From 40af09517d65213a3b94189f5226933256c2f0c9 Mon Sep 17 00:00:00 2001 From: Devesh Sarda Date: Sun, 25 Feb 2024 19:30:29 +0000 Subject: [PATCH] Simulator code --- simulator/arvix_sampling_in_mem_benchmark.csv | 46 ++++++ simulator/arvix_sampling_in_mem_benchmark.png | Bin 0 -> 58031 bytes .../arvix_1_hop_0.5_in_mem.json | 1 + .../arvix_1_hop_1.0_in_mem.json | 1 + .../arvix_1_hop_1.5_in_mem.json | 1 + .../arvix_1_hop_100_in_mem.json | 1 + .../arvix_1_hop_10_in_mem.json | 1 + .../arvix_1_hop_2.0_in_mem.json | 1 + .../arvix_1_hop_2.5_in_mem.json | 1 + .../arvix_1_hop_25_in_mem.json | 1 + .../arvix_1_hop_3.0_in_mem.json | 1 + .../arvix_1_hop_3.5_in_mem.json | 1 + .../arvix_1_hop_4.0_in_mem.json | 1 + .../arvix_1_hop_4.5_in_mem.json | 1 + .../arvix_1_hop_5.0_in_mem.json | 1 + .../arvix_1_hop_50_in_mem.json | 1 + .../arvix_1_hop_75_in_mem.json | 1 + .../arvix_2_hop_0.5_in_mem.json | 1 + .../arvix_2_hop_1.0_in_mem.json | 1 + .../arvix_2_hop_1.5_in_mem.json | 1 + .../arvix_2_hop_100_in_mem.json | 1 + .../arvix_2_hop_10_in_mem.json | 1 + .../arvix_2_hop_2.0_in_mem.json | 1 + .../arvix_2_hop_2.5_in_mem.json | 1 + .../arvix_2_hop_25_in_mem.json | 1 + .../arvix_2_hop_3.0_in_mem.json | 1 + .../arvix_2_hop_3.5_in_mem.json | 1 + .../arvix_2_hop_4.0_in_mem.json | 1 + .../arvix_2_hop_4.5_in_mem.json | 1 + .../arvix_2_hop_5.0_in_mem.json | 1 + .../arvix_2_hop_50_in_mem.json | 1 + .../arvix_2_hop_75_in_mem.json | 1 + .../arvix_3_hop_0.5_in_mem.json | 1 + .../arvix_3_hop_1.0_in_mem.json | 1 + .../arvix_3_hop_1.5_in_mem.json | 1 + .../arvix_3_hop_100_in_mem.json | 1 + .../arvix_3_hop_10_in_mem.json | 1 + .../arvix_3_hop_2.0_in_mem.json | 1 + .../arvix_3_hop_2.5_in_mem.json | 1 + .../arvix_3_hop_25_in_mem.json | 1 + .../arvix_3_hop_3.0_in_mem.json | 1 + .../arvix_3_hop_3.5_in_mem.json | 1 + .../arvix_3_hop_4.0_in_mem.json | 1 + .../arvix_3_hop_4.5_in_mem.json | 1 + .../arvix_3_hop_5.0_in_mem.json | 1 + .../arvix_3_hop_50_in_mem.json | 1 + .../arvix_3_hop_75_in_mem.json | 1 + simulator/configs/arvix_linear.json | 3 +- ...vix_metis.json => arvix_linear_2_hop.json} | 6 +- .../configs/arvix_linear_2_hop_in_mem.json | 12 ++ ...neighbors.json => arvix_linear_3_hop.json} | 6 +- .../configs/arvix_linear_3_hop_5_in_mem.json | 12 ++ .../configs/arvix_linear_3_hop_in_mem.json | 12 ++ simulator/configs/arvix_linear_in_mem.json | 4 +- simulator/configs/arvix_random.json | 9 -- simulator/configs/products_linear.json | 2 +- simulator/configs/products_linear_3_hop.json | 12 ++ .../images/arvix_linear_3_hop_5_in_mem.json | 1 + .../images/arvix_linear_3_hop_5_in_mem.png | Bin 0 -> 69088 bytes simulator/images/products_linear.png | Bin 63278 -> 0 bytes simulator/main.py | 143 +++++++++++++----- .../arvix_1_hop_0.5_in_mem.json | 1 + .../arvix_1_hop_0.5_in_mem.png | Bin 0 -> 67552 bytes .../arvix_1_hop_1.0_in_mem.json | 1 + .../arvix_1_hop_1.0_in_mem.png | Bin 0 -> 69866 bytes .../arvix_1_hop_1.5_in_mem.json | 1 + .../arvix_1_hop_1.5_in_mem.png | Bin 0 -> 70010 bytes .../arvix_1_hop_100_in_mem.json | 1 + .../arvix_1_hop_100_in_mem.png | Bin 0 -> 60681 bytes .../arvix_1_hop_10_in_mem.json | 1 + .../arvix_1_hop_10_in_mem.png | Bin 0 -> 68184 bytes .../arvix_1_hop_2.0_in_mem.json | 1 + .../arvix_1_hop_2.0_in_mem.png | Bin 0 -> 67569 bytes .../arvix_1_hop_2.5_in_mem.json | 1 + .../arvix_1_hop_2.5_in_mem.png | Bin 0 -> 68177 bytes .../arvix_1_hop_25_in_mem.json | 1 + .../arvix_1_hop_25_in_mem.png | Bin 0 -> 66823 bytes .../arvix_1_hop_3.0_in_mem.json | 1 + .../arvix_1_hop_3.0_in_mem.png | Bin 0 -> 67619 bytes .../arvix_1_hop_3.5_in_mem.json | 1 + .../arvix_1_hop_3.5_in_mem.png | Bin 0 -> 67614 bytes .../arvix_1_hop_4.0_in_mem.json | 1 + .../arvix_1_hop_4.0_in_mem.png | Bin 0 -> 67508 bytes .../arvix_1_hop_4.5_in_mem.json | 1 + .../arvix_1_hop_4.5_in_mem.png | Bin 0 -> 67789 bytes .../arvix_1_hop_5.0_in_mem.json | 1 + .../arvix_1_hop_5.0_in_mem.png | Bin 0 -> 68234 bytes .../arvix_1_hop_50_in_mem.json | 1 + .../arvix_1_hop_50_in_mem.png | Bin 0 -> 59883 bytes .../arvix_1_hop_75_in_mem.json | 1 + .../arvix_1_hop_75_in_mem.png | Bin 0 -> 60715 bytes .../arvix_2_hop_0.5_in_mem.json | 1 + .../arvix_2_hop_0.5_in_mem.png | Bin 0 -> 69437 bytes .../arvix_2_hop_1.0_in_mem.json | 1 + .../arvix_2_hop_1.0_in_mem.png | Bin 0 -> 68290 bytes .../arvix_2_hop_1.5_in_mem.json | 1 + .../arvix_2_hop_1.5_in_mem.png | Bin 0 -> 68261 bytes .../arvix_2_hop_100_in_mem.json | 1 + .../arvix_2_hop_100_in_mem.png | Bin 0 -> 60673 bytes .../arvix_2_hop_10_in_mem.json | 1 + .../arvix_2_hop_10_in_mem.png | Bin 0 -> 67988 bytes .../arvix_2_hop_2.0_in_mem.json | 1 + .../arvix_2_hop_2.0_in_mem.png | Bin 0 -> 68630 bytes .../arvix_2_hop_2.5_in_mem.json | 1 + .../arvix_2_hop_2.5_in_mem.png | Bin 0 -> 68929 bytes .../arvix_2_hop_25_in_mem.json | 1 + .../arvix_2_hop_25_in_mem.png | Bin 0 -> 68882 bytes .../arvix_2_hop_3.0_in_mem.json | 1 + .../arvix_2_hop_3.0_in_mem.png | Bin 0 -> 67848 bytes .../arvix_2_hop_3.5_in_mem.json | 1 + .../arvix_2_hop_3.5_in_mem.png | Bin 0 -> 67914 bytes .../arvix_2_hop_4.0_in_mem.json | 1 + .../arvix_2_hop_4.0_in_mem.png | Bin 0 -> 68752 bytes .../arvix_2_hop_4.5_in_mem.json | 1 + .../arvix_2_hop_4.5_in_mem.png | Bin 0 -> 68925 bytes .../arvix_2_hop_5.0_in_mem.json | 1 + .../arvix_2_hop_5.0_in_mem.png | Bin 0 -> 68388 bytes .../arvix_2_hop_50_in_mem.json | 1 + .../arvix_2_hop_50_in_mem.png | Bin 0 -> 60560 bytes .../arvix_2_hop_75_in_mem.json | 1 + .../arvix_2_hop_75_in_mem.png | Bin 0 -> 60776 bytes .../arvix_3_hop_0.5_in_mem.json | 1 + .../arvix_3_hop_0.5_in_mem.png | Bin 0 -> 69794 bytes .../arvix_3_hop_1.0_in_mem.json | 1 + .../arvix_3_hop_1.0_in_mem.png | Bin 0 -> 69597 bytes .../arvix_3_hop_1.5_in_mem.json | 1 + .../arvix_3_hop_1.5_in_mem.png | Bin 0 -> 69658 bytes .../arvix_3_hop_100_in_mem.json | 1 + .../arvix_3_hop_100_in_mem.png | Bin 0 -> 61009 bytes .../arvix_3_hop_10_in_mem.json | 1 + .../arvix_3_hop_10_in_mem.png | Bin 0 -> 68788 bytes .../arvix_3_hop_2.0_in_mem.json | 1 + .../arvix_3_hop_2.0_in_mem.png | Bin 0 -> 68742 bytes .../arvix_3_hop_2.5_in_mem.json | 1 + .../arvix_3_hop_2.5_in_mem.png | Bin 0 -> 68560 bytes .../arvix_3_hop_25_in_mem.json | 1 + .../arvix_3_hop_25_in_mem.png | Bin 0 -> 68507 bytes .../arvix_3_hop_3.0_in_mem.json | 1 + .../arvix_3_hop_3.0_in_mem.png | Bin 0 -> 68991 bytes .../arvix_3_hop_3.5_in_mem.json | 1 + .../arvix_3_hop_3.5_in_mem.png | Bin 0 -> 69181 bytes .../arvix_3_hop_4.0_in_mem.json | 1 + .../arvix_3_hop_4.0_in_mem.png | Bin 0 -> 69016 bytes .../arvix_3_hop_4.5_in_mem.json | 1 + .../arvix_3_hop_4.5_in_mem.png | Bin 0 -> 68861 bytes .../arvix_3_hop_5.0_in_mem.json | 1 + .../arvix_3_hop_5.0_in_mem.png | Bin 0 -> 68955 bytes .../arvix_3_hop_50_in_mem.json | 1 + .../arvix_3_hop_50_in_mem.png | Bin 0 -> 60585 bytes .../arvix_3_hop_75_in_mem.json | 1 + .../arvix_3_hop_75_in_mem.png | Bin 0 -> 60997 bytes simulator/results/products_linear_3_hop.json | 13 ++ simulator/results/products_linear_3_hop.png | Bin 0 -> 59181 bytes simulator/runner.py | 89 +++++++++++ simulator/src/dataset_loader.py | 16 +- simulator/src/in_mem_storage.py | 8 +- simulator/src/metrics.py | 19 +++ simulator/src/sampler.py | 88 +++++++++-- simulator/src/visualizer.py | 35 ++++- 159 files changed, 544 insertions(+), 82 deletions(-) create mode 100644 simulator/arvix_sampling_in_mem_benchmark.csv create mode 100644 simulator/arvix_sampling_in_mem_benchmark.png create mode 100644 simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_0.5_in_mem.json create mode 100644 simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_1.0_in_mem.json create mode 100644 simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_1.5_in_mem.json create mode 100644 simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_100_in_mem.json create mode 100644 simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_10_in_mem.json create mode 100644 simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_2.0_in_mem.json create mode 100644 simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_2.5_in_mem.json create mode 100644 simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_25_in_mem.json create mode 100644 simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_3.0_in_mem.json create mode 100644 simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_3.5_in_mem.json create mode 100644 simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_4.0_in_mem.json create mode 100644 simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_4.5_in_mem.json create mode 100644 simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_5.0_in_mem.json create mode 100644 simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_50_in_mem.json create mode 100644 simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_75_in_mem.json create mode 100644 simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_0.5_in_mem.json create mode 100644 simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_1.0_in_mem.json create mode 100644 simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_1.5_in_mem.json create mode 100644 simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_100_in_mem.json create mode 100644 simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_10_in_mem.json create mode 100644 simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_2.0_in_mem.json create mode 100644 simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_2.5_in_mem.json create mode 100644 simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_25_in_mem.json create mode 100644 simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_3.0_in_mem.json create mode 100644 simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_3.5_in_mem.json create mode 100644 simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_4.0_in_mem.json create mode 100644 simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_4.5_in_mem.json create mode 100644 simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_5.0_in_mem.json create mode 100644 simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_50_in_mem.json create mode 100644 simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_75_in_mem.json create mode 100644 simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_0.5_in_mem.json create mode 100644 simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_1.0_in_mem.json create mode 100644 simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_1.5_in_mem.json create mode 100644 simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_100_in_mem.json create mode 100644 simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_10_in_mem.json create mode 100644 simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_2.0_in_mem.json create mode 100644 simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_2.5_in_mem.json create mode 100644 simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_25_in_mem.json create mode 100644 simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_3.0_in_mem.json create mode 100644 simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_3.5_in_mem.json create mode 100644 simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_4.0_in_mem.json create mode 100644 simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_4.5_in_mem.json create mode 100644 simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_5.0_in_mem.json create mode 100644 simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_50_in_mem.json create mode 100644 simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_75_in_mem.json mode change 100755 => 100644 simulator/configs/arvix_linear.json rename simulator/configs/{arvix_metis.json => arvix_linear_2_hop.json} (63%) mode change 100755 => 100644 create mode 100644 simulator/configs/arvix_linear_2_hop_in_mem.json rename simulator/configs/{arvix_neighbors.json => arvix_linear_3_hop.json} (63%) mode change 100755 => 100644 create mode 100644 simulator/configs/arvix_linear_3_hop_5_in_mem.json create mode 100644 simulator/configs/arvix_linear_3_hop_in_mem.json delete mode 100755 simulator/configs/arvix_random.json create mode 100644 simulator/configs/products_linear_3_hop.json create mode 100644 simulator/images/arvix_linear_3_hop_5_in_mem.json create mode 100644 simulator/images/arvix_linear_3_hop_5_in_mem.png delete mode 100644 simulator/images/products_linear.png create mode 100644 simulator/results/arvix_in_mem_benchmark/arvix_1_hop_0.5_in_mem.json create mode 100644 simulator/results/arvix_in_mem_benchmark/arvix_1_hop_0.5_in_mem.png create mode 100644 simulator/results/arvix_in_mem_benchmark/arvix_1_hop_1.0_in_mem.json create mode 100644 simulator/results/arvix_in_mem_benchmark/arvix_1_hop_1.0_in_mem.png create mode 100644 simulator/results/arvix_in_mem_benchmark/arvix_1_hop_1.5_in_mem.json create mode 100644 simulator/results/arvix_in_mem_benchmark/arvix_1_hop_1.5_in_mem.png create mode 100644 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b/simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_1.0_in_mem.json @@ -0,0 +1 @@ +{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 1, "top_percent_in_mem": 1.0} \ No newline at end of file diff --git a/simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_1.5_in_mem.json b/simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_1.5_in_mem.json new file mode 100644 index 00000000..b86fe549 --- /dev/null +++ b/simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_1.5_in_mem.json @@ -0,0 +1 @@ +{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 1, "top_percent_in_mem": 1.5} \ No newline at end of file diff --git a/simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_100_in_mem.json b/simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_100_in_mem.json new file mode 100644 index 00000000..868d649f --- /dev/null +++ b/simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_100_in_mem.json @@ -0,0 +1 @@ +{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 1, "top_percent_in_mem": 100} \ No newline at end of file diff --git a/simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_10_in_mem.json b/simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_10_in_mem.json new file mode 100644 index 00000000..6c1a226f --- /dev/null +++ b/simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_10_in_mem.json @@ -0,0 +1 @@ +{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 1, "top_percent_in_mem": 10} \ No newline at end of file diff --git a/simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_2.0_in_mem.json b/simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_2.0_in_mem.json new file mode 100644 index 00000000..493586b9 --- /dev/null +++ b/simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_2.0_in_mem.json @@ -0,0 +1 @@ +{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 1, "top_percent_in_mem": 2.0} \ No newline at end of file diff --git a/simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_2.5_in_mem.json b/simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_2.5_in_mem.json new file mode 100644 index 00000000..0870fdd6 --- /dev/null +++ b/simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_2.5_in_mem.json @@ -0,0 +1 @@ +{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 1, "top_percent_in_mem": 2.5} \ No newline at end of file diff --git a/simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_25_in_mem.json b/simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_25_in_mem.json new file mode 100644 index 00000000..60e17a50 --- /dev/null +++ b/simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_25_in_mem.json @@ -0,0 +1 @@ +{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 1, "top_percent_in_mem": 25} \ No newline at end of file diff --git a/simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_3.0_in_mem.json