From bd42e3e9c61d417c128890ac05426e824b914349 Mon Sep 17 00:00:00 2001 From: Michael Chinen Date: Thu, 15 Oct 2020 09:52:44 -0700 Subject: [PATCH 1/3] WORKSPACE: merge windows and linux pffft targets --- WORKSPACE | 38 ++++++++++---------------------------- 1 file changed, 10 insertions(+), 28 deletions(-) diff --git a/WORKSPACE b/WORKSPACE index bb21a82..518b8ec 100644 --- a/WORKSPACE +++ b/WORKSPACE @@ -159,47 +159,29 @@ pybind_library( """ ) -################## -# Platform Linux # -################## -# PFFFT - Linux +# PFFFT new_git_repository( - name = "pffft_lib_linux", + name = "pffft_lib", remote = "https://bitbucket.org/jpommier/pffft.git", branch = "master", build_file_content = """ cc_library( - name = "pffft_linux", + name = "pffft_lib", srcs = glob(["pffft.c"]), hdrs = glob(["pffft.h"]), - visibility = ["//visibility:public"], -) -""", -) - -#################### -# Platform Windows # -#################### -# PFFFT - Windows -new_git_repository( - name = "pffft_lib_win", - remote = "https://bitbucket.org/jpommier/pffft.git", - branch = "master", - build_file_content = """ -cc_library( - name = "pffft_win", - srcs = glob(["pffft.c"]), - hdrs = glob(["pffft.h"]), - copts = [ - "/D_USE_MATH_DEFINES", - "/W0", + copts = select({ + "@bazel_tools//src/conditions:windows": [ + "/D_USE_MATH_DEFINES", ], + "//conditions:default": [ + ]) + [ + "/W0", + ] visibility = ["//visibility:public"], ) """, ) - load("@bazel_tools//tools/build_defs/repo:git.bzl", "git_repository") git_repository( From f116bc2a2a1e7df86e71508627e88f52261e8067 Mon Sep 17 00:00:00 2001 From: mchinen Date: Thu, 15 Oct 2020 09:46:47 -0700 Subject: [PATCH 2/3] visqol/BUILD: Update BUILD rules to reflect latest github state Isolated global TAP passes: https://test.corp.google.com/OCL:337194448:BASE:337320532:1602778330472:b14bcd48 PiperOrigin-RevId: 337327003 --- BUILD | 71 ++--- README.md | 43 ++-- python/BUILD | 2 + python/visqol_lib_py.cc | 6 + python/visqol_lib_py_test.py | 65 ++++- scripts/BUILD | 2 - src/alignment.cc | 1 - src/commandline_parser.cc | 54 ++-- src/comparison_patches_selector.cc | 243 +++++++++++++----- src/gammatone_spectrogram_builder.cc | 6 +- src/image_patch_creator.cc | 12 +- src/include/commandline_parser.h | 16 +- src/include/comparison_patches_selector.h | 76 ++++-- src/include/conformance.h | 21 +- src/include/fft_manager.h | 21 +- src/include/file_path.h | 2 +- src/include/gammatone_spectrogram_builder.h | 1 + src/include/misc_audio.h | 20 +- src/include/misc_math.h | 11 + src/include/sim_results_writer.h | 6 +- src/include/similarity_to_quality_mapper.h | 1 - src/include/statusor_macros.h | 46 ---- src/include/support_vector_regression_model.h | 3 +- .../svr_similarity_to_quality_mapper.h | 1 - src/include/visqol.h | 5 +- src/include/visqol_api.h | 3 +- src/include/visqol_manager.h | 13 +- src/main.cc | 2 +- src/misc_audio.cc | 83 +++--- src/misc_math.cc | 4 + src/proto/visqol_config.proto | 5 + src/speech_similarity_to_quality_mapper.cc | 35 ++- src/svr_training/training_data_file_reader.cc | 2 +- src/vad_patch_creator.cc | 7 +- src/visqol.cc | 20 +- src/visqol_api.cc | 17 +- src/visqol_manager.cc | 64 +++-- testdata/BUILD | 4 + testdata/alignment/degraded.wav | Bin 0 -> 1903724 bytes testdata/alignment/reference.wav | Bin 0 -> 1920108 bytes .../1_min/guitar48_stereo_deg_25s.wav | Bin 0 -> 4800078 bytes .../1_min/guitar48_stereo_ref_25s.wav | Bin 0 -> 4800078 bytes tests/comparison_patches_selector_test.cc | 224 +++++++++++++++- tests/conformance_test.cc | 150 ++++++----- tests/long_duration_test.cc | 18 +- tests/misc_audio_test.cc | 22 ++ tests/misc_math_test.cc | 9 + tests/mismatched_duration_test.cc | 42 ++- tests/multithreading_test.cc | 5 +- tests/short_duration_test.cc | 11 +- tests/test_utility.h | 5 +- tests/visqol_api_test.cc | 8 +- tests/visqol_manager_test.cc | 35 ++- 53 files changed, 1044 insertions(+), 479 deletions(-) delete mode 100644 src/include/statusor_macros.h create mode 100644 testdata/alignment/degraded.wav create mode 100644 testdata/alignment/reference.wav create mode 100644 testdata/long_duration/1_min/guitar48_stereo_deg_25s.wav create mode 100644 testdata/long_duration/1_min/guitar48_stereo_ref_25s.wav diff --git a/BUILD b/BUILD index 1e61c60..51d88d9 100644 --- a/BUILD +++ b/BUILD @@ -12,20 +12,24 @@ exports_files(["LICENSE"]) proto_library( name = "similarity_result", srcs = ["src/proto/similarity_result.proto"], + visibility = ["//visibility:public"], ) proto_library( name = "visqol_config", srcs = ["src/proto/visqol_config.proto"], + visibility = ["//visibility:public"], ) cc_proto_library( name = "similarity_result_cc_proto", + visibility = ["//visibility:public"], deps = [":similarity_result"], ) cc_proto_library( name = "visqol_config_cc_proto", + visibility = ["//visibility:public"], deps = [":visqol_config"], ) @@ -48,11 +52,8 @@ cc_library( # Windows Compile Opts "/D_USE_MATH_DEFINES", ], - "@bazel_tools//src/conditions:darwin_x86_64": [ - # Mac Compile Opts - ], "//conditions:default": [ - # Linux Compile Opts + # Mac/Linux Compile Opts ], }), includes = [ @@ -60,40 +61,26 @@ cc_library( "src/proto", "src/svr_training", ], - linkopts = select({ - "//conditions:default": [ - # Linux Link Opts - ], - }), visibility = ["//visibility:public"], - deps = select({ - "@bazel_tools//src/conditions:windows": [ - # Windows Dependencies - "@boost//:system", - "@boost//:filesystem", - "@pffft_lib_win//:pffft_win", - ], - "//conditions:default": [ - # Linux Dependencies - "@boost//:system", - "@boost//:filesystem", - "@pffft_lib_linux//:pffft_linux", - ], - }) + [ + deps = [ ":similarity_result_cc_proto", ":visqol_config_cc_proto", "@com_google_absl//absl/base", "@com_google_absl//absl/flags:flag", - "@com_google_absl//absl/flags:usage", "@com_google_absl//absl/flags:parse", + "@com_google_absl//absl/flags:usage", "@com_google_absl//absl/memory", "@com_google_absl//absl/status", "@com_google_absl//absl/status:statusor", "@com_google_absl//absl/synchronization", + "@com_google_absl//absl/types:optional", "@com_google_absl//absl/types:span", - "@com_google_protobuf//:protobuf_lite", - "@svm_lib//:libsvm", "@armadillo_headers//:armadillo_header", + "@svm_lib//:libsvm", + "@pffft_lib//:pffft_lib", + "@boost//:filesystem", + "@boost//:system", + "@com_google_protobuf//:protobuf_lite", ], ) @@ -107,7 +94,12 @@ cc_binary( "//model:tcdvoip_nu.568_c5.31474325639_g3.17773760038_model.txt", ], visibility = ["//visibility:public"], - deps = [":visqol_lib"], + deps = [ + ":visqol_lib", + "@com_google_absl//absl/base", + "@com_google_absl//absl/status", + "@com_google_absl//absl/status:statusor", + ], ) # Tests @@ -152,6 +144,7 @@ test_suite( cc_test( name = "visqol_manager_test", size = "large", + timeout = "long", srcs = [ "tests/test_utility.h", "tests/visqol_manager_test.cc", @@ -166,6 +159,7 @@ cc_test( "//testdata/conformance_testdata_subset:guitar48_stereo.wav", "//testdata/conformance_testdata_subset:guitar48_stereo_64kbps_aac.wav", ], + shard_count = 15, deps = [ ":visqol_lib", "@com_google_googletest//:gtest_main", @@ -180,14 +174,15 @@ cc_test( ], deps = [ ":visqol_lib", - "@com_google_absl//absl/memory", "@com_google_googletest//:gtest_main", + "@com_google_absl//absl/memory", ], ) cc_test( name = "visqol_api_test", size = "medium", + timeout = "long", srcs = ["tests/visqol_api_test.cc"], data = [ "//model:libsvm_nu_svr_model.txt", @@ -196,11 +191,13 @@ cc_test( "//testdata/conformance_testdata_subset:contrabassoon48_stereo.wav", "//testdata/conformance_testdata_subset:contrabassoon48_stereo_24kbps_aac.wav", ], + shard_count = 15, deps = [ ":similarity_result_cc_proto", ":visqol_config_cc_proto", ":visqol_lib", "@com_google_googletest//:gtest_main", + "@com_google_absl//absl/status", ], ) @@ -253,20 +250,25 @@ cc_test( deps = [ ":visqol_lib", "@com_google_googletest//:gtest_main", + "@com_google_absl//absl/status:statusor", ], ) cc_test( name = "conformance_test", size = "large", + timeout = "long", srcs = [ "tests/conformance_test.cc", "tests/test_utility.h", ], data = [ "//model:libsvm_nu_svr_model.txt", + "//testdata:alignment/degraded.wav", + "//testdata:alignment/reference.wav", "//testdata:clean_speech/CA01_01.wav", "//testdata:clean_speech/transcoded_CA01_01.wav", + "//testdata:short_duration/5_second/guitar48_stereo_5_sec.wav", "//testdata/conformance_testdata_subset:castanets48_stereo.wav", "//testdata/conformance_testdata_subset:contrabassoon48_stereo.wav", "//testdata/conformance_testdata_subset:contrabassoon48_stereo_24kbps_aac.wav", @@ -287,6 +289,7 @@ cc_test( "//testdata/conformance_testdata_subset:strauss48_stereo.wav", "//testdata/conformance_testdata_subset:strauss48_stereo_lp35.wav", ], + shard_count = 15, deps = [ ":visqol_lib", "@com_google_googletest//:gtest_main", @@ -305,8 +308,8 @@ cc_test( ], deps = [ ":visqol_lib", - "@com_google_absl//absl/memory", "@com_google_googletest//:gtest_main", + "@com_google_absl//absl/memory", ], ) @@ -383,9 +386,11 @@ cc_test( data = [ "//model:libsvm_nu_svr_model.txt", "//testdata:mismatched_duration/guitar48_stereo_middle_2sec_cut.wav", + "//testdata:mismatched_duration/guitar48_stereo_middle_50ms_cut.wav", "//testdata:mismatched_duration/guitar48_stereo_x2.wav", "//testdata/conformance_testdata_subset:guitar48_stereo.wav", ], + shard_count = 15, deps = [ ":visqol_lib", "@com_google_googletest//:gtest_main", @@ -423,8 +428,8 @@ cc_test( ], deps = [ ":visqol_lib", - "@com_google_absl//absl/memory", "@com_google_googletest//:gtest_main", + "@com_google_absl//absl/memory", ], ) @@ -451,6 +456,7 @@ cc_test( cc_test( name = "multithreading_test", size = "medium", + timeout = "long", srcs = [ "tests/multithreading_test.cc", "tests/test_utility.h", @@ -478,8 +484,8 @@ cc_test( ], data = [ "//model:libsvm_nu_svr_model.txt", - "//testdata:long_duration/1_min/guitar48_stereo_deg_1min.wav", - "//testdata:long_duration/1_min/guitar48_stereo_ref_1min.wav", + "//testdata:long_duration/1_min/guitar48_stereo_deg_25s.wav", + "//testdata:long_duration/1_min/guitar48_stereo_ref_25s.wav", ], deps = [ ":visqol_lib", @@ -507,5 +513,6 @@ cc_test( deps = [ ":visqol_lib", "@com_google_googletest//:gtest_main", + "@com_google_absl//absl/status", ], ) diff --git a/README.md b/README.md index 4fb7b3c..ff8325f 100755 --- a/README.md +++ b/README.md @@ -9,9 +9,6 @@ ViSQOL (Virtual Speech Quality Objective Listener) is an objective, full-referen - [API Usage](#api-usage) - [Dependencies](#dependencies) - [License](#license) -- [Papers](#papers) -- [FAQ](#faq) -- [Acknowledgement](#acknowledgement) ## Features ViSQOL can be run from the command line, or integrated into a project and used through its API. Whether being used from the command line, or used through the API, ViSQOL is capable of running in two modes: @@ -31,21 +28,31 @@ ViSQOL can be run from the command line, or integrated into a project and used t #### Linux Build Instructions 1. ##### Install Bazel - Bazel can be install for Linux from [here](https://docs.bazel.build/versions/master/install-ubuntu.html). -- Tested with Bazel version `3.4.1`. -2. ##### Build ViSQOL +- Tested with Bazel version 0.22.0. +2. ##### Install Boost +- Boost can be installed on Linux with the following command: `sudo apt-get install libboost-all-dev` +- Tested with Boost version 1.65.0. +3. ##### Build ViSQOL - Change directory to the root of the ViSQOL project (i.e. where the WORKSPACE file is) and run the following command: `bazel build :visqol -c opt` -#### Windows Build Instructions (Experimental, last Tested on Windows 10 x64, 2020 August) +#### Windows Build Instructions (Experimental, last Tested on Windows 10 x64, 2019 March) -1. ##### Install Bazel +1. ##### Install Visual Studio +- Bazel requires Visual Studio 2015 or later. See further details [here](https://docs.bazel.build/versions/master/windows.html#build-c). +- Install Visual Studio from [here](https://visualstudio.microsoft.com/vs/community/). Ensure that the C++ build tools are installed and the Windows SDK e.g. the 'Desktop development with C++' option in the VS installer. + +2. ##### Install Bazel - Bazel can be install for Windows from [here](https://docs.bazel.build/versions/master/windows.html). -- Tested with Bazel version `3.5.0`. +- Tested with Bazel version 0.22.0. + +3. ##### Install Boost +- Tested with version 1.60.0. +- Download the Windows version from [here](https://www.boost.org/users/history/version_1_60_0.html). +- Extract the contents of the download to the `C:` directory, and rename the extracted folder to remove any version info. You should now have the following directory structure: `C:\boost` +- Navigate to this directory and build the Boost binaries for x64. For version 1.60.0, these instructions can be found [here](https://www.boost.org/doc/libs/1_60_0/more/getting_started/windows.html#prepare-to-use-a-boost-library-binary). -2. ##### Install git -- `git` for Windows can be obtained from the [official git website](https://git-scm.com/downloads). -- When installing, select the option that allows `git` to be accessed from the system shells. -3. ##### Build ViSQOL: +4. ##### Build ViSQOL: - Change directory to the root of the ViSQOL project (i.e. where the WORKSPACE file is) and run the following command: `bazel build :visqol -c opt` ## Command Line Usage @@ -188,7 +195,7 @@ int main(int argc, char **argv) { // Create an instance of the ViSQOL API. A new instance // is required for each signal pair to be compared. Visqol::VisqolApi visqol; - absl::Status status = visqol.Create(config); + util::Status status = visqol.Create(config); // Ensure that the creation succeeded. if (!status.ok()) { @@ -207,7 +214,7 @@ int main(int argc, char **argv) { } // Extract the comparison result from the StatusOr. - Visqol::SimilarityResultMsg similarity_result = comparison_status_or.value(); + Visqol::SimilarityResultMsg similarity_result = comparison_status_or.ValueOrDie(); // Get the "Mean Opinion Score - Listening Quality Objective" for the degraded // signal, following the comparison to the reference signal. @@ -284,11 +291,9 @@ Use of this source code is governed by a Apache v2.0 license that can be found i There have been several papers that describe the design of the ViSQOL algorithm and compare it to other metrics. These three should serve as an overview: -[ViSQOL v3: An Open Source Production Ready Objective Speech and Audio Metric](https://arxiv.org/abs/2004.09584) (2020 Twelfth International Conference on Quality of Multimedia Experience (QoMEX)) - -[ViSQOL: an objective speech quality model](https://asmp-eurasipjournals.springeropen.com/track/pdf/10.1186/s13636-015-0054-9) (2015 EURASIP Journal on Audio, Speech, and Music Processing) - -[Objective Assessment of Perceptual Audio Quality Using ViSQOLAudio](https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=7940042) (The 2017 IEEE Transactions on Broadcasting) +[ViSQOL: The virtual speech quality objective listener](https://arrow.dit.ie/cgi/viewcontent.cgi?article=1168&context=scschcomcon) (IWAENC 2012) +[Robustness of speech quality metrics to background noise and network degradations: Comparing ViSQOL, PESQ and POLQA](https://arrow.dit.ie/cgi/viewcontent.cgi?article=1160&context=scschcomcon) (ICASSP 2013) +[ViSQOLAudio: An objective audio quality metric for low bitrate codecs](https://asa.scitation.org/doi/full/10.1121/1.4921674) (Journal of the Acoustic Society of America, 2015) ## FAQ diff --git a/python/BUILD b/python/BUILD index c59b8c1..a8dd5da 100644 --- a/python/BUILD +++ b/python/BUILD @@ -6,6 +6,7 @@ licenses(["notice"]) pybind_extension( name = "visqol_lib_py", srcs = ["visqol_lib_py.cc"], + visibility = ["//visibility:public"], deps = [ "@com_google_absl//absl/status", "@pybind11_bazel//:pybind11_eigen", @@ -13,6 +14,7 @@ pybind_extension( "@pybind11_abseil//:absl_numpy_span_caster", "@pybind11_abseil//:status_casters", "@pybind11_protobuf//:proto_casters", + "//third_party/visqol:similarity_result_cc_proto", "//:visqol_config_cc_proto", "//:visqol_lib", ], diff --git a/python/visqol_lib_py.cc b/python/visqol_lib_py.cc index 2f641fc..7634ac8 100644 --- a/python/visqol_lib_py.cc +++ b/python/visqol_lib_py.cc @@ -7,11 +7,15 @@ #include "conformance.h" #include "visqol_api.h" #include "visqol_manager.h" +#include "third_party/visqol/src/proto/similarity_result.proto.h" #include "src/proto/visqol_config.pb.h" namespace Visqol { PYBIND11_MODULE(visqol_lib_py, m) { + pybind11::google::ImportStatusModule(); + pybind11::google::ImportProtoModule(); + m.doc() = "ViSQOL plugin"; m.def("ConformanceSpeechCA01TranscodedValue", []() { return kConformanceSpeechCA01Transcoded; }); @@ -31,6 +35,8 @@ PYBIND11_MODULE(visqol_lib_py, m) { pybind11::class_(m, "FilePath") .def(pybind11::init()); + pybind11::google::RegisterProtoMessageType(m); + m.def("MakeVisqolConfig", []() { return Visqol::VisqolConfig(); }); } } // namespace Visqol diff --git a/python/visqol_lib_py_test.py b/python/visqol_lib_py_test.py index 9201353..9335214 100644 --- a/python/visqol_lib_py_test.py +++ b/python/visqol_lib_py_test.py @@ -7,6 +7,8 @@ # Placeholder for resource import. import unittest from visqol.python import visqol_lib_py +from concurrent import futures +from absl import logging MODEL_FILE = 'model/libsvm_nu_svr_model.txt' REF_FILE = 'testdata/clean_speech/CA01_01.wav' @@ -14,22 +16,65 @@ CONFORMANCE_TOLERANCE = 0.0001 + +def _CalculateVisqol(reference_file, degraded_file): + + files_dir = os.path.dirname(__file__) + + model_path = visqol_lib_py.FilePath(os.path.join(files_dir, MODEL_FILE)) + ref_path = visqol_lib_py.FilePath(os.path.join(files_dir, reference_file)) + deg_path = visqol_lib_py.FilePath(os.path.join(files_dir, degraded_file)) + manager = visqol_lib_py.VisqolManager() + manager.Init(model_path, True, False, 60) + similarity_result = manager.Run(ref_path, deg_path) + return similarity_result + + +def _log_wrapper(method, args, kwargs): + try: + return_value = method(*args, **kwargs) + except: + logging.exception('Exception in %s', method) + raise + return return_value + + class VisqolLibPyTest(unittest.TestCase): + def test_Parallel(self): + methods_and_args = [] + methods_and_args.append((_CalculateVisqol, [REF_FILE, DEG_FILE])) + methods_and_args.append((_CalculateVisqol, [REF_FILE, DEG_FILE])) + results = [] + with futures.ThreadPoolExecutor( + max_workers=len(methods_and_args)) as executor: + started_futures = [] + # This is pretty much a map() but we have better control over the chunk + # size. + for method, args in methods_and_args: + future = executor.submit(_log_wrapper, method, args, {}) + started_futures.append((future, method, args)) + last_exception = None + for f, method, args in started_futures: + try: + results.append(f.result()) + except Exception as ex: # pylint: disable=broad-except + e = ex # This assigment works around pytype bug http://b/136279340. + msg = ( + 'Execution of method %s with args %s in a separate thread failed.' + % (method, args)) + msg += " The last failed method's exception will be re-thrown." + last_exception = e + logging.exception(msg) + if last_exception: + raise last_exception # Can only be Exception pylint: disable=raising-bad-type + return results + def test_docstring(self): self.assertContainsInOrder(['ViSQOL'], visqol_lib_py.