From e0040a06cbc34b75962dd5780890aeb2de40568e Mon Sep 17 00:00:00 2001
From: Scott Schneider <scott.a.s@gmail.com>
Date: Fri, 1 Nov 2024 19:49:57 -0700
Subject: [PATCH 1/2] Refactor and add benchmarks

---
 benchmarks/decoders/benchmark_decoders.py     |  29 +--
 .../decoders/benchmark_decoders_library.py    | 123 +++++++-----
 .../decoders/benchmark_readme_chart.png       | Bin 59921 -> 58959 bytes
 .../decoders/benchmark_readme_data.json       | 184 +++++++++---------
 benchmarks/decoders/generate_readme_data.py   |  18 +-
 5 files changed, 189 insertions(+), 165 deletions(-)

diff --git a/benchmarks/decoders/benchmark_decoders.py b/benchmarks/decoders/benchmark_decoders.py
index d29f8c82..b8fcbd2e 100644
--- a/benchmarks/decoders/benchmark_decoders.py
+++ b/benchmarks/decoders/benchmark_decoders.py
@@ -14,10 +14,11 @@
     plot_data,
     run_benchmarks,
     TorchAudioDecoder,
-    TorchcodecCompiled,
-    TorchCodecNonCompiledBatch,
-    TorchcodecNonCompiledWithOptions,
-    TVNewAPIDecoderWithBackend,
+    TorchCodecCoreCompiled,
+    TorchCodecCoreBatch,
+    TorchCodecCore,
+    TorchCodecPublic,
+    TorchVision,
 )
 
 
@@ -70,7 +71,7 @@ def main() -> None:
             "For torchcodec, you can specify options with tcoptions:<plus-separated-options>. "
         ),
         type=str,
-        default="decord,tcoptions:,torchvision,torchaudio,torchcodec_compiled,tcoptions:num_threads=1",
+        default="decord,tcoptions:,torchvision,torchaudio,torchcodec_compiled,torchcodec_public,tcoptions:num_threads=1,tcbatchoptions:",
     )
     parser.add_argument(
         "--bm_video_dir",
@@ -98,14 +99,16 @@ def main() -> None:
                 DecordNonBatchDecoderAccurateSeek()
             )
         elif decoder == "torchcodec":
-            decoder_dict["TorchCodecNonCompiled"] = TorchcodecNonCompiledWithOptions()
+            decoder_dict["TorchCodecCore:"] = TorchCodecCore()
         elif decoder == "torchcodec_compiled":
-            decoder_dict["TorchcodecCompiled"] = TorchcodecCompiled()
+            decoder_dict["TorchCodecCoreCompiled"] = TorchCodecCoreCompiled()
+        elif decoder == "torchcodec_public":
+            decoder_dict["TorchCodecPublic"] = TorchCodecPublic()
         elif decoder == "torchvision":
-            decoder_dict["TVNewAPIDecoderWithBackendVideoReader"] = (
+            decoder_dict["TorchVision[backend=video_reader]"] = (
                 # We don't compare TorchVision's "pyav" backend because it doesn't support
                 # accurate seeks.
-                TVNewAPIDecoderWithBackend("video_reader")
+                TorchVision("video_reader")
             )
         elif decoder == "torchaudio":
             decoder_dict["TorchAudioDecoder"] = TorchAudioDecoder()
@@ -117,8 +120,8 @@ def main() -> None:
                     continue
                 k, v = item.split("=")
                 kwargs_dict[k] = v
-            decoder_dict["TorchCodecNonCompiledBatch:" + options] = (
-                TorchCodecNonCompiledBatch(**kwargs_dict)
+            decoder_dict["TorchCodecCoreBatch" + options] = (
+                TorchCodecCoreBatch(**kwargs_dict)
             )
         elif decoder.startswith("tcoptions:"):
             options = decoder[len("tcoptions:") :]
@@ -128,8 +131,8 @@ def main() -> None:
                     continue
                 k, v = item.split("=")
                 kwargs_dict[k] = v
-            decoder_dict["TorchcodecNonCompiled:" + options] = (
-                TorchcodecNonCompiledWithOptions(**kwargs_dict)
+            decoder_dict["TorchCodecCore:" + options] = (
+                TorchCodecCore(**kwargs_dict)
             )
     video_paths = args.bm_video_paths.split(",")
     if args.bm_video_dir:
diff --git a/benchmarks/decoders/benchmark_decoders_library.py b/benchmarks/decoders/benchmark_decoders_library.py
index d4762565..7f2c8d9b 100644
--- a/benchmarks/decoders/benchmark_decoders_library.py
+++ b/benchmarks/decoders/benchmark_decoders_library.py
@@ -12,7 +12,7 @@
 
 import torch
 import torch.utils.benchmark as benchmark
-from torchcodec.decoders import VideoDecoder
+from torchcodec.decoders import VideoDecoder, VideoStreamMetadata
 
 from torchcodec.decoders._core import (
     _add_video_stream,
@@ -78,7 +78,7 @@ def get_consecutive_frames_from_video(self, video_file, numFramesToDecode):
         return frames
 