b/simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_3.0_in_mem.json new file mode 100644 index 00000000..3d89ab3a --- /dev/null +++ b/simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_3.0_in_mem.json @@ -0,0 +1 @@ +{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 1, "top_percent_in_mem": 3.0} \ No newline at end of file diff --git a/simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_3.5_in_mem.json b/simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_3.5_in_mem.json new file mode 100644 index 00000000..c3db9add --- /dev/null +++ b/simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_3.5_in_mem.json @@ -0,0 +1 @@ +{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 1, "top_percent_in_mem": 3.5} \ No newline at end of file diff --git a/simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_4.0_in_mem.json b/simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_4.0_in_mem.json new file mode 100644 index 00000000..058bc032 --- /dev/null +++ b/simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_4.0_in_mem.json @@ -0,0 +1 @@ +{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 1, "top_percent_in_mem": 4.0} \ No newline at end of file diff --git a/simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_4.5_in_mem.json b/simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_4.5_in_mem.json new file mode 100644 index 00000000..665ddc48 --- /dev/null +++ b/simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_4.5_in_mem.json @@ -0,0 +1 @@ +{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 1, "top_percent_in_mem": 4.5} \ No newline at end of file diff --git a/simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_5.0_in_mem.json b/simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_5.0_in_mem.json new file mode 100644 index 00000000..12ac872f --- /dev/null +++ b/simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_5.0_in_mem.json @@ -0,0 +1 @@ +{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 1, "top_percent_in_mem": 5.0} \ No newline at end of file diff --git a/simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_50_in_mem.json b/simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_50_in_mem.json new file mode 100644 index 00000000..d3103824 --- /dev/null +++ b/simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_50_in_mem.json @@ -0,0 +1 @@ +{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 1, "top_percent_in_mem": 50} \ No newline at end of file diff --git a/simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_75_in_mem.json b/simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_75_in_mem.json new file mode 100644 index 00000000..2426b10b --- /dev/null +++ b/simulator/configs/arvix_in_mem_benchmark/arvix_1_hop_75_in_mem.json @@ -0,0 +1 @@ +{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 1, "top_percent_in_mem": 75} \ No newline at end of file diff --git a/simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_0.5_in_mem.json b/simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_0.5_in_mem.json new file mode 100644 index 00000000..c9daa2c7 --- /dev/null +++ b/simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_0.5_in_mem.json @@ -0,0 +1 @@ +{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 2, "top_percent_in_mem": 0.5} \ No newline at end of file diff --git a/simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_1.0_in_mem.json b/simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_1.0_in_mem.json new file mode 100644 index 00000000..51a6aee5 --- /dev/null +++ b/simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_1.0_in_mem.json @@ -0,0 +1 @@ +{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 2, "top_percent_in_mem": 1.0} \ No newline at end of file diff --git a/simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_1.5_in_mem.json b/simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_1.5_in_mem.json new file mode 100644 index 00000000..57ef8e11 --- /dev/null +++ b/simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_1.5_in_mem.json @@ -0,0 +1 @@ +{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 2, "top_percent_in_mem": 1.5} \ No newline at end of file diff --git a/simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_100_in_mem.json b/simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_100_in_mem.json new file mode 100644 index 00000000..32b61052 --- /dev/null +++ b/simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_100_in_mem.json @@ -0,0 +1 @@ +{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 2, "top_percent_in_mem": 100} \ No newline at end of file diff --git a/simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_10_in_mem.json b/simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_10_in_mem.json new file mode 100644 index 00000000..b1848a54 --- /dev/null +++ b/simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_10_in_mem.json @@ -0,0 +1 @@ +{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 2, "top_percent_in_mem": 10} \ No newline at end of file diff --git a/simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_2.0_in_mem.json b/simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_2.0_in_mem.json new file mode 100644 index 00000000..e7858c80 --- /dev/null +++ b/simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_2.0_in_mem.json @@ -0,0 +1 @@ +{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 2, "top_percent_in_mem": 2.0} \ No newline at end of file diff --git a/simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_2.5_in_mem.json b/simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_2.5_in_mem.json new file mode 100644 index 00000000..79ee2a3c --- /dev/null +++ b/simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_2.5_in_mem.json @@ -0,0 +1 @@ +{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 2, "top_percent_in_mem": 2.5} \ No newline at end of file diff --git a/simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_25_in_mem.json b/simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_25_in_mem.json new file mode 100644 index 00000000..79f495d3 --- /dev/null +++ b/simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_25_in_mem.json @@ -0,0 +1 @@ +{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 2, "top_percent_in_mem": 25} \ No newline at end of file diff --git a/simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_3.0_in_mem.json b/simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_3.0_in_mem.json new file mode 100644 index 00000000..e09c5b28 --- /dev/null +++ b/simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_3.0_in_mem.json @@ -0,0 +1 @@ +{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 2, "top_percent_in_mem": 3.0} \ No newline at end of file diff --git a/simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_3.5_in_mem.json b/simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_3.5_in_mem.json new file mode 100644 index 00000000..f189d96a --- /dev/null +++ b/simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_3.5_in_mem.json @@ -0,0 +1 @@ +{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 2, "top_percent_in_mem": 3.5} \ No newline at end of file diff --git a/simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_4.0_in_mem.json b/simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_4.0_in_mem.json new file mode 100644 index 00000000..0b10d464 --- /dev/null +++ b/simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_4.0_in_mem.json @@ -0,0 +1 @@ +{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 2, "top_percent_in_mem": 4.0} \ No newline at end of file diff --git a/simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_4.5_in_mem.json b/simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_4.5_in_mem.json new file mode 100644 index 00000000..8258c2b6 --- /dev/null +++ b/simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_4.5_in_mem.json @@ -0,0 +1 @@ +{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 2, "top_percent_in_mem": 4.5} \ No newline at end of file diff --git a/simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_5.0_in_mem.json b/simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_5.0_in_mem.json new file mode 100644 index 00000000..217c7664 --- /dev/null +++ b/simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_5.0_in_mem.json @@ -0,0 +1 @@ +{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 2, "top_percent_in_mem": 5.0} \ No newline at end of file diff --git a/simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_50_in_mem.json b/simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_50_in_mem.json new file mode 100644 index 00000000..2c06ec35 --- /dev/null +++ b/simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_50_in_mem.json @@ -0,0 +1 @@ +{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 2, "top_percent_in_mem": 50} \ No newline at end of file diff --git a/simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_75_in_mem.json b/simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_75_in_mem.json new file mode 100644 index 00000000..fee9b681 --- /dev/null +++ b/simulator/configs/arvix_in_mem_benchmark/arvix_2_hop_75_in_mem.json @@ -0,0 +1 @@ +{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 2, "top_percent_in_mem": 75} \ No newline at end of file diff --git a/simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_0.5_in_mem.json b/simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_0.5_in_mem.json new file mode 100644 index 00000000..64daecc5 --- /dev/null +++ b/simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_0.5_in_mem.json @@ -0,0 +1 @@ +{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 3, "top_percent_in_mem": 0.5} \ No newline at end of file diff --git a/simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_1.0_in_mem.json b/simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_1.0_in_mem.json new file mode 100644 index 00000000..f628aa1c --- /dev/null +++ b/simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_1.0_in_mem.json @@ -0,0 +1 @@ +{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 3, "top_percent_in_mem": 1.0} \ No newline at end of file diff --git a/simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_1.5_in_mem.json b/simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_1.5_in_mem.json new file mode 100644 index 00000000..024ee95d --- /dev/null +++ b/simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_1.5_in_mem.json @@ -0,0 +1 @@ +{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 