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import NeighborLoader +from torch_geometric.seed import seed_everything +from torch_geometric.typing import NodeType + +from hybridgnn.utils import GloveTextEmbedding + +parser = argparse.ArgumentParser() +parser.add_argument("--dataset", type=str, default="rel-trial") +parser.add_argument("--task", type=str, default="site-sponsor-run") +parser.add_argument( + "--model", + type=str, + default="hybridgnn", + choices=["hybridgnn", "idgnn", "shallowrhsgnn"], +) +parser.add_argument("--lr", type=float, default=0.001) +parser.add_argument("--epochs", type=int, default=20) +parser.add_argument("--eval_epochs_interval", type=int, default=1) +parser.add_argument("--batch_size", type=int, default=512) +parser.add_argument("--channels", type=int, default=128) +parser.add_argument("--aggr", type=str, default="sum") +parser.add_argument("--num_layers", type=int, default=4) +parser.add_argument("--num_neighbors", type=int, default=128) +parser.add_argument("--temporal_strategy", type=str, default="last") +parser.add_argument("--max_steps_per_epoch", type=int, default=2000) +parser.add_argument("--num_workers", type=int, default=0) +parser.add_argument("--seed", type=int, default=42) +parser.add_argument("--cache_dir", type=str, + default=os.path.expanduser("~/.cache/relbench_examples")) +args = parser.parse_args() + +device = torch.device("cuda" if torch.cuda.is_available() else "cpu") +if torch.cuda.is_available(): + torch.set_num_threads(1) +seed_everything(args.seed) + +dataset: Dataset = get_dataset(args.dataset, download=True) +task: RecommendationTask = get_task(args.dataset, args.task, download=True) +tune_metric = "link_prediction_map" +assert task.task_type == TaskType.LINK_PREDICTION + +stypes_cache_path = Path(f"{args.cache_dir}/{args.dataset}/stypes.json") +try: + with open(stypes_cache_path, "r") as f: + col_to_stype_dict = json.load(f) + for table, col_to_stype in col_to_stype_dict.items(): + for col, stype_str in col_to_stype.items(): + col_to_stype[col] = stype(stype_str) +except FileNotFoundError: + col_to_stype_dict = get_stype_proposal(dataset.get_db()) + Path(stypes_cache_path).parent.mkdir(parents=True, exist_ok=True) + with open(stypes_cache_path, "w") as f: + json.dump(col_to_stype_dict, f, indent=2, default=str) + +data, col_stats_dict = make_pkey_fkey_graph( + dataset.get_db(), + col_to_stype_dict=col_to_stype_dict, + text_embedder_cfg=TextEmbedderConfig( + text_embedder=GloveTextEmbedding(device=device), batch_size=256), + cache_dir=f"{args.cache_dir}/{args.dataset}/materialized", +) + +num_neighbors = [ + int(args.num_neighbors // 2**i) for i in range(args.num_layers) +] + +loader_dict: Dict[str, NeighborLoader] = {} +dst_nodes_dict: Dict[str, Tuple[NodeType, Tensor]] = {} +num_dst_nodes_dict: Dict[str, int] = {} +train_table = task.get_table("train") +val_table = task.get_table("val") +train_df = train_table.df.groupby('facility_id', as_index=False).agg( + {'sponsor_id': lambda x: set().union(*map(set, x))}) +val_df = val_table.df +joined_df = pd.merge(train_df, val_df, on=['facility_id'], how='right') + + +def custom_function(row): + if pd.isna(row['sponsor_id_x']): + return 0 + num_visited = 0 + for rhs in row['sponsor_id_y']: + if rhs in row['sponsor_id_x']: + num_visited += 1 + return num_visited / len(row['sponsor_id_y']) + + +# Apply the function to each row and create a new column with the results +joined_df['previously_visited_percentage'] = joined_df.apply( + custom_function, axis=1) + +# Assuming your DataFrame is named df +plt.figure(figsize=(10, 6)) +plt.hist(joined_df['previously_visited_percentage'], bins=50, color='blue', + edgecolor='black') +plt.title(f'Distribution of Previously Visited Percentage for {args.task} in ' + f'{args.dataset}') +plt.xlabel('Previously Visited Percentage') +plt.ylabel('Frequency') + +# Save the plot to a file +plt.savefig(f'distribution_{args.task}_{args.dataset}.png', format='png', + dpi=300) + +# Show the plot +plt.show() From ea0bf1df834d6ff8e505345454e23b179c99531c Mon Sep 17 00:00:00 2001 From: yiweny Date: Mon, 12 Aug 2024 06:23:57 +0000 Subject: [PATCH 02/38] analyze distribution --- ...ution_of_previously_visited_percentage.png | Bin 90889 -> 0 bytes ...bution_rel-trial_condition-sponsor-run.png | Bin 0 -> 98743 bytes distribution_rel-trial_site-sponsor-run.png | Bin 0 -> 98663 bytes scripts/analyze_graph.py | 32 +++++++----------- 4 files changed, 13 insertions(+), 19 deletions(-) delete mode 100644 distribution_of_previously_visited_percentage.png create mode 100644 distribution_rel-trial_condition-sponsor-run.png create mode 100644 distribution_rel-trial_site-sponsor-run.png diff --git a/distribution_of_previously_visited_percentage.png b/distribution_of_previously_visited_percentage.png deleted file mode 100644 index adff4c429d66a9b449b12a86f2fde2c72ba06046..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 90889 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+parser.add_argument("--dataset", type=str, default="rel-amazon") +parser.add_argument("--task", type=str, default="user-item-rate") parser.add_argument( "--model", type=str, From 7c9a0c21c40d4c812120f4e2d8558a0da92f27fd Mon Sep 17 00:00:00 2001 From: Yiwen Yuan Date: Mon, 12 Aug 2024 08:31:20 +0000 Subject: [PATCH 05/38] add amazon results --- distribution_rel-amazon_user-item-purchase.png | Bin 0 -> 108782 bytes distribution_rel-amazon_user-item-review.png | Bin 0 -> 103425 bytes scripts/analyze_graph.py | 2 +- 3 files changed, 1 insertion(+), 1 deletion(-) create mode 100644 distribution_rel-amazon_user-item-purchase.png create mode 100644 distribution_rel-amazon_user-item-review.png diff --git a/distribution_rel-amazon_user-item-purchase.png b/distribution_rel-amazon_user-item-purchase.png new file mode 100644 index 0000000000000000000000000000000000000000..f49f7ee024033c735f8b32a434dc9e556a676425 GIT binary patch literal 108782 zcmeFZXIPZkwl#`vt8Kz< 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a/scripts/analyze_graph.py b/scripts/analyze_graph.py index d6c57ae..07ea1ad 100644 --- a/scripts/analyze_graph.py +++ b/scripts/analyze_graph.py @@ -19,7 +19,7 @@ parser = argparse.ArgumentParser() parser.add_argument("--dataset", type=str, default="rel-amazon") -parser.add_argument("--task", type=str, default="user-item-review") +parser.add_argument("--task", type=str, default="user-item-rate") parser.add_argument( "--model", type=str, @@ -38,6 +38,7 @@ parser.add_argument("--max_steps_per_epoch", type=int, default=2000) parser.add_argument("--num_workers", type=int, default=0) parser.add_argument("--seed", type=int, default=42) +parser.add_argument("--split", type=str, default="test") parser.add_argument("--cache_dir", type=str, default=os.path.expanduser("~/.cache/relbench_examples")) args = parser.parse_args() @@ -78,7 +79,7 @@ ] train_table = task.get_table("train") -val_table = task.get_table("val") +val_table = task.get_table(args.split) train_df = train_table.df.groupby(task.src_entity_col, as_index=False).agg( {task.dst_entity_col: lambda x: set().union(*map(set, x))}) val_df = val_table.df @@ -105,12 +106,12 @@ def custom_function(row): edgecolor='black') plt.title( f'Distribution of Previously Visited Percentage for {args.dataset} in ' - f'{args.task}') + f'{args.task} in {args.split} split') plt.xlabel('Previously Visited Percentage') plt.ylabel('Frequency') # Save the plot to a file -plt.savefig(f'distribution_{args.dataset}_{args.task}.png', format='png', +plt.savefig(f'distribution_{args.dataset}_{args.task}_on_{args.split}.png', format='png', dpi=300) # Show