--- /dev/null
+CMAKE_MINIMUM_REQUIRED(VERSION 3.6)
+PROJECT(noise-suppression C CXX)
+
+SET(PREFIX ${CMAKE_INSTALL_PREFIX})
+IF(NOT DEFINED BINDIR)
+ SET(BINDIR "${PREFIX}/bin")
+ENDIF(NOT DEFINED BINDIR)
+IF(NOT DEFINED MANIFESTDIR)
+ SET(MANIFESTDIR "/usr/share/packages")
+ENDIF(NOT DEFINED MANIFESTDIR)
+IF(NOT DEFINED LICENSEDIR)
+ SET(LICENSEDIR "/usr/share/license")
+ENDIF(NOT DEFINED LICENSEDIR)
+
+SET(INC_DIR include)
+INCLUDE_DIRECTORIES(${INC_DIR})
+
+set(CMAKE_CXX_STANDARD 17)
+set(CMAKE_EXPORT_COMPILE_COMMANDS ON)
+
+if (ENABLE_AUDIO_RESAMPLING)
+INCLUDE(FindPkgConfig)
+pkg_check_modules(TIZEN_PKGS REQUIRED
+ speexdsp
+)
+
+FOREACH(flag ${TIZEN_PKGS_CFLAGS})
+ SET(EXTRA_CFLAGS "${EXTRA_CFLAGS} ${flag}")
+ENDFOREACH(flag)
+endif()
+
+SET(EXTRA_CFLAGS "${EXTRA_CFLAGS} ${TIZEN_PKGS_CFLAGS}")
+
+SET(CMAKE_C_FLAGS "${CMAKE_C_FLAGS} -O3 -g -Wall -fPIC -DFLOAT_APPROX -ffast-math")
+SET(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -O3 -g -Wall -fPIC -DFLOAT_APPROX -ffast-math")
+SET(CMAKE_EXE_LINKER_FLAGS "${CMAKE_EXE_LINKER_FLAGS} -Wl,--as-needed -pie -fPIC")
+SET(PKG_LDFLAGS "m")
+
+if (CMAKE_SYSTEM_PROCESSOR STREQUAL "armv7l")
+ SET(CMAKE_C_FLAGS "${CMAKE_C_FLAGS} -DUSE_NEON_OPTIMIZATION")
+ SET(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -DUSE_NEON_OPTIMIZATION")
+elseif(CMAKE_SYSTEM_PROCESSOR STREQUAL "aarch64")
+ SET(CMAKE_C_FLAGS "${CMAKE_C_FLAGS} -DUSE_NEON_OPTIMIZATION")
+ SET(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -DUSE_NEON_OPTIMIZATION")
+endif()
+
+SET(LIB_NAME "${PROJECT_NAME}")
+SET(LIB_PREFIX ${CMAKE_INSTALL_PREFIX})
+SET(LIB_DIR ${LIBDIR})
+SET(LIB_INCLUDE_DIR "${LIB_PREFIX}/include")
+SET(LIB_PKGCONFIG_DIR "${LIB_DIR}/pkgconfig")
+
+MESSAGE(CFLAGS='${CMAKE_C_FLAGS}')
+MESSAGE(CXXFLAGS='${CMAKE_CXX_FLAGS}')
+MESSAGE(CMAKE_SYSTEM_PROCESSOR='${CMAKE_SYSTEM_PROCESSOR}')
+
+SET(SRCS
+ src/AudioProcessor.cpp
+ src/DNNManager.cpp
+ src/NoiseSuppressionApi.cpp
+ src/NoiseSuppression.cpp
+ src/celt_lpc.c
+ src/kiss_fft.c
+ src/pitch.c
+ src/NSLogger.c
+ src/rnn_data_16K_v2.0.c
+ src/rnn_data_48K_v1.0.c
+)
+
+if (ENABLE_AUDIO_RESAMPLING)
+ SET(CMAKE_C_FLAGS "${CMAKE_C_FLAGS} -DENABLE_AUDIO_RESAMPLING")
+ SET(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -DENABLE_AUDIO_RESAMPLING")
+ SET(SRCS ${SRCS} src/AudioResampler.cpp)
+endif()
+
+INCLUDE_DIRECTORIES(${CMAKE_CURRENT_SOURCE_DIR}/include)
+INCLUDE_DIRECTORIES(${CMAKE_CURRENT_SOURCE_DIR}/src)
+ADD_LIBRARY(${LIB_NAME} SHARED ${SRCS})
+TARGET_LINK_LIBRARIES(${PROJECT_NAME} ${TIZEN_PKGS_LDFLAGS} ${PKG_LDFLAGS})
+
+SET_TARGET_PROPERTIES(${LIB_NAME}
+ PROPERTIES
+ VERSION ${VERSION}
+ SOVERSION ${MAJORVER}
+ CLEAN_DIRECT_OUTPUT 1
+ )
+
+INSTALL(TARGETS ${LIB_NAME} DESTINATION ${LIB_DIR})
+INSTALL(
+ DIRECTORY ${INC_DIR}/ DESTINATION ${LIB_INCLUDE_DIR}
+ FILES_MATCHING
+ PATTERN "${INC_DIR}/noise-suppression.h"
+ PATTERN "${INC_DIR}/noise-suppression-type.h"
+ )
+
+SET(PC_NAME ${LIB_NAME})
+SET(PC_REQUIRED ${pc_dependents})
+SET(PC_LDFLAGS -l${LIB_NAME})
+
+CONFIGURE_FILE(
+ ${LIB_NAME}.pc.in
+ ${CMAKE_CURRENT_BINARY_DIR}/${LIB_NAME}.pc
+ @ONLY
+ )
+INSTALL(FILES ${CMAKE_CURRENT_BINARY_DIR}/${LIB_NAME}.pc DESTINATION ${LIB_PKGCONFIG_DIR})
+
+# make uninstall
+ADD_CUSTOM_TARGET("uninstall" COMMENT "Uninstall installed files")
+ADD_CUSTOM_COMMAND(
+ TARGET "uninstall"
+ POST_BUILD
+ COMMENT "Uninstall files with install_manifest.txt"
+ COMMAND xargs rm -vf < install_manifest.txt || echo Nothing in
+ install_manifest.txt to be uninstalled!
+)
+
+ADD_SUBDIRECTORY(tool)
--- /dev/null
+Copyright (c) 2022-2023 Samsung Electronics Co., Ltd.
+Copyright (c) 2017, Mozilla
+Copyright (c) 2007-2017, Jean-Marc Valin
+Copyright (c) 2005-2017, Xiph.Org Foundation
+Copyright (c) 2003-2004, Mark Borgerding
+
+Redistribution and use in source and binary forms, with or without
+modification, are permitted provided that the following conditions
+are met:
+
+- Redistributions of source code must retain the above copyright
+notice, this list of conditions and the following disclaimer.
+
+- Redistributions in binary form must reproduce the above copyright
+notice, this list of conditions and the following disclaimer in the
+documentation and/or other materials provided with the distribution.
+
+- Neither the name of the Xiph.Org Foundation nor the names of its
+contributors may be used to endorse or promote products derived from
+this software without specific prior written permission.
+
+- Neither the name of the Samsung Electronics Co., Ltd. nor the names
+of its contributors may be used to endorse or promote products derived
+from this software without specific prior written permission.
+
+THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
+``AS IS'' AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
+LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
+A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE FOUNDATION
+OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL,
+SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT
+LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE,
+DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY
+THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
+(INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
+OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
--- /dev/null
+/**
+ * Copyright (c) 2022-2023 Samsung Electronics Co., Ltd.
+ * Copyright (c) 2018 Gregor Richards
+ * Copyright (c) 2017 Mozilla
+ *
+ * Redistribution and use in source and binary forms, with or without
+ * modification, are permitted provided that the following conditions
+ * are met:
+ *
+ * - Redistributions of source code must retain the above copyright
+ * notice, this list of conditions and the following disclaimer.
+ *
+ * - Redistributions in binary form must reproduce the above copyright
+ * notice, this list of conditions and the following disclaimer in the
+ * documentation and/or other materials provided with the distribution.
+ *
+ * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
+ * ``AS IS'' AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
+ * LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
+ * A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE FOUNDATION OR
+ * CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL,
+ * EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO,
+ * PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR
+ * PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF
+ * LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING
+ * NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS
+ * SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
+ */
+
+#ifndef __AUDIO_PROCESSOR__
+#define __AUDIO_PROCESSOR__
+
+#include <AudioProcessorIface.h>
+#include <kiss_fft.h>
+
+class CAudioProcessor : public IAudioProcessor
+{
+ public:
+ CAudioProcessor();
+ ~CAudioProcessor();
+
+ int init(unsigned int sample_rate, unsigned int max_delay_msec,
+ unsigned int *frameSize);
+ void deinit();
+ void audioToFeatures(float **features, int *length,
+ const float *in, bool *isSilence);
+ void featuresToAudio(float *out, float *gain, bool isSilence);
+ void setNSLevel(int level);
+ int getNSLevel(void);
+ void setMaxAtteunation(float atteunation);
+ float getMaxAtteunation(void);
+ void setMinMaxAtteunation(float atteunation);
+ float getMinMaxAtteunation(void);
+
+ private:
+ void frameSynthesis(float *out, const kiss_fft_cpx *y);
+ void inverseTransform(float *out, const kiss_fft_cpx *in);
+ void applyWindowing(float *x);
+ void applyGainSmoothing(float *g);
+ void applyPitchFilter(kiss_fft_cpx *X, const kiss_fft_cpx *P,
+ const float *Ex, const float *Ep, const float *Exp,
+ const float *g);
+ void interpolateBandGain(float *g, const float *bandE);
+ float getSpecVariability();
+ bool calculateCepstralCoeff(float *features,
+ const float *Exp, const float *Ex);
+ float calculateLogPowerSpectrum(float *Ly, const float *Ex);
+ void applyDCT(float *out, const float *in);
+ void pitchAnalysis(kiss_fft_cpx *P, float *Ep, const float *in);
+ void frameAnalysis(kiss_fft_cpx *X, float *Ex, const float *in);
+ void computeBandCorrelation(float *bandE,
+ const kiss_fft_cpx *X, const kiss_fft_cpx *P);
+ void computeBandEnergy(float *bandE, const kiss_fft_cpx *X);
+ void forward_transform(kiss_fft_cpx *out, const float *in);
+ void applyBiquadFilters(float *y, float *mem,
+ const float *x, const float *b, const float *a, int N);
+ void applyVolumeGain(float *buf, float volGain);
+ int binarySearchFloor(const unsigned short* sortedArray,
+ unsigned int lengthArray,
+ unsigned short searchVal);
+
+ private:
+ int nb_bands;
+ int frame_size;
+ int frame_size_shift;
+ int pitch_min_period;
+ int pitch_max_period;
+ int pitch_frame_size;
+ int window_size;
+ int freq_size;
+ int pitch_buf_size;
+ int nb_features;
+
+ int memid;
+ float last_gain;
+ int last_period;
+
+ float *analysis_mem;
+ float **cepstral_mem;
+ float *synthesis_mem;
+ float *pitch_buf;
+ float *pitch_enh_buf;
+ float *mem_hp_x;
+ float *lastg;
+
+ int ns_level;
+ float max_atteunation;
+ float min_max_atteunation;
+
+ kiss_fft_state *kfft;
+ float *half_window;
+ float *dct_table;
+
+ kiss_fft_cpx *_X;
+ kiss_fft_cpx *_P;
+ float *_Ex;
+ float *_Ep;
+ float *_Exp;
+
+ bool isInitialized;
+};
+
+#endif /* __AUDIO_PROCESSOR__ */
--- /dev/null
+/**
+ * Copyright (c) 2022-2023 Samsung Electronics Co., Ltd.
+ *
+ * Redistribution and use in source and binary forms, with or without
+ * modification, are permitted provided that the following conditions
+ * are met:
+ *
+ * - Redistributions of source code must retain the above copyright
+ * notice, this list of conditions and the following disclaimer.
+ *
+ * - Redistributions in binary form must reproduce the above copyright
+ * notice, this list of conditions and the following disclaimer in the
+ * documentation and/or other materials provided with the distribution.
+ *
+ * - Neither the name of the Samsung Electronics Co., Ltd. nor the names
+ * of its contributors may be used to endorse or promote products derived
+ * from this software without specific prior written permission.
+ *
+ * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
+ * ``AS IS'' AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
+ * LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
+ * A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE FOUNDATION
+ * OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL,
+ * SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT
+ * LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE,
+ * DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY
+ * THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
+ * (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
+ * OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
+ */
+
+#ifndef __AUDIO_PROCESSOR_IFACE__
+#define __AUDIO_PROCESSOR_IFACE__
+
+class IAudioProcessor
+{
+ public:
+ virtual ~IAudioProcessor() {};
+
+ virtual int init(unsigned int sample_rate, unsigned int max_delay_msec,
+ unsigned int *frameSize) = 0;
+ virtual void deinit() = 0;
+ virtual void audioToFeatures(float **features, int *length,
+ const float *in, bool *isSilence) = 0;
+ virtual void featuresToAudio(float *out, float *gain,
+ bool isSilence) = 0;
+ virtual void setNSLevel(int level) = 0;
+ virtual int getNSLevel(void) = 0;
+ virtual void setMaxAtteunation(float atteunation) = 0;
+ virtual float getMaxAtteunation(void) = 0;
+ virtual void setMinMaxAtteunation(float atteunation) = 0;
+ virtual float getMinMaxAtteunation(void) = 0;
+};
+
+#endif /* __AUDIO_PROCESSOR_IFACE__ */
--- /dev/null
+/**
+ * Copyright (c) 2022-2023 Samsung Electronics Co., Ltd.
+ *
+ * Redistribution and use in source and binary forms, with or without
+ * modification, are permitted provided that the following conditions
+ * are met:
+ *
+ * - Redistributions of source code must retain the above copyright
+ * notice, this list of conditions and the following disclaimer.
+ *
+ * - Redistributions in binary form must reproduce the above copyright
+ * notice, this list of conditions and the following disclaimer in the
+ * documentation and/or other materials provided with the distribution.
+ *
+ * - Neither the name of the Samsung Electronics Co., Ltd. nor the names
+ * of its contributors may be used to endorse or promote products derived
+ * from this software without specific prior written permission.
+ *
+ * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
+ * ``AS IS'' AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
+ * LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
+ * A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE FOUNDATION
+ * OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL,
+ * SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT
+ * LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE,
+ * DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY
+ * THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
+ * (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
+ * OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
+ */
+
+#ifndef __AUDIO_RESAMPLER__
+#define __AUDIO_RESAMPLER__
+
+#include <AudioResamplerIface.h>
+#include <speex/speex_resampler.h>
+
+class CAudioReSampler : public IAudioReSampler
+{
+ public:
+ CAudioReSampler();
+ ~CAudioReSampler();
+
+ int init(unsigned int inputSR, unsigned int outputSR);
+ void deinit();
+ int resampleAudio(const float *in, unsigned int inputLen,
+ float *out, unsigned int outputLen);
+
+ private:
+ SpeexResamplerState *resampler;
+ bool isInitialized;
+};
+
+#endif /* __AUDIO_RESAMPLER__ */
--- /dev/null
+/**
+ * Copyright (c) 2022-2023 Samsung Electronics Co., Ltd.
+ *
+ * Redistribution and use in source and binary forms, with or without
+ * modification, are permitted provided that the following conditions
+ * are met:
+ *
+ * - Redistributions of source code must retain the above copyright
+ * notice, this list of conditions and the following disclaimer.
+ *
+ * - Redistributions in binary form must reproduce the above copyright
+ * notice, this list of conditions and the following disclaimer in the
+ * documentation and/or other materials provided with the distribution.
+ *
+ * - Neither the name of the Samsung Electronics Co., Ltd. nor the names
+ * of its contributors may be used to endorse or promote products derived
+ * from this software without specific prior written permission.
+ *
+ * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
+ * ``AS IS'' AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
+ * LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
+ * A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE FOUNDATION
+ * OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL,
+ * SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT
+ * LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE,
+ * DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY
+ * THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
+ * (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
+ * OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
+ */
+
+#ifndef __AUDIO_RESAMPLER_IFACE__
+#define __AUDIO_RESAMPLER_IFACE__
+
+class IAudioReSampler
+{
+ public:
+ virtual ~IAudioReSampler() {};
+
+ virtual int init(unsigned int inputSR, unsigned int outputSR) = 0;
+ virtual void deinit() = 0;
+ virtual int resampleAudio(const float *in, unsigned int inputLen,
+ float *out, unsigned int outputLen) = 0;
+};
+
+#endif /* __AUDIO_RESAMPLER_IFACE__ */
--- /dev/null
+/**
+ * Copyright (c) 2022-2023 Samsung Electronics Co., Ltd.
+ *
+ * Redistribution and use in source and binary forms, with or without
+ * modification, are permitted provided that the following conditions
+ * are met:
+ *
+ * - Redistributions of source code must retain the above copyright
+ * notice, this list of conditions and the following disclaimer.
+ *
+ * - Redistributions in binary form must reproduce the above copyright
+ * notice, this list of conditions and the following disclaimer in the
+ * documentation and/or other materials provided with the distribution.
+ *
+ * - Neither the name of the Samsung Electronics Co., Ltd. nor the names
+ * of its contributors may be used to endorse or promote products derived
+ * from this software without specific prior written permission.
+ *
+ * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
+ * ``AS IS'' AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
+ * LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
+ * A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE FOUNDATION
+ * OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL,
+ * SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT
+ * LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE,
+ * DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY
+ * THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
+ * (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
+ * OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
+ */
+
+#ifndef __DNN_MANAGER__
+#define __DNN_MANAGER__
+
+#include <DNNManagerIface.h>
+#include <rnn_data.h>
+
+class CDNNManager : public IDNNManager
+{
+ public:
+ CDNNManager();
+ ~CDNNManager();
+
+ int init(unsigned int inputSR, unsigned int *modelSR);
+ void deinit();
+ int processFrame(const float *features, int featureLen,
+ float **gains, float *vad);
+
+ private:
+ float tansig_approx(float x);
+ float sigmoid_approx(float x);
+ float relu(float x);
+ void compute_dense(const DenseLayer *layer,
+ float *output, const float *input);
+ void compute_gru(const GRULayer *gru,
+ float *state, const float *input);
+
+ private:
+ RNNState rnn;
+ bool isInitialized;
+ float *z;
+ float *r;
+ float *z_x_state;
+ float *r_x_state;
+};
+
+#endif /*__DNN_MANAGER__ */
--- /dev/null
+/**
+ * Copyright (c) 2022-2023 Samsung Electronics Co., Ltd.
