = cfg_finetune["level"] - task_head_from_pretrained = cfg_finetune.pop("task_head_from_pretrained", None) + task_head_from_pretrained = cfg_finetune.get("task_head_from_pretrained", None) # Find part of config of module to finetune from if module_from_pretrained == "gnn": @@ -23,7 +23,7 @@ def modify_cfg_for_finetuning(cfg): # Modify config according to desired finetuning architecture upd_kwargs = { "out_dim": cfg_finetune["new_out_dim"], - "depth": new_module_kwargs["depth"] + cfg_finetune["added_depth"] - cfg_finetune["drop_depth"], + "depth": new_module_kwargs["depth"] + cfg_finetune.get("added_depth", 0) - cfg_finetune.get("drop_depth", 0), } # Update config From 65811b8f1e390c66446b2db20dc76ccb8918a300 Mon Sep 17 00:00:00 2001 From: WenkelF Date: Fri, 28 Jul 2023 22:38:16 -0400 Subject: [PATCH 10/47] Adding preliminary unit test for finetuning --- expts/main_run_finetuning.py | 6 +- graphium/config/dummy_finetuning.yaml | 307 ++++++++++++++++++ graphium/finetuning/finetuning.py | 2 - .../finetuning/finetuning_architecture.py | 13 - graphium/trainer/predictor.py | 2 +- tests/config_test_finetuning.yaml | 302 +++++++++++++++++ tests/dummy-pretrained-model.ckpt | Bin 0 -> 1665419 bytes 7 files changed, 613 insertions(+), 19 deletions(-) create mode 100644 graphium/config/dummy_finetuning.yaml create mode 100644 tests/config_test_finetuning.yaml create mode 100644 tests/dummy-pretrained-model.ckpt diff --git a/expts/main_run_finetuning.py b/expts/main_run_finetuning.py index 85dc6019c..01fcd8177 100644 --- a/expts/main_run_finetuning.py +++ b/expts/main_run_finetuning.py @@ -8,7 +8,7 @@ from lightning.pytorch.utilities.model_summary import ModelSummary from graphium.utils.mup import set_base_shapes -from graphium.finetuning import modify_cfg_for_finetuning, MolecularFinetuning +from graphium.finetuning import modify_cfg_for_finetuning, GraphFinetuning # Current project imports import graphium @@ -76,7 +76,7 @@ def main(cfg: DictConfig) -> None: # Load pretrained & replace in predictor pretrained_model = predictor.load_pretrained_models( - "dummy-pretrained-model" + cfg["finetuning"]["pretrained_model"] ).model # make pretrained model part of config # use latest or best available checkpoint # Adapt pretrained model to new task @@ -99,7 +99,7 @@ def main(cfg: DictConfig) -> None: # Add the pl.BaseFinetuning callback to trainer - trainer.callbacks.append(MolecularFinetuning(cfg)) + trainer.callbacks.append(GraphFinetuning(cfg)) ######################## save_params_to_wandb(trainer.logger, cfg, predictor, datamodule) diff --git a/graphium/config/dummy_finetuning.yaml b/graphium/config/dummy_finetuning.yaml new file mode 100644 index 000000000..b9cb61bd4 --- /dev/null +++ b/graphium/config/dummy_finetuning.yaml @@ -0,0 +1,307 @@ +# Here, we are finetuning a FullGraphMultitaskNetwork +# trained on ToyMix. We finetune from the zinc task-head +# (graph-level) on the TDC dataset lipophilicity_astraceneca + +# Here are the changes to the architecture: +# +# Change zinc task-head: +# depth: 2 -> 2 - 1 + 2 = 3 +# out_dim: 3 -> 8 +# +# Add finetuning head +# model_type: FeedForwardNN +# out_dim: 1 +# hidden_dims: 8 +# depth: 2 + + +################################################### +########### How to combine information ########### +################################################### + + +########################### +### FINETUNING-SPECIFIC ### +########################### + +finetuning: + # New task + task: lipophilicity_astrazeneca + level: graph + + # Pretrained model + pretrained_model: dummy-pretrained-model + module_from_pretrained: task_heads + task_head_from_pretrained: zinc # none + + # Changes to module_from_pretrained + drop_depth: 1 + new_out_dim: 8 + added_depth: 2 + + # Training + add_finetune_depth: 0 + epoch_unfreeze_all: none + +constants: + seed: 42 + max_epochs: 100 + +accelerator: + float32_matmul_precision: medium + type: gpu + +predictor: + metrics_on_progress_bar: + lipophilicity_astrazeneca: ["mae"] + loss_fun: + lipophilicity_astrazeneca: mae + +metrics: + lipophilicity_astrazeneca: + - name: mae + metric: mae + target_nan_mask: null + multitask_handling: flatten + threshold_kwargs: null + - name: spearman + metric: spearmanr + threshold_kwargs: null + target_nan_mask: null + multitask_handling: mean-per-label + - name: pearson + metric: pearsonr + threshold_kwargs: null + target_nan_mask: null + multitask_handling: mean-per-label + - name: r2_score + metric: r2 + target_nan_mask: null + multitask_handling: mean-per-label + threshold_kwargs: null + + +#################### +### ARCHITECTURE ### +#################### + +architecture: + +### FINETUNING ### + + # Finetuning network + model_type: FullGraphFinetuningNetwork + + # Optional finetuning head appended to model after module_from_pretrained + finetuning_head: + task: lipophilicity_astrazeneca + previous_module: task_heads + incoming_level: graph + model_type: mlp + in_dim: 8 + out_dim: 1 + hidden_dims: 8 + depth: 2 + last_layer_is_readout: true + +### PRETRAINING ### + + mup_base_path: null + pre_nn: + out_dim: 64 + hidden_dims: 256 + depth: 2 + activation: relu + last_activation: none + dropout: &dropout 0.18 + normalization: &normalization layer_norm + last_normalization: *normalization + residual_type: none + + pre_nn_edges: null + + pe_encoders: + out_dim: 32 + pool: "sum" #"mean" "max" + last_norm: None #"batch_norm", "layer_norm" + encoders: #la_pos | rw_pos + la_pos: # Set as null to avoid a pre-nn network + encoder_type: "laplacian_pe" + input_keys: ["laplacian_eigvec", "laplacian_eigval"] + output_keys: ["feat"] + hidden_dim: 64 + out_dim: 32 + model_type: 'DeepSet' #'Transformer' or 'DeepSet' + num_layers: 2 + num_layers_post: 1 # Num. layers to apply after pooling + dropout: 0.1 + first_normalization: "none" #"batch_norm" or "layer_norm" + rw_pos: + encoder_type: "mlp" + input_keys: ["rw_return_probs"] + output_keys: ["feat"] + hidden_dim: 64 + out_dim: 32 + num_layers: 2 + dropout: 0.1 + normalization: "layer_norm" #"batch_norm" or "layer_norm" + first_normalization: "layer_norm" #"batch_norm" or "layer_norm" + + gnn: + in_dim: 64 # or otherwise the correct value + out_dim: &gnn_dim 96 + hidden_dims: *gnn_dim + depth: 4 + activation: gelu + last_activation: none + dropout: 0.1 + normalization: "layer_norm" + last_normalization: *normalization + residual_type: simple + virtual_node: 'none' + layer_type: 'pyg:gcn' #pyg:gine #'pyg:gps' # pyg:gated-gcn, pyg:gine,pyg:gps + layer_kwargs: null # Parameters for the model itself. You could define dropout_attn: 0.1 + + graph_output_nn: + graph: + pooling: [sum] + out_dim: *gnn_dim + hidden_dims: *gnn_dim + depth: 1 + activation: relu + last_activation: none + dropout: *dropout + normalization: *normalization + last_normalization: "none" + residual_type: none + + task_heads: + qm9: + task_level: graph + out_dim: 19 + hidden_dims: 128 + depth: 2 + activation: relu + last_activation: none + dropout: *dropout + normalization: *normalization + last_normalization: "none" + residual_type: none + tox21: + task_level: graph + out_dim: 12 + hidden_dims: 64 + depth: 2 + activation: relu + last_activation: none + dropout: *dropout + normalization: *normalization + last_normalization: "none" + residual_type: none + zinc: + task_level: graph + out_dim: 3 + hidden_dims: 32 + depth: 2 + activation: relu + last_activation: none + dropout: *dropout + normalization: *normalization + last_normalization: "none" + residual_type: none + last_layer_is_readout: false # this needs to be also set through finetuning config + + +################## +### DATAMODULE ### +################## + +datamodule: + +### FINETUNING ### + + module_type: "ADMETBenchmarkDataModule" + args: + # TDC specific + tdc_benchmark_names: [lipophilicity_astrazeneca] + tdc_train_val_seed: ${constants.seed} + + batch_size_training: 200 + batch_size_inference: 200 + featurization_n_jobs: 0 + num_workers: 0 + +### PRETRAINING ### + + prepare_dict_or_graph: pyg:graph + featurization_progress: True + featurization_backend: "loky" + processed_graph_data_path: "../datacache/neurips2023-small/" + persistent_workers: False + + featurization: + atom_property_list_onehot: [atomic-number, group, period, total-valence] + atom_property_list_float: [degree, formal-charge, radical-electron, aromatic, in-ring] + edge_property_list: [bond-type-onehot, stereo, in-ring] + add_self_loop: False + explicit_H: False # if H is included + use_bonds_weights: False + pos_encoding_as_features: + pos_types: + lap_eigvec: + pos_level: node + pos_type: laplacian_eigvec + num_pos: 8 + normalization: "none" # normalization already applied on the eigen vectors + disconnected_comp: True # if eigen values/vector for disconnected graph are included + lap_eigval: + pos_level: node + pos_type: laplacian_eigval + num_pos: 8 + normalization: "none" # normalization already applied on the eigen vectors + disconnected_comp: True # if eigen values/vector for disconnected graph are included + rw_pos: # use same name as pe_encoder + pos_level: node + pos_type: rw_return_probs + ksteps: 16 + + + +# constants: +# name: neurips2023_small_data_gcn +# entity: "finetuning-gnn" +# seed: 42 +# max_epochs: 100 +# data_dir: expts/data/neurips2023/small-dataset +# raise_train_error: true + +# predictor: +# random_seed: ${constants.seed} +# optim_kwargs: {} +# torch_scheduler_kwargs: +# max_num_epochs: &max_epochs 100 +# scheduler_kwargs: +# target_nan_mask: null +# multitask_handling: flatten # flatten, mean-per-label + +# trainer: +# seed: ${constants.seed} +# logger: +# save_dir: logs/neurips2023-small/ +# name: ${constants.name} +# project: ${constants.name} +# # model_checkpoint: +# # dirpath: saved_models/pretrained_models/ +# # filename: dummy-pretrained-model-{epoch} +# # save_on_train_epoch_end: true +# trainer: +# precision: 16 +# max_epochs: *max_epochs +# min_epochs: 1 +# check_val_every_n_epoch: 20 +# accumulate_grad_batches: 1 +# max_epochs: *max_epochs + + + + diff --git a/graphium/finetuning/finetuning.py b/graphium/finetuning/finetuning.py index 36315616c..a51216854 100644 --- a/graphium/finetuning/finetuning.py +++ b/graphium/finetuning/finetuning.py @@ -38,8 +38,6 @@ def freeze_before_training(self, pl_module): self.freeze_partial_module(pl_module, module) - self.freeze(modules=pl_module, train_bn=self.train_bn) - def finetune_function(self, pl_module: pl.LightningModule, epoch: int, optimizer: Optimizer): diff --git a/graphium/finetuning/finetuning_architecture.py b/graphium/finetuning/finetuning_architecture.py index c2212040d..d73cadca3 100644 --- a/graphium/finetuning/finetuning_architecture.py +++ b/graphium/finetuning/finetuning_architecture.py @@ -106,19 +106,6 @@ def __init__( super().__init__() - # super().__init__( - # gnn_kwargs, - # pre_nn_kwargs, - # pre_nn_edges_kwargs, - # pe_encoders_kwargs, - # task_heads_kwargs, - # graph_output_nn_kwargs, - # accelerator_kwargs, - # num_inference_to_average, - # last_layer_is_readout, - # name - # ) - self.name = name self.num_inference_to_average = num_inference_to_average self.last_layer_is_readout = last_layer_is_readout diff --git a/graphium/trainer/predictor.py b/graphium/trainer/predictor.py index cdc89a6fd..bdae5e278 100644 --- a/graphium/trainer/predictor.py +++ b/graphium/trainer/predictor.py @@ -19,7 +19,7 @@ GRAPHIUM_PRETRAINED_MODELS = { "graphium-zinc-micro-dummy-test": "gcs://graphium-public/pretrained-models/graphium-zinc-micro-dummy-test/model.ckpt", - "dummy-pretrained-model": "saved_models/pretrained_models/dummy-pretrained-model.ckpt" # dummy model (to be deleted later) + "dummy-pretrained-model": "tests/dummy-pretrained-model.ckpt" # dummy model (to be deleted later) } diff --git a/tests/config_test_finetuning.yaml b/tests/config_test_finetuning.yaml new file mode 100644 index 000000000..a3606c3d4 --- /dev/null +++ b/tests/config_test_finetuning.yaml @@ -0,0 +1,302 @@ +# Testing the multitask pipeline with the QM9 dataset on