 
-class TVNewAPIDecoderWithBackend(AbstractDecoder):
+class TorchVision(AbstractDecoder):
     def __init__(self, backend):
         self._backend = backend
         self._print_each_iteration_time = False
@@ -125,7 +125,7 @@ def get_consecutive_frames_from_video(self, video_file, numFramesToDecode):
         return frames
 
 
-class TorchcodecNonCompiledWithOptions(AbstractDecoder):
+class TorchCodecCore(AbstractDecoder):
     def __init__(self, num_threads=None, color_conversion_library=None, device="cpu"):
         self._print_each_iteration_time = False
         self._num_threads = int(num_threads) if num_threads else None
@@ -186,7 +186,7 @@ def get_consecutive_frames_from_video(self, video_file, numFramesToDecode):
         return frames
 
 
-class TorchCodecNonCompiledBatch(AbstractDecoder):
+class TorchCodecCoreBatch(AbstractDecoder):
     def __init__(self, num_threads=None, color_conversion_library=None):
         self._print_each_iteration_time = False
         self._num_threads = int(num_threads) if num_threads else None
@@ -227,6 +227,24 @@ def get_consecutive_frames_from_video(self, video_file, numFramesToDecode):
         )
         return frames
 
+class TorchCodecPublic(AbstractDecoder):
+    def __init__(self, num_ffmpeg_threads=None):
+        self._num_ffmpeg_threads = int(num_ffmpeg_threads) if num_ffmpeg_threads else None
+
+    def get_frames_from_video(self, video_file, pts_list):
+        decoder = VideoDecoder(video_file, num_ffmpeg_threads=self._num_ffmpeg_threads)
+        return decoder.get_frames_played_at(pts_list)
+
+    def get_consecutive_frames_from_video(self, video_file, numFramesToDecode):
+        decoder = VideoDecoder(video_file, num_ffmpeg_threads=self._num_ffmpeg_threads)
+        frames = []
+        count = 0
+        for frame in decoder:
+            frames.append(frame)
+            count += 1
+            if count == numFramesToDecode:
+                break
+        return frames
 
 @torch.compile(fullgraph=True, backend="eager")
 def compiled_seek_and_next(decoder, pts):
@@ -239,7 +257,7 @@ def compiled_next(decoder):
     return get_next_frame(decoder)
 
 
-class TorchcodecCompiled(AbstractDecoder):
+class TorchCodecCoreCompiled(AbstractDecoder):
     def __init__(self):
         pass
 
@@ -444,11 +462,13 @@ def plot_data(df_data, plot_path):
         plot_path,
     )
 
+def get_metadata(video_file_path: str) -> VideoStreamMetadata:
+    return VideoDecoder(video_file_path).metadata
 