3, "top_percent_in_mem": 1.5} \ No newline at end of file diff --git a/simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_100_in_mem.json b/simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_100_in_mem.json new file mode 100644 index 00000000..5858210e --- /dev/null +++ b/simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_100_in_mem.json @@ -0,0 +1 @@ +{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 3, "top_percent_in_mem": 100} \ No newline at end of file diff --git a/simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_10_in_mem.json b/simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_10_in_mem.json new file mode 100644 index 00000000..0a8f495e --- /dev/null +++ b/simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_10_in_mem.json @@ -0,0 +1 @@ +{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 3, "top_percent_in_mem": 10} \ No newline at end of file diff --git a/simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_2.0_in_mem.json b/simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_2.0_in_mem.json new file mode 100644 index 00000000..3e4a71e6 --- /dev/null +++ b/simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_2.0_in_mem.json @@ -0,0 +1 @@ +{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 3, "top_percent_in_mem": 2.0} \ No newline at end of file diff --git a/simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_2.5_in_mem.json b/simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_2.5_in_mem.json new file mode 100644 index 00000000..215de54d --- /dev/null +++ b/simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_2.5_in_mem.json @@ -0,0 +1 @@ +{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 3, "top_percent_in_mem": 2.5} \ No newline at end of file diff --git a/simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_25_in_mem.json b/simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_25_in_mem.json new file mode 100644 index 00000000..a68a9f94 --- /dev/null +++ b/simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_25_in_mem.json @@ -0,0 +1 @@ +{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 3, "top_percent_in_mem": 25} \ No newline at end of file diff --git a/simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_3.0_in_mem.json b/simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_3.0_in_mem.json new file mode 100644 index 00000000..fa866a62 --- /dev/null +++ b/simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_3.0_in_mem.json @@ -0,0 +1 @@ +{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 3, "top_percent_in_mem": 3.0} \ No newline at end of file diff --git a/simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_3.5_in_mem.json b/simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_3.5_in_mem.json new file mode 100644 index 00000000..652e5a54 --- /dev/null +++ b/simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_3.5_in_mem.json @@ -0,0 +1 @@ +{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 3, "top_percent_in_mem": 3.5} \ No newline at end of file diff --git a/simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_4.0_in_mem.json b/simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_4.0_in_mem.json new file mode 100644 index 00000000..c4097c4f --- /dev/null +++ b/simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_4.0_in_mem.json @@ -0,0 +1 @@ +{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 3, "top_percent_in_mem": 4.0} \ No newline at end of file diff --git a/simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_4.5_in_mem.json b/simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_4.5_in_mem.json new file mode 100644 index 00000000..65440a4f --- /dev/null +++ b/simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_4.5_in_mem.json @@ -0,0 +1 @@ +{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 3, "top_percent_in_mem": 4.5} \ No newline at end of file diff --git a/simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_5.0_in_mem.json b/simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_5.0_in_mem.json new file mode 100644 index 00000000..6f74863a --- /dev/null +++ b/simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_5.0_in_mem.json @@ -0,0 +1 @@ +{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 3, "top_percent_in_mem": 5.0} \ No newline at end of file diff --git a/simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_50_in_mem.json b/simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_50_in_mem.json new file mode 100644 index 00000000..eac0e0c9 --- /dev/null +++ b/simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_50_in_mem.json @@ -0,0 +1 @@ +{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 3, "top_percent_in_mem": 50} \ No newline at end of file diff --git a/simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_75_in_mem.json b/simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_75_in_mem.json new file mode 100644 index 00000000..77b6d77d --- /dev/null +++ b/simulator/configs/arvix_in_mem_benchmark/arvix_3_hop_75_in_mem.json @@ -0,0 +1 @@ +{"dataset_name": "ogbn_arxiv", "features_stats": {"featurizer_type": "default", "page_size": "16.384 KB", "feature_dimension": 128, "feature_size": "float32"}, "batch_size": 25, "sampling_depth": 