the plot From d29c1b0fccb10810db32217abcacc5f6fcda5f60 Mon Sep 17 00:00:00 2001 From: yiweny Date: Mon, 12 Aug 2024 06:06:57 +0000 Subject: [PATCH 07/38] analyze distribution --- ...ution_of_previously_visited_percentage.png | Bin 0 -> 90889 bytes scripts/analyze_graph.py | 123 ++++++++++++++++++ 2 files changed, 123 insertions(+) create mode 100644 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index 0000000..a9a6085 --- /dev/null +++ b/scripts/analyze_graph.py @@ -0,0 +1,123 @@ +import argparse +import json +import os +from pathlib import Path +from typing import Dict, Tuple + +import matplotlib.pyplot as plt +import pandas as pd +import torch +from relbench.base import Dataset, RecommendationTask, TaskType +from relbench.datasets import get_dataset +from relbench.modeling.graph import make_pkey_fkey_graph +from relbench.modeling.utils import get_stype_proposal +from relbench.tasks import get_task +from torch import Tensor +from torch_frame import stype +from torch_frame.config.text_embedder import TextEmbedderConfig +from torch_geometric.loader import NeighborLoader +from torch_geometric.seed import seed_everything +from torch_geometric.typing import NodeType + +from hybridgnn.utils import GloveTextEmbedding + +parser = argparse.ArgumentParser() +parser.add_argument("--dataset", type=str, default="rel-trial") +parser.add_argument("--task", type=str, default="site-sponsor-run") +parser.add_argument( + "--model", + type=str, + default="hybridgnn", + choices=["hybridgnn", "idgnn", "shallowrhsgnn"], +) +parser.add_argument("--lr", type=float, default=0.001) +parser.add_argument("--epochs", type=int, default=20) +parser.add_argument("--eval_epochs_interval", type=int, default=1) +parser.add_argument("--batch_size", type=int, default=512) +parser.add_argument("--channels", type=int, default=128) +parser.add_argument("--aggr", type=str, default="sum") +parser.add_argument("--num_layers", type=int, default=4) +parser.add_argument("--num_neighbors", type=int, default=128) +parser.add_argument("--temporal_strategy", type=str, default="last") +parser.add_argument("--max_steps_per_epoch", type=int, default=2000) +parser.add_argument("--num_workers", type=int, default=0) +parser.add_argument("--seed", type=int, default=42) +parser.add_argument("--cache_dir", type=str, + default=os.path.expanduser("~/.cache/relbench_examples")) +args = parser.parse_args() + +device = torch.device("cuda" if torch.cuda.is_available() else "cpu") +if torch.cuda.is_available(): + torch.set_num_threads(1) +seed_everything(args.seed) + +dataset: Dataset = get_dataset(args.dataset, download=True) +task: RecommendationTask = get_task(args.dataset, args.task, download=True) +tune_metric = "link_prediction_map" +assert task.task_type == TaskType.LINK_PREDICTION + +stypes_cache_path = Path(f"{args.cache_dir}/{args.dataset}/stypes.json") +try: + with open(stypes_cache_path, "r") as f: + col_to_stype_dict = json.load(f) + for table, col_to_stype in col_to_stype_dict.items(): + for col, stype_str in col_to_stype.items(): + col_to_stype[col] = stype(stype_str) +except FileNotFoundError: + col_to_stype_dict = get_stype_proposal(dataset.get_db()) + Path(stypes_cache_path).parent.mkdir(parents=True, exist_ok=True) + with open(stypes_cache_path, "w") as f: + json.dump(col_to_stype_dict, f, indent=2, default=str) + +data, col_stats_dict = make_pkey_fkey_graph( + dataset.get_db(), + col_to_stype_dict=col_to_stype_dict, + text_embedder_cfg=TextEmbedderConfig( + text_embedder=GloveTextEmbedding(device=device), batch_size=256), + cache_dir=f"{args.cache_dir}/{args.dataset}/materialized", +) + +num_neighbors = [ + int(args.num_neighbors // 2**i) for i in range(args.num_layers) +] + +loader_dict: Dict[str, NeighborLoader] = {} +dst_nodes_dict: Dict[str, Tuple[NodeType, Tensor]] = {} +num_dst_nodes_dict: Dict[str, int] = {} +train_table = task.get_table("train") +val_table = task.get_table("val") +train_df = train_table.df.groupby('facility_id', as_index=False).agg( + {'sponsor_id': lambda x: set().union(*map(set, x))}) +val_df = val_table.df +joined_df = pd.merge(train_df, val_df, on=['facility_id'], how='right') + + +def custom_function(row): + if pd.isna(row['sponsor_id_x']): + return 0 + num_visited = 0 + for rhs in row['sponsor_id_y']: + if rhs in row['sponsor_id_x']: + num_visited += 1 + return num_visited / len(row['sponsor_id_y']) + + +# Apply the function to each row and create a new column with the results +joined_df['previously_visited_percentage'] = joined_df.apply( + custom_function, axis=1) + +# Assuming your DataFrame is named df +plt.figure(figsize=(10, 6)) +plt.hist(joined_df['previously_visited_percentage'], bins=50, color='blue', + edgecolor='black') +plt.title(f'Distribution of Previously Visited Percentage for {args.task} in ' + f'{args.dataset}') +plt.xlabel('Previously Visited Percentage') +plt.ylabel('Frequency') + +# Save the plot to a file +plt.savefig(f'distribution_{args.task}_{args.dataset}.png', format='png', + dpi=300) + +# Show the plot +plt.show() From 136b4fb5eda283e2da71ae903d9f8e0978fa70f8 Mon Sep 17 00:00:00 2001 From: yiweny Date: Mon, 12 Aug 2024 06:23:57 +0000 Subject: [PATCH 08/38] analyze distribution --- ...ution_of_previously_visited_percentage.png | Bin 90889 -> 0 bytes ...bution_rel-trial_condition-sponsor-run.png | Bin 0 -> 98743 bytes 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+parser.add_argument("--dataset", type=str, default="rel-amazon") +parser.add_argument("--task", type=str, default="user-item-rate") parser.add_argument( "--model", type=str, From b80de2408de9175c1483b7ad90f9a0d15c425e9a Mon Sep 17 00:00:00 2001 From: Yiwen Yuan Date: Mon, 12 Aug 2024 08:31:20 +0000 Subject: [PATCH 11/38] add amazon results --- distribution_rel-amazon_user-item-purchase.png | Bin 0 -> 108782 bytes distribution_rel-amazon_user-item-review.png | Bin 0 -> 103425 bytes scripts/analyze_graph.py | 2 +- 3 files changed, 1 insertion(+), 1 deletion(-) create mode 100644 distribution_rel-amazon_user-item-purchase.png create mode 100644 distribution_rel-amazon_user-item-review.png diff --git a/distribution_rel-amazon_user-item-purchase.png b/distribution_rel-amazon_user-item-purchase.png new file mode 100644 index 0000000000000000000000000000000000000000..f49f7ee024033c735f8b32a434dc9e556a676425 GIT binary patch literal 108782 zcmeFZXIPZkwl#`vt8Kz< 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a/scripts/analyze_graph.py b/scripts/analyze_graph.py index d6c57ae..07ea1ad 100644 --- a/scripts/analyze_graph.py +++ b/scripts/analyze_graph.py @@ -19,7 +19,7 @@ parser = argparse.ArgumentParser() parser.add_argument("--dataset", type=str, default="rel-amazon") -parser.add_argument("--task", type=str, default="user-item-review") +parser.add_argument("--task", type=str, default="user-item-rate") parser.add_argument( "--model", type=str, @@ -38,6 +38,7 @@ parser.add_argument("--max_steps_per_epoch", type=int, default=2000) parser.add_argument("--num_workers", type=int, default=0) parser.add_argument("--seed", type=int, default=42) +parser.add_argument("--split", type=str, default="test") parser.add_argument("--cache_dir", type=str, default=os.path.expanduser("~/.cache/relbench_examples")) args = parser.parse_args() @@ -78,7 +79,7 @@ ] train_table = task.get_table("train") -val_table = task.get_table("val") +val_table = task.get_table(args.split) train_df = train_table.df.groupby(task.src_entity_col, as_index=False).agg( {task.dst_entity_col: lambda x: set().union(*map(set, x))}) val_df = val_table.df @@ -105,12 +106,12 @@ def custom_function(row): edgecolor='black') plt.title( f'Distribution of Previously Visited Percentage for {args.dataset} in ' - f'{args.task}') + f'{args.task} in {args.split} split') plt.xlabel('Previously Visited Percentage') plt.ylabel('Frequency') # Save the plot to a file -plt.savefig(f'distribution_{args.dataset}_{args.task}.png', format='png', +plt.savefig(f'distribution_{args.dataset}_{args.task}_on_{args.split}.png', format='png', dpi=300) # Show the plot From c8b0664d55c88bf0d8c330807c77b84f2f9bc14d Mon Sep 17 00:00:00 2001 From: Yiwen Yuan Date: Sat, 14 Sep 2024 17:33:01 +0000 Subject: [PATCH 13/38] add one more dataset --- item_distribution.png | Bin 0 -> 27152 bytes ...n_user-item-rate_dst_node_distribution.png | Bin 0 -> 25978 bytes ...site-sponsor-run_dst_node_distribution.png | Bin 0 -> 27926 bytes 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RecommendationTask, TaskType +from relbench.datasets import get_dataset +from relbench.modeling.graph import make_pkey_fkey_graph +from relbench.modeling.utils import get_stype_proposal +from relbench.tasks import get_task +from torch_frame import stype +from torch_frame.config.text_embedder import TextEmbedderConfig +from torch_frame.testing.text_embedder import HashTextEmbedder +from torch_geometric.seed import seed_everything + +parser = argparse.ArgumentParser() +parser.add_argument("--dataset", type=str, default="rel-trial") +parser.add_argument("--task", type=str, default="site-sponsor-run") +parser.add_argument( + "--model", + type=str, + default="hybridgnn", + choices=["hybridgnn", "idgnn", "shallowrhsgnn"], +) +parser.add_argument("--lr", type=float, default=0.001) +parser.add_argument("--epochs", type=int, default=20) +parser.add_argument("--eval_epochs_interval", type=int, default=1) +parser.add_argument("--batch_size", type=int, default=512) +parser.add_argument("--channels", type=int, default=128) +parser.add_argument("--aggr", type=str, default="sum") +parser.add_argument("--num_layers", type=int, default=4) +parser.add_argument("--num_neighbors", type=int, default=128) +parser.add_argument("--temporal_strategy", type=str, default="last") +parser.add_argument("--max_steps_per_epoch", type=int, default=2000) +parser.add_argument("--num_workers", type=int, default=0) +parser.add_argument("--seed", type=int, default=42) +parser.add_argument("--split", type=str, default="test") +parser.add_argument("--cache_dir", type=str, + default=os.path.expanduser("~/.cache/relbench_examples")) +args = parser.parse_args() + +device = torch.device("cuda" if torch.cuda.is_available() else "cpu") +if torch.cuda.is_available(): + torch.set_num_threads(1) +seed_everything(args.seed) + +dataset: Dataset = get_dataset(args.dataset, download=True) +task: RecommendationTask = get_task(args.dataset, args.task, download=True) +tune_metric = "link_prediction_map" +assert task.task_type == TaskType.LINK_PREDICTION + +stypes_cache_path = Path(f"{args.cache_dir}/{args.dataset}/stypes.json") +try: + with open(stypes_cache_path, "r") as f: + col_to_stype_dict = json.load(f) + for table, col_to_stype in col_to_stype_dict.items(): + for col, stype_str in col_to_stype.items(): + col_to_stype[col] = stype(stype_str) +except FileNotFoundError: + col_to_stype_dict = get_stype_proposal(dataset.get_db()) + Path(stypes_cache_path).parent.mkdir(parents=True, exist_ok=True) + with open(stypes_cache_path, "w") as f: + json.dump(col_to_stype_dict, f, indent=2, default=str) + +data, col_stats_dict = make_pkey_fkey_graph( + dataset.get_db(), + col_to_stype_dict=col_to_stype_dict, + text_embedder_cfg=TextEmbedderConfig( + text_embedder=HashTextEmbedder(out_channels=args.channels, + device=device), batch_size=256), + cache_dir=f"{args.cache_dir}/{args.dataset}/materialized", +) + +num_neighbors = [ + int(args.num_neighbors // 2**i) for i in range(args.num_layers) +] + +train_table = task.get_table("train") +val_table = task.get_table(args.split) + +df_exploded = train_table.df.explode('sponsor_id') + +product_counts = df_exploded['sponsor_id'].value_counts() + +# Step 3: Filter product_ids that appear only once +product_once = product_counts[product_counts == 1] + +# Output the number of product_ids that appear only once +num_products_once = len(product_once) +print(f'Number of sponsor_ids that appear only once in training' + f' table: {num_products_once}') + +total_unique_products = df_exploded['sponsor_id'].nunique() + +print(f'Total number of unique sponsor_ids: {total_unique_products}') + +all_items = [ + item for sublist in train_table.df['sponsor_id'] for item in sublist +] + +# Assuming you have the 'all_items' from your data +# Count the frequency of each item +item_counts = Counter(all_items) + +# Get the list of frequencies +frequencies = list(item_counts.values()) + +# Calculate quantiles (e.g., 25th, 50th, 75th percentiles) +quantiles = np.quantile(frequencies, [0.25, 0.5, 0.75]) +print(f"25th Percentile (Q1): {quantiles[0]}") +print(f"50th Percentile (Median): {quantiles[1]}") +print(f"75th Percentile (Q3): {quantiles[2]}") + +# Plot the histogram of item frequencies +plt.figure(figsize=(8, 6)) +plt.hist(frequencies, bins=range(1, max(frequencies) + 2), edgecolor='black') +plt.title('Distribution of Items Being Rated Across All Users') +plt.xlabel('Number of Times Item Was Rated') +plt.ylabel('Frequency of Items') +plt.grid(True) + +# Save the plot to a file (optional) +plt.savefig(f'{args.dataset}_{args.task}_dst_node_distribution.png') + +# Show the plot +plt.show() From dea245be0e0317e866a76c5bf55e3391e91b2936 Mon Sep 17 00:00:00 2001 From: Yiwen Yuan Date: Mon, 23 Sep 2024 06:08:07 +0000 Subject: [PATCH 14/38] add code to analyze subgraph --- scripts/subgraph.py | 138 ++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 138 insertions(+) create mode 100644 scripts/subgraph.py diff --git a/scripts/subgraph.py b/scripts/subgraph.py new file mode 100644 index 0000000..32a9352 --- /dev/null +++ b/scripts/subgraph.py @@ -0,0 +1,138 @@ +import argparse +import json +import os +import warnings +from pathlib import Path +from typing import Dict, List, Tuple, Union + +import numpy as np +import torch +import torch.nn.functional as F +from relbench.base import Dataset, RecommendationTask, TaskType +from relbench.datasets import get_dataset +from relbench.modeling.graph import ( + get_link_train_table_input, + make_pkey_fkey_graph, +) +from relbench.modeling.loader import SparseTensor +from relbench.modeling.utils import get_stype_proposal +from relbench.tasks import get_task +from torch import Tensor +from torch_frame import stype +from torch_frame.config.text_embedder import TextEmbedderConfig +from torch_frame.testing.text_embedder import HashTextEmbedder +from torch_geometric.loader import NeighborLoader +from torch_geometric.seed import seed_everything +from torch_geometric.typing import NodeType + + +parser = argparse.ArgumentParser() +parser.add_argument("--dataset", type=str, default="rel-amazon") +parser.add_argument("--task", type=str, default="user-item-rate") + +parser.add_argument("--epochs", type=int, default=20) +parser.add_argument("--eval_epochs_interval", type=int, default=1) +parser.add_argument("--batch_size", type=int, default=512) +parser.add_argument("--channels", type=int, default=128) +parser.add_argument("--aggr", type=str, default="sum") +parser.add_argument("--num_layers", type=int, default=2) +parser.add_argument("--num_neighbors", type=int, default=128) +parser.add_argument("--temporal_strategy", type=str, default="last") +parser.add_argument("--max_steps_per_epoch", type=int, default=2000) +parser.add_argument("--num_workers", type=int, default=0) +parser.add_argument("--seed", type=int, default=42) +parser.add_argument("--cache_dir", type=str, + default=os.path.expanduser("~/.cache/relbench_examples")) +args = parser.parse_args() + +device = torch.device("cuda" if torch.cuda.is_available() else "cpu") +if torch.cuda.is_available(): + torch.set_num_threads(1) +seed_everything(args.seed) + +dataset: Dataset = get_dataset(args.dataset, download=True) +task: RecommendationTask = get_task(args.dataset, args.task, download=True) +tune_metric = "link_prediction_map" +assert task.task_type == TaskType.LINK_PREDICTION + +stypes_cache_path = Path(f"{args.cache_dir}/{args.dataset}/stypes.json") +try: + with open(stypes_cache_path, "r") as f: + col_to_stype_dict = json.load(f) + for table, col_to_stype in col_to_stype_dict.items(): + for col, stype_str in col_to_stype.items(): + col_to_stype[col] = stype(stype_str) +except FileNotFoundError: + col_to_stype_dict = get_stype_proposal(dataset.get_db()) + Path(stypes_cache_path).parent.mkdir(parents=True, exist_ok=True) + with open(stypes_cache_path, "w") as f: + json.dump(col_to_stype_dict, f, indent=2, default=str) + +data, col_stats_dict = make_pkey_fkey_graph( + dataset.get_db(), + col_to_stype_dict=col_to_stype_dict, + text_embedder_cfg=TextEmbedderConfig( + text_embedder=HashTextEmbedder(out_channels=args.channels, + device=device), batch_size=256), + cache_dir=f"{args.cache_dir}/{args.dataset}/materialized", +) + +num_neighbors = [ + int(args.num_neighbors // 2**i) for i in range(args.num_layers) +] + +loader_dict: Dict[str, NeighborLoader] = {} +dst_nodes_dict: Dict[str, Tuple[NodeType, Tensor]] = {} +num_dst_nodes_dict: Dict[str, int] = {} +for split in ["train", "val", "test"]: + table = task.get_table(split) + table_input = get_link_train_table_input(table, task) + dst_nodes_dict[split] = table_input.dst_nodes + num_dst_nodes_dict[split] = table_input.num_dst_nodes + loader_dict[split] = NeighborLoader( + data, + num_neighbors=num_neighbors, + time_attr="time", + input_nodes=table_input.src_nodes, + input_time=table_input.src_time, + subgraph_type="bidirectional", + batch_size=args.batch_size, + temporal_strategy=args.temporal_strategy, + shuffle=split == "train", + num_workers=args.num_workers, + persistent_workers=args.num_workers > 0, + ) +grounds_truth_items = torch.empty(0).to(device) +count = 0 +for batch in loader_dict["train"]: + if count > 5: + break + import pdb + pdb.set_trace() + grounds_truth_items = torch.unique(torch.cat((grounds_truth_items, batch[table_input.src_nodes[0]].n_id))) + count += 1 + +seen_dst_items = torch.empty(0).to(device) +count = 0 +for batch in loader_dict["val"]: + if count > 5: + break + seen_dst_items = torch.unique(torch.cat(seen_dst_items, batch[table_input.src_nodes[0]].n_id)) + count += 1 + +val_seen = torch.intersect1d(grounds_truth_items, seen_dst_items) + +seen_dst_items = torch.empty(0).to(device) +count = 0 +for batch in loader_dict["test"]: + if count > 5: + break + seen_dst_items = torch.unique(torch.cat(seen_dst_items, batch[table_input.src_nodes[0]].n_id)) + count += 1 + +test_seen = torch.intersect1d(grounds_truth_items, seen_dst_items) + +num_ground_truth_items = len(grounds_truth_items) + +# dataset, task, num_layers, num_ground_truth_items, val_num_seen, val_percentage_seen, test_num_seen, test_percentage_seen +print(args.dataset, args.task, args.num_layers, num_ground_truth_items, val_seen, val_seen/num_ground_truth_items, test_seen, test_seen/num_ground_truth_items) \ No newline at end of file From 58f0335529c82654d968695962c49d801450e4b9 Mon Sep 17 00:00:00 2001 From: Yiwen Yuan Date: Mon, 23 Sep 2024 06:39:41 +0000 Subject: [PATCH 15/38] fix code --- scripts/subgraph.py | 25 +++++++------------------ 1 file changed, 7 insertions(+), 18 deletions(-) diff --git a/scripts/subgraph.py b/scripts/subgraph.py index 32a9352..638307a 100644 --- a/scripts/subgraph.py +++ b/scripts/subgraph.py @@ -103,34 +103,23 @@ persistent_workers=args.num_workers > 0, ) grounds_truth_items = torch.empty(0).to(device) -count = 0 for batch in loader_dict["train"]: - if count > 5: - break - import pdb - pdb.set_trace() + batch.to(device) grounds_truth_items = torch.unique(torch.cat((grounds_truth_items, batch[table_input.src_nodes[0]].n_id))) - count += 1 seen_dst_items = torch.empty(0).to(device) -count = 0 for batch in loader_dict["val"]: - if count > 5: - break - seen_dst_items = torch.unique(torch.cat(seen_dst_items, batch[table_input.src_nodes[0]].n_id)) - count += 1 + batch.to(device) + seen_dst_items = torch.unique(torch.cat((seen_dst_items, batch[table_input.src_nodes[0]].n_id))) -val_seen = torch.intersect1d(grounds_truth_items, seen_dst_items) +val_seen = len(torch.intersect1d(grounds_truth_items, seen_dst_items)) seen_dst_items = torch.empty(0).to(device) -count = 0 for batch in loader_dict["test"]: - if count > 5: - break - seen_dst_items = torch.unique(torch.cat(seen_dst_items, batch[table_input.src_nodes[0]].n_id)) - count += 1 + batch.to(device) + seen_dst_items = torch.unique(torch.cat((seen_dst_items, batch[table_input.src_nodes[0]].n_id))) -test_seen = torch.intersect1d(grounds_truth_items, seen_dst_items) +test_seen = len(torch.intersect1d(grounds_truth_items, seen_dst_items)) num_ground_truth_items = len(grounds_truth_items) From 36be8da807b0200b2bb1bd7dd96ff4c32af80228 Mon Sep 17 00:00:00 2001 From: Yiwen Yuan Date: Mon, 23 Sep 2024 06:54:54 +0000 Subject: [PATCH 16/38] fix bug --- scripts/subgraph.py | 8 +++----- 1 file changed, 3 insertions(+), 5 deletions(-) diff --git a/scripts/subgraph.py b/scripts/subgraph.py index 638307a..b9d91ca 100644 --- a/scripts/subgraph.py +++ b/scripts/subgraph.py @@ -1,9 +1,8 @@ import argparse import json import os -import warnings from pathlib import Path -from typing import Dict, List, Tuple, Union +from typing import Dict, Tuple import numpy as np import torch @@ -14,7 +13,6 @@ get_link_train_table_input, make_pkey_fkey_graph, ) -from relbench.modeling.loader import SparseTensor from relbench.modeling.utils import get_stype_proposal from relbench.tasks import get_task from torch import Tensor @@ -112,14 +110,14 @@ batch.to(device) seen_dst_items = torch.unique(torch.cat((seen_dst_items, batch[table_input.src_nodes[0]].n_id))) -val_seen = len(torch.intersect1d(grounds_truth_items, seen_dst_items)) +val_seen = len(torch.intersect1d(grounds_truth_items.detach().cpu().numpy(), seen_dst_items.detach().cpu().numpy())) seen_dst_items = torch.empty(0).to(device) for batch in loader_dict["test"]: batch.to(device) seen_dst_items = torch.unique(torch.cat((seen_dst_items, batch[table_input.src_nodes[0]].n_id))) -test_seen = len(torch.intersect1d(grounds_truth_items, seen_dst_items)) +test_seen = len(np.intersect1d(grounds_truth_items.detach().cpu().numpy(), seen_dst_items.detach().cpu().numpy())) num_ground_truth_items = len(grounds_truth_items) From 5988cf0fa0e2b9281a6b16bbf986e89f572dcec5 Mon Sep 17 00:00:00 2001 From: Yiwen Yuan Date: Mon, 23 Sep 2024 06:55:36 +0000 Subject: [PATCH 17/38] fix --- scripts/subgraph.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/scripts/subgraph.py b/scripts/subgraph.py index b9d91ca..08f74b0 100644 --- a/scripts/subgraph.py +++ b/scripts/subgraph.py @@ -34,7 +34,7 @@ parser.add_argument("--channels", type=int, default=128) parser.add_argument("--aggr", type=str, default="sum") parser.add_argument("--num_layers", type=int, default=2) -parser.add_argument("--num_neighbors", type=int, default=128) +parser.add_argument("--num_neighbors", type=int, default=512) parser.add_argument("--temporal_strategy", type=str, default="last") parser.add_argument("--max_steps_per_epoch", type=int, default=2000) parser.add_argument("--num_workers", type=int, default=0) From ca6218eafbd8144cd5c6d4c47ec55e14f8b651fa Mon Sep 17 00:00:00 2001 From: Yiwen Yuan Date: Mon, 23 Sep 2024 07:55:14 +0000 Subject: [PATCH 18/38] fix --- scripts/subgraph.