From cf91336c11dcc799eadaa067ca49642d8bc2a551 Mon Sep 17 00:00:00 2001 From: Ahmad Sharif Date: Mon, 11 Nov 2024 13:55:46 -0800 Subject: [PATCH 1/8] Add batch benchmarks and cuda decoder --- .../decoders/benchmark_decoders_library.py | 125 ++++++++++++++---- benchmarks/decoders/generate_readme_data.py | 1 + 2 files changed, 100 insertions(+), 26 deletions(-) diff --git a/benchmarks/decoders/benchmark_decoders_library.py b/benchmarks/decoders/benchmark_decoders_library.py index 8d9d8a92..8dccce31 100644 --- a/benchmarks/decoders/benchmark_decoders_library.py +++ b/benchmarks/decoders/benchmark_decoders_library.py @@ -479,6 +479,30 @@ def get_metadata(video_file_path: str) -> VideoStreamMetadata: return VideoDecoder(video_file_path).metadata +def run_batch_using_threads(function, *args, num_threads=10, batch_size=40): + executor = ThreadPoolExecutor(max_workers=10) + for _ in range(batch_size): + executor.submit(function, *args) + executor.shutdown(wait=True) + + +def convert_result_to_df_item( + result, decoder_name, video_file_path, num_samples, decode_pattern +): + df_item = {} + df_item["decoder"] = decoder_name + df_item["video"] = str(video_file_path) + df_item["description"] = result.description + df_item["frame_count"] = num_samples + df_item["median"] = result.median + df_item["iqr"] = result.iqr + df_item["type"] = decode_pattern + df_item["fps_median"] = num_samples / result.median + df_item["fps_p75"] = num_samples / result._p75 + df_item["fps_p25"] = num_samples / result._p25 + return df_item + + def run_benchmarks( decoder_dict: dict[str, AbstractDecoder], video_files_paths: list[Path], @@ -506,6 +530,7 @@ def run_benchmarks( # video. However, because we use the duration as part of this calculation, we # are using different random pts values across videos. random_pts_list = (torch.rand(num_samples) * duration).tolist() + batch_size = 40 for decoder_name, decoder in decoder_dict.items(): print(f"video={video_file_path}, decoder={decoder_name}") @@ -527,23 +552,46 @@ def run_benchmarks( }, label=f"video={video_file_path} {metadata_label}", sub_label=decoder_name, - description=f"{kind} {num_samples} seek()+next()", + description=f"batch {kind} {num_samples} seek()+next()", + ) + results.append( + seeked_result.blocked_autorange(min_run_time=min_runtime_seconds) + ) + df_data.append( + convert_result_to_df_item( + results[-1], + decoder_name, + video_file_path, + num_samples * batch_size, + f"{kind} {num_samples} seek()+next()", + ) + ) + + seeked_result = benchmark.Timer( + stmt="run_batch_using_threads(decoder.get_frames_from_video, video_file, pts_list, batch_size=batch_size)", + globals={ + "video_file": str(video_file_path), + "pts_list": pts_list, + "decoder": decoder, + "run_batch_using_threads": run_batch_using_threads, + "batch_size": batch_size, + }, + label=f"video={video_file_path} {metadata_label}", + sub_label=decoder_name, + description=f"batch {kind} {num_samples} seek()+next()", ) results.append( seeked_result.blocked_autorange(min_run_time=min_runtime_seconds) ) - df_item = {} - df_item["decoder"] = decoder_name - df_item["video"] = str(video_file_path) - df_item["description"] = results[-1].description - df_item["frame_count"] = num_samples - df_item["median"] = results[-1].median - df_item["iqr"] = results[-1].iqr - df_item["type"] = f"{kind}:seek()+next()" - df_item["fps_median"] = num_samples / results[-1].median - df_item["fps_p75"] = num_samples / results[-1]._p75 - df_item["fps_p25"] = num_samples / results[-1]._p25 - df_data.append(df_item) + df_data.append( + convert_result_to_df_item( + results[-1], + decoder_name, + video_file_path, + num_samples * batch_size, + f"batch {kind} {num_samples} seek()+next()", + ) + ) for num_consecutive_nexts in num_sequential_frames_from_start: consecutive_frames_result = benchmark.Timer( @@ -555,25 +603,50 @@ def run_benchmarks( }, label=f"video={video_file_path} {metadata_label}", sub_label=decoder_name, - description=f"{num_consecutive_nexts} next()", + description=f"batch {num_consecutive_nexts} next()", ) results.append( consecutive_frames_result.blocked_autorange( min_run_time=min_runtime_seconds ) ) - df_item = {} - df_item["decoder"] = decoder_name - df_item["video"] = str(video_file_path) - df_item["description"] = results[-1].description - df_item["frame_count"] = num_consecutive_nexts - df_item["median"] = results[-1].median - df_item["iqr"] = results[-1].iqr - df_item["type"] = "next()" - df_item["fps_median"] = num_consecutive_nexts / results[-1].median - df_item["fps_p75"] = num_consecutive_nexts / results[-1]._p75 - df_item["fps_p25"] = num_consecutive_nexts / results[-1]._p25 - df_data.append(df_item) + df_data.append( + convert_result_to_df_item( + results[-1], + decoder_name, + video_file_path, + num_consecutive_nexts * batch_size, + f"{num_consecutive_nexts} next()", + ) + ) + + consecutive_frames_result = benchmark.Timer( + stmt="run_batch_using_threads(decoder.get_consecutive_frames_from_video, video_file, consecutive_frames_to_extract, batch_size=batch_size)", + globals={ + "video_file": str(video_file_path), + "consecutive_frames_to_extract": num_consecutive_nexts, + "decoder": decoder, + "run_batch_using_threads": run_batch_using_threads, + "batch_size": batch_size, + }, + label=f"video={video_file_path} {metadata_label}", + sub_label=decoder_name, + description=f"batch {num_consecutive_nexts} next()", + ) + results.append( + consecutive_frames_result.blocked_autorange( + min_run_time=min_runtime_seconds + ) + ) + df_data.append( + convert_result_to_df_item( + results[-1], + decoder_name, + video_file_path, + num_consecutive_nexts * batch_size, + f"batch {num_consecutive_nexts} next()", + ) + ) first_video_file_path = video_files_paths[0] if benchmark_video_creation: diff --git a/benchmarks/decoders/generate_readme_data.py b/benchmarks/decoders/generate_readme_data.py index 277cd375..32c91cde 100644 --- a/benchmarks/decoders/generate_readme_data.py +++ b/benchmarks/decoders/generate_readme_data.py @@ -57,6 +57,7 @@ def main() -> None: decoder_dict = {} decoder_dict["TorchCodec"] = TorchCodecPublic() + decoder_dict["TorchCodec[cuda]"] = TorchCodecPublic(device="cuda") decoder_dict["TorchVision[video_reader]"] = TorchVision("video_reader") decoder_dict["TorchAudio"] = TorchAudioDecoder() decoder_dict["Decord"] = DecordAccurateBatch() From 22c65a5f159b1a5c4d8834c4cf7611f57028e65f Mon Sep 17 00:00:00 2001 From: Ahmad Sharif Date: Mon, 11 Nov 2024 15:51:12 -0800 Subject: [PATCH 2/8] Updated chart --- .../decoders/benchmark_readme_chart.png | Bin 81499 -> 118699 bytes .../decoders/benchmark_readme_data.json | 686 +++++++++++++----- 2 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"frame_count": 4000, + "iqr": 0.01757592475041747, + "median": 0.35676812659949064, + "type": "100 next()", "video": "/tmp/torchcodec_benchmarking_videos/nasa_960x540_206s_30fps_yuv420p.mp4" }, { - "decoder": "Decord", - "description": "100 next()", - "fps_median": 526.5873947695661, - "fps_p25": 534.5632246100912, - "fps_p75": 514.0865116923063, - "frame_count": 100, - "iqr": 0.007451178273186088, - "median": 0.18990200106054544, - "type": "next()", + "decoder": "TorchAudio", + "description": "batch 100 next()", + "fps_median": 233.38812027227036, + "fps_p25": 233.38812027227036, + "fps_p75": 233.38812027227036, + "frame_count": 4000, + "iqr": 0.0, + "median": 17.138832924887538, + "type": "batch 