+ *
+ * Redistribution and use in source and binary forms, with or without
+ * modification, are permitted provided that the following conditions
+ * are met:
+ *
+ * - Redistributions of source code must retain the above copyright
+ * notice, this list of conditions and the following disclaimer.
+ *
+ * - Redistributions in binary form must reproduce the above copyright
+ * notice, this list of conditions and the following disclaimer in the
+ * documentation and/or other materials provided with the distribution.
+ *
+ * - Neither the name of the Samsung Electronics Co., Ltd. nor the names
+ * of its contributors may be used to endorse or promote products derived
+ * from this software without specific prior written permission.
+ *
+ * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
+ * ``AS IS'' AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
+ * LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
+ * A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE FOUNDATION
+ * OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL,
+ * SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT
+ * LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE,
+ * DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY
+ * THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
+ * (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
+ * OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
+ */
+
+#ifndef __DNN_MANAGER_IFACE__
+#define __DNN_MANAGER_IFACE__
+
+class IDNNManager
+{
+ public:
+ virtual ~IDNNManager() {};
+
+ virtual int init(unsigned int inputSR, unsigned int *modelSR) = 0;
+ virtual void deinit() = 0;
+ virtual int processFrame(const float *features, int featureLen,
+ float **gains, float *vad) = 0;
+};
+
+#endif /* __DNN_MANAGER_IFACE__ */
--- /dev/null
+/**
+ * Copyright (c) 2022-2023 Samsung Electronics Co., Ltd.
+ *
+ * Redistribution and use in source and binary forms, with or without
+ * modification, are permitted provided that the following conditions
+ * are met:
+ *
+ * - Redistributions of source code must retain the above copyright
+ * notice, this list of conditions and the following disclaimer.
+ *
+ * - Redistributions in binary form must reproduce the above copyright
+ * notice, this list of conditions and the following disclaimer in the
+ * documentation and/or other materials provided with the distribution.
+ *
+ * - Neither the name of the Samsung Electronics Co., Ltd. nor the names
+ * of its contributors may be used to endorse or promote products derived
+ * from this software without specific prior written permission.
+ *
+ * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
+ * ``AS IS'' AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
+ * LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
+ * A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE FOUNDATION
+ * OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL,
+ * SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT
+ * LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE,
+ * DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY
+ * THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
+ * (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
+ * OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
+ */
+
+#ifndef _NS_LOGGER_H_
+#define _NS_LOGGER_H_
+
+#include <noise-suppression-type.h>
+
+#ifdef __cplusplus
+extern "C"
+{
+#endif /* __cplusplus */
+
+void set_ns_print(ns_log_cb print_func);
+void ns_print(const char* fmt, ...);
+
+#ifdef __cplusplus
+}
+#endif /* __cplusplus */
+
+#endif /* _NS_LOGGER_H_ */
--- /dev/null
+/**
+ * Copyright (c) 2022-2023 Samsung Electronics Co., Ltd.
+ *
+ * Redistribution and use in source and binary forms, with or without
+ * modification, are permitted provided that the following conditions
+ * are met:
+ *
+ * - Redistributions of source code must retain the above copyright
+ * notice, this list of conditions and the following disclaimer.
+ *
+ * - Redistributions in binary form must reproduce the above copyright
+ * notice, this list of conditions and the following disclaimer in the
+ * documentation and/or other materials provided with the distribution.
+ *
+ * - Neither the name of the Samsung Electronics Co., Ltd. nor the names
+ * of its contributors may be used to endorse or promote products derived
+ * from this software without specific prior written permission.
+ *
+ * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
+ * ``AS IS'' AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
+ * LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
+ * A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE FOUNDATION
+ * OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL,
+ * SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT
+ * LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE,
+ * DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY
+ * THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
+ * (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
+ * OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
+ */
+
+#ifndef __NOISE_SUPPRESSION__
+#define __NOISE_SUPPRESSION__
+
+#include <NoiseSuppressionIface.h>
+#if defined ENABLE_AUDIO_RESAMPLING
+#include <AudioResampler.h>
+#endif
+#include <AudioProcessor.h>
+#include <DNNManager.h>
+
+class CNoiseSuppression : public INoiseSuppression
+{
+ public:
+ CNoiseSuppression();
+ ~CNoiseSuppression();
+
+ int init(unsigned int inputSR, unsigned int maxDelayMSec,
+ unsigned int *frame_size);
+ void deinit();
+ void setNSLevel(int level);
+ int processAudio(const float *in, float *out);
+
+ private:
+ unsigned int _modelFrameSize;
+ unsigned int _inputFrameSize;
+#if defined ENABLE_AUDIO_RESAMPLING
+ CAudioReSampler audioResamplerIn;
+ CAudioReSampler audioResamplerOut;
+#else
+ unsigned int _modelSR;
+ unsigned int _inputSR;
+#endif
+ CAudioProcessor audioProcessor;
+ CDNNManager dnnManager;
+
+ bool isInitialized;
+};
+
+#endif /* __NOISE_SUPPRESSION__ */
--- /dev/null
+/**
+ * Copyright (c) 2022-2023 Samsung Electronics Co., Ltd.
+ *
+ * Redistribution and use in source and binary forms, with or without
+ * modification, are permitted provided that the following conditions
+ * are met:
+ *
+ * - Redistributions of source code must retain the above copyright
+ * notice, this list of conditions and the following disclaimer.
+ *
+ * - Redistributions in binary form must reproduce the above copyright
+ * notice, this list of conditions and the following disclaimer in the
+ * documentation and/or other materials provided with the distribution.
+ *
+ * - Neither the name of the Samsung Electronics Co., Ltd. nor the names
+ * of its contributors may be used to endorse or promote products derived
+ * from this software without specific prior written permission.
+ *
+ * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
+ * ``AS IS'' AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
+ * LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
+ * A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE FOUNDATION
+ * OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL,
+ * SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT
+ * LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE,
+ * DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY
+ * THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
+ * (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
+ * OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
+ */
+
+#ifndef __NOISE_SUPPRESSION_IFACE__
+#define __NOISE_SUPPRESSION_IFACE__
+
+class INoiseSuppression
+{
+ public:
+ virtual ~INoiseSuppression() {};
+
+ virtual int init(unsigned int inputSR,
+ unsigned int maxDelayMSec,
+ unsigned int *frame_size) = 0;
+ virtual void deinit() = 0;
+ virtual int processAudio(const float *in, float *out) = 0;
+};
+
+#endif /* __NOISE_SUPPRESSION_IFACE__ */
--- /dev/null
+/*Copyright (c) 2003-2004, Mark Borgerding
+
+ All rights reserved.
+
+ Redistribution and use in source and binary forms, with or without
+ modification, are permitted provided that the following conditions are met:
+
+ * Redistributions of source code must retain the above copyright notice,
+ this list of conditions and the following disclaimer.
+ * Redistributions in binary form must reproduce the above copyright notice,
+ this list of conditions and the following disclaimer in the
+ documentation and/or other materials provided with the distribution.
+
+ THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
+ AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
+ IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE
+ ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE
+ LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR
+ CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF
+ SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS
+ INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN
+ CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE)
+ ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE
+ POSSIBILITY OF SUCH DAMAGE.*/
+
+#ifndef KISS_FFT_GUTS_H
+#define KISS_FFT_GUTS_H
+
+#define MIN(a,b) ((a)<(b) ? (a):(b))
+#define MAX(a,b) ((a)>(b) ? (a):(b))
+
+/* kiss_fft.h
+ defines kiss_fft_scalar as either short or a float type
+ and defines
+ typedef struct { kiss_fft_scalar r; kiss_fft_scalar i; }kiss_fft_cpx; */
+#include "kiss_fft.h"
+
+/*
+ Explanation of macros dealing with complex math:
+
+ C_MUL(m,a,b) : m = a*b
+ C_FIXDIV( c , div ) : if a fixed point impl., c /= div. noop otherwise
+ C_SUB( res, a,b) : res = a - b
+ C_SUBFROM( res , a) : res -= a
+ C_ADDTO( res , a) : res += a
+ * */
+#ifdef FIXED_POINT
+#include "arch.h"
+
+
+#define SAMP_MAX 2147483647
+#define TWID_MAX 32767
+#define TRIG_UPSCALE 1
+
+#define SAMP_MIN -SAMP_MAX
+
+
+# define S_MUL(a,b) MULT16_32_Q15(b, a)
+
+# define C_MUL(m,a,b) \
+ do{ (m).r = SUB32_ovflw(S_MUL((a).r,(b).r) , S_MUL((a).i,(b).i)); \
+ (m).i = ADD32_ovflw(S_MUL((a).r,(b).i) , S_MUL((a).i,(b).r)); }while(0)
+
+# define C_MULC(m,a,b) \
+ do{ (m).r = ADD32_ovflw(S_MUL((a).r,(b).r) , S_MUL((a).i,(b).i)); \
+ (m).i = SUB32_ovflw(S_MUL((a).i,(b).r) , S_MUL((a).r,(b).i)); }while(0)
+
+# define C_MULBYSCALAR( c, s ) \
+ do{ (c).r = S_MUL( (c).r , s ) ;\
+ (c).i = S_MUL( (c).i , s ) ; }while(0)
+
+# define DIVSCALAR(x,k) \
+ (x) = S_MUL( x, (TWID_MAX-((k)>>1))/(k)+1 )
+
+# define C_FIXDIV(c,div) \
+ do { DIVSCALAR( (c).r , div); \
+ DIVSCALAR( (c).i , div); }while (0)
+
+#define C_ADD( res, a,b)\
+ do {(res).r=ADD32_ovflw((a).r,(b).r); (res).i=ADD32_ovflw((a).i,(b).i); \
+ }while(0)
+#define C_SUB( res, a,b)\
+ do {(res).r=SUB32_ovflw((a).r,(b).r); (res).i=SUB32_ovflw((a).i,(b).i); \
+ }while(0)
+#define C_ADDTO( res , a)\
+ do {(res).r = ADD32_ovflw((res).r, (a).r); (res).i = ADD32_ovflw((res).i,(a).i);\
+ }while(0)
+
+#define C_SUBFROM( res , a)\
+ do {(res).r = ADD32_ovflw((res).r,(a).r); (res).i = SUB32_ovflw((res).i,(a).i); \
+ }while(0)
+
+#if defined(OPUS_ARM_INLINE_ASM)
+#include "arm/kiss_fft_armv4.h"
+#endif
+
+#if defined(OPUS_ARM_INLINE_EDSP)
+#include "arm/kiss_fft_armv5e.h"
+#endif
+#if defined(MIPSr1_ASM)
+#include "mips/kiss_fft_mipsr1.h"
+#endif
+
+#else /* not FIXED_POINT*/
+
+# define S_MUL(a,b) ( (a)*(b) )
+#define C_MUL(m,a,b) \
+ do{ (m).r = (a).r*(b).r - (a).i*(b).i;\
+ (m).i = (a).r*(b).i + (a).i*(b).r; }while(0)
+#define C_MULC(m,a,b) \
+ do{ (m).r = (a).r*(b).r + (a).i*(b).i;\
+ (m).i = (a).i*(b).r - (a).r*(b).i; }while(0)
+
+#define C_MUL4(m,a,b) C_MUL(m,a,b)
+
+# define C_FIXDIV(c,div) /* NOOP */
+# define C_MULBYSCALAR( c, s ) \
+ do{ (c).r *= (s);\
+ (c).i *= (s); }while(0)
+#endif
+
+#ifndef CHECK_OVERFLOW_OP
+# define CHECK_OVERFLOW_OP(a,op,b) /* noop */
+#endif
+
+#ifndef C_ADD
+#define C_ADD( res, a,b)\
+ do { \
+ CHECK_OVERFLOW_OP((a).r,+,(b).r)\
+ CHECK_OVERFLOW_OP((a).i,+,(b).i)\
+ (res).r=(a).r+(b).r; (res).i=(a).i+(b).i; \
+ }while(0)
+#define C_SUB( res, a,b)\
+ do { \
+ CHECK_OVERFLOW_OP((a).r,-,(b).r)\
+ CHECK_OVERFLOW_OP((a).i,-,(b).i)\
+ (res).r=(a).r-(b).r; (res).i=(a).i-(b).i; \
+ }while(0)
+#define C_ADDTO( res , a)\
+ do { \
+ CHECK_OVERFLOW_OP((res).r,+,(a).r)\
+ CHECK_OVERFLOW_OP((res).i,+,(a).i)\
+ (res).r += (a).r; (res).i += (a).i;\
+ }while(0)
+
+#define C_SUBFROM( res , a)\
+ do {\
+ CHECK_OVERFLOW_OP((res).r,-,(a).r)\
+ CHECK_OVERFLOW_OP((res).i,-,(a).i)\
+ (res).r -= (a).r; (res).i -= (a).i; \
+ }while(0)
+#endif /* C_ADD defined */
+
+#ifdef FIXED_POINT
+/*# define KISS_FFT_COS(phase) TRIG_UPSCALE*floor(MIN(32767,MAX(-32767,.5+32768 * cos (phase))))
+# define KISS_FFT_SIN(phase) TRIG_UPSCALE*floor(MIN(32767,MAX(-32767,.5+32768 * sin (phase))))*/
+# define KISS_FFT_COS(phase) floor(.5+TWID_MAX*cos (phase))
+# define KISS_FFT_SIN(phase) floor(.5+TWID_MAX*sin (phase))
+# define HALF_OF(x) ((x)>>1)
+#elif defined(USE_SIMD)
+# define KISS_FFT_COS(phase) _mm_set1_ps( cos(phase) )
+# define KISS_FFT_SIN(phase) _mm_set1_ps( sin(phase) )
+# define HALF_OF(x) ((x)*_mm_set1_ps(.5f))
+#else
+# define KISS_FFT_COS(phase) (kiss_fft_scalar) cos(phase)
+# define KISS_FFT_SIN(phase) (kiss_fft_scalar) sin(phase)
+# define HALF_OF(x) ((x)*.5f)
+#endif
+
+#define kf_cexp(x,phase) \
+ do{ \
+ (x)->r = KISS_FFT_COS(phase);\
+ (x)->i = KISS_FFT_SIN(phase);\
+ }while(0)
+
+#define kf_cexp2(x,phase) \
+ do{ \
+ (x)->r = TRIG_UPSCALE*celt_cos_norm((phase));\
+ (x)->i = TRIG_UPSCALE*celt_cos_norm((phase)-32768);\
+}while(0)
+
+#endif /* KISS_FFT_GUTS_H */
--- /dev/null
+/* Copyright (c) 2003-2008 Jean-Marc Valin
+ Copyright (c) 2007-2008 CSIRO
+ Copyright (c) 2007-2009 Xiph.Org Foundation
+ Written by Jean-Marc Valin */
+/**
+ @file arch.h
+ @brief Various architecture definitions for CELT
+*/
+/*
+ Redistribution and use in source and binary forms, with or without
+ modification, are permitted provided that the following conditions
+ are met:
+
+ - Redistributions of source code must retain the above copyright
+ notice, this list of conditions and the following disclaimer.
+
+ - Redistributions in binary form must reproduce the above copyright
+ notice, this list of conditions and the following disclaimer in the
+ documentation and/or other materials provided with the distribution.
