From 8760aeaafd2b37e79e39f473fcafb32dedfeab9e Mon Sep 17 00:00:00 2001 From: Yong Tang Date: Tue, 24 Mar 2020 13:37:11 -0700 Subject: [PATCH 1/2] Add decode_nv12 to allow convert nv12 to rgb This PR adds support of decode_nv12 decode_nv12 to allow convert nv12 to rgb. This is useful for Video Capture and MP4 decoding on macOS, as macOS's default pixel format is NV12 (hardware-accelerated) This PR fixes 825 Signed-off-by: Yong Tang --- WORKSPACE | 8 ++ tensorflow_io/core/BUILD | 2 + .../core/kernels/image_nv12_kernels.cc | 70 ++++++++++++++++++ tensorflow_io/core/ops/image_ops.cc | 11 +++ .../core/python/api/experimental/image.py | 1 + .../core/python/experimental/image_ops.py | 16 ++++ tests/test_image/Jelly-Beans.png | Bin 0 -> 67031 bytes tests/test_image/Jelly-Beans.tiff | Bin 0 -> 196748 bytes tests/test_image/Jelly-Beans.yuv | 1 + tests/test_image_eager.py | 17 +++++ third_party/libyuv.BUILD | 23 ++++++ 11 files changed, 149 insertions(+) create mode 100644 tensorflow_io/core/kernels/image_nv12_kernels.cc create mode 100644 tests/test_image/Jelly-Beans.png create mode 100644 tests/test_image/Jelly-Beans.tiff create mode 100644 tests/test_image/Jelly-Beans.yuv create mode 100644 third_party/libyuv.BUILD diff --git a/WORKSPACE b/WORKSPACE index 06ab892df..c8bc5233e 100644 --- a/WORKSPACE +++ b/WORKSPACE @@ -1,6 +1,7 @@ workspace(name = "org_tensorflow_io") load("@bazel_tools//tools/build_defs/repo:http.bzl", "http_archive") +load("@bazel_tools//tools/build_defs/repo:git.bzl", "new_git_repository") load("//third_party/toolchains/tf:tf_configure.bzl", "tf_configure") tf_configure(name = "local_config_tf") @@ -110,6 +111,13 @@ http_archive( ], ) +new_git_repository( + name = "libyuv", + build_file = "//third_party:libyuv.BUILD", + commit = "7f00d67d7c279f13b73d3be9c2d85873a7e2fbaf", + remote = "https://chromium.googlesource.com/libyuv/libyuv", +) + http_archive( name = "libgeotiff", build_file = "//third_party:libgeotiff.BUILD", diff --git a/tensorflow_io/core/BUILD b/tensorflow_io/core/BUILD index e215dce99..4b79066ee 100644 --- a/tensorflow_io/core/BUILD +++ b/tensorflow_io/core/BUILD @@ -163,6 +163,7 @@ cc_library( "kernels/image_font_kernels.cc", "kernels/image_hdr_kernels.cc", "kernels/image_jpeg_kernels.cc", + "kernels/image_nv12_kernels.cc", "kernels/image_openexr_kernels.cc", "kernels/image_pnm_kernels.cc", "kernels/image_tiff_kernels.cc", @@ -180,6 +181,7 @@ cc_library( "@libgeotiff", "@libtiff", "@libwebp", + "@libyuv", "@openexr", "@stb", ], diff --git a/tensorflow_io/core/kernels/image_nv12_kernels.cc b/tensorflow_io/core/kernels/image_nv12_kernels.cc new file mode 100644 index 000000000..c4ec4963c --- /dev/null +++ b/tensorflow_io/core/kernels/image_nv12_kernels.cc @@ -0,0 +1,70 @@ +/* Copyright 2020 The TensorFlow Authors. All Rights Reserved. + +Licensed under the Apache License, Version 2.0 (the "License"); +you may not use this file except in compliance with the License. +You may obtain a copy of the License at + + http://www.apache.org/licenses/LICENSE-2.0 + +Unless required by applicable law or agreed to in writing, software +distributed under the