__doc__) def test_VisqolManager(self): - files_dir = os.path.dirname(__file__) - - model_path = visqol_lib_py.FilePath(os.path.join(files_dir, MODEL_FILE)) - ref_path = visqol_lib_py.FilePath(os.path.join(files_dir, REF_FILE)) - deg_path = visqol_lib_py.FilePath(os.path.join(files_dir, DEG_FILE)) - - manager = visqol_lib_py.VisqolManager() - manager.Init(model_path, True, False) - - similarity_result = manager.Run(ref_path, deg_path) + similarity_result = _CalculateVisqol(REF_FILE, DEG_FILE) # The conformance value lives in a c++ header. conformance_value = visqol_lib_py.ConformanceSpeechCA01TranscodedValue() diff --git a/scripts/BUILD b/scripts/BUILD index 8c5ea77..949eaac 100644 --- a/scripts/BUILD +++ b/scripts/BUILD @@ -1,7 +1,5 @@ licenses(["notice"]) # BSD -exports_files(["LICENSE"]) - py_binary( name = "fit_nsim_to_mos_poly", srcs = ["fit_nsim_to_mos_poly.py"], diff --git a/src/alignment.cc b/src/alignment.cc index b5a04c2..4d4928d 100644 --- a/src/alignment.cc +++ b/src/alignment.cc @@ -15,7 +15,6 @@ #include "alignment.h" #include -#include #include #include "amatrix.h" diff --git a/src/commandline_parser.cc b/src/commandline_parser.cc index 5a67209..d10b844 100644 --- a/src/commandline_parser.cc +++ b/src/commandline_parser.cc @@ -24,6 +24,7 @@ #include "absl/flags/flag.h" #include "absl/flags/parse.h" #include "absl/flags/usage.h" +// Placeholder for runfiles. #include "absl/status/statusor.h" ABSL_FLAG(std::string, reference_file, "", @@ -58,20 +59,27 @@ ABSL_FLAG(std::string, output_debug, "", "not need to previously exist. Contents will be appended to the file " "if it\n" "does already exist or if ViSQOL is run in batch mode."); -ABSL_FLAG( - std::string, similarity_to_quality_model, "", - "The libsvm model to use during comparison. Use this only if you want to\n" - "explicitly specify the model file location, otherwise the default model " - "will\n" - "be used."); +ABSL_FLAG(std::string, similarity_to_quality_model, "", + "The libsvm model to use during comparison. Use this only if you " + "want to explicitly specify the model file location, otherwise the " + "default model will be used."); ABSL_FLAG(bool, use_speech_mode, false, -"Use a wideband model (sensitive up to 8kHz) with voice activity detection\n" -"that normalizes the polynomial NSIM->MOS mapping so that a perfect NSIM\n" -"score of 1.0 translates to 5.0."); + "Use a wideband model (sensitive up to 8kHz) with voice activity " + "detection\n" + "that normalizes the polynomial NSIM->MOS mapping so that a perfect " + "NSIM\n" + "score of 1.0 translates to 5.0."); ABSL_FLAG(bool, use_unscaled_speech_mos_mapping, false, -"When used in conjunction with --use_speech_mode, this flag will prevent a\n" -"perfect NSIM score of 1.0 being translated to a MOS score of 5.0. Perfect\n" -"NSIM scores will instead result in MOS scores of ~4.x."); + "When used in conjunction with --use_speech_mode, this flag will " + "prevent a\n" + "perfect NSIM score of 1.0 being translated to a MOS score of 5.0. " + "Perfect\n" + "NSIM scores will instead result in MOS scores of ~4.x."); +ABSL_FLAG(int, search_window_radius, 60, + "The search_window parameter determines how far the algorithm will " + "search to discover patch matches. For a given reference frame, it " + "will look at 2*search_window_radius + 1 patches to find the most " + "optimal match."); namespace Visqol { ABSL_CONST_INIT const char kDefaultAudioModelFile[] = @@ -79,9 +87,8 @@ ABSL_CONST_INIT const char kDefaultAudioModelFile[] = ABSL_CONST_INIT const char kDefaultSpeechModelFile[] = "/model/tcdvoip_nu.568_c5.31474325639_g3.17773760038_model.txt"; - -absl::StatusOr VisqolCommandLineParser::Parse - (int argc, char **argv) { +absl::StatusOr VisqolCommandLineParser::Parse(int argc, + char **argv) { absl::SetProgramUsageMessage( "Perceptual quality estimator for speech and audio"); absl::ParseCommandLine(argc, argv); @@ -96,6 +103,7 @@ absl::StatusOr VisqolCommandLineParser::Parse bool verbose = false; bool use_speech = false; bool use_unscaled_mapping = false; + int search_window = 60; batch_input = absl::GetFlag(FLAGS_batch_input_csv); if (!batch_input.empty()) { @@ -117,7 +125,7 @@ absl::StatusOr VisqolCommandLineParser::Parse use_unscaled_mapping = absl::GetFlag(FLAGS_use_unscaled_speech_mos_mapping); use_speech = absl::GetFlag(FLAGS_use_speech_mode); verbose = absl::GetFlag(FLAGS_verbose); - + search_window = absl::GetFlag(FLAGS_search_window_radius); debug_output = absl::GetFlag(FLAGS_output_debug); if (errorFound) { @@ -139,18 +147,20 @@ absl::StatusOr VisqolCommandLineParser::Parse " '?"); } } - auto cmd_line_results = CommandLineArgs{ref_file, deg_file, sim_to_qual_model, - result_output_csv, batch_input, verbose, debug_output, use_speech, - use_unscaled_mapping}; + auto cmd_line_results = + CommandLineArgs{ref_file, deg_file, sim_to_qual_model, + result_output_csv, batch_input, verbose, + debug_output, use_speech, use_unscaled_mapping, + search_window}; return cmd_line_results; } std::vector VisqolCommandLineParser::ReadFilesToCompare( - const FilePath &batch_inputPath) { + const FilePath &batch_input_path) { std::vector file_paths; std::vector line_file_paths; - std::ifstream fin(batch_inputPath.Path()); + std::ifstream fin(batch_input_path.Path()); std::string item, line; const char delimiter = ','; @@ -189,7 +199,7 @@ std::vector VisqolCommandLineParser::BuildFilePairPaths( const CommandLineArgs &cmd_res) { std::vector pairs; - if (cmd_res.batch_input_csv.Path() != "") { + if (!cmd_res.batch_input_csv.Path().empty()) { pairs = ReadFilesToCompare(cmd_res.batch_input_csv.Path()); } else if (cmd_res.reference_signal_path.Exists() && cmd_res.degraded_signal_path.Exists()) { diff --git a/src/comparison_patches_selector.cc b/src/comparison_patches_selector.cc index 3c2c77b..cbc269d 100644 --- a/src/comparison_patches_selector.cc +++ b/src/comparison_patches_selector.cc @@ -21,78 +21,127 @@ #include #include -#include "absl/base/internal/raw_logging.h" -#include "absl/status/status.h" -#include "absl/status/statusor.h" - #include "alignment.h" #include "amatrix.h" #include "audio_signal.h" #include "image_patch_creator.h" #include "misc_audio.h" #include "patch_similarity_comparator.h" +#include "absl/base/internal/raw_logging.h" +#include "absl/status/statusor.h" +#include "absl/status/status.h" namespace Visqol { ComparisonPatchesSelector::ComparisonPatchesSelector( std::unique_ptr sim_comparator) : sim_comparator_{std::move(sim_comparator)} {} -PatchSimilarityResult ComparisonPatchesSelector::FindMostSimilarDegPatch( +void ComparisonPatchesSelector::FindMostOptimalDegPatch( const AMatrix& spectrogram_data, const ImagePatch& ref_patch, - int ref_frame_index, const double frame_duration) const { + std::vector& deg_patches, + std::vector>& cumulative_similarity_dp, + std::vector>& backtrace, + const std::vector& ref_patch_indices, int patch_index, + const int search_window) const { + // The similarity threshold below which the two patch matches are not a good + // match. + int ref_frame_index = ref_patch_indices[patch_index]; ImagePatch deg_patch; PatchSimilarityResult sim_result; - PatchSimilarityResult best_sim_result; - int best_slide_offset = 0; - const int num_frames_per_patch = ref_patch.NumCols(); - const double patch_duration = frame_duration * num_frames_per_patch; - double highest_sim = std::numeric_limits::lowest(); - - // For each possible index in the given range, build a degraded patch and - // check it for similarity to the given reference patch. - // The ref_frame_index means ref patch minus half a patch, and the end index - // if ref patch + half. This means we may need to add silence. - for (int slide_offset = ref_frame_index - (num_frames_per_patch / 2); - slide_offset <= ref_frame_index + (num_frames_per_patch / 2); - slide_offset++) { - if (slide_offset > (int)spectrogram_data.NumCols() - 1) { + // For a given reference frame index, this function compares the given + // reference patch with all possible degraded patches in the search window and + // populates the cumulative_similarity_dp vector accordingly. For more details + // : https://en.wikipedia.org/wiki/Dynamic_time_warping + // Try Viterbi, if optimization is needed. + + for (int slide_offset = ref_frame_index - search_window; + slide_offset <= ref_frame_index + search_window; slide_offset++) { + if (slide_offset < 0) { + // The degraded patch index cannot be less than 0. + slide_offset = -1; + continue; + } + if (slide_offset >= spectrogram_data.NumCols()) { // The start of the degraded is past the end of the spectrogram, so // nothing left to compare. break; } - deg_patch = BuildDegradedPatch(spectrogram_data, slide_offset, - slide_offset + ref_patch.NumCols() - 1, ref_patch.NumRows(), - ref_patch.NumCols()); + deg_patch = deg_patches[slide_offset]; sim_result = sim_comparator_->MeasurePatchSimilarity(ref_patch, deg_patch); - if (sim_result.similarity > highest_sim) { - highest_sim = sim_result.similarity; - best_sim_result = sim_result; - best_slide_offset = slide_offset; + int past_slide_offset = -1; + double highest_sim = std::numeric_limits::lowest(); + // There's no need to backtrace for the first patch index. + if (patch_index > 0) { + // The lower_limit parameter tells us how far we should go + // back to look for a possible match for the previous patch index + // (patch_index - 1). The current value of lower_limit is used because the + // search space for the previous patch index is + // (ref_patch_indices[patch_index - 1] - search_window, + // ref_patch_indices[patch_index - 1] + search_window). + int lower_limit = ref_patch_indices[patch_index - 1] - search_window; + lower_limit = std::max(lower_limit, 0); + // The back_offset parameter determines all the offsets that should be + // considered while calculating the highest cumulative similarity score + // achieved till patch_index - 1. Since two reference patches should + // not map to the exact same degraded patch, the initial value of + // back_offset is set to slide_offset - 1. + int back_offset = slide_offset - 1; + for (; back_offset >= lower_limit; back_offset--) { + // The current for loop is used to find out the highest cumulative score + // achieved till the previous ref_patch_index. + if (cumulative_similarity_dp[patch_index - 1][back_offset] > + highest_sim) { + highest_sim = cumulative_similarity_dp[patch_index - 1][back_offset]; + past_slide_offset = back_offset; + } + } + sim_result.similarity += highest_sim; + // If the current reference patch experienced a packet loss, then the + // cumulative similarity score till the previous patch might be more and + // in that case no matching patch for the current reference patch is found + // in the degraded window. + if (cumulative_similarity_dp[patch_index - 1][slide_offset] > + sim_result.similarity) { + sim_result.similarity = + cumulative_similarity_dp[patch_index - 