 def run_benchmarks(
     decoder_dict,
     video_files_paths,
-    num_uniform_samples,
+    num_samples,
     min_runtime_seconds,
     benchmark_video_creation,
 ) -> list[dict[str, str | float | int]]:
@@ -459,47 +479,49 @@ def run_benchmarks(
     for decoder_name, decoder in decoder_dict.items():
         for video_file_path in video_files_paths:
             print(f"video={video_file_path}, decoder={decoder_name}")
-            # We only use the VideoDecoder to get the metadata and get
-            # the list of PTS values to seek to.
-            simple_decoder = VideoDecoder(video_file_path)
-            duration = simple_decoder.metadata.duration_seconds
-            pts_list = [
-                i * duration / num_uniform_samples for i in range(num_uniform_samples)
+            metadata = get_metadata(video_file_path)
+            metadata_label = f"{metadata.codec} {metadata.width}x{metadata.height}, {metadata.duration_seconds}s {metadata.average_fps}fps"
+
+            duration = metadata.duration_seconds
+            uniform_pts_list = [
+                i * duration / num_samples for i in range(num_samples)
             ]
-            metadata = simple_decoder.metadata
-            metadata_string = f"{metadata.codec} {metadata.width}x{metadata.height}, {metadata.duration_seconds}s {metadata.average_fps}fps"
-            if verbose:
-                print(
-                    f"video={video_file_path}, decoder={decoder_name}, pts_list={pts_list}"
+
+            random_pts_list = (torch.rand(num_samples) * duration).tolist()
+
+            for kind, pts_list in [("uniform", uniform_pts_list), ("random", random_pts_list)]:
+                if verbose:
+                    print(
+                        f"video={video_file_path}, decoder={decoder_name}, pts_list={pts_list}"
+                    )
+                seeked_result = benchmark.Timer(
+                    stmt="decoder.get_frames_from_video(video_file, pts_list)",
+                    globals={
+                        "video_file": video_file_path,
+                        "pts_list": pts_list,
+                        "decoder": decoder,
+                    },
+                    label=f"video={video_file_path} {metadata_label}",
+                    sub_label=decoder_name,
+                    description=f"{kind} {num_samples} seek()+next()",
                 )
-            seeked_result = benchmark.Timer(
-                stmt="decoder.get_frames_from_video(video_file, pts_list)",
-                globals={
-                    "video_file": video_file_path,
-                    "pts_list": pts_list,
-                    "decoder": decoder,
-                },
-                label=f"video={video_file_path} {metadata_string}",
-                sub_label=decoder_name,
-                description=f"{num_uniform_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"] = video_file_path
-            df_item["description"] = results[-1].description
-            df_item["frame_count"] = num_uniform_samples
-            df_item["median"] = results[-1].median
-            df_item["iqr"] = results[-1].iqr
-            df_item["type"] = "seek()+next()"
-            df_item["fps"] = 1.0 * num_uniform_samples / results[-1].median
-            df_item["fps_p75"] = 1.0 * num_uniform_samples / results[-1]._p75
-            df_item["fps_p25"] = 1.0 * num_uniform_samples / results[-1]._p25
-            df_data.append(df_item)
-
-            for num_consecutive_nexts in [1, 10]:
+                results.append(
+                    seeked_result.blocked_autorange(min_run_time=min_runtime_seconds)
+                )
+                df_item = {}
+                df_item["decoder"] = decoder_name
+                df_item["video"] = 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"] = 1.0 * num_samples / results[-1].median
+                df_item["fps_p75"] = 1.0 * num_samples / results[-1]._p75
+                df_item["fps_p25"] = 1.0 * num_samples / results[-1]._p25
+                df_data.append(df_item)
+
+            for num_consecutive_nexts in [100]:
                 consecutive_frames_result = benchmark.Timer(
                     stmt="decoder.get_consecutive_frames_from_video(video_file, consecutive_frames_to_extract)",
                     globals={
@@ -507,7 +529,7 @@ def run_benchmarks(
                         "consecutive_frames_to_extract": num_consecutive_nexts,
                         "decoder": decoder,
                     },
-                    label=f"video={video_file_path} {metadata_string}",
+                    label=f"video={video_file_path} {metadata_label}",
                     sub_label=decoder_name,
                     description=f"{num_consecutive_nexts} next()",
                 )
@@ -531,17 +553,16 @@ def run_benchmarks(
 