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/scripts/subgraph.py b/scripts/subgraph.py index 08f74b0..5053939 100644 --- a/scripts/subgraph.py +++ b/scripts/subgraph.py @@ -26,7 +26,7 @@ parser = argparse.ArgumentParser() parser.add_argument("--dataset", type=str, default="rel-amazon") -parser.add_argument("--task", type=str, default="user-item-rate") +parser.add_argument("--task", type=str, default="user-item-purchase") parser.add_argument("--epochs", type=int, default=20) parser.add_argument("--eval_epochs_interval", type=int, default=1) @@ -110,7 +110,7 @@ batch.to(device) seen_dst_items = torch.unique(torch.cat((seen_dst_items, batch[table_input.src_nodes[0]].n_id))) -val_seen = len(torch.intersect1d(grounds_truth_items.detach().cpu().numpy(), seen_dst_items.detach().cpu().numpy())) +val_seen = len(np.intersect1d(grounds_truth_items.detach().cpu().numpy(), seen_dst_items.detach().cpu().numpy())) seen_dst_items = torch.empty(0).to(device) for batch in loader_dict["test"]: From 827b46731d82535df85cb7008bdab8dcad89f391 Mon Sep 17 00:00:00 2001 From: Yiwen Yuan Date: Mon, 23 Sep 2024 09:06:34 +0000 Subject: [PATCH 19/38] fix --- scripts/subgraph.py | 18 +++++++++--------- 1 file changed, 9 insertions(+), 9 deletions(-) diff --git a/scripts/subgraph.py b/scripts/subgraph.py index 5053939..553888a 100644 --- a/scripts/subgraph.py +++ b/scripts/subgraph.py @@ -25,7 +25,7 @@ parser = argparse.ArgumentParser() -parser.add_argument("--dataset", type=str, default="rel-amazon") +parser.add_argument("--dataset", type=str, default="rel-hm") parser.add_argument("--task", type=str, default="user-item-purchase") parser.add_argument("--epochs", type=int, default=20) @@ -33,7 +33,7 @@ parser.add_argument("--batch_size", type=int, default=512) parser.add_argument("--channels", type=int, default=128) parser.add_argument("--aggr", type=str, default="sum") -parser.add_argument("--num_layers", type=int, default=2) +parser.add_argument("--num_layers", type=int, default=6) parser.add_argument("--num_neighbors", type=int, default=512) parser.add_argument("--temporal_strategy", type=str, default="last") parser.add_argument("--max_steps_per_epoch", type=int, default=2000) @@ -105,21 +105,21 @@ batch.to(device) grounds_truth_items = torch.unique(torch.cat((grounds_truth_items, batch[table_input.src_nodes[0]].n_id))) -seen_dst_items = torch.empty(0).to(device) +val_seen_dst_items = torch.empty(0).to(device) for batch in loader_dict["val"]: batch.to(device) - seen_dst_items = torch.unique(torch.cat((seen_dst_items, batch[table_input.src_nodes[0]].n_id))) + val_seen_dst_items = torch.unique(torch.cat((val_seen_dst_items, batch[table_input.src_nodes[0]].n_id))) -val_seen = len(np.intersect1d(grounds_truth_items.detach().cpu().numpy(), seen_dst_items.detach().cpu().numpy())) +val_seen = len(np.intersect1d(grounds_truth_items.detach().cpu().numpy(), val_seen_dst_items.detach().cpu().numpy())) -seen_dst_items = torch.empty(0).to(device) +test_seen_dst_items = torch.empty(0).to(device) for batch in loader_dict["test"]: batch.to(device) - seen_dst_items = torch.unique(torch.cat((seen_dst_items, batch[table_input.src_nodes[0]].n_id))) + test_seen_dst_items = torch.unique(torch.cat((test_seen_dst_items, batch[table_input.src_nodes[0]].n_id))) -test_seen = len(np.intersect1d(grounds_truth_items.detach().cpu().numpy(), seen_dst_items.detach().cpu().numpy())) +test_seen = len(np.intersect1d(grounds_truth_items.detach().cpu().numpy(), test_seen_dst_items.detach().cpu().numpy())) num_ground_truth_items = len(grounds_truth_items) # dataset, task, num_layers, num_ground_truth_items, val_num_seen, val_percentage_seen, test_num_seen, test_percentage_seen -print(args.dataset, args.task, args.num_layers, num_ground_truth_items, val_seen, val_seen/num_ground_truth_items, test_seen, test_seen/num_ground_truth_items) \ No newline at end of file +print(args.dataset, args.task, args.num_layers, num_ground_truth_items, val_seen, val_seen/val_seen_dst_items, test_seen, test_seen/test_seen_dst_items) \ No newline at end of file From ea40795cb80285e024b2e49a2b26f255ecca3429 Mon Sep 17 00:00:00 2001 From: Yiwen Yuan Date: Mon, 23 Sep 2024 17:21:04 +0000 Subject: [PATCH 20/38] wip --- scripts/subgraph.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/scripts/subgraph.py b/scripts/subgraph.py index 553888a..6007060 100644 --- a/scripts/subgraph.py +++ b/scripts/subgraph.py @@ -33,7 +33,7 @@ parser.add_argument("--batch_size", type=int, default=512) parser.add_argument("--channels", type=int, default=128) parser.add_argument("--aggr", type=str, default="sum") -parser.add_argument("--num_layers", type=int, default=6) +parser.add_argument("--num_layers", type=int, default=2) parser.add_argument("--num_neighbors", type=int, default=512) parser.add_argument("--temporal_strategy", type=str, default="last") parser.add_argument("--max_steps_per_epoch", type=int, default=2000) @@ -122,4 +122,4 @@ num_ground_truth_items = len(grounds_truth_items) # dataset, task, num_layers, num_ground_truth_items, val_num_seen, val_percentage_seen, test_num_seen, test_percentage_seen -print(args.dataset, args.task, args.num_layers, num_ground_truth_items, val_seen, val_seen/val_seen_dst_items, test_seen, test_seen/test_seen_dst_items) \ No newline at end of file +print(args.dataset, args.task, args.num_layers, num_ground_truth_items, val_seen, val_seen/len(val_seen_dst_items), test_seen, test_seen/len(test_seen_dst_items)) \ No newline at end of file From 7949ee545c08259e7604b9112d443915ba9b020f Mon Sep 17 00:00:00 2001 From: Yiwen Yuan Date: Tue, 24 Sep 2024 06:57:39 +0000 Subject: [PATCH 21/38] update --- scripts/subgraph.py | 7 ++++--- 1 file changed, 4 insertions(+), 3 deletions(-) diff --git a/scripts/subgraph.py b/scripts/subgraph.py index 6007060..605131b 100644 --- a/scripts/subgraph.py +++ b/scripts/subgraph.py @@ -25,8 +25,8 @@ parser = argparse.ArgumentParser() -parser.add_argument("--dataset", type=str, default="rel-hm") -parser.add_argument("--task", type=str, default="user-item-purchase") +parser.add_argument("--dataset", type=str, default="rel-avito") +parser.add_argument("--task", type=str, default="user-ad-visit") parser.add_argument("--epochs", type=int, default=20) parser.add_argument("--eval_epochs_interval", type=int, default=1) @@ -76,7 +76,7 @@ ) num_neighbors = [ - int(args.num_neighbors // 2**i) for i in range(args.num_layers) + -1 for i in range(args.num_layers) ] loader_dict: Dict[str, NeighborLoader] = {} @@ -100,6 +100,7 @@ num_workers=args.num_workers, persistent_workers=args.num_workers > 0, ) +train_table = task.get_table(split).df grounds_truth_items = torch.empty(0).to(device) for batch in loader_dict["train"]: batch.to(device) From 1cb012e869a4d9d7374d76b31920f0c52ff12e35 Mon Sep 17 00:00:00 2001 From: Yiwen Yuan Date: Tue, 24 Sep 2024 08:16:15 +0000 Subject: [PATCH 22/38] fix script --- scripts/subgraph.py | 48 ++++++++++++++++++++++++++------------------- 1 file changed, 28 insertions(+), 20 deletions(-) diff --git a/scripts/subgraph.py b/scripts/subgraph.py index 605131b..fe30d1f 100644 --- a/scripts/subgraph.py +++ b/scripts/subgraph.py @@ -100,27 +100,35 @@ num_workers=args.num_workers, persistent_workers=args.num_workers > 0, ) -train_table = task.get_table(split).df -grounds_truth_items = torch.empty(0).to(device) -for batch in loader_dict["train"]: - batch.to(device) - grounds_truth_items = torch.unique(torch.cat((grounds_truth_items, batch[table_input.src_nodes[0]].n_id))) - -val_seen_dst_items = torch.empty(0).to(device) +val_table = task.get_table('val') +val_df = val_table.df +val_seen_percent = [] for batch in loader_dict["val"]: batch.to(device) - val_seen_dst_items = torch.unique(torch.cat((val_seen_dst_items, batch[table_input.src_nodes[0]].n_id))) - -val_seen = len(np.intersect1d(grounds_truth_items.detach().cpu().numpy(), val_seen_dst_items.detach().cpu().numpy())) - -test_seen_dst_items = torch.empty(0).to(device) + # use ID-GNN module + entities = batch[task.src_entity_table]['n_id'] + # get ID-GNN rhs + rhs = batch.n_id_dict[task.dst_entity_table] + df = val_df[val_df[task.src_entity_col].isin(entities.tolist())] + ground_truth = np.concatenate(df[task.dst_entity_col].values) + idgnn_rhs = np.intersect1d(ground_truth, rhs) + percent = len(idgnn_rhs)/len(ground_truth) + val_seen_percent.append(percent) + +test_table = task.get_table('test') +test_df = test_table.df +test_seen_percent = [] for batch in loader_dict["test"]: batch.to(device) - test_seen_dst_items = torch.unique(torch.cat((test_seen_dst_items, batch[table_input.src_nodes[0]].n_id))) - -test_seen = len(np.intersect1d(grounds_truth_items.detach().cpu().numpy(), test_seen_dst_items.detach().cpu().numpy())) - -num_ground_truth_items = len(grounds_truth_items) - -# dataset, task, num_layers, num_ground_truth_items, val_num_seen, val_percentage_seen, test_num_seen, test_percentage_seen -print(args.dataset, args.task, args.num_layers, num_ground_truth_items, val_seen, val_seen/len(val_seen_dst_items), test_seen, test_seen/len(test_seen_dst_items)) \ No newline at end of file + # use ID-GNN module + entities = batch[task.src_entity_table]['n_id'] + # get ID-GNN rhs + rhs = batch.n_id_dict[task.dst_entity_table] + df = test_df[test_df[task.src_entity_col].isin(entities.tolist())] + ground_truth = np.concatenate(df[task.dst_entity_col].values) + idgnn_rhs = np.intersect1d(ground_truth, rhs) + percent = len(idgnn_rhs)/len(ground_truth) + test_seen_percent.append(percent) + + +print(args.dataset, args.task, args.num_layers, sum(val_seen_percent)/len(val_seen_percent), sum(test_seen_percent)/len(test_seen_percent)) \ No newline at end of file From 04332b9d75fb48976524746b3649bb81a06c9baf Mon Sep 17 00:00:00 2001 From: Yiwen Yuan Date: Tue, 24 Sep 2024 08:25:35 +0000 Subject: [PATCH 23/38] fix device --- scripts/subgraph.py | 12 ++++++------ 1 file changed, 6 insertions(+), 6 deletions(-) diff --git a/scripts/subgraph.py b/scripts/subgraph.py index fe30d1f..5e8d683 100644 --- a/scripts/subgraph.py +++ b/scripts/subgraph.py @@ -25,15 +25,15 @@ parser = argparse.ArgumentParser() -parser.add_argument("--dataset", type=str, default="rel-avito") -parser.add_argument("--task", type=str, default="user-ad-visit") +parser.add_argument("--dataset", type=str, default="rel-hm") +parser.add_argument("--task", type=str, default="user-item-purchase") parser.add_argument("--epochs", type=int, default=20) parser.add_argument("--eval_epochs_interval", type=int, default=1) parser.add_argument("--batch_size", type=int, default=512) parser.add_argument("--channels", type=int, default=128) parser.add_argument("--aggr", type=str, default="sum") -parser.add_argument("--num_layers", type=int, default=2) +parser.add_argument("--num_layers", type=int, default=6) parser.add_argument("--num_neighbors", type=int, default=512) parser.add_argument("--temporal_strategy", type=str, default="last") parser.add_argument("--max_steps_per_epoch", type=int, default=2000) @@ -111,7 +111,7 @@ rhs = batch.n_id_dict[task.dst_entity_table] df = val_df[val_df[task.src_entity_col].isin(entities.tolist())] ground_truth = np.concatenate(df[task.dst_entity_col].values) - idgnn_rhs = np.intersect1d(ground_truth, rhs) + idgnn_rhs = np.intersect1d(ground_truth, rhs.cpu()) percent = len(idgnn_rhs)/len(ground_truth) val_seen_percent.append(percent) @@ -126,9 +126,9 @@ rhs = batch.n_id_dict[task.dst_entity_table] df = test_df[test_df[task.src_entity_col].isin(entities.tolist())] ground_truth = np.concatenate(df[task.dst_entity_col].values) - idgnn_rhs = np.intersect1d(ground_truth, rhs) + idgnn_rhs = np.intersect1d(ground_truth, rhs.cpu()) percent = len(idgnn_rhs)/len(ground_truth) test_seen_percent.append(percent) -print(args.dataset, args.task, args.num_layers, sum(val_seen_percent)/len(val_seen_percent), sum(test_seen_percent)/len(test_seen_percent)) \ No newline at end of file +print(args.dataset, args.task, args.num_layers, 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HcmV?d00001 diff --git a/scripts/create_distribution_graph.py b/scripts/create_distribution_graph.py new file mode 100644 index 0000000..58d34e2 --- /dev/null +++ b/scripts/create_distribution_graph.py @@ -0,0 +1,69 @@ +import matplotlib.pyplot as plt +import pandas as pd +df = pd.read_csv('scripts/stats.csv', sep=" ") + +def generate_performance_gain(df): + # Calculate % gain = ((hybrid_test_score - id_test_score) / id_test_score) * 100 + df['val_gain_on_id'] = ((df['hybrid_val_score'] - df['id_val_score']) / df['id_val_score']) + df['val_gain_on_shallow'] = ((df['hybrid_val_score'] - df['shallow_val_score']) / df['shallow_val_score']) + + # Plot the data + plt.figure(figsize=(10, 6)) + plt.scatter(df['val_seen_percent'], df['val_gain_on_id'], color='blue', label='HybridGNN Gain On IDGNN') + + plt.scatter(df['val_seen_percent'], df['val_gain_on_shallow'], color='red', label='HybridGNN Gain On ShallowRHS') + # Add labels and title + plt.xlabel('Validation Seen Percent') + plt.ylabel('Performance Gain') + plt.title('Gain of Hybrid Val Score Over IDGNN/ShallowGNN Val Score vs Validation Seen Percent') + + # Optionally, add grid lines for better readability + plt.grid(True) + + # Show the plot + plt.legend() + plt.show() + plt.savefig(f'distribution_1.png', format='png', + dpi=300) + +def generate_performance_dist(df): + # Calculate % gain = ((hybrid_test_score - id_test_score) / id_test_score) * 100 + df['sum_of_idgnn_shallow'] = df['id_val_score'] + df['shallow_val_score'] + df['dataset_task_layers'] = df['Dataset'] + '-' + df['task'] + '-' + str(df['num_layers']) + '_layers' + df = df.sort_values(by='val_seen_percent') + + # Plot the data + plt.figure(figsize=(10, 6)) + plt.scatter(df['val_seen_percent'], df['sum_of_idgnn_shallow'], color='blue', label='Sum of IDGNN + ShallowRHSGNN') + + plt.scatter(df['val_seen_percent'], df['hybrid_val_score'], color='red', label='HybridGNN') + plt.scatter(df['val_seen_percent'], df['id_val_score'], color='yellow', label='IDGNN') + plt.scatter(df['val_seen_percent'], df['shallow_val_score'], color='green', label='ShallowRHSGNN') + + + + # Customize x-axis labels to show both 'dataset_task' and 'val_seen_percent' + #xticks_labels = [f"{row['dataset_task_layers']}\n{row['val_seen_percent']:.3f}" for _, row in df.iterrows()] + + # Set x-ticks to be val_seen_percent and labels to be the custom labels with dataset-task and val_seen_percent + #plt.xticks(df['val_seen_percent'], xticks_labels, rotation=45, ha='right') + + for x in df['val_seen_percent']: + plt.axvline(x=x, color='gray', linestyle='--', alpha=0.5) + + # Add labels and title + plt.xlabel('Validation Seen Percent') + plt.ylabel('Performance') + plt.title('Performance Comparison') + + # Optionally, add grid lines for better readability + plt.grid(True) + + # Show the plot + plt.legend() + plt.show() + plt.savefig(f'distribution_2.png', format='png', + dpi=300) + +generate_performance_dist(df) +generate_performance_gain(df) \ No newline at end of file diff --git a/scripts/stats.csv b/scripts/stats.csv new file mode 100644 index 0000000..76b1885 --- /dev/null +++ b/scripts/stats.csv @@ -0,0 +1,13 @@ +Dataset task num_layers val_seen_percent test_seen_percent hybrid_val_score hybrid_test_score id_val_score id_test_score shallow_val_score shallow_test_score +rel-amazon user-item-purchase 2 0.08573558224529217 0.08871018079645489 1.88 0.73 0.13 0.10 1.45 0.56 +rel-amazon user-item-purchase 6 0.22687541574305925 0.22447111492754393 2.24 1.82 2.60 2.06 0.52 0.36 +rel-amazon user-item-rate 2 0.08637849020749327 0.0817641860336546 1.01 0.77 0.15 0.12 1.62 0.74 +rel-amazon user-item-rate 6 0.2689463264104126 0.26952727841803914 2.68 2.25 1.61 1.24 0.48 0.46 +rel-amazon user-item-review 2 0.09680724734147615 0.09515364798464698 1.21 0.47 0.11 0.09 1.06 0.40 +rel-amazon user-item-review 6 0.2429680855967445 0.24032112116768253 1.83 1.55 1.86 1.57 0.35 0.23 +rel-avito user-ad-visit 2 0.07993066714026004 0.07267090204429297 5.36 3.64 5.40 3.66 0.0 0.0 +rel-hm user-item-purchase 2 0.3192527531878307 0.3292465866555637 3.00 2.89 2.64 2.81 0.49 0.40 +rel-stack user-post-comment 2 0.46277790292083903 0.4610620864266801 15.22 13.34 15.17 12.72 0.05 0.03 +rel-stack post-post-related 2 0.24829931972789115 0.21727019498607242 8.26 11.18 7.76 10.83 0.65 0.82 +rel-trial condition-sponsor-run 4 0.10567651706273132 0.11457696949294664 11.59 11.65 11.33 11.36 0.88 0.85 +rel-trial site-sponsor-run 4 0.02356079695737341 0.039217535487458224 28.55 28.02 17.47 19.06 12.59 10.66 diff --git a/scripts/subgraph.py b/scripts/subgraph.py index 5e8d683..2b738f4 100644 --- a/scripts/subgraph.py +++ b/scripts/subgraph.py @@ -30,11 +30,11 @@ parser.add_argument("--epochs", type=int, default=20) parser.add_argument("--eval_epochs_interval", type=int, default=1) -parser.add_argument("--batch_size", type=int, default=512) +parser.add_argument("--batch_size", type=int, default=16) parser.add_argument("--channels", type=int, default=128) parser.add_argument("--aggr", type=str, default="sum") -parser.add_argument("--num_layers", type=int, default=6) -parser.add_argument("--num_neighbors", type=int, default=512) +parser.add_argument("--num_layers", type=int, default=2) +parser.add_argument("--num_neighbors", type=int, default=128) parser.add_argument("--temporal_strategy", type=str, default="last") parser.add_argument("--max_steps_per_epoch", type=int, default=2000) parser.add_argument("--num_workers", type=int, default=0) @@ -76,8 +76,8 @@ ) num_neighbors = [ - -1 for i in range(args.num_layers) -] + -1 for i in range(args.num_layers) + ] loader_dict: Dict[str, NeighborLoader] = {} dst_nodes_dict: Dict[str, Tuple[NodeType, Tensor]] = {} @@ -106,7 +106,7 @@ for batch in loader_dict["val"]: batch.to(device) # use ID-GNN module - entities = batch[task.src_entity_table]['n_id'] + entities = batch[task.src_entity_table]['n_id'][:batch_size] # get ID-GNN rhs rhs = batch.n_id_dict[task.dst_entity_table] df = val_df[val_df[task.src_entity_col].isin(entities.tolist())] From 16c2d0d18b714d177cec16244dcab97a9e7a176b Mon Sep 17 00:00:00 2001 From: Yiwen Yuan Date: Sat, 28 Sep 2024 06:18:04 +0000 Subject: [PATCH 25/38] fix --- scripts/subgraph.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/scripts/subgraph.py b/scripts/subgraph.py index 2b738f4..045d1c7 100644 --- a/scripts/subgraph.py +++ b/scripts/subgraph.py @@ -106,7 +106,7 @@ for batch in loader_dict["val"]: batch.to(device) # use ID-GNN module - entities = batch[task.src_entity_table]['n_id'][:batch_size] + entities = batch[task.src_entity_table]['n_id'][:args.batch_size] # get ID-GNN rhs rhs = batch.n_id_dict[task.dst_entity_table] df = val_df[val_df[task.src_entity_col].isin(entities.tolist())] From 0e9bd8eda61c0da6fdf71996733cb5760009be7c Mon Sep 17 00:00:00 2001 From: Yiwen Yuan Date: Sat, 28 Sep 2024 07:15:30 +0000 Subject: [PATCH 26/38] fix issue --- scripts/subgraph.py | 14 +++++++------- 1 file changed, 7 insertions(+), 7 deletions(-) diff --git a/scripts/subgraph.py b/scripts/subgraph.py index 045d1c7..131340a 100644 --- a/scripts/subgraph.py +++ b/scripts/subgraph.py @@ -25,15 +25,15 @@ parser = argparse.ArgumentParser() -parser.add_argument("--dataset", type=str, default="rel-hm") -parser.add_argument("--task", type=str, default="user-item-purchase") +parser.add_argument("--dataset", type=str, default="rel-trial") +parser.add_argument("--task", type=str, default="site-sponsor-run") parser.add_argument("--epochs", type=int, default=20) parser.add_argument("--eval_epochs_interval", type=int, default=1) -parser.add_argument("--batch_size", type=int, default=16) +parser.add_argument("--batch_size", type=int, default=512) parser.add_argument("--channels", type=int, default=128) parser.add_argument("--aggr", type=str, default="sum") -parser.add_argument("--num_layers", type=int, default=2) +parser.add_argument("--num_layers", type=int, default=4) parser.add_argument("--num_neighbors", type=int, default=128) parser.add_argument("--temporal_strategy", type=str, default="last") parser.add_argument("--max_steps_per_epoch", type=int, default=2000) @@ -106,11 +106,11 @@ for batch in loader_dict["val"]: batch.to(device) # use ID-GNN module - entities = batch[task.src_entity_table]['n_id'][:args.batch_size] + entities = batch[task.src_entity_table]['n_id'] # get ID-GNN rhs rhs = batch.n_id_dict[task.dst_entity_table] df = val_df[val_df[task.src_entity_col].isin(entities.tolist())] - ground_truth = np.concatenate(df[task.dst_entity_col].values) + ground_truth = np.unique(np.concatenate(df[task.dst_entity_col].values)) idgnn_rhs = np.intersect1d(ground_truth, rhs.cpu()) percent = len(idgnn_rhs)/len(ground_truth) val_seen_percent.append(percent) @@ -125,7 +125,7 @@ # get ID-GNN rhs rhs = batch.n_id_dict[task.dst_entity_table] df = test_df[test_df[task.src_entity_col].isin(entities.tolist())] - ground_truth = np.concatenate(df[task.dst_entity_col].values) + ground_truth = np.unique(np.concatenate(df[task.dst_entity_col].values)) idgnn_rhs = np.intersect1d(ground_truth, rhs.cpu()) percent = len(idgnn_rhs)/len(ground_truth) test_seen_percent.append(percent) From 7bfd9214881d248af88a1c96dd793f6571a112eb Mon Sep 17 00:00:00 2001 From: Yiwen Yuan Date: Sat, 28 Sep 2024 08:00:03 +0000 Subject: [PATCH 27/38] wip --- distribution_1.png | Bin 143878 -> 392363 bytes scripts/create_distribution_graph.py | 50 ++++++++++++++++++--------- scripts/stats.csv | 17 ++++----- scripts/subgraph.py | 8 ++--- 4 files changed, 44 insertions(+), 31 deletions(-) diff --git a/distribution_1.png b/distribution_1.png index b640000b11033bcb142c1c054415b7fc516cf2a6..0988ebf78a493e7937d7e26a67d5d50d77c3b72f 100644 GIT binary patch literal 392363 zcmeFZXH=D0moHR(M&kL{$QqS_;K<+2hL z)vjDBs_no2x(z=`_Vjkb{}Zy4)UZ>wHnwxTX=6ksf79-cg|(f9>8(=^MmDyl)>gcn z{G2@Or*7NX-LVzs;g^9=dFO-`{A4pf_{sAMi* zRB;L$?