From ace0bd4bcd6661c427ca99f7e490816ef9f9aa16 Mon Sep 17 00:00:00 2001 From: Nicolas Hug Date: Mon, 10 Feb 2025 16:54:10 +0000 Subject: [PATCH 01/34] Create AddAudioStream --- .../decoders/_core/VideoDecoder.cpp | 74 ++++++++++++------- src/torchcodec/decoders/_core/VideoDecoder.h | 13 +++- .../decoders/_core/VideoDecoderOps.cpp | 13 +++- .../decoders/_core/VideoDecoderOps.h | 4 + src/torchcodec/decoders/_core/__init__.py | 1 + .../decoders/_core/video_decoder_ops.py | 10 +++ test/decoders/VideoDecoderTest.cpp | 20 ++--- test/decoders/test_video_decoder_ops.py | 26 +++++++ 8 files changed, 118 insertions(+), 43 deletions(-) diff --git a/src/torchcodec/decoders/_core/VideoDecoder.cpp b/src/torchcodec/decoders/_core/VideoDecoder.cpp index 1df0ff275..a5f230246 100644 --- a/src/torchcodec/decoders/_core/VideoDecoder.cpp +++ b/src/torchcodec/decoders/_core/VideoDecoder.cpp @@ -418,8 +418,9 @@ VideoDecoder::VideoStreamOptions::VideoStreamOptions( } } -void VideoDecoder::addVideoStreamDecoder( +void VideoDecoder::addStream( int streamIndex, + AVMediaType mediaType, const VideoStreamOptions& videoStreamOptions) { TORCH_CHECK( activeStreamIndex_ == NO_ACTIVE_STREAM, @@ -429,30 +430,37 @@ void VideoDecoder::addVideoStreamDecoder( AVCodecOnlyUseForCallingAVFindBestStream avCodec = nullptr; activeStreamIndex_ = av_find_best_stream( - formatContext_.get(), AVMEDIA_TYPE_VIDEO, streamIndex, -1, &avCodec, 0); + formatContext_.get(), mediaType, streamIndex, -1, &avCodec, 0); + if (activeStreamIndex_ < 0) { - throw std::invalid_argument("No valid stream found in input file."); + throw std::invalid_argument( + "No valid stream found in input file. Is " + + std::to_string(streamIndex) + " of the desired media type?"); } + TORCH_CHECK(avCodec != nullptr); StreamInfo& streamInfo = streamInfos_[activeStreamIndex_]; streamInfo.streamIndex = activeStreamIndex_; streamInfo.timeBase = formatContext_->streams[activeStreamIndex_]->time_base; streamInfo.stream = formatContext_->streams[activeStreamIndex_]; + streamInfo.avMediaType = mediaType; - if (streamInfo.stream->codecpar->codec_type != AVMEDIA_TYPE_VIDEO) { - throw std::invalid_argument( - "Stream with index " + std::to_string(activeStreamIndex_) + - " is not a video stream."); - } + // This should never happen, checking just to be safe. + TORCH_CHECK( + streamInfo.stream->codecpar->codec_type == mediaType, + "FFmpeg found stream with index ", activeStreamIndex_, " which is of the wrong media type."); - if (videoStreamOptions.device.type() == torch::kCUDA) { + + if (mediaType == AVMEDIA_TYPE_VIDEO && + videoStreamOptions.device.type() == torch::kCUDA) { avCodec = makeAVCodecOnlyUseForCallingAVFindBestStream( findCudaCodec( videoStreamOptions.device, streamInfo.stream->codecpar->codec_id) .value_or(avCodec)); } + // TODO figure out whether this should be VIDEO only StreamMetadata& streamMetadata = containerMetadata_.allStreamMetadata[activeStreamIndex_]; if (seekMode_ == SeekMode::approximate && @@ -465,22 +473,25 @@ void VideoDecoder::addVideoStreamDecoder( AVCodecContext* codecContext = avcodec_alloc_context3(avCodec); TORCH_CHECK(codecContext != nullptr); - codecContext->thread_count = videoStreamOptions.ffmpegThreadCount.value_or(0); + codecContext->thread_count = + videoStreamOptions.ffmpegThreadCount.value_or(0); // TODO VIDEO ONLY? streamInfo.codecContext.reset(codecContext); int retVal = avcodec_parameters_to_context( streamInfo.codecContext.get(), streamInfo.stream->codecpar); TORCH_CHECK_EQ(retVal, AVSUCCESS); - if (videoStreamOptions.device.type() == torch::kCPU) { - // No more initialization needed for CPU. - } else if (videoStreamOptions.device.type() == torch::kCUDA) { - initializeContextOnCuda(videoStreamOptions.device, codecContext); - } else { - TORCH_CHECK( - false, "Invalid device type: " + videoStreamOptions.device.str()); + if (mediaType == AVMEDIA_TYPE_VIDEO) { + if (videoStreamOptions.device.type() == torch::kCPU) { + // No more initialization needed for CPU. + } else if (videoStreamOptions.device.type() == torch::kCUDA) { + initializeContextOnCuda(videoStreamOptions.device, codecContext); + } else { + TORCH_CHECK( + false, "Invalid device type: " + videoStreamOptions.device.str()); + } + streamInfo.videoStreamOptions = videoStreamOptions; } - streamInfo.videoStreamOptions = videoStreamOptions; retVal = avcodec_open2(streamInfo.codecContext.get(), avCodec, nullptr); if (retVal < AVSUCCESS) { @@ -488,14 +499,8 @@ void VideoDecoder::addVideoStreamDecoder( } codecContext->time_base = streamInfo.stream->time_base; - - containerMetadata_.allStreamMetadata[activeStreamIndex_].width = - codecContext->width; - containerMetadata_.allStreamMetadata[activeStreamIndex_].height = - codecContext->height; - auto codedId = codecContext->codec_id; containerMetadata_.allStreamMetadata[activeStreamIndex_].codecName = - std::string(avcodec_get_name(codedId)); + std::string(avcodec_get_name(codecContext->codec_id)); // We will only need packets from the active stream, so we tell FFmpeg to // discard packets from the other streams. Note that av_read_frame() may still @@ -506,6 +511,18 @@ void VideoDecoder::addVideoStreamDecoder( formatContext_->streams[i]->discard = AVDISCARD_ALL; } } +} + +void VideoDecoder::addVideoStream( + int streamIndex, + const VideoStreamOptions& videoStreamOptions) { + addStream(streamIndex, AVMEDIA_TYPE_VIDEO, videoStreamOptions); + + auto& streamInfo = streamInfos_[activeStreamIndex_]; + containerMetadata_.allStreamMetadata[activeStreamIndex_].width = + streamInfo.codecContext->width; + containerMetadata_.allStreamMetadata[activeStreamIndex_].height = + streamInfo.codecContext->height; // By default, we want to use swscale for color conversion because it is // faster. However, it has width requirements, so we may need to fall back @@ -514,7 +531,7 @@ void VideoDecoder::addVideoStreamDecoder( // swscale's width requirements to be violated. We don't expose the ability to // choose color conversion library publicly; we only use this ability // internally. - int width = videoStreamOptions.width.value_or(codecContext->width); + int width = videoStreamOptions.width.value_or(streamInfo.codecContext->width); // swscale requires widths to be multiples of 32: // https://stackoverflow.com/questions/74351955/turn-off-sw-scale-conversion-to-planar-yuv-32-byte-alignment-requirements @@ -527,6 +544,10 @@ void VideoDecoder::addVideoStreamDecoder( videoStreamOptions.colorConversionLibrary.value_or(defaultLibrary); } +void VideoDecoder::addAudioStream(int streamIndex) { + addStream(streamIndex, AVMEDIA_TYPE_AUDIO); +} + // -------------------------------------------------------------------------- // HIGH-LEVEL DECODING ENTRY-POINTS // -------------------------------------------------------------------------- @@ -1051,7 +1072,6 @@ VideoDecoder::FrameOutput VideoDecoder::convertAVFrameToFrameOutput( AVFrame* avFrame = avFrameStream.avFrame.get(); frameOutput.streamIndex = streamIndex; auto& streamInfo = streamInfos_[streamIndex]; - TORCH_CHECK(streamInfo.stream->codecpar->codec_type == AVMEDIA_TYPE_VIDEO); frameOutput.ptsSeconds = ptsToSeconds( avFrame->pts, formatContext_->streams[streamIndex]->time_base); frameOutput.durationSeconds = ptsToSeconds( diff --git a/src/torchcodec/decoders/_core/VideoDecoder.h b/src/torchcodec/decoders/_core/VideoDecoder.h index 37142bd7b..11e6e5fc0 100644 --- a/src/torchcodec/decoders/_core/VideoDecoder.h +++ b/src/torchcodec/decoders/_core/VideoDecoder.h @@ -136,12 +136,10 @@ class VideoDecoder { struct AudioStreamOptions {}; - void addVideoStreamDecoder( + void addVideoStream( int streamIndex, const VideoStreamOptions& videoStreamOptions = VideoStreamOptions()); - void addAudioStreamDecoder( - int streamIndex, - const AudioStreamOptions& audioStreamOptions = AudioStreamOptions()); + void addAudioStream(int streamIndex); // -------------------------------------------------------------------------- // DECODING AND SEEKING APIs @@ -322,6 +320,8 @@ class VideoDecoder { struct StreamInfo { int streamIndex = -1; AVStream* stream = nullptr; + AVMediaType avMediaType = AVMEDIA_TYPE_UNKNOWN; + AVRational timeBase = {}; UniqueAVCodecContext codecContext; @@ -433,6 +433,11 @@ class VideoDecoder { // STREAM AND METADATA APIS // -------------------------------------------------------------------------- + void addStream( + int streamIndex, + AVMediaType mediaType, + const VideoStreamOptions& videoStreamOptions = VideoStreamOptions()); + // Returns the "best" stream index for a given media type. The "best" is // determined by various heuristics in FFMPEG. // See diff --git a/src/torchcodec/decoders/_core/VideoDecoderOps.cpp b/src/torchcodec/decoders/_core/VideoDecoderOps.cpp index 398232b5c..d58721c84 100644 --- a/src/torchcodec/decoders/_core/VideoDecoderOps.cpp +++ b/src/torchcodec/decoders/_core/VideoDecoderOps.cpp @@ -34,6 +34,8 @@ TORCH_LIBRARY(torchcodec_ns, m) { "_add_video_stream(Tensor(a!) decoder, *, int? width=None, int? height=None, int? num_threads=None, str? dimension_order=None, int? stream_index=None, str? device=None, str? color_conversion_library=None) -> ()"); m.def( "add_video_stream(Tensor(a!) decoder, *, int? width=None, int? height=None, int? num_threads=None, str? dimension_order=None, int? stream_index=None, str? device=None) -> ()"); + m.def( + "add_audio_stream(Tensor(a!) decoder, *, int? stream_index=None) -> ()"); m.def("seek_to_pts(Tensor(a!) decoder, float seconds) -> ()"); m.def("get_next_frame(Tensor(a!) decoder) -> (Tensor, Tensor, Tensor)"); m.def( @@ -220,8 +222,14 @@ void _add_video_stream( } auto videoDecoder = unwrapTensorToGetDecoder(decoder); - videoDecoder->addVideoStreamDecoder( - stream_index.value_or(-1), videoStreamOptions); + videoDecoder->addVideoStream(stream_index.value_or(-1), videoStreamOptions); +} + +void add_audio_stream( + at::Tensor& decoder, + std::optional stream_index) { + auto videoDecoder = unwrapTensorToGetDecoder(decoder); + videoDecoder->addAudioStream(stream_index.value_or(-1)); } void seek_to_pts(at::Tensor& decoder, double seconds) { @@ -533,6 +541,7 @@ TORCH_LIBRARY_IMPL(torchcodec_ns, CPU, m) { m.impl("seek_to_pts", &seek_to_pts); m.impl("add_video_stream", &add_video_stream); m.impl("_add_video_stream", &_add_video_stream); + m.impl("add_audio_stream", &add_audio_stream); m.impl("get_next_frame", &get_next_frame); m.impl("_get_key_frame_indices", &_get_key_frame_indices); m.impl("get_json_metadata", &get_json_metadata); diff --git a/src/torchcodec/decoders/_core/VideoDecoderOps.h b/src/torchcodec/decoders/_core/VideoDecoderOps.h index 241d80983..c85998cdd 100644 --- a/src/torchcodec/decoders/_core/VideoDecoderOps.h +++ b/src/torchcodec/decoders/_core/VideoDecoderOps.h @@ -55,6 +55,10 @@ void _add_video_stream( std::optional device = std::nullopt, std::optional color_conversion_library = std::nullopt); +void add_audio_stream( + at::Tensor& decoder, + std::optional stream_index = std::nullopt); + // Seek to a particular presentation timestamp in the video in seconds. void seek_to_pts(at::Tensor& decoder, double seconds); diff --git a/src/torchcodec/decoders/_core/__init__.py b/src/torchcodec/decoders/_core/__init__.py index d39d3d237..b0aef872b 100644 --- a/src/torchcodec/decoders/_core/__init__.py +++ b/src/torchcodec/decoders/_core/__init__.py @@ -15,6 +15,7 @@ _add_video_stream, _get_key_frame_indices, _test_frame_pts_equality, + add_audio_stream, add_video_stream, create_from_bytes, create_from_file, diff --git a/src/torchcodec/decoders/_core/video_decoder_ops.py b/src/torchcodec/decoders/_core/video_decoder_ops.py index 66f5dd9a9..7052ae94c 100644 --- a/src/torchcodec/decoders/_core/video_decoder_ops.py +++ b/src/torchcodec/decoders/_core/video_decoder_ops.py @@ -69,6 +69,7 @@ def load_torchcodec_extension(): ) add_video_stream = torch.ops.torchcodec_ns.add_video_stream.default _add_video_stream = torch.ops.torchcodec_ns._add_video_stream.default +add_audio_stream = torch.ops.torchcodec_ns.add_audio_stream.default seek_to_pts = torch.ops.torchcodec_ns.seek_to_pts.default get_next_frame = torch.ops.torchcodec_ns.get_next_frame.default get_frame_at_pts = torch.ops.torchcodec_ns.get_frame_at_pts.default @@ -150,6 +151,15 @@ def add_video_stream_abstract( return +@register_fake("torchcodec_ns::add_audio_stream") +def add_audio_stream_abstract( + decoder: torch.Tensor, + *, + stream_index: Optional[int] = None, +) -> None: + return + + @register_fake("torchcodec_ns::seek_to_pts") def seek_abstract(decoder: torch.Tensor, seconds: float) -> None: return diff --git a/test/decoders/VideoDecoderTest.cpp b/test/decoders/VideoDecoderTest.cpp index 87a69f28b..4e6710cb7 100644 --- a/test/decoders/VideoDecoderTest.cpp +++ b/test/decoders/VideoDecoderTest.cpp @@ -148,7 +148,7 @@ TEST(VideoDecoderTest, RespectsWidthAndHeightFromOptions) { VideoDecoder::VideoStreamOptions videoStreamOptions; videoStreamOptions.width = 100; videoStreamOptions.height = 120; - decoder->addVideoStreamDecoder(-1, videoStreamOptions); + decoder->addVideoStream(-1, videoStreamOptions); torch::Tensor tensor = decoder->getNextFrame().data; EXPECT_EQ(tensor.sizes(), std::vector({3, 120, 100})); } @@ -158,7 +158,7 @@ TEST(VideoDecoderTest, RespectsOutputTensorDimensionOrderFromOptions) { std::unique_ptr decoder = std::make_unique(path); VideoDecoder::VideoStreamOptions videoStreamOptions; videoStreamOptions.dimensionOrder = "NHWC"; - decoder->addVideoStreamDecoder(-1, videoStreamOptions); + decoder->addVideoStream(-1, videoStreamOptions); torch::Tensor tensor = decoder->getNextFrame().data; EXPECT_EQ(tensor.sizes(), std::vector({270, 480, 3})); } @@ -167,7 +167,7 @@ TEST_P(VideoDecoderTest, ReturnsFirstTwoFramesOfVideo) { std::string path = getResourcePath("nasa_13013.mp4"); std::unique_ptr ourDecoder = createDecoderFromPath(path, GetParam()); - ourDecoder->addVideoStreamDecoder(-1); + ourDecoder->addVideoStream(-1); auto output = ourDecoder->getNextFrame(); torch::Tensor tensor0FromOurDecoder = output.data; EXPECT_EQ(tensor0FromOurDecoder.sizes(), std::vector({3, 270, 480})); @@ -206,7 +206,7 @@ TEST_P(VideoDecoderTest, DecodesFramesInABatchInNCHW) { ourDecoder->scanFileAndUpdateMetadataAndIndex(); int bestVideoStreamIndex = *ourDecoder->getContainerMetadata().bestVideoStreamIndex; - ourDecoder->addVideoStreamDecoder(bestVideoStreamIndex); + ourDecoder->addVideoStream(bestVideoStreamIndex); // Frame with index 180 corresponds to timestamp 6.006. auto output = ourDecoder->getFramesAtIndices({0, 180}); auto tensor = output.data; @@ -228,7 +228,7 @@ TEST_P(VideoDecoderTest, DecodesFramesInABatchInNHWC) { ourDecoder->scanFileAndUpdateMetadataAndIndex(); int bestVideoStreamIndex = *ourDecoder->getContainerMetadata().bestVideoStreamIndex; - ourDecoder->addVideoStreamDecoder( + ourDecoder->addVideoStream( bestVideoStreamIndex, VideoDecoder::VideoStreamOptions("dimension_order=NHWC")); // Frame with index 180 corresponds to timestamp 6.006. @@ -250,7 +250,7 @@ TEST_P(VideoDecoderTest, SeeksCloseToEof) { std::string path = getResourcePath("nasa_13013.mp4"); std::unique_ptr ourDecoder = createDecoderFromPath(path, GetParam()); - ourDecoder->addVideoStreamDecoder(-1); + ourDecoder->addVideoStream(-1); ourDecoder->setCursorPtsInSeconds(388388. / 30'000); auto output = ourDecoder->getNextFrame(); EXPECT_EQ(output.ptsSeconds, 388'388. / 30'000); @@ -263,7 +263,7 @@ TEST_P(VideoDecoderTest, GetsFramePlayedAtTimestamp) { std::string path = getResourcePath("nasa_13013.mp4"); std::unique_ptr ourDecoder = createDecoderFromPath(path, GetParam()); - ourDecoder->addVideoStreamDecoder(-1); + ourDecoder->addVideoStream(-1); auto output = ourDecoder->getFramePlayedAt(6.006); EXPECT_EQ(output.ptsSeconds, 6.006); // The frame's duration is 0.033367 according to ffprobe, @@ -293,7 +293,7 @@ TEST_P(VideoDecoderTest, SeeksToFrameWithSpecificPts) { std::string path = getResourcePath("nasa_13013.mp4"); std::unique_ptr ourDecoder = createDecoderFromPath(path, GetParam()); - ourDecoder->addVideoStreamDecoder(-1); + ourDecoder->addVideoStream(-1); ourDecoder->setCursorPtsInSeconds(6.0); auto output = ourDecoder->getNextFrame(); torch::Tensor tensor6FromOurDecoder = output.data; @@ -393,7 +393,7 @@ TEST_P(VideoDecoderTest, PreAllocatedTensorFilterGraph) { ourDecoder->scanFileAndUpdateMetadataAndIndex(); int bestVideoStreamIndex = *ourDecoder->getContainerMetadata().bestVideoStreamIndex; - ourDecoder->addVideoStreamDecoder( + ourDecoder->addVideoStream( bestVideoStreamIndex, VideoDecoder::VideoStreamOptions("color_conversion_library=filtergraph")); auto output = @@ -410,7 +410,7 @@ TEST_P(VideoDecoderTest, PreAllocatedTensorSwscale) { ourDecoder->scanFileAndUpdateMetadataAndIndex(); int bestVideoStreamIndex = *ourDecoder->getContainerMetadata().bestVideoStreamIndex; - ourDecoder->addVideoStreamDecoder( + ourDecoder->addVideoStream( bestVideoStreamIndex, VideoDecoder::VideoStreamOptions("color_conversion_library=swscale")); auto output = diff --git a/test/decoders/test_video_decoder_ops.py b/test/decoders/test_video_decoder_ops.py index 9b41126ff..df73b2618 100644 --- a/test/decoders/test_video_decoder_ops.py +++ b/test/decoders/test_video_decoder_ops.py @@ -19,6 +19,7 @@ from torchcodec.decoders._core import ( _add_video_stream, _test_frame_pts_equality, + add_audio_stream, add_video_stream, create_from_bytes, create_from_file, @@ -63,6 +64,31 @@ def seek(self, pts: float): class TestOps: + def test_add_stream(self): + valid_video_stream, valid_audio_stream = 0, 1 + + decoder = create_from_file(str(NASA_VIDEO.path)) + add_video_stream(decoder, stream_index=valid_video_stream) + with pytest.raises(RuntimeError, match="Can only add one single stream"): + add_video_stream(decoder, stream_index=valid_video_stream) + + decoder = create_from_file(str(NASA_VIDEO.path)) + add_audio_stream(decoder, stream_index=valid_audio_stream) + with pytest.raises(RuntimeError, match="Can only add one single stream"): + add_audio_stream(decoder, stream_index=valid_audio_stream) + + decoder = create_from_file(str(NASA_VIDEO.path)) + with pytest.raises( + ValueError, match=f"Is {valid_audio_stream} of the desired media type" + ): + add_video_stream(decoder, stream_index=valid_audio_stream) + + decoder = create_from_file(str(NASA_VIDEO.path)) + with pytest.raises( + ValueError, match=f"Is {valid_video_stream} of the desired media type" + ): + add_audio_stream(decoder, stream_index=valid_video_stream) + @pytest.mark.parametrize("device", cpu_and_cuda()) def test_seek_and_next(self, device): decoder = create_from_file(str(NASA_VIDEO.path)) From 1b362ecbf8cbb476660eae5c9969c66e16807e81 Mon Sep 17 00:00:00 2001 From: Nicolas Hug Date: Mon, 10 Feb 2025 18:47:05 +0000 Subject: [PATCH 02/34] Add basic decoding --- src/torchcodec/decoders/_core/CMakeLists.txt | 3 +- .../decoders/_core/VideoDecoder.cpp | 53 +++++++++++++++++-- src/torchcodec/decoders/_core/VideoDecoder.h | 4 ++ .../decoders/_core/VideoDecoderOps.cpp | 5 -- 4 files changed, 54 insertions(+), 11 deletions(-) diff --git a/src/torchcodec/decoders/_core/CMakeLists.txt b/src/torchcodec/decoders/_core/CMakeLists.txt index 7c9a7487a..bf1120648 100644 --- a/src/torchcodec/decoders/_core/CMakeLists.txt +++ b/src/torchcodec/decoders/_core/CMakeLists.txt @@ -4,7 +4,8 @@ set(CMAKE_CXX_STANDARD 17) set(CMAKE_CXX_STANDARD_REQUIRED ON) find_package(Torch REQUIRED) -set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -Wall -Wextra -pedantic -Werror ${TORCH_CXX_FLAGS}") +# set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -Wall -Wextra -pedantic -Werror ${TORCH_CXX_FLAGS}") +set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -Wall -Wextra ${TORCH_CXX_FLAGS}") find_package(Python3 ${PYTHON_VERSION} EXACT COMPONENTS Development) function(make_torchcodec_library library_name ffmpeg_target) diff --git a/src/torchcodec/decoders/_core/VideoDecoder.cpp b/src/torchcodec/decoders/_core/VideoDecoder.cpp index a5f230246..4c29f3a21 100644 --- a/src/torchcodec/decoders/_core/VideoDecoder.cpp +++ b/src/torchcodec/decoders/_core/VideoDecoder.cpp @@ -425,6 +425,9 @@ void VideoDecoder::addStream( TORCH_CHECK( activeStreamIndex_ == NO_ACTIVE_STREAM, "Can only add one single stream."); + TORCH_CHECK( + mediaType == AVMEDIA_TYPE_VIDEO || mediaType == AVMEDIA_TYPE_AUDIO, + "Can only add video or audio streams."); TORCH_CHECK(formatContext_.get() != nullptr); AVCodecOnlyUseForCallingAVFindBestStream avCodec = nullptr; @@ -448,9 +451,10 @@ void VideoDecoder::addStream( // This should never happen, checking just to be safe. TORCH_CHECK( - streamInfo.stream->codecpar->codec_type == mediaType, - "FFmpeg found stream with index ", activeStreamIndex_, " which is of the wrong media type."); - + streamInfo.stream->codecpar->codec_type == mediaType, + "FFmpeg found stream with index ", + activeStreamIndex_, + " which is of the wrong media type."); if (mediaType == AVMEDIA_TYPE_VIDEO && videoStreamOptions.device.type() == torch::kCUDA) { @@ -1076,8 +1080,10 @@ VideoDecoder::FrameOutput VideoDecoder::convertAVFrameToFrameOutput( avFrame->pts, formatContext_->streams[streamIndex]->time_base); frameOutput.durationSeconds = ptsToSeconds( getDuration(avFrame), formatContext_->streams[streamIndex]->time_base); - // TODO: we should fold preAllocatedOutputTensor into AVFrameStream. - if (streamInfo.videoStreamOptions.device.type() == torch::kCPU) { + if (streamInfo.avMediaType == AVMEDIA_TYPE_AUDIO) { + // TODO: handle preAllocatedTensor for audio + convertAudioAVFrameToFrameOutputOnCPU(avFrameStream, frameOutput); + } else if (streamInfo.videoStreamOptions.device.type() == torch::kCPU) { convertAVFrameToFrameOutputOnCPU( avFrameStream, frameOutput, preAllocatedOutputTensor); } else if (streamInfo.videoStreamOptions.device.type() == torch::kCUDA) { @@ -1253,6 +1259,39 @@ torch::Tensor VideoDecoder::convertAVFrameToTensorUsingFilterGraph( filteredAVFramePtr->data[0], shape, strides, deleter, {torch::kUInt8}); } +void VideoDecoder::convertAudioAVFrameToFrameOutputOnCPU( + VideoDecoder::AVFrameStream& avFrameStream, + FrameOutput& frameOutput) { + AVFrame* avFrame = avFrameStream.avFrame.get(); + + auto numSamples = avFrame->nb_samples; // per channel + auto numChannels = + avFrame->ch_layout.nb_channels; // TODO handle other ffmpeg versions + + // TODO: dtype should be format-dependent + torch::Tensor data = torch::empty({numChannels, numSamples}, torch::kFloat32); + + AVSampleFormat format = static_cast(avFrame->format); + // TODO Implement all formats + switch (format) { + case AV_SAMPLE_FMT_FLTP: { + uint8_t* pData = static_cast(data.data_ptr()); + for (auto channel = 0; channel < numChannels; ++channel) { + auto numBytesToCopy = numSamples * av_get_bytes_per_sample(format); + memcpy(pData, avFrame->extended_data[channel], numBytesToCopy); + pData += numBytesToCopy; + } + break; + } + default: + TORCH_CHECK( + false, + "Unsupported audio format (yet!): ", + av_get_sample_fmt_name(format)); + } + frameOutput.data = data; +} + // -------------------------------------------------------------------------- // OUTPUT ALLOCATION AND SHAPE CONVERSION // -------------------------------------------------------------------------- @@ -1298,6 +1337,10 @@ torch::Tensor allocateEmptyHWCTensor( // Calling permute() is guaranteed to return a view as per the docs: // https://pytorch.org/docs/stable/generated/torch.permute.html torch::Tensor VideoDecoder::maybePermuteHWC2CHW(torch::Tensor& hwcTensor) { + if (streamInfos_[activeStreamIndex_].avMediaType == AVMEDIA_TYPE_AUDIO) { + // TODO: Is this really how we want to handle audio? + return hwcTensor; + } if (streamInfos_[activeStreamIndex_].videoStreamOptions.dimensionOrder == "NHWC") { return hwcTensor; diff --git a/src/torchcodec/decoders/_core/VideoDecoder.h b/src/torchcodec/decoders/_core/VideoDecoder.h index 11e6e5fc0..dedd4a8fc 100644 --- a/src/torchcodec/decoders/_core/VideoDecoder.h +++ b/src/torchcodec/decoders/_core/VideoDecoder.h @@ -381,6 +381,10 @@ class VideoDecoder { FrameOutput& frameOutput, std::optional preAllocatedOutputTensor = std::nullopt); + void convertAudioAVFrameToFrameOutputOnCPU( + AVFrameStream& avFrameStream, + FrameOutput& frameOutput); + torch::Tensor convertAVFrameToTensorUsingFilterGraph(const AVFrame* avFrame); int convertAVFrameToTensorUsingSwsScale( diff --git a/src/torchcodec/decoders/_core/VideoDecoderOps.cpp b/src/torchcodec/decoders/_core/VideoDecoderOps.cpp index d58721c84..7ecbd8317 100644 --- a/src/torchcodec/decoders/_core/VideoDecoderOps.cpp +++ b/src/torchcodec/decoders/_core/VideoDecoderOps.cpp @@ -245,11 +245,6 @@ OpsFrameOutput get_next_frame(at::Tensor& decoder) { } catch (const VideoDecoder::EndOfFileException& e) { C10_THROW_ERROR(IndexError, e.what()); } - if (result.data.sizes().size() != 3) { - throw std::runtime_error( - "image_size is unexpected. Expected 3, got: " + - std::to_string(result.data.sizes().size())); - } return makeOpsFrameOutput(result); } From 224e18c61f6966490b1e513e112aece2fb9c6c7e Mon Sep 17 00:00:00 2001 From: Nicolas Hug Date: Tue, 11 Feb 2025 10:17:50 +0000 Subject: [PATCH 03/34] Fix getNumChannels, sort of --- src/torchcodec/decoders/_core/FFMPEGCommon.cpp | 8 ++++++++ src/torchcodec/decoders/_core/FFMPEGCommon.h | 2 ++ src/torchcodec/decoders/_core/VideoDecoder.cpp | 5 ++--- 3 files changed, 12 insertions(+), 3 deletions(-) diff --git a/src/torchcodec/decoders/_core/FFMPEGCommon.cpp b/src/torchcodec/decoders/_core/FFMPEGCommon.cpp index 5de4a4624..5fdb45c10 100644 --- a/src/torchcodec/decoders/_core/FFMPEGCommon.cpp +++ b/src/torchcodec/decoders/_core/FFMPEGCommon.cpp @@ -60,6 +60,14 @@ int64_t getDuration(const AVFrame* frame) { #endif } +int getNumChannels(const AVFrame* avFrame) { +#if LIBAVFILTER_VERSION_MAJOR >= 8 && LIBAVFILTER_VERSION_MINOR >= 44 + return avFrame->ch_layout.nb_channels; +#else + return av_get_channel_layout_nb_channels(avFrame->channel_layout); +#endif +} + AVIOBytesContext::AVIOBytesContext( const void* data, size_t data_size, diff --git a/src/torchcodec/decoders/_core/FFMPEGCommon.h b/src/torchcodec/decoders/_core/FFMPEGCommon.h index deabae52d..061f0f008 100644 --- a/src/torchcodec/decoders/_core/FFMPEGCommon.h +++ b/src/torchcodec/decoders/_core/FFMPEGCommon.h @@ -139,6 +139,8 @@ std::string getFFMPEGErrorStringFromErrorCode(int errorCode); int64_t getDuration(const UniqueAVFrame& frame); int64_t getDuration(const AVFrame* frame); +int getNumChannels(const AVFrame* avFrame); + // Returns true if sws_scale can handle unaligned data. bool canSwsScaleHandleUnalignedData(); diff --git a/src/torchcodec/decoders/_core/VideoDecoder.cpp b/src/torchcodec/decoders/_core/VideoDecoder.cpp index 4c29f3a21..765197d1b 100644 --- a/src/torchcodec/decoders/_core/VideoDecoder.cpp +++ b/src/torchcodec/decoders/_core/VideoDecoder.cpp @@ -1262,11 +1262,10 @@ torch::Tensor VideoDecoder::convertAVFrameToTensorUsingFilterGraph( void VideoDecoder::convertAudioAVFrameToFrameOutputOnCPU( VideoDecoder::AVFrameStream& avFrameStream, FrameOutput& frameOutput) { - AVFrame* avFrame = avFrameStream.avFrame.get(); + const AVFrame* avFrame = avFrameStream.avFrame.get(); auto numSamples = avFrame->nb_samples; // per channel - auto numChannels = - avFrame->ch_layout.nb_channels; // TODO handle other ffmpeg versions + auto numChannels = getNumChannels(avFrame); // TODO: dtype should be format-dependent torch::Tensor data = torch::empty({numChannels, numSamples}, torch::kFloat32); From 4f7c1c4f2d6adaf0c99dc815cccdab40feeb81ac Mon Sep 17 00:00:00 2001 From: Nicolas Hug Date: Wed, 12 Feb 2025 09:42:14 +0000 Subject: [PATCH 04/34] tmp --- src/torchcodec/decoders/_core/VideoDecoder.cpp | 13 ++++++++----- 1 file changed, 8 insertions(+), 5 deletions(-) diff --git a/src/torchcodec/decoders/_core/VideoDecoder.cpp b/src/torchcodec/decoders/_core/VideoDecoder.cpp index 765197d1b..98ead54ad 100644 --- a/src/torchcodec/decoders/_core/VideoDecoder.cpp +++ b/src/torchcodec/decoders/_core/VideoDecoder.cpp @@ -1274,11 +1274,14 @@ void VideoDecoder::convertAudioAVFrameToFrameOutputOnCPU( // TODO Implement all formats switch (format) { case AV_SAMPLE_FMT_FLTP: { - uint8_t* pData = static_cast(data.data_ptr()); - for (auto channel = 0; channel < numChannels; ++channel) { - auto numBytesToCopy = numSamples * av_get_bytes_per_sample(format); - memcpy(pData, avFrame->extended_data[channel], numBytesToCopy); - pData += numBytesToCopy; + uint8_t* outputChannelData = static_cast(data.data_ptr()); + auto numBytesPerChannel = numSamples * av_get_bytes_per_sample(format); + for (auto channel = 0; channel < numChannels; + ++channel, outputChannelData += numBytesPerChannel) { + memcpy( + outputChannelData, + avFrame->extended_data[channel], + numBytesPerChannel); } break; } From a4ae1b0b93e2b55cf953147a074b098ae29d1a81 Mon Sep 17 00:00:00 2001 From: Nicolas Hug Date: Thu, 13 Feb 2025 15:24:43 +0000 Subject: [PATCH 05/34] Bunch of debug stuff --- src/torchcodec/_frame.py | 6 +- .../decoders/_core/VideoDecoder.cpp | 85 ++++++++++++++++++- src/torchcodec/decoders/_video_decoder.py | 23 +++-- 3 files changed, 102 insertions(+), 12 deletions(-) diff --git a/src/torchcodec/_frame.py b/src/torchcodec/_frame.py index a8fc7f5ba..faff98b77 100644 --- a/src/torchcodec/_frame.py +++ b/src/torchcodec/_frame.py @@ -41,8 +41,9 @@ class Frame(Iterable): def __post_init__(self): # This is called after __init__() when a Frame is created. We can run # input validation checks here. - if not self.data.ndim == 3: - raise ValueError(f"data must be 3-dimensional, got {self.data.shape = }") + # TODO uncomment or modify + # if not self.data.ndim == 3: + # raise ValueError(f"data must be 3-dimensional, got {self.data.shape = }") self.pts_seconds = float(self.pts_seconds) self.duration_seconds = float(self.duration_seconds) @@ -78,6 +79,7 @@ class FrameBatch(Iterable): def __post_init__(self): # This is called after __init__() when a FrameBatch is created. We can # run input validation checks here. + if self.data.ndim < 3: raise ValueError( f"data must be at least 3-dimensional, got {self.data.shape = }" diff --git a/src/torchcodec/decoders/_core/VideoDecoder.cpp b/src/torchcodec/decoders/_core/VideoDecoder.cpp index 98ead54ad..4150f26ce 100644 --- a/src/torchcodec/decoders/_core/VideoDecoder.cpp +++ b/src/torchcodec/decoders/_core/VideoDecoder.cpp @@ -64,6 +64,67 @@ std::vector splitStringWithDelimiters( } // namespace +void print_packet(AVPacket* packet) { + unsigned long checksum = 0; + for (int i = 0; i < packet->size; i++) { + checksum += packet->data[i]; + } + printf( + "PTS: %ld, DTS: %ld, Duration: %d, Size: %d, Stream Index: %d, Checksum: %lu\n", + packet->pts, + packet->dts, + packet->duration, + packet->size, + packet->stream_index, + checksum); + fflush(stdout); +} + +void print_avFrame(AVFrame* avFrame) { +// printf("Format: %d\n", avFrame->format); +// printf("Width: %d\n", avFrame->width); +// printf("Height: %d\n", avFrame->height); +// printf( +// "Channels: %d\n", +// av_get_channel_layout_nb_channels(avFrame->channel_layout)); +// printf("Channel Layout: %ld\n", avFrame->channel_layout); +// printf("Number of Samples: %d\n", avFrame->nb_samples); +// printf("PTS: %ld\n", avFrame->pts); +// printf("Packet DTS: %ld\n", avFrame->pkt_dts); +// printf("Packet Duration: %d\n", avFrame->pkt_duration); +// printf("Packet Pos: %d\n", avFrame->pkt_pos); +// for (int i = 0; i < AV_NUM_DATA_POINTERS; i++) { +// if (avFrame->data[i]) { +// printf("Data[%d] Line Size: %d\n", i, avFrame->linesize[i]); +// } +// } +// printf("Color Range: %d\n", avFrame->color_range); +// printf("Color Primaries: %d\n", avFrame->color_primaries); +// printf("Color Transfer Characteristic: %d\n", avFrame->color_trc); +// printf("Color Space: %d\n", avFrame->colorspace); +// printf("Chroma Location: %d\n", avFrame->chroma_location); +// printf( +// "Sample Aspect Ratio: %d/%d\n", +// avFrame->sample_aspect_ratio.num, +// avFrame->sample_aspect_ratio.den); +// printf("Key Frame: %d\n", avFrame->key_frame); +// printf("Picture Type: %d\n", avFrame->pict_type); +// printf("Coded Picture Number: %d\n", avFrame->coded_picture_number); +// printf("Display Picture Number: %d\n", avFrame->display_picture_number); + + unsigned long checksum = 0; + // TODO this is only for planar data + for (int c = 0; c < av_get_channel_layout_nb_channels(avFrame->channel_layout); ++c){ + for (int i = 0; i < avFrame->nb_samples; i++) { + checksum += avFrame->extended_data[c][i]; + } + } +// printf("Frame Checksum: %lu\n", checksum); +// printf("\n"); + printf("PTS: %ld, NumSamples: %d, Checksum: %lu\n", avFrame->pts, avFrame->nb_samples, checksum); + fflush(stdout); +} + // -------------------------------------------------------------------------- // CONSTRUCTORS, INITIALIZATION, DESTRUCTORS // -------------------------------------------------------------------------- @@ -299,6 +360,7 @@ void VideoDecoder::scanFileAndUpdateMetadataAndIndex() { } // Reset the seek-cursor back to the beginning. + printf("Seeking to 0 with flag 0\n"); int ffmepgStatus = avformat_seek_file(formatContext_.get(), 0, INT64_MIN, 0, 0, 0); if (ffmepgStatus < 0) { @@ -923,19 +985,30 @@ void VideoDecoder::maybeSeekToBeforeDesiredPts() { desiredPts = streamInfo.keyFrames[desiredKeyFrameIndex].pts; } +// int flag = AVSEEK_FLAG_BACKWARD; + int flag = 0; + printf("Seeking to %ld with flag %d\n", desiredPts, flag); int ffmepgStatus = avformat_seek_file( formatContext_.get(), streamInfo.streamIndex, INT64_MIN, - desiredPts, - desiredPts, - 0); + desiredPts - 1, + desiredPts - 1, + flag); + +// int ffmepgStatus = av_seek_frame( +// formatContext_.get(), +// streamInfo.streamIndex, +// desiredPts, +// flag +// ); if (ffmepgStatus < 0) { throw std::runtime_error( "Could not seek file to pts=" + std::to_string(desiredPts) + ": " + getFFMPEGErrorStringFromErrorCode(ffmepgStatus)); } decodeStats_.numFlushes++; + printf("calling avcodec_flush_buffers\n"); avcodec_flush_buffers(streamInfo.codecContext.get()); } @@ -965,6 +1038,7 @@ VideoDecoder::AVFrameStream VideoDecoder::decodeAVFrame( while (true) { ffmpegStatus = avcodec_receive_frame(streamInfo.codecContext.get(), avFrame.get()); + printf("output of avcodec_receive_frame: %d\n", ffmpegStatus); if (ffmpegStatus != AVSUCCESS && ffmpegStatus != AVERROR(EAGAIN)) { // Non-retriable error @@ -999,6 +1073,7 @@ VideoDecoder::AVFrameStream VideoDecoder::decodeAVFrame( decodeStats_.numPacketsRead++; if (ffmpegStatus == AVERROR_EOF) { + printf("Sending packet: null\n"); // End of file reached. We must drain the codec by sending a nullptr // packet. ffmpegStatus = avcodec_send_packet( @@ -1029,6 +1104,8 @@ VideoDecoder::AVFrameStream VideoDecoder::decodeAVFrame( // We got a valid packet. Send it to the decoder, and we'll receive it in // the next iteration. + printf("Sending packet: "); + print_packet(packet.get()); ffmpegStatus = avcodec_send_packet(streamInfo.codecContext.get(), packet.get()); if (ffmpegStatus < AVSUCCESS) { @@ -1059,6 +1136,8 @@ VideoDecoder::AVFrameStream VideoDecoder::decodeAVFrame( // the file and that will flush the decoder. streamInfo.currentPts = avFrame->pts; streamInfo.currentDuration = getDuration(avFrame); + printf("Received avFrame: "); + print_avFrame(avFrame.get()); return AVFrameStream(std::move(avFrame), activeStreamIndex_); } diff --git a/src/torchcodec/decoders/_video_decoder.py b/src/torchcodec/decoders/_video_decoder.py index 6ab59e0c2..ae114bc1b 100644 --- a/src/torchcodec/decoders/_video_decoder.py +++ b/src/torchcodec/decoders/_video_decoder.py @@ -75,6 +75,7 @@ def __init__( num_ffmpeg_threads: int = 1, device: Optional[Union[str, device]] = "cpu", seek_mode: Literal["exact", "approximate"] = "exact", + audio_stream: bool = False, # TODO remove, debug only ): allowed_seek_modes = ("exact", "approximate") if seek_mode not in allowed_seek_modes: @@ -107,13 +108,21 @@ def __init__( if num_ffmpeg_threads is None: raise ValueError(f"{num_ffmpeg_threads = } should be an int.") - core.add_video_stream( - self._decoder, - stream_index=stream_index, - dimension_order=dimension_order, - num_threads=num_ffmpeg_threads, - device=device, - ) + + # TODO REMOVE THIS + if audio_stream: + core.add_audio_stream( + self._decoder, + stream_index=stream_index, + ) + else: + core.add_video_stream( + self._decoder, + stream_index=stream_index, + dimension_order=dimension_order, + num_threads=num_ffmpeg_threads, + device=device, + ) self.metadata, self.stream_index = _get_and_validate_stream_metadata( self._decoder, stream_index From 36d0dc03830f79ba919ecb93337fabde0f2e64c2 Mon Sep 17 00:00:00 2001 From: Nicolas Hug Date: Thu, 13 Feb 2025 15:44:46 +0000 Subject: [PATCH 06/34] Rename currentPts into lastDecodedAvFramePts --- .../decoders/_core/VideoDecoder.cpp | 30 ++++++++++--------- src/torchcodec/decoders/_core/VideoDecoder.h | 6 ++-- 2 files changed, 19 insertions(+), 17 deletions(-) diff --git a/src/torchcodec/decoders/_core/VideoDecoder.cpp b/src/torchcodec/decoders/_core/VideoDecoder.cpp index 09c451182..eebbfcef5 100644 --- a/src/torchcodec/decoders/_core/VideoDecoder.cpp +++ b/src/torchcodec/decoders/_core/VideoDecoder.cpp @@ -661,9 +661,10 @@ VideoDecoder::getFramesInRange(int64_t start, int64_t stop, int64_t step) { VideoDecoder::FrameOutput VideoDecoder::getFramePlayedAt(double seconds) { StreamInfo& streamInfo = streamInfos_[activeStreamIndex_]; double frameStartTime = - ptsToSeconds(streamInfo.currentPts, streamInfo.timeBase); + ptsToSeconds(streamInfo.lastDecodedAvFramePts, streamInfo.timeBase); double frameEndTime = ptsToSeconds( - streamInfo.currentPts + streamInfo.currentDuration, streamInfo.timeBase); + streamInfo.lastDecodedAvFramePts + streamInfo.lastDecodedAvFrameDuration, + streamInfo.timeBase); if (seconds >= frameStartTime && seconds < frameEndTime) { // We are in the same frame as the one we just returned. However, since we // don't cache it locally, we have to rewind back. @@ -824,8 +825,8 @@ void VideoDecoder::setCursorPtsInSeconds(double seconds) { Videos have I frames and non-I frames (P and B frames). Non-I frames need data from the previous I frame to be decoded. -Imagine the cursor is at a random frame with PTS=x and we wish to seek to a -user-specified PTS=y. +Imagine the cursor is at a random frame with PTS=lastDecodedAvFramePts (x for +brevity) and we wish to seek to a user-specified PTS=y. If y < x, we don't have a choice but to seek backwards to the highest I frame before y. @@ -845,13 +846,14 @@ I P P P I P P P I P P I P P I P (2) is more efficient than (1) if there is an I frame between x and y. */ -bool VideoDecoder::canWeAvoidSeeking(int64_t currentPts, int64_t targetPts) - const { - if (targetPts < currentPts) { +bool VideoDecoder::canWeAvoidSeeking(int64_t targetPts) const { + int64_t lastDecodedAvFramePts = + streamInfos_.at(activeStreamIndex_).lastDecodedAvFramePts; + if (targetPts < lastDecodedAvFramePts) { // We can never skip a seek if we are seeking backwards. return false; } - if (currentPts == targetPts) { + if (lastDecodedAvFramePts == targetPts) { // We are seeking to the exact same frame as we are currently at. Without // caching we have to rewind back and decode the frame again. // TODO: https://github.com/pytorch-labs/torchcodec/issues/84 we could @@ -859,9 +861,9 @@ bool VideoDecoder::canWeAvoidSeeking(int64_t currentPts, int64_t targetPts) return false; } // We are seeking forwards. - // We can only skip a seek if both currentPts and targetPts share the same - // keyframe. - int currentKeyFrameIndex = getKeyFrameIndexForPts(currentPts); + // We can only skip a seek if both lastDecodedAvFramePts and targetPts share + // the same keyframe. + int currentKeyFrameIndex = getKeyFrameIndexForPts(lastDecodedAvFramePts); int targetKeyFrameIndex = getKeyFrameIndexForPts(targetPts); return currentKeyFrameIndex >= 0 && targetKeyFrameIndex >= 0 && currentKeyFrameIndex == targetKeyFrameIndex; @@ -879,7 +881,7 @@ void VideoDecoder::maybeSeekToBeforeDesiredPts() { decodeStats_.numSeeksAttempted++; int64_t desiredPtsForStream = *desiredPtsSeconds_ * streamInfo.timeBase.den; - if (canWeAvoidSeeking(streamInfo.currentPts, desiredPtsForStream)) { + if (canWeAvoidSeeking(desiredPtsForStream)) { decodeStats_.numSeeksSkipped++; return; } @@ -1032,8 +1034,8 @@ VideoDecoder::AVFrameStream VideoDecoder::decodeAVFrame( // haven't received as frames. Eventually we will either hit AVERROR_EOF from // av_receive_frame() or the user will have seeked to a different location in // the file and that will flush the decoder. - streamInfo.currentPts = avFrame->pts; - streamInfo.currentDuration = getDuration(avFrame); + streamInfo.lastDecodedAvFramePts = avFrame->pts; + streamInfo.lastDecodedAvFrameDuration = getDuration(avFrame); return AVFrameStream(std::move(avFrame), activeStreamIndex_); } diff --git a/src/torchcodec/decoders/_core/VideoDecoder.h b/src/torchcodec/decoders/_core/VideoDecoder.h index 11f11a4ce..8eae2a76a 100644 --- a/src/torchcodec/decoders/_core/VideoDecoder.h +++ b/src/torchcodec/decoders/_core/VideoDecoder.h @@ -332,8 +332,8 @@ class VideoDecoder { // The current position of the cursor in the stream, and associated frame // duration. - int64_t currentPts = 0; - int64_t currentDuration = 0; + int64_t lastDecodedAvFramePts = 0; + int64_t lastDecodedAvFrameDuration = 0; // The desired position of the cursor in the stream. We send frames >= // this pts to the user when they request a frame. // We update this field if the user requested a seek. This typically @@ -361,7 +361,7 @@ class VideoDecoder { // DECODING APIS AND RELATED UTILS // -------------------------------------------------------------------------- - bool canWeAvoidSeeking(int64_t currentPts, int64_t targetPts) const; + bool canWeAvoidSeeking(int64_t targetPts) const; void maybeSeekToBeforeDesiredPts(); From bd946c40399a496544bf1b2a98c66d628a02490b Mon Sep 17 00:00:00 2001 From: Nicolas Hug Date: Thu, 13 Feb 2025 15:53:42 +0000 Subject: [PATCH 07/34] lint --- .../decoders/_core/VideoDecoder.cpp | 90 ++++++++++--------- src/torchcodec/decoders/_video_decoder.py | 1 - 2 files changed, 48 insertions(+), 43 deletions(-) diff --git a/src/torchcodec/decoders/_core/VideoDecoder.cpp b/src/torchcodec/decoders/_core/VideoDecoder.cpp index d862f2f98..6ee1830d8 100644 --- a/src/torchcodec/decoders/_core/VideoDecoder.cpp +++ b/src/torchcodec/decoders/_core/VideoDecoder.cpp @@ -81,47 +81,53 @@ void print_packet(AVPacket* packet) { } void print_avFrame(AVFrame* avFrame) { -// printf("Format: %d\n", avFrame->format); -// printf("Width: %d\n", avFrame->width); -// printf("Height: %d\n", avFrame->height); -// printf( -// "Channels: %d\n", -// av_get_channel_layout_nb_channels(avFrame->channel_layout)); -// printf("Channel Layout: %ld\n", avFrame->channel_layout); -// printf("Number of Samples: %d\n", avFrame->nb_samples); -// printf("PTS: %ld\n", avFrame->pts); -// printf("Packet DTS: %ld\n", avFrame->pkt_dts); -// printf("Packet Duration: %d\n", avFrame->pkt_duration); -// printf("Packet Pos: %d\n", avFrame->pkt_pos); -// for (int i = 0; i < AV_NUM_DATA_POINTERS; i++) { -// if (avFrame->data[i]) { -// printf("Data[%d] Line Size: %d\n", i, avFrame->linesize[i]); -// } -// } -// printf("Color Range: %d\n", avFrame->color_range); -// printf("Color Primaries: %d\n", avFrame->color_primaries); -// printf("Color Transfer Characteristic: %d\n", avFrame->color_trc); -// printf("Color Space: %d\n", avFrame->colorspace); -// printf("Chroma Location: %d\n", avFrame->chroma_location); -// printf( -// "Sample Aspect Ratio: %d/%d\n", -// avFrame->sample_aspect_ratio.num, -// avFrame->sample_aspect_ratio.den); -// printf("Key Frame: %d\n", avFrame->key_frame); -// printf("Picture Type: %d\n", avFrame->pict_type); -// printf("Coded Picture Number: %d\n", avFrame->coded_picture_number); -// printf("Display Picture Number: %d\n", avFrame->display_picture_number); + // printf("Format: %d\n", avFrame->format); + // printf("Width: %d\n", avFrame->width); + // printf("Height: %d\n", avFrame->height); + // printf( + // "Channels: %d\n", + // av_get_channel_layout_nb_channels(avFrame->channel_layout)); + // printf("Channel Layout: %ld\n", avFrame->channel_layout); + // printf("Number of Samples: %d\n", avFrame->nb_samples); + // printf("PTS: %ld\n", avFrame->pts); + // printf("Packet DTS: %ld\n", avFrame->pkt_dts); + // printf("Packet Duration: %d\n", avFrame->pkt_duration); + // printf("Packet Pos: %d\n", avFrame->pkt_pos); + // for (int i = 0; i < AV_NUM_DATA_POINTERS; i++) { + // if (avFrame->data[i]) { + // printf("Data[%d] Line Size: %d\n", i, avFrame->linesize[i]); + // } + // } + // printf("Color Range: %d\n", avFrame->color_range); + // printf("Color Primaries: %d\n", avFrame->color_primaries); + // printf("Color Transfer Characteristic: %d\n", avFrame->color_trc); + // printf("Color Space: %d\n", avFrame->colorspace); + // printf("Chroma Location: %d\n", avFrame->chroma_location); + // printf( + // "Sample Aspect Ratio: %d/%d\n", + // avFrame->sample_aspect_ratio.num, + // avFrame->sample_aspect_ratio.den); + // printf("Key Frame: %d\n", avFrame->key_frame); + // printf("Picture Type: %d\n", avFrame->pict_type); + // printf("Coded Picture Number: %d\n", avFrame->coded_picture_number); + // printf("Display Picture Number: %d\n", avFrame->display_picture_number); unsigned long checksum = 0; // TODO this is only for planar data - for (int c = 0; c < av_get_channel_layout_nb_channels(avFrame->channel_layout); ++c){ + for (int c = 0; + c < av_get_channel_layout_nb_channels(avFrame->channel_layout); + ++c) { for (int i = 0; i < avFrame->nb_samples; i++) { - checksum += avFrame->extended_data[c][i]; + checksum += avFrame->extended_data[c][i]; } } -// printf("Frame Checksum: %lu\n", checksum); -// printf("\n"); - printf("PTS: %ld, NumSamples: %d, Checksum: %lu\n", avFrame->pts, avFrame->nb_samples, checksum); + // printf("Frame Checksum: %lu\n", checksum); + // printf("\n"); + printf( + "PTS: %ld, NumSamples: %d, Checksum: %lu\n", + avFrame->pts, + avFrame->nb_samples, + checksum); fflush(stdout); } @@ -987,7 +993,7 @@ void VideoDecoder::maybeSeekToBeforeDesiredPts() { desiredPts = streamInfo.keyFrames[desiredKeyFrameIndex].pts; } -// int flag = AVSEEK_FLAG_BACKWARD; + // int flag = AVSEEK_FLAG_BACKWARD; int flag = 0; printf("Seeking to %ld with flag %d\n", desiredPts, flag); int ffmepgStatus = avformat_seek_file( @@ -998,12 +1004,12 @@ void VideoDecoder::maybeSeekToBeforeDesiredPts() { desiredPts - 1, flag); -// int ffmepgStatus = av_seek_frame( -// formatContext_.get(), -// streamInfo.streamIndex, -// desiredPts, -// flag -// ); + // int ffmepgStatus = av_seek_frame( + // formatContext_.get(), + // streamInfo.streamIndex, + // desiredPts, + // flag + // ); if (ffmepgStatus < 0) { throw std::runtime_error( "Could not seek file to pts=" + std::to_string(desiredPts) + ": " + diff --git a/src/torchcodec/decoders/_video_decoder.py b/src/torchcodec/decoders/_video_decoder.py index ae114bc1b..a3f9901e6 100644 --- a/src/torchcodec/decoders/_video_decoder.py +++ b/src/torchcodec/decoders/_video_decoder.py @@ -108,7 +108,6 @@ def __init__( if num_ffmpeg_threads is None: raise ValueError(f"{num_ffmpeg_threads = } should be an int.") - # TODO REMOVE THIS if audio_stream: core.add_audio_stream( From 5464e6289dc71047117c5f53bba2494c8214a46e Mon Sep 17 00:00:00 2001 From: Nicolas Hug Date: Thu, 13 Feb 2025 17:11:08 +0000 Subject: [PATCH 08/34] Improve skip logic --- src/torchcodec/decoders/_core/CMakeLists.txt | 2 +- .../decoders/_core/VideoDecoder.cpp | 61 +++++++++++++++++-- src/torchcodec/decoders/_core/VideoDecoder.h | 6 +- 3 files changed, 61 insertions(+), 8 deletions(-) diff --git a/src/torchcodec/decoders/_core/CMakeLists.txt b/src/torchcodec/decoders/_core/CMakeLists.txt index bf1120648..54dbc2c46 100644 --- a/src/torchcodec/decoders/_core/CMakeLists.txt +++ b/src/torchcodec/decoders/_core/CMakeLists.txt @@ -5,7 +5,7 @@ set(CMAKE_CXX_STANDARD_REQUIRED ON) find_package(Torch REQUIRED) # set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -Wall -Wextra -pedantic -Werror ${TORCH_CXX_FLAGS}") -set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -Wall -Wextra ${TORCH_CXX_FLAGS}") +set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -Wall ${TORCH_CXX_FLAGS}") find_package(Python3 ${PYTHON_VERSION} EXACT COMPONENTS Development) function(make_torchcodec_library library_name ffmpeg_target) diff --git a/src/torchcodec/decoders/_core/VideoDecoder.cpp b/src/torchcodec/decoders/_core/VideoDecoder.cpp index 6ee1830d8..6b45eeb12 100644 --- a/src/torchcodec/decoders/_core/VideoDecoder.cpp +++ b/src/torchcodec/decoders/_core/VideoDecoder.cpp @@ -914,6 +914,48 @@ void VideoDecoder::setCursorPtsInSeconds(double seconds) { desiredPtsSeconds_ = seconds; } +// bool VideoDecoder::canWeAvoidSeeking(int64_t targetPts) const { +// switch (streamInfos_.at(activeStreamIndex_).avMediaType) { +// case AVMEDIA_TYPE_AUDIO: { +// return canWeAvoidSeekingAudio(targetPts); +// } +// case AVMEDIA_TYPE_VIDEO: { +// return canWeAvoidSeekingVideo(targetPts); +// } +// default: { +// TORCH_CHECK(false, "Should never happen."); +// } +// } +// } + +bool VideoDecoder::canWeAvoidSeekingAudio( + [[maybe_unused]] double desiredPtsSeconds) const { + const StreamInfo& streamInfo = streamInfos_.at(activeStreamIndex_); + int64_t targetPts = *desiredPtsSeconds_ * streamInfo.timeBase.den; + + int64_t lastDecodedAvFramePts = streamInfo.lastDecodedAvFramePts; + if (targetPts < lastDecodedAvFramePts) { + // We can never skip a seek if we are seeking backwards. + return false; + } + if (lastDecodedAvFramePts == targetPts) { + // We are seeking to the exact same frame as we are currently at. Without + // caching we have to rewind back and decode the frame again. + // TODO: https://github.com/pytorch-labs/torchcodec/issues/84 we could + // implement caching. + return false; + } + const auto& streamMetadata = + containerMetadata_.allStreamMetadata[activeStreamIndex_]; + + double lastDecodedAvFramePtsSeconds = ptsToSeconds(lastDecodedAvFramePts, streamInfo.timeBase); + int64_t lastDecodedAvFrameIndex = secondsToIndexLowerBound( + lastDecodedAvFramePtsSeconds, streamInfo, streamMetadata); + int64_t targetFrameIndex = secondsToIndexLowerBound( + desiredPtsSeconds, streamInfo, streamMetadata); + return (lastDecodedAvFrameIndex + 1 == targetFrameIndex); +} + /* Videos have I frames and non-I frames (P and B frames). Non-I frames need data from the previous I frame to be decoded. @@ -939,7 +981,7 @@ I P P P I P P P I P P I P P I P (2) is more efficient than (1) if there is an I frame between x and y. */ -bool VideoDecoder::canWeAvoidSeeking(int64_t targetPts) const { +bool VideoDecoder::canWeAvoidSeekingVideo(int64_t targetPts) const { int64_t lastDecodedAvFramePts = streamInfos_.at(activeStreamIndex_).lastDecodedAvFramePts; if (targetPts < lastDecodedAvFramePts) { @@ -974,7 +1016,16 @@ void VideoDecoder::maybeSeekToBeforeDesiredPts() { decodeStats_.numSeeksAttempted++; int64_t desiredPtsForStream = *desiredPtsSeconds_ * streamInfo.timeBase.den; - if (canWeAvoidSeeking(desiredPtsForStream)) { + + // TODO update this crap + bool can = false; + if (streamInfos_.at(activeStreamIndex_).avMediaType == AVMEDIA_TYPE_AUDIO) { + can = canWeAvoidSeekingAudio(*desiredPtsSeconds_); + } else { + can = canWeAvoidSeekingVideo(desiredPtsForStream); + } + + if (can) { decodeStats_.numSeeksSkipped++; return; } @@ -1000,8 +1051,8 @@ void VideoDecoder::maybeSeekToBeforeDesiredPts() { formatContext_.get(), streamInfo.streamIndex, INT64_MIN, - desiredPts - 1, - desiredPts - 1, + desiredPts, + desiredPts, flag); // int ffmepgStatus = av_seek_frame( @@ -1652,7 +1703,7 @@ int VideoDecoder::getKeyFrameIndexForPtsUsingScannedIndex( int64_t VideoDecoder::secondsToIndexLowerBound( double seconds, const StreamInfo& streamInfo, - const StreamMetadata& streamMetadata) { + const StreamMetadata& streamMetadata) const { switch (seekMode_) { case SeekMode::exact: { auto frame = std::lower_bound( diff --git a/src/torchcodec/decoders/_core/VideoDecoder.h b/src/torchcodec/decoders/_core/VideoDecoder.h index 2b6ec7378..6a3603c47 100644 --- a/src/torchcodec/decoders/_core/VideoDecoder.h +++ b/src/torchcodec/decoders/_core/VideoDecoder.h @@ -361,7 +361,9 @@ class VideoDecoder { // DECODING APIS AND RELATED UTILS // -------------------------------------------------------------------------- - bool canWeAvoidSeeking(int64_t targetPts) const; + // bool canWeAvoidSeeking(int64_t targetPts) const; + bool canWeAvoidSeekingVideo(int64_t targetPts) const; + bool canWeAvoidSeekingAudio(double desiredPtsSeconds) const; void maybeSeekToBeforeDesiredPts(); @@ -421,7 +423,7 @@ class VideoDecoder { int64_t secondsToIndexLowerBound( double seconds, const StreamInfo& streamInfo, - const StreamMetadata& streamMetadata); + const StreamMetadata& streamMetadata) const; int64_t secondsToIndexUpperBound( double seconds, From 0c9b1f6f205a55618117c112660d6faa3943e37f Mon Sep 17 00:00:00 2001 From: Nicolas Hug Date: Thu, 13 Feb 2025 17:50:53 +0000 Subject: [PATCH 09/34] Add offset logic --- .../decoders/_core/VideoDecoder.cpp | 38 +++++++++---------- 1 file changed, 19 insertions(+), 19 deletions(-) diff --git a/src/torchcodec/decoders/_core/VideoDecoder.cpp b/src/torchcodec/decoders/_core/VideoDecoder.cpp index 6b45eeb12..90d059aec 100644 --- a/src/torchcodec/decoders/_core/VideoDecoder.cpp +++ b/src/torchcodec/decoders/_core/VideoDecoder.cpp @@ -947,12 +947,13 @@ bool VideoDecoder::canWeAvoidSeekingAudio( } const auto& streamMetadata = containerMetadata_.allStreamMetadata[activeStreamIndex_]; - - double lastDecodedAvFramePtsSeconds = ptsToSeconds(lastDecodedAvFramePts, streamInfo.timeBase); + + double lastDecodedAvFramePtsSeconds = + ptsToSeconds(lastDecodedAvFramePts, streamInfo.timeBase); int64_t lastDecodedAvFrameIndex = secondsToIndexLowerBound( lastDecodedAvFramePtsSeconds, streamInfo, streamMetadata); - int64_t targetFrameIndex = secondsToIndexLowerBound( - desiredPtsSeconds, streamInfo, streamMetadata); + int64_t targetFrameIndex = + secondsToIndexLowerBound(desiredPtsSeconds, streamInfo, streamMetadata); return (lastDecodedAvFrameIndex + 1 == targetFrameIndex); } @@ -1019,7 +1020,8 @@ void VideoDecoder::maybeSeekToBeforeDesiredPts() { // TODO update this crap bool can = false; - if (streamInfos_.at(activeStreamIndex_).avMediaType == AVMEDIA_TYPE_AUDIO) { + auto avMediaType = streamInfos_.at(activeStreamIndex_).avMediaType; + if (avMediaType == AVMEDIA_TYPE_AUDIO) { can = canWeAvoidSeekingAudio(*desiredPtsSeconds_); } else { can = canWeAvoidSeekingVideo(desiredPtsForStream); @@ -1037,30 +1039,28 @@ void VideoDecoder::maybeSeekToBeforeDesiredPts() { // the key frame that we want to seek to. // See https://github.com/pytorch/torchcodec/issues/179 for more details. // See https://trac.ffmpeg.org/ticket/11137 for the underlying ffmpeg bug. - if (!streamInfo.keyFrames.empty()) { + if (avMediaType == AVMEDIA_TYPE_VIDEO && !streamInfo.keyFrames.empty()) { int desiredKeyFrameIndex = getKeyFrameIndexForPtsUsingScannedIndex( streamInfo.keyFrames, desiredPts); desiredKeyFrameIndex = std::max(desiredKeyFrameIndex, 0); desiredPts = streamInfo.keyFrames[desiredKeyFrameIndex].pts; } - // int flag = AVSEEK_FLAG_BACKWARD; - int flag = 0; - printf("Seeking to %ld with flag %d\n", desiredPts, flag); + printf("Seeking to %ld with flag 0\n", desiredPts); + + // TODO explain this nasty hack + // This probably only works if the desired pts corresponds exactly to a frame + // start. + int64_t offset = avMediaType == AVMEDIA_TYPE_VIDEO ? 0 : -1; + int ffmepgStatus = avformat_seek_file( formatContext_.get(), streamInfo.streamIndex, INT64_MIN, - desiredPts, - desiredPts, - flag); - - // int ffmepgStatus = av_seek_frame( - // formatContext_.get(), - // streamInfo.streamIndex, - // desiredPts, - // flag - // ); + desiredPts + offset, + desiredPts + offset, + 0); + if (ffmepgStatus < 0) { throw std::runtime_error( "Could not seek file to pts=" + std::to_string(desiredPts) + ": " + From 8b34014205b73f9583fbb051f760b18511062364 Mon Sep 17 00:00:00 2001 From: Nicolas Hug Date: Fri, 14 Feb 2025 11:25:54 +0000 Subject: [PATCH 10/34] Update test framework --- test/decoders/test_video_decoder_ops.py | 4 +- .../nasa_13013.mp4.stream4.all_frames.pt | Bin 0 -> 1672348 bytes test/utils.py | 78 ++++++++++++++---- 3 files changed, 65 insertions(+), 17 deletions(-) create mode 100644 test/resources/nasa_13013.mp4.stream4.all_frames.pt diff --git a/test/decoders/test_video_decoder_ops.py b/test/decoders/test_video_decoder_ops.py index 8ef23fcfc..638d60dcc 100644 --- a/test/decoders/test_video_decoder_ops.py +++ b/test/decoders/test_video_decoder_ops.py @@ -248,6 +248,7 @@ def test_pts_apis_against_index_ref(self, device): metadata_dict = json.loads(metadata) num_frames = metadata_dict["numFrames"] assert num_frames == 390 + num_frames = 203 _, all_pts_seconds_ref, _ = zip( *[ @@ -452,11 +453,12 @@ def test_video_get_json_metadata_with_stream(self): assert metadata_dict["minPtsSecondsFromScan"] == 0 assert metadata_dict["maxPtsSecondsFromScan"] == 13.013 + # TODO: Not sure whether this test still makes a lot of sense def test_audio_get_json_metadata(self): decoder = create_from_file(str(NASA_AUDIO.path)) metadata = get_json_metadata(decoder) metadata_dict = json.loads(metadata) - assert metadata_dict["durationSeconds"] == pytest.approx(13.25, abs=0.01) + assert metadata_dict["durationSeconds"] == pytest.approx(13.013, abs=0.01) def test_get_ffmpeg_version(self): ffmpeg_dict = get_ffmpeg_library_versions() diff --git a/test/resources/nasa_13013.mp4.stream4.all_frames.pt b/test/resources/nasa_13013.mp4.stream4.all_frames.pt new file mode 100644 index 0000000000000000000000000000000000000000..c3c3aa8a27b4740eac1b2c0402c459dc8e457513 GIT binary patch literal 1672348 zcmaHS2~>^I_jZ#;5lW&6AxTl8?%5?oAxSDp5@jx$WJ;Rnd6H(DXU+AVeM6dsCRC!N zk|a|h<9C1mZ>?{A^Sjo&&b@b?d-j?3KF@ykK8Cw_`M9_Q1-br@M~rJO*HK67Q>R^y zE884(KB{DY)^^9%SzPA-%j3>t?R=h7OXhc*5-)w@pDe+9gn!E z2s?1e%bN*s+IQmAJbLoD1NVRbi|`KH^GBWc|Mwq-9eB*RId#@K@S5>*N^AQI4t%?~ ztoXT{9cJv?&9$3n7uPyoE?)=!|0;KL`#J~&SX-aBwLNa_eER%3C*i%0Hpd;0+vuFO zb{2LJTy5ka+AkmqnM{vSg=cG>y(`TsPzW9!2I zZOs4k1lXQ-cD6nK9}zy9Z>0D+&Hv~9e~XyKrS(5V{AX5`*X`KK`v0{5Kg;^Reg1w- z2>j2=!L;Zm7|GND`pXGUehi2F?