         first_video_file_path = video_files_paths[0]
         if benchmark_video_creation:
-            simple_decoder = VideoDecoder(first_video_file_path)
-            metadata = simple_decoder.metadata
-            metadata_string = f"{metadata.codec} {metadata.width}x{metadata.height}, {metadata.duration_seconds}s {metadata.average_fps}fps"
+            metadata = get_metadata(video_file_path)
+            metadata_label = f"{metadata.codec} {metadata.width}x{metadata.height}, {metadata.duration_seconds}s {metadata.average_fps}fps"
             creation_result = benchmark.Timer(
                 stmt="create_torchcodec_decoder_from_file(video_file)",
                 globals={
                     "video_file": first_video_file_path,
                     "create_torchcodec_decoder_from_file": create_torchcodec_decoder_from_file,
                 },
-                label=f"video={first_video_file_path} {metadata_string}",
-                sub_label="TorchcodecNonCompiled",
+                label=f"video={first_video_file_path} {metadata_label}",
+                sub_label="TorchCodecCore:",
                 description="create()+next()",
             )
             results.append(
diff --git a/benchmarks/decoders/benchmark_readme_chart.png b/benchmarks/decoders/benchmark_readme_chart.png
index 15908bfb0f24d07e7b4faa83d4e9467167567fc3..738723904314ef58ab9026e32d51b23d1c5341c2 100644
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diff --git a/benchmarks/decoders/benchmark_readme_data.json b/benchmarks/decoders/benchmark_readme_data.json
index c3759ea9..5bedd30b 100644
--- a/benchmarks/decoders/benchmark_readme_data.json
+++ b/benchmarks/decoders/benchmark_readme_data.json
@@ -1,145 +1,145 @@
 [
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         "decoder": "TorchCodec",
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-        "fps": 296.7497929852154,
-        "fps_p25": 304.82592121401444,
-        "fps_p75": 286.39866868882336,
+        "description": "uniform 10 seek()+next()",
+        "fps": 314.3002734250253,
+        "fps_p25": 322.3704500761085,
+        "fps_p75": 304.61961295439414,
         "frame_count": 10,
-        "iqr": 0.0021107543725520372,
-        "median": 0.03369842283427715,
-        "type": "seek()+next()",
+        "iqr": 0.001807614229619503,
+        "median": 0.03181670792400837,
+        "type": "uniform:seek()+next()",
         "video": "/tmp/torchcodec_benchmarking_videos/640x480_10s_30fps_600gop_libx264_yuv420p.mp4"
     },
     {
         "decoder": "TorchCodec",
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-        "frame_count": 1,
-        "iqr": 0.0008566047297790648,
-        "median": 0.007052159495651722,
-        "type": "next()",
+        "description": "random 10 seek()+next()",
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+        "fps_p25": 326.61265301425016,
+        "fps_p75": 307.9272223416659,
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+        "iqr": 0.0018578986637294292,
+        "median": 0.031384045258164406,
+        "type": "random:seek()+next()",
         "video": "/tmp/torchcodec_benchmarking_videos/640x480_10s_30fps_600gop_libx264_yuv420p.mp4"
     },
     {
         "decoder": "TorchCodec",
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-        "median": 0.015654655173420906,
+        "description": "100 next()",
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         "type": "next()",
         "video": "/tmp/torchcodec_benchmarking_videos/640x480_10s_30fps_600gop_libx264_yuv420p.mp4"
     },
     {
         "decoder": "TorchCodec[num_threads=1]",
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-        "fps_p25": 128.33021600580943,
-        "fps_p75": 124.2963412180317,
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         "video": "/tmp/torchcodec_benchmarking_videos/640x480_10s_30fps_600gop_libx264_yuv420p.mp4"
     },
     {
         "decoder": "TorchCodec[num_threads=1]",
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-        "median": 0.0024348647333681584,
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+        "iqr": 0.0020097135566174984,
+        "median": 0.08146428503096104,
+        "type": "random:seek()+next()",
         "video": "/tmp/torchcodec_benchmarking_videos/640x480_10s_30fps_600gop_libx264_yuv420p.mp4"
     },
     {
         "decoder": "TorchCodec[num_threads=1]",
-        "description": "10 next()",
-        "fps": 758.7565583035099,
-        "fps_p25": 766.9872077345758,
-        "fps_p75": 751.3583938952637,
-        "frame_count": 10,
-        "iqr": 0.00027120066806674004,
-        "median": 0.013179457746446133,
+        "description": "100 next()",
+        "fps": 809.9441914595772,
+        "fps_p25": 820.5478107543202,
+        "fps_p75": 801.8920090548505,
+        "frame_count": 100,
+        "iqr": 0.0028352681547403336,
+        "median": 0.12346529681235552,
         "type": "next()",
         "video": "/tmp/torchcodec_benchmarking_videos/640x480_10s_30fps_600gop_libx264_yuv420p.mp4"
     },
     {