+
+ THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
+ ``AS IS'' AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
+ LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
+ A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER
+ OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL,
+ EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO,
+ PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR
+ PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF
+ LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING
+ NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS
+ SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
+*/
+
+#ifndef ARCH_H
+#define ARCH_H
+
+#include "opus_types.h"
+#include "common.h"
+
+# if !defined(__GNUC_PREREQ)
+# if defined(__GNUC__)&&defined(__GNUC_MINOR__)
+# define __GNUC_PREREQ(_maj,_min) \
+ ((__GNUC__<<16)+__GNUC_MINOR__>=((_maj)<<16)+(_min))
+# else
+# define __GNUC_PREREQ(_maj,_min) 0
+# endif
+# endif
+
+#define CELT_SIG_SCALE 32768.f
+
+#define celt_fatal(str) _celt_fatal(str, __FILE__, __LINE__);
+#ifdef ENABLE_ASSERTIONS
+#include <stdio.h>
+#include <stdlib.h>
+#ifdef __GNUC__
+__attribute__((noreturn))
+#endif
+
+#include "log.h"
+static OPUS_INLINE void _celt_fatal(const char *str, const char *file, int line)
+{
+ ERR("Fatal (internal) error in %s, line %d: %s\n", file, line, str);
+ abort();
+}
+
+#define celt_assert(cond) {if (!(cond)) {celt_fatal("assertion failed: " #cond);}}
+#define celt_assert2(cond, message) {if (!(cond)) {celt_fatal("assertion failed: " #cond "\n" message);}}
+#else
+#define celt_assert(cond)
+#define celt_assert2(cond, message)
+#endif
+
+#define IMUL32(a,b) ((a)*(b))
+
+#define MIN16(a,b) ((a) < (b) ? (a) : (b)) /**< Minimum 16-bit value. */
+#define MAX16(a,b) ((a) > (b) ? (a) : (b)) /**< Maximum 16-bit value. */
+#define MIN32(a,b) ((a) < (b) ? (a) : (b)) /**< Minimum 32-bit value. */
+#define MAX32(a,b) ((a) > (b) ? (a) : (b)) /**< Maximum 32-bit value. */
+#define IMIN(a,b) ((a) < (b) ? (a) : (b)) /**< Minimum int value. */
+#define IMAX(a,b) ((a) > (b) ? (a) : (b)) /**< Maximum int value. */
+#define UADD32(a,b) ((a)+(b))
+#define USUB32(a,b) ((a)-(b))
+
+/* Set this if opus_int64 is a native type of the CPU. */
+/* Assume that all LP64 architectures have fast 64-bit types; also x86_64
+ (which can be ILP32 for x32) and Win64 (which is LLP64). */
+#if defined(__x86_64__) || defined(__LP64__) || defined(_WIN64)
+#define OPUS_FAST_INT64 1
+#else
+#define OPUS_FAST_INT64 0
+#endif
+
+#define PRINT_MIPS(file)
+
+#ifdef FIXED_POINT
+
+typedef opus_int16 opus_val16;
+typedef opus_int32 opus_val32;
+typedef opus_int64 opus_val64;
+
+typedef opus_val32 celt_sig;
+typedef opus_val16 celt_norm;
+typedef opus_val32 celt_ener;
+
+#define Q15ONE 32767
+
+#define SIG_SHIFT 12
+/* Safe saturation value for 32-bit signals. Should be less than
+ 2^31*(1-0.85) to avoid blowing up on DC at deemphasis.*/
+#define SIG_SAT (300000000)
+
+#define NORM_SCALING 16384
+
+#define DB_SHIFT 10
+
+#define EPSILON 1
+#define VERY_SMALL 0
+#define VERY_LARGE16 ((opus_val16)32767)
+#define Q15_ONE ((opus_val16)32767)
+
+#define SCALEIN(a) (a)
+#define SCALEOUT(a) (a)
+
+#define ABS16(x) ((x) < 0 ? (-(x)) : (x))
+#define ABS32(x) ((x) < 0 ? (-(x)) : (x))
+
+static OPUS_INLINE opus_int16 SAT16(opus_int32 x) {
+ return x > 32767 ? 32767 : x < -32768 ? -32768 : (opus_int16)x;
+}
+
+#ifdef FIXED_DEBUG
+#include "fixed_debug.h"
+#else
+
+#include "fixed_generic.h"
+
+#ifdef OPUS_ARM_PRESUME_AARCH64_NEON_INTR
+#include "arm/fixed_arm64.h"
+#elif OPUS_ARM_INLINE_EDSP
+#include "arm/fixed_armv5e.h"
+#elif defined (OPUS_ARM_INLINE_ASM)
+#include "arm/fixed_armv4.h"
+#elif defined (BFIN_ASM)
+#include "fixed_bfin.h"
+#elif defined (TI_C5X_ASM)
+#include "fixed_c5x.h"
+#elif defined (TI_C6X_ASM)
+#include "fixed_c6x.h"
+#endif
+
+#endif
+
+#else /* FIXED_POINT */
+
+typedef float opus_val16;
+typedef float opus_val32;
+typedef float opus_val64;
+
+typedef float celt_sig;
+typedef float celt_norm;
+typedef float celt_ener;
+
+#ifdef FLOAT_APPROX
+/* This code should reliably detect NaN/inf even when -ffast-math is used.
+ Assumes IEEE 754 format. */
+static OPUS_INLINE int celt_isnan(float x)
+{
+ union {float f; opus_uint32 i;} in;
+ in.f = x;
+ return ((in.i>>23)&0xFF)==0xFF && (in.i&0x007FFFFF)!=0;
+}
+#else
+#ifdef __FAST_MATH__
+#error Cannot build libopus with -ffast-math unless FLOAT_APPROX is defined. This could result in crashes on extreme (e.g. NaN) input
+#endif
+#define celt_isnan(x) ((x)!=(x))
+#endif
+
+#define Q15ONE 1.0f
+
+#define NORM_SCALING 1.f
+
+#define EPSILON 1e-15f
+#define VERY_SMALL 1e-30f
+#define VERY_LARGE16 1e15f
+#define Q15_ONE ((opus_val16)1.f)
+
+/* This appears to be the same speed as C99's fabsf() but it's more portable. */
+#define ABS16(x) ((float)fabs(x))
+#define ABS32(x) ((float)fabs(x))
+
+#define QCONST16(x,bits) (x)
+#define QCONST32(x,bits) (x)
+
+#define NEG16(x) (-(x))
+#define NEG32(x) (-(x))
+#define NEG32_ovflw(x) (-(x))
+#define EXTRACT16(x) (x)
+#define EXTEND32(x) (x)
+#define SHR16(a,shift) (a)
+#define SHL16(a,shift) (a)
+#define SHR32(a,shift) (a)
+#define SHL32(a,shift) (a)
+#define PSHR32(a,shift) (a)
+#define VSHR32(a,shift) (a)
+
+#define PSHR(a,shift) (a)
+#define SHR(a,shift) (a)
+#define SHL(a,shift) (a)
+#define SATURATE(x,a) (x)
+#define SATURATE16(x) (x)
+
+#define ROUND16(a,shift) (a)
+#define SROUND16(a,shift) (a)
+#define HALF16(x) (.5f*(x))
+#define HALF32(x) (.5f*(x))
+
+#define ADD16(a,b) ((a)+(b))
+#define SUB16(a,b) ((a)-(b))
+#define ADD32(a,b) ((a)+(b))
+#define SUB32(a,b) ((a)-(b))
+#define ADD32_ovflw(a,b) ((a)+(b))
+#define SUB32_ovflw(a,b) ((a)-(b))
+#define MULT16_16_16(a,b) ((a)*(b))
+#define MULT16_16(a,b) ((opus_val32)(a)*(opus_val32)(b))
+#define MAC16_16(c,a,b) ((c)+(opus_val32)(a)*(opus_val32)(b))
+
+#define MULT16_32_Q15(a,b) ((a)*(b))
+#define MULT16_32_Q16(a,b) ((a)*(b))
+
+#define MULT32_32_Q31(a,b) ((a)*(b))
+
+#define MAC16_32_Q15(c,a,b) ((c)+(a)*(b))
+#define MAC16_32_Q16(c,a,b) ((c)+(a)*(b))
+
+#define MULT16_16_Q11_32(a,b) ((a)*(b))
+#define MULT16_16_Q11(a,b) ((a)*(b))
+#define MULT16_16_Q13(a,b) ((a)*(b))
+#define MULT16_16_Q14(a,b) ((a)*(b))
+#define MULT16_16_Q15(a,b) ((a)*(b))
+#define MULT16_16_P15(a,b) ((a)*(b))
+#define MULT16_16_P13(a,b) ((a)*(b))
+#define MULT16_16_P14(a,b) ((a)*(b))
+#define MULT16_32_P16(a,b) ((a)*(b))
+
+#define DIV32_16(a,b) (((opus_val32)(a))/(opus_val16)(b))
+#define DIV32(a,b) (((opus_val32)(a))/(opus_val32)(b))
+
+#define SCALEIN(a) ((a)*CELT_SIG_SCALE)
+#define SCALEOUT(a) ((a)*(1/CELT_SIG_SCALE))
+
+#define SIG2WORD16(x) (x)
+
+#endif /* !FIXED_POINT */
+
+#ifndef GLOBAL_STACK_SIZE
+#ifdef FIXED_POINT
+#define GLOBAL_STACK_SIZE 120000
+#else
+#define GLOBAL_STACK_SIZE 120000
+#endif
+#endif
+
+#endif /* ARCH_H */
--- /dev/null
+/* Copyright (c) 2009-2010 Xiph.Org Foundation
+ Written by Jean-Marc Valin */
+/*
+ Redistribution and use in source and binary forms, with or without
+ modification, are permitted provided that the following conditions
+ are met:
+
+ - Redistributions of source code must retain the above copyright
+ notice, this list of conditions and the following disclaimer.
+
+ - Redistributions in binary form must reproduce the above copyright
+ notice, this list of conditions and the following disclaimer in the
+ documentation and/or other materials provided with the distribution.
+
+ THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
+ ``AS IS'' AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
+ LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
+ A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER
+ OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL,
+ EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO,
+ PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR
+ PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF
+ LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING
+ NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS
+ SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
+*/
+
+#ifndef PLC_H
+#define PLC_H
+
+#include "arch.h"
+#include "common.h"
+
+#if defined(OPUS_X86_MAY_HAVE_SSE4_1)
+#include "x86/celt_lpc_sse.h"
+#endif
+
+#define LPC_ORDER 24
+
+void _celt_lpc(opus_val16 *_lpc, const opus_val32 *ac, int p);
+
+void celt_fir(
+ const opus_val16 *x,
+ const opus_val16 *num,
+ opus_val16 *y,
+ int N,
+ int ord);
+
+void celt_iir(const opus_val32 *x,
+ const opus_val16 *den,
+ opus_val32 *y,
+ int N,
+ int ord,
+ opus_val16 *mem);
+
+int _celt_autocorr(const opus_val16 *x, opus_val32 *ac,
+ const opus_val16 *window, int overlap, int lag, int n);
+
+#endif /* PLC_H */
--- /dev/null
+/**
+ * Copyright (c) 2022-2023 Samsung Electronics Co., Ltd.
+ * Copyright (c) 2017, Mozilla
+ * Copyright (c) 2007-2017, Jean-Marc Valin
+ * Copyright (c) 2005-2017, Xiph.Org Foundation
+ * Copyright (c) 2003-2004, Mark Borgerding
+ *
+ * Redistribution and use in source and binary forms, with or without
+ * modification, are permitted provided that the following conditions
+ * are met:
+ *
+ * - Redistributions of source code must retain the above copyright
+ * notice, this list of conditions and the following disclaimer.
+ *
+ * - Redistributions in binary form must reproduce the above copyright
+ * notice, this list of conditions and the following disclaimer in the
+ * documentation and/or other materials provided with the distribution.
+ *
+ * - Neither the name of the Xiph.Org Foundation nor the names of its
+ * contributors may be used to endorse or promote products derived from
+ * this software without specific prior written permission.
+ *
+ * - Neither the name of the Samsung Electronics Co., Ltd. nor the names
+ * of its contributors may be used to endorse or promote products derived
+ * from this software without specific prior written permission.
+ *
+ * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
+ * ``AS IS'' AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
+ * LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
+ * A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE FOUNDATION
+ * OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL,
+ * SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT
+ * LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE,
+ * DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY
+ * THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
+ * (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
+ * OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
+ */
+
+#ifndef COMMON_H
+#define COMMON_H
+
+#include "stdlib.h"
+#include "string.h"
+
+#define OPUS_INLINE inline
+
+/** Copy n elements from src to dst. The 0* term provides compile-time type checking */
+#ifndef OVERRIDE_RNN_COPY
+#define RNN_COPY(dst, src, n) (memcpy((dst), (src), (n)*sizeof(*(dst)) + 0*((dst)-(src)) ))
+#endif
+
+/** Copy n elements from src to dst, allowing overlapping regions. The 0* term
+ provides compile-time type checking */
+#ifndef OVERRIDE_RNN_MOVE
+#define RNN_MOVE(dst, src, n) (memmove((dst), (src), (n)*sizeof(*(dst)) + 0*((dst)-(src)) ))
+#endif
+
+/** Set n elements of dst to zero */
+#ifndef OVERRIDE_RNN_CLEAR
+#define RNN_CLEAR(dst, n) (memset((dst), 0, (n)*sizeof(*(dst))))
+#endif
+
+#endif
--- /dev/null
+/*Copyright (c) 2003-2004, Mark Borgerding
+ Lots of modifications by Jean-Marc Valin
+ Copyright (c) 2005-2007, Xiph.Org Foundation
+ Copyright (c) 2008, Xiph.Org Foundation, CSIRO
+
+ All rights reserved.
+
+ Redistribution and use in source and binary forms, with or without
+ modification, are permitted provided that the following conditions are met:
+
+ * Redistributions of source code must retain the above copyright notice,
+ this list of conditions and the following disclaimer.
+ * Redistributions in binary form must reproduce the above copyright notice,
+ this list of conditions and the following disclaimer in the
+ documentation and/or other materials provided with the distribution.
+
+ THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
+ AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
+ IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE
+ ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE
+ LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR
+ CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF
+ SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS
+ INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN
+ CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE)
+ ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE
+ POSSIBILITY OF SUCH DAMAGE.*/
+
+#ifndef KISS_FFT_H
+#define KISS_FFT_H
+
+#include <stdlib.h>
+#include <math.h>
+#include "arch.h"
+
+#include <stdlib.h>
+#define opus_alloc(x) malloc(x)
+#define opus_free(x) free(x)
+
+#ifdef __cplusplus
+extern "C" {
+#endif
+
+#ifdef USE_SIMD
+# include <xmmintrin.h>
+# define kiss_fft_scalar __m128
+#define KISS_FFT_MALLOC(nbytes) memalign(16,nbytes)
+#else
+#define KISS_FFT_MALLOC opus_alloc
+#endif
+
+#ifdef FIXED_POINT
+#include "arch.h"
+
+# define kiss_fft_scalar opus_int32
+# define kiss_twiddle_scalar opus_int16
+
+
+#else
+# ifndef kiss_fft_scalar
+/* default is float */
+# define kiss_fft_scalar float
+# define kiss_twiddle_scalar float
+# define KF_SUFFIX _celt_single
+# endif
+#endif
+
+typedef struct {
+ kiss_fft_scalar r;
+ kiss_fft_scalar i;
+}kiss_fft_cpx;
+
+typedef struct {
+ kiss_twiddle_scalar r;
+ kiss_twiddle_scalar i;
+}kiss_twiddle_cpx;
+
+#define MAXFACTORS 8
+/* e.g. an fft of length 128 has 4 factors
+ as far as kissfft is concerned
+ 4*4*4*2
+ */
+
+typedef struct arch_fft_state{
+ int is_supported;
+ void *priv;
+} arch_fft_state;
+
+typedef struct kiss_fft_state{
+ int nfft;
+ opus_val16 scale;
+#ifdef FIXED_POINT
+ int scale_shift;
+#endif
+ int shift;
+ opus_int16 factors[2*MAXFACTORS];
+ const opus_int16 *bitrev;
+ const kiss_twiddle_cpx *twiddles;
+ arch_fft_state *arch_fft;
+} kiss_fft_state;
+
+#if defined(HAVE_ARM_NE10)
+#include "arm/fft_arm.h"
+#endif
+
+/*typedef struct kiss_fft_state* kiss_fft_cfg;*/
+
+/**
+ * opus_fft_alloc
+ *
+ * Initialize a FFT (or IFFT) algorithm's cfg/state buffer.
+ *
+ * typical usage: kiss_fft_cfg mycfg=opus_fft_alloc(1024,0,NULL,NULL);
+ *
+ * The return value from fft_alloc is a cfg buffer used internally
+ * by the fft routine or NULL.
+ *
+ * If lenmem is NULL, then opus_fft_alloc will allocate a cfg buffer using malloc.
+ * The returned value should be free()d when done to avoid memory leaks.
+ *
+ * The state can be placed in a user supplied buffer 'mem':
+ * If lenmem is not NULL and mem is not NULL and *lenmem is large enough,
+ * then the function places the cfg in mem and the size used in *lenmem
+ * and returns mem.
+ *
+ * If lenmem is not NULL and ( mem is NULL or *lenmem is not large enough),
+ * then the function returns NULL and places the minimum cfg
+ * buffer size in *lenmem.
+ * */
+
+kiss_fft_state *opus_fft_alloc_twiddles(int nfft,void * mem,size_t * lenmem, const kiss_fft_state *base, int arch);
+
+kiss_fft_state *opus_fft_alloc(int nfft,void * mem,size_t * lenmem, int arch);
+
+/**
+ * opus_fft(cfg,in_out_buf)
+ *
+ * Perform an FFT on a complex input buffer.
+ * for a forward FFT,
+ * fin should be f[0] , f[1] , ... ,f[nfft-1]
+ * fout will be F[0] , F[1] , ... ,F[nfft-1]
+ * Note that each element is complex and can be accessed like
+ f[k].r and f[k].i
+ * */
+void opus_fft_c(const kiss_fft_state *cfg,const kiss_fft_cpx *fin,kiss_fft_cpx *fout);
+void opus_ifft_c(const kiss_fft_state *cfg,const kiss_fft_cpx *fin,kiss_fft_cpx *fout);
+
+void opus_fft_impl(const kiss_fft_state *st,kiss_fft_cpx *fout);
+void opus_ifft_impl(const kiss_fft_state *st,kiss_fft_cpx *fout);
+
+void opus_fft_free(const kiss_fft_state *cfg, int arch);
+
+
+void opus_fft_free_arch_c(kiss_fft_state *st);
+int opus_fft_alloc_arch_c(kiss_fft_state *st);
+
+#if !defined(OVERRIDE_OPUS_FFT)
+/* Is run-time CPU detection enabled on this platform? */
+#if defined(OPUS_HAVE_RTCD) && (defined(HAVE_ARM_NE10))
+
+extern int (*const OPUS_FFT_ALLOC_ARCH_IMPL[OPUS_ARCHMASK+1])(
+ kiss_fft_state *st);
+
+#define opus_fft_alloc_arch(_st, arch) \
+ ((*OPUS_FFT_ALLOC_ARCH_IMPL[(arch)&OPUS_ARCHMASK])(_st))
+
+extern void (*const OPUS_FFT_FREE_ARCH_IMPL[OPUS_ARCHMASK+1])(
+ kiss_fft_state *st);
+#define opus_fft_free_arch(_st, arch) \
+ ((*OPUS_FFT_FREE_ARCH_IMPL[(arch)&OPUS_ARCHMASK])(_st))
+
+extern void (*const OPUS_FFT[OPUS_ARCHMASK+1])(const kiss_fft_state *cfg,
+ const kiss_fft_cpx *fin, kiss_fft_cpx *fout);
+#define opus_fft(_cfg, _fin, _fout, arch) \
+ ((*OPUS_FFT[(arch)&OPUS_ARCHMASK])(_cfg, _fin, _fout))
+
+extern void (*const OPUS_IFFT[OPUS_ARCHMASK+1])(const kiss_fft_state *cfg,
+ const kiss_fft_cpx *fin, kiss_fft_cpx *fout);
+#define opus_ifft(_cfg, _fin, _fout, arch) \
+ ((*OPUS_IFFT[(arch)&OPUS_ARCHMASK])(_cfg, _fin, _fout))
+
+#else /* else for if defined(OPUS_HAVE_RTCD) && (defined(HAVE_ARM_NE10)) */
+
+#define opus_fft_alloc_arch(_st, arch) \
+ ((void)(arch), opus_fft_alloc_arch_c(_st))
+
+#define opus_fft_free_arch(_st, arch) \
+ ((void)(arch), opus_fft_free_arch_c(_st))
+
+#define opus_fft(_cfg, _fin, _fout, arch) \
+ ((void)(arch), opus_fft_c(_cfg, _fin, _fout))
+
+#define opus_ifft(_cfg, _fin, _fout, arch) \
+ ((void)(arch), opus_ifft_c(_cfg, _fin, _fout))
+
+#endif /* end if defined(OPUS_HAVE_RTCD) && (defined(HAVE_ARM_NE10)) */
+#endif /* end if !defined(OVERRIDE_OPUS_FFT) */
+
+#ifdef __cplusplus
+}
+#endif
+
+#endif
--- /dev/null
+/**
+ * Copyright (c) 2022-2023 Samsung Electronics Co., Ltd.