License is distributed on an "AS IS" BASIS, +WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +See the License for the specific language governing permissions and +limitations under the License. +==============================================================================*/ + +#include "tensorflow/core/framework/op_kernel.h" +#include "tensorflow_io/core/kernels/io_stream.h" + +#include "libyuv/convert_argb.h" + +namespace tensorflow { +namespace io { +namespace { + +class DecodeNV12Op : public OpKernel { + public: + explicit DecodeNV12Op(OpKernelConstruction* context) : OpKernel(context) { + env_ = context->env(); + } + + void Compute(OpKernelContext* context) override { + const Tensor* input_tensor; + OP_REQUIRES_OK(context, context->input("input", &input_tensor)); + + const Tensor* size_tensor; + OP_REQUIRES_OK(context, context->input("size", &size_tensor)); + + const tstring& input = input_tensor->scalar()(); + + int64 channels = 3; + int64 height = size_tensor->flat()(0); + int64 width = size_tensor->flat()(1); + + Tensor* image_tensor = nullptr; + OP_REQUIRES_OK( + context, context->allocate_output( + 0, TensorShape({height, width, channels}), &image_tensor)); + uint8* rgb = image_tensor->flat().data(); + + uint8* y = (uint8*)&input[0]; + uint8* uv = (uint8*)&input[width * height]; + uint32 y_stride = width; + uint32 uv_stride = width; + uint32 rgb_stride = width * 3; + int status = libyuv::NV12ToRAW(y, y_stride, uv, uv_stride, rgb, rgb_stride, + width, height); + OP_REQUIRES( + context, (status == 0), + errors::InvalidArgument("unable to convert nv12 to rgb: ", status)); + } + + private: + mutex mu_; + Env* env_ GUARDED_BY(mu_); +}; +REGISTER_KERNEL_BUILDER(Name("IO>DecodeNV12").Device(DEVICE_CPU), DecodeNV12Op); + +} // namespace +} // namespace io +} // namespace tensorflow diff --git a/tensorflow_io/core/ops/image_ops.cc b/tensorflow_io/core/ops/image_ops.cc index df6678a11..1d69ad404 100644 --- a/tensorflow_io/core/ops/image_ops.cc +++ b/tensorflow_io/core/ops/image_ops.cc @@ -172,6 +172,17 @@ REGISTER_OP("IO>DecodeDICOMData") loads a dicom file and returns the specified tags values as string. )doc"); +REGISTER_OP("IO>DecodeNV12") + .Input("input: string") + .Input("size: int32") + .Output("image: uint8") + .SetShapeFn([](shape_inference::InferenceContext* c) { + shape_inference::ShapeHandle unused; + TF_RETURN_IF_ERROR(c->WithRank(c->input(0), 0, &unused)); + c->set_output(0, c->MakeShape({c->UnknownDim(), c->UnknownDim(), 3})); + return Status::OK(); + }); + } // namespace } // namespace io } // namespace tensorflow diff --git a/tensorflow_io/core/python/api/experimental/image.py b/tensorflow_io/core/python/api/experimental/image.py index 83dcc54a5..fb27d1258 100644 --- a/tensorflow_io/core/python/api/experimental/image.py +++ b/tensorflow_io/core/python/api/experimental/image.py @@ -23,4 +23,5 @@ decode_exr, decode_pnm, decode_hdr, + decode_nv12, ) diff --git a/tensorflow_io/core/python/experimental/image_ops.py b/tensorflow_io/core/python/experimental/image_ops.py index d1109a5b1..f1f8a6130 100644 --- a/tensorflow_io/core/python/experimental/image_ops.py +++ b/tensorflow_io/core/python/experimental/image_ops.py @@ -147,3 +147,19 @@ def decode_hdr(contents, name=None): A `Tensor` of type `float` and shape of `[height, width, 3]` (RGB). """ return core_ops.io_decode_hdr(contents, name=name) + + +def decode_nv12(contents, size, name=None): + """ + Decode a NV12-encoded image to a uint8 tensor. + + Args: + contents: A `Tensor` of type `string`. 