-        "decoder": "TorchVision[backend=VideoReader]",
-        "description": "10 seek()+next()",
-        "fps": 7.880664295730362,
-        "fps_p25": 7.924876540397429,
-        "fps_p75": 7.827668314297991,
+        "decoder": "TorchVision[backend=video_reader]",
+        "description": "uniform 10 seek()+next()",
+        "fps": 7.818673617539736,
+        "fps_p25": 7.914887876132339,
+        "fps_p75": 7.72635851907541,
         "frame_count": 10,
-        "iqr": 0.01567032840102911,
-        "median": 1.2689285604283214,
-        "type": "seek()+next()",
+        "iqr": 0.0308289946988225,
+        "median": 1.2789893131703138,
+        "type": "uniform:seek()+next()",
         "video": "/tmp/torchcodec_benchmarking_videos/640x480_10s_30fps_600gop_libx264_yuv420p.mp4"
     },
     {
-        "decoder": "TorchVision[backend=VideoReader]",
-        "description": "1 next()",
-        "fps": 209.3834723742803,
-        "fps_p25": 211.77546088016425,
-        "fps_p75": 199.25812670019334,
-        "frame_count": 1,
-        "iqr": 0.0002966334810480479,
-        "median": 0.00477592614479363,
-        "type": "next()",
+        "decoder": "TorchVision[backend=video_reader]",
+        "description": "random 10 seek()+next()",
+        "fps": 8.174175797820915,
+        "fps_p25": 8.198128262246657,
+        "fps_p75": 8.089292632708272,
+        "frame_count": 10,
+        "iqr": 0.016411407850682735,
+        "median": 1.2233649296686053,
+        "type": "random:seek()+next()",
         "video": "/tmp/torchcodec_benchmarking_videos/640x480_10s_30fps_600gop_libx264_yuv420p.mp4"
     },
     {
-        "decoder": "TorchVision[backend=VideoReader]",
-        "description": "10 next()",
-        "fps": 531.7221665034224,
-        "fps_p25": 538.7259880033903,
-        "fps_p75": 522.8300241450709,
-        "frame_count": 10,
-        "iqr": 0.0005643628537654877,
-        "median": 0.018806814216077328,
+        "decoder": "TorchVision[backend=video_reader]",
+        "description": "100 next()",
+        "fps": 708.5626871155907,
+        "fps_p25": 714.9065385245668,
+        "fps_p75": 701.1653993140255,
+        "frame_count": 100,
+        "iqr": 0.002741277450695634,
+        "median": 0.14113077335059643,
         "type": "next()",
         "video": "/tmp/torchcodec_benchmarking_videos/640x480_10s_30fps_600gop_libx264_yuv420p.mp4"
     },
     {
         "decoder": "TorchAudio",
-        "description": "10 seek()+next()",
-        "fps": 27.403418366590216,
-        "fps_p25": 27.57563496650987,
-        "fps_p75": 27.276339015442346,
+        "description": "uniform 10 seek()+next()",
+        "fps": 28.25481341811952,
+        "fps_p25": 28.472751002542807,
+        "fps_p75": 28.027683266448527,
         "frame_count": 10,
-        "iqr": 0.003979140194132924,
-        "median": 0.36491797724738717,
-        "type": "seek()+next()",
+        "iqr": 0.005577113479375839,
+        "median": 0.35392199736088514,
+        "type": "uniform:seek()+next()",
         "video": "/tmp/torchcodec_benchmarking_videos/640x480_10s_30fps_600gop_libx264_yuv420p.mp4"
     },
     {
         "decoder": "TorchAudio",
-        "description": "1 next()",
-        "fps": 243.36030386646544,
-        "fps_p25": 246.1182470856226,
-        "fps_p75": 240.91573311529928,
-        "frame_count": 1,
-        "iqr": 8.774134330451558e-05,
-        "median": 0.004109133593738079,
-        "type": "next()",
+        "description": "random 10 seek()+next()",
+        "fps": 29.222482794708707,
+        "fps_p25": 29.434989975510586,
+        "fps_p75": 28.911024515041184,
+        "frame_count": 10,
+        "iqr": 0.006157086929306388,
+        "median": 0.34220227180048823,
+        "type": "random:seek()+next()",
         "video": "/tmp/torchcodec_benchmarking_videos/640x480_10s_30fps_600gop_libx264_yuv420p.mp4"
     },
     {
         "decoder": "TorchAudio",
-        "description": "10 next()",
-        "fps": 564.5307153840273,
-        "fps_p25": 572.2932075367765,
-        "fps_p75": 558.1691247911658,
-        "frame_count": 10,
-        "iqr": 0.00044215633533895016,
-        "median": 0.01771382801234722,
+        "description": "100 next()",
+        "fps": 719.0499213961119,
+        "fps_p25": 725.4279593070022,
+        "fps_p75": 710.8406389605324,
+        "frame_count": 100,
+        "iqr": 0.002828843891620636,
+        "median": 0.13907240238040686,
         "type": "next()",
         "video": "/tmp/torchcodec_benchmarking_videos/640x480_10s_30fps_600gop_libx264_yuv420p.mp4"
     },
@@ -150,4 +150,4 @@
         "python_version": "3.11.10",
         "system": "Linux"
     }
-]
+]
\ No newline at end of file
diff --git a/benchmarks/decoders/generate_readme_data.py b/benchmarks/decoders/generate_readme_data.py
index 6fb859c0..fedaae09 100644
--- a/benchmarks/decoders/generate_readme_data.py
+++ b/benchmarks/decoders/generate_readme_data.py
@@ -15,8 +15,8 @@
     generate_videos,
     run_benchmarks,
     TorchAudioDecoder,
-    TorchcodecNonCompiledWithOptions,
-    TVNewAPIDecoderWithBackend,
+    TorchCodecPublic,
+    TorchVision,
 )
 