100 next()", "video": "/tmp/torchcodec_benchmarking_videos/nasa_960x540_206s_30fps_yuv420p.mp4" }, { - "cpu_count": 56, + "cpu_count": 22, "machine": "x86_64", "processor": "x86_64", - "python_version": "3.11.10", + "python_version": "3.12.5", "system": "Linux" } ] From ce42849090d2bee075bf1306d163dceebaa72ce3 Mon Sep 17 00:00:00 2001 From: Ahmad Sharif Date: Mon, 11 Nov 2024 16:01:40 -0800 Subject: [PATCH 3/8] Fixed bug --- benchmarks/decoders/benchmark_decoders_library.py | 12 ++++++------ 1 file changed, 6 insertions(+), 6 deletions(-) diff --git a/benchmarks/decoders/benchmark_decoders_library.py b/benchmarks/decoders/benchmark_decoders_library.py index 8dccce31..7d12f431 100644 --- a/benchmarks/decoders/benchmark_decoders_library.py +++ b/benchmarks/decoders/benchmark_decoders_library.py @@ -552,7 +552,7 @@ def run_benchmarks( }, label=f"video={video_file_path} {metadata_label}", sub_label=decoder_name, - description=f"batch {kind} {num_samples} seek()+next()", + description=f"{kind} {num_samples} seek()+next()", ) results.append( seeked_result.blocked_autorange(min_run_time=min_runtime_seconds) @@ -562,8 +562,8 @@ def run_benchmarks( results[-1], decoder_name, video_file_path, - num_samples * batch_size, - f"{kind} {num_samples} seek()+next()", + num_samples, + f"{kind} seek()+next()", ) ) @@ -589,7 +589,7 @@ def run_benchmarks( decoder_name, video_file_path, num_samples * batch_size, - f"batch {kind} {num_samples} seek()+next()", + f"batch {kind} seek()+next()", ) ) @@ -603,7 +603,7 @@ def run_benchmarks( }, label=f"video={video_file_path} {metadata_label}", sub_label=decoder_name, - description=f"batch {num_consecutive_nexts} next()", + description=f"{num_consecutive_nexts} next()", ) results.append( consecutive_frames_result.blocked_autorange( @@ -615,7 +615,7 @@ def run_benchmarks( results[-1], decoder_name, video_file_path, - num_consecutive_nexts * batch_size, + num_consecutive_nexts, f"{num_consecutive_nexts} next()", ) ) From 86384cf9b36cb00bf9a00c2a56089eadc9d964c1 Mon Sep 17 00:00:00 2001 From: Ahmad Sharif Date: Tue, 12 Nov 2024 04:19:58 -0800 Subject: [PATCH 4/8] . --- .../decoders/benchmark_readme_chart.png | Bin 118699 -> 113804 bytes .../decoders/benchmark_readme_data.json | 614 +++++++----------- 2 files 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"description": "100 next()", + "fps_median": 180.9502007622164, + "fps_p25": 196.61932466226537, + "fps_p75": 177.29008474681865, + "frame_count": 100, + "iqr": 0.05545032920781523, + "median": 0.5526382373645902, "type": "100 next()", "video": "/tmp/torchcodec_benchmarking_videos/nasa_960x540_206s_30fps_yuv420p.mp4" }, { "decoder": "TorchVision[video_reader]", "description": "batch 100 next()", - "fps_median": 1314.796278333561, - "fps_p25": 1314.796278333561, - "fps_p75": 1314.796278333561, - "frame_count": 4000, - "iqr": 0.0, - "median": 3.04229641193524, - "type": "batch 100 next()", - "video": "/tmp/torchcodec_benchmarking_videos/nasa_960x540_206s_30fps_yuv420p.mp4" - }, - { - "decoder": "TorchAudio", - "description": "batch uniform 10 seek()+next()", - "fps_median": 398.75665521221174, - "fps_p25": 402.8974032512349, - "fps_p75": 386.0586065660481, - "frame_count": 400, - "iqr": 0.043303533690050244, - "median": 1.003118054009974, - "type": "uniform 10 seek()+next()", - "video": "/tmp/torchcodec_benchmarking_videos/nasa_960x540_206s_30fps_yuv420p.mp4" - }, - { - "decoder": "TorchAudio", - "description": "batch uniform 10 seek()+next()", - "fps_median": 9.768227103589169, - "fps_p25": 9.768227103589169, - "fps_p75": 9.768227103589169, - "frame_count": 400, - "iqr": 0.0, - "median": 40.949088893830776, - "type": "batch uniform 10 