From ae153048f3ac7b60d9d32cf26f46c58a7a14f02a Mon Sep 17 00:00:00 2001 From: Nicolas Hug Date: Thu, 6 Mar 2025 12:01:39 +0000 Subject: [PATCH 01/25] Add basic range support --- .../decoders/_core/FFMPEGCommon.cpp | 11 ++ src/torchcodec/decoders/_core/FFMPEGCommon.h | 1 + .../decoders/_core/VideoDecoder.cpp | 173 ++++++++++++++++-- src/torchcodec/decoders/_core/VideoDecoder.h | 12 ++ .../decoders/_core/VideoDecoderOps.cpp | 6 + test/decoders/test_decoders.py | 22 ++- test/decoders/test_ops.py | 87 ++++++++- .../nasa_13013.mp4.stream4.all_frames.pt | Bin 0 -> 1672348 bytes test/utils.py | 139 ++++++++++++-- 9 files changed, 396 insertions(+), 55 deletions(-) create mode 100644 test/resources/nasa_13013.mp4.stream4.all_frames.pt diff --git a/src/torchcodec/decoders/_core/FFMPEGCommon.cpp b/src/torchcodec/decoders/_core/FFMPEGCommon.cpp index 4185d9b94..ac6136b5c 100644 --- a/src/torchcodec/decoders/_core/FFMPEGCommon.cpp +++ b/src/torchcodec/decoders/_core/FFMPEGCommon.cpp @@ -60,6 +60,17 @@ int64_t getDuration(const AVFrame* frame) { #endif } +int64_t getNumChannels(const AVFrame* avFrame) { +#if LIBAVFILTER_VERSION_MAJOR > 8 || \ + (LIBAVFILTER_VERSION_MAJOR == 8 && LIBAVFILTER_VERSION_MINOR >= 44) + int numChannels = avFrame->ch_layout.nb_channels; +#else + int numChannels = av_get_channel_layout_nb_channels(avFrame->channel_layout); +#endif + + return static_cast(numChannels); +} + int64_t getNumChannels(const UniqueAVCodecContext& avCodecContext) { #if LIBAVFILTER_VERSION_MAJOR > 8 || \ (LIBAVFILTER_VERSION_MAJOR == 8 && LIBAVFILTER_VERSION_MINOR >= 44) diff --git a/src/torchcodec/decoders/_core/FFMPEGCommon.h b/src/torchcodec/decoders/_core/FFMPEGCommon.h index 0454058bc..ea89aceec 100644 --- a/src/torchcodec/decoders/_core/FFMPEGCommon.h +++ b/src/torchcodec/decoders/_core/FFMPEGCommon.h @@ -139,6 +139,7 @@ std::string getFFMPEGErrorStringFromErrorCode(int errorCode); int64_t getDuration(const UniqueAVFrame& frame); int64_t getDuration(const AVFrame* frame); +int64_t getNumChannels(const AVFrame* avFrame); int64_t getNumChannels(const UniqueAVCodecContext& avCodecContext); // Returns true if sws_scale can handle unaligned data. diff --git a/src/torchcodec/decoders/_core/VideoDecoder.cpp b/src/torchcodec/decoders/_core/VideoDecoder.cpp index 3f064b81e..eb3f09b42 100644 --- a/src/torchcodec/decoders/_core/VideoDecoder.cpp +++ b/src/torchcodec/decoders/_core/VideoDecoder.cpp @@ -169,6 +169,20 @@ void VideoDecoder::initializeDecoder() { } containerMetadata_.numVideoStreams++; } else if (avStream->codecpar->codec_type == AVMEDIA_TYPE_AUDIO) { + // TODO-AUDIO Remove this, we shouldn't need it. We should probably write + // a pts-based "getFramesPlayedInRange" from scratch without going back to + // indices. + 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 + // so fps = numFrames * sampleRate / (numSamplesPerFrame * numFrames) + streamMetadata.averageFps = + static_cast(sampleRate) / numSamplesPerFrame; + } containerMetadata_.numAudioStreams++; } @@ -549,8 +563,20 @@ void VideoDecoder::addAudioStream(int streamIndex) { addStream(streamIndex, AVMEDIA_TYPE_AUDIO); auto& streamInfo = streamInfos_[activeStreamIndex_]; + + // TODO-AUDIO + TORCH_CHECK( + streamInfo.codecContext->frame_size > 0, + "No support for audio variable framerate yet."); + auto& streamMetadata = containerMetadata_.allStreamMetadata[activeStreamIndex_]; + + // TODO-AUDIO + TORCH_CHECK( + streamMetadata.averageFps.has_value(), + "frame_size or sampl_rate aren't known. Cannot decode."); + streamMetadata.sampleRate = static_cast(streamInfo.codecContext->sample_rate); streamMetadata.numChannels = getNumChannels(streamInfo.codecContext); @@ -562,7 +588,7 @@ void VideoDecoder::addAudioStream(int streamIndex) { VideoDecoder::FrameOutput VideoDecoder::getNextFrame() { auto output = getNextFrameInternal(); - output.data = maybePermuteHWC2CHW(output.data); + output.data = maybePermuteOutputTensor(output.data); return output; } @@ -576,6 +602,7 @@ VideoDecoder::FrameOutput VideoDecoder::getNextFrameInternal( } VideoDecoder::FrameOutput VideoDecoder::getFrameAtIndex(int64_t frameIndex) { + validateActiveStream(AVMEDIA_TYPE_VIDEO); auto frameOutput = getFrameAtIndexInternal(frameIndex); frameOutput.data = maybePermuteHWC2CHW(frameOutput.data); return frameOutput; @@ -584,7 +611,7 @@ VideoDecoder::FrameOutput VideoDecoder::getFrameAtIndex(int64_t frameIndex) { VideoDecoder::FrameOutput VideoDecoder::getFrameAtIndexInternal( int64_t frameIndex, std::optional preAllocatedOutputTensor) { - validateActiveStream(AVMEDIA_TYPE_VIDEO); + validateActiveStream(); const auto& streamInfo = streamInfos_[activeStreamIndex_]; const auto& streamMetadata = @@ -688,6 +715,7 @@ 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); @@ -759,19 +787,29 @@ VideoDecoder::FrameBatchOutput VideoDecoder::getFramesPlayedAt( VideoDecoder::FrameBatchOutput VideoDecoder::getFramesPlayedInRange( double startSeconds, double stopSeconds) { - validateActiveStream(AVMEDIA_TYPE_VIDEO); + 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; - 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 @@ -790,11 +828,14 @@ 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) { - FrameBatchOutput frameBatchOutput(0, videoStreamOptions, streamMetadata); - frameBatchOutput.data = maybePermuteHWC2CHW(frameBatchOutput.data); + 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( @@ -825,15 +866,14 @@ VideoDecoder::FrameBatchOutput VideoDecoder::getFramesPlayedInRange( int64_t stopFrameIndex = secondsToIndexUpperBound(stopSeconds); int64_t numFrames = stopFrameIndex - startFrameIndex; - FrameBatchOutput frameBatchOutput( - numFrames, videoStreamOptions, streamMetadata); + FrameBatchOutput frameBatchOutput = makeFrameBatchOutput(numFrames); for (int64_t i = startFrameIndex, f = 0; i < stopFrameIndex; ++i, ++f) { FrameOutput frameOutput = getFrameAtIndexInternal(i, frameBatchOutput.data[f]); frameBatchOutput.ptsSeconds[f] = frameOutput.ptsSeconds; frameBatchOutput.durationSeconds[f] = frameOutput.durationSeconds; } - frameBatchOutput.data = maybePermuteHWC2CHW(frameBatchOutput.data); + frameBatchOutput.data = maybePermuteOutputTensor(frameBatchOutput.data); return frameBatchOutput; } @@ -872,8 +912,12 @@ 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 { - int64_t lastDecodedAvFramePts = - streamInfos_.at(activeStreamIndex_).lastDecodedAvFramePts; + 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; @@ -898,7 +942,7 @@ bool VideoDecoder::canWeAvoidSeeking(int64_t targetPts) const { // AVFormatContext if it is needed. We can skip seeking in certain cases. See // the comment of canWeAvoidSeeking() for details. void VideoDecoder::maybeSeekToBeforeDesiredPts() { - validateActiveStream(AVMEDIA_TYPE_VIDEO); + validateActiveStream(); StreamInfo& streamInfo = streamInfos_[activeStreamIndex_]; int64_t desiredPts = @@ -945,7 +989,7 @@ void VideoDecoder::maybeSeekToBeforeDesiredPts() { VideoDecoder::AVFrameStream VideoDecoder::decodeAVFrame( std::function filterFunction) { - validateActiveStream(AVMEDIA_TYPE_VIDEO); + validateActiveStream(); resetDecodeStats(); @@ -1075,13 +1119,14 @@ 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( 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) { + convertAudioAVFrameToFrameOutputOnCPU( + avFrameStream, frameOutput, preAllocatedOutputTensor); + } else if (streamInfo.videoStreamOptions.device.type() == torch::kCPU) { convertAVFrameToFrameOutputOnCPU( avFrameStream, frameOutput, preAllocatedOutputTensor); } else if (streamInfo.videoStreamOptions.device.type() == torch::kCUDA) { @@ -1257,6 +1302,48 @@ torch::Tensor VideoDecoder::convertAVFrameToTensorUsingFilterGraph( filteredAVFramePtr->data[0], shape, strides, deleter, {torch::kUInt8}); } +void VideoDecoder::convertAudioAVFrameToFrameOutputOnCPU( + VideoDecoder::AVFrameStream& avFrameStream, + FrameOutput& frameOutput, + std::optional preAllocatedOutputTensor) { + const AVFrame* avFrame = avFrameStream.avFrame.get(); + + auto numSamples = avFrame->nb_samples; // per channel + auto numChannels = getNumChannels(avFrame); + + // TODO-AUDIO: dtype should be format-dependent + // TODO-AUDIO 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 + switch (format) { + case AV_SAMPLE_FMT_FLTP: { + 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; + } + default: + TORCH_CHECK( + false, + "Unsupported audio format (yet!): ", + av_get_sample_fmt_name(format)); + } + frameOutput.data = data; +} + // -------------------------------------------------------------------------- // OUTPUT ALLOCATION AND SHAPE CONVERSION // -------------------------------------------------------------------------- @@ -1275,6 +1362,41 @@ VideoDecoder::FrameBatchOutput::FrameBatchOutput( height, width, videoStreamOptions.device, numFrames); } +VideoDecoder::FrameBatchOutput::FrameBatchOutput( + int64_t numFrames, + int64_t numChannels, + int64_t numSamples) + : 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) + .layout(torch::kStrided) + .device(torch::kCPU); + 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 { + // TODO-AUDIO + // 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. 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); + } +} + torch::Tensor allocateEmptyHWCTensor( int height, int width, @@ -1296,6 +1418,17 @@ 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. diff --git a/src/torchcodec/decoders/_core/VideoDecoder.h b/src/torchcodec/decoders/_core/VideoDecoder.h index a28dcf9cb..3ed1eec57 100644 --- a/src/torchcodec/decoders/_core/VideoDecoder.h +++ b/src/torchcodec/decoders/_core/VideoDecoder.h @@ -168,6 +168,10 @@ class VideoDecoder { 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. @@ -372,6 +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( @@ -383,12 +388,18 @@ class VideoDecoder { FrameOutput& frameOutput, std::optional preAllocatedOutputTensor = std::nullopt); + void convertAudioAVFrameToFrameOutputOnCPU( + AVFrameStream& avFrameStream, + FrameOutput& frameOutput, + std::optional preAllocatedOutputTensor = std::nullopt); + torch::Tensor convertAVFrameToTensorUsingFilterGraph(const AVFrame* avFrame); int convertAVFrameToTensorUsingSwsScale( const AVFrame* avFrame, torch::Tensor& outputTensor); + FrameBatchOutput makeFrameBatchOutput(int64_t numFrames); // -------------------------------------------------------------------------- // COLOR CONVERSION LIBRARIES HANDLERS CREATION // -------------------------------------------------------------------------- @@ -477,6 +488,7 @@ 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 ad8c6f258..f5e29b6df 100644 --- a/src/torchcodec/decoders/_core/VideoDecoderOps.cpp +++ b/src/torchcodec/decoders/_core/VideoDecoderOps.cpp @@ -232,6 +232,12 @@ void add_audio_stream( } void seek_to_pts(at::Tensor& decoder, double seconds) { + // TODO-AUDIO 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_decoders.py b/test/decoders/test_decoders.py index 24558d8cb..e03391204 100644 --- a/test/decoders/test_decoders.py +++ b/test/decoders/test_decoders.py @@ -22,6 +22,7 @@ get_ffmpeg_major_version, H265_VIDEO, in_fbcode, + NASA_AUDIO, NASA_AUDIO_MP3, NASA_VIDEO, ) @@ -32,7 +33,7 @@ class TestDecoder: "Decoder, asset", ( (VideoDecoder, NASA_VIDEO), - (AudioDecoder, NASA_VIDEO), + (AudioDecoder, NASA_AUDIO), (AudioDecoder, NASA_AUDIO_MP3), ), ) @@ -939,11 +940,18 @@ def get_some_frames(decoder): class TestAudioDecoder: - def test_metadata(self): - decoder = AudioDecoder(NASA_VIDEO.path) + @pytest.mark.parametrize("asset", (NASA_AUDIO, NASA_AUDIO_MP3)) + def test_metadata(self, asset): + decoder = AudioDecoder(asset.path) assert isinstance(decoder.metadata, AudioStreamMetadata) - assert decoder.stream_index == decoder.metadata.stream_index == 4 - assert decoder.metadata.duration_seconds == pytest.approx(13.056) - assert decoder.metadata.sample_rate == 16_000 - assert decoder.metadata.num_channels == 2 + assert ( + decoder.stream_index + == decoder.metadata.stream_index + == asset.default_stream_index + ) + assert decoder.metadata.duration_seconds == pytest.approx( + asset.duration_seconds + ) + assert decoder.metadata.sample_rate == asset.sample_rate + assert decoder.metadata.num_channels == asset.num_channels diff --git a/test/decoders/test_ops.py b/test/decoders/test_ops.py index ab0e2bb09..f9bcd4ed9 100644 --- a/test/decoders/test_ops.py +++ b/test/decoders/test_ops.py @@ -39,7 +39,7 @@ from ..utils import ( assert_frames_equal, cpu_and_cuda, - NASA_AUDIO_MP3, + NASA_AUDIO, NASA_VIDEO, needs_cuda, ) @@ -396,12 +396,6 @@ def test_video_get_json_metadata_with_stream(self): assert metadata_dict["minPtsSecondsFromScan"] == 0 assert metadata_dict["maxPtsSecondsFromScan"] == 13.013 - def test_audio_get_json_metadata(self): - decoder = create_from_file(str(NASA_AUDIO_MP3.path)) - metadata = get_json_metadata(decoder) - metadata_dict = json.loads(metadata) - assert metadata_dict["durationSeconds"] == pytest.approx(13.248, abs=0.01) - def test_get_ffmpeg_version(self): ffmpeg_dict = get_ffmpeg_library_versions() assert len(ffmpeg_dict["libavcodec"]) == 3 @@ -628,22 +622,95 @@ def test_cuda_decoder(self): 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]), - partial(get_frames_by_pts_in_range, start_seconds=0, stop_seconds=1), ), ) def test_audio_bad_method(self, method): - decoder = create_from_file(str(NASA_AUDIO_MP3.path), seek_mode="approximate") + decoder = create_from_file(str(NASA_AUDIO.path), seek_mode="approximate") add_audio_stream(decoder) with pytest.raises(RuntimeError, match="The method you called isn't supported"): method(decoder) def test_audio_bad_seek_mode(self): - decoder = create_from_file(str(NASA_AUDIO_MP3.path), seek_mode="exact") + decoder = create_from_file(str(NASA_AUDIO.path), seek_mode="exact") with pytest.raises( RuntimeError, match="seek_mode must be 'approximate' for audio" ): add_audio_stream(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), seek_mode="approximate") + 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), seek_mode="approximate") + 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), seek_mode="approximate") + 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) + if __name__ == "__main__": pytest.main() 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- 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"1" @@ -89,11 +102,6 @@ def _get_file_path(filename: str) -> pathlib.Path: return pathlib.Path(__file__).parent / "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 @@ -120,12 +128,7 @@ 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, @@ -202,6 +205,17 @@ 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 @@ -298,10 +312,99 @@ 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_MP3 = TestContainerFile( - filename="nasa_13013.mp4.audio.mp3", default_stream_index=0, frames={} + +@dataclass +class TestAudioStreamInfo: + sample_rate: int + num_channels: int + duration_seconds: float + + +@dataclass +class TestAudio(TestContainerFile): + + stream_infos: Dict[int, TestAudioStreamInfo] + _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 + # 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" + ) + if not file_path.exists(): + return # TODO-audio + t = torch.load(file_path, weights_only=True) + + # 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, 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[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." + ) + + 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) + + @property + def sample_rate(self) -> int: + return self.stream_infos[self.default_stream_index].sample_rate + + @property + def num_channels(self) -> int: + return self.stream_infos[self.default_stream_index].num_channels + + @property + def duration_seconds(self) -> float: + return self.stream_infos[self.default_stream_index].duration_seconds + + # TODO: this shouldn't be named chw. Also values are hard-coded + @property + def empty_chw_tensor(self) -> torch.Tensor: + return torch.empty([0, 2, 1024], dtype=torch.float32) + + +NASA_AUDIO_MP3 = TestAudio( + filename="nasa_13013.mp4.audio.mp3", + default_stream_index=0, + frames={}, # TODO + stream_infos={ + 0: TestAudioStreamInfo( + sample_rate=8_000, num_channels=2, duration_seconds=13.248 + ) + }, +) + +NASA_AUDIO = TestAudio( + filename="nasa_13013.mp4", + default_stream_index=4, + frames={}, # TODO + stream_infos={ + 4: TestAudioStreamInfo( + sample_rate=16_000, num_channels=2, duration_seconds=13.056 + ) + }, ) H265_VIDEO = TestVideo( From 29e0b8dde8e4ebdfd58d7b9d5684158a34204c39 Mon Sep 17 00:00:00 2001 From: Nicolas Hug Date: Thu, 6 Mar 2025 16:11:59 +0000 Subject: [PATCH 02/25] Add more tests --- .../decoders/_core/VideoDecoder.cpp | 16 +++--- test/decoders/test_ops.py | 40 ++++++++++++++ ..._13013.mp4.audio.mp3.stream0.all_frames.pt | Bin 0 -> 884228 bytes .../nasa_13013.mp4.stream4.all_frames.pt | Bin 1672348 -> 1725466 bytes test/utils.py | 50 ++++++++---------- 5 files changed, 69 insertions(+), 37 deletions(-) create mode 100644 test/resources/nasa_13013.mp4.audio.mp3.stream0.all_frames.pt diff --git a/src/torchcodec/decoders/_core/VideoDecoder.cpp b/src/torchcodec/decoders/_core/VideoDecoder.cpp index eb3f09b42..724109e7b 100644 --- a/src/torchcodec/decoders/_core/VideoDecoder.cpp +++ b/src/torchcodec/decoders/_core/VideoDecoder.cpp @@ -575,7 +575,7 @@ void VideoDecoder::addAudioStream(int streamIndex) { // TODO-AUDIO TORCH_CHECK( streamMetadata.averageFps.has_value(), - "frame_size or sampl_rate aren't known. Cannot decode."); + "frame_size or sample_rate aren't known. Cannot decode."); streamMetadata.sampleRate = static_cast(streamInfo.codecContext->sample_rate); @@ -1311,20 +1311,18 @@ void VideoDecoder::convertAudioAVFrameToFrameOutputOnCPU( auto numSamples = avFrame->nb_samples; // per channel auto numChannels = getNumChannels(avFrame); - // TODO-AUDIO: dtype should be format-dependent - // TODO-AUDIO rename data to something else - torch::Tensor data; + torch::Tensor outputData; if (preAllocatedOutputTensor.has_value()) { - data = preAllocatedOutputTensor.value(); + outputData = preAllocatedOutputTensor.value(); } else { - data = torch::empty({numChannels, numSamples}, torch::kFloat32); + outputData = torch::empty({numChannels, numSamples}, torch::kFloat32); } AVSampleFormat format = static_cast(avFrame->format); - // TODO Implement all formats + // TODO-AUDIO Implement all formats. switch (format) { case AV_SAMPLE_FMT_FLTP: { - uint8_t* outputChannelData = static_cast(data.data_ptr()); + uint8_t* outputChannelData = static_cast(outputData.data_ptr()); auto numBytesPerChannel = numSamples * av_get_bytes_per_sample(format); for (auto channel = 0; channel < numChannels; ++channel, outputChannelData += numBytesPerChannel) { @@ -1341,7 +1339,7 @@ void VideoDecoder::convertAudioAVFrameToFrameOutputOnCPU( "Unsupported audio format (yet!): ", av_get_sample_fmt_name(format)); } - frameOutput.data = data; + frameOutput.data = outputData; } // -------------------------------------------------------------------------- diff --git a/test/decoders/test_ops.py b/test/decoders/test_ops.py index f9bcd4ed9..7f3f04a2a 100644 --- a/test/decoders/test_ops.py +++ b/test/decoders/test_ops.py @@ -40,6 +40,7 @@ assert_frames_equal, cpu_and_cuda, NASA_AUDIO, + NASA_AUDIO_MP3, NASA_VIDEO, needs_cuda, ) @@ -637,6 +638,45 @@ def test_audio_bad_seek_mode(self): ): add_audio_stream(decoder) + def test_audio_decode_all_samples_with_get_frames_by_pts_in_range(self): + decoder = create_from_file(str(NASA_AUDIO.path), seek_mode="approximate") + add_audio_stream(decoder) + + reference_frames = [ + NASA_AUDIO.get_frame_data_by_index(i) for i in range(NASA_AUDIO.num_frames) + ] + reference_frames = torch.stack( + reference_frames + ) # shape is (num_frames, C, num_samples_per_frame) + + all_frames, *_ = get_frames_by_pts_in_range( + decoder, start_seconds=0, stop_seconds=NASA_AUDIO.duration_seconds + ) + assert_frames_equal(all_frames, reference_frames) + + @pytest.mark.parametrize("asset", (NASA_AUDIO, NASA_AUDIO_MP3)) + def test_audio_decode_all_samples_with_next(self, asset): + decoder = create_from_file(str(asset.path), seek_mode="approximate") + add_audio_stream(decoder) + + reference_frames = [ + asset.get_frame_data_by_index(i) for i in range(asset.num_frames) + ] + + # shape is (C, num_frames * num_samples_per_frame) while preserving frame order and boundaries + reference_frames = torch.cat(reference_frames, dim=-1) + + all_frames = [] + while True: + try: + frame, *_ = get_next_frame(decoder) + all_frames.append(frame) + except IndexError: + break + all_frames = torch.cat(all_frames, axis=-1) + + assert_frames_equal(all_frames, reference_frames) + @pytest.mark.parametrize( "start_seconds, stop_seconds", ( diff --git a/test/resources/nasa_13013.mp4.audio.mp3.stream0.all_frames.pt b/test/resources/nasa_13013.mp4.audio.mp3.stream0.all_frames.pt new file mode 100644 index 0000000000000000000000000000000000000000..ffcd57bed0a333085e989dde6adb7355e4cb326a GIT binary patch literal 884228 zcmbrGcT^O6)~>;Th^UxR(PKbGMI?u=U2VpIvCKJP4$wbK#f*WVf+7Zjm?M}_5us~W ztB8sT6Jk!7b3#QA>fJq6YkD^NzxXrn9NT+rEwx(b5Mb|U?(6H850tZurB6U+7pEhFkG{YTfMZK-fwWlE#aZuvyx zu8OFuD(I@2?c8E$86`JtE=uDOuKsOuD-JSN7OYCbPdgR zp1MZruCZz7sP395yQZS9nV@qr+j;4ltGgDaT}yT6tn6BeIu}9L+HB{ob5(b4rk%UG z^H6r4qRvaud7JHgbUy0N*R=CfcN%5Ki8>H;yxGoIr&V`tOuM$~uAQ=LFX}o7x{hW$ zKV2tv=Wp6|R(D;LT~|@pP0$7WcUOvj6}h?Ux~sz;reRNY*h?Aq7Il3DonSt6)Adz{ z{Y=CD>TrNE94P7r3A(}NLwDT}bvV>C9HtJ3D?|EaJyOt(G9P;AMytayrr}t17^n=# 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self.default_stream_index: - # TODO address this, the fix should be to let _reference_frames be a - # 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." - ) + if stream_index is None: + stream_index = self.default_stream_index - return self._reference_frames[idx] + return self._reference_frames[stream_index][idx] def pts_to_frame_index(self, pts_seconds: float) -> int: # These are hard-coded value assuming stream 4 of nasa_13013.mp4. Each @@ -379,10 +374,9 @@ def num_channels(self) -> int: def duration_seconds(self) -> float: return self.stream_infos[self.default_stream_index].duration_seconds - # TODO: this shouldn't be named chw. Also values are hard-coded @property - def empty_chw_tensor(self) -> torch.Tensor: - return torch.empty([0, 2, 1024], dtype=torch.float32) + def num_frames(self) -> int: + return self.stream_infos[self.default_stream_index].num_frames NASA_AUDIO_MP3 = TestAudio( @@ -391,7 +385,7 @@ def empty_chw_tensor(self) -> torch.Tensor: frames={}, # TODO stream_infos={ 0: TestAudioStreamInfo( - sample_rate=8_000, num_channels=2, duration_seconds=13.248 + sample_rate=8_000, num_channels=2, duration_seconds=13.248, num_frames=183 ) }, ) @@ -402,7 +396,7 @@ def empty_chw_tensor(self) -> torch.Tensor: frames={}, # TODO stream_infos={ 4: TestAudioStreamInfo( - sample_rate=16_000, num_channels=2, duration_seconds=13.056 + sample_rate=16_000, num_channels=2, duration_seconds=13.056, num_frames=204 ) }, ) From 04f6282b99c024a822a8412484d86dcdc285c328 Mon Sep 17 00:00:00 2001 From: Nicolas Hug Date: Fri, 7 Mar 2025 13:48:13 +0000 Subject: [PATCH 03/25] Add separate audio decoding method --- src/torchcodec/decoders/_core/CMakeLists.txt | 3 +- .../decoders/_core/VideoDecoder.cpp | 36 + src/torchcodec/decoders/_core/VideoDecoder.h | 6 +- .../decoders/_core/VideoDecoderOps.cpp | 11 + .../decoders/_core/VideoDecoderOps.h | 5 + src/torchcodec/decoders/_core/__init__.py | 1 + .../decoders/_core/video_decoder_ops.py | 14 + test/decoders/test_ops.py | 52 +- ...mp4.audio.mp3.stream0.all_frames_info.json | 3847 +++++++++++++++ ...asa_13013.mp4.stream4.all_frames_info.json | 4288 +++++++++++++++++ test/utils.py | 45 +- 11 files changed, 8282 insertions(+), 26 deletions(-) create mode 100644 test/resources/nasa_13013.mp4.audio.mp3.stream0.all_frames_info.json create mode 100644 test/resources/nasa_13013.mp4.stream4.all_frames_info.json diff --git a/src/torchcodec/decoders/_core/CMakeLists.txt b/src/torchcodec/decoders/_core/CMakeLists.txt index 688a249d5..ca8dd16c4 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 a390fe7d1..06bcbefbd 100644 --- a/src/torchcodec/decoders/_core/VideoDecoder.cpp +++ b/src/torchcodec/decoders/_core/VideoDecoder.cpp @@ -877,6 +877,42 @@ VideoDecoder::FrameBatchOutput VideoDecoder::getFramesPlayedInRange( return frameBatchOutput; } +torch::Tensor VideoDecoder::getFramesPlayedInRangeAudio( + double startSeconds, + double stopSeconds) { + validateActiveStream(AVMEDIA_TYPE_AUDIO); + + StreamInfo& streamInfo = streamInfos_[activeStreamIndex_]; + double frameStartTime = + ptsToSeconds(streamInfo.lastDecodedAvFramePts, streamInfo.timeBase); + double frameEndTime = ptsToSeconds( + streamInfo.lastDecodedAvFramePts + streamInfo.lastDecodedAvFrameDuration, + streamInfo.timeBase); + + TORCH_CHECK(startSeconds > frameEndTime, "OSKOOOOOUUUUUUURRRRRR"); + + setCursorPtsInSeconds(startSeconds); + + std::vector tensors; + + while (true) { + auto frameOutput = getNextFrameInternal(); + tensors.push_back(frameOutput.data); + + double lastFrameStartPts = + ptsToSeconds(streamInfo.lastDecodedAvFramePts, streamInfo.timeBase); + double lastFrameEndPts = ptsToSeconds( + streamInfo.lastDecodedAvFramePts + + streamInfo.lastDecodedAvFrameDuration, + streamInfo.timeBase); + + if (lastFrameStartPts <= stopSeconds and stopSeconds <= lastFrameEndPts) { + break; + } + } + return torch::cat(tensors, 1); +} + // -------------------------------------------------------------------------- // SEEKING APIs // -------------------------------------------------------------------------- diff --git a/src/torchcodec/decoders/_core/VideoDecoder.h b/src/torchcodec/decoders/_core/VideoDecoder.h index 3ed1eec57..dfee8d220 100644 --- a/src/torchcodec/decoders/_core/VideoDecoder.h +++ b/src/torchcodec/decoders/_core/VideoDecoder.h @@ -225,6 +225,10 @@ class VideoDecoder { double startSeconds, double stopSeconds); + torch::Tensor getFramesPlayedInRangeAudio( + double startSeconds, + double stopSeconds); + class EndOfFileException : public std::runtime_error { public: explicit EndOfFileException(const std::string& msg) @@ -339,7 +343,7 @@ class VideoDecoder { // The current position of the cursor in the stream, and associated frame // duration. int64_t lastDecodedAvFramePts = 0; - int64_t lastDecodedAvFrameDuration = 0; + int64_t lastDecodedAvFrameDuration = -1; // 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 diff --git a/src/torchcodec/decoders/_core/VideoDecoderOps.cpp b/src/torchcodec/decoders/_core/VideoDecoderOps.cpp index f5e29b6df..8fd53b2ff 100644 --- a/src/torchcodec/decoders/_core/VideoDecoderOps.cpp +++ b/src/torchcodec/decoders/_core/VideoDecoderOps.cpp @@ -48,6 +48,8 @@ TORCH_LIBRARY(torchcodec_ns, m) { "get_frames_in_range(Tensor(a!) decoder, *, int start, int stop, int? step=None) -> (Tensor, Tensor, Tensor)"); m.def( "get_frames_by_pts_in_range(Tensor(a!) decoder, *, float start_seconds, float stop_seconds) -> (Tensor, Tensor, Tensor)"); + m.def( + "get_frames_by_pts_in_range_audio(Tensor(a!) decoder, *, float start_seconds, float stop_seconds) -> Tensor"); m.def( "get_frames_by_pts(Tensor(a!) decoder, *, float[] timestamps) -> (Tensor, Tensor, Tensor)"); m.def("_get_key_frame_indices(Tensor(a!) decoder) -> Tensor"); @@ -309,6 +311,14 @@ OpsFrameBatchOutput get_frames_by_pts_in_range( return makeOpsFrameBatchOutput(result); } +torch::Tensor get_frames_by_pts_in_range_audio( + at::Tensor& decoder, + double start_seconds, + double stop_seconds) { + auto videoDecoder = unwrapTensorToGetDecoder(decoder); + return videoDecoder->getFramesPlayedInRangeAudio(start_seconds, stop_seconds); +} + std::string quoteValue(const std::string& value) { return "\"" + value + "\""; } @@ -560,6 +570,7 @@ TORCH_LIBRARY_IMPL(torchcodec_ns, CPU, m) { m.impl("get_frames_at_indices", &get_frames_at_indices); m.impl("get_frames_in_range", &get_frames_in_range); m.impl("get_frames_by_pts_in_range", &get_frames_by_pts_in_range); + m.impl("get_frames_by_pts_in_range_audio", &get_frames_by_pts_in_range_audio); m.impl("get_frames_by_pts", &get_frames_by_pts); m.impl("_test_frame_pts_equality", &_test_frame_pts_equality); m.impl( diff --git a/src/torchcodec/decoders/_core/VideoDecoderOps.h b/src/torchcodec/decoders/_core/VideoDecoderOps.h index a3cc821ad..5bcc6d2ec 100644 --- a/src/torchcodec/decoders/_core/VideoDecoderOps.h +++ b/src/torchcodec/decoders/_core/VideoDecoderOps.h @@ -119,6 +119,11 @@ OpsFrameBatchOutput get_frames_by_pts_in_range( double start_seconds, double stop_seconds); +torch::Tensor get_frames_by_pts_in_range_audio( + at::Tensor& decoder, + double start_seconds, + double stop_seconds); + // For testing only. We need to implement this operation as a core library // function because what we're testing is round-tripping pts values as // double-precision floating point numbers from C++ to Python and back to C++. diff --git a/src/torchcodec/decoders/_core/__init__.py b/src/torchcodec/decoders/_core/__init__.py index 7dcb866c9..44109265c 100644 --- a/src/torchcodec/decoders/_core/__init__.py +++ b/src/torchcodec/decoders/_core/__init__.py @@ -27,6 +27,7 @@ get_frames_at_indices, get_frames_by_pts, get_frames_by_pts_in_range, + get_frames_by_pts_in_range_audio, get_frames_in_range, get_json_metadata, get_next_frame, diff --git a/src/torchcodec/decoders/_core/video_decoder_ops.py b/src/torchcodec/decoders/_core/video_decoder_ops.py index 190384684..795510da6 100644 --- a/src/torchcodec/decoders/_core/video_decoder_ops.py +++ b/src/torchcodec/decoders/_core/video_decoder_ops.py @@ -78,6 +78,9 @@ def load_torchcodec_extension(): get_frames_by_pts = torch.ops.torchcodec_ns.get_frames_by_pts.default get_frames_in_range = torch.ops.torchcodec_ns.get_frames_in_range.default get_frames_by_pts_in_range = torch.ops.torchcodec_ns.get_frames_by_pts_in_range.default +get_frames_by_pts_in_range_audio = ( + torch.ops.torchcodec_ns.get_frames_by_pts_in_range_audio.default +) get_json_metadata = torch.ops.torchcodec_ns.get_json_metadata.default _test_frame_pts_equality = torch.ops.torchcodec_ns._test_frame_pts_equality.default _get_container_json_metadata = ( @@ -262,6 +265,17 @@ def get_frames_by_pts_in_range_abstract( ) +@register_fake("torchcodec_ns::get_frames_by_pts_in_range_audio") +def get_frames_by_pts_in_range_audio_abstract( + decoder: torch.Tensor, + *, + start_seconds: float, + stop_seconds: float, +) -> torch.Tensor: + image_size = [get_ctx().new_dynamic_size() for _ in range(4)] + return torch.empty(image_size) + + @register_fake("torchcodec_ns::_get_key_frame_indices") def get_key_frame_indices_abstract(decoder: torch.Tensor) -> torch.Tensor: return torch.empty([], dtype=torch.int) diff --git a/test/decoders/test_ops.py b/test/decoders/test_ops.py index 7f3f04a2a..3cf80a0f5 100644 --- a/test/decoders/test_ops.py +++ b/test/decoders/test_ops.py @@ -30,6 +30,7 @@ get_frames_at_indices, get_frames_by_pts, get_frames_by_pts_in_range, + get_frames_by_pts_in_range_audio, get_frames_in_range, get_json_metadata, get_next_frame, @@ -638,20 +639,44 @@ def test_audio_bad_seek_mode(self): ): add_audio_stream(decoder) - def test_audio_decode_all_samples_with_get_frames_by_pts_in_range(self): - decoder = create_from_file(str(NASA_AUDIO.path), seek_mode="approximate") + # TODO-audio: this fails with NASA_AUDIO_MP3 because numFrame isn't in the + # metadata + # @pytest.mark.parametrize("asset", (NASA_AUDIO, NASA_AUDIO_MP3)) + @pytest.mark.parametrize("asset", (NASA_AUDIO,)) + def test_audio_decode_all_samples_with_get_frames_by_pts_in_range(self, asset): + decoder = create_from_file(str(asset.path), seek_mode="approximate") add_audio_stream(decoder) reference_frames = [ - NASA_AUDIO.get_frame_data_by_index(i) for i in range(NASA_AUDIO.num_frames) + asset.get_frame_data_by_index(i) for i in range(asset.num_frames) ] - reference_frames = torch.stack( - reference_frames - ) # shape is (num_frames, C, num_samples_per_frame) + # shape is (C, num_frames * num_samples_per_frame) while preserving frame order and boundaries + reference_frames = torch.cat(reference_frames, dim=-1) all_frames, *_ = get_frames_by_pts_in_range( - decoder, start_seconds=0, stop_seconds=NASA_AUDIO.duration_seconds + decoder, start_seconds=0, stop_seconds=asset.duration_seconds + ) + all_frames = torch.cat(all_frames.unbind(0), dim=-1) + + assert_frames_equal(all_frames, reference_frames) + + @pytest.mark.parametrize("asset", (NASA_AUDIO, NASA_AUDIO_MP3)) + def test_audio_decode_all_samples_with_get_frames_by_pts_in_range_audio( + self, asset + ): + decoder = create_from_file(str(asset.path), seek_mode="approximate") + add_audio_stream(decoder) + + reference_frames = [ + asset.get_frame_data_by_index(i) for i in range(asset.num_frames) + ] + # shape is (C, num_frames * num_samples_per_frame) while preserving frame order and boundaries + reference_frames = torch.cat(reference_frames, dim=-1) + + all_frames = get_frames_by_pts_in_range_audio( + decoder, start_seconds=0, stop_seconds=asset.duration_seconds ) + assert_frames_equal(all_frames, reference_frames) @pytest.mark.parametrize("asset", (NASA_AUDIO, NASA_AUDIO_MP3)) @@ -663,7 +688,6 @@ def test_audio_decode_all_samples_with_next(self, asset): asset.get_frame_data_by_index(i) for i in range(asset.num_frames) ] - # shape is (C, num_frames * num_samples_per_frame) while preserving frame order and boundaries reference_frames = torch.cat(reference_frames, dim=-1) all_frames = [] @@ -673,7 +697,7 @@ def test_audio_decode_all_samples_with_next(self, asset): all_frames.append(frame) except IndexError: break - all_frames = torch.cat(all_frames, axis=-1) + all_frames = torch.cat(all_frames, dim=-1) assert_frames_equal(all_frames, reference_frames) @@ -696,8 +720,8 @@ def test_audio_get_frames_by_pts_in_range(self, start_seconds, stop_seconds): 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, + start=NASA_AUDIO.get_frame_index(pts_seconds=start_seconds), + stop=NASA_AUDIO.get_frame_index(pts_seconds=stop_seconds) + 1, ) frames, _, _ = get_frames_by_pts_in_range( decoder, start_seconds=start_seconds, stop_seconds=stop_seconds @@ -722,7 +746,7 @@ def test_audio_seek_and_next(self): 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 + NASA_AUDIO.get_frame_index(pts_seconds=pts) + 1 ) seek_to_pts(decoder, pts) frame, _, _ = get_next_frame(decoder) @@ -731,7 +755,7 @@ def test_audio_seek_and_next(self): # Seeking forward is OK pts = 4 reference_frame = NASA_AUDIO.get_frame_data_by_index( - NASA_AUDIO.pts_to_frame_index(pts) + 1 + NASA_AUDIO.get_frame_index(pts_seconds=pts) + 1 ) seek_to_pts(decoder, pts) frame, _, _ = get_next_frame(decoder) @@ -747,7 +771,7 @@ def test_audio_seek_and_next(self): # 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 + NASA_AUDIO.get_frame_index(pts_seconds=prev_pts) + 2 ) assert_frames_equal(frame, reference_frame) diff --git a/test/resources/nasa_13013.mp4.audio.mp3.stream0.all_frames_info.json b/test/resources/nasa_13013.mp4.audio.mp3.stream0.all_frames_info.json new file mode 100644 index 000000000..00a326e06 --- /dev/null +++ b/test/resources/nasa_13013.mp4.audio.mp3.stream0.all_frames_info.json @@ -0,0 +1,3847 @@ +{ + "frames": [ + { + "media_type": "audio", + "stream_index": 0, + "key_frame": 1, + "pts": 1949220, + "pts_time": "0.138125", + "pkt_dts": 1949220, + "pkt_dts_time": "0.138125", + "best_effort_timestamp": 1949220, + "best_effort_timestamp_time": "0.138125", + "pkt_duration": 82908, + "pkt_duration_time": "0.005875", + "duration": 82908, + "duration_time": "0.005875", + "pkt_pos": "2164", + "pkt_size": "576", + "sample_fmt": "fltp", + "nb_samples": 47, + "channels": 2, + "channel_layout": "stereo" + }, + { + "media_type": "audio", + "stream_index": 0, + "key_frame": 1, + "pts": 2032128, + "pts_time": "0.144000", + "pkt_dts": 2032128, + "pkt_dts_time": "0.144000", + "best_effort_timestamp": 2032128, + "best_effort_timestamp_time": "0.144000", + "pkt_duration": 1016064, + "pkt_duration_time": "0.072000", + "duration": 1016064, + "duration_time": "0.072000", + "pkt_pos": "2740", + "pkt_size": "576", + "sample_fmt": "fltp", + "nb_samples": 576, + "channels": 2, + "channel_layout": "stereo" + }, + { + "media_type": "audio", + "stream_index": 0, + "key_frame": 1, + "pts": 3048192, + "pts_time": "0.216000", + "pkt_dts": 3048192, + "pkt_dts_time": "0.216000", + "best_effort_timestamp": 3048192, + "best_effort_timestamp_time": "0.216000", + "pkt_duration": 1016064, + "pkt_duration_time": "0.072000", + "duration": 1016064, + "duration_time": "0.072000", + "pkt_pos": "3316", + 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"best_effort_timestamp": 197632, + "best_effort_timestamp_time": "12.352000", + "pkt_duration": 1024, + "pkt_duration_time": "0.064000", + "duration": 1024, + "duration_time": "0.064000", + "pkt_pos": "631427", + "pkt_size": "1030", + "sample_fmt": "fltp", + "nb_samples": 1024, + "channels": 2, + "channel_layout": "stereo" + }, + { + "media_type": "audio", + "stream_index": 4, + "key_frame": 1, + "pts": 198656, + "pts_time": "12.416000", + "pkt_dts": 198656, + "pkt_dts_time": "12.416000", + "best_effort_timestamp": 198656, + "best_effort_timestamp_time": "12.416000", + "pkt_duration": 1024, + "pkt_duration_time": "0.064000", + "duration": 1024, + "duration_time": "0.064000", + "pkt_pos": "635325", + "pkt_size": "1076", + "sample_fmt": "fltp", + "nb_samples": 1024, + "channels": 2, + "channel_layout": "stereo" + }, + { + "media_type": "audio", + "stream_index": 4, + "key_frame": 1, + "pts": 199680, + "pts_time": "12.480000", + "pkt_dts": 199680, + "pkt_dts_time": "12.480000", + "best_effort_timestamp": 199680, + "best_effort_timestamp_time": "12.480000", + "pkt_duration": 1024, + "pkt_duration_time": "0.064000", + "duration": 1024, + "duration_time": "0.064000", + "pkt_pos": "637478", + "pkt_size": "1107", + "sample_fmt": "fltp", + "nb_samples": 1024, + "channels": 2, + "channel_layout": "stereo" + }, + { + "media_type": "audio", + "stream_index": 4, + "key_frame": 1, + "pts": 200704, + "pts_time": "12.544000", + "pkt_dts": 200704, + "pkt_dts_time": "12.544000", + "best_effort_timestamp": 200704, + "best_effort_timestamp_time": "12.544000", + "pkt_duration": 1024, + "pkt_duration_time": "0.064000", + "duration": 1024, + "duration_time": "0.064000", + "pkt_pos": "640326", + "pkt_size": "985", + "sample_fmt": "fltp", + "nb_samples": 1024, + "channels": 2, + "channel_layout": "stereo" + }, + { + "media_type": "audio", + "stream_index": 4, + "key_frame": 1, + "pts": 201728, + "pts_time": "12.608000", + "pkt_dts": 201728, + "pkt_dts_time": "12.608000", + "best_effort_timestamp": 201728, + "best_effort_timestamp_time": "12.608000", + "pkt_duration": 1024, + "pkt_duration_time": "0.064000", + "duration": 1024, + "duration_time": "0.064000", + "pkt_pos": "642223", + "pkt_size": "958", + "sample_fmt": "fltp", + "nb_samples": 1024, + "channels": 2, + "channel_layout": "stereo" + }, + { + "media_type": "audio", + "stream_index": 4, + "key_frame": 1, + "pts": 202752, + "pts_time": "12.672000", + "pkt_dts": 202752, + "pkt_dts_time": "12.672000", + "best_effort_timestamp": 202752, + "best_effort_timestamp_time": "12.672000", + "pkt_duration": 1024, + "pkt_duration_time": "0.064000", + "duration": 1024, + "duration_time": "0.064000", + "pkt_pos": "645550", + "pkt_size": "1095", + "sample_fmt": "fltp", + "nb_samples": 1024, + "channels": 2, + "channel_layout": "stereo" + }, + { + "media_type": "audio", + "stream_index": 4, + "key_frame": 1, + "pts": 203776, + "pts_time": "12.736000", + "pkt_dts": 203776, + "pkt_dts_time": "12.736000", + "best_effort_timestamp": 203776, + "best_effort_timestamp_time": "12.736000", + "pkt_duration": 1024, + "pkt_duration_time": "0.064000", + "duration": 1024, + "duration_time": "0.064000", + "pkt_pos": "647002", + "pkt_size": "1071", + "sample_fmt": "fltp", + "nb_samples": 1024, + "channels": 2, + "channel_layout": "stereo" + }, + { + "media_type": "audio", + "stream_index": 4, + "key_frame": 1, + "pts": 204800, + "pts_time": "12.800000", + "pkt_dts": 204800, + "pkt_dts_time": "12.800000", + "best_effort_timestamp": 204800, + "best_effort_timestamp_time": "12.800000", + "pkt_duration": 1024, + "pkt_duration_time": "0.064000", + "duration": 1024, + "duration_time": "0.064000", + "pkt_pos": "649799", + "pkt_size": "1105", + "sample_fmt": "fltp", + "nb_samples": 1024, + "channels": 2, + "channel_layout": "stereo" + }, + { + "media_type": "audio", + "stream_index": 4, + "key_frame": 1, + "pts": 205824, + "pts_time": "12.864000", + "pkt_dts": 205824, + "pkt_dts_time": "12.864000", + "best_effort_timestamp": 205824, + "best_effort_timestamp_time": "12.864000", + "pkt_duration": 1024, + "pkt_duration_time": "0.064000", + "duration": 1024, + "duration_time": "0.064000", + "pkt_pos": "651170", + "pkt_size": "939", + "sample_fmt": "fltp", + "nb_samples": 1024, + "channels": 2, + "channel_layout": "stereo" + }, + { + "media_type": "audio", + "stream_index": 4, + "key_frame": 1, + "pts": 206848, + "pts_time": "12.928000", + "pkt_dts": 206848, + "pkt_dts_time": "12.928000", + "best_effort_timestamp": 206848, + "best_effort_timestamp_time": "12.928000", + "pkt_duration": 1024, + "pkt_duration_time": "0.064000", + "duration": 1024, + "duration_time": "0.064000", + "pkt_pos": "653469", + "pkt_size": "912", + "sample_fmt": "fltp", + "nb_samples": 1024, + "channels": 2, + "channel_layout": "stereo" + }, + { + "media_type": "audio", + "stream_index": 4, + "key_frame": 1, + "pts": 207872, + "pts_time": "12.992000", + "pkt_dts": 207872, + "pkt_dts_time": "12.992000", + "best_effort_timestamp": 207872, + "best_effort_timestamp_time": "12.992000", + "pkt_duration": 1024, + "pkt_duration_time": "0.064000", + "duration": 1024, + "duration_time": "0.064000", + "pkt_pos": "654381", + "pkt_size": "427", + "sample_fmt": "fltp", + "nb_samples": 1024, + "channels": 2, + "channel_layout": "stereo" + } + ] +} diff --git a/test/utils.py b/test/utils.py index 7af620533..7cceab5d8 100644 --- a/test/utils.py +++ b/test/utils.py @@ -1,4 +1,5 @@ import importlib +import json import os import pathlib import sys @@ -329,6 +330,7 @@ class TestAudio(TestContainerFile): or a pure audio file""" stream_infos: Dict[int, TestAudioStreamInfo] + # stream_index -> list of 2D frame tensors of shape (num_channels, num_samples_in_that_frame) _reference_frames: Dict[int, List[torch.Tensor]] = field(default_factory=dict) # Storing each individual frame is too expensive for audio, because there's @@ -339,14 +341,30 @@ class TestAudio(TestContainerFile): # when the TestAudio instance is created. def __post_init__(self): for stream_index in self.stream_infos: - file_path = _get_file_path( + frames_data_path = _get_file_path( f"{self.filename}.stream{stream_index}.all_frames.pt" ) self._reference_frames[stream_index] = torch.load( - file_path, weights_only=True + frames_data_path, weights_only=True ) + # These frame info files are dumped with (e.g. for tthe first audio stream): + # ffprobe -v error -hide_banner -select_streams a:0 -show_frames -of json $AUDIO_FILE + frames_info_path = _get_file_path( + f"{self.filename}.stream{stream_index}.all_frames_info.json" + ) + + with open(frames_info_path, "r") as f: + frames_info = json.loads(f.read())["frames"] + self.frames[stream_index] = { + frame_index: TestFrameInfo( + pts_seconds=float(frame_info["pts_time"]), + duration_seconds=float(frame_info["duration_time"]), + ) + for frame_index, frame_info in enumerate(frames_info) + } + def get_frame_data_by_index( self, idx: int, *, stream_index: Optional[int] = None ) -> torch.Tensor: @@ -355,12 +373,19 @@ def get_frame_data_by_index( return self._reference_frames[stream_index][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) + def get_frame_index( + self, *, pts_seconds: float, stream_index: Optional[int] = None + ) -> int: + if stream_index is None: + stream_index = self.default_stream_index + out = next( + frame_index + for (frame_index, frame_info) in self.frames[stream_index].items() + if frame_info.pts_seconds + <= pts_seconds + < frame_info.pts_seconds + frame_info.duration_seconds + ) + return out @property def sample_rate(self) -> int: @@ -382,7 +407,7 @@ def num_frames(self) -> int: NASA_AUDIO_MP3 = TestAudio( filename="nasa_13013.mp4.audio.mp3", default_stream_index=0, - frames={}, # TODO + frames={}, stream_infos={ 0: TestAudioStreamInfo( sample_rate=8_000, num_channels=2, duration_seconds=13.248, num_frames=183 @@ -393,7 +418,7 @@ def num_frames(self) -> int: NASA_AUDIO = TestAudio( filename="nasa_13013.mp4", default_stream_index=4, - frames={}, # TODO + frames={}, stream_infos={ 4: TestAudioStreamInfo( sample_rate=16_000, num_channels=2, duration_seconds=13.056, num_frames=204 From da40954870ebb5dd894a403c53c5af8c786e0675 Mon Sep 17 00:00:00 2001 From: Nicolas Hug Date: Fri, 7 Mar 2025 17:17:53 +0000 Subject: [PATCH 04/25] More stuff --- .../decoders/_core/VideoDecoder.cpp | 12 +- test/decoders/test_ops.py | 115 ++++++------------ 2 files changed, 50 insertions(+), 77 deletions(-) diff --git a/src/torchcodec/decoders/_core/VideoDecoder.cpp b/src/torchcodec/decoders/_core/VideoDecoder.cpp index 06bcbefbd..cda009f9a 100644 --- a/src/torchcodec/decoders/_core/VideoDecoder.cpp +++ b/src/torchcodec/decoders/_core/VideoDecoder.cpp @@ -893,10 +893,20 @@ torch::Tensor VideoDecoder::getFramesPlayedInRangeAudio( setCursorPtsInSeconds(startSeconds); + // TODO-AUDIO Pre-allocate a long-enough tensor instead of creating a vec + + // cat(). This would save a copy. We know the duration of the output and the + // sample rate, so in theory we know the number of output samples. std::vector tensors; while (true) { - auto frameOutput = getNextFrameInternal(); + AVFrameStream avFrameStream = decodeAVFrame([this](AVFrame* avFrame) { + StreamInfo& activeStreamInfo = streamInfos_[activeStreamIndex_]; + return (avFrame->pts >= activeStreamInfo.discardFramesBeforePts) || + (avFrame->pts < activeStreamInfo.discardFramesBeforePts && + activeStreamInfo.discardFramesBeforePts < + avFrame->pts + avFrame->duration); + }); + auto frameOutput = convertAVFrameToFrameOutput(avFrameStream); tensors.push_back(frameOutput.data); double lastFrameStartPts = diff --git a/test/decoders/test_ops.py b/test/decoders/test_ops.py index 3cf80a0f5..e04786974 100644 --- a/test/decoders/test_ops.py +++ b/test/decoders/test_ops.py @@ -639,46 +639,6 @@ def test_audio_bad_seek_mode(self): ): add_audio_stream(decoder) - # TODO-audio: this fails with NASA_AUDIO_MP3 because numFrame isn't in the - # metadata - # @pytest.mark.parametrize("asset", (NASA_AUDIO, NASA_AUDIO_MP3)) - @pytest.mark.parametrize("asset", (NASA_AUDIO,)) - def test_audio_decode_all_samples_with_get_frames_by_pts_in_range(self, asset): - decoder = create_from_file(str(asset.path), seek_mode="approximate") - add_audio_stream(decoder) - - reference_frames = [ - asset.get_frame_data_by_index(i) for i in range(asset.num_frames) - ] - # shape is (C, num_frames * num_samples_per_frame) while preserving frame order and boundaries - reference_frames = torch.cat(reference_frames, dim=-1) - - all_frames, *_ = get_frames_by_pts_in_range( - decoder, start_seconds=0, stop_seconds=asset.duration_seconds - ) - all_frames = torch.cat(all_frames.unbind(0), dim=-1) - - assert_frames_equal(all_frames, reference_frames) - - @pytest.mark.parametrize("asset", (NASA_AUDIO, NASA_AUDIO_MP3)) - def test_audio_decode_all_samples_with_get_frames_by_pts_in_range_audio( - self, asset - ): - decoder = create_from_file(str(asset.path), seek_mode="approximate") - add_audio_stream(decoder) - - reference_frames = [ - asset.get_frame_data_by_index(i) for i in range(asset.num_frames) - ] - # shape is (C, num_frames * num_samples_per_frame) while preserving frame order and boundaries - reference_frames = torch.cat(reference_frames, dim=-1) - - all_frames = get_frames_by_pts_in_range_audio( - decoder, start_seconds=0, stop_seconds=asset.duration_seconds - ) - - assert_frames_equal(all_frames, reference_frames) - @pytest.mark.parametrize("asset", (NASA_AUDIO, NASA_AUDIO_MP3)) def test_audio_decode_all_samples_with_next(self, asset): decoder = create_from_file(str(asset.path), seek_mode="approximate") @@ -702,51 +662,54 @@ def test_audio_decode_all_samples_with_next(self, asset): assert_frames_equal(all_frames, reference_frames) @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), - ), + "range", ("begin_to_end", "at_frame_boundaries", "not_at_frame_boundaries") ) - def test_audio_get_frames_by_pts_in_range(self, start_seconds, stop_seconds): - decoder = create_from_file(str(NASA_AUDIO.path), seek_mode="approximate") + # @pytest.mark.parametrize("asset", (NASA_AUDIO, NASA_AUDIO_MP3)) + @pytest.mark.parametrize("asset", (NASA_AUDIO,)) + def test_audio_get_frames_by_pts_in_range_audio(self, range, asset): + if range == "begin_to_end": + start_seconds, stop_seconds = 0, asset.duration_seconds + elif range == "at_frame_boundaries": + start_seconds = asset.frames[asset.default_stream_index][10].pts_seconds + # need -1e-5 because the upper bound in open. If we don't do this + # then our test util returns one frame too much. + stop_seconds = ( + asset.frames[asset.default_stream_index][40].pts_seconds - 1e-5 + ) + else: + start_frame_info = asset.frames[asset.default_stream_index][10] + stop_frame_info = asset.frames[asset.default_stream_index][40] + start_seconds = start_frame_info.pts_seconds + ( + start_frame_info.duration_seconds / 2 + ) + stop_seconds = stop_frame_info.pts_seconds + ( + stop_frame_info.duration_seconds / 2 + ) + + decoder = create_from_file(str(asset.path), seek_mode="approximate") add_audio_stream(decoder) - reference_frames = NASA_AUDIO.get_frame_data_by_range( - start=NASA_AUDIO.get_frame_index(pts_seconds=start_seconds), - stop=NASA_AUDIO.get_frame_index(pts_seconds=stop_seconds) + 1, + reference_frames = asset.get_frame_data_by_range( + start=asset.get_frame_index(pts_seconds=start_seconds), + stop=asset.get_frame_index(pts_seconds=stop_seconds) + 1, ) - frames, _, _ = get_frames_by_pts_in_range( + reference_frames = torch.cat(reference_frames.unbind(), dim=-1) + + frames = get_frames_by_pts_in_range_audio( 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), seek_mode="approximate") - 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), seek_mode="approximate") + @pytest.mark.parametrize("asset", (NASA_AUDIO, NASA_AUDIO_MP3)) + def test_audio_seek_and_next(self, asset): + decoder = create_from_file(str(asset.path), seek_mode="approximate") 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.get_frame_index(pts_seconds=pts) + 1 + reference_frame = asset.get_frame_data_by_index( + asset.get_frame_index(pts_seconds=pts) + 1 ) seek_to_pts(decoder, pts) frame, _, _ = get_next_frame(decoder) @@ -754,8 +717,8 @@ def test_audio_seek_and_next(self): # Seeking forward is OK pts = 4 - reference_frame = NASA_AUDIO.get_frame_data_by_index( - NASA_AUDIO.get_frame_index(pts_seconds=pts) + 1 + reference_frame = asset.get_frame_data_by_index( + asset.get_frame_index(pts_seconds=pts) + 1 ) seek_to_pts(decoder, pts) frame, _, _ = get_next_frame(decoder) @@ -770,8 +733,8 @@ def test_audio_seek_and_next(self): # 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.get_frame_index(pts_seconds=prev_pts) + 2 + reference_frame = asset.get_frame_data_by_index( + asset.get_frame_index(pts_seconds=prev_pts) + 2 ) assert_frames_equal(frame, reference_frame) From 3881586bea4952a491215c2dff9929ab5499fcbc Mon Sep 17 00:00:00 2001 From: Nicolas Hug Date: Fri, 7 Mar 2025 18:03:00 +0000 Subject: [PATCH 05/25] Cleanups --- test/decoders/test_ops.py | 34 +++++++++++++++-------- test/utils.py | 58 ++++++++++++++++++++++++++++++--------- 2 files changed, 67 insertions(+), 25 deletions(-) diff --git a/test/decoders/test_ops.py b/test/decoders/test_ops.py index e04786974..062617d51 100644 --- a/test/decoders/test_ops.py +++ b/test/decoders/test_ops.py @@ -51,7 +51,7 @@ INDEX_OF_FRAME_AT_6_SECONDS = 180 -class TestOps: +class TestVideoOps: @pytest.mark.parametrize("device", cpu_and_cuda()) def test_seek_and_next(self, device): decoder = create_from_file(str(NASA_VIDEO.path)) @@ -616,6 +616,8 @@ def test_cuda_decoder(self): duration, torch.tensor(0.0334).double(), atol=0, rtol=1e-3 ) + +class TestAudioOps: @pytest.mark.parametrize( "method", ( @@ -664,19 +666,15 @@ def test_audio_decode_all_samples_with_next(self, asset): @pytest.mark.parametrize( "range", ("begin_to_end", "at_frame_boundaries", "not_at_frame_boundaries") ) - # @pytest.mark.parametrize("asset", (NASA_AUDIO, NASA_AUDIO_MP3)) - @pytest.mark.parametrize("asset", (NASA_AUDIO,)) - def test_audio_get_frames_by_pts_in_range_audio(self, range, asset): + @pytest.mark.parametrize("asset", (NASA_AUDIO, NASA_AUDIO_MP3)) + def test_get_frames_by_pts_in_range_audio(self, range, asset): if range == "begin_to_end": start_seconds, stop_seconds = 0, asset.duration_seconds elif range == "at_frame_boundaries": start_seconds = asset.frames[asset.default_stream_index][10].pts_seconds - # need -1e-5 because the upper bound in open. If we don't do this - # then our test util returns one frame too much. - stop_seconds = ( - asset.frames[asset.default_stream_index][40].pts_seconds - 1e-5 - ) + stop_seconds = asset.frames[asset.default_stream_index][40].pts_seconds else: + assert range == "not_at_frame_boundaries" start_frame_info = asset.frames[asset.default_stream_index][10] stop_frame_info = asset.frames[asset.default_stream_index][40] start_seconds = start_frame_info.pts_seconds + ( @@ -689,11 +687,11 @@ def test_audio_get_frames_by_pts_in_range_audio(self, range, asset): decoder = create_from_file(str(asset.path), seek_mode="approximate") add_audio_stream(decoder) + stop_offset = 0 if range == "at_frame_boundaries" else 1 reference_frames = asset.get_frame_data_by_range( start=asset.get_frame_index(pts_seconds=start_seconds), - stop=asset.get_frame_index(pts_seconds=stop_seconds) + 1, + stop=asset.get_frame_index(pts_seconds=stop_seconds) + stop_offset, ) - reference_frames = torch.cat(reference_frames.unbind(), dim=-1) frames = get_frames_by_pts_in_range_audio( decoder, start_seconds=start_seconds, stop_seconds=stop_seconds @@ -701,8 +699,20 @@ def test_audio_get_frames_by_pts_in_range_audio(self, range, asset): assert_frames_equal(frames, reference_frames) + @pytest.mark.parametrize( + "asset, expected_shape", ((NASA_AUDIO, (2, 1024)), (NASA_AUDIO_MP3, (2, 576))) + ) + def test_decode_epsilon_range(self, asset, expected_shape): + decoder = create_from_file(str(asset.path), seek_mode="approximate") + add_audio_stream(decoder) + + frames = get_frames_by_pts_in_range_audio( + decoder, start_seconds=5, stop_seconds=5 + 1e-5 + ) + assert frames.shape == expected_shape + @pytest.mark.parametrize("asset", (NASA_AUDIO, NASA_AUDIO_MP3)) - def test_audio_seek_and_next(self, asset): + def test_seek_and_next_audio(self, asset): decoder = create_from_file(str(asset.path), seek_mode="approximate") add_audio_stream(decoder) diff --git a/test/utils.py b/test/utils.py index 9d889b056..1a5a833dd 100644 --- a/test/utils.py +++ b/test/utils.py @@ -190,11 +190,7 @@ 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, @@ -261,6 +257,20 @@ 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 @@ -327,6 +337,7 @@ class TestAudio(TestContainerFile): stream_infos: Dict[int, TestAudioStreamInfo] # stream_index -> list of 2D frame tensors of shape (num_channels, num_samples_in_that_frame) + # num_samples_in_that_frame isn't necessarily constant for a given stream. _reference_frames: Dict[int, List[torch.Tensor]] = field(default_factory=dict) # Storing each individual frame is too expensive for audio, because there's @@ -354,19 +365,40 @@ def get_frame_data_by_index( return self._reference_frames[stream_index][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) + def get_frame_index( self, *, pts_seconds: float, stream_index: Optional[int] = None ) -> int: if stream_index is None: stream_index = self.default_stream_index - out = next( - frame_index - for (frame_index, frame_info) in self.frames[stream_index].items() - if frame_info.pts_seconds - <= pts_seconds - < frame_info.pts_seconds + frame_info.duration_seconds - ) - return out + + if pts_seconds <= self.frames[stream_index][0].pts_seconds: + # Special case for e.g. NASA_AUDIO_MP3 whose first frame's pts is + # 0.13~, not 0. + return 0 + try: + return next( + frame_index + for (frame_index, frame_info) in self.frames[stream_index].items() + if frame_info.pts_seconds + <= pts_seconds + < frame_info.pts_seconds + frame_info.duration_seconds + ) + except StopIteration: + return len(self.frames[stream_index]) - 1 @property def sample_rate(self) -> int: From 82bea4ae3a9bdb076fcb03079c53af23fa0ae8f2 Mon Sep 17 00:00:00 2001 From: Nicolas Hug Date: Fri, 7 Mar 2025 18:12:19 +0000 Subject: [PATCH 06/25] Remove old code --- .../decoders/_core/VideoDecoder.cpp | 95 +++---------------- src/torchcodec/decoders/_core/VideoDecoder.h | 5 - 2 files changed, 11 insertions(+), 89 deletions(-) diff --git a/src/torchcodec/decoders/_core/VideoDecoder.cpp b/src/torchcodec/decoders/_core/VideoDecoder.cpp index cda009f9a..6068420c6 100644 --- a/src/torchcodec/decoders/_core/VideoDecoder.cpp +++ b/src/torchcodec/decoders/_core/VideoDecoder.cpp @@ -169,20 +169,6 @@ void VideoDecoder::initializeDecoder() { } containerMetadata_.numVideoStreams++; } else if (avStream->codecpar->codec_type == AVMEDIA_TYPE_AUDIO) { - // TODO-AUDIO Remove this, we shouldn't need it. We should probably write - // a pts-based "getFramesPlayedInRange" from scratch without going back to - // indices. - 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 - // so fps = numFrames * sampleRate / (numSamplesPerFrame * numFrames) - streamMetadata.averageFps = - static_cast(sampleRate) / numSamplesPerFrame; - } containerMetadata_.numAudioStreams++; } @@ -562,20 +548,9 @@ void VideoDecoder::addAudioStream(int streamIndex) { addStream(streamIndex, AVMEDIA_TYPE_AUDIO); auto& streamInfo = streamInfos_[activeStreamIndex_]; - - // TODO-AUDIO - TORCH_CHECK( - streamInfo.codecContext->frame_size > 0, - "No support for audio variable framerate yet."); - auto& streamMetadata = containerMetadata_.allStreamMetadata[activeStreamIndex_]; - // TODO-AUDIO - TORCH_CHECK( - streamMetadata.averageFps.has_value(), - "frame_size or sample_rate aren't known. Cannot decode."); - streamMetadata.sampleRate = static_cast(streamInfo.codecContext->sample_rate); streamMetadata.numChannels = getNumChannels(streamInfo.codecContext); @@ -786,29 +761,18 @@ VideoDecoder::FrameBatchOutput VideoDecoder::getFramesPlayedAt( VideoDecoder::FrameBatchOutput VideoDecoder::getFramesPlayedInRange( double startSeconds, 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; - + validateActiveStream(AVMEDIA_TYPE_VIDEO); + 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 @@ -827,14 +791,11 @@ 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) { - FrameBatchOutput frameBatchOutput = makeFrameBatchOutput(0); - frameBatchOutput.data = maybePermuteOutputTensor(frameBatchOutput.data); + FrameBatchOutput frameBatchOutput(0, videoStreamOptions, streamMetadata); + frameBatchOutput.data = maybePermuteHWC2CHW(frameBatchOutput.data); return frameBatchOutput; } - const auto& streamMetadata = - containerMetadata_.allStreamMetadata[activeStreamIndex_]; - double minSeconds = getMinSeconds(streamMetadata); double maxSeconds = getMaxSeconds(streamMetadata); TORCH_CHECK( @@ -865,14 +826,15 @@ VideoDecoder::FrameBatchOutput VideoDecoder::getFramesPlayedInRange( int64_t stopFrameIndex = secondsToIndexUpperBound(stopSeconds); int64_t numFrames = stopFrameIndex - startFrameIndex; - FrameBatchOutput frameBatchOutput = makeFrameBatchOutput(numFrames); + FrameBatchOutput frameBatchOutput( + numFrames, videoStreamOptions, streamMetadata); for (int64_t i = startFrameIndex, f = 0; i < stopFrameIndex; ++i, ++f) { FrameOutput frameOutput = getFrameAtIndexInternal(i, frameBatchOutput.data[f]); frameBatchOutput.ptsSeconds[f] = frameOutput.ptsSeconds; frameBatchOutput.durationSeconds[f] = frameOutput.durationSeconds; } - frameBatchOutput.data = maybePermuteOutputTensor(frameBatchOutput.data); + frameBatchOutput.data = maybePermuteHWC2CHW(frameBatchOutput.data); return frameBatchOutput; } @@ -1405,41 +1367,6 @@ VideoDecoder::FrameBatchOutput::FrameBatchOutput( height, width, videoStreamOptions.device, numFrames); } -VideoDecoder::FrameBatchOutput::FrameBatchOutput( - int64_t numFrames, - int64_t numChannels, - int64_t numSamples) - : 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) - .layout(torch::kStrided) - .device(torch::kCPU); - 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 { - // TODO-AUDIO - // 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. 