 
@@ -46,22 +46,22 @@ def main() -> None:
     video_files_paths = glob.glob(f"{videos_dir_path}/*.mp4")
 
     decoder_dict = {}
-    decoder_dict["TorchCodec"] = TorchcodecNonCompiledWithOptions()
-    decoder_dict["TorchCodec[num_threads=1]"] = TorchcodecNonCompiledWithOptions(
-        num_threads=1
+    decoder_dict["TorchCodec"] = TorchCodecPublic()
+    decoder_dict["TorchCodec[num_threads=1]"] = TorchCodecPublic(
+        num_ffmpeg_threads=1
     )
-    decoder_dict["TorchVision[backend=VideoReader]"] = TVNewAPIDecoderWithBackend(
+    decoder_dict["TorchVision[backend=video_reader]"] = TorchVision(
         "video_reader"
     )
     decoder_dict["TorchAudio"] = TorchAudioDecoder()
 
     # These are the number of uniform seeks we do in the seek+decode benchmark.
-    num_uniform_samples = 10
+    num_samples = 10
     df_data = run_benchmarks(
         decoder_dict,
         video_files_paths,
-        num_uniform_samples,
-        10,
+        num_samples,
+        30,
         False,
     )
     df_data.append(

From c4681c0b0e07a83e51a4f3130592f0d20121323e Mon Sep 17 00:00:00 2001
From: Scott Schneider <scott.a.s@gmail.com>
Date: Mon, 4 Nov 2024 07:56:36 -0800
Subject: [PATCH 2/2] Generation new chart, add more next benchmarks

---
 benchmarks/decoders/benchmark_decoders.py     |   5 +-
 .../decoders/benchmark_decoders_library.py    |  43 ++++---
 .../decoders/benchmark_readme_chart.png       | Bin 51187 -> 51324 bytes
 .../decoders/benchmark_readme_data.json       | 120 +++++++++---------
 benchmarks/decoders/generate_readme_data.py   |   5 +-
 5 files changed, 92 insertions(+), 81 deletions(-)

diff --git a/benchmarks/decoders/benchmark_decoders.py b/benchmarks/decoders/benchmark_decoders.py
index b8fcbd2e..b1dc46c5 100644
--- a/benchmarks/decoders/benchmark_decoders.py
+++ b/benchmarks/decoders/benchmark_decoders.py
@@ -145,8 +145,9 @@ def main() -> None:
         decoder_dict,
         video_paths,
         num_uniform_samples,
-        args.bm_video_speed_min_run_seconds,
-        args.bm_video_creation,
+        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,
     )
     plot_data(df_data, args.plot_path)
 
diff --git a/benchmarks/decoders/benchmark_decoders_library.py b/benchmarks/decoders/benchmark_decoders_library.py
index 7d6e77c1..11f4fe2e 100644
--- a/benchmarks/decoders/benchmark_decoders_library.py
+++ b/benchmarks/decoders/benchmark_decoders_library.py
@@ -472,28 +472,37 @@ def get_metadata(video_file_path: str) -> VideoStreamMetadata:
     return VideoDecoder(video_file_path).metadata
 
 def run_benchmarks(
-    decoder_dict,
-    video_files_paths,
-    num_samples,
-    min_runtime_seconds,
-    benchmark_video_creation,
+    decoder_dict: dict[str, AbstractDecoder],
+    video_files_paths: list[str],
+    num_samples: int,
+    num_sequential_frames_from_start: list[int],
+    min_runtime_seconds: float,
+    benchmark_video_creation: bool,
 ) -> list[dict[str, str | float | int]]:
+    # Ensure that we have the same seed across benchmark runs.
+    torch.manual_seed(0)
+
+    print(f"video_files_paths={video_files_paths}")
+
     results = []
     df_data = []
-    print(f"video_files_paths={video_files_paths}")
     verbose = False
-    for decoder_name, decoder in decoder_dict.items():
-        for video_file_path in video_files_paths:
-            print(f"video={video_file_path}, decoder={decoder_name}")
-            metadata = get_metadata(video_file_path)
-            metadata_label = f"{metadata.codec} {metadata.width}x{metadata.height}, {metadata.duration_seconds}s {metadata.average_fps}fps"
+    for video_file_path in video_files_paths:
+        metadata = get_metadata(video_file_path)
+        metadata_label = f"{metadata.codec} {metadata.width}x{metadata.height}, {metadata.duration_seconds}s {metadata.average_fps}fps"
 
-            duration = metadata.duration_seconds
-            uniform_pts_list = [
-                i * duration / num_samples for i in range(num_samples)
-            ]
+        duration = metadata.duration_seconds
+        uniform_pts_list = [
+            i * duration / num_samples for i in range(num_samples)
+        ]
 
-            random_pts_list = (torch.rand(num_samples) * duration).tolist()
+        # Note that we are using the same random pts values for all decoders for the same
+        # 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()
+
+        for decoder_name, decoder in decoder_dict.items():
+            print(f"video={video_file_path}, decoder={decoder_name}")
 
             for kind, pts_list in [("uniform", uniform_pts_list), ("random", random_pts_list)]:
                 if verbose:
@@ -527,7 +536,7 @@ def run_benchmarks(
                 df_item["fps_p25"] = 1.0 * num_samples / results[-1]._p25
                 df_data.append(df_item)
 