}^Z=m;`>S(?Gr=AI6LBz}M4tFdozcC%*T=rs_f1 zda@gyjWt4<$Rk)1^cg-Y2xy*`71I3qSV&X1Rz$O=R$P-?QbtoSV40>x=u*vq02$3& 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"resources" / filename -def _load_tensor_from_file(filename: str) -> torch.Tensor: - file_path = _get_file_path(filename) - return torch.load(file_path, weights_only=True).permute(2, 0, 1) - - @dataclass class TestFrameInfo: pts_seconds: float @@ -114,12 +109,7 @@ def to_tensor(self) -> torch.Tensor: def get_frame_data_by_index( self, idx: int, *, stream_index: Optional[int] = None ) -> torch.Tensor: - if stream_index is None: - stream_index = self.default_stream_index - - return _load_tensor_from_file( - f"{self.filename}.stream{stream_index}.frame{idx:06d}.pt" - ) + raise NotImplementedError("Override in child classes") def get_frame_data_by_range( self, @@ -196,6 +186,17 @@ class TestVideoStreamInfo: class TestVideo(TestContainerFile): stream_infos: Dict[int, TestVideoStreamInfo] + def get_frame_data_by_index( + self, idx: int, *, stream_index: Optional[int] = None + ) -> torch.Tensor: + if stream_index is None: + stream_index = self.default_stream_index + + file_path = _get_file_path( + f"{self.filename}.stream{stream_index}.frame{idx:06d}.pt" + ) + return torch.load(file_path, weights_only=True).permute(2, 0, 1) + @property def width(self) -> int: return self.stream_infos[self.default_stream_index].width @@ -292,10 +293,55 @@ def get_empty_chw_tensor(self, *, stream_index: int) -> torch.Tensor: }, ) -# When we start actually decoding audio-only files, we'll probably need to define -# a TestAudio class with audio specific values. Until then, we only need a filename. -NASA_AUDIO = TestContainerFile( - filename="nasa_13013.mp4.audio.mp3", default_stream_index=0, frames={} + +@dataclass +class TestAudioStreamInfo: + frame_rate: float + + +@dataclass +class TestAudio(TestContainerFile): + + stream_infos: Dict[int, TestAudioStreamInfo] + _reference_frames: list[torch.Tensor] = field(default_factory=lambda: []) + + # Storing each individual frame is too expensive for audio, because there's + # a massive overhead in the binary format saved by pytorch. Saving all the + # frames in a single file uses 1.6MB while saving all frames in individual + # files uses 302MB (yes). + # So we store the reference frames in a single file, and load/cache those + # when the TestAudio instance is created. + def __post_init__(self): + # We hard-code the default stream index, see TODO below. + file_path = _get_file_path( + f"{self.filename}.stream{self.default_stream_index}.all_frames.pt" + ) + t = torch.load(file_path, weights_only=True) + + # These are hard-coded value assuming stream 4 of nasa_13013.mp4 + # TODO make this more generic + assert t.shape == (2, 208896) + self._reference_frames = list(torch.chunk(t, 1024)) + + def get_frame_data_by_index( + self, idx: int, *, stream_index: Optional[int] = None + ) -> torch.Tensor: + if stream_index is not None and stream_index != self.default_stream_index: + # TODO address this, the fix should be to let _reference_frames be a + # dict[list[torch.Tensor]] where keys are stream indices, and load + # all of those indices in __post_init__. + raise ValueError( + "Can only use default stream index with TestAudio for now." + ) + + return self._reference_frames[idx] + + +NASA_AUDIO = TestAudio( + filename="nasa_13013.mp4", + default_stream_index=4, + frames={}, # TODO + stream_infos={4: TestAudioStreamInfo(frame_rate=16_000)}, ) H265_VIDEO = TestVideo( From cb77e37d4f6e88446bd61d400755eb366dc6bf63 Mon Sep 17 00:00:00 2001 From: Nicolas Hug Date: Fri, 14 Feb 2025 11:27:54 +0000 Subject: [PATCH 11/34] Comment out debugging printf --- .../decoders/_core/VideoDecoder.cpp | 147 +++++++++--------- 1 file changed, 73 insertions(+), 74 deletions(-) diff --git a/src/torchcodec/decoders/_core/VideoDecoder.cpp b/src/torchcodec/decoders/_core/VideoDecoder.cpp index 90d059aec..622eeb975 100644 --- a/src/torchcodec/decoders/_core/VideoDecoder.cpp +++ b/src/torchcodec/decoders/_core/VideoDecoder.cpp @@ -64,72 +64,71 @@ std::vector splitStringWithDelimiters( } // namespace -void print_packet(AVPacket* packet) { - unsigned long checksum = 0; - for (int i = 0; i < packet->size; i++) { - checksum += packet->data[i]; - } - printf( - "PTS: %ld, DTS: %ld, Duration: %d, Size: %d, Stream Index: %d, Checksum: %lu\n", - packet->pts, - packet->dts, - packet->duration, - packet->size, - packet->stream_index, - checksum); - fflush(stdout); -} +// void print_packet(AVPacket* packet) { +// unsigned long checksum = 0; +// for (int i = 0; i < packet->size; i++) { +// checksum += packet->data[i]; +// } +// printf( +// "PTS: %ld, DTS: %ld, Duration: %d, Size: %d, Stream Index: %d, +// Checksum: %lu\n", packet->pts, packet->dts, packet->duration, +// packet->size, +// packet->stream_index, +// checksum); +// fflush(stdout); +// } -void print_avFrame(AVFrame* avFrame) { - // printf("Format: %d\n", avFrame->format); - // printf("Width: %d\n", avFrame->width); - // printf("Height: %d\n", avFrame->height); - // printf( - // "Channels: %d\n", - // av_get_channel_layout_nb_channels(avFrame->channel_layout)); - // printf("Channel Layout: %ld\n", avFrame->channel_layout); - // printf("Number of Samples: %d\n", avFrame->nb_samples); - // printf("PTS: %ld\n", avFrame->pts); - // printf("Packet DTS: %ld\n", avFrame->pkt_dts); - // printf("Packet Duration: %d\n", avFrame->pkt_duration); - // printf("Packet Pos: %d\n", avFrame->pkt_pos); - // for (int i = 0; i < AV_NUM_DATA_POINTERS; i++) { - // if (avFrame->data[i]) { - // printf("Data[%d] Line Size: %d\n", i, avFrame->linesize[i]); - // } - // } - // printf("Color Range: %d\n", avFrame->color_range); - // printf("Color Primaries: %d\n", avFrame->color_primaries); - // printf("Color Transfer Characteristic: %d\n", avFrame->color_trc); - // printf("Color Space: %d\n", avFrame->colorspace); - // printf("Chroma Location: %d\n", avFrame->chroma_location); - // printf( - // "Sample Aspect Ratio: %d/%d\n", - // avFrame->sample_aspect_ratio.num, - // avFrame->sample_aspect_ratio.den); - // printf("Key Frame: %d\n", avFrame->key_frame); - // printf("Picture Type: %d\n", avFrame->pict_type); - // printf("Coded Picture Number: %d\n", avFrame->coded_picture_number); - // printf("Display Picture Number: %d\n", avFrame->display_picture_number); - - unsigned long checksum = 0; - // TODO this is only for planar data - for (int c = 0; - c < av_get_channel_layout_nb_channels(avFrame->channel_layout); - ++c) { - for (int i = 0; i < avFrame->nb_samples; i++) { - checksum += avFrame->extended_data[c][i]; - } - } - // printf("Frame Checksum: %lu\n", checksum); - // printf("\n"); - printf( - "PTS: %ld, NumSamples: %d, Checksum: %lu\n", - avFrame->pts, - avFrame->nb_samples, - checksum); - fflush(stdout); -} +// void print_avFrame(AVFrame* avFrame) { +// // printf("Format: %d\n", avFrame->format); +// // printf("Width: %d\n", avFrame->width); +// // printf("Height: %d\n", avFrame->height); +// // printf( +// // "Channels: %d\n", +// // av_get_channel_layout_nb_channels(avFrame->channel_layout)); +// // printf("Channel Layout: %ld\n", avFrame->channel_layout); +// // printf("Number of Samples: %d\n", avFrame->nb_samples); +// // printf("PTS: %ld\n", avFrame->pts); +// // printf("Packet DTS: %ld\n", avFrame->pkt_dts); +// // printf("Packet Duration: %d\n", avFrame->pkt_duration); +// // printf("Packet Pos: %d\n", avFrame->pkt_pos); +// // for (int i = 0; i < AV_NUM_DATA_POINTERS; i++) { +// // if (avFrame->data[i]) { +// // printf("Data[%d] Line Size: %d\n", i, avFrame->linesize[i]); +// // } +// // } +// // printf("Color Range: %d\n", avFrame->color_range); +// // printf("Color Primaries: %d\n", avFrame->color_primaries); +// // printf("Color Transfer Characteristic: %d\n", avFrame->color_trc); +// // printf("Color Space: %d\n", avFrame->colorspace); +// // printf("Chroma Location: %d\n", avFrame->chroma_location); +// // printf( +// // "Sample Aspect Ratio: %d/%d\n", +// // avFrame->sample_aspect_ratio.num, +// // avFrame->sample_aspect_ratio.den); +// // printf("Key Frame: %d\n", avFrame->key_frame); +// // printf("Picture Type: %d\n", avFrame->pict_type); +// // printf("Coded Picture Number: %d\n", avFrame->coded_picture_number); +// // printf("Display Picture Number: %d\n", +// avFrame->display_picture_number); + +// unsigned long checksum = 0; +// // TODO this is only for planar data +// for (int c = 0; +// c < av_get_channel_layout_nb_channels(avFrame->channel_layout); +// ++c) { +// for (int i = 0; i < avFrame->nb_samples; i++) { +// checksum += avFrame->extended_data[c][i]; +// } +// } +// // printf("Frame Checksum: %lu\n", checksum); +// // printf("\n"); +// printf( +// "PTS: %ld, NumSamples: %d, Checksum: %lu\n", +// avFrame->pts, +// avFrame->nb_samples, +// checksum); +// fflush(stdout); +// } // -------------------------------------------------------------------------- // CONSTRUCTORS, INITIALIZATION, DESTRUCTORS @@ -366,7 +365,7 @@ void VideoDecoder::scanFileAndUpdateMetadataAndIndex() { } // Reset the seek-cursor back to the beginning. - printf("Seeking to 0 with flag 0\n"); + // printf("Seeking to 0 with flag 0\n"); int ffmepgStatus = avformat_seek_file(formatContext_.get(), 0, INT64_MIN, 0, 0, 0); if (ffmepgStatus < 0) { @@ -1046,7 +1045,7 @@ void VideoDecoder::maybeSeekToBeforeDesiredPts() { desiredPts = streamInfo.keyFrames[desiredKeyFrameIndex].pts; } - printf("Seeking to %ld with flag 0\n", desiredPts); + // printf("Seeking to %ld with flag 0\n", desiredPts); // TODO explain this nasty hack // This probably only works if the desired pts corresponds exactly to a frame @@ -1067,7 +1066,7 @@ void VideoDecoder::maybeSeekToBeforeDesiredPts() { getFFMPEGErrorStringFromErrorCode(ffmepgStatus)); } decodeStats_.numFlushes++; - printf("calling avcodec_flush_buffers\n"); + // printf("calling avcodec_flush_buffers\n"); avcodec_flush_buffers(streamInfo.codecContext.get()); } @@ -1097,7 +1096,7 @@ VideoDecoder::AVFrameStream VideoDecoder::decodeAVFrame( while (true) { ffmpegStatus = avcodec_receive_frame(streamInfo.codecContext.get(), avFrame.get()); - printf("output of avcodec_receive_frame: %d\n", ffmpegStatus); + // printf("output of avcodec_receive_frame: %d\n", ffmpegStatus); if (ffmpegStatus != AVSUCCESS && ffmpegStatus != AVERROR(EAGAIN)) { // Non-retriable error @@ -1132,7 +1131,7 @@ VideoDecoder::AVFrameStream VideoDecoder::decodeAVFrame( decodeStats_.numPacketsRead++; if (ffmpegStatus == AVERROR_EOF) { - printf("Sending packet: null\n"); + // printf("Sending packet: null\n"); // End of file reached. We must drain the codec by sending a nullptr // packet. ffmpegStatus = avcodec_send_packet( @@ -1163,8 +1162,8 @@ VideoDecoder::AVFrameStream VideoDecoder::decodeAVFrame( // We got a valid packet. Send it to the decoder, and we'll receive it in // the next iteration. - printf("Sending packet: "); - print_packet(packet.get()); + // printf("Sending packet: "); + // print_packet(packet.get()); ffmpegStatus = avcodec_send_packet(streamInfo.codecContext.get(), packet.get()); if (ffmpegStatus < AVSUCCESS) { @@ -1195,8 +1194,8 @@ VideoDecoder::AVFrameStream VideoDecoder::decodeAVFrame( // the file and that will flush the decoder. streamInfo.lastDecodedAvFramePts = avFrame->pts; streamInfo.lastDecodedAvFrameDuration = getDuration(avFrame); - printf("Received avFrame: "); - print_avFrame(avFrame.get()); + // printf("Received avFrame: "); + // print_avFrame(avFrame.get()); return AVFrameStream(std::move(avFrame), activeStreamIndex_); } From c0583e6a6021a260a691e95dab251eb2c1da2304 Mon Sep 17 00:00:00 2001 From: Nicolas Hug Date: Fri, 14 Feb 2025 16:28:02 +0000 Subject: [PATCH 12/34] bunch of tests --- test/decoders/test_video_decoder_ops.py | 191 ++++++++++++++++-------- test/utils.py | 11 +- 2 files changed, 138 insertions(+), 64 deletions(-) diff --git a/test/decoders/test_video_decoder_ops.py b/test/decoders/test_video_decoder_ops.py index 638d60dcc..83b9d2fe6 100644 --- a/test/decoders/test_video_decoder_ops.py +++ b/test/decoders/test_video_decoder_ops.py @@ -46,7 +46,19 @@ torch._dynamo.config.capture_dynamic_output_shape_ops = True -INDEX_OF_FRAME_AT_6_SECONDS = 180 +# this is the index of the frame that gets decoded after we +# seek to pts_seconds=6. This isn't the frame "played at" pts_seconds=6 +INDEX_OF_VIDEO_FRAME_AFTER_SEEKING_AT_6 = 180 +INDEX_OF_AUDIO_FRAME_AFTER_SEEKING_AT_6 = 94 + + +def _add_stream(*, decoder, test_ref, device="cpu"): + if test_ref is NASA_VIDEO: + add_video_stream(decoder, device=device) + elif test_ref is NASA_AUDIO: + add_audio_stream(decoder) + else: + raise ValueError("Can't add a stream for this test reference.") class ReferenceDecoder: @@ -89,29 +101,42 @@ def test_add_stream(self): ): add_audio_stream(decoder, stream_index=valid_video_stream) + @pytest.mark.parametrize( + "test_ref, index_of_frame_after_seeking_at_6", + ( + (NASA_VIDEO, INDEX_OF_VIDEO_FRAME_AFTER_SEEKING_AT_6), + (NASA_AUDIO, INDEX_OF_AUDIO_FRAME_AFTER_SEEKING_AT_6), + ), + ) @pytest.mark.parametrize("device", cpu_and_cuda()) - def test_seek_and_next(self, device): - decoder = create_from_file(str(NASA_VIDEO.path)) - add_video_stream(decoder, device=device) + def test_seek_and_next(self, test_ref, index_of_frame_after_seeking_at_6, device): + if device == "cuda" and test_ref is NASA_AUDIO: + pytest.skip(reason="CUDA decoding not supported for audio") + decoder = create_from_file(str(test_ref.path)) + _add_stream(decoder=decoder, test_ref=test_ref, device=device) frame0, _, _ = get_next_frame(decoder) - reference_frame0 = NASA_VIDEO.get_frame_data_by_index(0) + reference_frame0 = test_ref.get_frame_data_by_index(0) assert_frames_equal(frame0, reference_frame0.to(device)) - reference_frame1 = NASA_VIDEO.get_frame_data_by_index(1) + reference_frame1 = test_ref.get_frame_data_by_index(1) frame1, _, _ = get_next_frame(decoder) assert_frames_equal(frame1, reference_frame1.to(device)) seek_to_pts(decoder, 6.0) frame_time6, _, _ = get_next_frame(decoder) - reference_frame_time6 = NASA_VIDEO.get_frame_data_by_index( - INDEX_OF_FRAME_AT_6_SECONDS + reference_frame_time6 = test_ref.get_frame_data_by_index( + index_of_frame_after_seeking_at_6 ) assert_frames_equal(frame_time6, reference_frame_time6.to(device)) + @pytest.mark.parametrize("test_ref", (NASA_VIDEO, NASA_AUDIO)) @pytest.mark.parametrize("device", cpu_and_cuda()) - def test_seek_to_negative_pts(self, device): - decoder = create_from_file(str(NASA_VIDEO.path)) - add_video_stream(decoder, device=device) + def test_seek_to_negative_pts(self, test_ref, device): + if device == "cuda" and test_ref is NASA_AUDIO: + pytest.skip(reason="CUDA decoding not supported for audio") + + decoder = create_from_file(str(test_ref.path)) + _add_stream(decoder=decoder, test_ref=test_ref, device=device) frame0, _, _ = get_next_frame(decoder) - reference_frame0 = NASA_VIDEO.get_frame_data_by_index(0) + reference_frame0 = test_ref.get_frame_data_by_index(0) assert_frames_equal(frame0, reference_frame0.to(device)) seek_to_pts(decoder, -1e-4) @@ -119,14 +144,15 @@ def test_seek_to_negative_pts(self, device): assert_frames_equal(frame0, reference_frame0.to(device)) @pytest.mark.parametrize("device", cpu_and_cuda()) - def test_get_frame_at_pts(self, device): + def test_get_frame_at_pts_video(self, device): + decoder = create_from_file(str(NASA_VIDEO.path)) - add_video_stream(decoder, device=device) + add_video_stream(decoder=decoder, device=device) # This frame has pts=6.006 and duration=0.033367, so it should be visible # at timestamps in the range [6.006, 6.039367) (not including the last timestamp). frame6, _, _ = get_frame_at_pts(decoder, 6.006) reference_frame6 = NASA_VIDEO.get_frame_data_by_index( - INDEX_OF_FRAME_AT_6_SECONDS + INDEX_OF_VIDEO_FRAME_AFTER_SEEKING_AT_6 ) assert_frames_equal(frame6, reference_frame6.to(device)) frame6, _, _ = get_frame_at_pts(decoder, 6.02) @@ -142,43 +168,76 @@ def test_get_frame_at_pts(self, device): with pytest.raises(AssertionError): assert_frames_equal(next_frame, reference_frame6.to(device)) + def test_get_frame_at_pts_audio(self): + decoder = create_from_file(str(NASA_AUDIO.path)) + add_audio_stream(decoder=decoder) + # This frame has pts=6.016 and duration=0.064 , so it should be played + # at timestamps in the range [6.016, 6.08) (not including the last timestamp). + frame6, _, _ = get_frame_at_pts(decoder, 6.016) + reference_frame6 = NASA_AUDIO.get_frame_data_by_index( + INDEX_OF_AUDIO_FRAME_AFTER_SEEKING_AT_6 + ) + assert_frames_equal(frame6, reference_frame6) + frame6, _, _ = get_frame_at_pts(decoder, 6.05) + assert_frames_equal(frame6, reference_frame6) + frame6, _, _ = get_frame_at_pts(decoder, 6.07999) + assert_frames_equal(frame6, reference_frame6) + # Note that this timestamp is exactly on a frame boundary, so it should + # return the next frame since the right boundary of the interval is + # open. + next_frame, _, _ = get_frame_at_pts(decoder, 6.08) + with pytest.raises(AssertionError): + assert_frames_equal(next_frame, reference_frame6) + + @pytest.mark.parametrize("test_ref", (NASA_VIDEO, NASA_AUDIO)) @pytest.mark.parametrize("device", cpu_and_cuda()) - def test_get_frame_at_index(self, device): - decoder = create_from_file(str(NASA_VIDEO.path)) - add_video_stream(decoder, device=device) + def test_get_frame_at_index(self, test_ref, device): + if device == "cuda" and test_ref is NASA_AUDIO: + pytest.skip(reason="CUDA decoding not supported for audio") + + decoder = create_from_file(str(test_ref.path)) + _add_stream(decoder=decoder, test_ref=test_ref, device=device) frame0, _, _ = get_frame_at_index(decoder, frame_index=0) - reference_frame0 = NASA_VIDEO.get_frame_data_by_index(0) + reference_frame0 = test_ref.get_frame_data_by_index(0) assert_frames_equal(frame0, reference_frame0.to(device)) # The frame that is played at 6 seconds is frame 180 from a 0-based index. frame6, _, _ = get_frame_at_index(decoder, frame_index=180) - reference_frame6 = NASA_VIDEO.get_frame_data_by_index( - INDEX_OF_FRAME_AT_6_SECONDS - ) + reference_frame6 = test_ref.get_frame_data_by_index(180) assert_frames_equal(frame6, reference_frame6.to(device)) + @pytest.mark.parametrize( + "test_ref, expected_pts, expected_duration", + ( + (NASA_VIDEO, 6.006, 0.03337), + (NASA_AUDIO, 11.52, 0.064), + ), + ) @pytest.mark.parametrize("device", cpu_and_cuda()) - def test_get_frame_with_info_at_index(self, device): - decoder = create_from_file(str(NASA_VIDEO.path)) - add_video_stream(decoder, device=device) + def test_get_frame_with_info_at_index( + self, test_ref, expected_pts, expected_duration, device + ): + if device == "cuda" and test_ref is NASA_AUDIO: + pytest.skip(reason="CUDA decoding not supported for audio") + decoder = create_from_file(str(test_ref.path)) + _add_stream(decoder=decoder, test_ref=test_ref, device=device) frame6, pts, duration = get_frame_at_index(decoder, frame_index=180) - reference_frame6 = NASA_VIDEO.get_frame_data_by_index( - INDEX_OF_FRAME_AT_6_SECONDS - ) + reference_frame6 = test_ref.get_frame_data_by_index(180) assert_frames_equal(frame6, reference_frame6.to(device)) - assert pts.item() == pytest.approx(6.006, rel=1e-3) - assert duration.item() == pytest.approx(0.03337, rel=1e-3) - - @pytest.mark.parametrize("device", cpu_and_cuda()) - def test_get_frames_at_indices(self, device): - decoder = create_from_file(str(NASA_VIDEO.path)) - add_video_stream(decoder, device=device) - frames0and180, *_ = get_frames_at_indices(decoder, frame_indices=[0, 180]) - reference_frame0 = NASA_VIDEO.get_frame_data_by_index(0) - reference_frame180 = NASA_VIDEO.get_frame_data_by_index( - INDEX_OF_FRAME_AT_6_SECONDS - ) - assert_frames_equal(frames0and180[0], reference_frame0.to(device)) - assert_frames_equal(frames0and180[1], reference_frame180.to(device)) + assert pts.item() == pytest.approx(expected_pts, rel=1e-3) + assert duration.item() == pytest.approx(expected_duration, rel=1e-3) + + # @pytest.mark.parametrize("test_ref", (NASA_VIDEO, NASA_AUDIO)) + # @pytest.mark.parametrize("device", cpu_and_cuda()) + # def test_get_frames_at_indices(self, test_ref, device): + # if device == "cuda" and test_ref is NASA_AUDIO: + # pytest.skip(reason="CUDA decoding not supported for audio") + # decoder = create_from_file(str(test_ref.path)) + # _add_stream(decoder=decoder, test_ref=test_ref, device=device) + # frames0and180, *_ = get_frames_at_indices(decoder, frame_indices=[0, 180]) + # reference_frame0 = test_ref.get_frame_data_by_index(0) + # reference_frame180 = test_ref.get_frame_data_by_index(180) + # assert_frames_equal(frames0and180[0], reference_frame0.to(device)) + # assert_frames_equal(frames0and180[1], reference_frame180.to(device)) @pytest.mark.parametrize("device", cpu_and_cuda()) def test_get_frames_at_indices_unsorted_indices(self, device): @@ -331,23 +390,34 @@ def test_get_frames_in_range(self, device): empty_frame, *_ = get_frames_in_range(decoder, start=5, stop=5) assert_frames_equal(empty_frame, NASA_VIDEO.empty_chw_tensor.to(device)) + @pytest.mark.parametrize( + "test_ref, last_frame_index", ((NASA_VIDEO, 289), (NASA_AUDIO, 203)) + ) @pytest.mark.parametrize("device", cpu_and_cuda()) - def test_throws_exception_at_eof(self, device): - decoder = create_from_file(str(NASA_VIDEO.path)) - add_video_stream(decoder, device=device) + def test_throws_exception_at_eof(self, test_ref, last_frame_index, device): + if device == "cuda" and test_ref is NASA_AUDIO: + pytest.skip(reason="CUDA decoding not supported for audio") + + decoder = create_from_file(str(test_ref.path)) + _add_stream(decoder=decoder, test_ref=test_ref, device=device) seek_to_pts(decoder, 12.979633) last_frame, _, _ = get_next_frame(decoder) - reference_last_frame = NASA_VIDEO.get_frame_data_by_index(289) + reference_last_frame = test_ref.get_frame_data_by_index(last_frame_index) assert_frames_equal(last_frame, reference_last_frame.to(device)) with pytest.raises(IndexError, match="no more frames"): get_next_frame(decoder) + @pytest.mark.parametrize( + "test_ref, seek_offset", ((NASA_VIDEO, 1e-4), (NASA_AUDIO, 1e-1)) + ) @pytest.mark.parametrize("device", cpu_and_cuda()) - def test_throws_exception_if_seek_too_far(self, device): - decoder = create_from_file(str(NASA_VIDEO.path)) - add_video_stream(decoder, device=device) + def test_throws_exception_if_seek_too_far(self, test_ref, seek_offset, device): + if device == "cuda" and test_ref is NASA_AUDIO: + pytest.skip(reason="CUDA decoding not supported for audio") + decoder = create_from_file(str(test_ref.path)) + _add_stream(decoder=decoder, test_ref=test_ref, device=device) # pts=12.979633 is the last frame in the video. - seek_to_pts(decoder, 12.979633 + 1.0e-4) + seek_to_pts(decoder, 12.979633 + seek_offset) with pytest.raises(IndexError, match="no more frames"): get_next_frame(decoder) @@ -370,7 +440,7 @@ def get_frame1_and_frame_time6(decoder): frame0, frame_time6 = get_frame1_and_frame_time6(decoder) reference_frame0 = NASA_VIDEO.get_frame_data_by_index(0) reference_frame_time6 = NASA_VIDEO.get_frame_data_by_index( - INDEX_OF_FRAME_AT_6_SECONDS + INDEX_OF_VIDEO_FRAME_AFTER_SEEKING_AT_6 ) assert_frames_equal(frame0, reference_frame0.to(device)) assert_frames_equal(frame_time6, reference_frame_time6.to(device)) @@ -391,7 +461,7 @@ def class_based_get_frame1_and_frame_time6( frame0, frame_time6 = class_based_get_frame1_and_frame_time6(decoder) reference_frame0 = NASA_VIDEO.get_frame_data_by_index(0) reference_frame_time6 = NASA_VIDEO.get_frame_data_by_index( - INDEX_OF_FRAME_AT_6_SECONDS + INDEX_OF_VIDEO_FRAME_AFTER_SEEKING_AT_6 ) assert_frames_equal(frame0, reference_frame0.to(device)) assert_frames_equal(frame_time6, reference_frame_time6.to(device)) @@ -421,7 +491,7 @@ def test_create_decoder(self, create_from, device): seek_to_pts(decoder, 6.0) frame_time6, _, _ = get_next_frame(decoder) reference_frame_time6 = NASA_VIDEO.get_frame_data_by_index( - INDEX_OF_FRAME_AT_6_SECONDS + INDEX_OF_VIDEO_FRAME_AFTER_SEEKING_AT_6 ) assert_frames_equal(frame_time6, reference_frame_time6.to(device)) @@ -471,9 +541,12 @@ def test_get_ffmpeg_version(self): assert ffmpeg_dict["libavutil"][0] > 50 assert "ffmpeg_version" in ffmpeg_dict - def test_frame_pts_equality(self): - decoder = create_from_file(str(NASA_VIDEO.path)) - add_video_stream(decoder) + @pytest.mark.parametrize( + "test_ref, num_frames", ((NASA_VIDEO, 390), (NASA_AUDIO, 204)) + ) + def test_frame_pts_equality(self, test_ref, num_frames): + decoder = create_from_file(str(test_ref.path)) + _add_stream(decoder=decoder, test_ref=test_ref) # Note that for all of these tests, we store the return value of # _test_frame_pts_equality() into a boolean variable, and then do the assertion @@ -483,8 +556,8 @@ def test_frame_pts_equality(self): # If this fails, there's a good chance that we accidentally truncated a 64-bit # floating point value to a 32-bit floating value. - for i in range(390): - frame, pts, _ = get_frame_at_index(decoder, frame_index=i) + for i in range(num_frames): + _, pts, _ = get_frame_at_index(decoder, frame_index=i) pts_is_equal = _test_frame_pts_equality( decoder, frame_index=i, pts_seconds_to_test=pts.item() ) @@ -503,7 +576,7 @@ def test_color_conversion_library(self, color_conversion_library): seek_to_pts(decoder, 6.0) frame_time6, *_ = get_next_frame(decoder) reference_frame_time6 = NASA_VIDEO.get_frame_data_by_index( - INDEX_OF_FRAME_AT_6_SECONDS + INDEX_OF_VIDEO_FRAME_AFTER_SEEKING_AT_6 ) assert_frames_equal(frame_time6, reference_frame_time6) diff --git a/test/utils.py b/test/utils.py index de8344aa1..1597ebe10 100644 --- a/test/utils.py +++ b/test/utils.py @@ -303,7 +303,7 @@ class TestAudioStreamInfo: class TestAudio(TestContainerFile): stream_infos: Dict[int, TestAudioStreamInfo] - _reference_frames: list[torch.Tensor] = field(default_factory=lambda: []) + _reference_frames: tuple[torch.Tensor] = field(default_factory=lambda: []) # Storing each individual frame is too expensive for audio, because there's # a massive overhead in the binary format saved by pytorch. Saving all the @@ -318,17 +318,18 @@ def __post_init__(self): ) t = torch.load(file_path, weights_only=True) - # These are hard-coded value assuming stream 4 of nasa_13013.mp4 + # These are hard-coded value assuming stream 4 of nasa_13013.mp4. Each + # of the 204 frames contains 1024 samples. # TODO make this more generic - assert t.shape == (2, 208896) - self._reference_frames = list(torch.chunk(t, 1024)) + assert t.shape == (2, 204 * 1024) + self._reference_frames = torch.chunk(t, chunks=204, dim=1) def get_frame_data_by_index( self, idx: int, *, stream_index: Optional[int] = None ) -> torch.Tensor: if stream_index is not None and stream_index != self.default_stream_index: # TODO address this, the fix should be to let _reference_frames be a - # dict[list[torch.Tensor]] where keys are stream indices, and load + # dict[tuple[torch.Tensor]] where keys are stream indices, and load # all of those indices in __post_init__. raise ValueError( "Can only use default stream index with TestAudio for now." From 3e740dd801ec8f7c690fbf7a7090b00f8151bbe2 Mon Sep 17 00:00:00 2001 From: Nicolas Hug Date: Fri, 14 Feb 2025 17:11:54 +0000 Subject: [PATCH 13/34] Maybe fix version stuff --- .../decoders/_core/FFMPEGCommon.cpp | 3 ++- .../decoders/_core/VideoDecoder.cpp | 21 +++++++------------ 2 files changed, 9 insertions(+), 15 deletions(-) diff --git a/src/torchcodec/decoders/_core/FFMPEGCommon.cpp b/src/torchcodec/decoders/_core/FFMPEGCommon.cpp index 5fdb45c10..57380cda5 100644 --- a/src/torchcodec/decoders/_core/FFMPEGCommon.cpp +++ b/src/torchcodec/decoders/_core/FFMPEGCommon.cpp @@ -61,7 +61,8 @@ int64_t getDuration(const AVFrame* frame) { } int getNumChannels(const AVFrame* avFrame) { -#if LIBAVFILTER_VERSION_MAJOR >= 8 && LIBAVFILTER_VERSION_MINOR >= 44 +#if LIBAVFILTER_VERSION_MAJOR > 8 || \ + (IBAVFILTER_VERSION_MAJOR == 8 && LIBAVFILTER_VERSION_MINOR >= 44) return avFrame->ch_layout.nb_channels; #else return av_get_channel_layout_nb_channels(avFrame->channel_layout); diff --git a/src/torchcodec/decoders/_core/VideoDecoder.cpp b/src/torchcodec/decoders/_core/VideoDecoder.cpp index 3da169716..f72d31dc4 100644 --- a/src/torchcodec/decoders/_core/VideoDecoder.cpp +++ b/src/torchcodec/decoders/_core/VideoDecoder.cpp @@ -923,26 +923,19 @@ void VideoDecoder::setCursorPtsInSeconds(double seconds) { // } // } -bool VideoDecoder::canWeAvoidSeekingAudio( - [[maybe_unused]] double desiredPtsSeconds) const { +bool VideoDecoder::canWeAvoidSeekingAudio(double desiredPtsSeconds) const { const StreamInfo& streamInfo = streamInfos_.at(activeStreamIndex_); int64_t targetPts = *desiredPtsSeconds_ * streamInfo.timeBase.den; - int64_t lastDecodedAvFramePts = streamInfo.lastDecodedAvFramePts; - if (targetPts < lastDecodedAvFramePts) { - // We can never skip a seek if we are seeking backwards. - return false; - } - if (lastDecodedAvFramePts == targetPts) { - // We are seeking to the exact same frame as we are currently at. Without - // caching we have to rewind back and decode the frame again. - // TODO: https://github.com/pytorch-labs/torchcodec/issues/84 we could - // implement caching. + + if (targetPts <= lastDecodedAvFramePts) { return false; } + double lastDecodedAvFramePtsSeconds = ptsToSeconds(lastDecodedAvFramePts, streamInfo.timeBase); - int64_t lastDecodedAvFrameIndex = secondsToIndexLowerBound(lastDecodedAvFramePtsSeconds); + int64_t lastDecodedAvFrameIndex = + secondsToIndexLowerBound(lastDecodedAvFramePtsSeconds); int64_t targetFrameIndex = secondsToIndexLowerBound(desiredPtsSeconds); return (lastDecodedAvFrameIndex + 1 == targetFrameIndex); } @@ -1688,7 +1681,7 @@ int VideoDecoder::getKeyFrameIndexForPtsUsingScannedIndex( return upperBound - 1 - keyFrames.begin(); } -int64_t VideoDecoder::secondsToIndexLowerBound(double seconds) const{ +int64_t VideoDecoder::secondsToIndexLowerBound(double seconds) const { auto& streamInfo = streamInfos_.at(activeStreamIndex_); switch (seekMode_) { case SeekMode::exact: { From 73fa225bb4df96e0d812fdb5d970dc36f837212e Mon Sep 17 00:00:00 2001 From: Nicolas Hug Date: Fri, 14 Feb 2025 17:40:40 +0000 Subject: [PATCH 14/34] Skip test that's bound to fail --- test/test_frame_dataclasses.py | 27 ++++++++++++++------------- 1 file changed, 14 insertions(+), 13 deletions(-) diff --git a/test/test_frame_dataclasses.py b/test/test_frame_dataclasses.py index a9840f222..fd7b1789d 100644 --- a/test/test_frame_dataclasses.py +++ b/test/test_frame_dataclasses.py @@ -7,19 +7,20 @@ def test_frame_unpacking(): data, pts_seconds, duration_seconds = Frame(torch.rand(3, 4, 5), 2, 3) # noqa -def test_frame_error(): - with pytest.raises(ValueError, match="data must be 3-dimensional"): - Frame( - data=torch.rand(1, 2), - pts_seconds=1, - duration_seconds=1, - ) - with pytest.raises(ValueError, match="data must be 3-dimensional"): - Frame( - data=torch.rand(1, 2, 3, 4), - pts_seconds=1, - duration_seconds=1, - ) +# TODO: put back +# def test_frame_error(): +# with pytest.raises(ValueError, match="data must be 3-dimensional"): +# Frame( +# data=torch.rand(1, 2), +# pts_seconds=1, +# duration_seconds=1, +# ) +# with pytest.raises(ValueError, match="data must be 3-dimensional"): +# Frame( +# data=torch.rand(1, 2, 3, 4), +# pts_seconds=1, +# duration_seconds=1, +# ) def test_framebatch_error(): From 60828037de80a025bc54932b0f5821248a3b0115 Mon Sep 17 00:00:00 2001 From: Nicolas Hug Date: Fri, 14 Feb 2025 20:59:46 +0000 Subject: [PATCH 15/34] Add support for get_frames_in_range --- .../decoders/_core/FFMPEGCommon.cpp | 10 +++ src/torchcodec/decoders/_core/FFMPEGCommon.h | 1 + .../decoders/_core/VideoDecoder.cpp | 61 ++++++++++++++++--- src/torchcodec/decoders/_core/VideoDecoder.h | 8 ++- test/decoders/test_video_decoder_ops.py | 30 +++++---- test/utils.py | 39 ++++++++++-- 6 files changed, 122 insertions(+), 27 deletions(-) diff --git a/src/torchcodec/decoders/_core/FFMPEGCommon.cpp b/src/torchcodec/decoders/_core/FFMPEGCommon.cpp index 57380cda5..e5b7bf0d9 100644 --- a/src/torchcodec/decoders/_core/FFMPEGCommon.cpp +++ b/src/torchcodec/decoders/_core/FFMPEGCommon.cpp @@ -69,6 +69,16 @@ int getNumChannels(const AVFrame* avFrame) { #endif } +int getNumChannels(const UniqueAVCodecContext& avCodecContext) { +// TODO not sure about the bounds of the versions here +#if LIBAVFILTER_VERSION_MAJOR > 8 || \ + (IBAVFILTER_VERSION_MAJOR == 8 && LIBAVFILTER_VERSION_MINOR >= 44) + return av_get_channel_layout_nb_channels(avCodecContext->channel_layout); +#else + return avCodecContext->channels; +#endif +} + AVIOBytesContext::AVIOBytesContext( const void* data, size_t data_size, diff --git a/src/torchcodec/decoders/_core/FFMPEGCommon.h b/src/torchcodec/decoders/_core/FFMPEGCommon.h index 061f0f008..957c7f840 100644 --- a/src/torchcodec/decoders/_core/FFMPEGCommon.h +++ b/src/torchcodec/decoders/_core/FFMPEGCommon.h @@ -140,6 +140,7 @@ int64_t getDuration(const UniqueAVFrame& frame); int64_t getDuration(const AVFrame* frame); int getNumChannels(const AVFrame* avFrame); +int getNumChannels(const UniqueAVCodecContext& avCodecContext); // Returns true if sws_scale can handle unaligned data. bool canSwsScaleHandleUnalignedData(); diff --git a/src/torchcodec/decoders/_core/VideoDecoder.cpp b/src/torchcodec/decoders/_core/VideoDecoder.cpp index f72d31dc4..57f44024c 100644 --- a/src/torchcodec/decoders/_core/VideoDecoder.cpp +++ b/src/torchcodec/decoders/_core/VideoDecoder.cpp @@ -617,6 +617,14 @@ void VideoDecoder::addVideoStream( void VideoDecoder::addAudioStream(int streamIndex) { addStream(streamIndex, AVMEDIA_TYPE_AUDIO); + + // TODO address this, this is currently super limitting. The main thing we'll + // need to handle is the pre-allocation of the output tensor in batch APIs. We + // probably won't be able to pre-allocate anything. + auto& streamInfo = streamInfos_[activeStreamIndex_]; + TORCH_CHECK( + streamInfo.codecContext->frame_size > 0, + "No support for variable framerate yet."); } // -------------------------------------------------------------------------- @@ -736,9 +744,18 @@ VideoDecoder::getFramesInRange(int64_t start, int64_t stop, int64_t step) { step > 0, "Step must be greater than 0; is " + std::to_string(step)); int64_t numOutputFrames = std::ceil((stop - start) / double(step)); - const auto& videoStreamOptions = streamInfo.videoStreamOptions; - FrameBatchOutput frameBatchOutput( - numOutputFrames, videoStreamOptions, streamMetadata); + + FrameBatchOutput frameBatchOutput; + if (streamInfo.avMediaType == AVMEDIA_TYPE_VIDEO) { + const auto& videoStreamOptions = streamInfo.videoStreamOptions; + frameBatchOutput = + FrameBatchOutput(numOutputFrames, videoStreamOptions, streamMetadata); + } else { + int64_t numSamples = streamInfo.codecContext->frame_size; + int64_t numChannels = getNumChannels(streamInfo.codecContext); + frameBatchOutput = + FrameBatchOutput(numOutputFrames, numChannels, numSamples); + } for (int64_t i = start, f = 0; i < stop; i += step, ++f) { FrameOutput frameOutput = @@ -1200,8 +1217,8 @@ VideoDecoder::FrameOutput VideoDecoder::convertAVFrameToFrameOutput( frameOutput.durationSeconds = ptsToSeconds( getDuration(avFrame), formatContext_->streams[streamIndex]->time_base); if (streamInfo.avMediaType == AVMEDIA_TYPE_AUDIO) { - // TODO: handle preAllocatedTensor for audio - convertAudioAVFrameToFrameOutputOnCPU(avFrameStream, frameOutput); + convertAudioAVFrameToFrameOutputOnCPU( + avFrameStream, frameOutput, preAllocatedOutputTensor); } else if (streamInfo.videoStreamOptions.device.type() == torch::kCPU) { convertAVFrameToFrameOutputOnCPU( avFrameStream, frameOutput, preAllocatedOutputTensor); @@ -1380,14 +1397,21 @@ torch::Tensor VideoDecoder::convertAVFrameToTensorUsingFilterGraph( void VideoDecoder::convertAudioAVFrameToFrameOutputOnCPU( VideoDecoder::AVFrameStream& avFrameStream, - FrameOutput& frameOutput) { + FrameOutput& frameOutput, + std::optional preAllocatedOutputTensor) { const AVFrame* avFrame = avFrameStream.avFrame.get(); auto numSamples = avFrame->nb_samples; // per channel auto numChannels = getNumChannels(avFrame); // TODO: dtype should be format-dependent - torch::Tensor data = torch::empty({numChannels, numSamples}, torch::kFloat32); + // TODO rename data to something else + torch::Tensor data; + if (preAllocatedOutputTensor.has_value()) { + data = preAllocatedOutputTensor.value(); + } else { + data = torch::empty({numChannels, numSamples}, torch::kFloat32); + } AVSampleFormat format = static_cast(avFrame->format); // TODO Implement all formats @@ -1431,6 +1455,20 @@ VideoDecoder::FrameBatchOutput::FrameBatchOutput( height, width, videoStreamOptions.device, numFrames); } +VideoDecoder::FrameBatchOutput::FrameBatchOutput( + int64_t numFrames, + int64_t numChannels, + int64_t numSamples) + : ptsSeconds(torch::empty({numSamples}, {torch::kFloat64})), + durationSeconds(torch::empty({numSamples}, {torch::kFloat64})) { + // TODO handle dtypes other than float + auto tensorOptions = torch::TensorOptions() + .dtype(torch::kFloat32) + .layout(torch::kStrided) + .device(torch::kCPU); + data = torch::empty({numFrames, numChannels, numSamples}, tensorOptions); +} + torch::Tensor allocateEmptyHWCTensor( int height, int width, @@ -1459,8 +1497,13 @@ torch::Tensor allocateEmptyHWCTensor( // https://pytorch.org/docs/stable/generated/torch.permute.html torch::Tensor VideoDecoder::maybePermuteHWC2CHW(torch::Tensor& hwcTensor) { if (streamInfos_[activeStreamIndex_].avMediaType == AVMEDIA_TYPE_AUDIO) { - // TODO: Is this really how we want to handle audio? - return hwcTensor; + // TODO: Do something better + auto shape = hwcTensor.sizes(); + auto numFrames = shape[0]; + auto numChannels = shape[1]; + auto numSamples = shape[2]; + return hwcTensor.permute({1, 0, 2}).reshape( + {numChannels, numSamples * numFrames}); } if (streamInfos_[activeStreamIndex_].videoStreamOptions.dimensionOrder == "NHWC") { diff --git a/src/torchcodec/decoders/_core/VideoDecoder.h b/src/torchcodec/decoders/_core/VideoDecoder.h index 2009406af..f323ca688 100644 --- a/src/torchcodec/decoders/_core/VideoDecoder.h +++ b/src/torchcodec/decoders/_core/VideoDecoder.h @@ -162,10 +162,15 @@ class VideoDecoder { torch::Tensor ptsSeconds; // 1D of shape (N,) torch::Tensor durationSeconds; // 1D of shape (N,) + FrameBatchOutput(){}; explicit FrameBatchOutput( int64_t numFrames, const VideoStreamOptions& videoStreamOptions, const StreamMetadata& streamMetadata); + explicit FrameBatchOutput( + int64_t numFrames, + int64_t numChannels, + int64_t numSamples); }; // Places the cursor at the first frame on or after the position in seconds. @@ -385,7 +390,8 @@ class VideoDecoder { void convertAudioAVFrameToFrameOutputOnCPU( AVFrameStream& avFrameStream, - FrameOutput& frameOutput); + FrameOutput& frameOutput, + std::optional preAllocatedOutputTensor = std::nullopt); torch::Tensor convertAVFrameToTensorUsingFilterGraph(const AVFrame* avFrame); diff --git a/test/decoders/test_video_decoder_ops.py b/test/decoders/test_video_decoder_ops.py index 83b9d2fe6..d6bdb162e 100644 --- a/test/decoders/test_video_decoder_ops.py +++ b/test/decoders/test_video_decoder_ops.py @@ -350,45 +350,51 @@ def test_pts_apis_against_index_ref(self, device): ) torch.testing.assert_close(pts_seconds, all_pts_seconds_ref, atol=0, rtol=0) + @pytest.mark.parametrize("test_ref", (NASA_VIDEO, NASA_AUDIO)) @pytest.mark.parametrize("device", cpu_and_cuda()) - def test_get_frames_in_range(self, device): - decoder = create_from_file(str(NASA_VIDEO.path)) - add_video_stream(decoder, device=device) + def test_get_frames_in_range(self, test_ref, device): + if device == "cuda" and test_ref is NASA_AUDIO: + pytest.skip(reason="CUDA decoding not supported for audio") + decoder = create_from_file(str(test_ref.path)) + _add_stream(decoder=decoder, test_ref=test_ref, device=device) # ensure that the degenerate case of a range of size 1 works - ref_frame0 = NASA_VIDEO.get_frame_data_by_range(0, 1) + ref_frame0 = test_ref.get_frame_data_by_range(0, 1) bulk_frame0, *_ = get_frames_in_range(decoder, start=0, stop=1) assert_frames_equal(bulk_frame0, ref_frame0.to(device)) - ref_frame1 = NASA_VIDEO.get_frame_data_by_range(1, 2) + ref_frame1 = test_ref.get_frame_data_by_range(1, 2) bulk_frame1, *_ = get_frames_in_range(decoder, start=1, stop=2) assert_frames_equal(bulk_frame1, ref_frame1.to(device)) - ref_frame389 = NASA_VIDEO.get_frame_data_by_range(389, 390) - bulk_frame389, *_ = get_frames_in_range(decoder, start=389, stop=390) + last_index = 389 if test_ref is NASA_VIDEO else 203 # TODO ew + ref_frame389 = test_ref.get_frame_data_by_range(last_index, last_index + 1) + bulk_frame389, *_ = get_frames_in_range( + decoder, start=last_index, stop=last_index + 1 + ) assert_frames_equal(bulk_frame389, ref_frame389.to(device)) # contiguous ranges - ref_frames0_9 = NASA_VIDEO.get_frame_data_by_range(0, 9) + ref_frames0_9 = test_ref.get_frame_data_by_range(0, 9) bulk_frames0_9, *_ = get_frames_in_range(decoder, start=0, stop=9) assert_frames_equal(bulk_frames0_9, ref_frames0_9.to(device)) - ref_frames4_8 = NASA_VIDEO.get_frame_data_by_range(4, 8) + ref_frames4_8 = test_ref.get_frame_data_by_range(4, 8) bulk_frames4_8, *_ = get_frames_in_range(decoder, start=4, stop=8) assert_frames_equal(bulk_frames4_8, ref_frames4_8.to(device)) # ranges with a stride - ref_frames15_35 = NASA_VIDEO.get_frame_data_by_range(15, 36, 5) + ref_frames15_35 = test_ref.get_frame_data_by_range(15, 36, 5) bulk_frames15_35, *_ = get_frames_in_range(decoder, start=15, stop=36, step=5) assert_frames_equal(bulk_frames15_35, ref_frames15_35.to(device)) - ref_frames0_9_2 = NASA_VIDEO.get_frame_data_by_range(0, 9, 2) + ref_frames0_9_2 = test_ref.get_frame_data_by_range(0, 9, 2) bulk_frames0_9_2, *_ = get_frames_in_range(decoder, start=0, stop=9, step=2) assert_frames_equal(bulk_frames0_9_2, ref_frames0_9_2.to(device)) # an empty range is valid! empty_frame, *_ = get_frames_in_range(decoder, start=5, stop=5) - assert_frames_equal(empty_frame, NASA_VIDEO.empty_chw_tensor.to(device)) + assert_frames_equal(empty_frame, test_ref.empty_chw_tensor.to(device)) @pytest.mark.parametrize( "test_ref, last_frame_index", ((NASA_VIDEO, 289), (NASA_AUDIO, 203)) diff --git a/test/utils.py b/test/utils.py index 1597ebe10..06983a075 100644 --- a/test/utils.py +++ b/test/utils.py @@ -119,11 +119,7 @@ def get_frame_data_by_range( *, stream_index: Optional[int] = None, ) -> torch.Tensor: - tensors = [ - self.get_frame_data_by_index(i, stream_index=stream_index) - for i in range(start, stop, step) - ] - return torch.stack(tensors) + raise NotImplementedError("Override in child classes") def get_pts_seconds_by_range( self, @@ -197,6 +193,20 @@ def get_frame_data_by_index( ) return torch.load(file_path, weights_only=True).permute(2, 0, 1) + def get_frame_data_by_range( + self, + start: int, + stop: int, + step: int = 1, + *, + stream_index: Optional[int] = None, + ) -> torch.Tensor: + tensors = [ + self.get_frame_data_by_index(i, stream_index=stream_index) + for i in range(start, stop, step) + ] + return torch.stack(tensors) + @property def width(self) -> int: return self.stream_infos[self.default_stream_index].width @@ -337,6 +347,25 @@ def get_frame_data_by_index( return self._reference_frames[idx] + def get_frame_data_by_range( + self, + start: int, + stop: int, + step: int = 1, + *, + stream_index: Optional[int] = None, + ) -> torch.Tensor: + tensors = [ + self.get_frame_data_by_index(i, stream_index=stream_index) + for i in range(start, stop, step) + ] + return torch.cat(tensors, dim=1) + + # TODO: this shouldn't be named chw + @property + def empty_chw_tensor(self) -> torch.Tensor: + return torch.empty([2, 0], dtype=torch.float32) + NASA_AUDIO = TestAudio( filename="nasa_13013.mp4", From cf8ccb3d3e9411613651fe6fcee4e30552dc8633 Mon Sep 17 00:00:00 2001 From: Nicolas Hug Date: Sat, 15 Feb 2025 17:22:20 +0000 Subject: [PATCH 16/34] More tests, more methods --- .../decoders/_core/FFMPEGCommon.cpp | 2 +- .../decoders/_core/VideoDecoder.cpp | 40 ++++++++++--- test/decoders/test_video_decoder_ops.py | 57 ++++++++++++------- test/utils.py | 9 +++ 4 files changed, 77 insertions(+), 31 deletions(-) diff --git a/src/torchcodec/decoders/_core/FFMPEGCommon.cpp b/src/torchcodec/decoders/_core/FFMPEGCommon.cpp index e5b7bf0d9..cf8cf0544 100644 --- a/src/torchcodec/decoders/_core/FFMPEGCommon.cpp +++ b/src/torchcodec/decoders/_core/FFMPEGCommon.cpp @@ -73,7 +73,7 @@ int getNumChannels(const UniqueAVCodecContext& avCodecContext) { // TODO not sure about the bounds of the versions here #if LIBAVFILTER_VERSION_MAJOR > 8 || \ (IBAVFILTER_VERSION_MAJOR == 8 && LIBAVFILTER_VERSION_MINOR >= 44) - return av_get_channel_layout_nb_channels(avCodecContext->channel_layout); + return avCodecContext->ch_layout.nb_channels; #else return avCodecContext->channels; #endif diff --git a/src/torchcodec/decoders/_core/VideoDecoder.cpp b/src/torchcodec/decoders/_core/VideoDecoder.cpp index 57f44024c..7e0d3e19f 100644 --- a/src/torchcodec/decoders/_core/VideoDecoder.cpp +++ b/src/torchcodec/decoders/_core/VideoDecoder.cpp @@ -693,9 +693,18 @@ VideoDecoder::FrameBatchOutput VideoDecoder::getFramesAtIndices( const auto& streamMetadata = containerMetadata_.allStreamMetadata[activeStreamIndex_]; const auto& streamInfo = streamInfos_[activeStreamIndex_]; - const auto& videoStreamOptions = streamInfo.videoStreamOptions; - FrameBatchOutput frameBatchOutput( - frameIndices.size(), videoStreamOptions, streamMetadata); + + FrameBatchOutput frameBatchOutput; + if (streamInfo.avMediaType == AVMEDIA_TYPE_VIDEO) { + const auto& videoStreamOptions = streamInfo.videoStreamOptions; + frameBatchOutput = + FrameBatchOutput(frameIndices.size(), videoStreamOptions, streamMetadata); + } else { + int64_t numSamples = streamInfo.codecContext->frame_size; + int64_t numChannels = getNumChannels(streamInfo.codecContext); + frameBatchOutput = + FrameBatchOutput(frameIndices.size(), numChannels, numSamples); + } auto previousIndexInVideo = -1; for (size_t f = 0; f < frameIndices.size(); ++f) { @@ -905,8 +914,17 @@ VideoDecoder::FrameBatchOutput VideoDecoder::getFramesPlayedInRange( int64_t stopFrameIndex = secondsToIndexUpperBound(stopSeconds); int64_t numFrames = stopFrameIndex - startFrameIndex; - FrameBatchOutput frameBatchOutput( - numFrames, videoStreamOptions, streamMetadata); + FrameBatchOutput frameBatchOutput; + if (streamInfo.avMediaType == AVMEDIA_TYPE_VIDEO) { + const auto& videoStreamOptions = streamInfo.videoStreamOptions; + frameBatchOutput = + FrameBatchOutput(numFrames, videoStreamOptions, streamMetadata); + } else { + int64_t numSamples = streamInfo.codecContext->frame_size; + int64_t numChannels = getNumChannels(streamInfo.codecContext); + frameBatchOutput = + FrameBatchOutput(numFrames, numChannels, numSamples); + } for (int64_t i = startFrameIndex, f = 0; i < stopFrameIndex; ++i, ++f) { FrameOutput frameOutput = getFrameAtIndexInternal(i, frameBatchOutput.data[f]); @@ -1455,12 +1473,13 @@ VideoDecoder::FrameBatchOutput::FrameBatchOutput( height, width, videoStreamOptions.device, numFrames); } -VideoDecoder::FrameBatchOutput::FrameBatchOutput( +VideoDecoder::FrameBatchOutput +::FrameBatchOutput( int64_t numFrames, int64_t numChannels, int64_t numSamples) - : ptsSeconds(torch::empty({numSamples}, {torch::kFloat64})), - durationSeconds(torch::empty({numSamples}, {torch::kFloat64})) { + : ptsSeconds(torch::empty({numFrames}, {torch::kFloat64})), + durationSeconds(torch::empty({numFrames}, {torch::kFloat64})) { // TODO handle dtypes other than float auto tensorOptions = torch::TensorOptions() .dtype(torch::kFloat32) @@ -1497,7 +1516,10 @@ torch::Tensor allocateEmptyHWCTensor( // https://pytorch.org/docs/stable/generated/torch.permute.html torch::Tensor VideoDecoder::maybePermuteHWC2CHW(torch::Tensor& hwcTensor) { if (streamInfos_[activeStreamIndex_].avMediaType == AVMEDIA_TYPE_AUDIO) { - // TODO: Do something better + // TODO: Do something better for handling audio + if (hwcTensor.dim() == 2){ + return hwcTensor; + } auto shape = hwcTensor.sizes(); auto numFrames = shape[0]; auto numChannels = shape[1]; diff --git a/test/decoders/test_video_decoder_ops.py b/test/decoders/test_video_decoder_ops.py index d6bdb162e..cb5b688a3 100644 --- a/test/decoders/test_video_decoder_ops.py +++ b/test/decoders/test_video_decoder_ops.py @@ -38,6 +38,7 @@ from ..utils import ( assert_frames_equal, + contiguous_to_stacked_audio_frames, cpu_and_cuda, NASA_AUDIO, NASA_VIDEO, @@ -226,23 +227,30 @@ def test_get_frame_with_info_at_index( assert pts.item() == pytest.approx(expected_pts, rel=1e-3) assert duration.item() == pytest.approx(expected_duration, rel=1e-3) - # @pytest.mark.parametrize("test_ref", (NASA_VIDEO, NASA_AUDIO)) - # @pytest.mark.parametrize("device", cpu_and_cuda()) - # def test_get_frames_at_indices(self, test_ref, device): - # if device == "cuda" and test_ref is NASA_AUDIO: - # pytest.skip(reason="CUDA decoding not supported for audio") - # decoder = create_from_file(str(test_ref.path)) - # _add_stream(decoder=decoder, test_ref=test_ref, device=device) - # frames0and180, *_ = get_frames_at_indices(decoder, frame_indices=[0, 180]) - # reference_frame0 = test_ref.get_frame_data_by_index(0) - # reference_frame180 = test_ref.get_frame_data_by_index(180) - # assert_frames_equal(frames0and180[0], reference_frame0.to(device)) - # assert_frames_equal(frames0and180[1], reference_frame180.to(device)) + @pytest.mark.parametrize("test_ref", (NASA_VIDEO, NASA_AUDIO)) + @pytest.mark.parametrize("device", cpu_and_cuda()) + def test_get_frames_at_indices(self, test_ref, device): + if device == "cuda" and test_ref is NASA_AUDIO: + pytest.skip(reason="CUDA decoding not supported for audio") + decoder = create_from_file(str(test_ref.path)) + _add_stream(decoder=decoder, test_ref=test_ref, device=device) + frames0and180, *_ = get_frames_at_indices(decoder, frame_indices=[0, 180]) + reference_frame0 = test_ref.get_frame_data_by_index(0) + reference_frame180 = test_ref.get_frame_data_by_index(180) + if test_ref is NASA_AUDIO: + frames0and180 = contiguous_to_stacked_audio_frames(frames0and180, num_frames=2) + assert_frames_equal(frames0and180[0], reference_frame0.to(device)) + assert_frames_equal(frames0and180[1], reference_frame180.to(device)) + + @pytest.mark.parametrize("test_ref", (NASA_VIDEO, NASA_AUDIO)) @pytest.mark.parametrize("device", cpu_and_cuda()) - def test_get_frames_at_indices_unsorted_indices(self, device): - decoder = create_from_file(str(NASA_VIDEO.path)) - _add_video_stream(decoder, device=device) + def test_get_frames_at_indices_unsorted_indices(self, test_ref, device): + if device == "cuda" and test_ref is NASA_AUDIO: + pytest.skip(reason="CUDA decoding not supported for audio") + + decoder = create_from_file(str(test_ref.path)) + _add_stream(decoder=decoder, test_ref=test_ref, device=device) frame_indices = [2, 0, 1, 0, 2] @@ -255,6 +263,8 @@ def test_get_frames_at_indices_unsorted_indices(self, device): decoder, frame_indices=frame_indices, ) + if test_ref is NASA_AUDIO: + frames = contiguous_to_stacked_audio_frames(frames, num_frames=len(frame_indices)) for frame, expected_frame in zip(frames, expected_frames): assert_frames_equal(frame, expected_frame) @@ -269,7 +279,7 @@ def test_get_frames_at_indices_unsorted_indices(self, device): @pytest.mark.parametrize("device", cpu_and_cuda()) def test_get_frames_by_pts(self, device): decoder = create_from_file(str(NASA_VIDEO.path)) - _add_video_stream(decoder, device=device) + _add_video_stream(decoder=decoder, device=device) # Note: 13.01 should give the last video frame for the NASA video timestamps = [2, 0, 1, 0 + 1e-3, 13.01, 2 + 1e-3] @@ -277,11 +287,11 @@ def test_get_frames_by_pts(self, device): expected_frames = [ get_frame_at_pts(decoder, seconds=pts)[0] for pts in timestamps ] - frames, *_ = get_frames_by_pts( decoder, timestamps=timestamps, ) + for frame, expected_frame in zip(frames, expected_frames): assert_frames_equal(frame, expected_frame) @@ -294,20 +304,25 @@ def test_get_frames_by_pts(self, device): with pytest.raises(AssertionError): assert_frames_equal(frames[0], frames[-1]) + @pytest.mark.parametrize("test_ref", (NASA_VIDEO, NASA_AUDIO)) @pytest.mark.parametrize("device", cpu_and_cuda()) - def test_pts_apis_against_index_ref(self, device): + def test_pts_apis_against_index_ref(self, test_ref, device): # Non-regression test for https://github.com/pytorch/torchcodec/pull/287 # Get all frames in the video, then query all frames with all time-based # APIs exactly where those frames are supposed to start. We assert that # we get the expected frame. - decoder = create_from_file(str(NASA_VIDEO.path)) - add_video_stream(decoder, device=device) + if device == "cuda" and test_ref is NASA_AUDIO: + pytest.skip(reason="CUDA decoding not supported for audio") + decoder = create_from_file(str(test_ref.path)) + _add_stream(decoder=decoder, test_ref=test_ref, device=device) metadata = get_json_metadata(decoder) metadata_dict = json.loads(metadata) num_frames = metadata_dict["numFrames"] assert num_frames == 390 - num_frames = 203 + if test_ref is NASA_AUDIO: + num_frames = 204 + _, all_pts_seconds_ref, _ = zip( *[ diff --git a/test/utils.py b/test/utils.py index 06983a075..7a19c26cd 100644 --- a/test/utils.py +++ b/test/utils.py @@ -23,6 +23,15 @@ def cpu_and_cuda(): return ("cpu", pytest.param("cuda", marks=pytest.mark.needs_cuda)) +def contiguous_to_stacked_audio_frames(frames, *, num_frames): + # (num_channels, num_samples * num_frames) --> (num_frames, num_channels, num_samples) + # Shape conversion util for audio frame. This makes it easier to index + # individual frames so we can use the same code paths when checking equality + # of video frames and audio frames. + num_channels = frames.shape[0] + return frames.reshape(num_channels, num_frames, -1).permute(1, 0, 2) + + # For use with decoded data frames. On CPU Linux, we expect exact, bit-for-bit # equality. On CUDA Linux, we expect a small tolerance. # On other platforms (e.g. MacOS), we also allow a small tolerance. FFmpeg does From f7615e2c459efbea6d5d51053228905292a3e7f5 Mon Sep 17 00:00:00 2001 From: Nicolas Hug Date: Sat, 15 Feb 2025 17:59:36 +0000 Subject: [PATCH 17/34] test. cleanup --- .../decoders/_core/VideoDecoder.cpp | 133 ++++-------------- src/torchcodec/decoders/_core/VideoDecoder.h | 1 - test/decoders/test_video_decoder_ops.py | 80 ++++++++++- 3 files changed, 104 insertions(+), 110 deletions(-) diff --git a/src/torchcodec/decoders/_core/VideoDecoder.cpp b/src/torchcodec/decoders/_core/VideoDecoder.cpp index 7e0d3e19f..87eb83c5f 100644 --- a/src/torchcodec/decoders/_core/VideoDecoder.cpp +++ b/src/torchcodec/decoders/_core/VideoDecoder.cpp @@ -64,72 +64,6 @@ std::vector splitStringWithDelimiters( } // namespace -// void print_packet(AVPacket* packet) { -// unsigned long checksum = 0; -// for (int i = 0; i < packet->size; i++) { -// checksum += packet->data[i]; -// } -// printf( -// "PTS: %ld, DTS: %ld, Duration: %d, Size: %d, Stream Index: %d, -// Checksum: %lu\n", packet->pts, packet->dts, packet->duration, -// packet->size, -// packet->stream_index, -// checksum); -// fflush(stdout); -// } - -// void print_avFrame(AVFrame* avFrame) { -// // printf("Format: %d\n", avFrame->format); -// // printf("Width: %d\n", avFrame->width); -// // printf("Height: %d\n", avFrame->height); -// // printf( -// // "Channels: %d\n", -// // av_get_channel_layout_nb_channels(avFrame->channel_layout)); -// // printf("Channel Layout: %ld\n", avFrame->channel_layout); -// // printf("Number of Samples: %d\n", avFrame->nb_samples); -// // printf("PTS: %ld\n", avFrame->pts); -// // printf("Packet DTS: %ld\n", avFrame->pkt_dts); -// // printf("Packet Duration: %d\n", avFrame->pkt_duration); -// // printf("Packet Pos: %d\n", avFrame->pkt_pos); -// // for (int i = 0; i < AV_NUM_DATA_POINTERS; i++) { -// // if (avFrame->data[i]) { -// // printf("Data[%d] Line Size: %d\n", i, avFrame->linesize[i]); -// // } -// // } -// // printf("Color Range: %d\n", avFrame->color_range); -// // printf("Color Primaries: %d\n", avFrame->color_primaries); -// // printf("Color Transfer Characteristic: %d\n", avFrame->color_trc); -// // printf("Color Space: %d\n", avFrame->colorspace); -// // printf("Chroma Location: %d\n", avFrame->chroma_location); -// // printf( -// // "Sample Aspect Ratio: %d/%d\n", -// // avFrame->sample_aspect_ratio.num, -// // avFrame->sample_aspect_ratio.den); -// // printf("Key Frame: %d\n", avFrame->key_frame); -// // printf("Picture Type: %d\n", avFrame->pict_type); -// // printf("Coded Picture Number: %d\n", avFrame->coded_picture_number); -// // printf("Display Picture Number: %d\n", -// avFrame->display_picture_number); - -// unsigned long checksum = 0; -// // TODO this is only for planar data -// for (int c = 0; -// c < av_get_channel_layout_nb_channels(avFrame->channel_layout); -// ++c) { -// for (int i = 0; i < avFrame->nb_samples; i++) { -// checksum += avFrame->extended_data[c][i]; -// } -// } -// // printf("Frame Checksum: %lu\n", checksum); -// // printf("\n"); -// printf( -// "PTS: %ld, NumSamples: %d, Checksum: %lu\n", -// avFrame->pts, -// avFrame->nb_samples, -// checksum); -// fflush(stdout); -// } - // -------------------------------------------------------------------------- // CONSTRUCTORS, INITIALIZATION, DESTRUCTORS // -------------------------------------------------------------------------- @@ -365,7 +299,6 @@ void VideoDecoder::scanFileAndUpdateMetadataAndIndex() { } // Reset the seek-cursor back to the beginning. - // printf("Seeking to 0 with flag 0\n"); int ffmepgStatus = avformat_seek_file(formatContext_.get(), 0, INT64_MIN, 0, 0, 0); if (ffmepgStatus < 0) { @@ -523,6 +456,7 @@ void VideoDecoder::addStream( activeStreamIndex_, " which is of the wrong media type."); + // TODO_CODE_QUALITY this is meh to have that in the middle if (mediaType == AVMEDIA_TYPE_VIDEO && videoStreamOptions.device.type() == torch::kCUDA) { avCodec = makeAVCodecOnlyUseForCallingAVFindBestStream( @@ -531,7 +465,7 @@ void VideoDecoder::addStream( .value_or(avCodec)); } - // TODO figure out whether this should be VIDEO only + // TODO figure out audio metadata StreamMetadata& streamMetadata = containerMetadata_.allStreamMetadata[activeStreamIndex_]; if (seekMode_ == SeekMode::approximate && @@ -552,6 +486,7 @@ void VideoDecoder::addStream( streamInfo.codecContext.get(), streamInfo.stream->codecpar); TORCH_CHECK_EQ(retVal, AVSUCCESS); + // TODO_CODE_QUALITY meh again if (mediaType == AVMEDIA_TYPE_VIDEO) { if (videoStreamOptions.device.type() == torch::kCPU) { // No more initialization needed for CPU. @@ -694,12 +629,14 @@ VideoDecoder::FrameBatchOutput VideoDecoder::getFramesAtIndices( containerMetadata_.allStreamMetadata[activeStreamIndex_]; const auto& streamInfo = streamInfos_[activeStreamIndex_]; + // TODO_CODE_QUALITY Better allocation logic. FrameBatchOutput frameBatchOutput; if (streamInfo.avMediaType == AVMEDIA_TYPE_VIDEO) { const auto& videoStreamOptions = streamInfo.videoStreamOptions; - frameBatchOutput = - FrameBatchOutput(frameIndices.size(), videoStreamOptions, streamMetadata); + frameBatchOutput = FrameBatchOutput( + frameIndices.size(), videoStreamOptions, streamMetadata); } else { + // TODO Handle case if frame_size is not known. int64_t numSamples = streamInfo.codecContext->frame_size; int64_t numChannels = getNumChannels(streamInfo.codecContext); frameBatchOutput = @@ -754,12 +691,14 @@ VideoDecoder::getFramesInRange(int64_t start, int64_t stop, int64_t step) { int64_t numOutputFrames = std::ceil((stop - start) / double(step)); + // TODO_CODE_QUALITY Better allocation logic. FrameBatchOutput frameBatchOutput; if (streamInfo.avMediaType == AVMEDIA_TYPE_VIDEO) { const auto& videoStreamOptions = streamInfo.videoStreamOptions; frameBatchOutput = FrameBatchOutput(numOutputFrames, videoStreamOptions, streamMetadata); } else { + // TODO Handle case if frame_size is not known. int64_t numSamples = streamInfo.codecContext->frame_size; int64_t numChannels = getNumChannels(streamInfo.codecContext); frameBatchOutput = @@ -879,6 +818,7 @@ VideoDecoder::FrameBatchOutput VideoDecoder::getFramesPlayedInRange( // values of the intervals will map to the same frame indices below. Hence, we // need this special case below. if (startSeconds == stopSeconds) { + // TODO handle audio here FrameBatchOutput frameBatchOutput(0, videoStreamOptions, streamMetadata); frameBatchOutput.data = maybePermuteHWC2CHW(frameBatchOutput.data); return frameBatchOutput; @@ -914,16 +854,17 @@ VideoDecoder::FrameBatchOutput VideoDecoder::getFramesPlayedInRange( int64_t stopFrameIndex = secondsToIndexUpperBound(stopSeconds); int64_t numFrames = stopFrameIndex - startFrameIndex; + // TODO_CODE_QUALITY Better allocation logic. FrameBatchOutput frameBatchOutput; if (streamInfo.avMediaType == AVMEDIA_TYPE_VIDEO) { const auto& videoStreamOptions = streamInfo.videoStreamOptions; frameBatchOutput = FrameBatchOutput(numFrames, videoStreamOptions, streamMetadata); } else { + // TODO Handle case if frame_size is not known. int64_t numSamples = streamInfo.codecContext->frame_size; int64_t numChannels = getNumChannels(streamInfo.codecContext); - frameBatchOutput = - FrameBatchOutput(numFrames, numChannels, numSamples); + frameBatchOutput = FrameBatchOutput(numFrames, numChannels, numSamples); } for (int64_t i = startFrameIndex, f = 0; i < stopFrameIndex; ++i, ++f) { FrameOutput frameOutput = @@ -944,20 +885,6 @@ void VideoDecoder::setCursorPtsInSeconds(double seconds) { desiredPtsSeconds_ = seconds; } -// bool VideoDecoder::canWeAvoidSeeking(int64_t targetPts) const { -// switch (streamInfos_.at(activeStreamIndex_).avMediaType) { -// case AVMEDIA_TYPE_AUDIO: { -// return canWeAvoidSeekingAudio(targetPts); -// } -// case AVMEDIA_TYPE_VIDEO: { -// return canWeAvoidSeekingVideo(targetPts); -// } -// default: { -// TORCH_CHECK(false, "Should never happen."); -// } -// } -// } - bool VideoDecoder::canWeAvoidSeekingAudio(double desiredPtsSeconds) const { const StreamInfo& streamInfo = streamInfos_.at(activeStreamIndex_); int64_t targetPts = *desiredPtsSeconds_ * streamInfo.timeBase.den; @@ -1036,16 +963,16 @@ void VideoDecoder::maybeSeekToBeforeDesiredPts() { decodeStats_.numSeeksAttempted++; - // TODO update this crap - bool can = false; + // TODO_CODE_QUALITY The different signature is unfortunate + bool canAvoidSeeking = false; auto avMediaType = streamInfos_.at(activeStreamIndex_).avMediaType; if (avMediaType == AVMEDIA_TYPE_AUDIO) { - can = canWeAvoidSeekingAudio(*desiredPtsSeconds_); + canAvoidSeeking = canWeAvoidSeekingAudio(*desiredPtsSeconds_); } else { - can = canWeAvoidSeekingVideo(desiredPts); + canAvoidSeeking = canWeAvoidSeekingVideo(desiredPts); } - if (can) { + if (canAvoidSeeking) { decodeStats_.numSeeksSkipped++; return; } @@ -1062,8 +989,6 @@ void VideoDecoder::maybeSeekToBeforeDesiredPts() { desiredPts = streamInfo.keyFrames[desiredKeyFrameIndex].pts; } - // printf("Seeking to %ld with flag 0\n", desiredPts); - // TODO explain this nasty hack // This probably only works if the desired pts corresponds exactly to a frame // start. @@ -1083,7 +1008,6 @@ void VideoDecoder::maybeSeekToBeforeDesiredPts() { getFFMPEGErrorStringFromErrorCode(ffmepgStatus)); } decodeStats_.numFlushes++; - // printf("calling avcodec_flush_buffers\n"); avcodec_flush_buffers(streamInfo.codecContext.get()); } @@ -1113,7 +1037,6 @@ VideoDecoder::AVFrameStream VideoDecoder::decodeAVFrame( while (true) { ffmpegStatus = avcodec_receive_frame(streamInfo.codecContext.get(), avFrame.get()); - // printf("output of avcodec_receive_frame: %d\n", ffmpegStatus); if (ffmpegStatus != AVSUCCESS && ffmpegStatus != AVERROR(EAGAIN)) { // Non-retriable error @@ -1148,7 +1071,6 @@ VideoDecoder::AVFrameStream VideoDecoder::decodeAVFrame( decodeStats_.numPacketsRead++; if (ffmpegStatus == AVERROR_EOF) { - // printf("Sending packet: null\n"); // End of file reached. We must drain the codec by sending a nullptr // packet. ffmpegStatus = avcodec_send_packet( @@ -1179,8 +1101,6 @@ VideoDecoder::AVFrameStream VideoDecoder::decodeAVFrame( // We got a valid packet. Send it to the decoder, and we'll receive it in // the next iteration. - // printf("Sending packet: "); - // print_packet(packet.get()); ffmpegStatus = avcodec_send_packet(streamInfo.codecContext.get(), packet.get()); if (ffmpegStatus < AVSUCCESS) { @@ -1211,8 +1131,6 @@ VideoDecoder::AVFrameStream VideoDecoder::decodeAVFrame( // the file and that will flush the decoder. streamInfo.lastDecodedAvFramePts = avFrame->pts; streamInfo.lastDecodedAvFrameDuration = getDuration(avFrame); - // printf("Received avFrame: "); - // print_avFrame(avFrame.get()); return AVFrameStream(std::move(avFrame), activeStreamIndex_); } @@ -1423,7 +1341,7 @@ void VideoDecoder::convertAudioAVFrameToFrameOutputOnCPU( auto numChannels = getNumChannels(avFrame); // TODO: dtype should be format-dependent - // TODO rename data to something else + // TODO_CODE_QUALITY rename data to something else torch::Tensor data; if (preAllocatedOutputTensor.has_value()) { data = preAllocatedOutputTensor.value(); @@ -1473,8 +1391,7 @@ VideoDecoder::FrameBatchOutput::FrameBatchOutput( height, width, videoStreamOptions.device, numFrames); } -VideoDecoder::FrameBatchOutput -::FrameBatchOutput( +VideoDecoder::FrameBatchOutput ::FrameBatchOutput( int64_t numFrames, int64_t numChannels, int64_t numSamples) @@ -1485,6 +1402,10 @@ ::FrameBatchOutput( .dtype(torch::kFloat32) .layout(torch::kStrided) .device(torch::kCPU); + // Note that we allocate a 3D shape. We'll eventually return a 3D shape + // (numChannels, numSamples * numFrames) where