+ *
+ * Redistribution and use in source and binary forms, with or without
+ * modification, are permitted provided that the following conditions
+ * are met:
+ *
+ * - Redistributions of source code must retain the above copyright
+ * notice, this list of conditions and the following disclaimer.
+ *
+ * - Redistributions in binary form must reproduce the above copyright
+ * notice, this list of conditions and the following disclaimer in the
+ * documentation and/or other materials provided with the distribution.
+ *
+ * - Neither the name of the Samsung Electronics Co., Ltd. nor the names
+ * of its contributors may be used to endorse or promote products derived
+ * from this software without specific prior written permission.
+ *
+ * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
+ * ``AS IS'' AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
+ * LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
+ * A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE FOUNDATION
+ * OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL,
+ * SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT
+ * LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE,
+ * DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY
+ * THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
+ * (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
+ * OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
+ */
+
+#ifndef __TEST_SERVICE_LOG_H__
+#define __TEST_SERVICE_LOG_H__
+
+#include <stdio.h>
+#include <string.h>
+#include "NSLogger.h"
+
+#define LOGI(fmt, arg...) ns_print("[I] " fmt, ##arg)
+#define LOGE(fmt, arg...) ns_print("[E] " fmt, ##arg)
+#define LOGD(fmt, arg...) ns_print("[D] " fmt, ##arg)
+
+#define COLOR_YELLOW "\033[1;40;33m"
+#define COLOR_RED "\033[0;40;31m"
+#define COLOR_BLUE "\033[1;40;34m"
+#define COLOR_BRIGHT_BLUE "\033[1;40;34m" /* 4 brightblue */
+#define COLOR_WHITE "\033[1;40;37m" /* 7 white */
+
+
+#define COLOR_LIGHT_RED "\033[91m"
+#define COLOR_LIGHT_YELLOW "\033[93m"
+#define COLOR_CLEAR "\033[0m"
+#define COLOR_END "\033[0;m"
+
+
+enum e_debugLogList
+{
+ D_LV_IMPORTANT=0,
+ D_LV_NORMAL,
+ D_LV_MIN
+};
+
+#define DEBUG_LOG_LV D_LV_MIN
+
+#define __FILENAME__ (strrchr(__FILE__, '/') ? strrchr(__FILE__, '/') + 1 : __FILE__)
+
+#define _I(fmt, arg...) LOGI(COLOR_YELLOW "%s : %s(%d) > " fmt COLOR_END, __FILENAME__, __FUNCTION__, __LINE__, ##arg)
+#define _E(fmt, arg...) LOGE(COLOR_RED "%s : %s(%d) > " fmt COLOR_END, __FILENAME__, __FUNCTION__, __LINE__, ##arg)
+#define _D(fmt, arg...) LOGD("%s : %s(%d) > " fmt, __FILENAME__, __FUNCTION__, __LINE__, ##arg)
+
+#define _DL(level, fmt, arg...) \
+do { \
+ if(level <= DEBUG_LOG_LV) { \
+ if(level <= D_LV_IMPORTANT) { \
+ LOGD(COLOR_BRIGHT_BLUE "%s : %s(%d) > " fmt COLOR_END, __FILENAME__, __FUNCTION__, __LINE__, ##arg); \
+ } else { \
+ LOGD("%s : %s(%d) > " fmt, __FILENAME__, __FUNCTION__, __LINE__, ##arg); \
+ } \
+ } \
+ } \
+while (0)
+
+#define FN_START _DL(D_LV_MIN, "* Enter *");
+#define FN_END _DL(D_LV_MIN, "* End *");
+
+#define ret_if(expr) \
+ do { \
+ if (expr) { \
+ _E("(%s) return", #expr); \
+ return; \
+ } \
+ } while (0)
+
+#define retv_if(expr, val) \
+ do { \
+ if (expr) { \
+ _E("(%s) return", #expr); \
+ return (val); \
+ } \
+ } while (0)
+
+
+#endif
--- /dev/null
+/**
+ * Copyright (c) 2022-2023 Samsung Electronics Co., Ltd.
+ *
+ * Redistribution and use in source and binary forms, with or without
+ * modification, are permitted provided that the following conditions
+ * are met:
+ *
+ * - Redistributions of source code must retain the above copyright
+ * notice, this list of conditions and the following disclaimer.
+ *
+ * - Redistributions in binary form must reproduce the above copyright
+ * notice, this list of conditions and the following disclaimer in the
+ * documentation and/or other materials provided with the distribution.
+ *
+ * - Neither the name of the Samsung Electronics Co., Ltd. nor the names
+ * of its contributors may be used to endorse or promote products derived
+ * from this software without specific prior written permission.
+ *
+ * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
+ * ``AS IS'' AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
+ * LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
+ * A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE FOUNDATION
+ * OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL,
+ * SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT
+ * LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE,
+ * DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY
+ * THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
+ * (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
+ * OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
+ */
+
+#ifndef __MODEL_PARAMS_H__
+#define __MODEL_PARAMS_H__
+
+#include <opus_type.h>
+#include <map>
+
+#define NB_DELTA_CEPS 6
+
+#define SAMPLE_RATE_8K 8000
+#define SAMPLE_RATE_16K 16000
+#define SAMPLE_RATE_22K 22050
+#define SAMPLE_RATE_44K 44100
+#define SAMPLE_RATE_48K 48000
+
+static const opus_int16 eband5ms[] = {
+ /*0 200 400 600 800 1k 1.2 1.4 1.6 2k 2.4 2.8 3.2 4k 4.8 5.6 6.8 8k 9.6 12k 15.6 20k*/
+ 0, 1, 2, 3, 4, 5, 6, 7, 8, 10, 12, 14, 16, 20, 24, 28, 34, 40, 48, 60, 78, 100
+};
+
+typedef struct st_ModelParams {
+ int nb_bands;
+ int frame_size;
+ int frame_size_shift;
+ int sample_rate;
+ int pitch_min_period;
+ int pitch_max_period;
+ int pitch_frame_size;
+ int window_size;
+ int freq_size;
+ int pitch_buf_size;
+ int nb_features;
+ unsigned int input_sample_rate;
+ unsigned int input_frame_size;
+
+ static std::map <int, int> sampleRateToBand =
+ {
+ {SAMPLE_RATE_8K, 14},
+ {SAMPLE_RATE_16K, 18},
+ {SAMPLE_RATE_22K, 20},
+ {SAMPLE_RATE_44K, 22},
+ {SAMPLE_RATE_48K, 22}
+ };
+
+ st_ModelParams()
+ {
+ setModelParams(SAMPLE_RATE_48K, 15);
+ }
+
+ int setModelParams(unsigned int _sample_rate, unsigned int max_delay_msec)
+ {
+ FN_START;
+ retv_if(10 >= max_delay_msec, NS_ERROR_INVALID_PARAMETER);
+
+ try {
+ nb_bands = sampleRateToBand.at(_sample_rate);
+ nb_features = nb_bands + 3 * NB_DELTA_CEPS + 2;
+
+ sample_rate = _sample_rate;
+ frame_size_shift = (((sample_rate * max_delay_msec) /
+ eband5ms[nb_bands - 1]) / 1000);
+ frame_size = frame_size_shift * eband5ms[nb_bands - 1];
+
+ pitch_min_period = (int)(frame_size / 8);
+ pitch_max_period = (int)(((float)768 / (float)480) * frame_size);
+ pitch_frame_size = 2 * frame_size;
+ pitch_buf_size = pitch_max_period + pitch_frame_size;
+
+ window_size = 2 * frame_size;
+ freq_size = frame_size + 1;
+ } catch (...) {
+ _E("Unsupported sample rate: %d", sample_rate);
+ return NS_ERROR_INVALID_PARAMETER;
+ }
+
+ FN_END;
+ return NS_ERROR_NONE;
+ }
+} ns_model_params_t;
+
+#endif /* __MODEL_PARAMS_H__ */
--- /dev/null
+/**
+ * Copyright (c) 2022-2023 Samsung Electronics Co., Ltd.
+ *
+ * Redistribution and use in source and binary forms, with or without
+ * modification, are permitted provided that the following conditions
+ * are met:
+ *
+ * - Redistributions of source code must retain the above copyright
+ * notice, this list of conditions and the following disclaimer.
+ *
+ * - Redistributions in binary form must reproduce the above copyright
+ * notice, this list of conditions and the following disclaimer in the
+ * documentation and/or other materials provided with the distribution.
+ *
+ * - Neither the name of the Samsung Electronics Co., Ltd. nor the names
+ * of its contributors may be used to endorse or promote products derived
+ * from this software without specific prior written permission.
+ *
+ * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
+ * ``AS IS'' AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
+ * LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
+ * A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE FOUNDATION
+ * OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL,
+ * SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT
+ * LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE,
+ * DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY
+ * THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
+ * (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
+ * OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
+ */
+
+#ifndef __NOISE_SUPPRESSION_TYPE_H__
+#define __NOISE_SUPPRESSION_TYPE_H__
+
+#ifdef __cplusplus
+extern "C"
+{
+#endif /* __cplusplus */
+
+#if __has_include(<tizen_error.h>)
+#include <tizen_error.h>
+#else /* __has_include(<tizen_error.h>) */
+#define TIZEN_ERROR_NONE 0
+#define TIZEN_ERROR_INVALID_PARAMETER -1
+#define TIZEN_ERROR_OUT_OF_MEMORY -2
+#define TIZEN_ERROR_NOW_IN_PROGRESS -3
+#define TIZEN_ERROR_NOT_SUPPORTED -4
+#endif /* __has_include(<tizen_error.h>) */
+
+#define TIZEN_ERROR_NS -0x04F20000
+typedef enum {
+ NS_ERROR_NONE = TIZEN_ERROR_NONE, /**< Successful*/
+ NS_ERROR_INVALID_PARAMETER = TIZEN_ERROR_INVALID_PARAMETER, /**< Invalid parameter */
+ NS_ERROR_OUT_OF_MEMORY = TIZEN_ERROR_OUT_OF_MEMORY, /**< Out of memory */
+ NS_ERROR_NOW_IN_PROGRESS = TIZEN_ERROR_NOW_IN_PROGRESS, /**< Operation now in progress */
+ NS_ERROR_NOT_SUPPORTED = TIZEN_ERROR_NOT_SUPPORTED, /**< BT is Not Supported */
+ NS_ERROR_NOT_INITIALIZED = TIZEN_ERROR_NS | 0x0101, /**< Not initialized */
+ NS_ERROR_ALREADY_DONE = TIZEN_ERROR_NS | 0x0102, /**< Operation already done */
+ NS_ERROR_OPERATION_FAILED = TIZEN_ERROR_NS | 0x0103, /**< Operation failed */
+ NS_ERROR_NOT_IN_PROGRESS = TIZEN_ERROR_NS | 0x0104, /**< Operation not in progress */
+} ns_error_e;
+
+typedef void (*ns_log_cb)(const char *log);
+
+typedef void* (noise_suppression_h);
+
+#ifdef __cplusplus
+}
+#endif /* __cplusplus */
+
+#endif /* __NOISE_SUPPRESSION_TYPE_H__ */
--- /dev/null
+/**
+ * Copyright (c) 2022-2023 Samsung Electronics Co., Ltd.
+ *
+ * Redistribution and use in source and binary forms, with or without
+ * modification, are permitted provided that the following conditions
+ * are met:
+ *
+ * - Redistributions of source code must retain the above copyright
+ * notice, this list of conditions and the following disclaimer.
+ *
+ * - Redistributions in binary form must reproduce the above copyright
+ * notice, this list of conditions and the following disclaimer in the
+ * documentation and/or other materials provided with the distribution.
+ *
+ * - Neither the name of the Samsung Electronics Co., Ltd. nor the names
+ * of its contributors may be used to endorse or promote products derived
+ * from this software without specific prior written permission.
+ *
+ * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
+ * ``AS IS'' AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
+ * LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
+ * A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE FOUNDATION
+ * OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL,
+ * SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT
+ * LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE,
+ * DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY
+ * THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
+ * (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
+ * OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
+ */
+
+#ifndef __NOISE_SUPPRESSION_H__
+#define __NOISE_SUPPRESSION_H__
+
+#include <noise-suppression-type.h>
+
+#ifdef __cplusplus
+extern "C"
+{
+#endif /* __cplusplus */
+
+typedef enum {
+ NS_LEVEL_VERY_LOW,
+ NS_LEVEL_LOW,
+ NS_LEVEL_MID,
+ NS_LEVEL_HIGH,
+ NS_LEVEL_VERY_HIGH
+} ns_level_e;
+
+int ns_initialize(ns_log_cb cb, const unsigned int input_sample_rate,
+ const unsigned int allowed_delay_msec,
+ noise_suppression_h *handle, unsigned int *frame_size);
+
+void ns_deinitialize(noise_suppression_h handle);
+
+int ns_set_level(noise_suppression_h handle, ns_level_e level);
+
+int ns_process_audio(noise_suppression_h handle, const float *in, float *out);
+
+#ifdef __cplusplus
+}
+#endif /* __cplusplus */
+
+#endif /* __NOISE_SUPPRESSION_H__ */
--- /dev/null
+/**
+ * Copyright (c) 2022-2023 Samsung Electronics Co., Ltd.
+ *
+ * Redistribution and use in source and binary forms, with or without
+ * modification, are permitted provided that the following conditions
+ * are met:
+ *
+ * - Redistributions of source code must retain the above copyright
+ * notice, this list of conditions and the following disclaimer.
+ *
+ * - Redistributions in binary form must reproduce the above copyright
+ * notice, this list of conditions and the following disclaimer in the
+ * documentation and/or other materials provided with the distribution.
+ *
+ * - Neither the name of the Samsung Electronics Co., Ltd. nor the names
+ * of its contributors may be used to endorse or promote products derived
+ * from this software without specific prior written permission.
+ *
+ * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
+ * ``AS IS'' AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
+ * LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
+ * A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE FOUNDATION
+ * OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL,
+ * SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT
+ * LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE,
+ * DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY
+ * THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
+ * (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
+ * OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
+ */
+
+#ifndef __NS_DEFINE_H__
+#define __NS_DEFINE_H__
+
+#define MODEL_DEFAULT_SR 16000
+#define MAX_DELAY_MSEC 20
+
+#define CEPS_MEM 8
+#define NB_DELTA_CEPS 6
+
+#define MAX_FRAME_SIZE 1500
+#define MAX_PITCH_BUF_SIZE (4 * MAX_FRAME_SIZE) // pitch_buf approx 3.6 times frame size
+
+#define delete_instance(inst) \
+ do {\
+ if ((NULL != inst)) {\
+ delete(inst);\
+ inst = NULL;\
+ }\
+ } while (0)
+
+#define delete_arr(arr) \
+ do {\
+ if ((NULL != arr)) {\
+ delete[] (arr);\
+ arr = NULL;\
+ }\
+ } while (0)
+
+#endif /* __NS_DEFINE_H__ */
--- /dev/null
+/* (C) COPYRIGHT 1994-2002 Xiph.Org Foundation */
+/* Modified by Jean-Marc Valin */
+/*
+ Redistribution and use in source and binary forms, with or without
+ modification, are permitted provided that the following conditions
+ are met:
+
+ - Redistributions of source code must retain the above copyright
+ notice, this list of conditions and the following disclaimer.
+
+ - Redistributions in binary form must reproduce the above copyright
+ notice, this list of conditions and the following disclaimer in the
+ documentation and/or other materials provided with the distribution.