0-D. The NV12-encoded image. + size: A 1-D int32 Tensor of 2 elements: height, width. The size + for the images. + name: A name for the operation (optional). + + Returns: + A `Tensor` of type `uint8` and shape of `[height, width, 3]` (RGB). + """ + return core_ops.io_decode_nv12(contents, size=size, name=name) diff --git a/tests/test_image/Jelly-Beans.png b/tests/test_image/Jelly-Beans.png new file mode 100644 index 0000000000000000000000000000000000000000..d363592d2cd9cc95cc71fa49459810a5293fdb23 GIT binary patch literal 67031 zcmXt8cRbXO8~@zl93AeE&OYa?qO7txoS8jCWRJ3v>~Z$lBQs=XB(i01A)6wb$R;}^ zzwbZ4zn=k>f^@7FWl&-0Gd(omuxXCMavfI>wXrvm_>|6C9N1^;Iz;W7dMfC5x- zvU*-w$=60Td;N)=QH{RD_=kHdu&W_4t~b_+`X5W1n+{Sc7E&+UHjO?xT@qbBn9xid zu>Ss_L4AAsL&d5VQZ(38#i~mZ(+= zL?RA121hf{B0y|7YhoPQ97jux6DACS0UXlA9ET%+5bKnL0`Q=2-WB!GJVu}k3Rn^Y zFcd(5qQME3s7Pr5fZ;>?g9&DE1es{7G7bPj2~eXa#N0ywb=CQ7Q5+bUC?R_-484#< zMJew_*0bLCkQyDa;(`J|qpud!vN=g6j!B$psl=1={;$BZ@QmvWaXc94$YrLGi6o#1 z(6Gi+bg(^uEl#yMM<9%Fp+N~FW6FS*5^r}>J zCFow)5G6uECG^_7KNYH=_RqOBMaO^Yc{jE!tLnRDi{J1i_JN_bgs~<|HLKbvX 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\ No newline at end of file diff --git a/tests/test_image_eager.py b/tests/test_image_eager.py index 809947993..21fa88be4 100644 --- a/tests/test_image_eager.py +++ b/tests/test_image_eager.py @@ -318,5 +318,22 @@ def test_decode_tiff_geotiff(): assert np.all(png_image.numpy() == image.numpy()) +def test_decode_nv12(): + """Test case for decode_nv12""" + filename = os.path.join( + os.path.dirname(os.path.abspath(__file__)), "test_image", "Jelly-Beans.yuv" + ) + png_filename = os.path.join( + os.path.dirname(os.path.abspath(__file__)), "test_image", "Jelly-Beans.png" + ) + png = tf.image.decode_png(tf.io.read_file(png_filename)) + + contents = tf.io.read_file(filename) + rgb = tfio.experimental.image.decode_nv12(contents, size=[256, 256]) + assert rgb.dtype == tf.uint8 + assert rgb.shape == [256, 256, 3] + assert np.all(rgb == png) + + if __name__ == "__main__": test.main() diff --git a/third_party/libyuv.BUILD b/third_party/libyuv.BUILD new file mode 100644 index 000000000..4c4c3c4b0 --- /dev/null +++ b/third_party/libyuv.BUILD @@ -0,0 +1,23 @@ +# Description: +# libyuv library from Chromium + +licenses(["notice"]) + +exports_files(["LICENSE"]) + +cc_library( + name = "libyuv", + srcs = glob([ + "include/libyuv/*.h", + "source/row_*.cc", + "source/scale_*.cc", + ]) + [ + "source/convert_argb.cc", + "source/cpu_id.cc", + "source/planar_functions.cc", + ], + includes = [ + "include", + ], + visibility = ["//visibility:public"], +) From 28ca0f0106e9373dd13f16d9fcd7d89713756610 Mon Sep 17 00:00:00 2001 From: Yong Tang Date: Tue, 24 Mar 2020 17:27:34 -0700 Subject: [PATCH 2/2] Add