3, "top_percent_in_mem": 75} \ No newline at end of file diff --git a/simulator/configs/arvix_linear.json b/simulator/configs/arvix_linear.json old mode 100755 new mode 100644 index 3b1b1adf..ce49a166 --- a/simulator/configs/arvix_linear.json +++ b/simulator/configs/arvix_linear.json @@ -6,5 +6,6 @@ "feature_dimension" : 128, "feature_size" : "float32" }, - "sampling_depth" : 2 + "batch_size" : 10, + "sampling_depth" : 1 } \ No newline at end of file diff --git a/simulator/configs/arvix_metis.json b/simulator/configs/arvix_linear_2_hop.json old mode 100755 new mode 100644 similarity index 63% rename from simulator/configs/arvix_metis.json rename to simulator/configs/arvix_linear_2_hop.json index a30a4594..bb2a12fd --- a/simulator/configs/arvix_metis.json +++ b/simulator/configs/arvix_linear_2_hop.json @@ -1,9 +1,11 @@ { "dataset_name" : "ogbn_arxiv", "features_stats" : { - "featurizer_type" : "metis_partition", + "featurizer_type" : "default", "page_size" : "16.384 KB", "feature_dimension" : 128, "feature_size" : "float32" - } + }, + "batch_size" : 10, + "sampling_depth" : 2 } \ No newline at end of file diff --git a/simulator/configs/arvix_linear_2_hop_in_mem.json b/simulator/configs/arvix_linear_2_hop_in_mem.json new file mode 100644 index 00000000..2fab62d8 --- /dev/null +++ b/simulator/configs/arvix_linear_2_hop_in_mem.json @@ -0,0 +1,12 @@ +{ + "dataset_name" : "ogbn_arxiv", + "features_stats" : { + "featurizer_type" : "default", + "page_size" : "16.384 KB", + "feature_dimension" : 128, + "feature_size" : "float32" + }, + "batch_size" : 10, + "sampling_depth" : 2, + "top_percent_in_mem" : 1 +} \ No newline at end of file diff --git a/simulator/configs/arvix_neighbors.json b/simulator/configs/arvix_linear_3_hop.json old mode 100755 new mode 100644 similarity index 63% rename from simulator/configs/arvix_neighbors.json rename to simulator/configs/arvix_linear_3_hop.json index 9442d2ee..95195e06 --- a/simulator/configs/arvix_neighbors.json +++ b/simulator/configs/arvix_linear_3_hop.json @@ -1,9 +1,11 @@ { "dataset_name" : "ogbn_arxiv", "features_stats" : { - "featurizer_type" : "neighbors_nearby", + "featurizer_type" : "default", "page_size" : "16.384 KB", "feature_dimension" : 128, "feature_size" : "float32" - } + }, + "sampling_depth" : 3, + "batch_size" : 10 } \ No newline at end of file diff --git a/simulator/configs/arvix_linear_3_hop_5_in_mem.json b/simulator/configs/arvix_linear_3_hop_5_in_mem.json new file mode 100644 index 00000000..79011878 --- /dev/null +++ b/simulator/configs/arvix_linear_3_hop_5_in_mem.json @@ -0,0 +1,12 @@ +{ + "dataset_name" : "ogbn_arxiv", + "features_stats" : { + "featurizer_type" : "default", + "page_size" : "16.384 KB", + "feature_dimension" : 128, + "feature_size" : "float32" + }, + "sampling_depth" : 3, + "batch_size" : 10, + "top_percent_in_mem" : 5 +} \ No newline at end of file diff --git a/simulator/configs/arvix_linear_3_hop_in_mem.json b/simulator/configs/arvix_linear_3_hop_in_mem.json new file mode 100644 index 00000000..b4fd6720 --- /dev/null +++ b/simulator/configs/arvix_linear_3_hop_in_mem.json @@ -0,0 +1,12 @@ +{ + "dataset_name" : "ogbn_arxiv", + "features_stats" : { + "featurizer_type" : "default", + "page_size" : "16.384 KB", + "feature_dimension" : 128, + "feature_size" : "float32" + }, + "sampling_depth" : 3, + "batch_size" : 10, + "top_percent_in_mem" : 1 +} \ No newline at end of file diff --git a/simulator/configs/arvix_linear_in_mem.json b/simulator/configs/arvix_linear_in_mem.json index cce9a188..1fa3752d 100755 --- a/simulator/configs/arvix_linear_in_mem.json +++ b/simulator/configs/arvix_linear_in_mem.json @@ -6,5 +6,7 @@ "feature_dimension" : 128, "feature_size" : "float32" }, - "top_percent_in_mem" : 1 + "top_percent_in_mem" : 1, + "sampling_depth" : 1, + "batch_size" : 10 } \ No newline at end of file diff --git a/simulator/configs/arvix_random.json b/simulator/configs/arvix_random.json deleted file mode 100755 index ae7963ff..00000000 --- a/simulator/configs/arvix_random.json +++ /dev/null @@ -1,9 +0,0 @@ -{ - "dataset_name" : "ogbn_arxiv", - "features_stats" : { - "feature_layout" : "random", - "page_size" : "16 KB", - "feature_dimension" : 128, - "feature_size" : "float32" - } -} \ No newline at end of file diff --git a/simulator/configs/products_linear.json b/simulator/configs/products_linear.json index 00cd0968..ca4a30e8 100755 --- a/simulator/configs/products_linear.json +++ b/simulator/configs/products_linear.json @@ -7,5 +7,5 @@ "feature_size" : "float32" }, "sampling_depth" : 1, - "batch_size" : 11 + "batch_size" : 10 } \ No newline at end of file diff --git a/simulator/configs/products_linear_3_hop.json b/simulator/configs/products_linear_3_hop.json new file mode 100644 index 00000000..1cc991ea --- /dev/null +++ b/simulator/configs/products_linear_3_hop.json @@ -0,0 +1,12 @@ +{ + "dataset_name" : "ogbn_products", + "features_stats" : { + "featurizer_type" : "default", + "page_size" : "16.384 KB", + "feature_dimension" : 100, + "feature_size" : "float32" + }, + "sampling_depth" : 3, + "sample_percentage" : 0.25, + "batch_size" : 50 +} \ No newline at end of file diff --git a/simulator/images/arvix_linear_3_hop_5_in_mem.json b/simulator/images/arvix_linear_3_hop_5_in_mem.json new file