1][slide_offset]; + past_slide_offset = slide_offset; + } + } + cumulative_similarity_dp[patch_index][slide_offset] = sim_result.similarity; + backtrace[patch_index][slide_offset] = past_slide_offset; + } +} + +size_t ComparisonPatchesSelector::CalcMaxNumPatches( + const std::vector& ref_patch_indices, + size_t num_frames_in_deg_spectro, size_t num_frames_per_patch) const { + size_t num_patches = ref_patch_indices.size(); + + if (num_patches) { + // The last patch can start up to half a patch away. + while (ref_patch_indices[num_patches - 1] - floor(num_frames_per_patch / 2) + > num_frames_in_deg_spectro) { + num_patches--; } } - PatchSimilarityResult res; - res = std::move(best_sim_result); - // Set the degraded patch start and end time. - res.deg_patch_start_time = best_slide_offset * frame_duration; - res.deg_patch_end_time = res.deg_patch_start_time + patch_duration; - return res; + return num_patches; } absl::StatusOr> -ComparisonPatchesSelector::FindMostSimilarDegPatches( +ComparisonPatchesSelector::FindMostOptimalDegPatches( const std::vector& ref_patches, const std::vector& ref_patch_indices, - const AMatrix& spectrogram_data, - const double frame_duration) const { + const AMatrix& spectrogram_data, const double frame_duration, + const int search_window_radius) const { const size_t num_frames_per_patch = ref_patches[0].NumCols(); const size_t num_frames_in_deg_spectro = spectrogram_data.NumCols(); const double patch_duration = frame_duration * num_frames_per_patch; - // Allow going up to the end. - const size_t num_patches = CalcMaxNumPatches(ref_patch_indices, - num_frames_in_deg_spectro, num_frames_per_patch); + const int search_window = search_window_radius * num_frames_per_patch; + const size_t num_patches = CalcMaxNumPatches( + ref_patch_indices, num_frames_in_deg_spectro, num_frames_per_patch); if (!num_patches) { return absl::Status( @@ -100,48 +149,96 @@ ComparisonPatchesSelector::FindMostSimilarDegPatches( "Degraded file was too short, different, or misaligned to score any " "of the reference patches."); } else if (num_patches < ref_patch_indices.size()) { - ABSL_RAW_LOG(WARNING, "Warning: Dropping %zu (of %zu) reference patches " + ABSL_RAW_LOG( + WARNING, + "Warning: Dropping %zu (of %zu) reference patches " "due to the degraded file being misaligned or too short. If too many " "patches are dropped, the score will be less meaningful.", ref_patch_indices.size() - num_patches, ref_patch_indices.size()); } - + // The vector to store the similarity results std::vector bestDegPatches(num_patches); - - // Attempt to get a good alignment without backtracking. + std::vector> cumulative_similarity_dp( + ref_patch_indices.size(), + std::vector(spectrogram_data.NumCols())); + std::vector> backtrace( + ref_patch_indices.size(), std::vector(spectrogram_data.NumCols())); + std::vector deg_patches(spectrogram_data.NumCols()); + for (size_t slide_offset = 0; slide_offset < spectrogram_data.NumCols(); + slide_offset++) { + deg_patches[slide_offset] = + BuildDegradedPatch(spectrogram_data, slide_offset, + slide_offset + ref_patches[0].NumCols() - 1, + ref_patches[0].NumRows(), ref_patches[0].NumCols()); + } + // Attempt to get a good alignment with backtracking. for (size_t patch_index = 0; patch_index < num_patches; patch_index++) { - // Find the best alignment to the ref patch within 1 patch length of the - // hard-aligned deg signal. - bestDegPatches[patch_index] = - FindMostSimilarDegPatch(spectrogram_data, ref_patches[patch_index], - ref_patch_indices[patch_index], frame_duration); + // Find the best alignment to the ref patch within a distance of + // search_window on each side of the hard-aligned deg signal. + FindMostOptimalDegPatch(spectrogram_data, ref_patches[patch_index], + deg_patches, cumulative_similarity_dp, backtrace, + ref_patch_indices, patch_index, search_window); + } + double max_similarity_score = std::numeric_limits::lowest(); + // The patch index for the last reference patch. + int last_index = num_patches - 1; + // The last_offset stores the offset at which the last reference patch got the + // maximal similarity score over all the reference patches. + int last_offset; + int lower_limit = + std::max(0, int(ref_patch_indices[last_index] - search_window)); + // The for loop is used to find the offset which maximizes the similarity + // score across all the patches. + for (int slide_offset = lower_limit; + slide_offset <= ref_patch_indices[last_index] + search_window; + slide_offset++) { + if (slide_offset >= num_frames_in_deg_spectro) { + // The frame offset for degraded start patch cannot be more than the + // number of frames in the degraded spectrogram. + break; + } + if (cumulative_similarity_dp[last_index][slide_offset] > + max_similarity_score) { + max_similarity_score = cumulative_similarity_dp[last_index][slide_offset]; + last_offset = slide_offset; + } + } - // Set the reference patch start and end time. + for (int patch_index = num_patches - 1; patch_index >= 0; patch_index--) { + // This sets the reference and degraded patch start and end times. + ImagePatch ref_patch = ref_patches[patch_index]; + ImagePatch deg_patch = BuildDegradedPatch( + spectrogram_data, last_offset, last_offset + ref_patch.NumCols() - 1, + ref_patch.NumRows(), ref_patch.NumCols()); + bestDegPatches[patch_index] = + sim_comparator_->MeasurePatchSimilarity(ref_patch, deg_patch); + // This condition is true only if no matching patch was found for the given + // reference patch. In this case, the matched patch is essentially set to + // NULL (which is different from a silent patch). + if (last_offset == backtrace[patch_index][last_offset]) { + bestDegPatches[patch_index].deg_patch_start_time = 0.0; + bestDegPatches[patch_index].deg_patch_end_time = 0.0; + bestDegPatches[patch_index].similarity = 0.0; + int num_rows = bestDegPatches[patch_index].freq_band_means.NumRows(); + int num_cols = bestDegPatches[patch_index].freq_band_means.NumCols(); + bestDegPatches[patch_index].freq_band_means = + bestDegPatches[patch_index].freq_band_means.Filled(num_rows, num_cols, + 0.0); + } else { + bestDegPatches[patch_index].deg_patch_start_time = + last_offset * frame_duration; + bestDegPatches[patch_index].deg_patch_end_time = + bestDegPatches[patch_index].deg_patch_start_time + patch_duration; + } bestDegPatches[patch_index].ref_patch_start_time = ref_patch_indices[patch_index] * frame_duration; - bestDegPatches[patch_index].ref_patch_end_time = bestDegPatches[patch_index].ref_patch_start_time + patch_duration; + last_offset = backtrace[patch_index][last_offset]; } return bestDegPatches; } -size_t ComparisonPatchesSelector::CalcMaxNumPatches( - const std::vector& ref_patch_indices, size_t num_deg_frames, - size_t num_frames) const { - size_t num_patches = ref_patch_indices.size(); - - if (num_patches) { - // The last patch can start up to half a patch away. - while (ref_patch_indices[num_patches - 1] - floor(num_frames / 2) > - num_deg_frames) { - num_patches--; - } - } - - return num_patches; -} - ImagePatch ComparisonPatchesSelector::BuildDegradedPatch( const AMatrix& spectrogram_data, int window_beginning, size_t window_end, size_t window_height, size_t window_width) const { @@ -153,7 +250,7 @@ ImagePatch ComparisonPatchesSelector::BuildDegradedPatch( int first_real_frame = std::max(0, window_beginning); // This is an inclusive end, so subtract 1. - int last_real_frame = std::min(window_end, spectrogram_data.NumCols() - 1); + int last_real_frame = std::min(window_end, spectrogram_data.NumCols() - 1); for (size_t rowIndex = 0; rowIndex < spectrogram_data.NumRows(); rowIndex++) { row = spectrogram_data.RowSubset(rowIndex, first_real_frame, last_real_frame); @@ -197,15 +294,19 @@ AudioSignal ComparisonPatchesSelector::Slice( absl::StatusOr> ComparisonPatchesSelector::FinelyAlignAndRecreatePatches( const std::vector& sim_results, - const AudioSignal &ref_signal, - const AudioSignal °_signal, - SpectrogramBuilder *spect_builder, - const AnalysisWindow &window) const { + const AudioSignal& ref_signal, const AudioSignal& deg_signal, + SpectrogramBuilder* spect_builder, const AnalysisWindow& window) const { std::vector realigned_results(sim_results.size()); // The patches are already matched. Iterate over each pair. for (size_t i = 0; i < sim_results.size(); ++i) { auto sim_result = sim_results[i]; + if (sim_result.deg_patch_start_time == sim_result.deg_patch_end_time && + sim_result.deg_patch_start_time == 0.0) { + realigned_results[i] = sim_result; + continue; + } + // 1. The sim results keep track of the start and end points of each matched // pair. Extract the audio for this segment. auto ref_patch_audio = Slice(ref_signal, sim_result.ref_patch_start_time, diff --git a/src/gammatone_spectrogram_builder.cc b/src/gammatone_spectrogram_builder.cc index 95760aa..bb8fda5 100644 --- a/src/gammatone_spectrogram_builder.cc +++ b/src/gammatone_spectrogram_builder.cc @@ -24,6 +24,7 @@ #include "equivalent_rectangular_bandwidth.h" #include "signal_filter.h" #include "spectrogram.h" +#include "absl/status/statusor.h" namespace Visqol { @@ -33,9 +34,8 @@ GammatoneSpectrogramBuilder::GammatoneSpectrogramBuilder( const GammatoneFilterBank &filter_bank, const bool use_speech_mode) : filter_bank_(filter_bank), speech_mode_(use_speech_mode) {} -absl::StatusOr GammatoneSpectrogramBuilder::Build - (const AudioSignal &signal, - const AnalysisWindow &window) { +absl::StatusOr GammatoneSpectrogramBuilder::Build( + const AudioSignal &signal, const AnalysisWindow &window) { const auto &sig = signal.data_matrix; size_t sample_rate = signal.sample_rate; double max_freq = speech_mode_ ? kSpeechModeMaxFreq : sample_rate / 2.0; diff --git a/src/image_patch_creator.cc b/src/image_patch_creator.cc index 24250da..b3257fd 100644 --- a/src/image_patch_creator.cc +++ b/src/image_patch_creator.cc @@ -25,10 +25,9 @@ #include "audio_signal.h" namespace Visqol { -absl::StatusOr> - ImagePatchCreator::CreateRefPatchIndices( - const AMatrix &spectrogram, const AudioSignal &ref_signal, - const AnalysisWindow &window) const { +absl::StatusOr> ImagePatchCreator::CreateRefPatchIndices( + const AMatrix &spectrogram, const AudioSignal &ref_signal, + const AnalysisWindow &window) const { return CreateRefPatchIndices(spectrogram); } @@ -48,9 +47,8 @@ std::vector ImagePatchCreator::CreatePatchesFromIndices( return patches; } -absl::StatusOr> - ImagePatchCreator::CreateRefPatchIndices( - const AMatrix &spectrogram) const { +absl::StatusOr> ImagePatchCreator::CreateRefPatchIndices( + const AMatrix &spectrogram) const { std::vector refPatchIndices; auto spectrum_length = spectrogram.NumCols(); auto init_patch_index = patch_size_ / 2; diff --git a/src/include/commandline_parser.h b/src/include/commandline_parser.h index 06abce2..09c5bed 100644 --- a/src/include/commandline_parser.h +++ b/src/include/commandline_parser.h @@ -91,6 +91,13 @@ struct CommandLineArgs { */ bool use_unscaled_speech_mos_mapping; + /** + * The search_window_radius parameter determines how far the algorithm will + * search to discover patch matches. For a given reference frame, it will look + * at 2*search_window_radius + 1 patches to find the most optimal match. + */ + int search_window_radius; + /** * Constructs the parsed command line args struct. */ @@ -98,7 +105,8 @@ struct CommandLineArgs { const FilePath &sim_to_qual_mapper, const FilePath &out_csv, const FilePath &batch_in, const bool verbose_mode, const FilePath &debug_out, - const bool use_speech, const bool use_unscaled_speech) + const bool use_speech, const bool use_unscaled_speech, + const int search_window ) : reference_signal_path{ref_sig}, degraded_signal_path{deg_sig}, sim_to_quality_mapper_model{sim_to_qual_mapper}, @@ -107,7 +115,8 @@ struct CommandLineArgs { debug_output_path{debug_out}, verbose{verbose_mode}, use_speech_mode{use_speech}, - use_unscaled_speech_mos_mapping{use_unscaled_speech} {} + use_unscaled_speech_mos_mapping{use_unscaled_speech}, + search_window_radius{search_window} {} /** * Public no-args constructor needed for StatusOr. @@ -130,8 +139,7 @@ class VisqolCommandLineParser { * @return A struct which holds the parsed args, if parsing was successful. * Else an error status. */ - static absl::StatusOr Parse(int argc, - char **argv); + static absl::StatusOr Parse(int argc, char **argv); /** * Takes the files to be compared (either individual or batch) that were diff --git a/src/include/comparison_patches_selector.h b/src/include/comparison_patches_selector.h index 0b8f82b..70f19ff 100644 --- a/src/include/comparison_patches_selector.h +++ b/src/include/comparison_patches_selector.h @@ -45,8 +45,9 @@ class ComparisonPatchesSelector { /** * For each patch provided (from the reference spectrogram) find the most - * similar degraded patch that matches it and compare the two patches. Return - * the set of all such comparisons. + * optimal degraded patch within a given search space that matches it such + * that the cumulative similarity score across all reference patches is + * maximized. It returns the set of all such comparisons. * * @param ref_patches A vector containing all of the patches created from the * reference spectrogram. @@ -55,16 +56,22 @@ class ComparisonPatchesSelector { * spectrogram where this patch starts from. * @param spectrogram_data The spectrogram that represents the degraded * signal. + * @param frame_duration The duration of the frame in seconds. + * @param search_window_radius The parameter that determines how far you + * should search to discover patch matches. For a given reference frame, + * one looks at 2*search_window_radius + 1 patches to find the most + * optimal match. * * @return A vector of similarity results. Each similary result is the result * of the comparison between a patch from the reference spectrogram with * its corresponding patch in the degraded spectrogram. */ - absl::StatusOr> - FindMostSimilarDegPatches(const std::vector &ref_patches, - const std::vector &ref_patch_indices, - const AMatrix &spectrogram_data, - const double frame_duration) const; + absl::StatusOr> FindMostOptimalDegPatches( + const std::vector &ref_patches, + const std::vector &ref_patch_indices, + const AMatrix &spectrogram_data, + const double frame_duration, + const int search_window_radius) const; /** * Given roughly aligned ref/deg patches, realign the original audio within @@ -96,6 +103,7 @@ class ComparisonPatchesSelector { * @param in_signal An AudioSignal. * @param start_time The start time of the sliced audio in seconds. * @param end_time The end time of the sliced audio in seconds. + * * @return A new AudioSignal containing the subregion. */ static AudioSignal Slice(const AudioSignal &in_signal, double start_time, @@ -122,28 +130,46 @@ class ComparisonPatchesSelector { const; /** - * For a given patch from the reference spectrogram, find the most similar - * degraded patch from within the given bounds in the degraded spectrogram. + * For a given patch from the reference spectrogram, find the most optimal + * degraded patch, such that it maximizes the cumulative similarity score + * calculated from the 0th patch index to the current one from within the + * given bounds(search_window patches on either side) in the degraded + * spectrogram. * - * This function takes the provided ref_frame_index, constructs patches that - * occur before and after, comparing it to the provided reference patch. This - * process is repreated until the patch that starts at the provided end index - * has been crated and compared. The result of the most similar patch - * comparison is returned. + * This function takes the provided ref_frame_index, constructs all patches in + * the degarded signal that occur in the given bounds, comparing it to the + * provided reference patch and stores the cumulative similarity score formed + * till this reference patch in the cumulative_similarity_dp vector. The + * backtrace vector is used to store the offset where the previous reference + * frame matched the best. Returns nothing but populates the + * cumulative_similarity_dp vector and backtrace vector accordingly. * * @param spectrogram_data The spectrogram that represents the degraded * signal. * @param ref_patch The reference patch to find the best match for. - * @param ref_frame_index The index of the column in the spectrogram data from - * around which to construct patches for comparison. - * @param frame_duration The duration of a frame in seconds. + * @param cumulative_similarity_dp A 2D array to record the cumulative + * similarity scores from reference patches to degraded patches. + * @param backtrace A 2D array to record the matching patch information of + * previous patch indices. + * @param ref_patch_indices The indices for the set of reference patches. Each + * index corresponds to the index of the column in the reference + * spectrogram where this patch starts from. + * @param patch_index The patch number in the multiple patches created by + * patch_creator. + * @param search_window The search space parameter that determines how far you + * should search in to discover patch matches. For a given reference frame, + * one looks at 2*search_window + 1 frames to find the most optimal match. * - * @return The similarity result from the comparison of the most similar - * degraded patch with the reference patch. + * @return The function returns nothing. It's purpose is to populate the + * cumulative_similarity_dp and backtrace vectors. */ - PatchSimilarityResult FindMostSimilarDegPatch( + void FindMostOptimalDegPatch( const AMatrix &spectrogram_data, const ImagePatch &ref_patch, - int ref_frame_index, const double frame_duration) const; + std::vector °_patches, + std::vector> &cumulative_similarity_dp, + std::vector> &backtrace, + const std::vector &ref_patch_indices, int patch_index, + const int search_window) const; /** * Calculate the maximum number of patches that the degraded spectrogram can @@ -152,14 +178,16 @@ class ComparisonPatchesSelector { * @param ref_patch_indices The indices for the set of reference patches. Each * index corresponds to the index of the column in the reference * spectrogram where this patch starts from. - * @param num_deg_frames The number of frames in the degraded spectrogram. - * @param num_frames The number of frames in a patch. + * @param num_frames_in_deg_spectro The number of frames in the degraded + * spectrogram. + * @param num_frames_per_patch The number of frames in a patch. * * @return The maximum number of patches that the degraded spectrogram can * support. */ size_t CalcMaxNumPatches(const std::vector &ref_patch_indices, - size_t max_slide_offset, size_t num_frames) const; + size_t num_frames_in_deg_spectro, + size_t num_frames_per_patch) const; /** * Friend class used for unit testing. diff --git a/src/include/conformance.h b/src/include/conformance.h index fa20354..ee0f1c5 100644 --- a/src/include/conformance.h +++ b/src/include/conformance.h @@ -26,12 +26,15 @@ // The C++ version introduces fixes and starts at 250. // As of 300, the first digit is the major version and last two digits are the // minor version. -#define kVisqolConformanceNumber (300) +// Major version change history: +// Feb 2020: v300 - polynomial fitting for speech mode, SVR for audio mode. +// Oct 2020: v310 - exponential fitting for speech mode, (audio mode unchanged). +#define kVisqolConformanceNumber (310) // If the scores for these known files changes, tests/conformance_test will fail // Whenever these constants need to be updated, kVisqolConformanceNumber should // be incremented. -#define kConformanceSpeechCA01Transcoded (2.472834) +#define kConformanceSpeechCA01Transcoded (2.3691150188221259) #define kConformanceStraussLp35 (1.9905729378864558) @@ -47,10 +50,24 @@ #define kConformanceGuitar64aac (4.5123244380958774) +#define kConformanceGuitarShortDegradedPatch (4.4056028414814765) + +#define kConformanceGuitarShortReferencePatch (4.6761039922498471) + +#define kConformanceDifferentAudios (1.5093694203696959) + #define kConformanceGlock48aac (4.333169489109431) #define kConformanceContrabassoon24aac (4.0500790740957617) #define kConformanceCastanetsIdentity (4.7321012530423481) +#define kConformanceBadDegraded (1.5260486187764308) + +#define kConformanceGuitarLongDuration (4.5177618344298294) + +#define kCA01_01UnscaledPerfectScore (4.1557613014690995) + +#define kCA01_01AsAudio (2.0003927800390828) + #endif // VISQOL_INCLUDE_CONFORMANCE_H diff --git a/src/include/fft_manager.h b/src/include/fft_manager.h index 112fa89..b95ed56 100644 --- a/src/include/fft_manager.h +++ b/src/include/fft_manager.h @@ -17,19 +17,7 @@ #ifndef VISQOL_INCLUDE_FFT_MANAGER_H #define VISQOL_INCLUDE_FFT_MANAGER_H -#if defined(__x86_64__) || defined(_M_X64) || defined(i386) || defined(_M_IX86) -#include -typedef __m128 SimdVector; -#define SIMD_LENGTH 4 -#define SIMD_MULTIPLY(a, b) _mm_mul_ps(a, b) -#define SIMD_LOAD_ONE_FLOAT(p) _mm_set1_ps(p) -#elif defined(__arm__) || defined(__aarch64__) || defined(__arm64__) -#include -typedef float32x4_t SimdVector; -#define SIMD_LENGTH 4 -#define SIMD_MULTIPLY(a, b) vmulq_f32(a, b) -#define SIMD_LOAD_ONE_FLOAT(p) vld1q_dup_f32(&(p)) -#endif +#include #include "pffft.h" @@ -37,6 +25,11 @@ typedef float32x4_t SimdVector; namespace Visqol { + typedef __m128 SimdVector; + #define SIMD_LENGTH 4 + #define SIMD_MULTIPLY(a, b) _mm_mul_ps(a, b) + #define SIMD_LOAD_ONE_FLOAT(p) _mm_set1_ps(p) + /** * This class acts as a wrapper for the PFFFT library operations. It is not * responsible for managing the lifecycles of the AudioChannels it operates on. @@ -172,7 +165,7 @@ class FftManager { const float inverse_fft_scale_; /** - * Stored the PFFFT state for performing operations. + * Stored the PFFFT state for performaing operations. */ PFFFT_Setup* fft_; diff --git a/src/include/file_path.h b/src/include/file_path.h index d90cec0..d2f49fb 100644 --- a/src/include/file_path.h +++ b/src/include/file_path.h @@ -20,7 +20,7 @@ #include #include -#include +#include "boost/filesystem.hpp" namespace Visqol { class FilePath { diff --git a/src/include/gammatone_spectrogram_builder.h b/src/include/gammatone_spectrogram_builder.h index 99e3487..b66647a 100644 --- a/src/include/gammatone_spectrogram_builder.h +++ b/src/include/gammatone_spectrogram_builder.h @@ -19,6 +19,7 @@ #include "gammatone_filterbank.h" #include "spectrogram_builder.h" +#include "absl/status/statusor.h" namespace Visqol { diff --git a/src/include/misc_audio.h b/src/include/misc_audio.h index fe40b19..c7d2eaf 100644 --- a/src/include/misc_audio.h +++ b/src/include/misc_audio.h @@ -25,6 +25,8 @@ #include "misc_math.h" #include "spectrogram.h" +#include "absl/types/optional.h" + namespace Visqol { class MiscAudio { @@ -71,7 +73,23 @@ class MiscAudio { */ static AudioSignal LoadAsMono(const FilePath &path); - /** + /** + * For a given audio stream, load it in mono. Audio with more than 1 channel + * will be downmixed to mono. + * + * Currently only WAV streams are supported. + * + * @param string_stream Audio stream to load. + * + * @param filepath Optional filepath for logging purposes. + * + * @return The mono audio signal. + */ + static AudioSignal LoadAsMono( + std::stringstream *string_stream, + absl::optional filepath = absl::nullopt); + + /** * Performs some basic preparation on the input spectrograms so that they are * suitable for comparison to each other. * diff --git a/src/include/misc_math.h b/src/include/misc_math.h index d2bb0e1..86d19be 100644 --- a/src/include/misc_math.h +++ b/src/include/misc_math.h @@ -43,6 +43,17 @@ class MiscMath { static AMatrix Mean(const AMatrix& mat); static std::vector NormalizeInt16ToDouble(std::vector &input_vec); + /** + * Evaluates an exponential function given learned parameters. + * + * The function is of the form `a + exp(b * (x - x0))`. + * @param x (double) the input point to evalute. + * @param a (double) the learned bias parameter. + * @param b (double) the learned slope of the exponent parameter. + * @param x0 (double) the learned intercept parameter. + * @return (double) that is the function evaluated at `x`. + */ + static double ExponentialFromFit(double x, double a, double b, double x0); }; } // namespace Visqol diff --git a/src/include/sim_results_writer.h b/src/include/sim_results_writer.h index 81abd57..42ad239 100644 --- a/src/include/sim_results_writer.h +++ b/src/include/sim_results_writer.h @@ -195,11 +195,13 @@ class SimilarityResultsWriter { * @param csv_res_path The path to the output CSV file. If the file already * exists, values will be appended to it. * @param sim_res_msg The comparison result to write. + * @param output_moslqo If true, write a column for the mean opinion score. + * @param If True, write a column with the average nsim value per frequency. */ static void WriteResultsToCSV(const FilePath &csv_res_path, const SimilarityResultMsg &sim_res_msg, - const bool output_moslqo=true, - const bool output_fvnsim=false) { + const bool output_moslqo = true, + const bool output_fvnsim = true) { // If this file does not already exist, we need to write the header. const bool write_header = !csv_res_path.Exists(); std::ofstream out_file; diff --git a/src/include/similarity_to_quality_mapper.h b/src/include/similarity_to_quality_mapper.h index 51582de..b53539d 100644 --- a/src/include/similarity_to_quality_mapper.h +++ b/src/include/similarity_to_quality_mapper.h @@ -19,7 +19,6 @@ #include - #include "absl/status/status.h" namespace Visqol { diff --git a/src/include/statusor_macros.h b/src/include/statusor_macros.h deleted file mode 100644 index 450a0a6..0000000 --- a/src/include/statusor_macros.h +++ /dev/null @@ -1,46 +0,0 @@ -#ifndef VISQOL_INCLUDE_STATUSOR_MACROS_H -#define VISQOL_INCLUDE_STATUSOR_MACROS_H - -#include "absl/status/status.h" -#include "absl/status/statusor.h" - -namespace Visqol { - -#define VISQOL_RETURN_IF_ERROR(expr) \ - do { \ - /* Using _status below to avoid capture problems if expr is "status". */ \ - const absl::Status _status = (expr); \ - if (!_status.ok()) return _status; \ - } while (0) - -template -absl::Status DoAssignOrReturn(T& lhs, absl::StatusOr result) { - if (result.ok()) { - lhs = result.value(); - } - return result.status(); -} - -#define VISQOL_ASSIGN_OR_RETURN_IMPL(status, lhs, rexpr) \ - absl::Status status = ::Visqol::DoAssignOrReturn(lhs, (rexpr)); \ - if (!status.ok()) return status; - -#define VISQOL_STATUS_MACROS_CONCAT_NAME_INNER(x, y) x##y -#define VISQOL_STATUS_MACROS_CONCAT_NAME(x, y) VISQOL_STATUS_MACROS_CONCAT_NAME_INNER(x, y) - -// Executes an expression that returns a util::StatusOr, extracting its value -// into the variable defined by lhs (or returning on error). -// -// Example: Assigning to an existing value -// ValueType value; -// ASSIGN_OR_RETURN(value, MaybeGetValue(arg)); -// -// WARNING: VISQOL_ASSIGN_OR_RETURN expands into multiple statements; it cannot be used -// in a single statement (e.g. as the body of an if statement without {})! -#define VISQOL_ASSIGN_OR_RETURN(lhs, rexpr) \ - VISQOL_ASSIGN_OR_RETURN_IMPL( \ - VISQOL_STATUS_MACROS_CONCAT_NAME(_status_or_value, __COUNTER__), lhs, rexpr); - -} // namespace Visqol - -#endif // VISQOL_INCLUDE_STATUSOR_MACROS_H diff --git a/src/include/support_vector_regression_model.h b/src/include/support_vector_regression_model.h index b28dabb..d668554 100644 --- a/src/include/support_vector_regression_model.h +++ b/src/include/support_vector_regression_model.h @@ -21,10 +21,9 @@ #include "file_path.h" #include "machine_learning.h" - +#include "absl/status/status.h" #include "absl/synchronization/mutex.h" #include "svm.h" -#include "absl/status/status.h" namespace Visqol { /** diff --git a/src/include/svr_similarity_to_quality_mapper.h b/src/include/svr_similarity_to_quality_mapper.h index 9d74807..5833857 100644 --- a/src/include/svr_similarity_to_quality_mapper.h +++ b/src/include/svr_similarity_to_quality_mapper.h @@ -22,7 +22,6 @@ #include "file_path.h" #include "similarity_to_quality_mapper.h" #include "support_vector_regression_model.h" - #include "absl/status/status.h" namespace Visqol { diff --git a/src/include/visqol.h b/src/include/visqol.h index 326b13c..542cb86 100644 --- a/src/include/visqol.h +++ b/src/include/visqol.h @@ -55,6 +55,8 @@ class Visqol { * from the degraded signal with those from the reference signal. * @param sim_to_qual_mapper Used to convert a similarity score to a quality * score. + * @param search_window This parameter is used to determine how far the + * algorithm will search in order to find the most optimal match. * * @return If the comparison was successful, return the similarity result and * associated debug info. Else, return an error status. @@ -64,7 +66,8 @@ class Visqol { SpectrogramBuilder *spect_builder, const AnalysisWindow &window, const ImagePatchCreator *patch_creator, const ComparisonPatchesSelector *comparison_patches_selector, - const SimilarityToQualityMapper *sim_to_qual_mapper) const; + const SimilarityToQualityMapper *sim_to_qual_mapper, + const int search_window) const; private: /** diff --git a/src/include/visqol_api.h b/src/include/visqol_api.h index 8ea3da8..92bae6f 100644 --- a/src/include/visqol_api.h +++ b/src/include/visqol_api.h @@ -64,8 +64,7 @@ class VisqolApi { * details. If the comparison fails, an error is returned. */ absl::StatusOr Measure( - const absl::Span& reference, - const absl::Span& degraded); + const absl::Span& reference, const absl::Span& degraded); private: /** diff --git a/src/include/visqol_manager.h b/src/include/visqol_manager.h index d6c7f7d..6d6ff0d 100644 --- a/src/include/visqol_manager.h +++ b/src/include/visqol_manager.h @@ -28,7 +28,6 @@ #include "similarity_result.h" #include "similarity_result.pb.h" // Generated by cc_proto_library rule #include "svr_similarity_to_quality_mapper.h" - #include "absl/status/status.h" #include "absl/status/statusor.h" @@ -88,11 +87,15 @@ class VisqolManager { * speech audio. Else, false. * @param use_unscaled_speech True if perfect NSIM scores of 1.0 should not * be scaled to a MOS-LQO of 5.0, but instead scaled to ~4.x. + * @param search_window The search_window parameter determines how far the + * comparison