each frame is concatenated + // along the 2nd dimension. Allocating tensors this way makes it much easier + // to use the same code paths for audio and video for batch APIs. data = torch::empty({numFrames, numChannels, numSamples}, tensorOptions); } @@ -1516,9 +1437,9 @@ torch::Tensor allocateEmptyHWCTensor( // https://pytorch.org/docs/stable/generated/torch.permute.html torch::Tensor VideoDecoder::maybePermuteHWC2CHW(torch::Tensor& hwcTensor) { if (streamInfos_[activeStreamIndex_].avMediaType == AVMEDIA_TYPE_AUDIO) { - // TODO: Do something better for handling audio - if (hwcTensor.dim() == 2){ - return hwcTensor; + // TODO_CODE_QUALITY: Do something cleaner for handling audio + if (hwcTensor.dim() == 2) { + return hwcTensor; } auto shape = hwcTensor.sizes(); auto numFrames = shape[0]; diff --git a/src/torchcodec/decoders/_core/VideoDecoder.h b/src/torchcodec/decoders/_core/VideoDecoder.h index f323ca688..e2e0f5769 100644 --- a/src/torchcodec/decoders/_core/VideoDecoder.h +++ b/src/torchcodec/decoders/_core/VideoDecoder.h @@ -366,7 +366,6 @@ class VideoDecoder { // DECODING APIS AND RELATED UTILS // -------------------------------------------------------------------------- - // bool canWeAvoidSeeking(int64_t targetPts) const; bool canWeAvoidSeekingVideo(int64_t targetPts) const; bool canWeAvoidSeekingAudio(double desiredPtsSeconds) const; diff --git a/test/decoders/test_video_decoder_ops.py b/test/decoders/test_video_decoder_ops.py index cb5b688a3..9ef410bd2 100644 --- a/test/decoders/test_video_decoder_ops.py +++ b/test/decoders/test_video_decoder_ops.py @@ -238,7 +238,9 @@ def test_get_frames_at_indices(self, test_ref, device): reference_frame0 = test_ref.get_frame_data_by_index(0) reference_frame180 = test_ref.get_frame_data_by_index(180) if test_ref is NASA_AUDIO: - frames0and180 = contiguous_to_stacked_audio_frames(frames0and180, num_frames=2) + frames0and180 = contiguous_to_stacked_audio_frames( + frames0and180, num_frames=2 + ) assert_frames_equal(frames0and180[0], reference_frame0.to(device)) assert_frames_equal(frames0and180[1], reference_frame180.to(device)) @@ -264,7 +266,9 @@ def test_get_frames_at_indices_unsorted_indices(self, test_ref, device): frame_indices=frame_indices, ) if test_ref is NASA_AUDIO: - frames = contiguous_to_stacked_audio_frames(frames, num_frames=len(frame_indices)) + frames = contiguous_to_stacked_audio_frames( + frames, num_frames=len(frame_indices) + ) for frame, expected_frame in zip(frames, expected_frames): assert_frames_equal(frame, expected_frame) @@ -323,7 +327,6 @@ def test_pts_apis_against_index_ref(self, test_ref, device): if test_ref is NASA_AUDIO: num_frames = 204 - _, all_pts_seconds_ref, _ = zip( *[ get_frame_at_index(decoder, frame_index=frame_index) @@ -772,6 +775,77 @@ def test_cuda_decoder(self): duration, torch.tensor(0.0334).double(), atol=0, rtol=1e-3 ) + def test_get_same_frame_twice(self): + def make_decoder(): + decoder = create_from_file(str(NASA_AUDIO.path)) + add_audio_stream(decoder) + return decoder + + for frame_index in (0, 10, 15): + decoder = make_decoder() + a = get_frame_at_index(decoder, frame_index=frame_index) + b = get_frame_at_index(decoder, frame_index=frame_index) + torch.testing.assert_close(a, b) + + decoder = make_decoder() + a = get_frames_at_indices(decoder, frame_indices=[frame_index]) + b = get_frames_at_indices(decoder, frame_indices=[frame_index]) + torch.testing.assert_close(a, b) + + decoder = make_decoder() + a = get_frames_in_range(decoder, start=frame_index, stop=frame_index + 1) + b = get_frames_in_range(decoder, start=frame_index, stop=frame_index + 1) + torch.testing.assert_close(a, b) + + pts_at_frame_start = 0 + pts_not_at_frame_start = 2 # second 2 is in the middle of a frame + for pts in (pts_at_frame_start, pts_not_at_frame_start): + decoder = make_decoder() + a = get_frames_by_pts(decoder, timestamps=[pts]) + b = get_frames_by_pts(decoder, timestamps=[pts]) + torch.testing.assert_close(a, b) + + decoder = make_decoder() + a = get_frames_by_pts_in_range( + decoder, start_seconds=pts, stop_seconds=pts + 1e-4 + ) + b = get_frames_by_pts_in_range( + decoder, start_seconds=pts, stop_seconds=pts + 1e-4 + ) + torch.testing.assert_close(a, b) + + decoder = make_decoder() + a = get_frame_at_pts(decoder, seconds=pts_at_frame_start) + b = get_frame_at_pts(decoder, seconds=pts_at_frame_start) + torch.testing.assert_close(a, b) + + decoder = make_decoder() + a_frame, a_pts, a_duration = get_frame_at_pts( + decoder, seconds=pts_not_at_frame_start + ) + b_frame, b_pts, b_duration = get_frame_at_pts( + decoder, seconds=pts_not_at_frame_start + ) + torch.testing.assert_close(a_pts, b_pts) + torch.testing.assert_close(a_duration, b_duration) + with pytest.raises(AssertionError): + torch.testing.assert_close(a_frame, b_frame) + + decoder = make_decoder() + seek_to_pts(decoder, pts_at_frame_start) + a = get_next_frame(decoder) + seek_to_pts(decoder, pts_at_frame_start) + b = get_next_frame(decoder) + torch.testing.assert_close(a, b) + + # TODO: Wait WTFFF, this should not pass + decoder = make_decoder() + seek_to_pts(decoder, seconds=pts_not_at_frame_start) + a = get_next_frame(decoder) + seek_to_pts(decoder, seconds=pts_not_at_frame_start) + b = get_next_frame(decoder) + torch.testing.assert_close(a, b) + if __name__ == "__main__": pytest.main() From e87837f2b492cfb1f43266248c7f1ab50a956acc Mon Sep 17 00:00:00 2001 From: Nicolas Hug Date: Sat, 15 Feb 2025 18:03:04 +0000 Subject: [PATCH 18/34] typo --- src/torchcodec/decoders/_core/VideoDecoder.cpp | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/torchcodec/decoders/_core/VideoDecoder.cpp b/src/torchcodec/decoders/_core/VideoDecoder.cpp index 87eb83c5f..8816a61c1 100644 --- a/src/torchcodec/decoders/_core/VideoDecoder.cpp +++ b/src/torchcodec/decoders/_core/VideoDecoder.cpp @@ -1402,7 +1402,7 @@ VideoDecoder::FrameBatchOutput ::FrameBatchOutput( .dtype(torch::kFloat32) .layout(torch::kStrided) .device(torch::kCPU); - // Note that we allocate a 3D shape. We'll eventually return a 3D shape + // Note that we allocate a 3D shape. We'll eventually return a 2D shape // (numChannels, numSamples * numFrames) where each frame is concatenated // along the 2nd dimension. Allocating tensors this way makes it much easier // to use the same code paths for audio and video for batch APIs. From 0b17d99ee2323653b7c8bf7342efb5d7beb219a0 Mon Sep 17 00:00:00 2001 From: Nicolas Hug Date: Sat, 15 Feb 2025 18:07:56 +0000 Subject: [PATCH 19/34] Remove debug stuff --- src/torchcodec/_frame.py | 5 ++--- src/torchcodec/decoders/_video_decoder.py | 22 ++++++------------ test/test_frame_dataclasses.py | 27 +++++++++++------------ 3 files changed, 22 insertions(+), 32 deletions(-) diff --git a/src/torchcodec/_frame.py b/src/torchcodec/_frame.py index faff98b77..c29f62963 100644 --- a/src/torchcodec/_frame.py +++ b/src/torchcodec/_frame.py @@ -41,9 +41,8 @@ class Frame(Iterable): def __post_init__(self): # This is called after __init__() when a Frame is created. We can run # input validation checks here. - # TODO uncomment or modify - # if not self.data.ndim == 3: - # raise ValueError(f"data must be 3-dimensional, got {self.data.shape = }") + if not self.data.ndim == 3: + raise ValueError(f"data must be 3-dimensional, got {self.data.shape = }") self.pts_seconds = float(self.pts_seconds) self.duration_seconds = float(self.duration_seconds) diff --git a/src/torchcodec/decoders/_video_decoder.py b/src/torchcodec/decoders/_video_decoder.py index a3f9901e6..6ab59e0c2 100644 --- a/src/torchcodec/decoders/_video_decoder.py +++ b/src/torchcodec/decoders/_video_decoder.py @@ -75,7 +75,6 @@ def __init__( num_ffmpeg_threads: int = 1, device: Optional[Union[str, device]] = "cpu", seek_mode: Literal["exact", "approximate"] = "exact", - audio_stream: bool = False, # TODO remove, debug only ): allowed_seek_modes = ("exact", "approximate") if seek_mode not in allowed_seek_modes: @@ -108,20 +107,13 @@ def __init__( if num_ffmpeg_threads is None: raise ValueError(f"{num_ffmpeg_threads = } should be an int.") - # TODO REMOVE THIS - if audio_stream: - core.add_audio_stream( - self._decoder, - stream_index=stream_index, - ) - else: - core.add_video_stream( - self._decoder, - stream_index=stream_index, - dimension_order=dimension_order, - num_threads=num_ffmpeg_threads, - device=device, - ) + core.add_video_stream( + self._decoder, + stream_index=stream_index, + dimension_order=dimension_order, + num_threads=num_ffmpeg_threads, + device=device, + ) self.metadata, self.stream_index = _get_and_validate_stream_metadata( self._decoder, stream_index diff --git a/test/test_frame_dataclasses.py b/test/test_frame_dataclasses.py index fd7b1789d..a9840f222 100644 --- a/test/test_frame_dataclasses.py +++ b/test/test_frame_dataclasses.py @@ -7,20 +7,19 @@ def test_frame_unpacking(): data, pts_seconds, duration_seconds = Frame(torch.rand(3, 4, 5), 2, 3) # noqa -# TODO: put back -# def test_frame_error(): -# with pytest.raises(ValueError, match="data must be 3-dimensional"): -# Frame( -# data=torch.rand(1, 2), -# pts_seconds=1, -# duration_seconds=1, -# ) -# with pytest.raises(ValueError, match="data must be 3-dimensional"): -# Frame( -# data=torch.rand(1, 2, 3, 4), -# pts_seconds=1, -# duration_seconds=1, -# ) +def test_frame_error(): + with pytest.raises(ValueError, match="data must be 3-dimensional"): + Frame( + data=torch.rand(1, 2), + pts_seconds=1, + duration_seconds=1, + ) + with pytest.raises(ValueError, match="data must be 3-dimensional"): + Frame( + data=torch.rand(1, 2, 3, 4), + pts_seconds=1, + duration_seconds=1, + ) def test_framebatch_error(): From 915631d205bff05803321080719a7087a0a9d14e Mon Sep 17 00:00:00 2001 From: Nicolas Hug Date: Sat, 15 Feb 2025 20:27:59 +0000 Subject: [PATCH 20/34] Let core ops return 3D tensors --- .../decoders/_core/VideoDecoder.cpp | 14 +----- test/decoders/test_video_decoder_ops.py | 9 ---- test/utils.py | 47 +++---------------- 3 files changed, 8 insertions(+), 62 deletions(-) diff --git a/src/torchcodec/decoders/_core/VideoDecoder.cpp b/src/torchcodec/decoders/_core/VideoDecoder.cpp index 8816a61c1..1e9742201 100644 --- a/src/torchcodec/decoders/_core/VideoDecoder.cpp +++ b/src/torchcodec/decoders/_core/VideoDecoder.cpp @@ -1402,10 +1402,6 @@ VideoDecoder::FrameBatchOutput ::FrameBatchOutput( .dtype(torch::kFloat32) .layout(torch::kStrided) .device(torch::kCPU); - // Note that we allocate a 3D shape. We'll eventually return a 2D shape - // (numChannels, numSamples * numFrames) where each frame is concatenated - // along the 2nd dimension. Allocating tensors this way makes it much easier - // to use the same code paths for audio and video for batch APIs. data = torch::empty({numFrames, numChannels, numSamples}, tensorOptions); } @@ -1438,15 +1434,7 @@ torch::Tensor allocateEmptyHWCTensor( torch::Tensor VideoDecoder::maybePermuteHWC2CHW(torch::Tensor& hwcTensor) { if (streamInfos_[activeStreamIndex_].avMediaType == AVMEDIA_TYPE_AUDIO) { // TODO_CODE_QUALITY: Do something cleaner for handling audio - if (hwcTensor.dim() == 2) { - return hwcTensor; - } - auto shape = hwcTensor.sizes(); - auto numFrames = shape[0]; - auto numChannels = shape[1]; - auto numSamples = shape[2]; - return hwcTensor.permute({1, 0, 2}).reshape( - {numChannels, numSamples * numFrames}); + return hwcTensor; } if (streamInfos_[activeStreamIndex_].videoStreamOptions.dimensionOrder == "NHWC") { diff --git a/test/decoders/test_video_decoder_ops.py b/test/decoders/test_video_decoder_ops.py index 9ef410bd2..4c2564b6d 100644 --- a/test/decoders/test_video_decoder_ops.py +++ b/test/decoders/test_video_decoder_ops.py @@ -38,7 +38,6 @@ from ..utils import ( assert_frames_equal, - contiguous_to_stacked_audio_frames, cpu_and_cuda, NASA_AUDIO, NASA_VIDEO, @@ -237,10 +236,6 @@ def test_get_frames_at_indices(self, test_ref, device): frames0and180, *_ = get_frames_at_indices(decoder, frame_indices=[0, 180]) reference_frame0 = test_ref.get_frame_data_by_index(0) reference_frame180 = test_ref.get_frame_data_by_index(180) - if test_ref is NASA_AUDIO: - frames0and180 = contiguous_to_stacked_audio_frames( - frames0and180, num_frames=2 - ) assert_frames_equal(frames0and180[0], reference_frame0.to(device)) assert_frames_equal(frames0and180[1], reference_frame180.to(device)) @@ -265,10 +260,6 @@ def test_get_frames_at_indices_unsorted_indices(self, test_ref, device): decoder, frame_indices=frame_indices, ) - if test_ref is NASA_AUDIO: - frames = contiguous_to_stacked_audio_frames( - frames, num_frames=len(frame_indices) - ) for frame, expected_frame in zip(frames, expected_frames): assert_frames_equal(frame, expected_frame) diff --git a/test/utils.py b/test/utils.py index 7a19c26cd..d192d525b 100644 --- a/test/utils.py +++ b/test/utils.py @@ -23,15 +23,6 @@ def cpu_and_cuda(): return ("cpu", pytest.param("cuda", marks=pytest.mark.needs_cuda)) -def contiguous_to_stacked_audio_frames(frames, *, num_frames): - # (num_channels, num_samples * num_frames) --> (num_frames, num_channels, num_samples) - # Shape conversion util for audio frame. This makes it easier to index - # individual frames so we can use the same code paths when checking equality - # of video frames and audio frames. - num_channels = frames.shape[0] - return frames.reshape(num_channels, num_frames, -1).permute(1, 0, 2) - - # For use with decoded data frames. On CPU Linux, we expect exact, bit-for-bit # equality. On CUDA Linux, we expect a small tolerance. # On other platforms (e.g. MacOS), we also allow a small tolerance. FFmpeg does @@ -128,7 +119,11 @@ def get_frame_data_by_range( *, stream_index: Optional[int] = None, ) -> torch.Tensor: - raise NotImplementedError("Override in child classes") + tensors = [ + self.get_frame_data_by_index(i, stream_index=stream_index) + for i in range(start, stop, step) + ] + return torch.stack(tensors) def get_pts_seconds_by_range( self, @@ -202,20 +197,6 @@ def get_frame_data_by_index( ) return torch.load(file_path, weights_only=True).permute(2, 0, 1) - def get_frame_data_by_range( - self, - start: int, - stop: int, - step: int = 1, - *, - stream_index: Optional[int] = None, - ) -> torch.Tensor: - tensors = [ - self.get_frame_data_by_index(i, stream_index=stream_index) - for i in range(start, stop, step) - ] - return torch.stack(tensors) - @property def width(self) -> int: return self.stream_infos[self.default_stream_index].width @@ -356,24 +337,10 @@ def get_frame_data_by_index( return self._reference_frames[idx] - def get_frame_data_by_range( - self, - start: int, - stop: int, - step: int = 1, - *, - stream_index: Optional[int] = None, - ) -> torch.Tensor: - tensors = [ - self.get_frame_data_by_index(i, stream_index=stream_index) - for i in range(start, stop, step) - ] - return torch.cat(tensors, dim=1) - - # TODO: this shouldn't be named chw + # TODO: this shouldn't be named chw. Also values are hard-coded @property def empty_chw_tensor(self) -> torch.Tensor: - return torch.empty([2, 0], dtype=torch.float32) + return torch.empty([0, 2, 1024], dtype=torch.float32) NASA_AUDIO = TestAudio( From c6fcf16423c987ee8e1b890813cf6090f211c7bd Mon Sep 17 00:00:00 2001 From: Nicolas Hug Date: Sun, 16 Feb 2025 12:12:00 +0000 Subject: [PATCH 21/34] Small refac --- .../decoders/_core/VideoDecoder.cpp | 29 ++++++++++++------- src/torchcodec/decoders/_core/VideoDecoder.h | 1 + 2 files changed, 19 insertions(+), 11 deletions(-) diff --git a/src/torchcodec/decoders/_core/VideoDecoder.cpp b/src/torchcodec/decoders/_core/VideoDecoder.cpp index 1e9742201..4312cd8dc 100644 --- a/src/torchcodec/decoders/_core/VideoDecoder.cpp +++ b/src/torchcodec/decoders/_core/VideoDecoder.cpp @@ -568,7 +568,7 @@ void VideoDecoder::addAudioStream(int streamIndex) { VideoDecoder::FrameOutput VideoDecoder::getNextFrame() { auto output = getNextFrameInternal(); - output.data = maybePermuteHWC2CHW(output.data); + output.data = maybePermuteOutputTensor(output.data); return output; } @@ -583,7 +583,7 @@ VideoDecoder::FrameOutput VideoDecoder::getNextFrameInternal( VideoDecoder::FrameOutput VideoDecoder::getFrameAtIndex(int64_t frameIndex) { auto frameOutput = getFrameAtIndexInternal(frameIndex); - frameOutput.data = maybePermuteHWC2CHW(frameOutput.data); + frameOutput.data = maybePermuteOutputTensor(frameOutput.data); return frameOutput; } @@ -668,7 +668,7 @@ VideoDecoder::FrameBatchOutput VideoDecoder::getFramesAtIndices( } previousIndexInVideo = indexInVideo; } - frameBatchOutput.data = maybePermuteHWC2CHW(frameBatchOutput.data); + frameBatchOutput.data = maybePermuteOutputTensor(frameBatchOutput.data); return frameBatchOutput; } @@ -711,7 +711,7 @@ VideoDecoder::getFramesInRange(int64_t start, int64_t stop, int64_t step) { frameBatchOutput.ptsSeconds[f] = frameOutput.ptsSeconds; frameBatchOutput.durationSeconds[f] = frameOutput.durationSeconds; } - frameBatchOutput.data = maybePermuteHWC2CHW(frameBatchOutput.data); + frameBatchOutput.data = maybePermuteOutputTensor(frameBatchOutput.data); return frameBatchOutput; } @@ -750,7 +750,7 @@ VideoDecoder::FrameOutput VideoDecoder::getFramePlayedAt(double seconds) { // Convert the frame to tensor. FrameOutput frameOutput = convertAVFrameToFrameOutput(avFrameStream); - frameOutput.data = maybePermuteHWC2CHW(frameOutput.data); + frameOutput.data = maybePermuteOutputTensor(frameOutput.data); return frameOutput; } @@ -820,7 +820,7 @@ VideoDecoder::FrameBatchOutput VideoDecoder::getFramesPlayedInRange( if (startSeconds == stopSeconds) { // TODO handle audio here FrameBatchOutput frameBatchOutput(0, videoStreamOptions, streamMetadata); - frameBatchOutput.data = maybePermuteHWC2CHW(frameBatchOutput.data); + frameBatchOutput.data = maybePermuteOutputTensor(frameBatchOutput.data); return frameBatchOutput; } @@ -872,7 +872,7 @@ VideoDecoder::FrameBatchOutput VideoDecoder::getFramesPlayedInRange( frameBatchOutput.ptsSeconds[f] = frameOutput.ptsSeconds; frameBatchOutput.durationSeconds[f] = frameOutput.durationSeconds; } - frameBatchOutput.data = maybePermuteHWC2CHW(frameBatchOutput.data); + frameBatchOutput.data = maybePermuteOutputTensor(frameBatchOutput.data); return frameBatchOutput; } @@ -1426,16 +1426,23 @@ torch::Tensor allocateEmptyHWCTensor( } } +torch::Tensor VideoDecoder::maybePermuteOutputTensor( + torch::Tensor& outputTensor) { + if (streamInfos_[activeStreamIndex_].avMediaType == AVMEDIA_TYPE_VIDEO) { + return maybePermuteHWC2CHW(outputTensor); + } else { + // No need to do anything for audio. We always return (numChannels, + // numSamples) or (numFrames, numChannels, numSamples) + return outputTensor; + } +} + // Returns a [N]CHW *view* of a [N]HWC input tensor, if the options require so. // The [N] leading batch-dimension is optional i.e. the input tensor can be 3D // or 4D. // Calling permute() is guaranteed to return a view as per the docs: // https://pytorch.org/docs/stable/generated/torch.permute.html torch::Tensor VideoDecoder::maybePermuteHWC2CHW(torch::Tensor& hwcTensor) { - if (streamInfos_[activeStreamIndex_].avMediaType == AVMEDIA_TYPE_AUDIO) { - // TODO_CODE_QUALITY: Do something cleaner for handling audio - return hwcTensor; - } if (streamInfos_[activeStreamIndex_].videoStreamOptions.dimensionOrder == "NHWC") { return hwcTensor; diff --git a/src/torchcodec/decoders/_core/VideoDecoder.h b/src/torchcodec/decoders/_core/VideoDecoder.h index e2e0f5769..343f65a8c 100644 --- a/src/torchcodec/decoders/_core/VideoDecoder.h +++ b/src/torchcodec/decoders/_core/VideoDecoder.h @@ -376,6 +376,7 @@ class VideoDecoder { FrameOutput getNextFrameInternal( std::optional preAllocatedOutputTensor = std::nullopt); + torch::Tensor maybePermuteOutputTensor(torch::Tensor& outputTensor); torch::Tensor maybePermuteHWC2CHW(torch::Tensor& hwcTensor); FrameOutput convertAVFrameToFrameOutput( From 1751c6beee2d08d32023fce0894febf00f8d6f2c Mon Sep 17 00:00:00 2001 From: Nicolas Hug Date: Sun, 16 Feb 2025 12:53:45 +0000 Subject: [PATCH 22/34] Some cleanup --- .../decoders/_core/VideoDecoder.cpp | 80 +++++++------------ src/torchcodec/decoders/_core/VideoDecoder.h | 3 +- 2 files changed, 31 insertions(+), 52 deletions(-) diff --git a/src/torchcodec/decoders/_core/VideoDecoder.cpp b/src/torchcodec/decoders/_core/VideoDecoder.cpp index 4312cd8dc..76fb194a9 100644 --- a/src/torchcodec/decoders/_core/VideoDecoder.cpp +++ b/src/torchcodec/decoders/_core/VideoDecoder.cpp @@ -553,9 +553,7 @@ void VideoDecoder::addVideoStream( void VideoDecoder::addAudioStream(int streamIndex) { addStream(streamIndex, AVMEDIA_TYPE_AUDIO); - // TODO address this, this is currently super limitting. The main thing we'll - // need to handle is the pre-allocation of the output tensor in batch APIs. We - // probably won't be able to pre-allocate anything. + // See correspodning TODO in makeFrameBatchOutput auto& streamInfo = streamInfos_[activeStreamIndex_]; TORCH_CHECK( streamInfo.codecContext->frame_size > 0, @@ -627,21 +625,8 @@ VideoDecoder::FrameBatchOutput VideoDecoder::getFramesAtIndices( const auto& streamMetadata = containerMetadata_.allStreamMetadata[activeStreamIndex_]; - const auto& streamInfo = streamInfos_[activeStreamIndex_]; - // TODO_CODE_QUALITY Better allocation logic. - FrameBatchOutput frameBatchOutput; - if (streamInfo.avMediaType == AVMEDIA_TYPE_VIDEO) { - const auto& videoStreamOptions = streamInfo.videoStreamOptions; - frameBatchOutput = FrameBatchOutput( - frameIndices.size(), videoStreamOptions, streamMetadata); - } else { - // TODO Handle case if frame_size is not known. - int64_t numSamples = streamInfo.codecContext->frame_size; - int64_t numChannels = getNumChannels(streamInfo.codecContext); - frameBatchOutput = - FrameBatchOutput(frameIndices.size(), numChannels, numSamples); - } + FrameBatchOutput frameBatchOutput = makeFrameBatchOutput(frameIndices.size()); auto previousIndexInVideo = -1; for (size_t f = 0; f < frameIndices.size(); ++f) { @@ -678,7 +663,6 @@ VideoDecoder::getFramesInRange(int64_t start, int64_t stop, int64_t step) { const auto& streamMetadata = containerMetadata_.allStreamMetadata[activeStreamIndex_]; - const auto& streamInfo = streamInfos_[activeStreamIndex_]; int64_t numFrames = getNumFrames(streamMetadata); TORCH_CHECK( start >= 0, "Range start, " + std::to_string(start) + " is less than 0."); @@ -691,19 +675,7 @@ VideoDecoder::getFramesInRange(int64_t start, int64_t stop, int64_t step) { int64_t numOutputFrames = std::ceil((stop - start) / double(step)); - // TODO_CODE_QUALITY Better allocation logic. - FrameBatchOutput frameBatchOutput; - if (streamInfo.avMediaType == AVMEDIA_TYPE_VIDEO) { - const auto& videoStreamOptions = streamInfo.videoStreamOptions; - frameBatchOutput = - FrameBatchOutput(numOutputFrames, videoStreamOptions, streamMetadata); - } else { - // TODO Handle case if frame_size is not known. - int64_t numSamples = streamInfo.codecContext->frame_size; - int64_t numChannels = getNumChannels(streamInfo.codecContext); - frameBatchOutput = - FrameBatchOutput(numOutputFrames, numChannels, numSamples); - } + FrameBatchOutput frameBatchOutput = makeFrameBatchOutput(numOutputFrames); for (int64_t i = start, f = 0; i < stop; i += step, ++f) { FrameOutput frameOutput = @@ -789,17 +761,12 @@ VideoDecoder::FrameBatchOutput VideoDecoder::getFramesPlayedInRange( double stopSeconds) { validateActiveStream(); - const auto& streamMetadata = - containerMetadata_.allStreamMetadata[activeStreamIndex_]; TORCH_CHECK( startSeconds <= stopSeconds, "Start seconds (" + std::to_string(startSeconds) + ") must be less than or equal to stop seconds (" + std::to_string(stopSeconds) + "."); - const auto& streamInfo = streamInfos_[activeStreamIndex_]; - const auto& videoStreamOptions = streamInfo.videoStreamOptions; - // Special case needed to implement a half-open range. At first glance, this // may seem unnecessary, as our search for stopFrame can return the end, and // we don't include stopFramIndex in our output. However, consider the @@ -818,12 +785,13 @@ VideoDecoder::FrameBatchOutput VideoDecoder::getFramesPlayedInRange( // values of the intervals will map to the same frame indices below. Hence, we // need this special case below. if (startSeconds == stopSeconds) { - // TODO handle audio here - FrameBatchOutput frameBatchOutput(0, videoStreamOptions, streamMetadata); + FrameBatchOutput frameBatchOutput = makeFrameBatchOutput(0); frameBatchOutput.data = maybePermuteOutputTensor(frameBatchOutput.data); return frameBatchOutput; } + const auto& streamMetadata = + containerMetadata_.allStreamMetadata[activeStreamIndex_]; double minSeconds = getMinSeconds(streamMetadata); double maxSeconds = getMaxSeconds(streamMetadata); TORCH_CHECK( @@ -854,18 +822,8 @@ VideoDecoder::FrameBatchOutput VideoDecoder::getFramesPlayedInRange( int64_t stopFrameIndex = secondsToIndexUpperBound(stopSeconds); int64_t numFrames = stopFrameIndex - startFrameIndex; - // TODO_CODE_QUALITY Better allocation logic. - FrameBatchOutput frameBatchOutput; - if (streamInfo.avMediaType == AVMEDIA_TYPE_VIDEO) { - const auto& videoStreamOptions = streamInfo.videoStreamOptions; - frameBatchOutput = - FrameBatchOutput(numFrames, videoStreamOptions, streamMetadata); - } else { - // TODO Handle case if frame_size is not known. - int64_t numSamples = streamInfo.codecContext->frame_size; - int64_t numChannels = getNumChannels(streamInfo.codecContext); - frameBatchOutput = FrameBatchOutput(numFrames, numChannels, numSamples); - } + FrameBatchOutput frameBatchOutput = makeFrameBatchOutput(numFrames); + for (int64_t i = startFrameIndex, f = 0; i < stopFrameIndex; ++i, ++f) { FrameOutput frameOutput = getFrameAtIndexInternal(i, frameBatchOutput.data[f]); @@ -1391,7 +1349,7 @@ VideoDecoder::FrameBatchOutput::FrameBatchOutput( height, width, videoStreamOptions.device, numFrames); } -VideoDecoder::FrameBatchOutput ::FrameBatchOutput( +VideoDecoder::FrameBatchOutput::FrameBatchOutput( int64_t numFrames, int64_t numChannels, int64_t numSamples) @@ -1405,6 +1363,26 @@ VideoDecoder::FrameBatchOutput ::FrameBatchOutput( data = torch::empty({numFrames, numChannels, numSamples}, tensorOptions); } +VideoDecoder::FrameBatchOutput VideoDecoder::makeFrameBatchOutput( + int64_t numFrames) { + const auto& streamInfo = streamInfos_[activeStreamIndex_]; + if (streamInfo.avMediaType == AVMEDIA_TYPE_VIDEO) { + const auto& videoStreamOptions = streamInfo.videoStreamOptions; + const auto& streamMetadata = + containerMetadata_.allStreamMetadata[activeStreamIndex_]; + return FrameBatchOutput(numFrames, videoStreamOptions, streamMetadata); + } else { + // We asserted that frame_size is non-zero when we added the stream, but it + // may not always be the case. + // When it's 0, we can't pre-allocate the output tensor as we don't know the + // number of samples per channel, and it may be non-constant. + // TODO: handle this. + int64_t numSamples = streamInfo.codecContext->frame_size; + int64_t numChannels = getNumChannels(streamInfo.codecContext); + return FrameBatchOutput(numFrames, numChannels, numSamples); + } +} + torch::Tensor allocateEmptyHWCTensor( int height, int width, diff --git a/src/torchcodec/decoders/_core/VideoDecoder.h b/src/torchcodec/decoders/_core/VideoDecoder.h index 343f65a8c..2cd1973c7 100644 --- a/src/torchcodec/decoders/_core/VideoDecoder.h +++ b/src/torchcodec/decoders/_core/VideoDecoder.h @@ -162,7 +162,6 @@ class VideoDecoder { torch::Tensor ptsSeconds; // 1D of shape (N,) torch::Tensor durationSeconds; // 1D of shape (N,) - FrameBatchOutput(){}; explicit FrameBatchOutput( int64_t numFrames, const VideoStreamOptions& videoStreamOptions, @@ -399,6 +398,8 @@ class VideoDecoder { const AVFrame* avFrame, torch::Tensor& outputTensor); + FrameBatchOutput makeFrameBatchOutput(int64_t numFrames); + // -------------------------------------------------------------------------- // COLOR CONVERSION LIBRARIES HANDLERS CREATION // -------------------------------------------------------------------------- From 0f92d60c7ccb6aacfab0227c3fa076c772892e4c Mon Sep 17 00:00:00 2001 From: Nicolas Hug Date: Sun, 16 Feb 2025 15:02:04 +0000 Subject: [PATCH 23/34] Handle approximate mode. Sort of. --- .../decoders/_core/VideoDecoder.cpp | 45 ++++++++++++---- test/decoders/test_video_decoder_ops.py | 52 ++++++++++++------- 2 files changed, 67 insertions(+), 30 deletions(-) diff --git a/src/torchcodec/decoders/_core/VideoDecoder.cpp b/src/torchcodec/decoders/_core/VideoDecoder.cpp index 76fb194a9..0b4a684d4 100644 --- a/src/torchcodec/decoders/_core/VideoDecoder.cpp +++ b/src/torchcodec/decoders/_core/VideoDecoder.cpp @@ -156,6 +156,9 @@ void VideoDecoder::initializeDecoder() { "Our stream index, " + std::to_string(i) + ", does not match AVStream's index, " + std::to_string(avStream->index) + "."); + + // TODO figure out audio metadata + streamMetadata.streamIndex = i; streamMetadata.mediaType = avStream->codecpar->codec_type; streamMetadata.codecName = avcodec_get_name(avStream->codecpar->codec_id); @@ -171,12 +174,22 @@ void VideoDecoder::initializeDecoder() { av_q2d(avStream->time_base) * avStream->duration; } - double fps = av_q2d(avStream->r_frame_rate); - if (fps > 0) { - streamMetadata.averageFps = fps; - } - if (avStream->codecpar->codec_type == AVMEDIA_TYPE_VIDEO) { + double fps = av_q2d(avStream->r_frame_rate); + if (fps > 0) { + streamMetadata.averageFps = fps; + } + } else if (avStream->codecpar->codec_type == AVMEDIA_TYPE_AUDIO) { + int numSamplesPerFrame = avStream->codecpar->frame_size; + int sampleRate = avStream->codecpar->sample_rate; + if (numSamplesPerFrame > 0 && sampleRate > 0) { + // This should allow the approximate mode to do its magic. + // fps is numFrames / duration where + // - duration = numSamplesTotal / sampleRate and + // - numSamplesTotal = numSamplesPerFrame * numFrames + streamMetadata.averageFps = + static_cast(sampleRate) / numSamplesPerFrame; + } containerMetadata_.numVideoStreams++; } else if (avStream->codecpar->codec_type == AVMEDIA_TYPE_AUDIO) { containerMetadata_.numAudioStreams++; @@ -465,15 +478,27 @@ void VideoDecoder::addStream( .value_or(avCodec)); } - // TODO figure out audio metadata + // TODO: For audio, we raise if seek_mode="approximate" and if the number of + // samples per frame is unknown (frame_size field of codec params). But that's + // quite limitting. Ultimately, the most common type of call will be to decode + // an entire file from start to end (possibly with some offsets for start and + // end). And for that, we shouldn't [need to] force the user to scan, because + // all this entails is a single call to seek(start) (if at all) and then just + // a bunch of consecutive calls to getNextFrame(). Maybe there should be a + // third seek mode for audio, e.g. seek_mode="contiguous" where we don't scan, + // and only allow calls to getFramesPlayedAt(). StreamMetadata& streamMetadata = containerMetadata_.allStreamMetadata[activeStreamIndex_]; if (seekMode_ == SeekMode::approximate && !streamMetadata.averageFps.has_value()) { - throw std::runtime_error( - "Seek mode is