mode 100644 index 00000000..072e81c8 --- /dev/null +++ b/simulator/images/arvix_linear_3_hop_5_in_mem.json @@ -0,0 +1 @@ +{"Mean Pages Loaded": 18.47, "Std dev of Pages 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enumerate(sample_nodes): + # Process the current batch + try: + start_time = time.time() + sucess, average_pages_loaded = sampler.perform_sampling_for_nodes(batch) + if sucess and average_pages_loaded >= 0: + pages_loaded.append(average_pages_loaded) + pages_time_taken.append(time.time() - start_time) + except: + print("Worker", i, "batch", batch_idx, "failed due to error", traceback.format_exc()) - if idx > 0 and idx % log_rate == 0: - percentage_finished = (100.0 * idx)/sample_nodes.shape[0] - print("Finished processing", round(percentage_finished), "percent of nodes") + # Log the value + if batch_idx > 0 and batch_idx % log_rate == 0: + percentage_finished = (100.0 * batch_idx)/total_batches + print("Worker", i, "finished processing", round(percentage_finished), "percent of nodes") # Get the arguments to log - total_time = time.time() - start_time + metrics = sampler.get_metrics() + metrics["average_time_per_batch"] = np.mean(np.array(pages_time_taken)) vals_to_log = { - "Total Processing Time" : str(datetime.timedelta(seconds = int(total_time))), "Batch Size" : batch_size, "Sample Percentage" : sample_percentage, } - for curr_obj in [data_loader, features_loader, sampler]: vals_to_log.update(curr_obj.get_values_to_log()) + + results_queue.put({ + "pages_loaded" : np.array(pages_loaded), + "vals_to_log" : vals_to_log, + "sampling_depth" : config["sampling_depth"], + "dataset_name" : config["dataset_name"], + "metrics" : metrics + }) + +def read_arguments(): + parser = argparse.ArgumentParser(formatter_class=argparse.ArgumentDefaultsHelpFormatter) + parser.add_argument("--config_file", type=str, help="The config file containing the details for the simulation") + parser.add_argument("--save_path", required=True, type=str, help="The path to save the resulting image to") + parser.add_argument("--graph_title", required=True, type=str, help="The title of the saved graph") + parser.add_argument("--log_rate", type=int, default = 20, help="Log rate of the nodes processed") + parser.add_argument("--num_process", type=int, default = 1, help="Number of processes we want to use for processing") + return parser.parse_args() + +def main(): + start_time = time.time() + arguments = read_arguments() + multiprocessing.set_start_method('spawn') + torch.set_num_threads(arguments.num_process) + + # Start the workers + results_queue = multiprocessing.Queue() + running_process = [] + for i in range(1, arguments.num_process): + curr_process = multiprocessing.Process(target = run_for_worker, args = (i, arguments, results_queue, )) + curr_process.start() + running_process.append(curr_process) + + # Wait for all of the processes to finish + run_for_worker(0, arguments, results_queue) + [proc.join() for proc in running_process] + total_time = int(time.time() - start_time) + print("Got result in time:", str(datetime.timedelta(seconds = total_time))) + + # Read the result from each worker + vals_to_log = {} + metrics = {} + dataset_name, sampling_depth = "", 0 + workers_results_gotten = 0 + all_workers_pages_loaded = [] + while workers_results_gotten < arguments.num_process: + # Process the worker result + process_result = results_queue.get() + if workers_results_gotten == 0: + vals_to_log.update(process_result["vals_to_log"]) + dataset_name, sampling_depth = process_result["dataset_name"], process_result["sampling_depth"] + + all_workers_pages_loaded.append(process_result["pages_loaded"]) + workers_results_gotten += 1 + + # Record the metric + for metric_name, metric_value in process_result["metrics"].items(): + if metric_name not in metrics: + metrics[metric_name] = [] + metrics[metric_name].append(metric_value) # Save the histogram + all_pages_loaded = np.concatenate(all_workers_pages_loaded) os.makedirs(os.path.dirname(arguments.save_path), exist_ok=True) visualize_arguments = { - "pages_loaded": pages_loaded, + "pages_loaded": all_pages_loaded, "save_path": arguments.save_path, "graph_title": arguments.graph_title, - "depth" : config["sampling_depth"], - "dataset_name": config["dataset_name"], + "depth" : sampling_depth, + "dataset_name": dataset_name, "values_to_log": vals_to_log, + "metrics" : metrics } visualize_results(visualize_arguments) diff --git a/simulator/results/arvix_in_mem_benchmark/arvix_1_hop_0.5_in_mem.json b/simulator/results/arvix_in_mem_benchmark/arvix_1_hop_0.5_in_mem.json new file mode 100644 index 00000000..fcaf47cb --- /dev/null +++ b/simulator/results/arvix_in_mem_benchmark/arvix_1_hop_0.5_in_mem.json @@ -0,0 +1 @@ +{"Mean Pages Loaded": 6.49, "Std dev of Pages Loaded": 8.48, "Batch Size": 25, "Sample Percentage": 100, "Average Node Out Degree": "7.68", "Average Node In Degree": "10.87", "Nodes per Page": 32, "Total File Size": "86.7 MB", "Percentage Nodes In Memory": 0, "In Memory Space Used": "0 bytes"} \ No newline at end of file diff --git a/simulator/results/arvix_in_mem_benchmark/arvix_1_hop_0.5_in_mem.png b/simulator/results/arvix_in_mem_benchmark/arvix_1_hop_0.5_in_mem.png 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