+
+ THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
+ ``AS IS'' AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
+ LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
+ A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER
+ OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL,
+ EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO,
+ PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR
+ PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF
+ LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING
+ NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS
+ SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
+*/
+/* opus_types.h based on ogg_types.h from libogg */
+
+/**
+ @file opus_types.h
+ @brief Opus reference implementation types
+*/
+#ifndef OPUS_TYPES_H
+#define OPUS_TYPES_H
+
+/* Use the real stdint.h if it's there (taken from Paul Hsieh's pstdint.h) */
+#if (defined(__STDC__) && __STDC__ && defined(__STDC_VERSION__) && __STDC_VERSION__ >= 199901L) || (defined(__GNUC__) && (defined(_STDINT_H) || defined(_STDINT_H_)) || defined (HAVE_STDINT_H))
+#include <stdint.h>
+
+ typedef int16_t opus_int16;
+ typedef uint16_t opus_uint16;
+ typedef int32_t opus_int32;
+ typedef uint32_t opus_uint32;
+#elif defined(_WIN32)
+
+# if defined(__CYGWIN__)
+# include <_G_config.h>
+ typedef _G_int32_t opus_int32;
+ typedef _G_uint32_t opus_uint32;
+ typedef _G_int16 opus_int16;
+ typedef _G_uint16 opus_uint16;
+# elif defined(__MINGW32__)
+ typedef short opus_int16;
+ typedef unsigned short opus_uint16;
+ typedef int opus_int32;
+ typedef unsigned int opus_uint32;
+# elif defined(__MWERKS__)
+ typedef int opus_int32;
+ typedef unsigned int opus_uint32;
+ typedef short opus_int16;
+ typedef unsigned short opus_uint16;
+# else
+ /* MSVC/Borland */
+ typedef __int32 opus_int32;
+ typedef unsigned __int32 opus_uint32;
+ typedef __int16 opus_int16;
+ typedef unsigned __int16 opus_uint16;
+# endif
+
+#elif defined(__MACOS__)
+
+# include <sys/types.h>
+ typedef SInt16 opus_int16;
+ typedef UInt16 opus_uint16;
+ typedef SInt32 opus_int32;
+ typedef UInt32 opus_uint32;
+
+#elif (defined(__APPLE__) && defined(__MACH__)) /* MacOS X Framework build */
+
+# include <sys/types.h>
+ typedef int16_t opus_int16;
+ typedef u_int16_t opus_uint16;
+ typedef int32_t opus_int32;
+ typedef u_int32_t opus_uint32;
+
+#elif defined(__BEOS__)
+
+ /* Be */
+# include <inttypes.h>
+ typedef int16 opus_int16;
+ typedef u_int16 opus_uint16;
+ typedef int32_t opus_int32;
+ typedef u_int32_t opus_uint32;
+
+#elif defined (__EMX__)
+
+ /* OS/2 GCC */
+ typedef short opus_int16;
+ typedef unsigned short opus_uint16;
+ typedef int opus_int32;
+ typedef unsigned int opus_uint32;
+
+#elif defined (DJGPP)
+
+ /* DJGPP */
+ typedef short opus_int16;
+ typedef unsigned short opus_uint16;
+ typedef int opus_int32;
+ typedef unsigned int opus_uint32;
+
+#elif defined(R5900)
+
+ /* PS2 EE */
+ typedef int opus_int32;
+ typedef unsigned opus_uint32;
+ typedef short opus_int16;
+ typedef unsigned short opus_uint16;
+
+#elif defined(__SYMBIAN32__)
+
+ /* Symbian GCC */
+ typedef signed short opus_int16;
+ typedef unsigned short opus_uint16;
+ typedef signed int opus_int32;
+ typedef unsigned int opus_uint32;
+
+#elif defined(CONFIG_TI_C54X) || defined (CONFIG_TI_C55X)
+
+ typedef short opus_int16;
+ typedef unsigned short opus_uint16;
+ typedef long opus_int32;
+ typedef unsigned long opus_uint32;
+
+#elif defined(CONFIG_TI_C6X)
+
+ typedef short opus_int16;
+ typedef unsigned short opus_uint16;
+ typedef int opus_int32;
+ typedef unsigned int opus_uint32;
+
+#else
+
+ /* Give up, take a reasonable guess */
+ typedef short opus_int16;
+ typedef unsigned short opus_uint16;
+ typedef int opus_int32;
+ typedef unsigned int opus_uint32;
+
+#endif
+
+#define opus_int int /* used for counters etc; at least 16 bits */
+#define opus_int64 long long
+#define opus_int8 signed char
+
+#define opus_uint unsigned int /* used for counters etc; at least 16 bits */
+#define opus_uint64 unsigned long long
+#define opus_uint8 unsigned char
+
+#endif /* OPUS_TYPES_H */
--- /dev/null
+/* Copyright (c) 2007-2008 CSIRO
+ Copyright (c) 2007-2009 Xiph.Org Foundation
+ Written by Jean-Marc Valin */
+/**
+ @file pitch.h
+ @brief Pitch analysis
+ */
+
+/*
+ Redistribution and use in source and binary forms, with or without
+ modification, are permitted provided that the following conditions
+ are met:
+
+ - Redistributions of source code must retain the above copyright
+ notice, this list of conditions and the following disclaimer.
+
+ - Redistributions in binary form must reproduce the above copyright
+ notice, this list of conditions and the following disclaimer in the
+ documentation and/or other materials provided with the distribution.
+
+ THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
+ ``AS IS'' AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
+ LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
+ A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER
+ OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL,
+ EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO,
+ PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR
+ PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF
+ LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING
+ NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS
+ SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
+ */
+
+#ifndef PITCH_H
+#define PITCH_H
+
+#include "arch.h"
+
+#ifdef __cplusplus
+extern "C"
+{
+#endif /* __cplusplus */
+
+void pitch_downsample(celt_sig *x[], opus_val16 *x_lp,
+ int len, int C);
+
+void pitch_search(const opus_val16 *x_lp, opus_val16 *y,
+ int len, int max_pitch, int *pitch);
+
+opus_val16 remove_doubling(opus_val16 *x, int maxperiod, int minperiod,
+ int N, int *T0, int prev_period, opus_val16 prev_gain);
+
+
+/* OPT: This is the kernel you really want to optimize. It gets used a lot
+ by the prefilter and by the PLC. */
+static OPUS_INLINE void xcorr_kernel(const opus_val16 * x, const opus_val16 * y, opus_val32 sum[4], int len)
+{
+ int j;
+ opus_val16 y_0, y_1, y_2, y_3;
+ celt_assert(len>=3);
+ y_3=0; /* gcc doesn't realize that y_3 can't be used uninitialized */
+ y_0=*y++;
+ y_1=*y++;
+ y_2=*y++;
+ for (j=0;j<len-3;j+=4)
+ {
+ opus_val16 tmp;
+ tmp = *x++;
+ y_3=*y++;
+ sum[0] = MAC16_16(sum[0],tmp,y_0);
+ sum[1] = MAC16_16(sum[1],tmp,y_1);
+ sum[2] = MAC16_16(sum[2],tmp,y_2);
+ sum[3] = MAC16_16(sum[3],tmp,y_3);
+ tmp=*x++;
+ y_0=*y++;
+ sum[0] = MAC16_16(sum[0],tmp,y_1);
+ sum[1] = MAC16_16(sum[1],tmp,y_2);
+ sum[2] = MAC16_16(sum[2],tmp,y_3);
+ sum[3] = MAC16_16(sum[3],tmp,y_0);
+ tmp=*x++;
+ y_1=*y++;
+ sum[0] = MAC16_16(sum[0],tmp,y_2);
+ sum[1] = MAC16_16(sum[1],tmp,y_3);
+ sum[2] = MAC16_16(sum[2],tmp,y_0);
+ sum[3] = MAC16_16(sum[3],tmp,y_1);
+ tmp=*x++;
+ y_2=*y++;
+ sum[0] = MAC16_16(sum[0],tmp,y_3);
+ sum[1] = MAC16_16(sum[1],tmp,y_0);
+ sum[2] = MAC16_16(sum[2],tmp,y_1);
+ sum[3] = MAC16_16(sum[3],tmp,y_2);
+ }
+ if (j++<len)
+ {
+ opus_val16 tmp = *x++;
+ y_3=*y++;
+ sum[0] = MAC16_16(sum[0],tmp,y_0);
+ sum[1] = MAC16_16(sum[1],tmp,y_1);
+ sum[2] = MAC16_16(sum[2],tmp,y_2);
+ sum[3] = MAC16_16(sum[3],tmp,y_3);
+ }
+ if (j++<len)
+ {
+ opus_val16 tmp=*x++;
+ y_0=*y++;
+ sum[0] = MAC16_16(sum[0],tmp,y_1);
+ sum[1] = MAC16_16(sum[1],tmp,y_2);
+ sum[2] = MAC16_16(sum[2],tmp,y_3);
+ sum[3] = MAC16_16(sum[3],tmp,y_0);
+ }
+ if (j<len)
+ {
+ opus_val16 tmp=*x++;
+ y_1=*y++;
+ sum[0] = MAC16_16(sum[0],tmp,y_2);
+ sum[1] = MAC16_16(sum[1],tmp,y_3);
+ sum[2] = MAC16_16(sum[2],tmp,y_0);
+ sum[3] = MAC16_16(sum[3],tmp,y_1);
+ }
+}
+
+static OPUS_INLINE void dual_inner_prod(const opus_val16 *x,
+ const opus_val16 *y01, const opus_val16 *y02,
+ int N, opus_val32 *xy1, opus_val32 *xy2)
+{
+ int i;
+ opus_val32 xy01=0;
+ opus_val32 xy02=0;
+ for (i=0;i<N;i++)
+ {
+ xy01 = MAC16_16(xy01, x[i], y01[i]);
+ xy02 = MAC16_16(xy02, x[i], y02[i]);
+ }
+ *xy1 = xy01;
+ *xy2 = xy02;
+}
+
+/*We make sure a C version is always available for cases where the overhead of
+ vectorization and passing around an arch flag aren't worth it.*/
+static OPUS_INLINE opus_val32 celt_inner_prod(const opus_val16 *x,
+ const opus_val16 *y, int N)
+{
+ int i;
+ opus_val32 xy=0;
+ for (i=0;i<N;i++)
+ xy = MAC16_16(xy, x[i], y[i]);
+ return xy;
+}
+
+void celt_pitch_xcorr(const opus_val16 *_x, const opus_val16 *_y,
+ opus_val32 *xcorr, int len, int max_pitch);
+#ifdef __cplusplus
+}
+#endif /* __cplusplus */
+
+#endif
--- /dev/null
+/**
+ * Copyright (c) 2022-2023 Samsung Electronics Co., Ltd.
+ * Copyright (c) 2017, Mozilla
+ * Copyright (c) 2007-2017, Jean-Marc Valin
+ * Copyright (c) 2005-2017, Xiph.Org Foundation
+ * Copyright (c) 2003-2004, Mark Borgerding
+ *
+ * Redistribution and use in source and binary forms, with or without
+ * modification, are permitted provided that the following conditions
+ * are met:
+ *
+ * - Redistributions of source code must retain the above copyright
+ * notice, this list of conditions and the following disclaimer.
+ *
+ * - Redistributions in binary form must reproduce the above copyright
+ * notice, this list of conditions and the following disclaimer in the
+ * documentation and/or other materials provided with the distribution.
+ *
+ * - Neither the name of the Xiph.Org Foundation nor the names of its
+ * contributors may be used to endorse or promote products derived from
+ * this software without specific prior written permission.
+ *
+ * - Neither the name of the Samsung Electronics Co., Ltd. nor the names
+ * of its contributors may be used to endorse or promote products derived
+ * from this software without specific prior written permission.
+ *
+ * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
+ * ``AS IS'' AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
+ * LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
+ * A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE FOUNDATION
+ * OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL,
+ * SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT
+ * LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE,
+ * DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY
+ * THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
+ * (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
+ * OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
+ */
+
+#ifndef RNN_DATA_H
+#define RNN_DATA_H
+
+#define ACTIVATION_TANH 0
+#define ACTIVATION_SIGMOID 1
+#define ACTIVATION_RELU 2
+
+typedef signed char rnn_weight;
+
+typedef struct {
+ const rnn_weight *bias;
+ const rnn_weight *input_weights;
+ int nb_inputs;
+ int nb_neurons;
+ int activation;
+} DenseLayer;
+
+typedef struct {
+ const rnn_weight *bias;
+ const rnn_weight *input_weights;
+ const rnn_weight *recurrent_weights;
+ int nb_inputs;
+ int nb_neurons;
+ int activation;
+ float *serialized_input_weights;
+ float *serialized_recurrent_weights;
+} GRULayer;
+
+typedef struct RNNModel {
+ int input_dense_size;
+ const DenseLayer *input_dense;
+
+ int vad_gru_size;
+ GRULayer *vad_gru;
+
+ int noise_gru_size;
+ GRULayer *noise_gru;
+
+ int denoise_gru_size;
+ GRULayer *denoise_gru;
+
+ int denoise_output_size;
+ const DenseLayer *denoise_output;
+
+ int vad_output_size;
+ const DenseLayer *vad_output;
+} RNNModel;
+
+typedef struct RNNState {
+ RNNModel *model;
+ float *vad_gru_state;
+ float *noise_gru_state;
+ float *denoise_gru_state;
+ float *vad_gru_state1;
+ float *noise_gru_state1;
+ float *denoise_gru_state1;
+} RNNState;
+
+#endif
--- /dev/null
+<manifest>
+ <request>
+ <domain name="_"/>
+ </request>
+</manifest>
--- /dev/null
+prefix=@CMAKE_INSTALL_PREFIX@
+libdir=${prefix}/lib
+includedir=${prefix}/include
+
+Name: @PROJECT_NAME@
+Description: RNN based noise suppression
+Version: @VERSION@
+Requires:
+Libs: -L${libdir} -l@PROJECT_NAME@ -lm
+Cflags: -I${includedir}
--- /dev/null
+Name: noise-suppression
+Summary: Acoustic noise suppression library
+Version: 1.0
+Release: 0
+License: BSD-3-Clause
+Source0: %{name}-%{version}.tar.gz
+
+BuildRequires: cmake
+
+%description
+Acoustic noise suppression library
+
+%package devel
+Summary: Acoustic noise suppression library (Development)
+Requires: %{name} = %{version}
+
+%description devel
+Acoustic noise suppression library (Development)
+
+%package tool
+Summary: Acoustic noise suppression library (Tool)
+Requires: %{name} = %{version}
+
+%description tool
+Acoustic noise suppression library (Tool)
+
+%prep
+%setup -q
+
+%build
+MAJORVER=`echo %{version} | awk 'BEGIN {FS="."}{print $1}'`
+cmake . -DVERSION=%{version} \
+ -DMAJORVER=${MAJORVER} \
+ -DCMAKE_INSTALL_PREFIX=%{_prefix} \
+ -DLIBDIR=%{_libdir}
+
+make %{?jobs:-j%jobs}
+
+%install
+rm -rf %{buildroot}
+make install DESTDIR=%{buildroot}
+
+%post -p /sbin/ldconfig
+
+%postun -p /sbin/ldconfig
+
+%files
+%manifest %{name}.manifest
+%{_libdir}/lib%{name}.so.*
+%license LICENSE
+
+%files devel
+%{_libdir}/lib%{name}.so
+%{_libdir}/pkgconfig/%{name}.pc
+%{_includedir}/*
+
+%files tool
+%manifest %{name}.manifest
+%{_bindir}/noise_suppression_tool
--- /dev/null
+/**
+ * Copyright (c) 2022-2023 Samsung Electronics Co., Ltd.
+ * Copyright (c) 2018 Gregor Richards
+ * Copyright (c) 2017 Mozilla
+ *
+ * Redistribution and use in source and binary forms, with or without
+ * modification, are permitted provided that the following conditions
+ * are met:
+ *
+ * - Redistributions of source code must retain the above copyright
+ * notice, this list of conditions and the following disclaimer.
+ *
+ * - Redistributions in binary form must reproduce the above copyright
+ * notice, this list of conditions and the following disclaimer in the
+ * documentation and/or other materials provided with the distribution.