approximate, but stream " + - std::to_string(activeStreamIndex_) + - " does not have an average fps in its metadata."); + std::string errMsg = "Seek mode is approximate, but stream " + + std::to_string(activeStreamIndex_) + "does not have "; + if (mediaType == AVMEDIA_TYPE_VIDEO) { + errMsg += "an average fps in its metadata."; + } else { + errMsg += "a constant number of samples per frame."; + } + throw std::runtime_error(errMsg); } AVCodecContext* codecContext = avcodec_alloc_context3(avCodec); diff --git a/test/decoders/test_video_decoder_ops.py b/test/decoders/test_video_decoder_ops.py index 4c2564b6d..c411eae5e 100644 --- a/test/decoders/test_video_decoder_ops.py +++ b/test/decoders/test_video_decoder_ops.py @@ -109,10 +109,13 @@ def test_add_stream(self): ), ) @pytest.mark.parametrize("device", cpu_and_cuda()) - def test_seek_and_next(self, test_ref, index_of_frame_after_seeking_at_6, device): + @pytest.mark.parametrize("seek_mode", ("exact", "approximate")) + def test_seek_and_next( + self, test_ref, index_of_frame_after_seeking_at_6, device, seek_mode + ): if device == "cuda" and test_ref is NASA_AUDIO: pytest.skip(reason="CUDA decoding not supported for audio") - decoder = create_from_file(str(test_ref.path)) + decoder = create_from_file(str(test_ref.path), seek_mode=seek_mode) _add_stream(decoder=decoder, test_ref=test_ref, device=device) frame0, _, _ = get_next_frame(decoder) reference_frame0 = test_ref.get_frame_data_by_index(0) @@ -129,11 +132,12 @@ def test_seek_and_next(self, test_ref, index_of_frame_after_seeking_at_6, device @pytest.mark.parametrize("test_ref", (NASA_VIDEO, NASA_AUDIO)) @pytest.mark.parametrize("device", cpu_and_cuda()) - def test_seek_to_negative_pts(self, test_ref, device): + @pytest.mark.parametrize("seek_mode", ("exact", "approximate")) + def test_seek_to_negative_pts(self, test_ref, device, seek_mode): if device == "cuda" and test_ref is NASA_AUDIO: pytest.skip(reason="CUDA decoding not supported for audio") - decoder = create_from_file(str(test_ref.path)) + decoder = create_from_file(str(test_ref.path), seek_mode=seek_mode) _add_stream(decoder=decoder, test_ref=test_ref, device=device) frame0, _, _ = get_next_frame(decoder) reference_frame0 = test_ref.get_frame_data_by_index(0) @@ -144,9 +148,10 @@ def test_seek_to_negative_pts(self, test_ref, device): assert_frames_equal(frame0, reference_frame0.to(device)) @pytest.mark.parametrize("device", cpu_and_cuda()) - def test_get_frame_at_pts_video(self, device): + @pytest.mark.parametrize("seek_mode", ("exact", "approximate")) + def test_get_frame_at_pts_video(self, device, seek_mode): - decoder = create_from_file(str(NASA_VIDEO.path)) + decoder = create_from_file(str(NASA_VIDEO.path), seek_mode=seek_mode) add_video_stream(decoder=decoder, device=device) # This frame has pts=6.006 and duration=0.033367, so it should be visible # at timestamps in the range [6.006, 6.039367) (not including the last timestamp). @@ -168,8 +173,9 @@ def test_get_frame_at_pts_video(self, device): with pytest.raises(AssertionError): assert_frames_equal(next_frame, reference_frame6.to(device)) - def test_get_frame_at_pts_audio(self): - decoder = create_from_file(str(NASA_AUDIO.path)) + @pytest.mark.parametrize("seek_mode", ("exact", "approximate")) + def test_get_frame_at_pts_audio(self, seek_mode): + decoder = create_from_file(str(NASA_AUDIO.path), seek_mode=seek_mode) add_audio_stream(decoder=decoder) # This frame has pts=6.016 and duration=0.064 , so it should be played # at timestamps in the range [6.016, 6.08) (not including the last timestamp). @@ -191,11 +197,12 @@ def test_get_frame_at_pts_audio(self): @pytest.mark.parametrize("test_ref", (NASA_VIDEO, NASA_AUDIO)) @pytest.mark.parametrize("device", cpu_and_cuda()) - def test_get_frame_at_index(self, test_ref, device): + @pytest.mark.parametrize("seek_mode", ("exact", "approximate")) + def test_get_frame_at_index(self, test_ref, device, seek_mode): if device == "cuda" and test_ref is NASA_AUDIO: pytest.skip(reason="CUDA decoding not supported for audio") - decoder = create_from_file(str(test_ref.path)) + decoder = create_from_file(str(test_ref.path), seek_mode=seek_mode) _add_stream(decoder=decoder, test_ref=test_ref, device=device) frame0, _, _ = get_frame_at_index(decoder, frame_index=0) reference_frame0 = test_ref.get_frame_data_by_index(0) @@ -213,12 +220,13 @@ def test_get_frame_at_index(self, test_ref, device): ), ) @pytest.mark.parametrize("device", cpu_and_cuda()) + @pytest.mark.parametrize("seek_mode", ("exact", "approximate")) def test_get_frame_with_info_at_index( - self, test_ref, expected_pts, expected_duration, device + self, test_ref, expected_pts, expected_duration, device, seek_mode ): if device == "cuda" and test_ref is NASA_AUDIO: pytest.skip(reason="CUDA decoding not supported for audio") - decoder = create_from_file(str(test_ref.path)) + decoder = create_from_file(str(test_ref.path), seek_mode=seek_mode) _add_stream(decoder=decoder, test_ref=test_ref, device=device) frame6, pts, duration = get_frame_at_index(decoder, frame_index=180) reference_frame6 = test_ref.get_frame_data_by_index(180) @@ -228,10 +236,11 @@ def test_get_frame_with_info_at_index( @pytest.mark.parametrize("test_ref", (NASA_VIDEO, NASA_AUDIO)) @pytest.mark.parametrize("device", cpu_and_cuda()) - def test_get_frames_at_indices(self, test_ref, device): + @pytest.mark.parametrize("seek_mode", ("exact", "approximate")) + def test_get_frames_at_indices(self, test_ref, device, seek_mode): if device == "cuda" and test_ref is NASA_AUDIO: pytest.skip(reason="CUDA decoding not supported for audio") - decoder = create_from_file(str(test_ref.path)) + decoder = create_from_file(str(test_ref.path), seek_mode=seek_mode) _add_stream(decoder=decoder, test_ref=test_ref, device=device) frames0and180, *_ = get_frames_at_indices(decoder, frame_indices=[0, 180]) reference_frame0 = test_ref.get_frame_data_by_index(0) @@ -242,11 +251,12 @@ def test_get_frames_at_indices(self, test_ref, device): @pytest.mark.parametrize("test_ref", (NASA_VIDEO, NASA_AUDIO)) @pytest.mark.parametrize("device", cpu_and_cuda()) - def test_get_frames_at_indices_unsorted_indices(self, test_ref, device): + @pytest.mark.parametrize("seek_mode", ("exact", "approximate")) + def test_get_frames_at_indices_unsorted_indices(self, test_ref, device, seek_mode): if device == "cuda" and test_ref is NASA_AUDIO: pytest.skip(reason="CUDA decoding not supported for audio") - decoder = create_from_file(str(test_ref.path)) + decoder = create_from_file(str(test_ref.path), seek_mode=seek_mode) _add_stream(decoder=decoder, test_ref=test_ref, device=device) frame_indices = [2, 0, 1, 0, 2] @@ -272,8 +282,9 @@ def test_get_frames_at_indices_unsorted_indices(self, test_ref, device): assert_frames_equal(frames[0], frames[-1]) @pytest.mark.parametrize("device", cpu_and_cuda()) - def test_get_frames_by_pts(self, device): - decoder = create_from_file(str(NASA_VIDEO.path)) + @pytest.mark.parametrize("seek_mode", ("exact", "approximate")) + def test_get_frames_by_pts(self, device, seek_mode): + decoder = create_from_file(str(NASA_VIDEO.path), seek_mode=seek_mode) _add_video_stream(decoder=decoder, device=device) # Note: 13.01 should give the last video frame for the NASA video @@ -361,10 +372,11 @@ def test_pts_apis_against_index_ref(self, test_ref, device): @pytest.mark.parametrize("test_ref", (NASA_VIDEO, NASA_AUDIO)) @pytest.mark.parametrize("device", cpu_and_cuda()) - def test_get_frames_in_range(self, test_ref, device): + @pytest.mark.parametrize("seek_mode", ("exact", "approximate")) + def test_get_frames_in_range(self, test_ref, device, seek_mode): if device == "cuda" and test_ref is NASA_AUDIO: pytest.skip(reason="CUDA decoding not supported for audio") - decoder = create_from_file(str(test_ref.path)) + decoder = create_from_file(str(test_ref.path), seek_mode=seek_mode) _add_stream(decoder=decoder, test_ref=test_ref, device=device) # ensure that the degenerate case of a range of size 1 works From a2b10ca97af1f850db4a8602e15aa1f1d9f1fdee Mon Sep 17 00:00:00 2001 From: Nicolas Hug Date: Sun, 16 Feb 2025 15:03:52 +0000 Subject: [PATCH 24/34] cleanup --- test/utils.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/test/utils.py b/test/utils.py index d192d525b..9d83cb993 100644 --- a/test/utils.py +++ b/test/utils.py @@ -3,7 +3,7 @@ import pathlib import sys -from dataclasses import dataclass, field +from dataclasses import dataclass from typing import Dict, Optional import numpy as np @@ -303,7 +303,7 @@ class TestAudioStreamInfo: class TestAudio(TestContainerFile): stream_infos: Dict[int, TestAudioStreamInfo] - _reference_frames: tuple[torch.Tensor] = field(default_factory=lambda: []) + _reference_frames: tuple[torch.Tensor] = tuple() # Storing each individual frame is too expensive for audio, because there's # a massive overhead in the binary format saved by pytorch. Saving all the From 6c7e31f3656934564306dbc2dcb466eb7657cd10 Mon Sep 17 00:00:00 2001 From: Nicolas Hug Date: Mon, 17 Feb 2025 15:22:31 +0000 Subject: [PATCH 25/34] tons of comments --- .../decoders/_core/VideoDecoder.cpp | 83 +++++++++++++++++-- test/decoders/test_video_decoder_ops.py | 58 ++++++++++++- 2 files changed, 132 insertions(+), 9 deletions(-) diff --git a/src/torchcodec/decoders/_core/VideoDecoder.cpp b/src/torchcodec/decoders/_core/VideoDecoder.cpp index 0b4a684d4..61998539b 100644 --- a/src/torchcodec/decoders/_core/VideoDecoder.cpp +++ b/src/torchcodec/decoders/_core/VideoDecoder.cpp @@ -877,6 +877,13 @@ bool VideoDecoder::canWeAvoidSeekingAudio(double desiredPtsSeconds) const { return false; } + // We can skip seeking if we want to decoder frame `i` and we just decoded + // frame `i - 1`. Note this involves a `log(numFrames)` complexity for each + // decoded frame. + // TODO we should bypass this log(numFrames) logic when calling range APIs + // where the step is 1, because we are sure in this case that all frames + // (except the first one) are consecutive. See a POC at + // https://github.com/pytorch/torchcodec/pull/514 double lastDecodedAvFramePtsSeconds = ptsToSeconds(lastDecodedAvFramePts, streamInfo.timeBase); int64_t lastDecodedAvFrameIndex = @@ -972,17 +979,81 @@ void VideoDecoder::maybeSeekToBeforeDesiredPts() { desiredPts = streamInfo.keyFrames[desiredKeyFrameIndex].pts; } - // TODO explain this nasty hack - // This probably only works if the desired pts corresponds exactly to a frame - // start. - int64_t offset = avMediaType == AVMEDIA_TYPE_VIDEO ? 0 : -1; + if (avMediaType == AVMEDIA_TYPE_AUDIO) { + desiredPts -= 1; + // Note [Seek offset for audio] + // + // There is a strange FFmpeg behavior when decoding audio frames: seeking at + // a frame start and then flushing buffers with avcodec_flush_buffers (as is + // recommended by the FFmpeg docs) leads to the samples to be decoded + // incorrectly. It's difficult to really determine what's going on, but the + // fact is that there exist a data dependency between frames: for frame `i` + // to be correct, then the packet of frame `i-1` needs to be sent to the + // decoder, and there must be no flushing in-between. The naive (and + // incorrect) fix of just *not* flushing only works when we're decoding + // consecutive frames, but fails when decoding non-consecutive frames. We + // try to mitigate this issue via two different means: + // - A. We try to avoid seeking (and thus flushing) as much as possible. + // Typically, we don't need to seek if we want frame `i` and we just + // decoded frame `i - 1`: we just need to return the next frame. This + // happens in the logic of `canWeAvoidSeekingAudio()`. + // - B. Instead of seeking to desiredPts, we seek to desiredPts - 1. + // Effectively, this leads us to decode frame `i-1` before decoding frame + // `i`. Our `filterFunction` logic in `decodeAVFrame()` ensures that we + // are returning frame `i` (and not `i - 1`), and because we just decoded + // frame `i-1`, frame `i` is correct. + // + // Strategy B works most of the time: in most decoding APIs, we first + // convert a frame's pts to an index, and then use that corresponding + // index's pts to decide where to seek. This means that `desiredPts` usually + // lands *exactly* where frame `i` starts, and `desiredPts - 1` is the last + // pts of frame `i-1`, so we do end up seeking (as desired) to frame `i-1`. + // But, there are cases where this offset trick won't work: if `desiredPts` + // isn't exactly at a frame's beginning. This corresponds to the following + // scenarios: + // - When calling any API in approximate mode *and* if the framerate isn't + // constant. Because the framerate isn't constant, it's likely that the + // index won't be correct, and that the index -> pts conversion won't land + // exactly at a frame start either. + // - When calling `getFramePlayedAt(pts)`, regardless of the mode, if `pts` + // doesn't land exactly at a frame's start. We have tests that currently + // exhibit this behavior: test_get_frame_at_pts_audio_bad(). + // TODO HOW DO WE FIX THIS?? + + // A few notes: + // - This offset trick does work for the first frame at pts=0: we'll seek to + // -1, and this leads to a first packet with pts=-1024 to be sent to the + // decoder (on our test data), leading to frame 0 to be correctly decoded. + // - The data dependency / buffer flushing issue can be observed on + // compressed formats like aac or mp3. It doesn't happen on uncompressed + // formats like wav, where the decoder's buffers are likely unused. We + // could skip this entire logic for such formats. + // - All this *seems* to be related to this 13yo+ issue: + // https://stackoverflow.com/questions/7989623/ffmpeg-seeking-brings-audio-artifacts + // But according to the thread, the problem there (which has been fixed) + // seemed to be **lack** of flushing. + // - So far we have only observed a data-dependency of 1 frame: we need to + // decode frame `i-1` to decode `i`. It's possible that there exist + // longer data dependencies of more than 1 frame on other videos / + // formats. We just haven't observed those yet. If this happens to be the + // case, then we have a much harder problem to solve. + // - This weird FFmpeg behavior is observable not just in Torchcodec, it + // really seems to be an FFmpeg thing. Other decoders have the same + // problem, like the ones in TorchVision. Those who do not exhibit this + // behavior are solving it in inefficient ways: Decord effectively decodes + // and caches the *entire* file when it is created, thus resolving the + // data dependency. Similarly, TorchAudio effectively always decodes all + // frames up to frame `i`, even after seeking to frame `i`, because it + // sets the 'backwards' flag when it calls `av_seek_frame`: it actually + // always seeks back to the beginning. + } int ffmepgStatus = avformat_seek_file( formatContext_.get(), streamInfo.streamIndex, INT64_MIN, - desiredPts + offset, - desiredPts + offset, + desiredPts, + desiredPts, 0); if (ffmepgStatus < 0) { diff --git a/test/decoders/test_video_decoder_ops.py b/test/decoders/test_video_decoder_ops.py index c411eae5e..cd3cfca22 100644 --- a/test/decoders/test_video_decoder_ops.py +++ b/test/decoders/test_video_decoder_ops.py @@ -195,6 +195,29 @@ def test_get_frame_at_pts_audio(self, seek_mode): with pytest.raises(AssertionError): assert_frames_equal(next_frame, reference_frame6) + def test_get_frame_at_pts_audio_bad(self): + decoder = create_from_file(str(NASA_AUDIO.path)) + add_audio_stream(decoder=decoder) + + reference_frame6 = NASA_AUDIO.get_frame_data_by_index( + INDEX_OF_AUDIO_FRAME_AFTER_SEEKING_AT_6 + ) + frame6, _, _ = get_frame_at_pts(decoder, 6.05) + # See Note [Seek offset for audio]. + # The frame played at 6.05 should be the reference frame, but because + # 6.05 isn't exactly the beginning of that frame, the samples are + # decoded incorrectly. + # TODO Fix this. + with pytest.raises(AssertionError): + assert_frames_equal(frame6, reference_frame6) + + # And yet another quirk: if we try to decode it again, we actually end + # up with the samples being correctly decoded. This is because we have a + # custom logic within getFramePlayedAt() that resets desiredPts to the + # pts of the beginning of the frame in some very specific cases. + frame6, _, _ = get_frame_at_pts(decoder, 6.05) + assert_frames_equal(frame6, reference_frame6) + @pytest.mark.parametrize("test_ref", (NASA_VIDEO, NASA_AUDIO)) @pytest.mark.parametrize("device", cpu_and_cuda()) @pytest.mark.parametrize("seek_mode", ("exact", "approximate")) @@ -779,34 +802,48 @@ def test_cuda_decoder(self): ) def test_get_same_frame_twice(self): + # Non-regression tests that were useful while developing audio support. def make_decoder(): decoder = create_from_file(str(NASA_AUDIO.path)) add_audio_stream(decoder) return decoder for frame_index in (0, 10, 15): + ref = NASA_AUDIO.get_frame_data_by_index(frame_index) + decoder = make_decoder() a = get_frame_at_index(decoder, frame_index=frame_index) b = get_frame_at_index(decoder, frame_index=frame_index) torch.testing.assert_close(a, b) + torch.testing.assert_close(a[0], ref) decoder = make_decoder() a = get_frames_at_indices(decoder, frame_indices=[frame_index]) b = get_frames_at_indices(decoder, frame_indices=[frame_index]) torch.testing.assert_close(a, b) + torch.testing.assert_close(a[0][0], ref) decoder = make_decoder() a = get_frames_in_range(decoder, start=frame_index, stop=frame_index + 1) b = get_frames_in_range(decoder, start=frame_index, stop=frame_index + 1) torch.testing.assert_close(a, b) + torch.testing.assert_close(a[0][0], ref) - pts_at_frame_start = 0 + pts_at_frame_start = 0 # 0 corresponds exactly to a frame start + index_of_frame_at_0 = 0 pts_not_at_frame_start = 2 # second 2 is in the middle of a frame - for pts in (pts_at_frame_start, pts_not_at_frame_start): + index_of_frame_at_2 = 31 + for pts, frame_index in ( + (pts_at_frame_start, index_of_frame_at_0), + (pts_not_at_frame_start, index_of_frame_at_2), + ): + ref = NASA_AUDIO.get_frame_data_by_index(frame_index) + decoder = make_decoder() a = get_frames_by_pts(decoder, timestamps=[pts]) b = get_frames_by_pts(decoder, timestamps=[pts]) torch.testing.assert_close(a, b) + torch.testing.assert_close(a[0][0], ref) decoder = make_decoder() a = get_frames_by_pts_in_range( @@ -816,11 +853,15 @@ def make_decoder(): decoder, start_seconds=pts, stop_seconds=pts + 1e-4 ) torch.testing.assert_close(a, b) + torch.testing.assert_close(a[0][0], ref) decoder = make_decoder() a = get_frame_at_pts(decoder, seconds=pts_at_frame_start) b = get_frame_at_pts(decoder, seconds=pts_at_frame_start) torch.testing.assert_close(a, b) + torch.testing.assert_close( + a[0], NASA_AUDIO.get_frame_data_by_index(index_of_frame_at_0) + ) decoder = make_decoder() a_frame, a_pts, a_duration = get_frame_at_pts( @@ -831,8 +872,17 @@ def make_decoder(): ) torch.testing.assert_close(a_pts, b_pts) torch.testing.assert_close(a_duration, b_duration) + # TODO fix this. These checks should pass with pytest.raises(AssertionError): torch.testing.assert_close(a_frame, b_frame) + with pytest.raises(AssertionError): + torch.testing.assert_close( + a_frame, NASA_AUDIO.get_frame_data_by_index(index_of_frame_at_2) + ) + # But second time works ¯\_(ツ)_/¯A (see also test_get_frame_at_pts_audio_bad()) + torch.testing.assert_close( + b_frame, NASA_AUDIO.get_frame_data_by_index(index_of_frame_at_2) + ) decoder = make_decoder() seek_to_pts(decoder, pts_at_frame_start) @@ -841,13 +891,15 @@ def make_decoder(): b = get_next_frame(decoder) torch.testing.assert_close(a, b) - # TODO: Wait WTFFF, this should not pass decoder = make_decoder() seek_to_pts(decoder, seconds=pts_not_at_frame_start) a = get_next_frame(decoder) seek_to_pts(decoder, seconds=pts_not_at_frame_start) b = get_next_frame(decoder) torch.testing.assert_close(a, b) + torch.testing.assert_close( + a[0], NASA_AUDIO.get_frame_data_by_index(index_of_frame_at_2 + 1) + ) if __name__ == "__main__": From 04bf1855fe3dc878fd646772ef70afef95edc8e9 Mon Sep 17 00:00:00 2001 From: Nicolas Hug Date: Tue, 18 Feb 2025 11:06:27 +0000 Subject: [PATCH 26/34] Fix some tests --- src/torchcodec/decoders/_core/VideoDecoder.cpp | 5 ++++- test/utils.py | 15 ++++++++++++++- 2 files changed, 18 insertions(+), 2 deletions(-) diff --git a/src/torchcodec/decoders/_core/VideoDecoder.cpp b/src/torchcodec/decoders/_core/VideoDecoder.cpp index 61998539b..e31d510bf 100644 --- a/src/torchcodec/decoders/_core/VideoDecoder.cpp +++ b/src/torchcodec/decoders/_core/VideoDecoder.cpp @@ -1017,7 +1017,10 @@ void VideoDecoder::maybeSeekToBeforeDesiredPts() { // exactly at a frame start either. // - When calling `getFramePlayedAt(pts)`, regardless of the mode, if `pts` // doesn't land exactly at a frame's start. We have tests that currently - // exhibit this behavior: test_get_frame_at_pts_audio_bad(). + // exhibit this behavior: test_get_frame_at_pts_audio_bad(). The "obvious" + // fix for this is to let `getFramePlayedAt` convert the pts to an index, + // just like the rest of the APIs. + // // TODO HOW DO WE FIX THIS?? // A few notes: diff --git a/test/utils.py b/test/utils.py index 9d83cb993..0bc881843 100644 --- a/test/utils.py +++ b/test/utils.py @@ -23,12 +23,25 @@ def cpu_and_cuda(): return ("cpu", pytest.param("cuda", marks=pytest.mark.needs_cuda)) +def assert_frames_equal(*args, **kwargs): + frame = args[0] + # This heuristic will work until we start returningu int8 audio frames... + if frame.dtype == torch.uint8: + return assert_video_frames_equal(*args, **kwargs) + else: + return assert_audio_frames_equal(*args, **kwargs) + + +def assert_audio_frames_equal(*args, **kwargs): + torch.testing.assert_close(*args, **kwargs) + + # For use with decoded data frames. On CPU Linux, we expect exact, bit-for-bit # equality. On CUDA Linux, we expect a small tolerance. # On other platforms (e.g. MacOS), we also allow a small tolerance. FFmpeg does # not guarantee bit-for-bit equality across systems and architectures, so we # also cannot. We currently use Linux on x86_64 as our reference system. -def assert_frames_equal(*args, **kwargs): +def assert_video_frames_equal(*args, **kwargs): if sys.platform == "linux": if args[0].device.type == "cuda": atol = 2 From e44b444304da7526118e954f4f2107c5e60da871 Mon Sep 17 00:00:00 2001 From: Nicolas Hug Date: Tue, 18 Feb 2025 11:20:17 +0000 Subject: [PATCH 27/34] Fix C++ tests --- src/torchcodec/decoders/_core/VideoDecoder.cpp | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/src/torchcodec/decoders/_core/VideoDecoder.cpp b/src/torchcodec/decoders/_core/VideoDecoder.cpp index e31d510bf..f83362c04 100644 --- a/src/torchcodec/decoders/_core/VideoDecoder.cpp +++ b/src/torchcodec/decoders/_core/VideoDecoder.cpp @@ -179,6 +179,7 @@ void VideoDecoder::initializeDecoder() { if (fps > 0) { streamMetadata.averageFps = fps; } + containerMetadata_.numVideoStreams++; } else if (avStream->codecpar->codec_type == AVMEDIA_TYPE_AUDIO) { int numSamplesPerFrame = avStream->codecpar->frame_size; int sampleRate = avStream->codecpar->sample_rate; @@ -190,8 +191,6 @@ void VideoDecoder::initializeDecoder() { streamMetadata.averageFps = static_cast(sampleRate) / numSamplesPerFrame; } - containerMetadata_.numVideoStreams++; - } else if (avStream->codecpar->codec_type == AVMEDIA_TYPE_AUDIO) { containerMetadata_.numAudioStreams++; } From a89287d327af164d053e04072edf3243d7d64e3f Mon Sep 17 00:00:00 2001 From: Nicolas Hug Date: Tue, 18 Feb 2025 14:41:13 +0000 Subject: [PATCH 28/34] some comments --- src/torchcodec/_frame.py | 1 + src/torchcodec/decoders/_core/CMakeLists.txt | 3 +-- src/torchcodec/decoders/_core/FFMPEGCommon.cpp | 3 ++- src/torchcodec/decoders/_core/VideoDecoder.cpp | 18 ++++++++++-------- test/utils.py | 2 +- 5 files changed, 15 insertions(+), 12 deletions(-) diff --git a/src/torchcodec/_frame.py b/src/torchcodec/_frame.py index c29f62963..ec3903248 100644 --- a/src/torchcodec/_frame.py +++ b/src/torchcodec/_frame.py @@ -41,6 +41,7 @@ class Frame(Iterable): def __post_init__(self): # This is called after __init__() when a Frame is created. We can run # input validation checks here. + if not self.data.ndim == 3: raise ValueError(f"data must be 3-dimensional, got {self.data.shape = }") self.pts_seconds = float(self.pts_seconds) diff --git a/src/torchcodec/decoders/_core/CMakeLists.txt b/src/torchcodec/decoders/_core/CMakeLists.txt index 54dbc2c46..7c9a7487a 100644 --- a/src/torchcodec/decoders/_core/CMakeLists.txt +++ b/src/torchcodec/decoders/_core/CMakeLists.txt @@ -4,8 +4,7 @@ set(CMAKE_CXX_STANDARD 17) set(CMAKE_CXX_STANDARD_REQUIRED ON) find_package(Torch REQUIRED) -# set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -Wall -Wextra -pedantic -Werror ${TORCH_CXX_FLAGS}") -set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -Wall ${TORCH_CXX_FLAGS}") +set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -Wall -Wextra -pedantic -Werror ${TORCH_CXX_FLAGS}") find_package(Python3 ${PYTHON_VERSION} EXACT COMPONENTS Development) function(make_torchcodec_library library_name ffmpeg_target) diff --git a/src/torchcodec/decoders/_core/FFMPEGCommon.cpp b/src/torchcodec/decoders/_core/FFMPEGCommon.cpp index cf8cf0544..3ad6fdded 100644 --- a/src/torchcodec/decoders/_core/FFMPEGCommon.cpp +++ b/src/torchcodec/decoders/_core/FFMPEGCommon.cpp @@ -70,7 +70,8 @@ int getNumChannels(const AVFrame* avFrame) { } int getNumChannels(const UniqueAVCodecContext& avCodecContext) { -// TODO not sure about the bounds of the versions here +// Not sure about the exactness of the version bounds, but as long as this +// compile we're fine. #if LIBAVFILTER_VERSION_MAJOR > 8 || \ (IBAVFILTER_VERSION_MAJOR == 8 && LIBAVFILTER_VERSION_MINOR >= 44) return avCodecContext->ch_layout.nb_channels; diff --git a/src/torchcodec/decoders/_core/VideoDecoder.cpp b/src/torchcodec/decoders/_core/VideoDecoder.cpp index f83362c04..6000477bf 100644 --- a/src/torchcodec/decoders/_core/VideoDecoder.cpp +++ b/src/torchcodec/decoders/_core/VideoDecoder.cpp @@ -188,6 +188,7 @@ void VideoDecoder::initializeDecoder() { // fps is numFrames / duration where // - duration = numSamplesTotal / sampleRate and // - numSamplesTotal = numSamplesPerFrame * numFrames + // so fps = numFrames * sampleRate / (numSamplesPerFrame * numFrames) streamMetadata.averageFps = static_cast(sampleRate) / numSamplesPerFrame; } @@ -477,7 +478,8 @@ void VideoDecoder::addStream( .value_or(avCodec)); } - // TODO: For audio, we raise if seek_mode="approximate" and if the number of + // TODO_FRAME_SIZE_APPROXIMATE_MODE + // For audio, we raise if seek_mode="approximate" and if the number of // samples per frame is unknown (frame_size field of codec params). But that's // quite limitting. Ultimately, the most common type of call will be to decode // an entire file from start to end (possibly with some offsets for start and @@ -577,7 +579,7 @@ void VideoDecoder::addVideoStream( void VideoDecoder::addAudioStream(int streamIndex) { addStream(streamIndex, AVMEDIA_TYPE_AUDIO); - // See correspodning TODO in makeFrameBatchOutput + // See TODO_FRAME_SIZE_BATCH_TENSOR_ALLOCATION auto& streamInfo = streamInfos_[activeStreamIndex_]; TORCH_CHECK( streamInfo.codecContext->frame_size > 0, @@ -1020,9 +1022,9 @@ void VideoDecoder::maybeSeekToBeforeDesiredPts() { // fix for this is to let `getFramePlayedAt` convert the pts to an index, // just like the rest of the APIs. // - // TODO HOW DO WE FIX THIS?? - - // A few notes: + // TODO HOW DO WE ADDRESS THIS?? + // + // A few more notes: // - This offset trick does work for the first frame at pts=0: we'll seek to // -1, and this leads to a first packet with pts=-1024 to be sent to the // decoder (on our test data), leading to frame 0 to be correctly decoded. @@ -1057,7 +1059,6 @@ void VideoDecoder::maybeSeekToBeforeDesiredPts() { desiredPts, desiredPts, 0); - if (ffmepgStatus < 0) { throw std::runtime_error( "Could not seek file to pts=" + std::to_string(desiredPts) + ": " + @@ -1470,11 +1471,12 @@ VideoDecoder::FrameBatchOutput VideoDecoder::makeFrameBatchOutput( containerMetadata_.allStreamMetadata[activeStreamIndex_]; return FrameBatchOutput(numFrames, videoStreamOptions, streamMetadata); } else { + // TODO_FRAME_SIZE_BATCH_TENSOR_ALLOCATION // We asserted that frame_size is non-zero when we added the stream, but it // may not always be the case. // When it's 0, we can't pre-allocate the output tensor as we don't know the - // number of samples per channel, and it may be non-constant. - // TODO: handle this. + // number of samples per channel, and it may be non-constant. We'll have to + // find a way to make the batch-APIs work without pre-allocation. int64_t numSamples = streamInfo.codecContext->frame_size; int64_t numChannels = getNumChannels(streamInfo.codecContext); return FrameBatchOutput(numFrames, numChannels, numSamples); diff --git a/test/utils.py b/test/utils.py index 0bc881843..6cd5cbd4e 100644 --- a/test/utils.py +++ b/test/utils.py @@ -25,7 +25,7 @@ def cpu_and_cuda(): def assert_frames_equal(*args, **kwargs): frame = args[0] - # This heuristic will work until we start returningu int8 audio frames... + # This heuristic will work until we start returning uint8 audio frames... if frame.dtype == torch.uint8: return assert_video_frames_equal(*args, **kwargs) else: From 90d74090bad2d9a01aaf6817e2a97e11708d6243 Mon Sep 17 00:00:00 2001 From: Nicolas Hug Date: Wed, 19 Feb 2025 11:09:15 +0000 Subject: [PATCH 29/34] Put back loose compilation flag for now --- src/torchcodec/decoders/_core/CMakeLists.txt | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/src/torchcodec/decoders/_core/CMakeLists.txt b/src/torchcodec/decoders/_core/CMakeLists.txt index 7c9a7487a..eb05259a0 100644 --- a/src/torchcodec/decoders/_core/CMakeLists.txt +++ b/src/torchcodec/decoders/_core/CMakeLists.txt @@ -4,7 +4,9 @@ set(CMAKE_CXX_STANDARD 17) set(CMAKE_CXX_STANDARD_REQUIRED ON) find_package(Torch REQUIRED) -set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -Wall -Wextra -pedantic -Werror ${TORCH_CXX_FLAGS}") +# TODO Put back normal flags +# set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -Wall -Wextra -pedantic -Werror ${TORCH_CXX_FLAGS}") +set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -Wall ${TORCH_CXX_FLAGS}") find_package(Python3 ${PYTHON_VERSION} EXACT COMPONENTS Development) function(make_torchcodec_library library_name ffmpeg_target) From b572276b7816224caaed0d3af1ba9829b60c91cc Mon Sep 17 00:00:00 2001 From: Nicolas Hug Date: Mon, 3 Mar 2025 09:26:20 +0000 Subject: [PATCH 30/34] reduce diff --- src/torchcodec/_frame.py | 2 -- 1 file changed, 2 deletions(-) diff --git a/src/torchcodec/_frame.py b/src/torchcodec/_frame.py index ec3903248..a8fc7f5ba 100644 --- a/src/torchcodec/_frame.py +++ b/src/torchcodec/_frame.py @@ -41,7 +41,6 @@ class Frame(Iterable): def __post_init__(self): # This is called after __init__() when a Frame is created. We can run # input validation checks here. - if not