seek()+next()", - "video": "/tmp/torchcodec_benchmarking_videos/nasa_960x540_206s_30fps_yuv420p.mp4" - }, - { - "decoder": "TorchAudio", - "description": "batch random 10 seek()+next()", - "fps_median": 265.4626461354235, - "fps_p25": 266.0040064164052, - "fps_p75": 264.92348488688003, - "frame_count": 400, - "iqr": 0.006133166840299964, - "median": 1.506803333060816, - "type": "random 10 seek()+next()", - "video": "/tmp/torchcodec_benchmarking_videos/nasa_960x540_206s_30fps_yuv420p.mp4" - }, - { - "decoder": "TorchAudio", - "description": "batch random 10 seek()+next()", - "fps_median": 6.730783141421498, - "fps_p25": 6.730783141421498, - "fps_p75": 6.730783141421498, - "frame_count": 400, - "iqr": 0.0, - "median": 59.42844860628247, - "type": "batch random 10 seek()+next()", - "video": "/tmp/torchcodec_benchmarking_videos/nasa_960x540_206s_30fps_yuv420p.mp4" - }, - { - "decoder": "TorchAudio", - "description": "batch 100 next()", - "fps_median": 11211.763893052073, - "fps_p25": 11363.671196578434, - "fps_p75": 10823.247430928943, + "fps_median": 1365.8159945678067, + "fps_p25": 1390.7781980881186, + "fps_p75": 1361.7650877539202, "frame_count": 4000, - "iqr": 0.01757592475041747, - "median": 0.35676812659949064, - "type": "100 next()", - "video": "/tmp/torchcodec_benchmarking_videos/nasa_960x540_206s_30fps_yuv420p.mp4" - }, - { - "decoder": "TorchAudio", - "description": "batch 100 next()", - "fps_median": 233.38812027227036, - "fps_p25": 233.38812027227036, - "fps_p75": 233.38812027227036, - "frame_count": 4000, - "iqr": 0.0, - "median": 17.138832924887538, + "iqr": 0.06127653666771948, + "median": 2.928652187343687, "type": "batch 100 next()", "video": "/tmp/torchcodec_benchmarking_videos/nasa_960x540_206s_30fps_yuv420p.mp4" }, From 99ff5008d946365d35d0d9c44ac852aae17021fc Mon Sep 17 00:00:00 2001 From: Ahmad Sharif Date: Tue, 12 Nov 2024 07:34:42 -0800 Subject: [PATCH 5/8] Addressed comments --- benchmarks/decoders/benchmark_decoders.py | 1 + .../decoders/benchmark_decoders_library.py | 109 ++-- .../decoders/benchmark_readme_chart.png | Bin 113804 -> 81499 bytes .../decoders/benchmark_readme_data.json | 504 +++++++----------- benchmarks/decoders/generate_readme_data.py | 1 + 5 files changed, 240 insertions(+), 375 deletions(-) diff --git a/benchmarks/decoders/benchmark_decoders.py b/benchmarks/decoders/benchmark_decoders.py index 81a8c0ea..8a87e94b 100644 --- a/benchmarks/decoders/benchmark_decoders.py +++ b/benchmarks/decoders/benchmark_decoders.py @@ -173,6 +173,7 @@ def main() -> None: num_sequential_frames_from_start=[1, 10, 100], min_runtime_seconds=args.bm_video_speed_min_run_seconds, benchmark_video_creation=args.bm_video_creation, + batch_size=40, ) plot_data(df_data, args.plot_path) diff --git a/benchmarks/decoders/benchmark_decoders_library.py b/benchmarks/decoders/benchmark_decoders_library.py index 7d12f431..86f00d18 100644 --- a/benchmarks/decoders/benchmark_decoders_library.py +++ b/benchmarks/decoders/benchmark_decoders_library.py @@ -481,8 +481,11 @@ def get_metadata(video_file_path: str) -> VideoStreamMetadata: def run_batch_using_threads(function, *args, num_threads=10, batch_size=40): executor = ThreadPoolExecutor(max_workers=10) + futures = [] for _ in range(batch_size): - executor.submit(function, *args) + futures.append(executor.submit(function, *args)) + for f in futures: + assert f.result() executor.shutdown(wait=True) @@ -510,6 +513,7 @@ def run_benchmarks( num_sequential_frames_from_start: list[int], min_runtime_seconds: float, benchmark_video_creation: bool, + batch_size: int = 0, ) -> list[dict[str, str | float | int]]: # Ensure that we have the same seed across benchmark runs. torch.manual_seed(0) @@ -530,7 +534,6 @@ def run_benchmarks( # video. However, because we use the duration as part of this calculation, we # are using different random pts values across videos. random_pts_list = (torch.rand(num_samples) * duration).tolist() - batch_size = 40 for decoder_name, decoder in decoder_dict.items(): print(f"video={video_file_path}, decoder={decoder_name}") @@ -567,31 +570,34 @@ def run_benchmarks( ) ) - seeked_result = benchmark.Timer( - stmt="run_batch_using_threads(decoder.get_frames_from_video, video_file, pts_list, batch_size=batch_size)", - globals={ - "video_file": str(video_file_path), - "pts_list": pts_list, - "decoder": decoder, - "run_batch_using_threads": run_batch_using_threads, - "batch_size": batch_size, - }, - label=f"video={video_file_path} {metadata_label}", - sub_label=decoder_name, - description=f"batch {kind} {num_samples} seek()+next()", - ) - results.append( - seeked_result.blocked_autorange(min_run_time=min_runtime_seconds) - ) - df_data.append( - convert_result_to_df_item( - results[-1], - decoder_name, - video_file_path, - num_samples * batch_size, - f"batch {kind} seek()+next()", + if batch_size > 0: + seeked_result = benchmark.Timer( + stmt="run_batch_using_threads(decoder.get_frames_from_video, video_file, pts_list, batch_size=batch_size)", + globals={ + "video_file": str(video_file_path), + "pts_list": pts_list, + "decoder": decoder, + "run_batch_using_threads": run_batch_using_threads, + "batch_size": batch_size, + }, + label=f"video={video_file_path} {metadata_label}", + sub_label=decoder_name, + description=f"batch {kind} {num_samples} seek()+next()", + ) + results.append( + seeked_result.blocked_autorange( + min_run_time=min_runtime_seconds + ) + ) + df_data.append( + convert_result_to_df_item( + results[-1], + decoder_name, + video_file_path, + num_samples * batch_size, + f"batch {kind} seek()+next()", + ) ) - ) for num_consecutive_nexts in num_sequential_frames_from_start: consecutive_frames_result = benchmark.Timer( @@ -620,33 +626,34 @@ def run_benchmarks( ) ) - consecutive_frames_result = benchmark.Timer( - stmt="run_batch_using_threads(decoder.get_consecutive_frames_from_video, video_file, consecutive_frames_to_extract, batch_size=batch_size)", - globals={ - "video_file": str(video_file_path), - "consecutive_frames_to_extract": num_consecutive_nexts, - "decoder": decoder, - "run_batch_using_threads": run_batch_using_threads, - "batch_size": batch_size, - }, - label=f"video={video_file_path} {metadata_label}", - sub_label=decoder_name, - description=f"batch {num_consecutive_nexts} next()", - ) - results.append( - consecutive_frames_result.blocked_autorange( - min_run_time=min_runtime_seconds + if batch_size > 0: + consecutive_frames_result = benchmark.Timer( + stmt="run_batch_using_threads(decoder.get_consecutive_frames_from_video, video_file, consecutive_frames_to_extract, batch_size=batch_size)", + globals={ + "video_file": str(video_file_path), + "consecutive_frames_to_extract": num_consecutive_nexts, + "decoder": decoder, + "run_batch_using_threads": run_batch_using_threads, + "batch_size": batch_size, + }, + label=f"video={video_file_path} {metadata_label}", + sub_label=decoder_name, + description=f"batch {num_consecutive_nexts} next()", ) - ) - df_data.append( - convert_result_to_df_item( - results[-1], - decoder_name, - video_file_path, - num_consecutive_nexts * batch_size, - f"batch {num_consecutive_nexts} next()", + results.append( + consecutive_frames_result.blocked_autorange( + min_run_time=min_runtime_seconds + ) + ) + df_data.append( + convert_result_to_df_item( + results[-1], + decoder_name, + video_file_path, + num_consecutive_nexts * batch_size, + f"batch {num_consecutive_nexts} next()", + ) ) - ) first_video_file_path = video_files_paths[0] if benchmark_video_creation: diff --git a/benchmarks/decoders/benchmark_readme_chart.png b/benchmarks/decoders/benchmark_readme_chart.png index b1eff01dfa89647301dbf67b14ae8d47d218c97f..5dec9348ad7da72495fa2fec11b0800082fd9877 100644 GIT binary patch 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zX5cu<6JSg5JZKj@Fl$T&HV3xpfDVrUtxd22_6R*E0e7pEUI}4r-~!