From b690ad0cff8f06d837093342efb6f55b9d9e39c1 Mon Sep 17 00:00:00 2001 From: Bronzila Date: Thu, 4 Jul 2024 00:16:16 +0200 Subject: [PATCH] Add global seed setting to all benchmarks, rerun results and sort results by benchmark name for consistent table generation --- benchmarking/generate_summary.py | 2 +- benchmarking/hpobench_benchmark.py | 3 + benchmarking/mfpbench_benchmark.py | 3 + .../traj.parquet.gzip | Bin 2963 -> 2947 bytes .../0.1.0/counting_ones/traj.parquet.gzip | Bin 3093 -> 3133 bytes .../imagenet_resnet_512/traj.parquet.gzip | Bin 3277 -> 3181 bytes .../lm1b_transformer_2048/traj.parquet.gzip | Bin 3102 -> 3242 bytes .../results/0.1.0/mfh3/traj.parquet.gzip | Bin 3191 -> 3023 bytes .../results/0.1.0/mfh6/traj.parquet.gzip | Bin 3169 -> 3265 bytes .../0.1.0/nasbench201/traj.parquet.gzip | Bin 3189 -> 3311 bytes .../results/0.1.0/surrogate/traj.parquet.gzip | Bin 3133 -> 3243 bytes .../results/0.1.0/tab_lr/traj.parquet.gzip | Bin 3051 -> 3238 bytes .../results/0.1.0/tab_nn/traj.parquet.gzip | Bin 3313 -> 3214 bytes .../results/0.1.0/tab_rf/traj.parquet.gzip | Bin 3342 -> 3425 bytes .../results/0.1.0/tab_svm/traj.parquet.gzip | Bin 3099 -> 3032 bytes .../translatewmt_xformer_64/traj.parquet.gzip | Bin 3274 -> 3164 bytes .../0.1.1/counting_ones/traj.parquet.gzip | Bin 3301 -> 3207 bytes .../results/0.1.1/mfh3/traj.parquet.gzip | Bin 3089 -> 3193 bytes .../results/0.1.1/mfh6/traj.parquet.gzip | Bin 3389 -> 3313 bytes benchmarking/results/benchmark_results.md | 170 +++++++++--------- .../results/cifar100_wideresnet_2048_traj.png | Bin 54500 -> 52894 bytes benchmarking/results/counting_ones_traj.png | Bin 50260 -> 42314 bytes .../results/imagenet_resnet_512_traj.png | Bin 54207 -> 52067 bytes .../results/lm1b_transformer_2048_traj.png | Bin 53907 -> 52635 bytes benchmarking/results/mfh3_traj.png | Bin 54912 -> 52928 bytes benchmarking/results/mfh6_traj.png | Bin 59960 -> 59405 bytes benchmarking/results/nasbench201_traj.png | Bin 41825 -> 41448 bytes benchmarking/results/surrogate_traj.png | Bin 41457 -> 41309 bytes benchmarking/results/tab_lr_traj.png | Bin 46664 -> 50208 bytes benchmarking/results/tab_nn_traj.png | Bin 48319 -> 45794 bytes benchmarking/results/tab_rf_traj.png | Bin 53723 -> 50086 bytes benchmarking/results/tab_svm_traj.png | Bin 55473 -> 55377 bytes .../results/translatewmt_xformer_64_traj.png | Bin 52286 -> 50915 bytes 33 files changed, 92 insertions(+), 86 deletions(-) diff --git a/benchmarking/generate_summary.py b/benchmarking/generate_summary.py index e432479..7de6f0b 100644 --- a/benchmarking/generate_summary.py +++ b/benchmarking/generate_summary.py @@ -37,7 +37,7 @@ def main(): args = input_arguments() results_dict = defaultdict(lambda: defaultdict(pd.DataFrame)) base_result_path = Path("benchmarking/results") - for file_path in base_result_path.glob("**/traj.parquet.gzip"): + for file_path in sorted(base_result_path.glob("**/traj.parquet.gzip")): version = file_path.parts[-3] benchmark = file_path.parts[-2] diff --git a/benchmarking/hpobench_benchmark.py b/benchmarking/hpobench_benchmark.py index 455e703..9c5578f 100644 --- a/benchmarking/hpobench_benchmark.py +++ b/benchmarking/hpobench_benchmark.py @@ -1,4 +1,5 @@ import argparse +import random from pathlib import Path import numpy as np @@ -159,6 +160,8 @@ def main(): trajectories = [] for seed in seeds: print(f"Running benchmark {benchmark_name} on seed {seed}") + np.random.seed(seed) + random.seed(seed) dehb_params["seed"] = int(seed) dehb_optimizer = DEHBOptimizerHPOBench( dehb_params=dehb_params, diff --git a/benchmarking/mfpbench_benchmark.py b/benchmarking/mfpbench_benchmark.py index ff1ba67..39d70d8 100644 --- a/benchmarking/mfpbench_benchmark.py +++ b/benchmarking/mfpbench_benchmark.py @@ -1,4 +1,5 @@ import argparse +import random from pathlib import Path import mfpbench @@ -122,6 +123,8 @@ def main(): trajectories = [] for seed in seeds: print(f"Running benchmark {benchmark_name} on seed {seed}") + np.random.seed(seed) + random.seed(seed) dehb_params["seed"] = int(seed) dehb_optimizer = DEHBOptimizerMFPBench( dehb_params=dehb_params, diff --git a/benchmarking/results/0.1.0/cifar100_wideresnet_2048/traj.parquet.gzip b/benchmarking/results/0.1.0/cifar100_wideresnet_2048/traj.parquet.gzip index af266c0f5d5b2cbcb9d1e7124f2ddc0c023033f5..a71c3cf11d3a316eb3b94480d414db8cf8d3efa6 100644 GIT binary patch delta 949 zcmbO%-Yi}p;22~m$|8D!Npv5RkEoU?gAfCQd^ZOJ7%&@~na$ht@{sZGNaOT-DQ~K| zmOXWve?wYY+WNU}1;?V9>9Umx^QTRFCRX|1t|QO;U-|iYjg5(p(XV4C{7F||7OhbA zN#yEmg^$dMO6G6Q&$GNNe7J^LrLOYk#@7nFe)v5r&7bgNwx!^8$7eRDOIR--x7)Xe zM<_n|{}-VXb*J6uO?P-Eapy79W%)9rm`&^qE5H2GUjcNOD1&H*=p;rR(HktH0-|i9 zY%&rY#>U2zH(hvUF9CA;hn)Byr?TCKr_|8u}t2_tWbZAMeH4m+A}6K z4&rUKXOPqZ1~P*v6UglXKnmyyaG?Lg66lO87{dR*@KRH#-FDjknaU=27qb)g1{{J{ z<{KWfuYcflc*V9?hwPs+2pWB|IAs56?laknFWc=Gw({=xbJ%ImBJ|$4f@Qb8M{H@( zl*onlUHpRHSJ$ktpL=?zS4h?pd(Pi`o0qgKwm;-*&ao$jj1P9DmP^@5xQV=V@xF-uR%bNmYWgV;9D^9gDpu~V-0XQ*Wh)zyn 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