+ *
+ * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
+ * ``AS IS'' AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
+ * LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
+ * A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE FOUNDATION OR
+ * CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL,
+ * EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO,
+ * PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR
+ * PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF
+ * LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING
+ * NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS
+ * SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
+ */
+
+#ifdef HAVE_CONFIG_H
+#include "config.h"
+#endif
+
+#include "kiss_fft.h"
+#include "common.h"
+#include <pitch.h>
+#include <arch.h>
+#include <map>
+#include <noise-suppression.h>
+#include <log.h>
+#include <ns_define.h>
+#include <stdexcept>
+#include <AudioProcessor.h>
+
+#define SQUARE(x) ((x)*(x))
+
+#define SAMPLE_RATE_8K 8000
+#define SAMPLE_RATE_16K 16000
+#define SAMPLE_RATE_22K 22050
+#define SAMPLE_RATE_44K 44100
+#define SAMPLE_RATE_48K 48000
+
+static const opus_int16 eband5ms[] = {
+ /*0 200 400 600 800 1k 1.2 1.4 1.6 2k 2.4 2.8 3.2 4k 4.8 5.6 6.8 8k 9.6 12k 15.6 20k*/
+ 0, 1, 2, 3, 4, 5, 6, 7, 8, 10, 12, 14, 16, 20, 24, 28, 34, 40, 48, 60, 78, 100
+};
+
+static const unsigned short multiples_2_3_5[] = {
+ // 174 such numbers. only multiples of 2, 3, 5 and no greater than 10000
+ 2, 3, 4, 5, 6, 8, 9, 10, 12, 15, 16, 18, 20, 24, 25, 27, 30, 32, 36, 40, 45, 48, 50, 54, 60, 64, 72, 75, 80, 81, 90, 96, 100, 108, 120, 125, 128, 135, 144, 150, 160, 162, 180, 192, 200, 216, 225, 240, 243, 250, 256, 270, 288, 300, 320, 324, 360, 375, 384, 400, 405, 432, 450, 480, 486, 500, 512, 540, 576, 600, 625, 640, 648, 675, 720, 729, 750, 768, 800, 810, 864, 900, 960, 972, 1000, 1024, 1080, 1125, 1152, 1200, 1215, 1250, 1280, 1296, 1350, 1440, 1458, 1500, 1536, 1600, 1620, 1728, 1800, 1875, 1920, 1944, 2000, 2025, 2048, 2160, 2187, 2250, 2304, 2400, 2430, 2500, 2560, 2592, 2700, 2880, 2916, 3000, 3072, 3125, 3200, 3240, 3375, 3456, 3600, 3645, 3750, 3840, 3888, 4000, 4050, 4096, 4320, 4374, 4500, 4608, 4800, 4860, 5000, 5120, 5184, 5400, 5625, 5760, 5832, 6000, 6075, 6144, 6250, 6400, 6480, 6561, 6750, 6912, 7200, 7290, 7500, 7680, 7776, 8000, 8100, 8192, 8640, 8748, 9000, 9216, 9375, 9600, 9720, 10000
+};
+
+CAudioProcessor::CAudioProcessor():
+ nb_bands(0), frame_size(0), frame_size_shift(0), pitch_min_period(0), pitch_max_period(0), pitch_frame_size(0),
+ window_size(0), freq_size(0), pitch_buf_size(0), nb_features(0), memid(0), last_gain(0), last_period(0),
+ analysis_mem(nullptr), cepstral_mem(nullptr), synthesis_mem(nullptr), pitch_buf(nullptr),
+ pitch_enh_buf(nullptr), mem_hp_x(nullptr), lastg(nullptr),
+ ns_level(0), max_atteunation(0.0), min_max_atteunation(0.0),
+ kfft(nullptr), half_window(nullptr), dct_table(nullptr),
+ _X(nullptr), _P(nullptr), _Ex(nullptr), _Ep(nullptr), _Exp(nullptr),
+ isInitialized(false)
+{
+ max_atteunation = 1.0;
+ min_max_atteunation = 0.000001;
+}
+
+CAudioProcessor::~CAudioProcessor()
+{
+ deinit();
+}
+
+void CAudioProcessor::setNSLevel(int level)
+{
+ ns_level = level;
+}
+
+int CAudioProcessor::getNSLevel(void)
+{
+ return ns_level;
+}
+
+void CAudioProcessor::setMaxAtteunation(float atteunation)
+{
+ max_atteunation = atteunation;
+}
+
+float CAudioProcessor::getMaxAtteunation(void)
+{
+ return max_atteunation;
+}
+
+void CAudioProcessor::setMinMaxAtteunation(float atteunation)
+{
+ min_max_atteunation = atteunation;
+}
+
+float CAudioProcessor::getMinMaxAtteunation(void)
+{
+ return min_max_atteunation;
+}
+
+int CAudioProcessor::binarySearchFloor(const unsigned short* sortedArray,
+ unsigned int lengthArray, unsigned short searchVal)
+{
+ int startId = 0, endId = lengthArray - 1, midId;
+ int floor = -1;
+
+ while (startId <= endId) {
+ midId = startId + (endId - startId) / 2;
+
+ if (sortedArray[midId] == searchVal) {
+ return midId;
+ }
+ else if (sortedArray[midId] > searchVal) {
+ endId = midId - 1;
+ }
+ else {
+ floor = midId;
+ startId = midId + 1;
+ }
+ }
+
+ return floor;
+}
+
+int CAudioProcessor::init(unsigned int sample_rate, unsigned int max_delay_msec,
+ unsigned int *frameSize)
+{
+ FN_START;
+ std::map <int, int> srToNbBands = {
+ {SAMPLE_RATE_8K, 14},
+ {SAMPLE_RATE_16K, 18},
+ {SAMPLE_RATE_22K, 20},
+ {SAMPLE_RATE_44K, 22},
+ {SAMPLE_RATE_48K, 22}
+ };
+
+ retv_if(10 >= max_delay_msec, NS_ERROR_INVALID_PARAMETER);
+ try {
+ nb_bands = srToNbBands.at(sample_rate);
+ nb_features = nb_bands + 3 * NB_DELTA_CEPS + 2;
+ frame_size = ((sample_rate * max_delay_msec) / 1000);
+
+ _I("nb_bands [%d], nb_features [%d], frame_size [%d]", nb_bands, nb_features, frame_size);
+ // closest number lower than frame_size which is multiple of 2, 3, and 5
+ int frameSizeId = binarySearchFloor(multiples_2_3_5,
+ 174, (unsigned short)frame_size);
+
+ if (frameSizeId < 0) {
+ _E("Could not get correct frame size multiple of only 2, 3, and 5");
+ return NS_ERROR_OPERATION_FAILED;
+ }
+
+ frame_size = (int)multiples_2_3_5[frameSizeId];
+ frame_size_shift = frame_size / eband5ms[nb_bands - 1];
+
+ pitch_min_period = (int)(frame_size / 8);
+ pitch_max_period = (int)(((float)768 / (float)480) * frame_size);
+ pitch_frame_size = 2 * frame_size;
+ pitch_buf_size = pitch_max_period + pitch_frame_size;
+
+ window_size = 2 * frame_size;
+ freq_size = frame_size + 1;
+
+ _X = new kiss_fft_cpx[freq_size]();
+ _P = new kiss_fft_cpx[freq_size]();
+ _Ex = new float[nb_bands]();
+ _Ep = new float[nb_bands]();
+ _Exp = new float[nb_bands]();
+
+ analysis_mem = new float[frame_size]();
+ synthesis_mem = new float[frame_size]();
+ pitch_buf = new float[4*frame_size]();
+ pitch_enh_buf = new float[4*frame_size]();
+ mem_hp_x = new float[2]();
+ lastg = new float[nb_bands]();
+ cepstral_mem = new float*[CEPS_MEM]();
+ for (int i =0; i < CEPS_MEM; i++)
+ cepstral_mem[i] = new float[nb_bands]();
+
+ half_window = new float[frame_size]();
+ dct_table = new float[nb_bands*nb_bands]();
+
+ kfft = opus_fft_alloc_twiddles(2 * frame_size, NULL, NULL, NULL, 0);
+ if (NULL == kfft) {
+ std::bad_alloc ex;
+ throw ex;
+ }
+
+ for (int i = 0; i < frame_size; i++)
+ half_window[i] =
+ sin(.5 * M_PI * sin(.5 * M_PI * (i+.5) / frame_size)
+ * sin(.5 * M_PI * (i+.5) / frame_size));
+
+ for (int i = 0; i < nb_bands; i++) {
+ for (int j = 0;j < nb_bands; j++) {
+ dct_table[i * nb_bands + j] =
+ cos((i + .5) * j * M_PI / nb_bands);
+ if (j == 0)
+ dct_table[i * nb_bands + j] *= sqrt(.5);
+ }
+ }
+
+ isInitialized = true;
+ *frameSize = frame_size;
+
+ max_atteunation = 1.0;
+ min_max_atteunation = 0.000001;
+
+ } catch (std::bad_alloc& ba) {
+ _E("bad_alloc caught: %s", ba.what());
+ _E("System failed to allocate new memory for Core NS AudioProcessor");
+ deinit();
+ return NS_ERROR_OUT_OF_MEMORY;
+ } catch (...) {
+ _E("Exception caught, sampleRate: %d, maxDelay: %d",
+ sample_rate, max_delay_msec);
+ deinit();
+ return NS_ERROR_INVALID_PARAMETER;
+ }
+
+ FN_END;
+ return NS_ERROR_NONE;
+}
+
+void CAudioProcessor::deinit()
+{
+ delete_arr(_X);
+ delete_arr(_P);
+ delete_arr(_Ex);
+ delete_arr(_Ep);
+ delete_arr(_Exp);
+
+ delete_arr(analysis_mem);
+ delete_arr(synthesis_mem);
+ delete_arr(pitch_buf);
+ delete_arr(pitch_enh_buf);
+ delete_arr(mem_hp_x);
+ delete_arr(lastg);
+ if (cepstral_mem) {
+ for (int i = 0; i < CEPS_MEM; i++)
+ delete_arr(cepstral_mem[i]);
+ delete_arr(cepstral_mem);
+ }
+
+ delete_arr(half_window);
+ delete_arr(dct_table);
+ opus_fft_free(kfft, 0);
+ kfft = NULL;
+
+ isInitialized = false;
+}
+
+void CAudioProcessor::applyBiquadFilters(float *y, float *mem,
+ const float *x, const float *b, const float *a, int N)
+{
+ float xi, yi;
+ int i;
+
+ for (i = 0; i < N; i++) {
+
+ xi = x[i];
+ yi = x[i] + mem[0];
+ mem[0] = mem[1] + (b[0] * xi - a[0] * yi);
+ mem[1] = (b[1] * xi - a[1] * yi);
+ y[i] = yi;
+ }
+}
+
+void CAudioProcessor::applyWindowing(float *x)
+{
+ for (int i = 0; i < frame_size; i++) {
+ x[i] *= half_window[i];
+ x[window_size - 1 - i] *= half_window[i];
+ }
+}
+
+void CAudioProcessor::forward_transform(kiss_fft_cpx *out, const float *in)
+{
+ kiss_fft_cpx x[window_size];
+ kiss_fft_cpx y[window_size];
+
+ for (int i = 0; i < window_size; i++) {
+ x[i].r = in[i];
+ x[i].i = 0;
+ }
+
+ opus_fft(kfft, x, y, 0);
+ for (int i = 0; i < freq_size; i++)
+ out[i] = y[i];
+}
+
+void CAudioProcessor::computeBandEnergy(float *bandE, const kiss_fft_cpx *X)
+{
+ float sum[nb_bands] = {};
+ int band_size;
+ int i, j;
+ float frac;
+ float tmp;
+ int eband5ms_x_shift;
+
+ for (i = 0; i < nb_bands - 1; i++) {
+ eband5ms_x_shift = eband5ms[i] * frame_size_shift;
+ band_size = (eband5ms[i + 1] - eband5ms[i]) * frame_size_shift;
+ for (j = 0; j < band_size; j++) {
+ frac = (float)j / band_size;
+ tmp = SQUARE(X[eband5ms_x_shift + j].r);
+ tmp += SQUARE(X[eband5ms_x_shift + j].i);
+ sum[i] += (1 - frac) * tmp;
+ sum[i+1] += frac * tmp;
+ }
+ }
+
+ sum[0] *= 2;
+ sum[nb_bands - 1] *= 2;
+ for (i = 0; i < nb_bands; i++)
+ bandE[i] = sum[i];
+}
+
+void CAudioProcessor::computeBandCorrelation(float *bandE,
+ const kiss_fft_cpx *X, const kiss_fft_cpx *P)
+{
+ float sum[nb_bands] = {};
+ int band_size;
+ int i, j;
+ float frac;
+ float tmp;
+ int eband5ms_x_shift;
+
+ for (i = 0; i < nb_bands - 1; i++) {
+ eband5ms_x_shift = eband5ms[i] * frame_size_shift;
+ band_size = (eband5ms[i + 1] - eband5ms[i]) * frame_size_shift;
+ for (j = 0; j < band_size; j++) {
+ frac = (float)j / band_size;
+ tmp = X[eband5ms_x_shift + j].r *
+ P[eband5ms_x_shift + j].r;
+ tmp += X[eband5ms_x_shift + j].i *
+ P[eband5ms_x_shift + j].i;
+ sum[i] += (1 - frac) * tmp;
+ sum[i + 1] += frac * tmp;
+ }
+ }
+
+ sum[0] *= 2;
+ sum[nb_bands - 1] *= 2;
+ for (i = 0; i < nb_bands; i++)
+ bandE[i] = sum[i];
+}
+
+void CAudioProcessor::frameAnalysis(kiss_fft_cpx *X, float *Ex, const float *in)
+{
+ int i;
+ float x[window_size];
+
+ RNN_COPY(x, analysis_mem, frame_size);
+ for (i = 0; i < frame_size; i++)
+ x[frame_size + i] = in[i];
+
+ RNN_COPY(analysis_mem, in, frame_size);
+
+ applyWindowing(x);
+ forward_transform(X, x);
+
+ computeBandEnergy(Ex, X);
+}
+
+void CAudioProcessor::pitchAnalysis(kiss_fft_cpx *P, float *Ep, const float *in)
+{
+ float *pre[1];
+ float p[window_size];
+ float _pitch_buf[pitch_buf_size>>1];
+ int pitch_index = 0;
+
+ RNN_MOVE(pitch_buf, &(pitch_buf[frame_size]), pitch_buf_size - frame_size);
+ RNN_COPY(&(pitch_buf[pitch_buf_size - frame_size]), in, frame_size);
+
+ pre[0] = pitch_buf;
+ pitch_downsample(pre, _pitch_buf, pitch_buf_size, 1);
+ pitch_search(&(_pitch_buf[pitch_max_period >> 1]), _pitch_buf, pitch_frame_size,
+ pitch_max_period - (3 * pitch_min_period), &pitch_index);
+ pitch_index = pitch_max_period - pitch_index;
+
+ float gain = remove_doubling(_pitch_buf, pitch_max_period, pitch_min_period,
+ pitch_frame_size, &pitch_index, last_period, last_gain);
+ last_period = pitch_index;
+ last_gain = gain;
+ for (int i = 0; i < window_size; i++)
+ p[i] = pitch_buf[pitch_buf_size - window_size - pitch_index + i];
+
+ applyWindowing(p);
+ forward_transform(P, p);
+ computeBandEnergy(Ep, P);
+}
+
+void CAudioProcessor::applyDCT(float *out, const float *in)
+{
+ float sum;
+ int i, j;
+
+ for (i = 0; i < nb_bands; i++) {
+ sum = 0;
+
+ for (j = 0; j < nb_bands; j++)
+ sum += in[j] * dct_table[j * nb_bands + i];
+
+ out[i] = sum * sqrt(2./22);
+ }
+}
+
+float CAudioProcessor::calculateLogPowerSpectrum(float *Ly, const float *Ex)
+{
+ float logMax = -2;
+ float follow = -2;
+ float E = 0.;
+
+ for (int i = 0; i < nb_bands; i++) {
+ Ly[i] = log10(1e-2 + Ex[i]);
+ Ly[i] = MAX16(logMax - 7, MAX16(follow - 1.5, Ly[i]));
+ logMax = MAX16(logMax, Ly[i]);
+ follow = MAX16(follow - 1.5, Ly[i]);
+ E += Ex[i];
+ }
+
+ return E;
+}
+
+bool CAudioProcessor::calculateCepstralCoeff(float *features,
+ const float *Exp, const float *Ex)
+{
+ float Ly[nb_bands] = {};
+ float *ceps_0;
+ float *ceps_1;
+ float *ceps_2;
+
+ applyDCT(Ly, Exp);
+ for (int i = 0; i < NB_DELTA_CEPS; i++)
+ features[nb_bands + 2 * NB_DELTA_CEPS + i] = Ly[i];
+
+ features[nb_bands + 2 * NB_DELTA_CEPS] -= 1.3;
+ features[nb_bands + 2 * NB_DELTA_CEPS + 1] -= 0.9;
+ features[nb_bands + 3 * NB_DELTA_CEPS] = .01 * (last_period - 300);
+
+ if (0.04 > calculateLogPowerSpectrum(Ly, Ex)) {
+ /* If there's no audio, avoid messing up the state. */
+ RNN_CLEAR(features, nb_features);
+ return true;
+ }
+
+ applyDCT(features, Ly);
+ features[0] -= 12;
+ features[1] -= 4;
+ ceps_0 = cepstral_mem[memid];
+ ceps_1 = (memid < 1) ? cepstral_mem[CEPS_MEM + memid - 1] : cepstral_mem[memid - 1];
+ ceps_2 = (memid < 2) ? cepstral_mem[CEPS_MEM + memid - 2] : cepstral_mem[memid - 2];
+ for (int i = 0;i < nb_bands; i++)
+ ceps_0[i] = features[i];
+
+ memid++;
+ if (memid == CEPS_MEM)
+ memid = 0;
+
+ for (int i = 0; i < NB_DELTA_CEPS; i++) {
+ features[i] = ceps_0[i] + ceps_1[i] + ceps_2[i];
+ features[nb_bands + i] = ceps_0[i] - ceps_2[i];
+ features[nb_bands + NB_DELTA_CEPS + i] =
+ ceps_0[i] - 2 * ceps_1[i] + ceps_2[i];
+ }
+
+ return false;
+}
+
+float CAudioProcessor::getSpecVariability()
+{
+ float spec_variability = 0;
+ int i, j, k;
+ float mindist;
+ float dist;
+ float tmp;
+
+ for (i = 0; i < CEPS_MEM; i++) {
+ mindist = 1e15f;
+
+ for (j = 0; j < CEPS_MEM; j++) {
+ dist = 0;
+
+ for (k = 0; k < nb_bands; k++) {
+ tmp = cepstral_mem[i][k] - cepstral_mem[j][k];
+ dist += tmp * tmp;
+ }
+
+ if (j != i)
+ mindist = MIN32(mindist, dist);
+ }
+
+ spec_variability += mindist;
+ }
+
+ return (spec_variability / CEPS_MEM) - 2.1;
+}
+
+void CAudioProcessor::audioToFeatures(float **features, int *length,
+ const float *in, bool* isSilence)
+{
+ float x[frame_size];
+ const float a_hp[2] = {-1.99599, 0.99600};
+ const float b_hp[2] = {-2, 1};
+
+ try {
+ *features = new float[nb_features]();
+ }
+ catch (std::bad_alloc& ba) {
+ _E("bad_alloc caught: %s", ba.what());
+ _E("System failed to allocate new memory to save calculated audio features");
+ *features = NULL;
+ return;
+ }
+
+ ret_if(NULL == *features);
+
+ applyBiquadFilters(x, mem_hp_x, in, b_hp, a_hp, frame_size);
+
+ frameAnalysis(_X, _Ex, x);
+
+ pitchAnalysis(_P, _Ep, x);
+
+ computeBandCorrelation(_Exp, _X, _P);
+ for (int i = 0; i < nb_bands; i++)
+ _Exp[i] = _Exp[i] / sqrt(.001 + _Ex[i] * _Ep[i]);
+
+ if (calculateCepstralCoeff(*features, _Exp, _Ex)) {
+ _I("Silence detected, return");
+ *isSilence = true;
+ delete_arr(*features);
+ return;
+ }
+
+ (*features)[nb_bands + 3 * NB_DELTA_CEPS + 1] = getSpecVariability();
+ *length = nb_features;
+ *isSilence = false;
+}
+
+void CAudioProcessor::interpolateBandGain(float *g, const float *bandE)
+{
+ int band_size;
+ int i, j;
+ float frac;
+
+ for (i = 0; i < nb_bands - 1; i++) {
+ band_size = (eband5ms[i + 1] - eband5ms[i]) * frame_size_shift;
+ for (j = 0; j < band_size; j++) {
+ frac = (float)j / band_size;
+ g[(eband5ms[i] * frame_size_shift) + j] =
+ (1 - frac) * bandE[i] + frac * bandE[i + 1];
+ }
+ }
+}
+
+void CAudioProcessor::applyPitchFilter(kiss_fft_cpx *X, const kiss_fft_cpx *P,
+ const float *Ex, const float *Ep, const float *Exp, const float *g)
+{
+ float r[nb_bands] = {};
+ float rf[freq_size] = {};
+
+ for (int i = 0; i < nb_bands; i++) {
+ if (Exp[i] > g[i])
+ r[i] = 1;
+ else
+ r[i] = SQUARE(Exp[i]) * (1 - SQUARE(g[i])) /
+ (.001 + SQUARE(g[i]) * (1 - SQUARE(Exp[i])));
+
+ r[i] = sqrt(MIN16(1, MAX16(0, r[i])));
+ r[i] *= sqrt(Ex[i] / (1e-8 + Ep[i]));
+ }
+
+ interpolateBandGain(rf, r);
+ for (int i = 0; i < freq_size; i++) {
+ X[i].r += rf[i] * P[i].r;
+ X[i].i += rf[i] * P[i].i;
+ }
+
+ float newE[nb_bands] = {};
+ computeBandEnergy(newE, _X);
+
+ float norm[nb_bands] = {};
+ float normf[freq_size] = {};
+
+ for (int i = 0; i < nb_bands; i++)
+ norm[i] = sqrt(Ex[i] / (1e-8 + newE[i]));
+
+ interpolateBandGain(normf, norm);
+ for (int i = 0;i < freq_size; i++) {
+ X[i].r *= normf[i];
+ X[i].i *= normf[i];
+ }
+}
+
+void CAudioProcessor::applyGainSmoothing(float *g)
+{
+ for (int i = 0; i < nb_bands; i++) {
+ float alpha = .6f;
+ g[i] = MAX16(g[i], alpha * lastg[i]);
+ lastg[i] = g[i];
+ }
+
+ float min = 1., mult;
+
+ for (int i = 0; i < nb_bands; i++) {
+ if (g[i] < min) {
+ min = g[i];
+ }
+ }
+
+ if (min < max_atteunation) {
+
+ if (min < min_max_atteunation) {
+ min = min_max_atteunation;
+ }
+
+ mult = (1 - max_atteunation) / ( 1 - min);
+
+ for (int i = 0; i < nb_bands; i++) {
+ if (g[i] < min_max_atteunation) {
+ g[i] = min_max_atteunation;
+ }
+ g[i] = 1.0f - ((1.0 - g[i]) * mult);
+ lastg[i] = g[i];
+ }
+ }
+}
+
+void CAudioProcessor::inverseTransform(float *out, const kiss_fft_cpx *in)
+{
+ int i;
+
+ kiss_fft_cpx x[window_size];
+ kiss_fft_cpx y[window_size];
+
+ for (i = 0; i < freq_size; i++)
+ x[i] = in[i];
+
+ for (; i < window_size; i++) {
+ x[i].r = x[window_size - i].r;
+ x[i].i = -x[window_size - i].i;
+ }
+
+ opus_fft(kfft, x, y, 0);
+
+ /* output in reverse order for IFFT. */
+ out[0] = window_size * y[0].r;
+ for (i = 1; i < window_size; i++)
+ out[i] = window_size * y[window_size - i].r;
+}
+
+void CAudioProcessor::frameSynthesis(float *out, const kiss_fft_cpx *y)
+{
+ float x[window_size];
+
+ inverseTransform(x, y);
+ applyWindowing(x);
+ for (int i = 0; i < frame_size; i++)
+ out[i] = x[i] + synthesis_mem[i];
+
+ RNN_COPY(synthesis_mem, &x[frame_size], frame_size);
+}
+
+void CAudioProcessor::applyVolumeGain(float *buf, float volGaindB)
+{
+ float factor = pow(10, volGaindB/20);
+ for (int i = 0; i < frame_size; i++) {
+ buf[i] = factor * buf[i];
+
+ if (buf[i] < -32768) {
+ buf[i] = -32768;
+ } else if (buf[i] > 32767) {
+ buf[i] = 32767;
+ }
+ }
+}
+
+void CAudioProcessor::featuresToAudio(float *out, float *gain, bool isSilence)
+{
+ if (!isSilence) {
+ applyPitchFilter(_X, _P, _Ex, _Ep, _Exp, gain);
+ applyGainSmoothing(gain);
+
+ float gf[freq_size];
+ memset(gf, 1.0, freq_size * sizeof(float));
+
+ interpolateBandGain(gf, gain);
+ for (int i = 0; i < freq_size; i++) {
+ _X[i].r *= gf[i];
+ _X[i].i *= gf[i];
+ }
+ }
+
+ frameSynthesis(out, _X);
+ // Commented on HQ request
+ // applyVolumeGain(out, 6.0);
+
+ memset(_X, 0.0, freq_size * sizeof(kiss_fft_cpx));
+ memset(_P, 0.0, freq_size * sizeof(kiss_fft_cpx));
+ memset(_Ex, 0.0, nb_bands * sizeof(float));
+ memset(_Ep, 0.0, nb_bands * sizeof(float));
+ memset(_Exp, 0.0, nb_bands * sizeof(float));
+}
--- /dev/null
+/**
+ * Copyright (c) 2022-2023 Samsung Electronics Co., Ltd.