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); - } -} - torch::Tensor allocateEmptyHWCTensor( int height, int width, diff --git a/src/torchcodec/decoders/_core/VideoDecoder.h b/src/torchcodec/decoders/_core/VideoDecoder.h index dfee8d220..b2bc46d19 100644 --- a/src/torchcodec/decoders/_core/VideoDecoder.h +++ b/src/torchcodec/decoders/_core/VideoDecoder.h @@ -168,10 +168,6 @@ class VideoDecoder { 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. @@ -492,7 +488,6 @@ class VideoDecoder { bool scannedAllStreams_ = false; // Tracks that we've already been initialized. bool initialized_ = false; - bool alreadyCalledGetFramesPlayedInRange_ = false; }; // -------------------------------------------------------------------------- From ce12f03d1ffb3997ee37aed0a7cf92ba83850382 Mon Sep 17 00:00:00 2001 From: Nicolas Hug Date: Sat, 8 Mar 2025 13:07:55 +0000 Subject: [PATCH 07/25] More validation, more tests --- .../decoders/_core/VideoDecoder.cpp | 53 ++++++++++--------- src/torchcodec/decoders/_core/VideoDecoder.h | 2 +- test/decoders/test_ops.py | 27 +++++++++- 3 files changed, 54 insertions(+), 28 deletions(-) diff --git a/src/torchcodec/decoders/_core/VideoDecoder.cpp b/src/torchcodec/decoders/_core/VideoDecoder.cpp index 6068420c6..ad8338e0c 100644 --- a/src/torchcodec/decoders/_core/VideoDecoder.cpp +++ b/src/torchcodec/decoders/_core/VideoDecoder.cpp @@ -842,16 +842,24 @@ VideoDecoder::FrameBatchOutput VideoDecoder::getFramesPlayedInRange( torch::Tensor VideoDecoder::getFramesPlayedInRangeAudio( double startSeconds, double stopSeconds) { + TORCH_CHECK( + startSeconds <= stopSeconds, + "Start seconds (" + std::to_string(startSeconds) + + ") must be less than or equal to stop seconds (" + + std::to_string(stopSeconds) + "."); + validateActiveStream(AVMEDIA_TYPE_AUDIO); StreamInfo& streamInfo = streamInfos_[activeStreamIndex_]; - double frameStartTime = - ptsToSeconds(streamInfo.lastDecodedAvFramePts, streamInfo.timeBase); - double frameEndTime = ptsToSeconds( - streamInfo.lastDecodedAvFramePts + streamInfo.lastDecodedAvFrameDuration, - streamInfo.timeBase); - TORCH_CHECK(startSeconds > frameEndTime, "OSKOOOOOUUUUUUURRRRRR"); + auto lastDecodedFrameIsPlayedAtStopSeconds = + [this, &streamInfo, stopSeconds]() { + auto stopPts = secondsToClosestPts(stopSeconds, streamInfo.timeBase); + return ( + streamInfo.lastDecodedAvFramePts <= stopPts and + stopPts <= streamInfo.lastDecodedAvFramePts + + streamInfo.lastDecodedAvFrameDuration); + }; setCursorPtsInSeconds(startSeconds); @@ -860,26 +868,19 @@ torch::Tensor VideoDecoder::getFramesPlayedInRangeAudio( // sample rate, so in theory we know the number of output samples. std::vector tensors; - while (true) { - AVFrameStream avFrameStream = decodeAVFrame([this](AVFrame* avFrame) { - StreamInfo& activeStreamInfo = streamInfos_[activeStreamIndex_]; - return (avFrame->pts >= activeStreamInfo.discardFramesBeforePts) || - (avFrame->pts < activeStreamInfo.discardFramesBeforePts && - activeStreamInfo.discardFramesBeforePts < - avFrame->pts + avFrame->duration); - }); - auto frameOutput = convertAVFrameToFrameOutput(avFrameStream); - tensors.push_back(frameOutput.data); - - double lastFrameStartPts = - ptsToSeconds(streamInfo.lastDecodedAvFramePts, streamInfo.timeBase); - double lastFrameEndPts = ptsToSeconds( - streamInfo.lastDecodedAvFramePts + - streamInfo.lastDecodedAvFrameDuration, - streamInfo.timeBase); - - if (lastFrameStartPts <= stopSeconds and stopSeconds <= lastFrameEndPts) { - break; + bool reachedEOF = false; + while (!lastDecodedFrameIsPlayedAtStopSeconds() && !reachedEOF) { + try { + AVFrameStream avFrameStream = + decodeAVFrame([&streamInfo](AVFrame* avFrame) { + return ( + streamInfo.discardFramesBeforePts < + avFrame->pts + getDuration(avFrame)); + }); + auto frameOutput = convertAVFrameToFrameOutput(avFrameStream); + tensors.push_back(frameOutput.data); + } catch (const EndOfFileException& e) { + reachedEOF = true; } } return torch::cat(tensors, 1); diff --git a/src/torchcodec/decoders/_core/VideoDecoder.h b/src/torchcodec/decoders/_core/VideoDecoder.h index b2bc46d19..537964f8a 100644 --- a/src/torchcodec/decoders/_core/VideoDecoder.h +++ b/src/torchcodec/decoders/_core/VideoDecoder.h @@ -339,7 +339,7 @@ class VideoDecoder { // The current position of the cursor in the stream, and associated frame // duration. int64_t lastDecodedAvFramePts = 0; - int64_t lastDecodedAvFrameDuration = -1; + 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 diff --git a/test/decoders/test_ops.py b/test/decoders/test_ops.py index 062617d51..d07cf52c5 100644 --- a/test/decoders/test_ops.py +++ b/test/decoders/test_ops.py @@ -664,12 +664,20 @@ def test_audio_decode_all_samples_with_next(self, asset): assert_frames_equal(all_frames, reference_frames) @pytest.mark.parametrize( - "range", ("begin_to_end", "at_frame_boundaries", "not_at_frame_boundaries") + "range", + ( + "begin_to_end", + "begin_to_beyond_end", + "at_frame_boundaries", + "not_at_frame_boundaries", + ), ) @pytest.mark.parametrize("asset", (NASA_AUDIO, NASA_AUDIO_MP3)) def test_get_frames_by_pts_in_range_audio(self, range, asset): if range == "begin_to_end": start_seconds, stop_seconds = 0, asset.duration_seconds + elif range == "begin_to_beyond_end": + start_seconds, stop_seconds = 0, asset.duration_seconds + 10 elif range == "at_frame_boundaries": start_seconds = asset.frames[asset.default_stream_index][10].pts_seconds stop_seconds = asset.frames[asset.default_stream_index][40].pts_seconds @@ -687,6 +695,9 @@ def test_get_frames_by_pts_in_range_audio(self, range, asset): decoder = create_from_file(str(asset.path), seek_mode="approximate") add_audio_stream(decoder) + # stop_offset logic: if stop_seconds is at a frame boundary i.e. when a + # frame starts, then that frame should *not* be included in the output. + # Otherwise, it should be part of it, hence why we add 1 to `stop=`. stop_offset = 0 if range == "at_frame_boundaries" else 1 reference_frames = asset.get_frame_data_by_range( start=asset.get_frame_index(pts_seconds=start_seconds), @@ -711,6 +722,20 @@ def test_decode_epsilon_range(self, asset, expected_shape): ) assert frames.shape == expected_shape + @pytest.mark.parametrize( + "asset, expected_shape", ((NASA_AUDIO, (2, 1024)), (NASA_AUDIO_MP3, (2, 576))) + ) + def test_decode_just_one_frame_at_boundaries(self, asset, expected_shape): + decoder = create_from_file(str(asset.path), seek_mode="approximate") + add_audio_stream(decoder) + + start_seconds = asset.frames[asset.default_stream_index][10].pts_seconds + stop_seconds = asset.frames[asset.default_stream_index][11].pts_seconds + frames = get_frames_by_pts_in_range_audio( + decoder, start_seconds=start_seconds, stop_seconds=stop_seconds + ) + assert frames.shape == expected_shape + @pytest.mark.parametrize("asset", (NASA_AUDIO, NASA_AUDIO_MP3)) def test_seek_and_next_audio(self, asset): decoder = create_from_file(str(asset.path), seek_mode="approximate") From 59b0d15515a2bd83761bdb0a9e85eafa29b6b178 Mon Sep 17 00:00:00 2001 From: Nicolas Hug Date: Sat, 8 Mar 2025 16:11:14 +0000 Subject: [PATCH 08/25] remove next() support --- .../decoders/_core/VideoDecoder.cpp | 18 +----- src/torchcodec/decoders/_core/VideoDecoder.h | 1 - .../decoders/_core/VideoDecoderOps.cpp | 6 -- test/decoders/test_ops.py | 60 +------------------ 4 files changed, 4 insertions(+), 81 deletions(-) diff --git a/src/torchcodec/decoders/_core/VideoDecoder.cpp b/src/torchcodec/decoders/_core/VideoDecoder.cpp index ad8338e0c..87e6a4b4c 100644 --- a/src/torchcodec/decoders/_core/VideoDecoder.cpp +++ b/src/torchcodec/decoders/_core/VideoDecoder.cpp @@ -550,7 +550,6 @@ void VideoDecoder::addAudioStream(int streamIndex) { auto& streamInfo = streamInfos_[activeStreamIndex_]; auto& streamMetadata = containerMetadata_.allStreamMetadata[activeStreamIndex_]; - streamMetadata.sampleRate = static_cast(streamInfo.codecContext->sample_rate); streamMetadata.numChannels = getNumChannels(streamInfo.codecContext); @@ -562,12 +561,13 @@ void VideoDecoder::addAudioStream(int streamIndex) { VideoDecoder::FrameOutput VideoDecoder::getNextFrame() { auto output = getNextFrameInternal(); - output.data = maybePermuteOutputTensor(output.data); + output.data = maybePermuteHWC2CHW(output.data); return output; } VideoDecoder::FrameOutput VideoDecoder::getNextFrameInternal( std::optional preAllocatedOutputTensor) { + validateActiveStream(AVMEDIA_TYPE_VIDEO); AVFrameStream avFrameStream = decodeAVFrame([this](AVFrame* avFrame) { StreamInfo& activeStreamInfo = streamInfos_[activeStreamIndex_]; return avFrame->pts >= activeStreamInfo.discardFramesBeforePts; @@ -576,7 +576,6 @@ VideoDecoder::FrameOutput VideoDecoder::getNextFrameInternal( } VideoDecoder::FrameOutput VideoDecoder::getFrameAtIndex(int64_t frameIndex) { - validateActiveStream(AVMEDIA_TYPE_VIDEO); auto frameOutput = getFrameAtIndexInternal(frameIndex); frameOutput.data = maybePermuteHWC2CHW(frameOutput.data); return frameOutput; @@ -585,7 +584,7 @@ VideoDecoder::FrameOutput VideoDecoder::getFrameAtIndex(int64_t frameIndex) { VideoDecoder::FrameOutput VideoDecoder::getFrameAtIndexInternal( int64_t frameIndex, std::optional preAllocatedOutputTensor) { - validateActiveStream(); + validateActiveStream(AVMEDIA_TYPE_VIDEO); const auto& streamInfo = streamInfos_[activeStreamIndex_]; const auto& streamMetadata = @@ -1389,17 +1388,6 @@ 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. diff --git a/src/torchcodec/decoders/_core/VideoDecoder.h b/src/torchcodec/decoders/_core/VideoDecoder.h index 537964f8a..fe29a44c7 100644 --- a/src/torchcodec/decoders/_core/VideoDecoder.h +++ b/src/torchcodec/decoders/_core/VideoDecoder.h @@ -376,7 +376,6 @@ class VideoDecoder { FrameOutput getNextFrameInternal( std::optional preAllocatedOutputTensor = std::nullopt); - torch::Tensor maybePermuteOutputTensor(torch::Tensor& outputTensor); torch::Tensor maybePermuteHWC2CHW(torch::Tensor& hwcTensor); FrameOutput convertAVFrameToFrameOutput( diff --git a/src/torchcodec/decoders/_core/VideoDecoderOps.cpp b/src/torchcodec/decoders/_core/VideoDecoderOps.cpp index 8fd53b2ff..64c52ea67 100644 --- a/src/torchcodec/decoders/_core/VideoDecoderOps.cpp +++ b/src/torchcodec/decoders/_core/VideoDecoderOps.cpp @@ -234,12 +234,6 @@ void add_audio_stream( } void seek_to_pts(at::Tensor& decoder, double seconds) { - // TODO-AUDIO 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_ops.py b/test/decoders/test_ops.py index d07cf52c5..411f79e26 100644 --- a/test/decoders/test_ops.py +++ b/test/decoders/test_ops.py @@ -626,6 +626,7 @@ class TestAudioOps: 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]), + partial(get_next_frame), ), ) def test_audio_bad_method(self, method): @@ -641,28 +642,6 @@ def test_audio_bad_seek_mode(self): ): add_audio_stream(decoder) - @pytest.mark.parametrize("asset", (NASA_AUDIO, NASA_AUDIO_MP3)) - def test_audio_decode_all_samples_with_next(self, asset): - decoder = create_from_file(str(asset.path), seek_mode="approximate") - add_audio_stream(decoder) - - reference_frames = [ - asset.get_frame_data_by_index(i) for i in range(asset.num_frames) - ] - - reference_frames = torch.cat(reference_frames, dim=-1) - - all_frames = [] - while True: - try: - frame, *_ = get_next_frame(decoder) - all_frames.append(frame) - except IndexError: - break - all_frames = torch.cat(all_frames, dim=-1) - - assert_frames_equal(all_frames, reference_frames) - @pytest.mark.parametrize( "range", ( @@ -736,43 +715,6 @@ def test_decode_just_one_frame_at_boundaries(self, asset, expected_shape): ) assert frames.shape == expected_shape - @pytest.mark.parametrize("asset", (NASA_AUDIO, NASA_AUDIO_MP3)) - def test_seek_and_next_audio(self, asset): - decoder = create_from_file(str(asset.path), seek_mode="approximate") - add_audio_stream(decoder) - - pts = 2 - # Need +1 because we're not at frames boundaries - reference_frame = asset.get_frame_data_by_index( - asset.get_frame_index(pts_seconds=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 = asset.get_frame_data_by_index( - asset.get_frame_index(pts_seconds=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 = asset.get_frame_data_by_index( - asset.get_frame_index(pts_seconds=prev_pts) + 2 - ) - assert_frames_equal(frame, reference_frame) - if __name__ == "__main__": pytest.main() From f4bed2324fd16c37001ba15b6aab14fb847c738c Mon Sep 17 00:00:00 2001 From: Nicolas Hug Date: Sat, 8 Mar 2025 16:15:34 +0000 Subject: [PATCH 09/25] Rename --- src/torchcodec/decoders/_core/{video_decoder_ops.py => ops.py} | 0 1 file changed, 0 insertions(+), 0 deletions(-) rename src/torchcodec/decoders/_core/{video_decoder_ops.py => ops.py} (100%) diff --git a/src/torchcodec/decoders/_core/video_decoder_ops.py b/src/torchcodec/decoders/_core/ops.py similarity index 100% rename from src/torchcodec/decoders/_core/video_decoder_ops.py rename to src/torchcodec/decoders/_core/ops.py From fe04cd2eacb225664e9623b4b3d45f4b5940e8f8 Mon Sep 17 00:00:00 2001 From: Nicolas Hug Date: Sat, 8 Mar 2025 16:31:54 +0000 Subject: [PATCH 10/25] Add support for None stop_seconds --- .../decoders/_core/VideoDecoder.cpp | 5 +++- src/torchcodec/decoders/_core/VideoDecoder.h | 2 +- .../decoders/_core/VideoDecoderOps.cpp | 7 +++-- .../decoders/_core/VideoDecoderOps.h | 2 +- src/torchcodec/decoders/_core/__init__.py | 2 +- src/torchcodec/decoders/_core/_metadata.py | 2 +- src/torchcodec/decoders/_core/ops.py | 2 +- test/decoders/test_ops.py | 26 ++++++++++++------- 8 files changed, 29 insertions(+), 19 deletions(-) diff --git a/src/torchcodec/decoders/_core/VideoDecoder.cpp b/src/torchcodec/decoders/_core/VideoDecoder.cpp index 87e6a4b4c..18b9a7592 100644 --- a/src/torchcodec/decoders/_core/VideoDecoder.cpp +++ b/src/torchcodec/decoders/_core/VideoDecoder.cpp @@ -8,6 +8,7 @@ #include #include #include +#include #include #include #include @@ -840,7 +841,9 @@ VideoDecoder::FrameBatchOutput VideoDecoder::getFramesPlayedInRange( torch::Tensor VideoDecoder::getFramesPlayedInRangeAudio( double startSeconds, - double stopSeconds) { + std::optional _stopSeconds) { + auto stopSeconds = _stopSeconds.value_or(std::numeric_limits::max()); + TORCH_CHECK( startSeconds <= stopSeconds, "Start seconds (" + std::to_string(startSeconds) + diff --git a/src/torchcodec/decoders/_core/VideoDecoder.h b/src/torchcodec/decoders/_core/VideoDecoder.h index fe29a44c7..c15fd172d 100644 --- a/src/torchcodec/decoders/_core/VideoDecoder.h +++ b/src/torchcodec/decoders/_core/VideoDecoder.h @@ -223,7 +223,7 @@ class VideoDecoder { torch::Tensor getFramesPlayedInRangeAudio( double startSeconds, - double stopSeconds); + std::optional _stopSeconds = std::nullopt); class EndOfFileException : public std::runtime_error { public: diff --git a/src/torchcodec/decoders/_core/VideoDecoderOps.cpp b/src/torchcodec/decoders/_core/VideoDecoderOps.cpp index 64c52ea67..471bc8a4f 100644 --- a/src/torchcodec/decoders/_core/VideoDecoderOps.cpp +++ b/src/torchcodec/decoders/_core/VideoDecoderOps.cpp @@ -25,8 +25,7 @@ namespace facebook::torchcodec { // https://github.com/pytorch/pytorch/tree/main/aten/src/ATen/native#readme TORCH_LIBRARY(torchcodec_ns, m) { m.impl_abstract_pystub( - "torchcodec.decoders._core.video_decoder_ops", - "//pytorch/torchcodec:torchcodec"); + "torchcodec.decoders._core.ops", "//pytorch/torchcodec:torchcodec"); m.def("create_from_file(str filename, str? seek_mode=None) -> Tensor"); m.def( "create_from_tensor(Tensor video_tensor, str? seek_mode=None) -> Tensor"); @@ -49,7 +48,7 @@ TORCH_LIBRARY(torchcodec_ns, m) { m.def( "get_frames_by_pts_in_range(Tensor(a!) decoder, *, float start_seconds, float stop_seconds) -> (Tensor, Tensor, Tensor)"); m.def( - "get_frames_by_pts_in_range_audio(Tensor(a!) decoder, *, float start_seconds, float stop_seconds) -> Tensor"); + "get_frames_by_pts_in_range_audio(Tensor(a!) decoder, *, float start_seconds, float? stop_seconds) -> Tensor"); m.def( "get_frames_by_pts(Tensor(a!) decoder, *, float[] timestamps) -> (Tensor, Tensor, Tensor)"); m.def("_get_key_frame_indices(Tensor(a!) decoder) -> Tensor"); @@ -308,7 +307,7 @@ OpsFrameBatchOutput get_frames_by_pts_in_range( torch::Tensor get_frames_by_pts_in_range_audio( at::Tensor& decoder, double start_seconds, - double stop_seconds) { + std::optional stop_seconds) { auto videoDecoder = unwrapTensorToGetDecoder(decoder); return videoDecoder->getFramesPlayedInRangeAudio(start_seconds, stop_seconds); } diff --git a/src/torchcodec/decoders/_core/VideoDecoderOps.h b/src/torchcodec/decoders/_core/VideoDecoderOps.h index 5bcc6d2ec..fbc4d1da2 100644 --- a/src/torchcodec/decoders/_core/VideoDecoderOps.h +++ b/src/torchcodec/decoders/_core/VideoDecoderOps.h @@ -122,7 +122,7 @@ OpsFrameBatchOutput get_frames_by_pts_in_range( torch::Tensor get_frames_by_pts_in_range_audio( at::Tensor& decoder, double start_seconds, - double stop_seconds); + std::optional stop_seconds = std::nullopt); // For testing only. We need to implement this operation as a core library // function because what we're testing is round-tripping pts values as diff --git a/src/torchcodec/decoders/_core/__init__.py b/src/torchcodec/decoders/_core/__init__.py index 44109265c..490e3d834 100644 --- a/src/torchcodec/decoders/_core/__init__.py +++ b/src/torchcodec/decoders/_core/__init__.py @@ -12,7 +12,7 @@ get_container_metadata_from_header, VideoStreamMetadata, ) -from .video_decoder_ops import ( +from .ops import ( _add_video_stream, _get_key_frame_indices, _test_frame_pts_equality, diff --git a/src/torchcodec/decoders/_core/_metadata.py b/src/torchcodec/decoders/_core/_metadata.py index ff48b72a4..fcfddecc9 100644 --- a/src/torchcodec/decoders/_core/_metadata.py +++ b/src/torchcodec/decoders/_core/_metadata.py @@ -12,7 +12,7 @@ import torch -from torchcodec.decoders._core.video_decoder_ops import ( +from torchcodec.decoders._core.ops import ( _get_container_json_metadata, _get_stream_json_metadata, create_from_file, diff --git a/src/torchcodec/decoders/_core/ops.py b/src/torchcodec/decoders/_core/ops.py index 795510da6..74796a172 100644 --- a/src/torchcodec/decoders/_core/ops.py +++ b/src/torchcodec/decoders/_core/ops.py @@ -270,7 +270,7 @@ def get_frames_by_pts_in_range_audio_abstract( decoder: torch.Tensor, *, start_seconds: float, - stop_seconds: float, + stop_seconds: Optional[float] = None, ) -> torch.Tensor: image_size = [get_ctx().new_dynamic_size() for _ in range(4)] return torch.empty(image_size) diff --git a/test/decoders/test_ops.py b/test/decoders/test_ops.py index 411f79e26..fa1a2a4a8 100644 --- a/test/decoders/test_ops.py +++ b/test/decoders/test_ops.py @@ -646,6 +646,7 @@ def test_audio_bad_seek_mode(self): "range", ( "begin_to_end", + "begin_to_None", "begin_to_beyond_end", "at_frame_boundaries", "not_at_frame_boundaries", @@ -655,6 +656,8 @@ def test_audio_bad_seek_mode(self): def test_get_frames_by_pts_in_range_audio(self, range, asset): if range == "begin_to_end": start_seconds, stop_seconds = 0, asset.duration_seconds + elif range == "begin_to_None": + start_seconds, stop_seconds = 0, None elif range == "begin_to_beyond_end": start_seconds, stop_seconds = 0, asset.duration_seconds + 10 elif range == "at_frame_boundaries": @@ -671,18 +674,23 @@ def test_get_frames_by_pts_in_range_audio(self, range, asset): stop_frame_info.duration_seconds / 2 ) - decoder = create_from_file(str(asset.path), seek_mode="approximate") - add_audio_stream(decoder) - - # stop_offset logic: if stop_seconds is at a frame boundary i.e. when a - # frame starts, then that frame should *not* be included in the output. - # Otherwise, it should be part of it, hence why we add 1 to `stop=`. - stop_offset = 0 if range == "at_frame_boundaries" else 1 + ref_start_index = asset.get_frame_index(pts_seconds=start_seconds) + if range == "begin_to_None": + ref_stop_index = ( + asset.get_frame_index(pts_seconds=asset.duration_seconds) + 1 + ) + elif range == "at_frame_boundaries": + ref_stop_index = asset.get_frame_index(pts_seconds=stop_seconds) + else: + ref_stop_index = asset.get_frame_index(pts_seconds=stop_seconds) + 1 reference_frames = asset.get_frame_data_by_range( - start=asset.get_frame_index(pts_seconds=start_seconds), - stop=asset.get_frame_index(pts_seconds=stop_seconds) + stop_offset, + start=ref_start_index, + stop=ref_stop_index, ) + decoder = create_from_file(str(asset.path), seek_mode="approximate") + add_audio_stream(decoder) + frames = get_frames_by_pts_in_range_audio( decoder, start_seconds=start_seconds, stop_seconds=stop_seconds ) From 98fee85867780266c4d90bbf2df54d0eddee0acb Mon Sep 17 00:00:00 2001 From: Nicolas Hug Date: Sat, 8 Mar 2025 16:39:40 +0000 Subject: [PATCH 11/25] Remove pre-alloc logic --- src/torchcodec/decoders/_core/VideoDecoder.cpp | 12 +++++------- 1 file changed, 5 insertions(+), 7 deletions(-) diff --git a/src/torchcodec/decoders/_core/VideoDecoder.cpp b/src/torchcodec/decoders/_core/VideoDecoder.cpp index 18b9a7592..b9e714cac 100644 --- a/src/torchcodec/decoders/_core/VideoDecoder.cpp +++ b/src/torchcodec/decoders/_core/VideoDecoder.cpp @@ -1316,17 +1316,15 @@ void VideoDecoder::convertAudioAVFrameToFrameOutputOnCPU( VideoDecoder::AVFrameStream& avFrameStream, FrameOutput& frameOutput, std::optional preAllocatedOutputTensor) { + TORCH_CHECK( + !preAllocatedOutputTensor.has_value(), + "pre-allocated audio tensor not supported yet."); + const AVFrame* avFrame = avFrameStream.avFrame.get(); auto numSamples = avFrame->nb_samples; // per channel auto numChannels = getNumChannels(avFrame); - - torch::Tensor outputData; - if (preAllocatedOutputTensor.has_value()) { - outputData = preAllocatedOutputTensor.value(); - } else { - outputData = torch::empty({numChannels, numSamples}, torch::kFloat32); - } + torch::Tensor outputData = torch::empty({numChannels, numSamples}, torch::kFloat32); AVSampleFormat format = static_cast(avFrame->format); // TODO-AUDIO Implement all formats. From d2357fe0f67e1944e1f6b67a6c41693afcf7021d Mon Sep 17 00:00:00 2001 From: Nicolas Hug Date: Sat, 8 Mar 2025 16:57:39 +0000 Subject: [PATCH 12/25] Add test --- .../decoders/_core/VideoDecoder.cpp | 3 +- test/decoders/test_ops.py | 42 ++++++++++++++++++- test/utils.py | 18 ++------ 3 files changed, 46 insertions(+), 17 deletions(-) diff --git a/src/torchcodec/decoders/_core/VideoDecoder.cpp b/src/torchcodec/decoders/_core/VideoDecoder.cpp index b9e714cac..6d54405fc 100644 --- a/src/torchcodec/decoders/_core/VideoDecoder.cpp +++ b/src/torchcodec/decoders/_core/VideoDecoder.cpp @@ -1324,7 +1324,8 @@ void VideoDecoder::convertAudioAVFrameToFrameOutputOnCPU( auto numSamples = avFrame->nb_samples; // per channel auto numChannels = getNumChannels(avFrame); - torch::Tensor outputData = torch::empty({numChannels, numSamples}, torch::kFloat32); + torch::Tensor outputData = + torch::empty({numChannels, numSamples}, torch::kFloat32); AVSampleFormat format = static_cast(avFrame->format); // TODO-AUDIO Implement all formats. diff --git a/test/decoders/test_ops.py b/test/decoders/test_ops.py index fa1a2a4a8..fb045873e 100644 --- a/test/decoders/test_ops.py +++ b/test/decoders/test_ops.py @@ -695,7 +695,7 @@ def test_get_frames_by_pts_in_range_audio(self, range, asset): decoder, start_seconds=start_seconds, stop_seconds=stop_seconds ) - assert_frames_equal(frames, reference_frames) + torch.testing.assert_close(frames, reference_frames) @pytest.mark.parametrize( "asset, expected_shape", ((NASA_AUDIO, (2, 1024)), (NASA_AUDIO_MP3, (2, 576))) @@ -723,6 +723,46 @@ def test_decode_just_one_frame_at_boundaries(self, asset, expected_shape): ) assert frames.shape == expected_shape + @pytest.mark.parametrize("asset", (NASA_AUDIO, NASA_AUDIO_MP3)) + def test_multiple_calls(self, asset): + + def decode_stateless(start_seconds, stop_seconds): + decoder = create_from_file(str(asset.path), seek_mode="approximate") + add_audio_stream(decoder) + + return get_frames_by_pts_in_range_audio( + decoder, start_seconds=start_seconds, stop_seconds=stop_seconds + ) + + decoder = create_from_file(str(asset.path), seek_mode="approximate") + add_audio_stream(decoder) + + start_seconds, stop_seconds = 0, 2 + frames = get_frames_by_pts_in_range_audio( + decoder, start_seconds=start_seconds, stop_seconds=stop_seconds + ) + torch.testing.assert_close( + frames, decode_stateless(start_seconds, stop_seconds) + ) + + start_seconds, stop_seconds = 3, 4 + frames = get_frames_by_pts_in_range_audio( + decoder, start_seconds=start_seconds, stop_seconds=stop_seconds + ) + torch.testing.assert_close( + frames, decode_stateless(start_seconds, stop_seconds) + ) + + # TODO-AUDIO + start_seconds, stop_seconds = 0, 2 + frames = get_frames_by_pts_in_range_audio( + decoder, start_seconds=start_seconds, stop_seconds=stop_seconds + ) + with pytest.raises(AssertionError): + torch.testing.assert_close( + frames, decode_stateless(start_seconds, stop_seconds) + ) + if __name__ == "__main__": pytest.main() diff --git a/test/utils.py b/test/utils.py index 1a5a833dd..4568cb0d2 100644 --- a/test/utils.py +++ b/test/utils.py @@ -26,17 +26,8 @@ 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 returning uint8 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) +def get_ffmpeg_major_version(): + return int(get_ffmpeg_library_versions()["ffmpeg_version"].split(".")[0]) # For use with decoded data frames. On CPU Linux, we expect exact, bit-for-bit @@ -44,7 +35,7 @@ def assert_audio_frames_equal(*args, **kwargs): # 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_video_frames_equal(*args, **kwargs): +def assert_frames_equal(*args, **kwargs): if sys.platform == "linux": if args[0].device.type == "cuda": atol = 2 @@ -82,9 +73,6 @@ def assert_tensor_close_on_at_least(actual_tensor, ref_tensor, *, percentage, at ) -def get_ffmpeg_major_version(): - return int(get_ffmpeg_library_versions()["ffmpeg_version"].split(".")[0]) - def in_fbcode() -> bool: return os.environ.get("IN_FBCODE_TORCHCODEC") == "1" From f3b56f813d9a496fcecad5cc6e8970731d8a809c Mon Sep 17 00:00:00 2001 From: Nicolas Hug Date: Sat, 8 Mar 2025 18:08:40 +0000 Subject: [PATCH 13/25] Add proper error when backward seek is neede --- .../decoders/_core/VideoDecoder.cpp | 29 ++++++++---- test/decoders/test_ops.py | 46 +++++++++++++++++-- test/utils.py | 1 - 3 files changed, 61 insertions(+), 15 deletions(-) diff --git a/src/torchcodec/decoders/_core/VideoDecoder.cpp b/src/torchcodec/decoders/_core/VideoDecoder.cpp index 6d54405fc..ea18b78d5 100644 --- a/src/torchcodec/decoders/_core/VideoDecoder.cpp +++ b/src/torchcodec/decoders/_core/VideoDecoder.cpp @@ -854,14 +854,25 @@ torch::Tensor VideoDecoder::getFramesPlayedInRangeAudio( StreamInfo& streamInfo = streamInfos_[activeStreamIndex_]; - auto lastDecodedFrameIsPlayedAtStopSeconds = - [this, &streamInfo, stopSeconds]() { - auto stopPts = secondsToClosestPts(stopSeconds, streamInfo.timeBase); - return ( - streamInfo.lastDecodedAvFramePts <= stopPts and - stopPts <= streamInfo.lastDecodedAvFramePts + - streamInfo.lastDecodedAvFrameDuration); - }; + auto lastDecodedFrameIsPlayedAt = [this, &streamInfo](double seconds) { + auto pts = secondsToClosestPts(seconds, streamInfo.timeBase); + return ( + streamInfo.lastDecodedAvFramePts <= pts and + pts <= streamInfo.lastDecodedAvFramePts + + streamInfo.lastDecodedAvFrameDuration); + }; + + // TODO-AUDIO This essentially enforce that we don't need to seek (backwards). + // We should remove it and seek back to the stream's beginning when needed. + // See test_multiple_calls + TORCH_CHECK( + (streamInfo.lastDecodedAvFramePts == 0 && + streamInfo.lastDecodedAvFrameDuration == 0) || + (streamInfo.lastDecodedAvFramePts + + streamInfo.lastDecodedAvFrameDuration <= + secondsToClosestPts(startSeconds, streamInfo.timeBase)) || + !lastDecodedFrameIsPlayedAt(startSeconds), + "The previous call's stop_seconds is larger than the current calls's start_seconds (roughly)"); setCursorPtsInSeconds(startSeconds); @@ -871,7 +882,7 @@ torch::Tensor VideoDecoder::getFramesPlayedInRangeAudio( std::vector tensors; bool reachedEOF = false; - while (!lastDecodedFrameIsPlayedAtStopSeconds() && !reachedEOF) { + while (!lastDecodedFrameIsPlayedAt(stopSeconds) && !reachedEOF) { try { AVFrameStream avFrameStream = decodeAVFrame([&streamInfo](AVFrame* avFrame) { diff --git a/test/decoders/test_ops.py b/test/decoders/test_ops.py index fb045873e..4090a156e 100644 --- a/test/decoders/test_ops.py +++ b/test/decoders/test_ops.py @@ -725,8 +725,13 @@ def test_decode_just_one_frame_at_boundaries(self, asset, expected_shape): @pytest.mark.parametrize("asset", (NASA_AUDIO, NASA_AUDIO_MP3)) def test_multiple_calls(self, asset): + # Ensure that multiple calls are OK as long as we're decoding + # "sequentially", i.e. we don't require a backwards seek. + # And ensure a proper error is raised in such case. + # TODO-AUDIO We shouldn't error, we should just implement the seeking + # back to the beginning of the stream. - def decode_stateless(start_seconds, stop_seconds): + def get_reference_frames(start_seconds, stop_seconds): decoder = create_from_file(str(asset.path), seek_mode="approximate") add_audio_stream(decoder) @@ -742,7 +747,7 @@ def decode_stateless(start_seconds, stop_seconds): decoder, start_seconds=start_seconds, stop_seconds=stop_seconds ) torch.testing.assert_close( - frames, decode_stateless(start_seconds, stop_seconds) + frames, get_reference_frames(start_seconds, stop_seconds) ) start_seconds, stop_seconds = 3, 4 @@ -750,17 +755,48 @@ def decode_stateless(start_seconds, stop_seconds): decoder, start_seconds=start_seconds, stop_seconds=stop_seconds ) torch.testing.assert_close( - frames, decode_stateless(start_seconds, stop_seconds) + frames, get_reference_frames(start_seconds, stop_seconds) ) - # TODO-AUDIO + # Starting at the frame immediately after the previous one is OK + index_of_frame_at_4 = asset.get_frame_index(pts_seconds=4) + start_seconds, stop_seconds = ( + asset.frames[asset.default_stream_index][ + index_of_frame_at_4 + 1 + ].pts_seconds, + 5, + ) + frames = get_frames_by_pts_in_range_audio( + decoder, start_seconds=start_seconds, stop_seconds=stop_seconds + ) + torch.testing.assert_close( + frames, get_reference_frames(start_seconds, stop_seconds) + ) + + # But starting immediately on the same frame isn't OK + with pytest.raises( + RuntimeError, + match="The previous call's stop_seconds is larger than the current calls's start_seconds", + ): + get_frames_by_pts_in_range_audio( + decoder, start_seconds=stop_seconds, stop_seconds=6 + ) + + with pytest.raises( + RuntimeError, + match="The previous call's stop_seconds is larger than the current calls's start_seconds", + ): + get_frames_by_pts_in_range_audio( + decoder, start_seconds=stop_seconds + 1e-4, stop_seconds=6 + ) + start_seconds, stop_seconds = 0, 2 frames = get_frames_by_pts_in_range_audio( decoder, start_seconds=start_seconds, stop_seconds=stop_seconds ) with pytest.raises(AssertionError): torch.testing.assert_close( - frames, decode_stateless(start_seconds, stop_seconds) + frames, get_reference_frames(start_seconds, stop_seconds) ) diff --git a/test/utils.py b/test/utils.py index 4568cb0d2..b86dfa773 100644 --- a/test/utils.py +++ b/test/utils.py @@ -73,7 +73,6 @@ def assert_tensor_close_on_at_least(actual_tensor, ref_tensor, *, percentage, at ) - def in_fbcode() -> bool: return os.environ.get("IN_FBCODE_TORCHCODEC") == "1" From 5f2800a80c6df0d9d9cc99cfc2a20b6c93450e4d Mon Sep 17 00:00:00 2001 From: Nicolas Hug Date: Sat, 8 Mar 2025 18:13:03 +0000 Subject: [PATCH 14/25] Cleanup --- test/decoders/test_ops.py | 16 +++++++--------- 1 file changed, 7 insertions(+), 9 deletions(-) diff --git a/test/decoders/test_ops.py b/test/decoders/test_ops.py index 4090a156e..21e592d00 100644 --- a/test/decoders/test_ops.py +++ b/test/decoders/test_ops.py @@ -661,12 +661,12 @@ def test_get_frames_by_pts_in_range_audio(self, range, asset): elif range == "begin_to_beyond_end": start_seconds, stop_seconds = 0, asset.duration_seconds + 10 elif range == "at_frame_boundaries": - start_seconds = asset.frames[asset.default_stream_index][10].pts_seconds - stop_seconds = asset.frames[asset.default_stream_index][40].pts_seconds + start_seconds = asset.get_frame_info(idx=10).pts_seconds + stop_seconds = asset.get_frame_info(idx=40).pts_seconds else: assert range == "not_at_frame_boundaries" - start_frame_info = asset.frames[asset.default_stream_index][10] - stop_frame_info = asset.frames[asset.default_stream_index][40] + start_frame_info = asset.get_frame_info(idx=10) + stop_frame_info = asset.get_frame_info(idx=40) start_seconds = start_frame_info.pts_seconds + ( start_frame_info.duration_seconds / 2 ) @@ -716,8 +716,8 @@ def test_decode_just_one_frame_at_boundaries(self, asset, expected_shape): decoder = create_from_file(str(asset.path), seek_mode="approximate") add_audio_stream(decoder) - start_seconds = asset.frames[asset.default_stream_index][10].pts_seconds - stop_seconds = asset.frames[asset.default_stream_index][11].pts_seconds + start_seconds = asset.get_frame_info(idx=10).pts_seconds + stop_seconds = asset.get_frame_info(idx=11).pts_seconds frames = get_frames_by_pts_in_range_audio( decoder, start_seconds=start_seconds, stop_seconds=stop_seconds ) @@ -761,9 +761,7 @@ def get_reference_frames(start_seconds, stop_seconds): # Starting at the frame immediately after the previous one is OK index_of_frame_at_4 = asset.get_frame_index(pts_seconds=4) start_seconds, stop_seconds = ( - asset.frames[asset.default_stream_index][ - index_of_frame_at_4 + 1 - ].pts_seconds, + asset.get_frame_info(idx=index_of_frame_at_4 + 1).pts_seconds, 5, ) frames = get_frames_by_pts_in_range_audio( From 2f020f28e16c7b62a9705fd32036f2fbfaf4ab03 Mon Sep 17 00:00:00 2001 From: Nicolas Hug Date: Sun, 9 Mar 2025 10:34:09 +0000 Subject: [PATCH 15/25] Add TODO --- src/torchcodec/decoders/_core/VideoDecoder.h | 1 + 1 file changed, 1 insertion(+) diff --git a/src/torchcodec/decoders/_core/VideoDecoder.h b/src/torchcodec/decoders/_core/VideoDecoder.h index c15fd172d..0dacbb3f9 100644 --- a/src/torchcodec/decoders/_core/VideoDecoder.h +++ b/src/torchcodec/decoders/_core/VideoDecoder.h @@ -221,6 +221,7 @@ class VideoDecoder { double startSeconds, double stopSeconds); + // TODO-AUDIO: Should accept sampleRate torch::Tensor getFramesPlayedInRangeAudio( double startSeconds, std::optional _stopSeconds = std::nullopt); From 0c11f72d9446505d27a1661a369cc5969a434cbc Mon Sep 17 00:00:00 2001 From: Nicolas Hug Date: Sun, 9 Mar 2025 12:03:41 +0000 Subject: [PATCH 16/25] Put back original compilation flags --- src/torchcodec/decoders/_core/CMakeLists.txt | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/src/torchcodec/decoders/_core/CMakeLists.txt b/src/torchcodec/decoders/_core/CMakeLists.txt index ca8dd16c4..688a249d5 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 -Wextra ${TORCH_CXX_FLAGS}") +set(CMAKE_CXX_FLAGS "${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) From de4facc1590cf2b9c5417bc55eaf95659799f340 Mon Sep 17 00:00:00 2001 From: Nicolas Hug Date: Sun, 9 Mar 2025 12:15:51 +0000 Subject: [PATCH 17/25] Fix --- 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 ea18b78d5..60b0bca66 100644 --- a/src/torchcodec/decoders/_core/VideoDecoder.cpp +++ b/src/torchcodec/decoders/_core/VideoDecoder.cpp @@ -854,7 +854,7 @@ torch::Tensor VideoDecoder::getFramesPlayedInRangeAudio( StreamInfo& streamInfo = streamInfos_[activeStreamIndex_]; - auto lastDecodedFrameIsPlayedAt = [this, &streamInfo](double seconds) { + auto lastDecodedFrameIsPlayedAt = [&streamInfo](double seconds) { auto pts = secondsToClosestPts(seconds, streamInfo.timeBase); return ( streamInfo.lastDecodedAvFramePts <= pts and From b5f2df0dada47ed70f56d1290dd8baf3f1b0f184 Mon Sep 17 00:00:00 2001 From: Nicolas Hug Date: Sun, 9 Mar 2025 13:05:15 +0000 Subject: [PATCH 18/25] nit --- src/torchcodec/decoders/_core/VideoDecoder.cpp | 5 +++-- src/torchcodec/decoders/_core/VideoDecoder.h | 2 +- 2 files changed, 4 insertions(+), 3 deletions(-) diff --git a/src/torchcodec/decoders/_core/VideoDecoder.cpp b/src/torchcodec/decoders/_core/VideoDecoder.cpp index 60b0bca66..07aa58f85 100644 --- a/src/torchcodec/decoders/_core/VideoDecoder.cpp +++ b/src/torchcodec/decoders/_core/VideoDecoder.cpp @@ -841,8 +841,9 @@ VideoDecoder::FrameBatchOutput VideoDecoder::getFramesPlayedInRange( torch::Tensor VideoDecoder::getFramesPlayedInRangeAudio( double startSeconds, - std::optional _stopSeconds) { - auto stopSeconds = _stopSeconds.value_or(std::numeric_limits::max()); + std::optional stopSecondsOptional) { + double stopSeconds = + stopSecondsOptional.value_or(std::numeric_limits::max()); TORCH_CHECK( startSeconds <= stopSeconds, diff --git a/src/torchcodec/decoders/_core/VideoDecoder.h b/src/torchcodec/decoders/_core/VideoDecoder.h index 0dacbb3f9..70c9eb2f4 100644 --- a/src/torchcodec/decoders/_core/VideoDecoder.h +++ b/src/torchcodec/decoders/_core/VideoDecoder.h @@ -224,7 +224,7 @@ class VideoDecoder { // TODO-AUDIO: Should accept sampleRate torch::Tensor getFramesPlayedInRangeAudio( double startSeconds, - std::optional _stopSeconds = std::nullopt); + std::optional stopSecondsOptional = std::nullopt); class EndOfFileException : public std::runtime_error { public: From 09e6f448c483e10d61c205f48e1b2f9078d65080 Mon Sep 17 00:00:00 2001 From: Nicolas Hug Date: Sun, 9 Mar 2025 16:28:36 +0000 Subject: [PATCH 19/25] Oops, fix --- .../decoders/_core/VideoDecoder.cpp | 29 ++++++++++++------- test/decoders/test_ops.py | 17 ++++++----- 2 files changed, 27 insertions(+), 19 deletions(-) diff --git a/src/torchcodec/decoders/_core/VideoDecoder.cpp b/src/torchcodec/decoders/_core/VideoDecoder.cpp index 07aa58f85..0865b2d79 100644 --- a/src/torchcodec/decoders/_core/VideoDecoder.cpp +++ b/src/torchcodec/decoders/_core/VideoDecoder.cpp @@ -855,14 +855,6 @@ torch::Tensor VideoDecoder::getFramesPlayedInRangeAudio( StreamInfo& streamInfo = streamInfos_[activeStreamIndex_]; - auto lastDecodedFrameIsPlayedAt = [&streamInfo](double seconds) { - auto pts = secondsToClosestPts(seconds, streamInfo.timeBase); - return ( - streamInfo.lastDecodedAvFramePts <= pts and - pts <= streamInfo.lastDecodedAvFramePts + - streamInfo.lastDecodedAvFrameDuration); - }; - // TODO-AUDIO This essentially enforce that we don't need to seek (backwards). // We should remove it and seek back to the stream's beginning when needed. // See test_multiple_calls @@ -871,8 +863,7 @@ torch::Tensor VideoDecoder::getFramesPlayedInRangeAudio( streamInfo.lastDecodedAvFrameDuration == 0) || (streamInfo.lastDecodedAvFramePts + streamInfo.lastDecodedAvFrameDuration <= - secondsToClosestPts(startSeconds, streamInfo.timeBase)) || - !lastDecodedFrameIsPlayedAt(startSeconds), + secondsToClosestPts(startSeconds, streamInfo.timeBase)), "The previous call's stop_seconds is larger than the current calls's start_seconds (roughly)"); setCursorPtsInSeconds(startSeconds); @@ -883,7 +874,23 @@ torch::Tensor VideoDecoder::getFramesPlayedInRangeAudio( std::vector tensors; bool reachedEOF = false; - while (!lastDecodedFrameIsPlayedAt(stopSeconds) && !reachedEOF) { + auto shouldStopDecoding = [&streamInfo, stopSeconds, &reachedEOF]() { + if (reachedEOF) { + return true; + } + // Return true iff stopSeconds is in [begin, end] of the last decoded frame. + // We use [begin, end] and not [begin, end), which may seem counter + // intuitive, but this actually ensures that stopSeconds is an open upper + // bound, i.e. a frame that starts on stopSeconds won't be part of the + // output. + auto pts = secondsToClosestPts(stopSeconds, streamInfo.timeBase); + auto lastDecodedAvFrameEnd = streamInfo.lastDecodedAvFramePts + + streamInfo.lastDecodedAvFrameDuration; + return (streamInfo.lastDecodedAvFramePts) <= pts && + (pts <= lastDecodedAvFrameEnd); + }; + + while (!shouldStopDecoding()) { try { AVFrameStream avFrameStream = decodeAVFrame([&streamInfo](AVFrame* avFrame) { diff --git a/test/decoders/test_ops.py b/test/decoders/test_ops.py index 21e592d00..ef368240b 100644 --- a/test/decoders/test_ops.py +++ b/test/decoders/test_ops.py @@ -750,6 +750,7 @@ def get_reference_frames(start_seconds, stop_seconds): frames, get_reference_frames(start_seconds, stop_seconds) ) + # "seeking" forward is OK start_seconds, stop_seconds = 3, 4 frames = get_frames_by_pts_in_range_audio( decoder, start_seconds=start_seconds, stop_seconds=stop_seconds @@ -771,7 +772,7 @@ def get_reference_frames(start_seconds, stop_seconds): frames, get_reference_frames(start_seconds, stop_seconds) ) - # But starting immediately on the same frame isn't OK + # but starting immediately on the same frame raises with pytest.raises( RuntimeError, match="The previous call's stop_seconds is larger than the current calls's start_seconds", @@ -788,13 +789,13 @@ def get_reference_frames(start_seconds, stop_seconds): decoder, start_seconds=stop_seconds + 1e-4, stop_seconds=6 ) - start_seconds, stop_seconds = 0, 2 - frames = get_frames_by_pts_in_range_audio( - decoder, start_seconds=start_seconds, stop_seconds=stop_seconds - ) - with pytest.raises(AssertionError): - torch.testing.assert_close( - frames, get_reference_frames(start_seconds, stop_seconds) + # and seeking backwards doesn't work either + with pytest.raises( + RuntimeError, + match="The previous call's stop_seconds is larger than the current calls's start_seconds", + ): + frames = get_frames_by_pts_in_range_audio( + decoder, start_seconds=0, stop_seconds=2 ) From 3d955c1c2b7f60fe9d11bea9997645b3e873ddec Mon Sep 17 00:00:00 2001 From: Nicolas Hug Date: Sun, 9 Mar 2025 16:37:56 +0000 Subject: [PATCH 20/25] Add case for start=stop --- src/torchcodec/decoders/_core/VideoDecoder.cpp | 7 ++++++- test/decoders/test_ops.py | 9 +++++++++ 2 files changed, 15 insertions(+), 1 deletion(-) diff --git a/src/torchcodec/decoders/_core/VideoDecoder.cpp b/src/torchcodec/decoders/_core/VideoDecoder.cpp index 0865b2d79..71168085c 100644 --- a/src/torchcodec/decoders/_core/VideoDecoder.cpp +++ b/src/torchcodec/decoders/_core/VideoDecoder.cpp @@ -842,6 +842,8 @@ VideoDecoder::FrameBatchOutput VideoDecoder::getFramesPlayedInRange( torch::Tensor VideoDecoder::getFramesPlayedInRangeAudio( double startSeconds, std::optional stopSecondsOptional) { + validateActiveStream(AVMEDIA_TYPE_AUDIO); + double stopSeconds = stopSecondsOptional.value_or(std::numeric_limits::max()); @@ -851,7 +853,10 @@ torch::Tensor VideoDecoder::getFramesPlayedInRangeAudio( ") must be less than or equal to stop seconds (" + std::to_string(stopSeconds) + "."); - validateActiveStream(AVMEDIA_TYPE_AUDIO); + if (startSeconds == stopSeconds) { + // For consistency with video + return torch::empty({0}); + } StreamInfo& streamInfo = streamInfos_[activeStreamIndex_]; diff --git a/test/decoders/test_ops.py b/test/decoders/test_ops.py index ef368240b..af077f7b0 100644 --- a/test/decoders/test_ops.py +++ b/test/decoders/test_ops.py @@ -723,6 +723,15 @@ def test_decode_just_one_frame_at_boundaries(self, asset, expected_shape): ) assert frames.shape == expected_shape + @pytest.mark.parametrize("asset", (NASA_AUDIO, NASA_AUDIO_MP3)) + def test_decode_start_equal_stop(self, asset): + decoder = create_from_file(str(asset.path), seek_mode="approximate") + add_audio_stream(decoder) + frames = get_frames_by_pts_in_range_audio( + decoder, start_seconds=1, stop_seconds=1 + ) + assert frames.shape == (0,) + @pytest.mark.parametrize("asset", (NASA_AUDIO, NASA_AUDIO_MP3)) def test_multiple_calls(self, asset): # Ensure that multiple calls are OK as long as we're decoding From d791d2aeed13a35cea547de251a66b39d5087563 Mon Sep 17 00:00:00 2001 From: Nicolas Hug Date: Sun, 9 Mar 2025 16:43:51 +0000 Subject: [PATCH 21/25] Simplify --- src/torchcodec/decoders/_core/VideoDecoder.cpp | 10 ++++------ test/decoders/test_ops.py | 16 ++++------------ 2 files changed, 8 insertions(+), 18 deletions(-) diff --git a/src/torchcodec/decoders/_core/VideoDecoder.cpp b/src/torchcodec/decoders/_core/VideoDecoder.cpp index 71168085c..0d9561f9c 100644 --- a/src/torchcodec/decoders/_core/VideoDecoder.cpp +++ b/src/torchcodec/decoders/_core/VideoDecoder.cpp @@ -864,12 +864,10 @@ torch::Tensor VideoDecoder::getFramesPlayedInRangeAudio( // We should remove it and seek back to the stream's beginning when needed. // See test_multiple_calls TORCH_CHECK( - (streamInfo.lastDecodedAvFramePts == 0 && - streamInfo.lastDecodedAvFrameDuration == 0) || - (streamInfo.lastDecodedAvFramePts + - streamInfo.lastDecodedAvFrameDuration <= - secondsToClosestPts(startSeconds, streamInfo.timeBase)), - "The previous call's stop_seconds is larger than the current calls's start_seconds (roughly)"); + streamInfo.lastDecodedAvFramePts + + streamInfo.lastDecodedAvFrameDuration <= + secondsToClosestPts(startSeconds, streamInfo.timeBase), + "Audio decoder cannot seek backwards, or start from the last decoded frame."); setCursorPtsInSeconds(startSeconds); diff --git a/test/decoders/test_ops.py b/test/decoders/test_ops.py index af077f7b0..6eefa7752 100644 --- a/test/decoders/test_ops.py +++ b/test/decoders/test_ops.py @@ -782,27 +782,19 @@ def get_reference_frames(start_seconds, stop_seconds): ) # but starting immediately on the same frame raises - with pytest.raises( - RuntimeError, - match="The previous call's stop_seconds is larger than the current calls's start_seconds", - ): + expected_match = "Audio decoder cannot seek backwards" + with pytest.raises(RuntimeError, match=expected_match): get_frames_by_pts_in_range_audio( decoder, start_seconds=stop_seconds, stop_seconds=6 ) - with pytest.raises( - RuntimeError, - match="The previous call's stop_seconds is larger than the current calls's start_seconds", - ): + with pytest.raises(RuntimeError, match=expected_match): get_frames_by_pts_in_range_audio( decoder, start_seconds=stop_seconds + 1e-4, stop_seconds=6 ) # and seeking backwards doesn't work either - with pytest.raises( - RuntimeError, - match="The previous call's stop_seconds is larger than the current calls's start_seconds", - ): + with pytest.raises(RuntimeError, match=expected_match): frames = get_frames_by_pts_in_range_audio( decoder, start_seconds=0, stop_seconds=2 ) From 0c0f62be4adf2e1311c518865fc1530a747768ad Mon Sep 17 00:00:00 2001 From: Nicolas Hug Date: Sun, 9 Mar 2025 16:55:34 +0000 Subject: [PATCH 22/25] Don't use a lambda --- .../decoders/_core/VideoDecoder.cpp | 32 ++++++++----------- 1 file changed, 13 insertions(+), 19 deletions(-) diff --git a/src/torchcodec/decoders/_core/VideoDecoder.cpp b/src/torchcodec/decoders/_core/VideoDecoder.cpp index 0d9561f9c..32b2ec80e 100644 --- a/src/torchcodec/decoders/_core/VideoDecoder.cpp +++ b/src/torchcodec/decoders/_core/VideoDecoder.cpp @@ -876,24 +876,9 @@ torch::Tensor VideoDecoder::getFramesPlayedInRangeAudio( // sample rate, so in theory we know the number of output samples. std::vector tensors; - bool reachedEOF = false; - auto shouldStopDecoding = [&streamInfo, stopSeconds, &reachedEOF]() { - if (reachedEOF) { - return true; - } - // Return true iff stopSeconds is in [begin, end] of the last decoded frame. - // We use [begin, end] and not [begin, end), which may seem counter - // intuitive, but this actually ensures that stopSeconds is an open upper - // bound, i.e. a frame that starts on stopSeconds won't be part of the - // output. - auto pts = secondsToClosestPts(stopSeconds, streamInfo.timeBase); - auto lastDecodedAvFrameEnd = streamInfo.lastDecodedAvFramePts + - streamInfo.lastDecodedAvFrameDuration; - return (streamInfo.lastDecodedAvFramePts) <= pts && - (pts <= lastDecodedAvFrameEnd); - }; - - while (!shouldStopDecoding()) { + auto stopPts = secondsToClosestPts(stopSeconds, streamInfo.timeBase); + auto shouldStopDecoding = false; + while (!shouldStopDecoding) { try { AVFrameStream avFrameStream = decodeAVFrame([&streamInfo](AVFrame* avFrame) { @@ -904,8 +889,17 @@ torch::Tensor VideoDecoder::getFramesPlayedInRangeAudio( auto frameOutput = convertAVFrameToFrameOutput(avFrameStream); tensors.push_back(frameOutput.data); } catch (const EndOfFileException& e) { - reachedEOF = true; + shouldStopDecoding = true; } + + // If stopSeconds is in [begin, end] of the last decoded frame, we should + // stop decoding more frames. Note that if we were to use [begin, end), + // which may seem more natural, then we would decode the frame starting at + // stopSeconds, which isn't what we want! + auto lastDecodedAvFrameEnd = streamInfo.lastDecodedAvFramePts + + streamInfo.lastDecodedAvFrameDuration; + shouldStopDecoding |= (streamInfo.lastDecodedAvFramePts) <= stopPts && + (stopPts <= lastDecodedAvFrameEnd); } return torch::cat(tensors, 1); } From c35ae4794ec0d3475083e6a047407b5757196cac Mon Sep 17 00:00:00 2001 From: Nicolas Hug Date: Tue, 11 Mar 2025 10:09:16 +0000 Subject: [PATCH 23/25] Fix --- src/torchcodec/decoders/_core/VideoDecoder.cpp | 9 +++------ 1 file changed, 3 insertions(+), 6 deletions(-) diff --git a/src/torchcodec/decoders/_core/VideoDecoder.cpp b/src/torchcodec/decoders/_core/VideoDecoder.cpp index 4fa89aebc..b0aa423a1 100644 --- a/src/torchcodec/decoders/_core/VideoDecoder.cpp +++ b/src/torchcodec/decoders/_core/VideoDecoder.cpp @@ -878,12 +878,9 @@ torch::Tensor VideoDecoder::getFramesPlayedInRangeAudio( auto shouldStopDecoding = false; while (!shouldStopDecoding) { try { - AVFrameStream avFrameStream = - decodeAVFrame([&streamInfo](AVFrame* avFrame) { - return ( - streamInfo.discardFramesBeforePts < - avFrame->pts + getDuration(avFrame)); - }); + AVFrameStream avFrameStream = decodeAVFrame([this](AVFrame* avFrame) { + return cursor_ < avFrame->pts + getDuration(avFrame); + }); auto frameOutput = convertAVFrameToFrameOutput(avFrameStream); tensors.push_back(frameOutput.data); } catch (const EndOfFileException& e) { From c453a3c8d9a0551de76985549fd4af1d357486c8 Mon Sep 17 00:00:00 2001 From: Nicolas Hug Date: Wed, 12 Mar 2025 09:41:13 +0000 Subject: [PATCH 24/25] Address comments --- .../decoders/_core/FFMPEGCommon.cpp | 16 ++++------ src/torchcodec/decoders/_core/FFMPEGCommon.h | 4 +-- .../decoders/_core/VideoDecoder.cpp | 11 +++---- src/torchcodec/decoders/_core/VideoDecoder.h | 1 - test/decoders/test_ops.py | 29 ++++++++++++------- test/utils.py | 1 + 6 files changed, 33 insertions(+), 29 deletions(-) diff --git a/src/torchcodec/decoders/_core/FFMPEGCommon.cpp b/src/torchcodec/decoders/_core/FFMPEGCommon.cpp index ac6136b5c..b7dbd8ef0 100644 --- a/src/torchcodec/decoders/_core/FFMPEGCommon.cpp +++ b/src/torchcodec/decoders/_core/FFMPEGCommon.cpp @@ -60,26 +60,22 @@ int64_t getDuration(const AVFrame* frame) { #endif } -int64_t getNumChannels(const AVFrame* avFrame) { +int getNumChannels(const AVFrame* avFrame) { #if LIBAVFILTER_VERSION_MAJOR > 8 || \ (LIBAVFILTER_VERSION_MAJOR == 8 && LIBAVFILTER_VERSION_MINOR >= 44) - int numChannels = avFrame->ch_layout.nb_channels; + return avFrame->ch_layout.nb_channels; #else - int numChannels = av_get_channel_layout_nb_channels(avFrame->channel_layout); + return av_get_channel_layout_nb_channels(avFrame->channel_layout); #endif - - return static_cast(numChannels); } -int64_t getNumChannels(const UniqueAVCodecContext& avCodecContext) { +int getNumChannels(const UniqueAVCodecContext& avCodecContext) { #if LIBAVFILTER_VERSION_MAJOR > 8 || \ (LIBAVFILTER_VERSION_MAJOR == 8 && LIBAVFILTER_VERSION_MINOR >= 44) - int numChannels = avCodecContext->ch_layout.nb_channels; + return avCodecContext->ch_layout.nb_channels; #else - int numChannels = avCodecContext->channels; + return avCodecContext->channels; #endif - - return static_cast(numChannels); } AVIOBytesContext::AVIOBytesContext( diff --git a/src/torchcodec/decoders/_core/FFMPEGCommon.h b/src/torchcodec/decoders/_core/FFMPEGCommon.h index ea89aceec..88a81d18b 100644 --- a/src/torchcodec/decoders/_core/FFMPEGCommon.h +++ b/src/torchcodec/decoders/_core/FFMPEGCommon.h @@ -139,8 +139,8 @@ std::string getFFMPEGErrorStringFromErrorCode(int errorCode); int64_t getDuration(const UniqueAVFrame& frame); int64_t getDuration(const AVFrame* frame); -int64_t getNumChannels(const AVFrame* avFrame); -int64_t getNumChannels(const UniqueAVCodecContext& avCodecContext); +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 b0aa423a1..c0738e570 100644 --- a/src/torchcodec/decoders/_core/VideoDecoder.cpp +++ b/src/torchcodec/decoders/_core/VideoDecoder.cpp @@ -553,7 +553,8 @@ void VideoDecoder::addAudioStream(int streamIndex) { containerMetadata_.allStreamMetadata[activeStreamIndex_]; streamMetadata.sampleRate = static_cast(streamInfo.codecContext->sample_rate); - streamMetadata.numChannels = getNumChannels(streamInfo.codecContext); + streamMetadata.numChannels = + static_cast(getNumChannels(streamInfo.codecContext)); } // -------------------------------------------------------------------------- @@ -875,8 +876,8 @@ torch::Tensor VideoDecoder::getFramesPlayedInRangeAudio( std::vector tensors; auto stopPts = secondsToClosestPts(stopSeconds, streamInfo.timeBase); - auto shouldStopDecoding = false; - while (!shouldStopDecoding) { + auto finished = false; + while (!finished) { try { AVFrameStream avFrameStream = decodeAVFrame([this](AVFrame* avFrame) { return cursor_ < avFrame->pts + getDuration(avFrame); @@ -884,7 +885,7 @@ torch::Tensor VideoDecoder::getFramesPlayedInRangeAudio( auto frameOutput = convertAVFrameToFrameOutput(avFrameStream); tensors.push_back(frameOutput.data); } catch (const EndOfFileException& e) { - shouldStopDecoding = true; + finished = true; } // If stopSeconds is in [begin, end] of the last decoded frame, we should @@ -893,7 +894,7 @@ torch::Tensor VideoDecoder::getFramesPlayedInRangeAudio( // stopSeconds, which isn't what we want! auto lastDecodedAvFrameEnd = streamInfo.lastDecodedAvFramePts + streamInfo.lastDecodedAvFrameDuration; - shouldStopDecoding |= (streamInfo.lastDecodedAvFramePts) <= stopPts && + finished |= (streamInfo.lastDecodedAvFramePts) <= stopPts && (stopPts <= lastDecodedAvFrameEnd); } return torch::cat(tensors, 1); diff --git a/src/torchcodec/decoders/_core/VideoDecoder.h b/src/torchcodec/decoders/_core/VideoDecoder.h index b9990f780..66b9d93c4 100644 --- a/src/torchcodec/decoders/_core/VideoDecoder.h +++ b/src/torchcodec/decoders/_core/VideoDecoder.h @@ -395,7 +395,6 @@ class VideoDecoder { const AVFrame* avFrame, torch::Tensor& outputTensor); - FrameBatchOutput makeFrameBatchOutput(int64_t numFrames); // -------------------------------------------------------------------------- // COLOR CONVERSION LIBRARIES HANDLERS CREATION // -------------------------------------------------------------------------- diff --git a/test/decoders/test_ops.py b/test/decoders/test_ops.py index 6eefa7752..39edd0f37 100644 --- a/test/decoders/test_ops.py +++ b/test/decoders/test_ops.py @@ -697,22 +697,24 @@ def test_get_frames_by_pts_in_range_audio(self, range, asset): torch.testing.assert_close(frames, reference_frames) - @pytest.mark.parametrize( - "asset, expected_shape", ((NASA_AUDIO, (2, 1024)), (NASA_AUDIO_MP3, (2, 576))) - ) - def test_decode_epsilon_range(self, asset, expected_shape): + @pytest.mark.parametrize("asset", (NASA_AUDIO, NASA_AUDIO_MP3)) + def test_decode_epsilon_range(self, asset): decoder = create_from_file(str(asset.path), seek_mode="approximate") add_audio_stream(decoder) + start_seconds = 5 frames = get_frames_by_pts_in_range_audio( - decoder, start_seconds=5, stop_seconds=5 + 1e-5 + decoder, start_seconds=start_seconds, stop_seconds=start_seconds + 1e-5 + ) + torch.testing.assert_close( + frames, + asset.get_frame_data_by_index( + asset.get_frame_index(pts_seconds=start_seconds) + ), ) - assert frames.shape == expected_shape - @pytest.mark.parametrize( - "asset, expected_shape", ((NASA_AUDIO, (2, 1024)), (NASA_AUDIO_MP3, (2, 576))) - ) - def test_decode_just_one_frame_at_boundaries(self, asset, expected_shape): + @pytest.mark.parametrize("asset", (NASA_AUDIO, NASA_AUDIO_MP3)) + def test_decode_just_one_frame_at_boundaries(self, asset): decoder = create_from_file(str(asset.path), seek_mode="approximate") add_audio_stream(decoder) @@ -721,7 +723,12 @@ def test_decode_just_one_frame_at_boundaries(self, asset, expected_shape): frames = get_frames_by_pts_in_range_audio( decoder, start_seconds=start_seconds, stop_seconds=stop_seconds ) - assert frames.shape == expected_shape + torch.testing.assert_close( + frames, + asset.get_frame_data_by_index( + asset.get_frame_index(pts_seconds=start_seconds) + ), + ) @pytest.mark.parametrize("asset", (NASA_AUDIO, NASA_AUDIO_MP3)) def test_decode_start_equal_stop(self, asset): diff --git a/test/utils.py b/test/utils.py index b86dfa773..c6ce0ec8a 100644 --- a/test/utils.py +++ b/test/utils.py @@ -377,6 +377,7 @@ def get_frame_index( # 0.13~, not 0. return 0 try: + # Could use bisect() to maek this faster if needed return next( frame_index for (frame_index, frame_info) in self.frames[stream_index].items() From dafb92775eda70e5131b40940ef1f6335e6a5c55 Mon Sep 17 00:00:00 2001 From: Nicolas Hug Date: Wed, 12 Mar 2025 13:30:00 +0000 Subject: [PATCH 25/25] Add comment --- test/decoders/test_ops.py | 6 ++++++ 1 file changed, 6 insertions(+) diff --git a/test/decoders/test_ops.py b/test/decoders/test_ops.py index 39edd0f37..e33b9941d 100644 --- a/test/decoders/test_ops.py +++ b/test/decoders/test_ops.py @@ -748,6 +748,12 @@ def test_multiple_calls(self, asset): # back to the beginning of the stream. def get_reference_frames(start_seconds, stop_seconds): + # This stateless helper exists for convenience, to avoid + # complicating this test with pts-to-index conversions. Eventually + # we should remove it and just rely on the asset's methods. + # Using this helper is OK for now: we're comparing a decoder which + # seeks multiple times with a decoder which seeks only once (the one + # here, treated as the reference) decoder = create_from_file(str(asset.path), seek_mode="approximate") add_audio_stream(decoder)