algorithm will search to discover the most optimal match for + * a given reference patch. * * @return An 'OK' status if initialised successfully, else an error status. */ absl::Status Init(const FilePath sim_to_quality_mapper_model, - const bool use_speech_mode, const bool use_unscaled_speech); + const bool use_speech_mode, const bool use_unscaled_speech, + const int search_window ); /** * Perform comparisons on a number of reference/degraded audio file pairs. @@ -151,6 +154,12 @@ class VisqolManager { */ bool is_initialized_ = false; + /** + * This parameter is used to determine how far the algorithm will search in + * order to find the most optimal match. + */ + int search_window_ = 60; + /** * Used for creating the patches from both the reference and degraded signals * for comparison. diff --git a/src/main.cc b/src/main.cc index cab0701..356d537 100644 --- a/src/main.cc +++ b/src/main.cc @@ -36,7 +36,7 @@ int main(int argc, char **argv) { Visqol::VisqolManager visqol; auto init_status = visqol.Init(cmd_args.sim_to_quality_mapper_model, cmd_args.use_speech_mode, - cmd_args.use_unscaled_speech_mos_mapping); + cmd_args.use_unscaled_speech_mos_mapping, cmd_args.search_window_radius); if (!init_status.ok()) { ABSL_RAW_LOG(ERROR, "%s", init_status.ToString().c_str()); diff --git a/src/misc_audio.cc b/src/misc_audio.cc index cb605c2..9497baa 100644 --- a/src/misc_audio.cc +++ b/src/misc_audio.cc @@ -87,52 +87,63 @@ AudioSignal MiscAudio::ToMono(const AudioSignal &signal) { } AudioSignal MiscAudio::LoadAsMono(const FilePath &path) { - AudioSignal sig; std::ifstream wav_file(path.Path().c_str(), std::ios::binary); if (wav_file) { std::stringstream wav_string_stream; wav_string_stream << wav_file.rdbuf(); wav_file.close(); + return LoadAsMono(&wav_string_stream, path.Path()); + } else { + ABSL_RAW_LOG(ERROR, + "Could not find file %s.", path.Path().c_str()); + return AudioSignal(); + } +} - WavReader wav_reader(&wav_string_stream); - const size_t num_total_samples = wav_reader.GetNumTotalSamples(); - - if (wav_reader.IsHeaderValid() && num_total_samples != 0) { - std::vector interleaved_samples(num_total_samples); - const auto num_samp_read = wav_reader.ReadSamples(num_total_samples, - &interleaved_samples[0]); - - // Certain wav files are 'mostly valid' and have a slight difference with - // the reported file length. Warn for these. - if (num_samp_read != num_total_samples) { - ABSL_RAW_LOG(WARNING, - "Number of samples read (%lu) was less than the expected" - " number (%lu).", - num_samp_read, num_total_samples); - } - if (num_samp_read > 0) { - const auto interleaved_norm_vec = MiscMath::NormalizeInt16ToDouble( - interleaved_samples); - const auto multi_chan_norm_vec = ExtractMultiChannel( - wav_reader.GetNumChannels(), - interleaved_norm_vec); - - const AMatrix outMat(multi_chan_norm_vec); - sig.data_matrix = outMat; - sig.sample_rate = wav_reader.GetSampleRateHz(); - sig = MiscAudio::ToMono(sig); +AudioSignal MiscAudio::LoadAsMono(std::stringstream *string_stream, + absl::optional filepath) { + AudioSignal sig; + WavReader wav_reader(string_stream); + const size_t num_total_samples = wav_reader.GetNumTotalSamples(); + + if (wav_reader.IsHeaderValid() && num_total_samples != 0) { + std::vector interleaved_samples(num_total_samples); + const auto num_samp_read = + wav_reader.ReadSamples(num_total_samples, &interleaved_samples[0]); + + // Certain wav files are 'mostly valid' and have a slight difference with + // the reported file length. Warn for these. + if (num_samp_read != num_total_samples) { + ABSL_RAW_LOG(WARNING, + "Number of samples read (%lu) was less than the expected" + " number (%lu).", + num_samp_read, num_total_samples); + } + if (num_samp_read > 0) { + const auto interleaved_norm_vec = + MiscMath::NormalizeInt16ToDouble(interleaved_samples); + const auto multi_chan_norm_vec = ExtractMultiChannel( + wav_reader.GetNumChannels(), interleaved_norm_vec); + + const AMatrix outMat(multi_chan_norm_vec); + sig.data_matrix = outMat; + sig.sample_rate = wav_reader.GetSampleRateHz(); + sig = MiscAudio::ToMono(sig); + } else { + if (filepath.has_value()) { + ABSL_RAW_LOG(ERROR, "Error reading data for file %s.", + filepath->c_str()); } else { - ABSL_RAW_LOG(ERROR, - "Error reading data for file %s.", path.Path().c_str()); + ABSL_RAW_LOG(ERROR, "Error reading data from audio stream."); } - } else { - ABSL_RAW_LOG(ERROR, - "Error reading header for file %s.", path.Path().c_str()); } - } else { - ABSL_RAW_LOG(ERROR, - "Could not find file %s.", path.Path().c_str()); + if (filepath.has_value()) { + ABSL_RAW_LOG(ERROR, "Error reading header for file %s.", + filepath->c_str()); + } else { + ABSL_RAW_LOG(ERROR, "Error reading header from audio stream."); + } } return sig; diff --git a/src/misc_math.cc b/src/misc_math.cc index 34f82a7..b40e110 100644 --- a/src/misc_math.cc +++ b/src/misc_math.cc @@ -48,4 +48,8 @@ std::vector MiscMath::NormalizeInt16ToDouble( return output_vector; } +double MiscMath::ExponentialFromFit(double x, double a, double b, double x0) { + return a + exp(b * (x - x0)); +} + } // namespace Visqol diff --git a/src/proto/visqol_config.proto b/src/proto/visqol_config.proto index e0bfccb..77a5cbe 100644 --- a/src/proto/visqol_config.proto +++ b/src/proto/visqol_config.proto @@ -52,6 +52,11 @@ message VisqolConfig { // of 5.0. If this bool is instead set to true, a perfect NSIM score will // instead be mapped to a MOS-LQO of ~4.x. bool use_unscaled_speech_mos_mapping = 6; + + // If provided, this value will be used to determine how far the comparison + // algorithm will search to find the most optimal match for a given + // reference frame. + int32 search_window_radius = 7; } VisqolAudioInfo audio = 1; diff --git a/src/speech_similarity_to_quality_mapper.cc b/src/speech_similarity_to_quality_mapper.cc index 37ded6a..fd223aa 100644 --- a/src/speech_similarity_to_quality_mapper.cc +++ b/src/speech_similarity_to_quality_mapper.cc @@ -19,6 +19,7 @@ #include #include "absl/status/status.h" +#include "misc_math.h" #include "amatrix.h" @@ -33,28 +34,24 @@ absl::Status SpeechSimilarityToQualityMapper::Init() { double SpeechSimilarityToQualityMapper::PredictQuality( const std::vector &similarity_vector) const { - // Third order polynomial fitting coefficients on the mean NSIM value over - // the TCD-VOIP Dataset. + // The prediction uses the fit of three parameters for the function + // ExponentialFromFit given an NSIM value fit over the TCD-VOIP Dataset. // See scripts/fit_nsim_to_mos_poly.py for recalculation. // The new coefficients yet has an upper mapping of NSIM=1.0->MOS=~4.5, // which we optionally scale to be 1.0->5.0 to provide a perfect score. - constexpr std::array kNsimToMosCoefs = {{41.644078, - -77.034652, - 47.334363, - -7.487007}}; - - auto nsim_mean = std::accumulate(similarity_vector.begin(), - similarity_vector.end(), - 0.0) / static_cast( - similarity_vector.size()); - - auto mos = 0.0; - for (size_t i = 0; i < kNsimToMosCoefs.size(); i++) { - mos += kNsimToMosCoefs[i] * pow(nsim_mean, - kNsimToMosCoefs.size() - (i + 1)); - } - - float scale = scale_to_max_mos_ ? 1.121886 : 1.0; + constexpr float kFitParameterA = 1.15594553; + constexpr float kFitParameterB = 4.685115504; + constexpr float kFitParameterX0 = 0.76552319; + constexpr float kFitScale = 1.2031409; + double nsim_mean = std::accumulate(similarity_vector.begin(), + similarity_vector.end(), + 0.0) / static_cast( + similarity_vector.size()); + + double mos = MiscMath::ExponentialFromFit( + nsim_mean, kFitParameterA, kFitParameterB, kFitParameterX0); + + float scale = scale_to_max_mos_ ? kFitScale : 1.0; // Clamp to 1-5 range return std::min(std::max(mos * scale, 1.), 5.); diff --git a/src/svr_training/training_data_file_reader.cc b/src/svr_training/training_data_file_reader.cc index 7dd112c..b60da7f 100644 --- a/src/svr_training/training_data_file_reader.cc +++ b/src/svr_training/training_data_file_reader.cc @@ -39,4 +39,4 @@ std::vector> TrainingDataFileReader::Read( fin.close(); return values; } -} // namespace Visqol \ No newline at end of file +} // namespace Visqol diff --git a/src/vad_patch_creator.cc b/src/vad_patch_creator.cc index 42be76b..c445894 100644 --- a/src/vad_patch_creator.cc +++ b/src/vad_patch_creator.cc @@ -55,10 +55,9 @@ std::vector VadPatchCreator::GetVoiceActivity( return rms_vad.GetVadResults(); } -absl::StatusOr> - VadPatchCreator::CreateRefPatchIndices(const AMatrix &spectrogram, - const AudioSignal &ref_signal, - const AnalysisWindow &window) const { +absl::StatusOr> VadPatchCreator::CreateRefPatchIndices( + const AMatrix &spectrogram, const AudioSignal &ref_signal, + const AnalysisWindow &window) const { const auto norm_mat = MiscMath::Normalize(ref_signal.data_matrix); const AudioSignal norm_sig{norm_mat, ref_signal.sample_rate}; const double frame_size = window.size * window.overlap; diff --git a/src/visqol.cc b/src/visqol.cc index 87a4094..2294ab3 100644 --- a/src/visqol.cc +++ b/src/visqol.cc @@ -17,27 +17,27 @@ #include #include -#include "absl/base/internal/raw_logging.h" - #include "amatrix.h" +#include "comparison_patches_selector.h" #include "file_path.h" +#include "image_patch_creator.h" #include "misc_audio.h" #include "patch_similarity_comparator.h" -#include "spectrogram.h" -#include "comparison_patches_selector.h" -#include "image_patch_creator.h" #include "similarity_result.h" #include "similarity_to_quality_mapper.h" +#include "spectrogram.h" #include "spectrogram_builder.h" +#include "absl/base/internal/raw_logging.h" +#include "absl/status/statusor.h" namespace Visqol { -absl::StatusOr -Visqol::CalculateSimilarity( +absl::StatusOr Visqol::CalculateSimilarity( const AudioSignal &ref_signal, AudioSignal °_signal, SpectrogramBuilder *spect_builder, const AnalysisWindow &window, const ImagePatchCreator *patch_creator, const ComparisonPatchesSelector *comparison_patches_selector, - const SimilarityToQualityMapper *sim_to_qual_mapper) const { + const SimilarityToQualityMapper *sim_to_qual_mapper, + const int search_window) const { /////////////////// Stage 