-            for num_consecutive_nexts in [100]:
+            for num_consecutive_nexts in num_sequential_frames_from_start:
                 consecutive_frames_result = benchmark.Timer(
                     stmt="decoder.get_consecutive_frames_from_video(video_file, consecutive_frames_to_extract)",
                     globals={
diff --git a/benchmarks/decoders/benchmark_readme_chart.png b/benchmarks/decoders/benchmark_readme_chart.png
index 44418df93e687ad55104d4e6a67a86de84ee3e02..a1fd6b47297e7552f68b364424354407ab5740bb 100644
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diff --git a/benchmarks/decoders/benchmark_readme_data.json b/benchmarks/decoders/benchmark_readme_data.json
index 5bedd30b..f5878a10 100644
--- a/benchmarks/decoders/benchmark_readme_data.json
+++ b/benchmarks/decoders/benchmark_readme_data.json
@@ -2,144 +2,144 @@
     {
         "decoder": "TorchCodec",
         "description": "uniform 10 seek()+next()",
-        "fps": 314.3002734250253,
-        "fps_p25": 322.3704500761085,
-        "fps_p75": 304.61961295439414,
+        "fps": 315.05924655387844,
+        "fps_p25": 323.6567367722293,
+        "fps_p75": 303.4217234978234,
         "frame_count": 10,
-        "iqr": 0.001807614229619503,
-        "median": 0.03181670792400837,
+        "iqr": 0.0020604978781193495,
+        "median": 0.031740061938762665,
         "type": "uniform:seek()+next()",
         "video": "/tmp/torchcodec_benchmarking_videos/640x480_10s_30fps_600gop_libx264_yuv420p.mp4"
     },
     {
         "decoder": "TorchCodec",
         "description": "random 10 seek()+next()",
-        "fps": 318.6332392061074,
-        "fps_p25": 326.61265301425016,
-        "fps_p75": 307.9272223416659,
+        "fps": 312.8775910187949,
+        "fps_p25": 316.65411586172576,
+        "fps_p75": 304.67664202566044,
         "frame_count": 10,
-        "iqr": 0.0018578986637294292,
-        "median": 0.031384045258164406,
+        "iqr": 0.0012414834462106256,
+        "median": 0.03196138134226203,
         "type": "random:seek()+next()",
         "video": "/tmp/torchcodec_benchmarking_videos/640x480_10s_30fps_600gop_libx264_yuv420p.mp4"
     },
     {
         "decoder": "TorchCodec",
         "description": "100 next()",
-        "fps": 963.8588500259038,
-        "fps_p25": 1232.7462278510554,
-        "fps_p75": 897.72507501799,
+        "fps": 948.3281062356014,
+        "fps_p25": 1211.2939721426944,
+        "fps_p75": 884.5162407819654,
         "frame_count": 100,
-        "iqr": 0.03027298115193844,
-        "median": 0.10374963097274303,
+        "iqr": 0.030499806627631187,
+        "median": 0.10544873587787151,
         "type": "next()",
         "video": "/tmp/torchcodec_benchmarking_videos/640x480_10s_30fps_600gop_libx264_yuv420p.mp4"
     },
     {
         "decoder": "TorchCodec[num_threads=1]",
         "description": "uniform 10 seek()+next()",
-        "fps": 131.988339357579,
-        "fps_p25": 133.26652650624064,
-        "fps_p75": 130.3643453501947,
+        "fps": 131.3991915256709,
+        "fps_p25": 132.80657677770856,
+        "fps_p75": 130.0875105195256,
         "frame_count": 10,
-        "iqr": 0.0016704928129911423,
-        "median": 0.07576426863670349,
+        "iqr": 0.0015738545916974545,
+        "median": 0.07610396901145577,
         "type": "uniform:seek()+next()",
         "video": "/tmp/torchcodec_benchmarking_videos/640x480_10s_30fps_600gop_libx264_yuv420p.mp4"
     },
     {
         "decoder": "TorchCodec[num_threads=1]",
         "description": "random 10 seek()+next()",
-        "fps": 122.75317946016999,
-        "fps_p25": 124.22201311180707,
-        "fps_p75": 121.19633847694604,
+        "fps": 131.76952597486445,
+        "fps_p25": 133.43827127306128,
+        "fps_p75": 129.72933699334547,
         "frame_count": 10,
-        "iqr": 0.0020097135566174984,
-        "median": 0.08146428503096104,
+        "iqr": 0.0021425478626042604,
+        "median": 0.0758900810033083,
         "type": "random:seek()+next()",
         "video": "/tmp/torchcodec_benchmarking_videos/640x480_10s_30fps_600gop_libx264_yuv420p.mp4"
     },
     {
         "decoder": "TorchCodec[num_threads=1]",
         "description": "100 next()",
-        "fps": 809.9441914595772,
-        "fps_p25": 820.5478107543202,
-        "fps_p75": 801.8920090548505,
+        "fps": 767.4262194030912,
+        "fps_p25": 954.5964481242703,
+        "fps_p75": 751.3156802763621,
         "frame_count": 100,
-        "iqr": 0.0028352681547403336,
-        "median": 0.12346529681235552,
+        "iqr": 0.028343535726889968,