{>61T-Nz+n)#XRsU7_He))a>NRix>0hy4 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df['id_val_score']) / df['id_val_score']) df['val_gain_on_shallow'] = ((df['hybrid_val_score'] - df['shallow_val_score']) / df['shallow_val_score']) - + df = df.sort_values(by='val_seen_ratio') + df['val_seen_ratio'] = df['val_seen_ratio'].round(2).astype(str) + df['dataset_task'] = df['Dataset'] + '_' + df['task'] + '_' + df['val_seen_ratio'] + print(df['val_gain_on_id']) # Plot the data plt.figure(figsize=(10, 6)) - plt.scatter(df['val_seen_percent'], df['val_gain_on_id'], color='blue', label='HybridGNN Gain On IDGNN') + plt.scatter(df['dataset_task'], df['val_gain_on_id'], color='blue', label='HybridGNN Gain On IDGNN') + + plt.scatter(df['dataset_task'], df['val_gain_on_shallow'], color='red', label='HybridGNN Gain On ShallowRHS') + + + # Customize x-axis labels to show both 'dataset_task' and 'val_seen_ratio' + #xticks_labels = [f"{row['dataset_task']}_{row['val_seen_ratio']:.2f}" for _, row in df.iterrows()] + + # Set x-ticks to be val_seen_ratio and labels to be the custom labels with dataset-task and val_seen_ratio + #plt.xticks(df['dataset_task'], xticks_labels, rotation=45, ha='right') + plt.xticks(rotation=45, ha='right') - plt.scatter(df['val_seen_percent'], df['val_gain_on_shallow'], color='red', label='HybridGNN Gain On ShallowRHS') + #for x in df['val_seen_ratio']: + # plt.axvline(x=x, color='gray', linestyle='--', alpha=0.5) # Add labels and title - plt.xlabel('Validation Seen Percent') + plt.xlabel('Dataset_Task_{RHS seen in training}') plt.ylabel('Performance Gain') - plt.title('Gain of Hybrid Val Score Over IDGNN/ShallowGNN Val Score vs Validation Seen Percent') + plt.yscale('symlog', linthresh=0.1) + plt.title('Gain of Hybrid Val Score Over IDGNN/ShallowGNN Val Score vs Validation Seen ratio') # Optionally, add grid lines for better readability plt.grid(True) + plt.subplots_adjust(bottom=0.4) # Show the plot plt.legend() @@ -30,29 +46,29 @@ def generate_performance_dist(df): # Calculate % gain = ((hybrid_test_score - id_test_score) / id_test_score) * 100 df['sum_of_idgnn_shallow'] = df['id_val_score'] + df['shallow_val_score'] df['dataset_task_layers'] = df['Dataset'] + '-' + df['task'] + '-' + str(df['num_layers']) + '_layers' - df = df.sort_values(by='val_seen_percent') + df = df.sort_values(by='val_seen_ratio') # Plot the data plt.figure(figsize=(10, 6)) - plt.scatter(df['val_seen_percent'], df['sum_of_idgnn_shallow'], color='blue', label='Sum of IDGNN + ShallowRHSGNN') + plt.scatter(df['val_seen_ratio'], df['sum_of_idgnn_shallow'], color='blue', label='Sum of IDGNN + ShallowRHSGNN') - plt.scatter(df['val_seen_percent'], df['hybrid_val_score'], color='red', label='HybridGNN') - plt.scatter(df['val_seen_percent'], df['id_val_score'], color='yellow', label='IDGNN') - plt.scatter(df['val_seen_percent'], df['shallow_val_score'], color='green', label='ShallowRHSGNN') + plt.scatter(df['val_seen_ratio'], df['hybrid_val_score'], color='red', label='HybridGNN') + plt.scatter(df['val_seen_ratio'], df['id_val_score'], color='yellow', label='IDGNN') + plt.scatter(df['val_seen_ratio'], df['shallow_val_score'], color='green', label='ShallowRHSGNN') - # Customize x-axis labels to show both 'dataset_task' and 'val_seen_percent' - #xticks_labels = [f"{row['dataset_task_layers']}\n{row['val_seen_percent']:.3f}" for _, row in df.iterrows()] + # Customize x-axis labels to show both 'dataset_task' and 'val_seen_ratio' + #xticks_labels = [f"{row['dataset_task_layers']}\n{row['val_seen_ratio']:.3f}" for _, row in df.iterrows()] - # Set x-ticks to be val_seen_percent and labels to be the custom labels with dataset-task and val_seen_percent - #plt.xticks(df['val_seen_percent'], xticks_labels, rotation=45, ha='right') + # Set x-ticks to be val_seen_ratio and labels to be the custom labels with dataset-task and val_seen_ratio + #plt.xticks(df['val_seen_ratio'], xticks_labels, rotation=45, ha='right') - for x in df['val_seen_percent']: + for x in df['val_seen_ratio']: plt.axvline(x=x, color='gray', linestyle='--', alpha=0.5) # Add labels and title - plt.xlabel('Validation Seen Percent') + plt.xlabel('Validation Seen ratio') plt.ylabel('Performance') plt.title('Performance Comparison') @@ -65,5 +81,5 @@ def generate_performance_dist(df): plt.savefig(f'distribution_2.png', format='png', dpi=300) -generate_performance_dist(df) +#generate_performance_dist(df) generate_performance_gain(df) \ No newline at end of file diff --git a/scripts/stats.csv b/scripts/stats.csv index 76b1885..5131234 100644 --- a/scripts/stats.csv +++ b/scripts/stats.csv @@ -1,13 +1,10 @@ -Dataset task num_layers val_seen_percent test_seen_percent hybrid_val_score hybrid_test_score id_val_score id_test_score shallow_val_score shallow_test_score -rel-amazon user-item-purchase 2 0.08573558224529217 0.08871018079645489 1.88 0.73 0.13 0.10 1.45 0.56 +Dataset task num_layers val_seen_ratio test_seen_ratio hybrid_val_score hybrid_test_score id_val_score id_test_score shallow_val_score shallow_test_score rel-amazon user-item-purchase 6 0.22687541574305925 0.22447111492754393 2.24 1.82 2.60 2.06 0.52 0.36 -rel-amazon user-item-rate 2 0.08637849020749327 0.0817641860336546 1.01 0.77 0.15 0.12 1.62 0.74 rel-amazon user-item-rate 6 0.2689463264104126 0.26952727841803914 2.68 2.25 1.61 1.24 0.48 0.46 -rel-amazon user-item-review 2 0.09680724734147615 0.09515364798464698 1.21 0.47 0.11 0.09 1.06 0.40 rel-amazon user-item-review 6 0.2429680855967445 0.24032112116768253 1.83 1.55 1.86 1.57 0.35 0.23 -rel-avito user-ad-visit 2 0.07993066714026004 0.07267090204429297 5.36 3.64 5.40 3.66 0.0 0.0 -rel-hm user-item-purchase 2 0.3192527531878307 0.3292465866555637 3.00 2.89 2.64 2.81 0.49 0.40 -rel-stack user-post-comment 2 0.46277790292083903 0.4610620864266801 15.22 13.34 15.17 12.72 0.05 0.03 -rel-stack post-post-related 2 0.24829931972789115 0.21727019498607242 8.26 11.18 7.76 10.83 0.65 0.82 -rel-trial condition-sponsor-run 4 0.10567651706273132 0.11457696949294664 11.59 11.65 11.33 11.36 0.88 0.85 -rel-trial site-sponsor-run 4 0.02356079695737341 0.039217535487458224 28.55 28.02 17.47 19.06 12.59 10.66 +rel-avito user-ad-visit 2 0.08020084060034452 0.07282425918904716 5.36 3.64 5.40 3.66 0.0 0.0 +rel-hm user-item-purchase 2 0.408935539798122 0.4162255095083149 3.00 2.89 2.64 2.81 0.49 0.40 +rel-stack user-post-comment 2 0.5231527464258842 0.5191178506333203 15.22 13.34 15.17 12.72 0.05 0.03 +rel-stack post-post-related 2 0.27340823970037453 0.2422360248447205 8.26 11.18 7.76 10.83 0.65 0.82 +rel-trial condition-sponsor-run 4 0.41661268496235426 0.44739201289677444 11.59 11.65 11.33 11.36 0.88 0.85 +rel-trial site-sponsor-run 4 0.17540790301876907 0.21470971794063867 28.55 28.02 17.47 19.06 12.59 10.66 diff --git a/scripts/subgraph.py b/scripts/subgraph.py index 131340a..b3b313d 100644 --- a/scripts/subgraph.py +++ b/scripts/subgraph.py @@ -25,15 +25,15 @@ parser = argparse.ArgumentParser() -parser.add_argument("--dataset", type=str, default="rel-trial") -parser.add_argument("--task", type=str, default="site-sponsor-run") +parser.add_argument("--dataset", type=str, default="rel-amazon") +parser.add_argument("--task", type=str, default="user-item-review") parser.add_argument("--epochs", type=int, default=20) parser.add_argument("--eval_epochs_interval", type=int, default=1) -parser.add_argument("--batch_size", type=int, default=512) +parser.add_argument("--batch_size", type=int, default=32) parser.add_argument("--channels", type=int, default=128) parser.add_argument("--aggr", type=str, default="sum") -parser.add_argument("--num_layers", type=int, default=4) +parser.add_argument("--num_layers", type=int, default=6) parser.add_argument("--num_neighbors", type=int, default=128) parser.add_argument("--temporal_strategy", type=str, default="last") parser.add_argument("--max_steps_per_epoch", type=int, default=2000) From 002f98b802e8249112a2dfa99a6fc2363fe3e4bf Mon Sep 17 00:00:00 2001 From: Yiwen Yuan Date: Mon, 30 Sep 2024 19:20:35 +0000 Subject: [PATCH 28/38] wiwip --- 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