+ *
+ * Redistribution and use in source and binary forms, with or without
+ * modification, are permitted provided that the following conditions
+ * are met:
+ *
+ * - Redistributions of source code must retain the above copyright
+ * notice, this list of conditions and the following disclaimer.
+ *
+ * - Redistributions in binary form must reproduce the above copyright
+ * notice, this list of conditions and the following disclaimer in the
+ * documentation and/or other materials provided with the distribution.
+ *
+ * - Neither the name of the Samsung Electronics Co., Ltd. nor the names
+ * of its contributors may be used to endorse or promote products derived
+ * from this software without specific prior written permission.
+ *
+ * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
+ * ``AS IS'' AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
+ * LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
+ * A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE FOUNDATION
+ * OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL,
+ * SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT
+ * LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE,
+ * DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY
+ * THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
+ * (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
+ * OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
+ */
+
+#include <AudioResampler.h>
+#include <noise-suppression-vd-type.h>
+#include <log.h>
+#include <algorithm>
+
+CAudioReSampler::CAudioReSampler() : resampler(nullptr), isInitialized(false)
+{
+}
+
+CAudioReSampler::~CAudioReSampler()
+{
+ deinit();
+}
+
+int CAudioReSampler::init(unsigned int inputSR, unsigned int outputSR)
+{
+ int err =0;
+
+ retv_if(isInitialized, NS_ERROR_NONE);
+
+ resampler = speex_resampler_init(
+ 1, inputSR, outputSR, 10, &err);
+ if (!resampler) {
+ _E("speex_resampler_init() failed with %d", err);
+ return NS_ERROR_OPERATION_FAILED;
+ }
+
+ speex_resampler_skip_zeros(resampler);
+ isInitialized = true;
+ return NS_ERROR_NONE;
+}
+
+void CAudioReSampler::deinit()
+{
+ if (resampler) {
+ speex_resampler_destroy(resampler);
+ resampler = nullptr;
+ }
+
+ isInitialized = false;
+}
+
+int CAudioReSampler::resampleAudio(const float *in, unsigned int inputLen,
+ float *out, unsigned int outputLen)
+{
+ retv_if(!isInitialized, NS_ERROR_NOT_INITIALIZED);
+
+ if (inputLen != outputLen) {
+ unsigned int in_len = inputLen;
+ unsigned int out_len = outputLen;
+
+ int err = speex_resampler_process_float(resampler, 0,
+ in, &in_len, out, &out_len);
+ if (0 != err) {
+ _E("speex_resampler_process_float() fail with %d", err);
+ return NS_ERROR_OPERATION_FAILED;
+ }
+ } else {
+ std::copy(in, (in + inputLen), out);
+ }
+
+ return NS_ERROR_NONE;
+}
--- /dev/null
+/**
+ * Copyright (c) 2022-2023 Samsung Electronics Co., Ltd.
+ *
+ * Redistribution and use in source and binary forms, with or without
+ * modification, are permitted provided that the following conditions
+ * are met:
+ *
+ * - Redistributions of source code must retain the above copyright
+ * notice, this list of conditions and the following disclaimer.
+ *
+ * - Redistributions in binary form must reproduce the above copyright
+ * notice, this list of conditions and the following disclaimer in the
+ * documentation and/or other materials provided with the distribution.
+ *
+ * - Neither the name of the Samsung Electronics Co., Ltd. nor the names
+ * of its contributors may be used to endorse or promote products derived
+ * from this software without specific prior written permission.
+ *
+ * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
+ * ``AS IS'' AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
+ * LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
+ * A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE FOUNDATION
+ * OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL,
+ * SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT
+ * LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE,
+ * DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY
+ * THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
+ * (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
+ * OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
+ */
+
+#include <DNNManager.h>
+#include <rnn_data.h>
+#include <log.h>
+#include <algorithm>
+#include <noise-suppression-type.h>
+#include <ns_define.h>
+#include <cmath>
+#include <arch.h>
+
+#if defined USE_NEON_OPTIMIZATION
+#include <arm_neon.h>
+#endif /* defined USE_NEON_OPTIMIZATION */
+
+#define WEIGHTS_SCALE (1.0/256)
+#define MAX_NEURONS 128
+
+extern struct RNNModel ns_model_16k;
+extern struct RNNModel ns_model_48k;
+
+CDNNManager::CDNNManager() : isInitialized(false) , z(nullptr) , r(nullptr) , z_x_state(nullptr) , r_x_state(nullptr)
+{
+ rnn.model = nullptr;
+ rnn.vad_gru_state = nullptr;
+ rnn.noise_gru_state = nullptr;
+ rnn.denoise_gru_state = nullptr;
+ rnn.vad_gru_state1 = nullptr;
+ rnn.noise_gru_state1 = nullptr;
+ rnn.denoise_gru_state1 = nullptr;
+}
+
+CDNNManager::~CDNNManager()
+{
+ deinit();
+}
+
+void serialize_weights(const GRULayer *gru)
+{
+ int M = gru->nb_inputs;
+ int N = gru->nb_neurons;
+ int i, j, js, jns, j2ns;
+ int stride = 3*N;
+ int twoN = 2*N;
+
+ for (i = 0; i < N; i++) {
+ js = 0; jns = N; j2ns = twoN;
+ for(j = 0; j < M; j++){
+ gru->serialized_input_weights[i * M + j] = gru->input_weights[i + js];
+ gru->serialized_input_weights[M * (N + i) + j] = gru->input_weights[i + jns];
+ gru->serialized_input_weights[M * (twoN + i) + j] = gru->input_weights[i + j2ns];
+
+ js += stride; jns += stride; j2ns += stride;
+ }
+ }
+
+ for (i = 0; i < N; i++) {
+ js = 0; jns = N; j2ns = twoN;
+ for(j = 0; j < N; j++){
+ gru->serialized_recurrent_weights[i * N + j] = gru->recurrent_weights[i + js];
+ gru->serialized_recurrent_weights[N * (N + i) + j] = gru->recurrent_weights[i + jns];
+ gru->serialized_recurrent_weights[N * (twoN + i) + j] = gru->recurrent_weights[i + j2ns];
+
+ js += stride; jns += stride; j2ns += stride;
+ }
+ }
+}
+
+int CDNNManager::init(unsigned int inputSR, unsigned int *modelSR)
+{
+
+ retv_if(NULL == modelSR, NS_ERROR_INVALID_PARAMETER);
+ retv_if((16000 != inputSR && 48000 != inputSR), NS_ERROR_INVALID_PARAMETER);
+
+ if (isInitialized) {
+ _I("Reinitialization requested, deinit first");
+ deinit();
+ }
+
+ *modelSR = MODEL_DEFAULT_SR;
+ rnn.model = &ns_model_16k;
+
+ if (inputSR != MODEL_DEFAULT_SR) {
+ *modelSR = inputSR;
+ rnn.model = &ns_model_48k;
+ }
+
+ _I("Sample rate for loaded model: %d", *modelSR);
+
+ try {
+ rnn.vad_gru_state = new float[rnn.model->vad_gru_size]();
+ rnn.noise_gru_state = new float[rnn.model->noise_gru_size]();
+ rnn.denoise_gru_state = new float[rnn.model->denoise_gru_size]();
+ rnn.vad_gru_state1 = new float[rnn.model->vad_gru_size]();
+ rnn.noise_gru_state1 = new float[rnn.model->noise_gru_size]();
+ rnn.denoise_gru_state1 = new float[rnn.model->denoise_gru_size]();
+ }
+ catch (std::bad_alloc& ba) {
+ _E("bad_alloc caught: %s", ba.what());
+ _E("System failed to allocate new memory for Core NS Model States");
+ return NS_ERROR_OUT_OF_MEMORY;
+ }
+
+ z = new float[MAX_NEURONS]();
+ r = new float[MAX_NEURONS]();
+ z_x_state = new float[MAX_NEURONS]();
+ r_x_state = new float[MAX_NEURONS]();
+
+ int N = rnn.model->vad_gru->nb_inputs;
+ int M = rnn.model->vad_gru->nb_neurons;
+ rnn.model->vad_gru->serialized_input_weights = new float[3 * N * M + 1]();
+ rnn.model->vad_gru->serialized_recurrent_weights = new float[3 * N * N + 1]();
+ serialize_weights(rnn.model->vad_gru);
+
+ N = rnn.model->noise_gru->nb_inputs;
+ M = rnn.model->noise_gru->nb_neurons;
+ rnn.model->noise_gru->serialized_input_weights = new float[3 * N * M + 1]();
+ rnn.model->noise_gru->serialized_recurrent_weights = new float[3 * N * N + 1]();
+ serialize_weights(rnn.model->noise_gru);
+
+ N = rnn.model->denoise_gru->nb_inputs;
+ M = rnn.model->denoise_gru->nb_neurons;
+ rnn.model->denoise_gru->serialized_input_weights = new float[3 * N * M + 1]();
+ rnn.model->denoise_gru->serialized_recurrent_weights = new float[3 * N * N + 1]();
+ serialize_weights(rnn.model->denoise_gru);
+
+ isInitialized = true;
+ return NS_ERROR_NONE;
+}
+
+void CDNNManager::deinit()
+{
+ delete_arr(z);
+ delete_arr(r);
+ delete_arr(z_x_state);
+ delete_arr(r_x_state);
+
+ if (rnn.model != NULL) {
+ delete_arr(rnn.model->vad_gru->serialized_input_weights);
+ delete_arr(rnn.model->vad_gru->serialized_recurrent_weights);
+ delete_arr(rnn.model->noise_gru->serialized_input_weights);
+ delete_arr(rnn.model->noise_gru->serialized_recurrent_weights);
+ delete_arr(rnn.model->denoise_gru->serialized_input_weights);
+ delete_arr(rnn.model->denoise_gru->serialized_recurrent_weights);
+ }
+
+ rnn.model = NULL;
+
+ delete_arr(rnn.vad_gru_state);
+ delete_arr(rnn.noise_gru_state);
+ delete_arr(rnn.denoise_gru_state);
+
+ delete_arr(rnn.vad_gru_state1);
+ delete_arr(rnn.noise_gru_state1);
+ delete_arr(rnn.denoise_gru_state1);
+
+ isInitialized = false;
+}
+
+int CDNNManager::processFrame(const float *features, int featureLen,
+ float **gains, float *vad)
+{
+ retv_if(!isInitialized, NS_ERROR_NOT_INITIALIZED);
+ retv_if(!features, NS_ERROR_INVALID_PARAMETER);
+ retv_if(0 >= featureLen, NS_ERROR_INVALID_PARAMETER);
+ retv_if(!gains, NS_ERROR_INVALID_PARAMETER);
+ retv_if(!vad, NS_ERROR_INVALID_PARAMETER);
+
+ float dense_out[MAX_NEURONS];
+
+ compute_dense(rnn.model->input_dense, dense_out, features);
+ compute_gru(rnn.model->vad_gru, rnn.vad_gru_state, dense_out);
+ compute_dense(rnn.model->vad_output, vad, rnn.vad_gru_state);
+
+ float noise_input[MAX_NEURONS * 3];
+ std::copy(dense_out,
+ (dense_out + rnn.model->input_dense_size),
+ noise_input);
+ std::copy(rnn.vad_gru_state,
+ (rnn.vad_gru_state + rnn.model->vad_gru_size),
+ (noise_input + rnn.model->input_dense_size));
+ std::copy(features,
+ (features + featureLen),
+ (noise_input + rnn.model->input_dense_size + rnn.model->vad_gru_size));
+
+ compute_gru(rnn.model->noise_gru, rnn.noise_gru_state, noise_input);
+
+ float denoise_input[MAX_NEURONS * 3];
+ std::copy(rnn.vad_gru_state,
+ (rnn.vad_gru_state + rnn.model->vad_gru_size),
+ denoise_input);
+ std::copy(rnn.noise_gru_state,
+ (rnn.noise_gru_state + rnn.model->noise_gru_size),
+ (denoise_input + rnn.model->vad_gru_size));
+ std::copy(features, (features + featureLen),
+ (denoise_input + rnn.model->vad_gru_size + rnn.model->noise_gru_size));
+
+ compute_gru(rnn.model->denoise_gru, rnn.denoise_gru_state, denoise_input);
+
+ try {
+ *gains = new float[rnn.model->denoise_output_size]();
+ }
+ catch (std::bad_alloc& ba) {
+ _E("bad_alloc caught: %s", ba.what());
+ _E("System failed to allocate new memory for Core NS Model Output");
+ return NS_ERROR_OUT_OF_MEMORY;
+ }
+
+ compute_dense(rnn.model->denoise_output, *gains, rnn.denoise_gru_state);
+
+ return NS_ERROR_NONE;
+}
+
+float CDNNManager::tansig_approx(float x)
+{
+ const float tansig_table[201] = {
+ 0.000000f, 0.039979f, 0.079830f, 0.119427f, 0.158649f,
+ 0.197375f, 0.235496f, 0.272905f, 0.309507f, 0.345214f,
+ 0.379949f, 0.413644f, 0.446244f, 0.477700f, 0.507977f,
+ 0.537050f, 0.564900f, 0.591519f, 0.616909f, 0.641077f,
+ 0.664037f, 0.685809f, 0.706419f, 0.725897f, 0.744277f,
+ 0.761594f, 0.777888f, 0.793199f, 0.807569f, 0.821040f,
+ 0.833655f, 0.845456f, 0.856485f, 0.866784f, 0.876393f,
+ 0.885352f, 0.893698f, 0.901468f, 0.908698f, 0.915420f,
+ 0.921669f, 0.927473f, 0.932862f, 0.937863f, 0.942503f,
+ 0.946806f, 0.950795f, 0.954492f, 0.957917f, 0.961090f,
+ 0.964028f, 0.966747f, 0.969265f, 0.971594f, 0.973749f,
+ 0.975743f, 0.977587f, 0.979293f, 0.980869f, 0.982327f,
+ 0.983675f, 0.984921f, 0.986072f, 0.987136f, 0.988119f,
+ 0.989027f, 0.989867f, 0.990642f, 0.991359f, 0.992020f,
+ 0.992631f, 0.993196f, 0.993718f, 0.994199f, 0.994644f,
+ 0.995055f, 0.995434f, 0.995784f, 0.996108f, 0.996407f,
+ 0.996682f, 0.996937f, 0.997172f, 0.997389f, 0.997590f,
+ 0.997775f, 0.997946f, 0.998104f, 0.998249f, 0.998384f,
+ 0.998508f, 0.998623f, 0.998728f, 0.998826f, 0.998916f,
+ 0.999000f, 0.999076f, 0.999147f, 0.999213f, 0.999273f,
+ 0.999329f, 0.999381f, 0.999428f, 0.999472f, 0.999513f,
+ 0.999550f, 0.999585f, 0.999617f, 0.999646f, 0.999673f,
+ 0.999699f, 0.999722f, 0.999743f, 0.999763f, 0.999781f,
+ 0.999798f, 0.999813f, 0.999828f, 0.999841f, 0.999853f,
+ 0.999865f, 0.999875f, 0.999885f, 0.999893f, 0.999902f,
+ 0.999909f, 0.999916f, 0.999923f, 0.999929f, 0.999934f,
+ 0.999939f, 0.999944f, 0.999948f, 0.999952f, 0.999956f,
+ 0.999959f, 0.999962f, 0.999965f, 0.999968f, 0.999970f,
+ 0.999973f, 0.999975f, 0.999977f, 0.999978f, 0.999980f,
+ 0.999982f, 0.999983f, 0.999984f, 0.999986f, 0.999987f,