decode_yuy2 (YUYV/YUY2/YUYV422) support This PR adds support of decode_yuy2 to allow convert yuy2 to rgb. This is useful for Video Capture in Linux (Video4Linux2) as the default format is YUYV. This PR fixes #825 Signed-off-by: Yong Tang --- tensorflow_io/core/BUILD | 1 + .../core/kernels/image_yuy2_kernels.cc | 79 ++++++++++++++++++ tensorflow_io/core/ops/image_ops.cc | 11 +++ .../core/python/api/experimental/image.py | 1 + .../core/python/experimental/image_ops.py | 18 +++- .../{Jelly-Beans.yuv => Jelly-Beans.nv12} | 0 .../{Jelly-Beans.png => Jelly-Beans.nv12.png} | Bin tests/test_image/Jelly-Beans.yuy2 | 1 + tests/test_image/Jelly-Beans.yuy2.png | Bin 0 -> 75276 bytes tests/test_image_eager.py | 21 ++++- third_party/libyuv.BUILD | 1 + 11 files changed, 130 insertions(+), 3 deletions(-) create mode 100644 tensorflow_io/core/kernels/image_yuy2_kernels.cc rename tests/test_image/{Jelly-Beans.yuv => Jelly-Beans.nv12} (100%) rename tests/test_image/{Jelly-Beans.png => Jelly-Beans.nv12.png} (100%) create mode 100644 tests/test_image/Jelly-Beans.yuy2 create mode 100644 tests/test_image/Jelly-Beans.yuy2.png diff --git a/tensorflow_io/core/BUILD b/tensorflow_io/core/BUILD index 4b79066ee..3599c5cff 100644 --- a/tensorflow_io/core/BUILD +++ b/tensorflow_io/core/BUILD @@ -168,6 +168,7 @@ cc_library( "kernels/image_pnm_kernels.cc", "kernels/image_tiff_kernels.cc", "kernels/image_webp_kernels.cc", + "kernels/image_yuy2_kernels.cc", "ops/image_ops.cc", ], copts = tf_io_copts(), diff --git a/tensorflow_io/core/kernels/image_yuy2_kernels.cc b/tensorflow_io/core/kernels/image_yuy2_kernels.cc new file mode 100644 index 000000000..97748595f --- /dev/null +++ b/tensorflow_io/core/kernels/image_yuy2_kernels.cc @@ -0,0 +1,79 @@ +/* Copyright 2020 The TensorFlow Authors. All Rights Reserved. + +Licensed under the Apache License, Version 2.0 (the "License"); +you may not use this file except in compliance with the License. +You may obtain a copy of the License at + + http://www.apache.org/licenses/LICENSE-2.0 + +Unless required by applicable law or agreed to in writing, software +distributed under the License is distributed on an "AS IS" BASIS, +WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +See the License for the specific language governing permissions and +limitations under the License. +==============================================================================*/ + +#include "tensorflow/core/framework/op_kernel.h" +#include "tensorflow_io/core/kernels/io_stream.h" + +#include "libyuv/convert_argb.h" +#include "libyuv/convert_from_argb.h" + +namespace tensorflow { +namespace io { +namespace { + +class DecodeYUY2Op : public OpKernel { + public: + explicit DecodeYUY2Op(OpKernelConstruction* context) : OpKernel(context) { + env_ = context->env(); + } + + void Compute(OpKernelContext* context) override { + const Tensor* input_tensor; + OP_REQUIRES_OK(context, context->input("input", &input_tensor)); + + const Tensor* size_tensor; + OP_REQUIRES_OK(context, context->input("size", &size_tensor)); + + const tstring& input = input_tensor->scalar()(); + + int64 channels = 3; + int64 height = size_tensor->flat()(0); + int64 width = size_tensor->flat()(1); + + Tensor* image_tensor = nullptr; + OP_REQUIRES_OK( + context, context->allocate_output( + 0, TensorShape({height, width, channels}), &image_tensor)); + + string buffer; + buffer.resize(width * height * 4); + uint8* argb = (uint8*)&buffer[0]; + uint8* yuy2 = (uint8*)&input[0]; + uint32 yuy2_stride = width * 2; + uint32 argb_stride = width * 4; + int status = + libyuv::YUY2ToARGB(yuy2, yuy2_stride, argb, argb_stride, width, height); + OP_REQUIRES( + context, (status == 0), + errors::InvalidArgument("unable to convert yuy2 to argb: ", status)); + + uint8* rgb = image_tensor->flat().data(); + uint32 rgb_stride = width * 3; + status = + libyuv::ARGBToRAW(argb, argb_stride, rgb, rgb_stride, width, height); + OP_REQUIRES( + context, (status == 0), + errors::InvalidArgument("unable to convert argb to rgb: ", status)); + } + + private: + mutex mu_; + Env* env_ GUARDED_BY(mu_); +}; +REGISTER_KERNEL_BUILDER(Name("IO>DecodeYUY2").Device(DEVICE_CPU), DecodeYUY2Op); + +} // namespace +} // namespace io +} // namespace tensorflow diff --git a/tensorflow_io/core/ops/image_ops.cc b/tensorflow_io/core/ops/image_ops.cc index 1d69ad404..be03848c6 100644 --- a/tensorflow_io/core/ops/image_ops.cc +++ b/tensorflow_io/core/ops/image_ops.cc @@ -183,6 +183,17 @@ REGISTER_OP("IO>DecodeNV12") return Status::OK(); }); +REGISTER_OP("IO>DecodeYUY2") + .Input("input: string") + .Input("size: int32") + .Output("image: uint8") + .SetShapeFn([](shape_inference::InferenceContext* c) { + shape_inference::ShapeHandle unused; + TF_RETURN_IF_ERROR(c->WithRank(c->input(0), 0, &unused)); + c->set_output(0, c->MakeShape({c->UnknownDim(), c->UnknownDim(), 3})); + return Status::OK(); + }); + } // namespace } // namespace io } // namespace tensorflow diff --git a/tensorflow_io/core/python/api/experimental/image.py b/tensorflow_io/core/python/api/experimental/image.py index fb27d1258..ba3af3ff1 100644 --- a/tensorflow_io/core/python/api/experimental/image.py +++ b/tensorflow_io/core/python/api/experimental/image.py @@ -24,4 +24,5 @@ decode_pnm, decode_hdr, decode_nv12, + decode_yuy2, ) diff --git a/tensorflow_io/core/python/experimental/image_ops.py b/tensorflow_io/core/python/experimental/image_ops.py index f1f8a6130..9ce4035e8 100644 --- a/tensorflow_io/core/python/experimental/image_ops.py +++ b/tensorflow_io/core/python/experimental/image_ops.py @@ -137,7 +137,7 @@ def decode_pnm(contents, dtype=tf.uint8, name=None): def decode_hdr(contents, name=None): """ - Decode a HDR-encoded image to a uint8 tensor. + Decode a HDR-encoded image to a tf.float tensor. Args: contents: A `Tensor` of type `string`. 0-D. The HDR-encoded image. @@ -163,3 +163,19 @@ def decode_nv12(contents, size, name=None): A `Tensor` of type `uint8` and shape of `[height, width, 3]` (RGB). """ return core_ops.io_decode_nv12(contents, size=size, name=name) + + +def decode_yuy2(contents, size, name=None): + """ + Decode a YUY2-encoded image to a uint8 tensor. + + Args: + contents: A `Tensor` of type `string`. 