IPU, by splitting it up into three tasks: homo, alpha and cv. +constants: + name: &name test_ipu #qm9_full + seed: &seed 42 + raise_train_error: true # Whether the code should raise an error if it crashes during training + +accelerator: + type: ipu # cpu or ipu or gpu + config_override: + datamodule: + args: + ipu_dataloader_training_opts: + mode: async + max_num_nodes_per_graph: 20 # train max nodes: 20, max_edges: 54 + max_num_edges_per_graph: 60 + ipu_dataloader_inference_opts: + mode: async + max_num_nodes_per_graph: 16 # valid max nodes: 51, max_edges: 118 + max_num_edges_per_graph: 120 + # Data handling-related + batch_size_training: 6 + batch_size_inference: 6 + trainer: + trainer: + precision: 16 + accumulate_grad_batches: 4 + + ipu_config: + - deviceIterations(2) + +datamodule: + module_type: "MultitaskFromSmilesDataModule" + args: # Matches that in the test_multitask_datamodule.py case. + task_specific_args: # To be replaced by a new class "DatasetParams" + homo: + df: null + df_path: &df_path https://storage.googleapis.com/datasets-public-research/PCQM4M/cxsmiles/pcqm4mv2-2k-lumo-alpha.csv + smiles_col: "cxsmiles" + label_cols: ["homo_lumo_gap", "lumo"] + split_val: 0.2 + split_test: 0.2 + seed: *seed + splits_path: null # This may not always be provided + sample_size: null # This may not always be provided + idx_col: null # This may not always be provided + weights_col: null # This may not always be provided + weights_type: null # This may not always be provided + task_level: graph + alpha: + df: null + df_path: *df_path + smiles_col: "cxsmiles" + label_cols: ["alpha"] + split_val: 0.2 + split_test: 0.2 + seed: *seed + splits_path: null # This may not always be provided + sample_size: null # This may not always be provided + idx_col: null # This may not always be provided + weights_col: null # This may not always be provided + weights_type: null # This may not always be provided + task_level: graph + # Featurization + prepare_dict_or_graph: pyg:graph + featurization_n_jobs: 0 + featurization_progress: True + featurization: + atom_property_list_onehot: [atomic-number, valence] + atom_property_list_float: [mass, electronegativity, in-ring] + edge_property_list: [bond-type-onehot, stereo, in-ring] + conformer_property_list: [positions_3d] + add_self_loop: False + explicit_H: False + use_bonds_weights: False + pos_encoding_as_features: # encoder dropout 0.18 + pos_types: + node_laplacian_eigvec: + pos_type: laplacian_eigvec + pos_level: node + num_pos: 5 + normalization: "none" + disconnected_comp: True + node_laplacian_eigval: + pos_type: laplacian_eigval + pos_level: node + num_pos: 5 + normalization: "none" + disconnected_comp: True + rw_return_probs: + pos_type: rw_return_probs + pos_level: node + ksteps: [4, 8] + edge_rw_transition_probs: + pos_type: rw_transition_probs + pos_level: edge + ksteps: [2, 4] + nodepair_rw_return_probs: + pos_type: rw_return_probs + pos_level: nodepair + ksteps: [4] + electrostatic: + pos_type: electrostatic + pos_level: node + edge_commute: + pos_type: commute + pos_level: edge + nodepair_graphormer: + pos_type: graphormer + pos_level: nodepair + + num_workers: -1 + +architecture: + model_type: FullGraphMultiTaskNetwork + mup_base_path: null + + pre_nn: # Set as null to avoid a pre-nn network + out_dim: 16 + hidden_dims: 16 + depth: 1 + activation: relu + last_activation: none + dropout: &dropout 0.1 + normalization: &normalization batch_norm + last_normalization: *normalization + residual_type: none + + pre_nn_edges: # Set as null to avoid a pre-nn network + out_dim: 16 + hidden_dims: 16 + depth: 1 + activation: relu + last_activation: none + dropout: *dropout + normalization: *normalization + last_normalization: *normalization + residual_type: none + + pe_encoders: + out_dim: &pe_out_dim 16 + edge_out_dim: &edge_pe_out_dim 8 + pool: "sum" #"mean" "max" + last_norm: None #"batch_norm", "layer_norm" + max_num_nodes_per_graph: 30 + encoders: + emb_la_pos: + encoder_type: "laplacian_pe" + input_keys: ["laplacian_eigvec", "laplacian_eigval"] + output_keys: ["feat"] + hidden_dim: 32 + model_type: 'DeepSet' #'Transformer' or 'DeepSet' + num_layers: 2 + num_layers_post: 1 # Num. layers to apply after pooling + dropout: 0.1 + first_normalization: "none" #"batch_norm" or "layer_norm" + emb_rwse: + encoder_type: "mlp" + input_keys: ["rw_return_probs"] + output_keys: ["feat"] + hidden_dim: 32 + num_layers: 2 + dropout: 0.1 + normalization: "layer_norm" #"batch_norm" or "layer_norm" + first_normalization: "layer_norm" #"batch_norm" or "layer_norm" + emb_electrostatic: + encoder_type: "mlp" + input_keys: ["electrostatic"] + output_keys: ["feat"] + hidden_dim: 32 + num_layers: 1 + dropout: 0.1 + normalization: "layer_norm" #"batch_norm" or "layer_norm" + first_normalization: "layer_norm" #"batch_norm" or "layer_norm" + emb_edge_rwse: + encoder_type: "mlp" + input_keys: ["edge_rw_transition_probs"] + output_keys: ["edge_feat"] + hidden_dim: 32 + num_layers: 1 + dropout: 0.1 + normalization: "layer_norm" #"batch_norm" or "layer_norm" + emb_edge_pes: + encoder_type: "cat_mlp" + input_keys: ["edge_rw_transition_probs", "edge_commute"] + output_keys: ["edge_feat"] + hidden_dim: 32 + num_layers: 1 + dropout: 0.1 + normalization: "layer_norm" #"batch_norm" or "layer_norm" + gaussian_pos: + encoder_type: "gaussian_kernel" + input_keys: ["positions_3d"] + output_keys: ["feat", "nodepair_gaussian_bias_3d"] + num_heads: &num_heads 2 + num_layers: 2 + embed_dim: *pe_out_dim + use_input_keys_prefix: False + + gnn: # Set as null to avoid a post-nn network + out_dim: 8 + hidden_dims: 16 + depth: 2 + activation: relu + last_activation: none + dropout: *dropout + normalization: *normalization + last_normalization: *normalization + residual_type: simple + virtual_node: 'none' + layer_type: 'pyg:gps' #pyg:gine #'pyg:gps' # pyg:gated-gcn, pyg:gine,pyg:gps + layer_kwargs: # Parameters for the model itself. You could define dropout_attn: 0.1 + mpnn_type: 'pyg:gine' + mpnn_kwargs: null + #out_dim_edges: 10 + attn_type: "none" # "full-attention", "none" + attn_kwargs: null + + graph_output_nn: + graph: + pooling: [sum, mean, max] + out_dim: 8 + hidden_dims: 8 + depth: 1 + activation: relu + last_activation: none + dropout: *dropout + normalization: *normalization + last_normalization: "none" + residual_type: none + + task_heads: + homo: + out_dim: 2 + hidden_dims: 8 + depth: 1 # Not needed if we have hidden_dims + activation: relu + last_activation: none + dropout: *dropout + normalization: *normalization + last_normalization: "none" + residual_type: none + task_level: graph + alpha: + out_dim: 1 + hidden_dims: 8 + depth: 1 # Not needed if we have hidden_dims + activation: relu + last_activation: none + dropout: *dropout + normalization: *normalization + last_normalization: "none" + residual_type: none + task_level: graph + cv: + out_dim: 1 + hidden_dims: 8 + depth: 2 # Not needed if we have hidden_dims + activation: relu + last_activation: none + dropout: *dropout + normalization: *normalization + last_normalization: "none" + residual_type: none + task_level: graph + +#Task-specific +predictor: + metrics_on_progress_bar: + homo: ["mae"] + alpha: ["mae"] + loss_fun: + homo: mse_ipu + alpha: mse_ipu + random_seed: *seed + optim_kwargs: + lr: 1.e-3 + target_nan_mask: null + +# Task-specific +metrics: + homo: + - name: mae + metric: mae + threshold_kwargs: null + target_nan_mask: null + alpha: + - name: mae + metric: mae + threshold_kwargs: null + +trainer: + logger: + save_dir: logs/QM9 + name: *name + model_checkpoint: + dirpath: models_checkpoints/QM9/ + filename: *name + save_top_k: 1 + every_n_epochs: 1 + trainer: + max_epochs: 2 + min_epochs: 1 diff --git a/tests/dummy-pretrained-model.ckpt b/tests/dummy-pretrained-model.ckpt new file mode 100644 index 0000000000000000000000000000000000000000..2e91cd7ec8503e87567afed90c1e407465666d22 GIT binary patch literal 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