self.data.ndim == 3: raise ValueError(f"data must be 3-dimensional, got {self.data.shape = }") self.pts_seconds = float(self.pts_seconds) @@ -79,7 +78,6 @@ class FrameBatch(Iterable): def __post_init__(self): # This is called after __init__() when a FrameBatch is created. We can # run input validation checks here. - if self.data.ndim < 3: raise ValueError( f"data must be at least 3-dimensional, got {self.data.shape = }" From c987f9c769f954424a5319c73ec2482ad4256970 Mon Sep 17 00:00:00 2001 From: Nicolas Hug Date: Tue, 4 Mar 2025 11:04:45 +0000 Subject: [PATCH 31/34] Revert ops tests to those of main --- test/decoders/test_video_decoder_ops.py | 403 +++++------------------- 1 file changed, 77 insertions(+), 326 deletions(-) diff --git a/test/decoders/test_video_decoder_ops.py b/test/decoders/test_video_decoder_ops.py index 062bc2768..650798360 100644 --- a/test/decoders/test_video_decoder_ops.py +++ b/test/decoders/test_video_decoder_ops.py @@ -18,7 +18,6 @@ from torchcodec.decoders._core import ( _add_video_stream, _test_frame_pts_equality, - add_audio_stream, add_video_stream, create_from_bytes, create_from_file, @@ -45,87 +44,33 @@ torch._dynamo.config.capture_dynamic_output_shape_ops = True -# this is the index of the frame that gets decoded after we -# seek to pts_seconds=6. This isn't the frame "played at" pts_seconds=6 -INDEX_OF_VIDEO_FRAME_AFTER_SEEKING_AT_6 = 180 -INDEX_OF_AUDIO_FRAME_AFTER_SEEKING_AT_6 = 94 - - -def _add_stream(*, decoder, test_ref, device="cpu"): - if test_ref is NASA_VIDEO: - add_video_stream(decoder, device=device) - elif test_ref is NASA_AUDIO: - add_audio_stream(decoder) - else: - raise ValueError("Can't add a stream for this test reference.") +INDEX_OF_FRAME_AT_6_SECONDS = 180 class TestOps: - def test_add_stream(self): - valid_video_stream, valid_audio_stream = 0, 1 - - decoder = create_from_file(str(NASA_VIDEO.path)) - add_video_stream(decoder, stream_index=valid_video_stream) - with pytest.raises(RuntimeError, match="Can only add one single stream"): - add_video_stream(decoder, stream_index=valid_video_stream) - - decoder = create_from_file(str(NASA_VIDEO.path)) - add_audio_stream(decoder, stream_index=valid_audio_stream) - with pytest.raises(RuntimeError, match="Can only add one single stream"): - add_audio_stream(decoder, stream_index=valid_audio_stream) - - decoder = create_from_file(str(NASA_VIDEO.path)) - with pytest.raises( - ValueError, match=f"Is {valid_audio_stream} of the desired media type" - ): - add_video_stream(decoder, stream_index=valid_audio_stream) - - decoder = create_from_file(str(NASA_VIDEO.path)) - with pytest.raises( - ValueError, match=f"Is {valid_video_stream} of the desired media type" - ): - add_audio_stream(decoder, stream_index=valid_video_stream) - - @pytest.mark.parametrize( - "test_ref, index_of_frame_after_seeking_at_6", - ( - (NASA_VIDEO, INDEX_OF_VIDEO_FRAME_AFTER_SEEKING_AT_6), - (NASA_AUDIO, INDEX_OF_AUDIO_FRAME_AFTER_SEEKING_AT_6), - ), - ) @pytest.mark.parametrize("device", cpu_and_cuda()) - @pytest.mark.parametrize("seek_mode", ("exact", "approximate")) - def test_seek_and_next( - self, test_ref, index_of_frame_after_seeking_at_6, device, seek_mode - ): - if device == "cuda" and test_ref is NASA_AUDIO: - pytest.skip(reason="CUDA decoding not supported for audio") - decoder = create_from_file(str(test_ref.path), seek_mode=seek_mode) - _add_stream(decoder=decoder, test_ref=test_ref, device=device) + def test_seek_and_next(self, device): + decoder = create_from_file(str(NASA_VIDEO.path)) + add_video_stream(decoder, device=device) frame0, _, _ = get_next_frame(decoder) - reference_frame0 = test_ref.get_frame_data_by_index(0) + reference_frame0 = NASA_VIDEO.get_frame_data_by_index(0) assert_frames_equal(frame0, reference_frame0.to(device)) - reference_frame1 = test_ref.get_frame_data_by_index(1) + reference_frame1 = NASA_VIDEO.get_frame_data_by_index(1) frame1, _, _ = get_next_frame(decoder) assert_frames_equal(frame1, reference_frame1.to(device)) seek_to_pts(decoder, 6.0) frame_time6, _, _ = get_next_frame(decoder) - reference_frame_time6 = test_ref.get_frame_data_by_index( - index_of_frame_after_seeking_at_6 + reference_frame_time6 = NASA_VIDEO.get_frame_data_by_index( + INDEX_OF_FRAME_AT_6_SECONDS ) assert_frames_equal(frame_time6, reference_frame_time6.to(device)) - @pytest.mark.parametrize("test_ref", (NASA_VIDEO, NASA_AUDIO)) @pytest.mark.parametrize("device", cpu_and_cuda()) - @pytest.mark.parametrize("seek_mode", ("exact", "approximate")) - def test_seek_to_negative_pts(self, test_ref, device, seek_mode): - if device == "cuda" and test_ref is NASA_AUDIO: - pytest.skip(reason="CUDA decoding not supported for audio") - - decoder = create_from_file(str(test_ref.path), seek_mode=seek_mode) - _add_stream(decoder=decoder, test_ref=test_ref, device=device) + def test_seek_to_negative_pts(self, device): + decoder = create_from_file(str(NASA_VIDEO.path)) + add_video_stream(decoder, device=device) frame0, _, _ = get_next_frame(decoder) - reference_frame0 = test_ref.get_frame_data_by_index(0) + reference_frame0 = NASA_VIDEO.get_frame_data_by_index(0) assert_frames_equal(frame0, reference_frame0.to(device)) seek_to_pts(decoder, -1e-4) @@ -133,16 +78,14 @@ def test_seek_to_negative_pts(self, test_ref, device, seek_mode): assert_frames_equal(frame0, reference_frame0.to(device)) @pytest.mark.parametrize("device", cpu_and_cuda()) - @pytest.mark.parametrize("seek_mode", ("exact", "approximate")) - def test_get_frame_at_pts_video(self, device, seek_mode): - - decoder = create_from_file(str(NASA_VIDEO.path), seek_mode=seek_mode) - add_video_stream(decoder=decoder, device=device) + def test_get_frame_at_pts(self, device): + decoder = create_from_file(str(NASA_VIDEO.path)) + add_video_stream(decoder, device=device) # This frame has pts=6.006 and duration=0.033367, so it should be visible # at timestamps in the range [6.006, 6.039367) (not including the last timestamp). frame6, _, _ = get_frame_at_pts(decoder, 6.006) reference_frame6 = NASA_VIDEO.get_frame_data_by_index( - INDEX_OF_VIDEO_FRAME_AFTER_SEEKING_AT_6 + INDEX_OF_FRAME_AT_6_SECONDS ) assert_frames_equal(frame6, reference_frame6.to(device)) frame6, _, _ = get_frame_at_pts(decoder, 6.02) @@ -158,114 +101,48 @@ def test_get_frame_at_pts_video(self, device, seek_mode): with pytest.raises(AssertionError): assert_frames_equal(next_frame, reference_frame6.to(device)) - @pytest.mark.parametrize("seek_mode", ("exact", "approximate")) - def test_get_frame_at_pts_audio(self, seek_mode): - decoder = create_from_file(str(NASA_AUDIO.path), seek_mode=seek_mode) - add_audio_stream(decoder=decoder) - # This frame has pts=6.016 and duration=0.064 , so it should be played - # at timestamps in the range [6.016, 6.08) (not including the last timestamp). - frame6, _, _ = get_frame_at_pts(decoder, 6.016) - reference_frame6 = NASA_AUDIO.get_frame_data_by_index( - INDEX_OF_AUDIO_FRAME_AFTER_SEEKING_AT_6 - ) - assert_frames_equal(frame6, reference_frame6) - frame6, _, _ = get_frame_at_pts(decoder, 6.05) - assert_frames_equal(frame6, reference_frame6) - frame6, _, _ = get_frame_at_pts(decoder, 6.07999) - assert_frames_equal(frame6, reference_frame6) - # Note that this timestamp is exactly on a frame boundary, so it should - # return the next frame since the right boundary of the interval is - # open. - next_frame, _, _ = get_frame_at_pts(decoder, 6.08) - with pytest.raises(AssertionError): - assert_frames_equal(next_frame, reference_frame6) - - def test_get_frame_at_pts_audio_bad(self): - decoder = create_from_file(str(NASA_AUDIO.path)) - add_audio_stream(decoder=decoder) - - reference_frame6 = NASA_AUDIO.get_frame_data_by_index( - INDEX_OF_AUDIO_FRAME_AFTER_SEEKING_AT_6 - ) - frame6, _, _ = get_frame_at_pts(decoder, 6.05) - # See Note [Seek offset for audio]. - # The frame played at 6.05 should be the reference frame, but because - # 6.05 isn't exactly the beginning of that frame, the samples are - # decoded incorrectly. - # TODO Fix this. - with pytest.raises(AssertionError): - assert_frames_equal(frame6, reference_frame6) - - # And yet another quirk: if we try to decode it again, we actually end - # up with the samples being correctly decoded. This is because we have a - # custom logic within getFramePlayedAt() that resets desiredPts to the - # pts of the beginning of the frame in some very specific cases. - frame6, _, _ = get_frame_at_pts(decoder, 6.05) - assert_frames_equal(frame6, reference_frame6) - - @pytest.mark.parametrize("test_ref", (NASA_VIDEO, NASA_AUDIO)) @pytest.mark.parametrize("device", cpu_and_cuda()) - @pytest.mark.parametrize("seek_mode", ("exact", "approximate")) - def test_get_frame_at_index(self, test_ref, device, seek_mode): - if device == "cuda" and test_ref is NASA_AUDIO: - pytest.skip(reason="CUDA decoding not supported for audio") - - decoder = create_from_file(str(test_ref.path), seek_mode=seek_mode) - _add_stream(decoder=decoder, test_ref=test_ref, device=device) + def test_get_frame_at_index(self, device): + decoder = create_from_file(str(NASA_VIDEO.path)) + add_video_stream(decoder, device=device) frame0, _, _ = get_frame_at_index(decoder, frame_index=0) - reference_frame0 = test_ref.get_frame_data_by_index(0) + reference_frame0 = NASA_VIDEO.get_frame_data_by_index(0) assert_frames_equal(frame0, reference_frame0.to(device)) # The frame that is played at 6 seconds is frame 180 from a 0-based index. frame6, _, _ = get_frame_at_index(decoder, frame_index=180) - reference_frame6 = test_ref.get_frame_data_by_index(180) + reference_frame6 = NASA_VIDEO.get_frame_data_by_index( + INDEX_OF_FRAME_AT_6_SECONDS + ) assert_frames_equal(frame6, reference_frame6.to(device)) - @pytest.mark.parametrize( - "test_ref, expected_pts, expected_duration", - ( - (NASA_VIDEO, 6.006, 0.03337), - (NASA_AUDIO, 11.52, 0.064), - ), - ) @pytest.mark.parametrize("device", cpu_and_cuda()) - @pytest.mark.parametrize("seek_mode", ("exact", "approximate")) - def test_get_frame_with_info_at_index( - self, test_ref, expected_pts, expected_duration, device, seek_mode - ): - if device == "cuda" and test_ref is NASA_AUDIO: - pytest.skip(reason="CUDA decoding not supported for audio") - decoder = create_from_file(str(test_ref.path), seek_mode=seek_mode) - _add_stream(decoder=decoder, test_ref=test_ref, device=device) + def test_get_frame_with_info_at_index(self, device): + decoder = create_from_file(str(NASA_VIDEO.path)) + add_video_stream(decoder, device=device) frame6, pts, duration = get_frame_at_index(decoder, frame_index=180) - reference_frame6 = test_ref.get_frame_data_by_index(180) + reference_frame6 = NASA_VIDEO.get_frame_data_by_index( + INDEX_OF_FRAME_AT_6_SECONDS + ) assert_frames_equal(frame6, reference_frame6.to(device)) - assert pts.item() == pytest.approx(expected_pts, rel=1e-3) - assert duration.item() == pytest.approx(expected_duration, rel=1e-3) + assert pts.item() == pytest.approx(6.006, rel=1e-3) + assert duration.item() == pytest.approx(0.03337, rel=1e-3) - @pytest.mark.parametrize("test_ref", (NASA_VIDEO, NASA_AUDIO)) @pytest.mark.parametrize("device", cpu_and_cuda()) - @pytest.mark.parametrize("seek_mode", ("exact", "approximate")) - def test_get_frames_at_indices(self, test_ref, device, seek_mode): - if device == "cuda" and test_ref is NASA_AUDIO: - pytest.skip(reason="CUDA decoding not supported for audio") - decoder = create_from_file(str(test_ref.path), seek_mode=seek_mode) - _add_stream(decoder=decoder, test_ref=test_ref, device=device) + def test_get_frames_at_indices(self, device): + decoder = create_from_file(str(NASA_VIDEO.path)) + add_video_stream(decoder, device=device) frames0and180, *_ = get_frames_at_indices(decoder, frame_indices=[0, 180]) - reference_frame0 = test_ref.get_frame_data_by_index(0) - reference_frame180 = test_ref.get_frame_data_by_index(180) - + reference_frame0 = NASA_VIDEO.get_frame_data_by_index(0) + reference_frame180 = NASA_VIDEO.get_frame_data_by_index( + INDEX_OF_FRAME_AT_6_SECONDS + ) assert_frames_equal(frames0and180[0], reference_frame0.to(device)) assert_frames_equal(frames0and180[1], reference_frame180.to(device)) - @pytest.mark.parametrize("test_ref", (NASA_VIDEO, NASA_AUDIO)) @pytest.mark.parametrize("device", cpu_and_cuda()) - @pytest.mark.parametrize("seek_mode", ("exact", "approximate")) - def test_get_frames_at_indices_unsorted_indices(self, test_ref, device, seek_mode): - if device == "cuda" and test_ref is NASA_AUDIO: - pytest.skip(reason="CUDA decoding not supported for audio") - - decoder = create_from_file(str(test_ref.path), seek_mode=seek_mode) - _add_stream(decoder=decoder, test_ref=test_ref, device=device) + def test_get_frames_at_indices_unsorted_indices(self, device): + decoder = create_from_file(str(NASA_VIDEO.path)) + _add_video_stream(decoder, device=device) frame_indices = [2, 0, 1, 0, 2] @@ -290,10 +167,9 @@ def test_get_frames_at_indices_unsorted_indices(self, test_ref, device, seek_mod assert_frames_equal(frames[0], frames[-1]) @pytest.mark.parametrize("device", cpu_and_cuda()) - @pytest.mark.parametrize("seek_mode", ("exact", "approximate")) - def test_get_frames_by_pts(self, device, seek_mode): - decoder = create_from_file(str(NASA_VIDEO.path), seek_mode=seek_mode) - _add_video_stream(decoder=decoder, device=device) + def test_get_frames_by_pts(self, device): + decoder = create_from_file(str(NASA_VIDEO.path)) + _add_video_stream(decoder, device=device) # Note: 13.01 should give the last video frame for the NASA video timestamps = [2, 0, 1, 0 + 1e-3, 13.01, 2 + 1e-3] @@ -301,11 +177,11 @@ def test_get_frames_by_pts(self, device, seek_mode): expected_frames = [ get_frame_at_pts(decoder, seconds=pts)[0] for pts in timestamps ] + frames, *_ = get_frames_by_pts( decoder, timestamps=timestamps, ) - for frame, expected_frame in zip(frames, expected_frames): assert_frames_equal(frame, expected_frame) @@ -318,24 +194,19 @@ def test_get_frames_by_pts(self, device, seek_mode): with pytest.raises(AssertionError): assert_frames_equal(frames[0], frames[-1]) - @pytest.mark.parametrize("test_ref", (NASA_VIDEO, NASA_AUDIO)) @pytest.mark.parametrize("device", cpu_and_cuda()) - def test_pts_apis_against_index_ref(self, test_ref, device): + def test_pts_apis_against_index_ref(self, device): # Non-regression test for https://github.com/pytorch/torchcodec/pull/287 # Get all frames in the video, then query all frames with all time-based # APIs exactly where those frames are supposed to start. We assert that # we get the expected frame. - if device == "cuda" and test_ref is NASA_AUDIO: - pytest.skip(reason="CUDA decoding not supported for audio") - decoder = create_from_file(str(test_ref.path)) - _add_stream(decoder=decoder, test_ref=test_ref, device=device) + decoder = create_from_file(str(NASA_VIDEO.path)) + add_video_stream(decoder, device=device) metadata = get_json_metadata(decoder) metadata_dict = json.loads(metadata) num_frames = metadata_dict["numFrames"] assert num_frames == 390 - if test_ref is NASA_AUDIO: - num_frames = 204 _, all_pts_seconds_ref, _ = zip( *[ @@ -378,83 +249,67 @@ def test_pts_apis_against_index_ref(self, test_ref, device): ) torch.testing.assert_close(pts_seconds, all_pts_seconds_ref, atol=0, rtol=0) - @pytest.mark.parametrize("test_ref", (NASA_VIDEO, NASA_AUDIO)) @pytest.mark.parametrize("device", cpu_and_cuda()) - @pytest.mark.parametrize("seek_mode", ("exact", "approximate")) - def test_get_frames_in_range(self, test_ref, device, seek_mode): - if device == "cuda" and test_ref is NASA_AUDIO: - pytest.skip(reason="CUDA decoding not supported for audio") - decoder = create_from_file(str(test_ref.path), seek_mode=seek_mode) - _add_stream(decoder=decoder, test_ref=test_ref, device=device) + def test_get_frames_in_range(self, device): + decoder = create_from_file(str(NASA_VIDEO.path)) + add_video_stream(decoder, device=device) # ensure that the degenerate case of a range of size 1 works - ref_frame0 = test_ref.get_frame_data_by_range(0, 1) + ref_frame0 = NASA_VIDEO.get_frame_data_by_range(0, 1) bulk_frame0, *_ = get_frames_in_range(decoder, start=0, stop=1) assert_frames_equal(bulk_frame0, ref_frame0.to(device)) - ref_frame1 = test_ref.get_frame_data_by_range(1, 2) + ref_frame1 = NASA_VIDEO.get_frame_data_by_range(1, 2) bulk_frame1, *_ = get_frames_in_range(decoder, start=1, stop=2) assert_frames_equal(bulk_frame1, ref_frame1.to(device)) - last_index = 389 if test_ref is NASA_VIDEO else 203 # TODO ew - ref_frame389 = test_ref.get_frame_data_by_range(last_index, last_index + 1) - bulk_frame389, *_ = get_frames_in_range( - decoder, start=last_index, stop=last_index + 1 - ) + ref_frame389 = NASA_VIDEO.get_frame_data_by_range(389, 390) + bulk_frame389, *_ = get_frames_in_range(decoder, start=389, stop=390) assert_frames_equal(bulk_frame389, ref_frame389.to(device)) # contiguous ranges - ref_frames0_9 = test_ref.get_frame_data_by_range(0, 9) + ref_frames0_9 = NASA_VIDEO.get_frame_data_by_range(0, 9) bulk_frames0_9, *_ = get_frames_in_range(decoder, start=0, stop=9) assert_frames_equal(bulk_frames0_9, ref_frames0_9.to(device)) - ref_frames4_8 = test_ref.get_frame_data_by_range(4, 8) + ref_frames4_8 = NASA_VIDEO.get_frame_data_by_range(4, 8) bulk_frames4_8, *_ = get_frames_in_range(decoder, start=4, stop=8) assert_frames_equal(bulk_frames4_8, ref_frames4_8.to(device)) # ranges with a stride - ref_frames15_35 = test_ref.get_frame_data_by_range(15, 36, 5) + ref_frames15_35 = NASA_VIDEO.get_frame_data_by_range(15, 36, 5) bulk_frames15_35, *_ = get_frames_in_range(decoder, start=15, stop=36, step=5) assert_frames_equal(bulk_frames15_35, ref_frames15_35.to(device)) - ref_frames0_9_2 = test_ref.get_frame_data_by_range(0, 9, 2) + ref_frames0_9_2 = NASA_VIDEO.get_frame_data_by_range(0, 9, 2) bulk_frames0_9_2, *_ = get_frames_in_range(decoder, start=0, stop=9, step=2) assert_frames_equal(bulk_frames0_9_2, ref_frames0_9_2.to(device)) # an empty range is valid! empty_frame, *_ = get_frames_in_range(decoder, start=5, stop=5) - assert_frames_equal(empty_frame, test_ref.empty_chw_tensor.to(device)) + assert_frames_equal(empty_frame, NASA_VIDEO.empty_chw_tensor.to(device)) - @pytest.mark.parametrize( - "test_ref, last_frame_index", ((NASA_VIDEO, 289), (NASA_AUDIO, 203)) - ) @pytest.mark.parametrize("device", cpu_and_cuda()) - def test_throws_exception_at_eof(self, test_ref, last_frame_index, device): - if device == "cuda" and test_ref is NASA_AUDIO: - pytest.skip(reason="CUDA decoding not supported for audio") + def test_throws_exception_at_eof(self, device): + decoder = create_from_file(str(NASA_VIDEO.path)) + add_video_stream(decoder, device=device) - decoder = create_from_file(str(test_ref.path)) - _add_stream(decoder=decoder, test_ref=test_ref, device=device) seek_to_pts(decoder, 12.979633) last_frame, _, _ = get_next_frame(decoder) - reference_last_frame = test_ref.get_frame_data_by_index(last_frame_index) + reference_last_frame = NASA_VIDEO.get_frame_data_by_index(289) assert_frames_equal(last_frame, reference_last_frame.to(device)) with pytest.raises(IndexError, match="no more frames"): get_next_frame(decoder) + with pytest.raises(IndexError, match="no more frames"): get_frame_at_pts(decoder, seconds=1000.0) - @pytest.mark.parametrize( - "test_ref, seek_offset", ((NASA_VIDEO, 1e-4), (NASA_AUDIO, 1e-1)) - ) @pytest.mark.parametrize("device", cpu_and_cuda()) - def test_throws_exception_if_seek_too_far(self, test_ref, seek_offset, device): - if device == "cuda" and test_ref is NASA_AUDIO: - pytest.skip(reason="CUDA decoding not supported for audio") - decoder = create_from_file(str(test_ref.path)) - _add_stream(decoder=decoder, test_ref=test_ref, device=device) + def test_throws_exception_if_seek_too_far(self, device): + decoder = create_from_file(str(NASA_VIDEO.path)) + add_video_stream(decoder, device=device) # pts=12.979633 is the last frame in the video. - seek_to_pts(decoder, 12.979633 + seek_offset) + seek_to_pts(decoder, 12.979633 + 1.0e-4) with pytest.raises(IndexError, match="no more frames"): get_next_frame(decoder) @@ -477,7 +332,7 @@ def get_frame1_and_frame_time6(decoder): frame0, frame_time6 = get_frame1_and_frame_time6(decoder) reference_frame0 = NASA_VIDEO.get_frame_data_by_index(0) reference_frame_time6 = NASA_VIDEO.get_frame_data_by_index( - INDEX_OF_VIDEO_FRAME_AFTER_SEEKING_AT_6 + INDEX_OF_FRAME_AT_6_SECONDS ) assert_frames_equal(frame0, reference_frame0.to(device)) assert_frames_equal(frame_time6, reference_frame_time6.to(device)) @@ -507,7 +362,7 @@ def test_create_decoder(self, create_from, device): seek_to_pts(decoder, 6.0) frame_time6, _, _ = get_next_frame(decoder) reference_frame_time6 = NASA_VIDEO.get_frame_data_by_index( - INDEX_OF_VIDEO_FRAME_AFTER_SEEKING_AT_6 + INDEX_OF_FRAME_AT_6_SECONDS ) assert_frames_equal(frame_time6, reference_frame_time6.to(device)) @@ -539,7 +394,6 @@ def test_video_get_json_metadata_with_stream(self): assert metadata_dict["minPtsSecondsFromScan"] == 0 assert metadata_dict["maxPtsSecondsFromScan"] == 13.013 - # TODO: Not sure whether this test still makes a lot of sense def test_audio_get_json_metadata(self): decoder = create_from_file(str(NASA_AUDIO.path)) metadata = get_json_metadata(decoder) @@ -557,12 +411,9 @@ def test_get_ffmpeg_version(self): assert ffmpeg_dict["libavutil"][0] > 50 assert "ffmpeg_version" in ffmpeg_dict - @pytest.mark.parametrize( - "test_ref, num_frames", ((NASA_VIDEO, 390), (NASA_AUDIO, 204)) - ) - def test_frame_pts_equality(self, test_ref, num_frames): - decoder = create_from_file(str(test_ref.path)) - _add_stream(decoder=decoder, test_ref=test_ref) + def test_frame_pts_equality(self): + decoder = create_from_file(str(NASA_VIDEO.path)) + add_video_stream(decoder) # Note that for all of these tests, we store the return value of # _test_frame_pts_equality() into a boolean variable, and then do the assertion @@ -572,8 +423,8 @@ def test_frame_pts_equality(self, test_ref, num_frames): # If this fails, there's a good chance that we accidentally truncated a 64-bit # floating point value to a 32-bit floating value. - for i in range(num_frames): - _, pts, _ = get_frame_at_index(decoder, frame_index=i) + for i in range(390): + frame, pts, _ = get_frame_at_index(decoder, frame_index=i) pts_is_equal = _test_frame_pts_equality( decoder, frame_index=i, pts_seconds_to_test=pts.item() ) @@ -592,7 +443,7 @@ def test_color_conversion_library(self, color_conversion_library): seek_to_pts(decoder, 6.0) frame_time6, *_ = get_next_frame(decoder) reference_frame_time6 = NASA_VIDEO.get_frame_data_by_index( - INDEX_OF_VIDEO_FRAME_AFTER_SEEKING_AT_6 + INDEX_OF_FRAME_AT_6_SECONDS ) assert_frames_equal(frame_time6, reference_frame_time6) @@ -767,106 +618,6 @@ def test_cuda_decoder(self): duration, torch.tensor(0.0334).double(), atol=0, rtol=1e-3 ) - def test_get_same_frame_twice(self): - # Non-regression tests that were useful while developing audio support. - def make_decoder(): - decoder = create_from_file(str(NASA_AUDIO.path)) - add_audio_stream(decoder) - return decoder - - for frame_index in (0, 10, 15): - ref = NASA_AUDIO.get_frame_data_by_index(frame_index) - - decoder = make_decoder() - a = get_frame_at_index(decoder, frame_index=frame_index) - b = get_frame_at_index(decoder, frame_index=frame_index) - torch.testing.assert_close(a, b) - torch.testing.assert_close(a[0], ref) - - decoder = make_decoder() - a = get_frames_at_indices(decoder, frame_indices=[frame_index]) - b = get_frames_at_indices(decoder, frame_indices=[frame_index]) - torch.testing.assert_close(a, b) - torch.testing.assert_close(a[0][0], ref) - - decoder = make_decoder() - a = get_frames_in_range(decoder, start=frame_index, stop=frame_index + 1) - b = get_frames_in_range(decoder, start=frame_index, stop=frame_index + 1) - torch.testing.assert_close(a, b) - torch.testing.assert_close(a[0][0], ref) - - pts_at_frame_start = 0 # 0 corresponds exactly to a frame start - index_of_frame_at_0 = 0 - pts_not_at_frame_start = 2 # second 2 is in the middle of a frame - index_of_frame_at_2 = 31 - for pts, frame_index in ( - (pts_at_frame_start, index_of_frame_at_0), - (pts_not_at_frame_start, index_of_frame_at_2), - ): - ref = NASA_AUDIO.get_frame_data_by_index(frame_index) - - decoder = make_decoder() - a = get_frames_by_pts(decoder, timestamps=[pts]) - b = get_frames_by_pts(decoder, timestamps=[pts]) - torch.testing.assert_close(a, b) - torch.testing.assert_close(a[0][0], ref) - - decoder = make_decoder() - a = get_frames_by_pts_in_range( - decoder, start_seconds=pts, stop_seconds=pts + 1e-4 - ) - b = get_frames_by_pts_in_range( - decoder, start_seconds=pts, stop_seconds=pts + 1e-4 - ) - torch.testing.assert_close(a, b) - torch.testing.assert_close(a[0][0], ref) - - decoder = make_decoder() - a = get_frame_at_pts(decoder, seconds=pts_at_frame_start) - b = get_frame_at_pts(decoder, seconds=pts_at_frame_start) - torch.testing.assert_close(a, b) - torch.testing.assert_close( - a[0], NASA_AUDIO.get_frame_data_by_index(index_of_frame_at_0) - ) - - decoder = make_decoder() - a_frame, a_pts, a_duration = get_frame_at_pts( - decoder, seconds=pts_not_at_frame_start - ) - b_frame, b_pts, b_duration = get_frame_at_pts( - decoder, seconds=pts_not_at_frame_start - ) - torch.testing.assert_close(a_pts, b_pts) - torch.testing.assert_close(a_duration, b_duration) - # TODO fix this. These checks should pass - with pytest.raises(AssertionError): - torch.testing.assert_close(a_frame, b_frame) - with pytest.raises(AssertionError): - torch.testing.assert_close( - a_frame, NASA_AUDIO.get_frame_data_by_index(index_of_frame_at_2) - ) - # But second time works ¯\_(ツ)_/¯A (see also test_get_frame_at_pts_audio_bad()) - torch.testing.assert_close( - b_frame, NASA_AUDIO.get_frame_data_by_index(index_of_frame_at_2) - ) - - decoder = make_decoder() - seek_to_pts(decoder, pts_at_frame_start) - a = get_next_frame(decoder) - seek_to_pts(decoder, pts_at_frame_start) - b = get_next_frame(decoder) - torch.testing.assert_close(a, b) - - decoder = make_decoder() - seek_to_pts(decoder, seconds=pts_not_at_frame_start) - a = get_next_frame(decoder) - seek_to_pts(decoder, seconds=pts_not_at_frame_start) - b = get_next_frame(decoder) - torch.testing.assert_close(a, b) - torch.testing.assert_close( - a[0], NASA_AUDIO.get_frame_data_by_index(index_of_frame_at_2 + 1) - ) - if __name__ == "__main__": pytest.main() From 2ef91b7608648235ec7c14b285f9dfdb50122b45 Mon Sep 17 00:00:00 2001 From: Nicolas Hug Date: Tue, 4 Mar 2025 11:12:06 +0000 Subject: [PATCH 32/34] Only allow get_frames_played_in_range --- .../decoders/_core/VideoDecoder.cpp | 19 ++++++++++++------ src/torchcodec/decoders/_core/VideoDecoder.h | 3 ++- test/decoders/test_video_decoder_ops.py | 20 +++++++++++++++++++ 3 files changed, 35 insertions(+), 7 deletions(-) diff --git a/src/torchcodec/decoders/_core/VideoDecoder.cpp b/src/torchcodec/decoders/_core/VideoDecoder.cpp index 6000477bf..e3e87de65 100644 --- a/src/torchcodec/decoders/_core/VideoDecoder.cpp +++ b/src/torchcodec/decoders/_core/VideoDecoder.cpp @@ -606,6 +606,7 @@ VideoDecoder::FrameOutput VideoDecoder::getNextFrameInternal( } VideoDecoder::FrameOutput VideoDecoder::getFrameAtIndex(int64_t frameIndex) { + validateActiveStream(AVMEDIA_TYPE_VIDEO); auto frameOutput = getFrameAtIndexInternal(frameIndex); frameOutput.data = maybePermuteOutputTensor(frameOutput.data); return frameOutput; @@ -614,8 +615,6 @@ VideoDecoder::FrameOutput VideoDecoder::getFrameAtIndex(int64_t frameIndex) { VideoDecoder::FrameOutput VideoDecoder::getFrameAtIndexInternal( int64_t frameIndex, std::optional preAllocatedOutputTensor) { - validateActiveStream(); - const auto& streamInfo = streamInfos_[activeStreamIndex_]; const auto& streamMetadata = containerMetadata_.allStreamMetadata[activeStreamIndex_]; @@ -628,7 +627,7 @@ VideoDecoder::FrameOutput VideoDecoder::getFrameAtIndexInternal( VideoDecoder::FrameBatchOutput VideoDecoder::getFramesAtIndices( const std::vector& frameIndices) { - validateActiveStream(); + validateActiveStream(AVMEDIA_TYPE_VIDEO); auto indicesAreSorted = std::is_sorted(frameIndices.begin(), frameIndices.end()); @@ -685,7 +684,7 @@ VideoDecoder::FrameBatchOutput VideoDecoder::getFramesAtIndices( VideoDecoder::FrameBatchOutput VideoDecoder::getFramesInRange(int64_t start, int64_t stop, int64_t step) { - validateActiveStream(); + validateActiveStream(AVMEDIA_TYPE_VIDEO); const auto& streamMetadata = containerMetadata_.allStreamMetadata[activeStreamIndex_]; @@ -714,6 +713,7 @@ VideoDecoder::getFramesInRange(int64_t start, int64_t stop, int64_t step) { } VideoDecoder::FrameOutput VideoDecoder::getFramePlayedAt(double seconds) { + validateActiveStream(AVMEDIA_TYPE_VIDEO); StreamInfo& streamInfo = streamInfos_[activeStreamIndex_]; double frameStartTime = ptsToSeconds(streamInfo.lastDecodedAvFramePts, streamInfo.timeBase); @@ -754,7 +754,7 @@ VideoDecoder::FrameOutput VideoDecoder::getFramePlayedAt(double seconds) { VideoDecoder::FrameBatchOutput VideoDecoder::getFramesPlayedAt( const std::vector& timestamps) { - validateActiveStream(); + validateActiveStream(AVMEDIA_TYPE_VIDEO); const auto& streamMetadata = containerMetadata_.allStreamMetadata[activeStreamIndex_]; @@ -1845,7 +1845,8 @@ double VideoDecoder::getMaxSeconds(const StreamMetadata& streamMetadata) { // VALIDATION UTILS // -------------------------------------------------------------------------- -void VideoDecoder::validateActiveStream() { +void VideoDecoder::validateActiveStream( + std::optional avMediaType) { auto errorMsg = "Provided stream index=" + std::to_string(activeStreamIndex_) + " was not previously added."; @@ -1859,6 +1860,12 @@ void VideoDecoder::validateActiveStream() { "Invalid stream index=" + std::to_string(activeStreamIndex_) + "; valid indices are in the range [0, " + std::to_string(allStreamMetadataSize) + ")."); + + if (avMediaType.has_value()) { + TORCH_CHECK( + streamInfos_[activeStreamIndex_].avMediaType == avMediaType.value(), + "The method you called doesn't support the media type (audio or video)"); + } } void VideoDecoder::validateScannedAllStreams(const std::string& msg) { diff --git a/src/torchcodec/decoders/_core/VideoDecoder.h b/src/torchcodec/decoders/_core/VideoDecoder.h index 2cd1973c7..60d199fc8 100644 --- a/src/torchcodec/decoders/_core/VideoDecoder.h +++ b/src/torchcodec/decoders/_core/VideoDecoder.h @@ -459,7 +459,8 @@ class VideoDecoder { // VALIDATION UTILS // -------------------------------------------------------------------------- - void validateActiveStream(); + void validateActiveStream( + std::optional avMediaType = std::nullopt); void validateScannedAllStreams(const std::string& msg); void validateFrameIndex( const StreamMetadata& streamMetadata, diff --git a/test/decoders/test_video_decoder_ops.py b/test/decoders/test_video_decoder_ops.py index 650798360..c5607a6f8 100644 --- a/test/decoders/test_video_decoder_ops.py +++ b/test/decoders/test_video_decoder_ops.py @@ -5,6 +5,7 @@ # LICENSE file in the root directory of this source tree. import os +from functools