+        "median": 0.13030568603426218,
         "type": "next()",
         "video": "/tmp/torchcodec_benchmarking_videos/640x480_10s_30fps_600gop_libx264_yuv420p.mp4"
     },
     {
         "decoder": "TorchVision[backend=video_reader]",
         "description": "uniform 10 seek()+next()",
-        "fps": 7.818673617539736,
-        "fps_p25": 7.914887876132339,
-        "fps_p75": 7.72635851907541,
+        "fps": 7.87802293808524,
+        "fps_p25": 7.9221952370727795,
+        "fps_p75": 7.816352619742458,
         "frame_count": 10,
-        "iqr": 0.0308289946988225,
-        "median": 1.2789893131703138,
+        "iqr": 0.017092708498239517,
+        "median": 1.2693540090695024,
         "type": "uniform:seek()+next()",
         "video": "/tmp/torchcodec_benchmarking_videos/640x480_10s_30fps_600gop_libx264_yuv420p.mp4"
     },
     {
         "decoder": "TorchVision[backend=video_reader]",
         "description": "random 10 seek()+next()",
-        "fps": 8.174175797820915,
-        "fps_p25": 8.198128262246657,
-        "fps_p75": 8.089292632708272,
+        "fps": 7.257307771543773,
+        "fps_p25": 7.305370582206469,
+        "fps_p75": 7.209328679013935,
         "frame_count": 10,
-        "iqr": 0.016411407850682735,
-        "median": 1.2233649296686053,
+        "iqr": 0.018235752126201987,
+        "median": 1.3779214434325695,
         "type": "random:seek()+next()",
         "video": "/tmp/torchcodec_benchmarking_videos/640x480_10s_30fps_600gop_libx264_yuv420p.mp4"
     },
     {
         "decoder": "TorchVision[backend=video_reader]",
         "description": "100 next()",
-        "fps": 708.5626871155907,
-        "fps_p25": 714.9065385245668,
-        "fps_p75": 701.1653993140255,
+        "fps": 843.6237746060216,
+        "fps_p25": 852.9895625098609,
+        "fps_p75": 830.8058002517034,
         "frame_count": 100,
-        "iqr": 0.002741277450695634,
-        "median": 0.14113077335059643,
+        "iqr": 0.0031303432770073414,
+        "median": 0.11853625159710646,
         "type": "next()",
         "video": "/tmp/torchcodec_benchmarking_videos/640x480_10s_30fps_600gop_libx264_yuv420p.mp4"
     },
     {
         "decoder": "TorchAudio",
         "description": "uniform 10 seek()+next()",
-        "fps": 28.25481341811952,
-        "fps_p25": 28.472751002542807,
-        "fps_p75": 28.027683266448527,
+        "fps": 28.283386183212908,
+        "fps_p25": 28.48861769505288,
+        "fps_p75": 27.962052080094207,
         "frame_count": 10,
-        "iqr": 0.005577113479375839,
-        "median": 0.35392199736088514,
+        "iqr": 0.006610161624848843,
+        "median": 0.3535644542425871,
         "type": "uniform:seek()+next()",
         "video": "/tmp/torchcodec_benchmarking_videos/640x480_10s_30fps_600gop_libx264_yuv420p.mp4"
     },
     {
         "decoder": "TorchAudio",
         "description": "random 10 seek()+next()",
-        "fps": 29.222482794708707,
-        "fps_p25": 29.434989975510586,
-        "fps_p75": 28.911024515041184,
+        "fps": 26.009247898010745,
+        "fps_p25": 26.13538377314808,
+        "fps_p75": 25.757236346453418,
         "frame_count": 10,
-        "iqr": 0.006157086929306388,
-        "median": 0.34220227180048823,
+        "iqr": 0.00561736966483295,
+        "median": 0.38447863003239036,
         "type": "random:seek()+next()",
         "video": "/tmp/torchcodec_benchmarking_videos/640x480_10s_30fps_600gop_libx264_yuv420p.mp4"
     },
     {
         "decoder": "TorchAudio",
         "description": "100 next()",
-        "fps": 719.0499213961119,
-        "fps_p25": 725.4279593070022,
-        "fps_p75": 710.8406389605324,
+        "fps": 659.7600283811723,
+        "fps_p25": 668.0071480761926,
+        "fps_p75": 652.052492189031,
         "frame_count": 100,
-        "iqr": 0.002828843891620636,
-        "median": 0.13907240238040686,
+        "iqr": 0.003662889124825597,
+        "median": 0.15157026145607233,
         "type": "next()",
         "video": "/tmp/torchcodec_benchmarking_videos/640x480_10s_30fps_600gop_libx264_yuv420p.mp4"
     },
diff --git a/benchmarks/decoders/generate_readme_data.py b/benchmarks/decoders/generate_readme_data.py
index fedaae09..bf8152a6 100644
--- a/benchmarks/decoders/generate_readme_data.py
+++ b/benchmarks/decoders/generate_readme_data.py
@@ -61,8 +61,9 @@ def main() -> None:
         decoder_dict,
         video_files_paths,
         num_samples,
-        30,
-        False,
+        num_sequential_frames_from_start=[100],
+        min_runtime_seconds=30,
+        benchmark_video_creation=False,
     )
     df_data.append(
         {