0-D. The YUY2-encoded image. + size: A 1-D int32 Tensor of 2 elements: height, width. The size + for the images. + name: A name for the operation (optional). + + Returns: + A `Tensor` of type `uint8` and shape of `[height, width, 3]` (RGB). + """ + return core_ops.io_decode_yuy2(contents, size=size, name=name) diff --git a/tests/test_image/Jelly-Beans.yuv b/tests/test_image/Jelly-Beans.nv12 similarity index 100% rename from tests/test_image/Jelly-Beans.yuv rename to tests/test_image/Jelly-Beans.nv12 diff --git a/tests/test_image/Jelly-Beans.png b/tests/test_image/Jelly-Beans.nv12.png similarity index 100% rename from tests/test_image/Jelly-Beans.png rename to tests/test_image/Jelly-Beans.nv12.png diff --git a/tests/test_image/Jelly-Beans.yuy2 b/tests/test_image/Jelly-Beans.yuy2 new file mode 100644 index 000000000..b76805d5d --- /dev/null +++ b/tests/test_image/Jelly-Beans.yuy2 @@ -0,0 +1 @@ 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zw2&gUTg-N)+~4Z?9!!x{3^fu=JB6c49{`*Q;?x$^I1zzo8K5fmx$n!q=@4be4sjMSs3~^ekhFkd`^ZI>JZngHuY$NH*nccl! ze7$WRUZIMC%+ewVa@ZyBC@<_>Q^TMjARUBXGlp`172hyKg!(xVl|M6Z)5L17^m#8IyXbXQL@&$Fn5QWJ)RZVeN61%3+Op$VvllYuieimj>%4Kms&GGJ6@tk%bA((hv}`3`q>%_r$z!eUKtNV*F9it_G2sNvHtmcq25%^ zZU$zb&r}PHp1yB#6!y!ZmX>gtNg{MKO=1+tiECL10M0(08Oua$R~6Onvxk7|r(WR> ztH{#0qsI`Jyw^7Ko=>{Mt2>Tp$jg;U$MQ-b7v1L*o}-;eh%IiMAyzG#)lGWJBbTX0P+}c-8Qv$s4-p&{&TrOEmQI zi)re%?XvTlRo`gK%g~nw=DbxFZCSXJUBX}3olHbOq1Ac?fd3DOM1D*fTSeIb0000< KMNUMnLSTZEoypk% literal 0 HcmV?d00001 diff --git a/tests/test_image_eager.py b/tests/test_image_eager.py index 21fa88be4..b4552d5a9 100644 --- a/tests/test_image_eager.py +++ b/tests/test_image_eager.py @@ -321,10 +321,10 @@ def test_decode_tiff_geotiff(): def test_decode_nv12(): """Test case for decode_nv12""" filename = os.path.join( - os.path.dirname(os.path.abspath(__file__)), "test_image", "Jelly-Beans.yuv" + os.path.dirname(os.path.abspath(__file__)), "test_image", "Jelly-Beans.nv12" ) png_filename = os.path.join( - os.path.dirname(os.path.abspath(__file__)), "test_image", "Jelly-Beans.png" + os.path.dirname(os.path.abspath(__file__)), "test_image", "Jelly-Beans.nv12.png" ) png = tf.image.decode_png(tf.io.read_file(png_filename)) @@ -335,5 +335,22 @@ def test_decode_nv12(): assert np.all(rgb == png) +def test_decode_yuy2(): + """Test case for decode_yuy2""" + filename = os.path.join( + os.path.dirname(os.path.abspath(__file__)), "test_image", "Jelly-Beans.yuy2" + ) + png_filename = os.path.join( + os.path.dirname(os.path.abspath(__file__)), "test_image", "Jelly-Beans.yuy2.png" + ) + png = tf.image.decode_png(tf.io.read_file(png_filename)) + + contents = tf.io.read_file(filename) + rgb = tfio.experimental.image.decode_yuy2(contents, size=[256, 256]) + assert rgb.dtype == tf.uint8 + assert rgb.shape == [256, 256, 3] + assert np.all(rgb == png) + + if __name__ == "__main__": test.main() diff --git a/third_party/libyuv.BUILD b/third_party/libyuv.BUILD index 4c4c3c4b0..5287f3faa 100644 --- a/third_party/libyuv.BUILD +++ b/third_party/libyuv.BUILD @@ -13,6 +13,7 @@ cc_library( "source/scale_*.cc", ]) + [ "source/convert_argb.cc", + "source/convert_from_argb.cc", "source/cpu_id.cc", "source/planar_functions.cc", ],