import partial os.environ["TORCH_LOGS"] = "output_code" import json @@ -18,6 +19,7 @@ from torchcodec.decoders._core import ( _add_video_stream, _test_frame_pts_equality, + add_audio_stream, add_video_stream, create_from_bytes, create_from_file, @@ -618,6 +620,24 @@ def test_cuda_decoder(self): duration, torch.tensor(0.0334).double(), atol=0, rtol=1e-3 ) + @pytest.mark.parametrize( + "method", + ( + partial(get_frame_at_index, frame_index=4), + partial(get_frames_at_indices, frame_indices=[4, 5]), + partial(get_frames_in_range, start=4, stop=5), + partial(get_frame_at_pts, seconds=2), + partial(get_frames_by_pts, timestamps=[0, 1.5]), + ), + ) + def test_audio_bad_method(self, method): + decoder = create_from_file(str(NASA_AUDIO.path)) + add_audio_stream(decoder) + with pytest.raises( + RuntimeError, match="The method you called doesn't support the media type" + ): + method(decoder) + if __name__ == "__main__": pytest.main() From 8a4a4440cbde013ae24d5c7b112480f5e55318f6 Mon Sep 17 00:00:00 2001 From: Nicolas Hug Date: Tue, 4 Mar 2025 14:18:41 +0000 Subject: [PATCH 33/34] Add correct support for getFramesPlayedInRange --- .../decoders/_core/VideoDecoder.cpp | 136 ++++-------------- src/torchcodec/decoders/_core/VideoDecoder.h | 4 +- .../decoders/_core/VideoDecoderOps.cpp | 7 + test/decoders/test_video_decoder_ops.py | 88 ++++++++++++ test/utils.py | 7 + 5 files changed, 130 insertions(+), 112 deletions(-) diff --git a/src/torchcodec/decoders/_core/VideoDecoder.cpp b/src/torchcodec/decoders/_core/VideoDecoder.cpp index e3e87de65..888b89db2 100644 --- a/src/torchcodec/decoders/_core/VideoDecoder.cpp +++ b/src/torchcodec/decoders/_core/VideoDecoder.cpp @@ -787,6 +787,22 @@ VideoDecoder::FrameBatchOutput VideoDecoder::getFramesPlayedInRange( double stopSeconds) { validateActiveStream(); + // Because we currently never seek with audio streams, we prevent users from + // calling this method twice. We could allow multiple calls in the future. + // Assuming 2 consecutive calls: + // ``` + // getFramesPlayedInRange(startSeconds1, stopSeconds1); + // getFramesPlayedInRange(startSeconds2, stopSeconds2); + // ``` + // We would need to seek back to 0 iff startSeconds2 <= stopSeconds1. This + // logic is not implemented for now, so we just error. + + TORCH_CHECK( + streamInfos_[activeStreamIndex_].avMediaType == AVMEDIA_TYPE_VIDEO || + !alreadyCalledGetFramesPlayedInRange_, + "Can only decode once with audio stream. Re-create a decoder object if needed.") + alreadyCalledGetFramesPlayedInRange_ = true; + TORCH_CHECK( startSeconds <= stopSeconds, "Start seconds (" + std::to_string(startSeconds) + @@ -869,30 +885,6 @@ void VideoDecoder::setCursorPtsInSeconds(double seconds) { desiredPtsSeconds_ = seconds; } -bool VideoDecoder::canWeAvoidSeekingAudio(double desiredPtsSeconds) const { - const StreamInfo& streamInfo = streamInfos_.at(activeStreamIndex_); - int64_t targetPts = *desiredPtsSeconds_ * streamInfo.timeBase.den; - int64_t lastDecodedAvFramePts = streamInfo.lastDecodedAvFramePts; - - if (targetPts <= lastDecodedAvFramePts) { - return false; - } - - // We can skip seeking if we want to decoder frame `i` and we just decoded - // frame `i - 1`. Note this involves a `log(numFrames)` complexity for each - // decoded frame. - // TODO we should bypass this log(numFrames) logic when calling range APIs - // where the step is 1, because we are sure in this case that all frames - // (except the first one) are consecutive. See a POC at - // https://github.com/pytorch/torchcodec/pull/514 - double lastDecodedAvFramePtsSeconds = - ptsToSeconds(lastDecodedAvFramePts, streamInfo.timeBase); - int64_t lastDecodedAvFrameIndex = - secondsToIndexLowerBound(lastDecodedAvFramePtsSeconds); - int64_t targetFrameIndex = secondsToIndexLowerBound(desiredPtsSeconds); - return (lastDecodedAvFrameIndex + 1 == targetFrameIndex); -} - /* Videos have I frames and non-I frames (P and B frames). Non-I frames need data from the previous I frame to be decoded. @@ -918,9 +910,13 @@ I P P P I P P P I P P I P P I P (2) is more efficient than (1) if there is an I frame between x and y. */ -bool VideoDecoder::canWeAvoidSeekingVideo(int64_t targetPts) const { - int64_t lastDecodedAvFramePts = - streamInfos_.at(activeStreamIndex_).lastDecodedAvFramePts; +bool VideoDecoder::canWeAvoidSeeking(int64_t targetPts) const { + const StreamInfo& streamInfo = streamInfos_.at(activeStreamIndex_); + if (streamInfo.avMediaType == AVMEDIA_TYPE_AUDIO) { + return true; + } + + int64_t lastDecodedAvFramePts = streamInfo.lastDecodedAvFramePts; if (targetPts < lastDecodedAvFramePts) { // We can never skip a seek if we are seeking backwards. return false; @@ -954,16 +950,7 @@ void VideoDecoder::maybeSeekToBeforeDesiredPts() { decodeStats_.numSeeksAttempted++; - // TODO_CODE_QUALITY The different signature is unfortunate - bool canAvoidSeeking = false; - auto avMediaType = streamInfos_.at(activeStreamIndex_).avMediaType; - if (avMediaType == AVMEDIA_TYPE_AUDIO) { - canAvoidSeeking = canWeAvoidSeekingAudio(*desiredPtsSeconds_); - } else { - canAvoidSeeking = canWeAvoidSeekingVideo(desiredPts); - } - - if (canAvoidSeeking) { + if (canWeAvoidSeeking(desiredPts)) { decodeStats_.numSeeksSkipped++; return; } @@ -973,85 +960,13 @@ void VideoDecoder::maybeSeekToBeforeDesiredPts() { // the key frame that we want to seek to. // See https://github.com/pytorch/torchcodec/issues/179 for more details. // See https://trac.ffmpeg.org/ticket/11137 for the underlying ffmpeg bug. - if (avMediaType == AVMEDIA_TYPE_VIDEO && !streamInfo.keyFrames.empty()) { + if (!streamInfo.keyFrames.empty()) { int desiredKeyFrameIndex = getKeyFrameIndexForPtsUsingScannedIndex( streamInfo.keyFrames, desiredPts); desiredKeyFrameIndex = std::max(desiredKeyFrameIndex, 0); desiredPts = streamInfo.keyFrames[desiredKeyFrameIndex].pts; } - if (avMediaType == AVMEDIA_TYPE_AUDIO) { - desiredPts -= 1; - // Note [Seek offset for audio] - // - // There is a strange FFmpeg behavior when decoding audio frames: seeking at - // a frame start and then flushing buffers with avcodec_flush_buffers (as is - // recommended by the FFmpeg docs) leads to the samples to be decoded - // incorrectly. It's difficult to really determine what's going on, but the - // fact is that there exist a data dependency between frames: for frame `i` - // to be correct, then the packet of frame `i-1` needs to be sent to the - // decoder, and there must be no flushing in-between. The naive (and - // incorrect) fix of just *not* flushing only works when we're decoding - // consecutive frames, but fails when decoding non-consecutive frames. We - // try to mitigate this issue via two different means: - // - A. We try to avoid seeking (and thus flushing) as much as possible. - // Typically, we don't need to seek if we want frame `i` and we just - // decoded frame `i - 1`: we just need to return the next frame. This - // happens in the logic of `canWeAvoidSeekingAudio()`. - // - B. Instead of seeking to desiredPts, we seek to desiredPts - 1. - // Effectively, this leads us to decode frame `i-1` before decoding frame - // `i`. Our `filterFunction` logic in `decodeAVFrame()` ensures that we - // are returning frame `i` (and not `i - 1`), and because we just decoded - // frame `i-1`, frame `i` is correct. - // - // Strategy B works most of the time: in most decoding APIs, we first - // convert a frame's pts to an index, and then use that corresponding - // index's pts to decide where to seek. This means that `desiredPts` usually - // lands *exactly* where frame `i` starts, and `desiredPts - 1` is the last - // pts of frame `i-1`, so we do end up seeking (as desired) to frame `i-1`. - // But, there are cases where this offset trick won't work: if `desiredPts` - // isn't exactly at a frame's beginning. This corresponds to the following - // scenarios: - // - When calling any API in approximate mode *and* if the framerate isn't - // constant. Because the framerate isn't constant, it's likely that the - // index won't be correct, and that the index -> pts conversion won't land - // exactly at a frame start either. - // - When calling `getFramePlayedAt(pts)`, regardless of the mode, if `pts` - // doesn't land exactly at a frame's start. We have tests that currently - // exhibit this behavior: test_get_frame_at_pts_audio_bad(). The "obvious" - // fix for this is to let `getFramePlayedAt` convert the pts to an index, - // just like the rest of the APIs. - // - // TODO HOW DO WE ADDRESS THIS?? - // - // A few more notes: - // - This offset trick does work for the first frame at pts=0: we'll seek to - // -1, and this leads to a first packet with pts=-1024 to be sent to the - // decoder (on our test data), leading to frame 0 to be correctly decoded. - // - The data dependency / buffer flushing issue can be observed on - // compressed formats like aac or mp3. It doesn't happen on uncompressed - // formats like wav, where the decoder's buffers are likely unused. We - // could skip this entire logic for such formats. - // - All this *seems* to be related to this 13yo+ issue: - // https://stackoverflow.com/questions/7989623/ffmpeg-seeking-brings-audio-artifacts - // But according to the thread, the problem there (which has been fixed) - // seemed to be **lack** of flushing. - // - So far we have only observed a data-dependency of 1 frame: we need to - // decode frame `i-1` to decode `i`. It's possible that there exist - // longer data dependencies of more than 1 frame on other videos / - // formats. We just haven't observed those yet. If this happens to be the - // case, then we have a much harder problem to solve. - // - This weird FFmpeg behavior is observable not just in Torchcodec, it - // really seems to be an FFmpeg thing. Other decoders have the same - // problem, like the ones in TorchVision. Those who do not exhibit this - // behavior are solving it in inefficient ways: Decord effectively decodes - // and caches the *entire* file when it is created, thus resolving the - // data dependency. Similarly, TorchAudio effectively always decodes all - // frames up to frame `i`, even after seeking to frame `i`, because it - // sets the 'backwards' flag when it calls `av_seek_frame`: it actually - // always seeks back to the beginning. - } - int ffmepgStatus = avformat_seek_file( formatContext_.get(), streamInfo.streamIndex, @@ -1130,6 +1045,7 @@ VideoDecoder::AVFrameStream VideoDecoder::decodeAVFrame( if (ffmpegStatus == AVERROR_EOF) { // End of file reached. We must drain the codec by sending a nullptr // packet. + ffmpegStatus = avcodec_send_packet( streamInfo.codecContext.get(), /*avpkt=*/nullptr); diff --git a/src/torchcodec/decoders/_core/VideoDecoder.h b/src/torchcodec/decoders/_core/VideoDecoder.h index 60d199fc8..bc2ffd304 100644 --- a/src/torchcodec/decoders/_core/VideoDecoder.h +++ b/src/torchcodec/decoders/_core/VideoDecoder.h @@ -365,8 +365,7 @@ class VideoDecoder { // DECODING APIS AND RELATED UTILS // -------------------------------------------------------------------------- - bool canWeAvoidSeekingVideo(int64_t targetPts) const; - bool canWeAvoidSeekingAudio(double desiredPtsSeconds) const; + bool canWeAvoidSeeking(int64_t targetPts) const; void maybeSeekToBeforeDesiredPts(); @@ -487,6 +486,7 @@ class VideoDecoder { bool scannedAllStreams_ = false; // Tracks that we've already been initialized. bool initialized_ = false; + bool alreadyCalledGetFramesPlayedInRange_ = false; }; // -------------------------------------------------------------------------- diff --git a/src/torchcodec/decoders/_core/VideoDecoderOps.cpp b/src/torchcodec/decoders/_core/VideoDecoderOps.cpp index b0539d588..a54ab6983 100644 --- a/src/torchcodec/decoders/_core/VideoDecoderOps.cpp +++ b/src/torchcodec/decoders/_core/VideoDecoderOps.cpp @@ -232,6 +232,13 @@ void add_audio_stream( } void seek_to_pts(at::Tensor& decoder, double seconds) { + // TODO we should prevent more than one call to this op for audio streams, for + // the same reasons we do so for getFramesPlayedInRange(). But we can't + // implement the logic here, because we don't know media type (audio vs + // video). We also can't do it within setCursorPtsInSeconds because it's used + // by all other decoding methods. + // This isn't un-doable, just not easy with the API we currently have. + auto videoDecoder = static_cast(decoder.mutable_data_ptr()); videoDecoder->setCursorPtsInSeconds(seconds); } diff --git a/test/decoders/test_video_decoder_ops.py b/test/decoders/test_video_decoder_ops.py index c5607a6f8..aa6c33d61 100644 --- a/test/decoders/test_video_decoder_ops.py +++ b/test/decoders/test_video_decoder_ops.py @@ -638,6 +638,94 @@ def test_audio_bad_method(self, method): ): method(decoder) + @pytest.mark.parametrize( + "start_seconds, stop_seconds", + ( + # Beginning to end + (0, 13.05), + # At frames boundaries. Frame duration is exactly 0.064 seconds for + # NASA_AUDIO. Need artifial -1e-5 for upper-bound to align the + # reference_frames with the frames returned by the decoder, where + # the interval is half-open. + (0.064 * 4, 0.064 * 20 - 1e-5), + # Not at frames boundaries + (2, 4), + ), + ) + def test_audio_get_frames_by_pts_in_range(self, start_seconds, stop_seconds): + decoder = create_from_file(str(NASA_AUDIO.path)) + add_audio_stream(decoder) + + reference_frames = NASA_AUDIO.get_frame_data_by_range( + start=NASA_AUDIO.pts_to_frame_index(start_seconds), + stop=NASA_AUDIO.pts_to_frame_index(stop_seconds) + 1, + ) + frames, _, _ = get_frames_by_pts_in_range( + decoder, start_seconds=start_seconds, stop_seconds=stop_seconds + ) + + assert_frames_equal(frames, reference_frames) + + def test_audio_get_frames_by_pts_in_range_multiple_calls(self): + decoder = create_from_file(str(NASA_AUDIO.path)) + add_audio_stream(decoder) + + get_frames_by_pts_in_range(decoder, start_seconds=0, stop_seconds=1) + with pytest.raises( + RuntimeError, match="Can only decode once with audio stream" + ): + get_frames_by_pts_in_range(decoder, start_seconds=0, stop_seconds=1) + + def test_audio_seek_and_next(self): + decoder = create_from_file(str(NASA_AUDIO.path)) + add_audio_stream(decoder) + + pts = 2 + # Need +1 because we're not at frames boundaries + reference_frame = NASA_AUDIO.get_frame_data_by_index( + NASA_AUDIO.pts_to_frame_index(pts) + 1 + ) + seek_to_pts(decoder, pts) + frame, _, _ = get_next_frame(decoder) + assert_frames_equal(frame, reference_frame) + + # Seeking forward is OK + pts = 4 + reference_frame = NASA_AUDIO.get_frame_data_by_index( + NASA_AUDIO.pts_to_frame_index(pts) + 1 + ) + seek_to_pts(decoder, pts) + frame, _, _ = get_next_frame(decoder) + assert_frames_equal(frame, reference_frame) + + # Seeking backwards doesn't error, but it's wrong. See TODO in + # `seek_to_pts` op. + prev_pts = pts + pts = 1 + seek_to_pts(decoder, pts) + frame, _, _ = get_next_frame(decoder) + # the decoder actually didn't seek, so the frame we're getting is just + # the "next: one without seeking. This assertion exists to illutrate + # what currently hapens, but it's obviously *wrong*. + reference_frame = NASA_AUDIO.get_frame_data_by_index( + NASA_AUDIO.pts_to_frame_index(prev_pts) + 2 + ) + assert_frames_equal(frame, reference_frame) + + # def test_audio_seek_and_next_backwards(self): + # decoder = create_from_file(str(NASA_AUDIO.path)) + # add_audio_stream(decoder) + + # for pts in (4.5, 2): + # # Need +1 because we're not at frames boundaries + # reference_frame = NASA_AUDIO.get_frame_data_by_index(NASA_AUDIO.pts_to_frame_index(pts) + 1) + # seek_to_pts(decoder, pts) + # frame, _, _ = get_next_frame(decoder) + # # assert_frames_equal(frame, reference_frame) + + # reference_frame = NASA_AUDIO.get_frame_data_by_index(NASA_AUDIO.pts_to_frame_index(4.5) + 2) + # assert_frames_equal(frame, reference_frame) + if __name__ == "__main__": pytest.main() diff --git a/test/utils.py b/test/utils.py index 8a9b733a8..b8ded387a 100644 --- a/test/utils.py +++ b/test/utils.py @@ -356,6 +356,13 @@ def get_frame_data_by_index( return self._reference_frames[idx] + def pts_to_frame_index(self, pts_seconds: float) -> int: + # These are hard-coded value assuming stream 4 of nasa_13013.mp4. Each + # of the 204 frames contains 1024 samples. + # TODO make this more generic + frame_duration_seconds = 0.064 + return int(pts_seconds // frame_duration_seconds) + # TODO: this shouldn't be named chw. Also values are hard-coded @property def empty_chw_tensor(self) -> torch.Tensor: From 2d39297d3b14ef48425fe35ac5549173ecd6f2cf Mon Sep 17 00:00:00 2001 From: Nicolas Hug Date: Wed, 5 Mar 2025 09:48:46 +0000 Subject: [PATCH 34/34] Start creating public class --- src/torchcodec/decoders/__init__.py | 2 + src/torchcodec/decoders/_audio_decoder.py | 140 ++++++++++++++++ .../decoders/_core/VideoDecoder.cpp | 2 + src/torchcodec/decoders/_core/VideoDecoder.h | 3 + .../decoders/_core/VideoDecoderOps.cpp | 10 ++ src/torchcodec/decoders/_core/__init__.py | 1 + src/torchcodec/decoders/_core/_metadata.py | 149 +++++++++++++++--- 7 files changed, 286 insertions(+), 21 deletions(-) create mode 100644 src/torchcodec/decoders/_audio_decoder.py diff --git a/src/torchcodec/decoders/__init__.py b/src/torchcodec/decoders/__init__.py index 307f18f43..c11ce2c82 100644 --- a/src/torchcodec/decoders/__init__.py +++ b/src/torchcodec/decoders/__init__.py @@ -7,4 +7,6 @@ from ._core import VideoStreamMetadata from ._video_decoder import VideoDecoder # noqa +# from ._audio_decoder import AudioDecoder # Will be public when more stable + SimpleVideoDecoder = VideoDecoder diff --git a/src/torchcodec/decoders/_audio_decoder.py b/src/torchcodec/decoders/_audio_decoder.py new file mode 100644 index 000000000..42229d976 --- /dev/null +++ b/src/torchcodec/decoders/_audio_decoder.py @@ -0,0 +1,140 @@ +# Copyright (c) Meta Platforms, Inc. and affiliates. +# All rights reserved. +# +# This source code is licensed under the BSD-style license found in the +# LICENSE file in the root directory of this source tree. + +from pathlib import Path +from typing import Literal, Optional, Tuple, Union + +from torch import Tensor + +from torchcodec.decoders import _core as core + +_ERROR_REPORTING_INSTRUCTIONS = """ +This should never happen. Please report an issue following the steps in +https://github.com/pytorch/torchcodec/issues/new?assignees=&labels=&projects=&template=bug-report.yml. +""" + + +class AudioDecoder: + """A single-stream audio decoder. + + TODO docs + """ + + def __init__( + self, + source: Union[str, Path, bytes, Tensor], + *, + sample_rate: Optional[int] = None, + stream_index: Optional[int] = None, + seek_mode: Literal["exact", "approximate"] = "exact", + ): + if sample_rate is not None: + raise ValueError("TODO implement this") + + # TODO unify validation with VideoDecoder? + allowed_seek_modes = ("exact", "approximate") + if seek_mode not in allowed_seek_modes: + raise ValueError( + f"Invalid seek mode ({seek_mode}). " + f"Supported values are {', '.join(allowed_seek_modes)}." + ) + + if isinstance(source, str): + self._decoder = core.create_from_file(source, seek_mode) + elif isinstance(source, Path): + self._decoder = core.create_from_file(str(source), seek_mode) + elif isinstance(source, bytes): + self._decoder = core.create_from_bytes(source, seek_mode) + elif isinstance(source, Tensor): + self._decoder = core.create_from_tensor(source, seek_mode) + else: + raise TypeError( + f"Unknown source type: {type(source)}. " + "Supported types are str, Path, bytes and Tensor." + ) + + core.add_audio_stream(self._decoder, stream_index=stream_index) + + self.metadata, self.stream_index = _get_and_validate_stream_metadata( + self._decoder, stream_index + ) + + # if self.metadata.num_frames is None: + # raise ValueError( + # "The number of frames is unknown. " + _ERROR_REPORTING_INSTRUCTIONS + # ) + # self._num_frames = self.metadata.num_frames + + # if self.metadata.begin_stream_seconds is None: + # raise ValueError( + # "The minimum pts value in seconds is unknown. " + # + _ERROR_REPORTING_INSTRUCTIONS + # ) + # self._begin_stream_seconds = self.metadata.begin_stream_seconds + + # if self.metadata.end_stream_seconds is None: + # raise ValueError( + # "The maximum pts value in seconds is unknown. " + # + _ERROR_REPORTING_INSTRUCTIONS + # ) + # self._end_stream_seconds = self.metadata.end_stream_seconds + + # TODO we need to have a default for stop_seconds. + def get_samples_played_in_range( + self, start_seconds: float, stop_seconds: float + ) -> Tensor: + """ + TODO DOCS + """ + # if not start_seconds <= stop_seconds: + # raise ValueError( + # f"Invalid start seconds: {start_seconds}. It must be less than or equal to stop seconds ({stop_seconds})." + # ) + # if not self._begin_stream_seconds <= start_seconds < self._end_stream_seconds: + # raise ValueError( + # f"Invalid start seconds: {start_seconds}. " + # f"It must be greater than or equal to {self._begin_stream_seconds} " + # f"and less than or equal to {self._end_stream_seconds}." + # ) + # if not stop_seconds <= self._end_stream_seconds: + # raise ValueError( + # f"Invalid stop seconds: {stop_seconds}. " + # f"It must be less than or equal to {self._end_stream_seconds}." + # ) + + frames, *_ = core.get_frames_by_pts_in_range( + self._decoder, + start_seconds=start_seconds, + stop_seconds=stop_seconds, + ) + # TODO need to return view on this to account for samples instead of + # frames + return frames + + +def _get_and_validate_stream_metadata( + decoder: Tensor, + stream_index: Optional[int] = None, +) -> Tuple[core.AudioStreamMetadata, int]: + + # TODO should this still be called `get_video_metadata`? + container_metadata = core.get_video_metadata(decoder) + + if stream_index is None: + best_stream_index = container_metadata.best_audio_stream_index + if best_stream_index is None: + raise ValueError( + "The best audio stream is unknown and there is no specified stream. " + + _ERROR_REPORTING_INSTRUCTIONS + ) + stream_index = best_stream_index + + # This should be logically true because of the above conditions, but type checker + # is not clever enough. + assert stream_index is not None + + stream_metadata = container_metadata.streams[stream_index] + return (stream_metadata, stream_index) diff --git a/src/torchcodec/decoders/_core/VideoDecoder.cpp b/src/torchcodec/decoders/_core/VideoDecoder.cpp index 888b89db2..4c612b901 100644 --- a/src/torchcodec/decoders/_core/VideoDecoder.cpp +++ b/src/torchcodec/decoders/_core/VideoDecoder.cpp @@ -584,6 +584,8 @@ void VideoDecoder::addAudioStream(int streamIndex) { TORCH_CHECK( streamInfo.codecContext->frame_size > 0, "No support for variable framerate yet."); + containerMetadata_.allStreamMetadata[activeStreamIndex_].sampleRate = + streamInfo.codecContext->sample_rate; } // -------------------------------------------------------------------------- diff --git a/src/torchcodec/decoders/_core/VideoDecoder.h b/src/torchcodec/decoders/_core/VideoDecoder.h index bc2ffd304..2a9479b83 100644 --- a/src/torchcodec/decoders/_core/VideoDecoder.h +++ b/src/torchcodec/decoders/_core/VideoDecoder.h @@ -77,6 +77,9 @@ class VideoDecoder { // Video-only fields derived from the AVCodecContext. std::optional width; std::optional height; + + // Audio-only fields + std::optional sampleRate; }; struct ContainerMetadata { diff --git a/src/torchcodec/decoders/_core/VideoDecoderOps.cpp b/src/torchcodec/decoders/_core/VideoDecoderOps.cpp index a54ab6983..4a5efa60b 100644 --- a/src/torchcodec/decoders/_core/VideoDecoderOps.cpp +++ b/src/torchcodec/decoders/_core/VideoDecoderOps.cpp @@ -492,6 +492,16 @@ std::string get_stream_json_metadata( if (streamMetadata.averageFps.has_value()) { map["averageFps"] = std::to_string(*streamMetadata.averageFps); } + if (streamMetadata.sampleRate.has_value()) { + map["sampleRate"] = std::to_string(*streamMetadata.sampleRate); + } + if (streamMetadata.mediaType == AVMEDIA_TYPE_VIDEO) { + map["mediaType"] = "\"video\""; + } else if (streamMetadata.mediaType == AVMEDIA_TYPE_AUDIO) { + map["mediaType"] = "\"audio\""; + } else { + map["mediaType"] = "\"other\""; + } return mapToJson(map); } diff --git a/src/torchcodec/decoders/_core/__init__.py b/src/torchcodec/decoders/_core/__init__.py index b0aef872b..8d9236044 100644 --- a/src/torchcodec/decoders/_core/__init__.py +++ b/src/torchcodec/decoders/_core/__init__.py @@ -6,6 +6,7 @@ from ._metadata import ( + AudioStreamMetadata, get_video_metadata, get_video_metadata_from_header, VideoMetadata, diff --git a/src/torchcodec/decoders/_core/_metadata.py b/src/torchcodec/decoders/_core/_metadata.py index 1ec4a87c2..6932f7362 100644 --- a/src/torchcodec/decoders/_core/_metadata.py +++ b/src/torchcodec/decoders/_core/_metadata.py @@ -144,6 +144,102 @@ def __repr__(self): return s +@dataclass +class AudioStreamMetadata: + # TODO do we expose the notion of frame here, like in fps? It's technically + # valid, but potentially is an FFmpeg-specific concept for audio + # TODO Need sample rate and format + sample_rate: Optional[int] + duration_seconds_from_header: Optional[float] + bit_rate: Optional[float] + num_frames_from_header: Optional[int] + num_frames_from_content: Optional[int] + begin_stream_seconds_from_content: Optional[float] + end_stream_seconds_from_content: Optional[float] + codec: Optional[str] + average_fps_from_header: Optional[float] + stream_index: int + + @property + def num_frames(self) -> Optional[int]: + """Number of frames in the stream. This corresponds to + ``num_frames_from_content`` if a :term:`scan` was made, otherwise it + corresponds to ``num_frames_from_header``. + """ + if self.num_frames_from_content is not None: + return self.num_frames_from_content + else: + return self.num_frames_from_header + + @property + def duration_seconds(self) -> Optional[float]: + """Duration of the stream in seconds. We try to calculate the duration + from the actual frames if a :term:`scan` was performed. Otherwise we + fall back to ``duration_seconds_from_header``. + """ + if ( + self.end_stream_seconds_from_content is None + or self.begin_stream_seconds_from_content is None + ): + return self.duration_seconds_from_header + return ( + self.end_stream_seconds_from_content + - self.begin_stream_seconds_from_content + ) + + @property + def average_fps(self) -> Optional[float]: + """Average fps of the stream. If a :term:`scan` was perfomed, this is + computed from the number of frames and the duration of the stream. + Otherwise we fall back to ``average_fps_from_header``. + """ + if ( + self.end_stream_seconds_from_content is None + or self.begin_stream_seconds_from_content is None + or self.num_frames is None + ): + return self.average_fps_from_header + return self.num_frames / ( + self.end_stream_seconds_from_content + - self.begin_stream_seconds_from_content + ) + + @property + def begin_stream_seconds(self) -> float: + """Beginning of the stream, in seconds (float). Conceptually, this + corresponds to the first frame's :term:`pts`. If + ``begin_stream_seconds_from_content`` is not None, then it is returned. + Otherwise, this value is 0. + """ + if self.begin_stream_seconds_from_content is None: + return 0 + else: + return self.begin_stream_seconds_from_content + + @property + def end_stream_seconds(self) -> Optional[float]: + """End of the stream, in seconds (float or None). + Conceptually, this corresponds to last_frame.pts + last_frame.duration. + If ``end_stream_seconds_from_content`` is not None, then that value is + returned. Otherwise, returns ``duration_seconds``. + """ + if self.end_stream_seconds_from_content is None: + return self.duration_seconds + else: + return self.end_stream_seconds_from_content + + def __repr__(self): + # Overridden because properites are not printed by default. + s = self.__class__.__name__ + ":\n" + spaces = " " + s += f"{spaces}num_frames: {self.num_frames}\n" + s += f"{spaces}duration_seconds: {self.duration_seconds}\n" + s += f"{spaces}average_fps: {self.average_fps}\n" + for field in dataclasses.fields(self): + s += f"{spaces}{field.name}: {getattr(self, field.name)}\n" + return s + + @dataclass class VideoMetadata: duration_seconds_from_header: Optional[float] @@ -151,7 +247,7 @@ class VideoMetadata: best_video_stream_index: Optional[int] best_audio_stream_index: Optional[int] - streams: List[VideoStreamMetadata] + streams: List[Union[VideoStreamMetadata, AudioStreamMetadata]] @property def duration_seconds(self) -> Optional[float]: @@ -165,7 +261,9 @@ def bit_rate(self) -> Optional[float]: def best_video_stream(self) -> VideoStreamMetadata: if self.best_video_stream_index is None: raise ValueError("The best video stream is unknown.") - return self.streams[self.best_video_stream_index] + metadata = self.streams[self.best_video_stream_index] + assert isinstance(metadata, VideoStreamMetadata) # mypy <3 + return metadata def get_video_metadata(decoder: torch.Tensor) -> VideoMetadata: @@ -176,28 +274,37 @@ def get_video_metadata(decoder: torch.Tensor) -> VideoMetadata: """ container_dict = json.loads(_get_container_json_metadata(decoder)) - streams_metadata = [] + streams_metadata: List[Union[VideoStreamMetadata, AudioStreamMetadata]] = [] for stream_index in range(container_dict["numStreams"]): stream_dict = json.loads(_get_stream_json_metadata(decoder, stream_index)) - streams_metadata.append( - VideoStreamMetadata( - duration_seconds_from_header=stream_dict.get("durationSeconds"), - bit_rate=stream_dict.get("bitRate"), - num_frames_from_header=stream_dict.get("numFrames"), - num_frames_from_content=stream_dict.get("numFramesFromScan"), - begin_stream_seconds_from_content=stream_dict.get( - "minPtsSecondsFromScan" - ), - end_stream_seconds_from_content=stream_dict.get( - "maxPtsSecondsFromScan" - ), - codec=stream_dict.get("codec"), - width=stream_dict.get("width"), - height=stream_dict.get("height"), - average_fps_from_header=stream_dict.get("averageFps"), - stream_index=stream_index, - ) + common_meta = dict( + duration_seconds_from_header=stream_dict.get("durationSeconds"), + bit_rate=stream_dict.get("bitRate"), + num_frames_from_header=stream_dict.get("numFrames"), + num_frames_from_content=stream_dict.get("numFramesFromScan"), + begin_stream_seconds_from_content=stream_dict.get("minPtsSecondsFromScan"), + end_stream_seconds_from_content=stream_dict.get("maxPtsSecondsFromScan"), + codec=stream_dict.get("codec"), + average_fps_from_header=stream_dict.get("averageFps"), + stream_index=stream_index, ) + if stream_dict["mediaType"] == "audio": + streams_metadata.append( + AudioStreamMetadata( + sample_rate=stream_dict.get("sampleRate"), + **common_meta, + ) + ) + else: + # TODO we're adding a VideoStreamMetadata for all non-audio streams, + # including streams like subtitles, which makes little sense. + streams_metadata.append( + VideoStreamMetadata( + width=stream_dict.get("width"), + height=stream_dict.get("height"), + **common_meta, + ) + ) return VideoMetadata( duration_seconds_from_header=container_dict.get("durationSeconds"),