1: Preprocessing /////////////////// deg_signal = MiscAudio::ScaleToMatchSoundPressureLevel(ref_signal, deg_signal); @@ -77,9 +77,9 @@ Visqol::CalculateSimilarity( auto ref_patches = patch_creator->CreatePatchesFromIndices( ref_spectrogram.Data(), ref_patch_indices); auto most_sim_patch_result = - comparison_patches_selector->FindMostSimilarDegPatches( + comparison_patches_selector->FindMostOptimalDegPatches( ref_patches, ref_patch_indices, deg_spectrogram.Data(), - frame_duration); + frame_duration, search_window); if (!most_sim_patch_result.ok()) { return most_sim_patch_result.status(); } diff --git a/src/visqol_api.cc b/src/visqol_api.cc index 044439f..91f8cf9 100644 --- a/src/visqol_api.cc +++ b/src/visqol_api.cc @@ -18,15 +18,19 @@ #include #include "absl/types/span.h" + +// Placeholder for runfiles. #include "absl/status/statusor.h" +#include "status_macros.h" #include "commandline_parser.h" #include "similarity_result.h" #include "similarity_result.pb.h" // Generated by cc_proto_library rule -#include "statusor_macros.h" #include "visqol_config.pb.h" // Generated by cc_proto_library rule #include "visqol_manager.h" +#include "google/protobuf/port_def.inc" + namespace Visqol { const size_t VisqolApi::k48kSampleRate = 48000; @@ -53,6 +57,7 @@ absl::Status VisqolApi::Create(const VisqolConfig config) { bool speech_mode = false; bool unscaled_speech_map = false; bool allow_sr_override = false; + int search_window = 60; std::string model_file = FilePath::currentWorkingDir() + kDefaultAudioModelFile; if (config.has_options()) { @@ -63,6 +68,9 @@ absl::Status VisqolApi::Create(const VisqolConfig config) { if (!config_options.svr_model_path().empty()) { model_file = config_options.svr_model_path(); } + if (config_options.search_window_radius()) { + search_window = config_options.search_window_radius(); + } } // ViSQOL Audio currently supports 48k sample rates only. @@ -82,15 +90,14 @@ absl::Status VisqolApi::Create(const VisqolConfig config) { } // Initialize ViSQOL with the model file. - VISQOL_RETURN_IF_ERROR(visqol_.Init(model_file, speech_mode, unscaled_speech_map)); + VISQOL_RETURN_IF_ERROR(visqol_.Init(model_file, speech_mode, unscaled_speech_map, + search_window)); return absl::Status(); } absl::StatusOr VisqolApi::Measure( - const absl::Span& reference, - const absl::Span& degraded) { - + const absl::Span& reference, const absl::Span& degraded) { // Initialize the audio signals and perform comparison. AudioSignal ref_sig{reference, sample_rate_}; AudioSignal deg_sig{degraded, sample_rate_}; diff --git a/src/visqol_manager.cc b/src/visqol_manager.cc index 70b497d..599d9f4 100644 --- a/src/visqol_manager.cc +++ b/src/visqol_manager.cc @@ -18,11 +18,6 @@ #include #include -#include "absl/base/internal/raw_logging.h" -#include "absl/memory/memory.h" - -#include "absl/status/status.h" - #include "alignment.h" #include "analysis_window.h" #include "audio_signal.h" @@ -32,7 +27,11 @@ #include "similarity_result.h" #include "similarity_result.pb.h" // Generated by cc_proto_library rule #include "speech_similarity_to_quality_mapper.h" -#include "statusor_macros.h" +#include "absl/base/internal/raw_logging.h" +#include "absl/memory/memory.h" +#include "absl/status/status.h" +#include "absl/status/statusor.h" +#include "status_macros.h" #include "vad_patch_creator.h" #include "visqol.h" @@ -45,13 +44,16 @@ const size_t VisqolManager::kPatchSizeSpeech = 20; const size_t VisqolManager::kNumBandsAudio = 32; const size_t VisqolManager::kNumBandsSpeech = 21; const double VisqolManager::kMinimumFreq = 50; // wideband -const double VisqolManager::kOverlap = 0.25; // 25% overlap +const double VisqolManager::kOverlap = 0.25; // 25% overlap const double VisqolManager::kDurationMismatchTolerance = 1.0; absl::Status VisqolManager::Init(const FilePath sim_to_quality_mapper_model, - const bool use_speech_mode, const bool use_unscaled_speech) { + const bool use_speech_mode, + const bool use_unscaled_speech, + const int search_window) { use_speech_mode_ = use_speech_mode; use_unscaled_speech_mos_mapping_ = use_unscaled_speech; + search_window_ = search_window; InitPatchCreator(); InitPatchSelector(); InitSpectrogramBuilder(); @@ -97,7 +99,7 @@ absl::Status VisqolManager::InitSimilarityToQualityMapper( !use_unscaled_speech_mos_mapping_); } else { sim_to_qual_ = absl::make_unique( - sim_to_quality_mapper_model); + sim_to_quality_mapper_model); } return sim_to_qual_->Init(); } @@ -106,15 +108,15 @@ std::vector VisqolManager::Run( const std::vector& signals_to_compare) { std::vector sim_results; // Iterate over all signal pairs to compare. - for (const auto &signal_pair : signals_to_compare) { + for (const auto& signal_pair : signals_to_compare) { // Run comparison on a single signal pair. auto status_or = Run(signal_pair.reference, signal_pair.degraded); // If successful save value, else log an error. if (status_or.ok()) { sim_results.push_back(status_or.value()); } else { - ABSL_RAW_LOG(ERROR, - "Error executing ViSQOL: %s.", status_or.status().ToString().c_str()); + ABSL_RAW_LOG(ERROR, "Error executing ViSQOL: %s.", + status_or.status().ToString().c_str()); // A status of aborted gets thrown when visqol hasn't been init'd. // So if that happens we want to quit processing. if (status_or.status().code() == absl::StatusCode::kAborted) { @@ -127,7 +129,6 @@ std::vector VisqolManager::Run( absl::StatusOr VisqolManager::Run( const FilePath& ref_signal_path, const FilePath& deg_signal_path) { - // Ensure the initialization succeeded. VISQOL_RETURN_IF_ERROR(ErrorIfNotInitialized()); @@ -146,7 +147,6 @@ absl::StatusOr VisqolManager::Run( absl::StatusOr VisqolManager::Run( const AudioSignal& ref_signal, AudioSignal& deg_signal) { - // Ensure the initialization succeeded. VISQOL_RETURN_IF_ERROR(ErrorIfNotInitialized()); @@ -162,14 +162,16 @@ absl::StatusOr VisqolManager::Run( // Else, return the StatusOr failure. const Visqol visqol; SimilarityResult sim_result; - VISQOL_ASSIGN_OR_RETURN(sim_result, visqol.CalculateSimilarity(ref_signal, - deg_signal, spectrogram_builder_.get(), window, patch_creator_.get(), - patch_selector_.get(), sim_to_qual_.get())); + VISQOL_ASSIGN_OR_RETURN(sim_result, + visqol.CalculateSimilarity( + ref_signal, deg_signal, spectrogram_builder_.get(), + window, patch_creator_.get(), patch_selector_.get(), + sim_to_qual_.get(), search_window_)); return PopulateSimResultMsg(sim_result); } SimilarityResultMsg VisqolManager::PopulateSimResultMsg( - const SimilarityResult &sim_result) { + const SimilarityResult& sim_result) { SimilarityResultMsg sim_result_msg; sim_result_msg.set_moslqo(sim_result.moslqo); sim_result_msg.set_vnsim(sim_result.vnsim); @@ -202,21 +204,23 @@ SimilarityResultMsg VisqolManager::PopulateSimResultMsg( absl::Status VisqolManager::ErrorIfNotInitialized() { if (is_initialized_ == false) { return absl::Status(absl::StatusCode::kAborted, - "VisqolManager must be initialized before use."); + "VisqolManager must be initialized before use."); } else { return absl::Status(); } } -absl::Status VisqolManager::ValidateInputAudio( - const AudioSignal& ref_signal, const AudioSignal& deg_signal) { +absl::Status VisqolManager::ValidateInputAudio(const AudioSignal& ref_signal, + const AudioSignal& deg_signal) { // Warn if there is an excessive difference in durations. double ref_duration = ref_signal.GetDuration(); double deg_duration = deg_signal.GetDuration(); if (std::abs(ref_duration - deg_duration) > kDurationMismatchTolerance) { - ABSL_RAW_LOG(WARNING, "Mismatch in duration between reference and " - "degraded signal. Reference is %.2f seconds. Degraded is %.2f seconds.", - ref_duration, deg_duration); + ABSL_RAW_LOG( + WARNING, + "Mismatch in duration between reference and " + "degraded signal. Reference is %.2f seconds. Degraded is %.2f seconds.", + ref_duration, deg_duration); } // Error if the signals have different sample rates. @@ -224,21 +228,25 @@ absl::Status VisqolManager::ValidateInputAudio( return absl::Status( absl::StatusCode::kInvalidArgument, "Input audio signals have different sample rates! Reference audio " - "sample rate: "+std::to_string(ref_signal.sample_rate)+". Degraded " - "audio sample rate: "+std::to_string(deg_signal.sample_rate)); + "sample rate: " + + std::to_string(ref_signal.sample_rate) + + ". Degraded audio sample rate: " + + std::to_string(deg_signal.sample_rate)); } if (use_speech_mode_) { // Warn if input sample rate is > 16khz. if (ref_signal.sample_rate > k16kSampleRate) { - ABSL_RAW_LOG(WARNING, "Input audio sample rate is above 16kHz, which" + ABSL_RAW_LOG(WARNING, + "Input audio sample rate is above 16kHz, which" " may have undesired effects for speech mode. Consider" " resampling to 16kHz."); } } else { // Warn if the signals' sample rate is not 48k for full audio mode. if (ref_signal.sample_rate != k48kSampleRate) { - ABSL_RAW_LOG(WARNING, "Input audio does not have the expected sample" + ABSL_RAW_LOG(WARNING, + "Input audio does not have the expected sample" " rate of 48kHz! This may negatively effect the prediction" " of the MOS-LQO score."); } diff --git a/testdata/BUILD b/testdata/BUILD index a24faf4..07c7113 100644 --- a/testdata/BUILD +++ b/testdata/BUILD @@ -3,6 +3,8 @@ licenses(["notice"]) # BSD package(default_visibility = ["//visibility:public"]) exports_files([ + "alignment/reference.wav", + "alignment/degraded.wav", "clean_speech/CA01_01.wav", "clean_speech/transcoded_CA01_01.wav", "mismatched_duration/guitar48_stereo_x2.wav", @@ -10,7 +12,9 @@ exports_files([ "mismatched_duration/guitar48_stereo_middle_50ms_cut.wav", "filtered_freqs/guitar48_stereo_10k_filtered_freqs.wav", "long_duration/1_min/guitar48_stereo_deg_1min.wav", + "long_duration/1_min/guitar48_stereo_deg_25s.wav", "long_duration/1_min/guitar48_stereo_ref_1min.wav", + "long_duration/1_min/guitar48_stereo_ref_25s.wav", "non_48k_sample_rate/guitar48_stereo_44100Hz.wav", "short_duration/1_sample/guitar48_stereo_1_sample.wav", "short_duration/10_sample/guitar48_stereo_10_sample.wav", 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