#PjK#OJ7lW2m zGBo@LjiTuQ7urmZDe?pjUaOo0HYI{ZT!H&Zyk3KDc?4eGd=5CSV4bxJxZfGO-x^?! z1BN%~7zaD>5(3ah0?@G>z+(xo0-G0lp#5LKe!%n|X>&c`riUU>3Bt zLx6L`C0|rf>b8b$R~Ii None: num_sequential_frames_from_start=[100], min_runtime_seconds=30, benchmark_video_creation=False, + batch_size=0, ) df_data.append( { From 9ed1992b0d12b48cd1615271f6fb6b44b1ea24a7 Mon Sep 17 00:00:00 2001 From: Ahmad Sharif Date: Tue, 12 Nov 2024 07:34:59 -0800 Subject: [PATCH 6/8] Addressed comments --- benchmarks/decoders/generate_readme_data.py | 1 - 1 file changed, 1 deletion(-) diff --git a/benchmarks/decoders/generate_readme_data.py b/benchmarks/decoders/generate_readme_data.py index 86292dd9..6ec3ae35 100644 --- a/benchmarks/decoders/generate_readme_data.py +++ b/benchmarks/decoders/generate_readme_data.py @@ -57,7 +57,6 @@ def main() -> None: decoder_dict = {} decoder_dict["TorchCodec"] = TorchCodecPublic() - decoder_dict["TorchCodec[cuda]"] = TorchCodecPublic(device="cuda") decoder_dict["TorchVision[video_reader]"] = TorchVision("video_reader") decoder_dict["TorchAudio"] = TorchAudioDecoder() decoder_dict["Decord"] = DecordAccurateBatch() From 85ec39e62fc1084e01cee803d67d967f8ae86b84 Mon Sep 17 00:00:00 2001 From: Ahmad Sharif Date: Tue, 12 Nov 2024 10:26:53 -0800 Subject: [PATCH 7/8] Added batch parameters --- benchmarks/decoders/benchmark_decoders.py | 3 +- .../decoders/benchmark_decoders_library.py | 34 ++++++++++++------- benchmarks/decoders/generate_readme_data.py | 1 - 3 files changed, 24 insertions(+), 14 deletions(-) diff --git a/benchmarks/decoders/benchmark_decoders.py b/benchmarks/decoders/benchmark_decoders.py index 8a87e94b..23f45dab 100644 --- a/benchmarks/decoders/benchmark_decoders.py +++ b/benchmarks/decoders/benchmark_decoders.py @@ -13,6 +13,7 @@ from benchmark_decoders_library import ( AbstractDecoder, + BatchParameters, DecordAccurate, DecordAccurateBatch, plot_data, @@ -173,7 +174,7 @@ def main() -> None: num_sequential_frames_from_start=[1, 10, 100], min_runtime_seconds=args.bm_video_speed_min_run_seconds, benchmark_video_creation=args.bm_video_creation, - batch_size=40, + batch_parameters=BatchParameters(num_threads=8, batch_size=40), ) plot_data(df_data, args.plot_path) diff --git a/benchmarks/decoders/benchmark_decoders_library.py b/benchmarks/decoders/benchmark_decoders_library.py index 86f00d18..14ca1da1 100644 --- a/benchmarks/decoders/benchmark_decoders_library.py +++ b/benchmarks/decoders/benchmark_decoders_library.py @@ -5,6 +5,7 @@ from concurrent.futures import ThreadPoolExecutor, wait from itertools import product from pathlib import Path +from typing import NamedTuple import matplotlib.pyplot as plt import numpy as np @@ -479,10 +480,19 @@ def get_metadata(video_file_path: str) -> VideoStreamMetadata: return VideoDecoder(video_file_path).metadata -def run_batch_using_threads(function, *args, num_threads=10, batch_size=40): - executor = ThreadPoolExecutor(max_workers=10) +class BatchParameters(NamedTuple): + num_threads: int + batch_size: int + + +def run_batch_using_threads( + function, + *args, + batch_parameters: BatchParameters = BatchParameters(num_threads=8, batch_size=40), +): + executor = ThreadPoolExecutor(max_workers=batch_parameters.num_threads) futures = [] - for _ in range(batch_size): + for _ in range(batch_parameters.batch_size): futures.append(executor.submit(function, *args)) for f in futures: assert f.result() @@ -513,7 +523,7 @@ def run_benchmarks( num_sequential_frames_from_start: list[int], min_runtime_seconds: float, benchmark_video_creation: bool, - batch_size: int = 0, + batch_parameters: BatchParameters = None, ) -> list[dict[str, str | float | int]]: # Ensure that we have the same seed across benchmark runs. torch.manual_seed(0) @@ -570,15 +580,15 @@ def run_benchmarks( ) ) - if batch_size > 0: + if batch_parameters: seeked_result = benchmark.Timer( - stmt="run_batch_using_threads(decoder.get_frames_from_video, video_file, pts_list, batch_size=batch_size)", + stmt="run_batch_using_threads(decoder.get_frames_from_video, video_file, pts_list, batch_parameters=batch_parameters)", globals={ "video_file": str(video_file_path), "pts_list": pts_list, "decoder": decoder, "run_batch_using_threads": run_batch_using_threads, - "batch_size": batch_size, + "batch_parameters": batch_parameters, }, label=f"video={video_file_path} {metadata_label}", sub_label=decoder_name, @@ -594,7 +604,7 @@ def run_benchmarks( results[-1], decoder_name, video_file_path, - num_samples * batch_size, + num_samples * batch_parameters.batch_size, f"batch {kind} seek()+next()", ) ) @@ -626,15 +636,15 @@ def run_benchmarks( ) ) - if batch_size > 0: + if batch_parameters: consecutive_frames_result = benchmark.Timer( - stmt="run_batch_using_threads(decoder.get_consecutive_frames_from_video, video_file, consecutive_frames_to_extract, batch_size=batch_size)", + stmt="run_batch_using_threads(decoder.get_consecutive_frames_from_video, video_file, consecutive_frames_to_extract, batch_parameters=batch_parameters)", globals={ "video_file": str(video_file_path), "consecutive_frames_to_extract": num_consecutive_nexts, "decoder": decoder, "run_batch_using_threads": run_batch_using_threads, - "batch_size": batch_size, + "batch_parameters": batch_parameters, }, label=f"video={video_file_path} {metadata_label}", sub_label=decoder_name, @@ -650,7 +660,7 @@ def run_benchmarks( results[-1], decoder_name, video_file_path, - num_consecutive_nexts * batch_size, + num_consecutive_nexts * batch_parameters.batch_size, f"batch {num_consecutive_nexts} next()", ) ) diff --git a/benchmarks/decoders/generate_readme_data.py b/benchmarks/decoders/generate_readme_data.py index 6ec3ae35..277cd375 100644 --- a/benchmarks/decoders/generate_readme_data.py +++ b/benchmarks/decoders/generate_readme_data.py @@ -71,7 +71,6 @@ def main() -> None: num_sequential_frames_from_start=[100], min_runtime_seconds=30, benchmark_video_creation=False, - batch_size=0, ) df_data.append( { From 82f27125a2848905dbc225042ce5bee599d08953 Mon Sep 17 00:00:00 2001 From: Ahmad Sharif Date: Tue, 12 Nov 2024 13:37:38 -0800 Subject: [PATCH 8/8] . --- benchmarks/decoders/benchmark_decoders_library.py | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/benchmarks/decoders/benchmark_decoders_library.py b/benchmarks/decoders/benchmark_decoders_library.py index 14ca1da1..ae07727f 100644 --- a/benchmarks/decoders/benchmark_decoders_library.py +++ b/benchmarks/decoders/benchmark_decoders_library.py @@ -3,9 +3,9 @@ import subprocess import urllib.request from concurrent.futures import ThreadPoolExecutor, wait +from dataclasses import dataclass from itertools import product from pathlib import Path -from typing import NamedTuple import matplotlib.pyplot as plt import numpy as np @@ -480,7 +480,8 @@ def get_metadata(video_file_path: str) -> VideoStreamMetadata: return VideoDecoder(video_file_path).metadata -class BatchParameters(NamedTuple): +@dataclass +class BatchParameters: num_threads: int batch_size: int