+ 0.999988f, 0.999989f, 0.999990f, 0.999990f, 0.999991f,
+ 0.999992f, 0.999992f, 0.999993f, 0.999994f, 0.999994f,
+ 0.999994f, 0.999995f, 0.999995f, 0.999996f, 0.999996f,
+ 0.999996f, 0.999997f, 0.999997f, 0.999997f, 0.999997f,
+ 0.999997f, 0.999998f, 0.999998f, 0.999998f, 0.999998f,
+ 0.999998f, 0.999998f, 0.999999f, 0.999999f, 0.999999f,
+ 0.999999f, 0.999999f, 0.999999f, 0.999999f, 0.999999f,
+ 0.999999f, 0.999999f, 0.999999f, 0.999999f, 0.999999f,
+ 1.000000f, 1.000000f, 1.000000f, 1.000000f, 1.000000f,
+ 1.000000f, 1.000000f, 1.000000f, 1.000000f, 1.000000f,
+ 1.000000f,
+ };
+
+ int i;
+ float y, dy;
+ float sign = 1;
+
+ /* Tests are reversed to catch NaNs */
+ if (!(x < 8))
+ return 1;
+
+ if (!(x > -8))
+ return -1;
+
+#ifndef FIXED_POINT
+ /* Another check in case of -ffast-math */
+ if (celt_isnan(x))
+ return 0;
+#endif
+
+ if ( x < 0) {
+ x = -x;
+ sign = -1;
+ }
+
+ i = (int)(floor(.5f + 25 * x));
+ x -= .04f * i;
+ y = tansig_table[i];
+ dy = 1 - y * y;
+ y = y + x * dy * (1 - y * x);
+ return sign * y;
+}
+
+float CDNNManager::sigmoid_approx(float x)
+{
+ return .5 + .5 * tansig_approx(.5 * x);
+}
+
+float CDNNManager::relu(float x)
+{
+ return x < 0 ? 0 : x;
+}
+
+void CDNNManager::compute_dense(const DenseLayer *layer, float *output, const float *input)
+{
+ int M = layer->nb_inputs;
+ int N = layer->nb_neurons;
+ int stride = N;
+ int i, j, js;
+ float sum;
+
+ for (i = 0; i < N; i++) {
+ /* Compute update gate. */
+ sum = layer->bias[i];
+ for (j = 0, js = 0; j < M; j++, js += stride)
+ sum += layer->input_weights[js + i] * input[j];
+
+ output[i] = WEIGHTS_SCALE * sum;
+ }
+
+ if (layer->activation == ACTIVATION_SIGMOID) {
+ for (i = 0; i < N; i++)
+ output[i] = sigmoid_approx(output[i]);
+ } else if (layer->activation == ACTIVATION_TANH) {
+ for (i = 0; i < N; i++)
+ output[i] = tansig_approx(output[i]);
+ } else if (layer->activation == ACTIVATION_RELU) {
+ for (i = 0; i < N; i++)
+ output[i] = relu(output[i]);
+ }
+}
+
+#if defined USE_NEON_OPTIMIZATION
+inline float neon_dot_product_f32(float *vec1, float *vec2, int len)
+{
+ float rval = 0.0;
+ float32x4_t v1 = vld1q_f32(vec1);
+ float32x4_t v2 = vld1q_f32(vec2);
+
+ v1 = vmulq_f32(v1, v2);
+
+ int i = 4;
+ for (; i <= len - 4; i += 4)
+ {
+ v1 = vmlaq_f32(v1, vld1q_f32(vec1 + i), vld1q_f32(vec2 + i));
+ }
+
+ float32x2_t dest = vpadd_f32(vget_low_f32(v1), vget_high_f32(v1));
+ dest = vpadd_f32(dest, dest);
+
+ rval = *((float *)&dest);
+
+ for (; i < len; i++) {
+ rval += vec1[i] * vec2[i];
+ }
+
+ return rval;
+}
+
+inline void neon_multiply_f32(float *rvec, float *vec1, float *vec2, int len)
+{
+ float32x4_t rv;
+
+ int i = 0;
+ for (; i <= len - 4; i += 4)
+ {
+ rv = vmulq_f32(vld1q_f32(vec1 + i), vld1q_f32(vec2 + i));
+ vst1q_f32(&rvec[i], rv);
+ }
+
+ for (; i < len; i++) {
+ rvec[i] = vec1[i] * vec2[i];
+ }
+}
+#endif /* defined USE_NEON_OPTIMIZATION */
+
+void CDNNManager::compute_gru(const GRULayer *gru, float *state, const float *input)
+{
+ int M = gru->nb_inputs;
+ int N = gru->nb_neurons;
+ int twoN = 2 * N;
+
+ float zsum, rsum, hsum;
+
+#if defined USE_NEON_OPTIMIZATION
+ int i;
+
+ float *input_ptr = (float *)input;
+ float *state_ptr = (float *)state;
+ float *input_weights = gru->serialized_input_weights;
+ float *recurrent_weights = gru->serialized_recurrent_weights;
+
+ for (i = 0; i < N; i++) {
+ /* Compute update gate. */
+ zsum = gru->bias[i];
+ zsum += neon_dot_product_f32(input_weights, input_ptr, M);
+ zsum += neon_dot_product_f32(recurrent_weights, state_ptr, N);
+
+ z[i] = sigmoid_approx(WEIGHTS_SCALE * zsum);
+
+ input_weights += M;
+ input_ptr = (float *)input;
+
+ recurrent_weights += N;
+ state_ptr = state;
+ }
+
+ for (i = 0; i < N; i++) {
+ /* Compute reset gate. */
+ rsum = gru->bias[N + i];
+ rsum += neon_dot_product_f32(input_weights, input_ptr, M);
+ rsum += neon_dot_product_f32(recurrent_weights, state_ptr, N);
+
+ r[i] = sigmoid_approx(WEIGHTS_SCALE * rsum);
+
+ input_weights += M;
+ input_ptr = (float *)input;
+
+ recurrent_weights += N;
+ state_ptr = state;
+ }
+
+ neon_multiply_f32(r_x_state, r, state, N);
+ neon_multiply_f32(z_x_state, z, state, N);
+
+ for (i = 0; i < N; i++) {
+ /* Compute output. */
+ hsum = gru->bias[twoN + i];
+ hsum += neon_dot_product_f32(input_weights, input_ptr, M);
+ hsum += neon_dot_product_f32(recurrent_weights, r_x_state, N);
+
+ input_weights += M;
+ input_ptr = (float *)input;
+
+ recurrent_weights += N;
+ state_ptr = state;
+
+ if (gru->activation == ACTIVATION_SIGMOID)
+ hsum = sigmoid_approx(WEIGHTS_SCALE * hsum);
+ else if (gru->activation == ACTIVATION_TANH)
+ hsum = tansig_approx(WEIGHTS_SCALE * hsum);
+ else if (gru->activation == ACTIVATION_RELU)
+ hsum = relu(WEIGHTS_SCALE * hsum);
+
+ state[i] = z_x_state[i] + (1 - z[i]) * hsum;
+ }
+#else /* defined USE_NEON_OPTIMIZATION */
+ int stride = 3 * N;
+
+ int i, j, js, jns;
+
+ for (i = 0; i < N; i++) {
+ /* Compute update gate. */
+ zsum = gru->bias[i];
+
+ /* Compute reset gate. */
+ rsum = gru->bias[N + i];
+
+ for (j = 0, js = 0, jns = N; j < M; j++, js += stride, jns += stride) {
+ zsum += gru->input_weights[js + i] * input[j];
+ rsum += gru->input_weights[jns + i] * input[j];
+ }
+
+ for (j = 0, js = 0, jns = N; j < N; j++, js += stride, jns += stride) {
+ zsum += gru->recurrent_weights[js + i] * state[j];
+ rsum += gru->recurrent_weights[jns + i] * state[j];
+ }
+
+ z[i] = sigmoid_approx(WEIGHTS_SCALE * zsum);
+ r[i] = sigmoid_approx(WEIGHTS_SCALE * rsum);
+
+ z_x_state[i] = z[i] * state[i];
+ r_x_state[i] = r[i] * state[i];
+ }
+
+ for (i = 0; i < N; i++) {
+ /* Compute output. */
+ hsum = gru->bias[twoN + i];
+
+ for (j = 0, js = twoN; j < M; j++, js += stride)
+ hsum += gru->input_weights[js + i] * input[j];
+
+ for (j = 0, js = twoN; j < N; j++, js += stride)
+ hsum += gru->recurrent_weights[js + i] * r_x_state[j];
+
+ if (gru->activation == ACTIVATION_SIGMOID)
+ hsum = sigmoid_approx(WEIGHTS_SCALE * hsum);
+ else if (gru->activation == ACTIVATION_TANH)
+ hsum = tansig_approx(WEIGHTS_SCALE * hsum);
+ else if (gru->activation == ACTIVATION_RELU)
+ hsum = relu(WEIGHTS_SCALE * hsum);
+
+ state[i] = z_x_state[i] + (1 - z[i]) * hsum;
+ }
+#endif /* defined USE_NEON_OPTIMIZATION */
+}
--- /dev/null
+/**
+ * Copyright (c) 2022-2023 Samsung Electronics Co., Ltd.
+ *
+ * Redistribution and use in source and binary forms, with or without
+ * modification, are permitted provided that the following conditions
+ * are met:
+ *
+ * - Redistributions of source code must retain the above copyright
+ * notice, this list of conditions and the following disclaimer.
+ *
+ * - Redistributions in binary form must reproduce the above copyright
+ * notice, this list of conditions and the following disclaimer in the
+ * documentation and/or other materials provided with the distribution.
+ *
+ * - Neither the name of the Samsung Electronics Co., Ltd. nor the names
+ * of its contributors may be used to endorse or promote products derived
+ * from this software without specific prior written permission.
+ *
+ * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
+ * ``AS IS'' AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
+ * LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
+ * A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE FOUNDATION
+ * OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL,
+ * SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT
+ * LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE,
+ * DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY
+ * THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
+ * (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
+ * OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
+ */
+
+#include <stdarg.h>
+#include <stdio.h>
+#include <string.h>
+
+#include "NSLogger.h"
+
+static ns_log_cb g_print_cb = NULL;
+
+void set_ns_print(ns_log_cb print_func)
+{
+ g_print_cb = print_func;
+}
+
+void ns_print(const char* fmt, ...)
+{
+ if (g_print_cb == NULL || fmt == NULL)
+ return;
+
+ char buffer[256];
+ char buffer_[512];
+
+ memset(buffer, 0, 256);
+ memset(buffer_, 0, 512);
+
+ va_list args;
+ va_start(args, fmt);
+ vsnprintf(buffer, 255, fmt, args);
+ va_end(args);
+
+ snprintf(buffer_, 511, "[NS] %s\n", buffer);
+ g_print_cb(buffer_);
+}
--- /dev/null
+/**
+ * Copyright (c) 2022-2023 Samsung Electronics Co., Ltd.
+ *
+ * Redistribution and use in source and binary forms, with or without
+ * modification, are permitted provided that the following conditions
+ * are met:
+ *
+ * - Redistributions of source code must retain the above copyright
+ * notice, this list of conditions and the following disclaimer.
+ *
+ * - Redistributions in binary form must reproduce the above copyright
+ * notice, this list of conditions and the following disclaimer in the
+ * documentation and/or other materials provided with the distribution.
+ *
+ * - Neither the name of the Samsung Electronics Co., Ltd. nor the names
+ * of its contributors may be used to endorse or promote products derived
+ * from this software without specific prior written permission.
+ *
+ * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
+ * ``AS IS'' AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
+ * LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
+ * A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE FOUNDATION
+ * OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL,
+ * SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT
+ * LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE,
+ * DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY
+ * THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
+ * (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
+ * OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
+ */
+
+#include <NoiseSuppression.h>
+#include <noise-suppression.h>
+#include <log.h>
+#include <stdexcept>
+#include <ns_define.h>
+
+CNoiseSuppression::CNoiseSuppression() : _modelFrameSize(0), _inputFrameSize(0)
+#if !defined ENABLE_AUDIO_RESAMPLING
+ , _modelSR(0), _inputSR(0)
+#endif
+, isInitialized(false)
+{
+}
+
+CNoiseSuppression::~CNoiseSuppression()
+{
+ deinit();
+}
+
+int CNoiseSuppression::init(unsigned int inputSR,
+ unsigned int maxDelayMSec, unsigned int *frameSize)
+{
+ unsigned int modelSR = 0;
+ unsigned int modelFrameSize = 0;
+
+ if (isInitialized) {
+ _I("Already initialized, deinit and init again");
+ deinit();
+ }
+
+ try {
+ int ret = dnnManager.init(inputSR, &modelSR);
+ if (NS_ERROR_NONE != ret)
+ throw std::runtime_error("dnnManager Initialization failed");
+
+ _I("Input Sampling Rate: %u, Model Sampling Rate: %u",
+ inputSR, modelSR);
+#if defined ENABLE_AUDIO_RESAMPLING
+ if (NS_ERROR_NONE != audioResamplerIn.init(inputSR, modelSR))
+ throw std::runtime_error("audioResamplerIn.init() fail");
+
+ if (NS_ERROR_NONE != audioResamplerOut.init(modelSR, inputSR))
+ throw std::runtime_error("audioResamplerIn.init() fail");
+#else
+ _modelSR = modelSR;
+ _inputSR = inputSR;
+#endif
+
+ ret = audioProcessor.init(modelSR, maxDelayMSec, &modelFrameSize);
+ if (NS_ERROR_NONE != ret)
+ throw std::runtime_error("AudioProcessor initialization failed");
+
+ *frameSize = (unsigned int)((modelFrameSize * inputSR) / modelSR);
+
+ _modelFrameSize = modelFrameSize;
+ _inputFrameSize = *frameSize;
+ isInitialized = true;
+ } catch (const std::runtime_error& e) {
+ _E("%s", e.what());
+ deinit();
+ return NS_ERROR_OPERATION_FAILED;
+ }
+
+ return NS_ERROR_NONE;
+}
+
+void CNoiseSuppression::deinit()
+{
+ dnnManager.deinit();
+#if defined ENABLE_AUDIO_RESAMPLING
+ audioResamplerIn.deinit();
+ audioResamplerOut.deinit();
+#endif
+ audioProcessor.deinit();
+
+ isInitialized = false;
+}
+
+void CNoiseSuppression::setNSLevel(int level)
+{
+ audioProcessor.setNSLevel(level);
+ audioProcessor.setMinMaxAtteunation(0.000001);
+ float bestAtteunation = audioProcessor.getMinMaxAtteunation();
+
+ switch (level) {
+ case NS_LEVEL_VERY_LOW:
+ bestAtteunation = 0.630957; // pow(10, (-2/10)) for 2dB
+ break;
+ case NS_LEVEL_LOW:
+ bestAtteunation = 0.501187; // pow(10, (-3/10))
+ break;
+ case NS_LEVEL_MID:
+ bestAtteunation = 0.316227; // pow(10, (-5/10))
+ break;
+ case NS_LEVEL_HIGH:
+ bestAtteunation = 0.158489; // pow(10, (-8/10)) for 9dB
+ break;
+ case NS_LEVEL_VERY_HIGH:
+ bestAtteunation = 0.000001;
+ break;
+ default:
+ bestAtteunation = 0.000001; // This should not hit
+ }
+
+ audioProcessor.setMaxAtteunation(bestAtteunation);
+}
+
+int CNoiseSuppression::processAudio(const float *in, float *out)
+{
+ retv_if(!isInitialized, NS_ERROR_NOT_INITIALIZED);
+
+ float buf[_modelFrameSize] = {};
+ float *features = NULL;
+ int featureLen = 0;
+ float *gain = NULL;
+ float vadProbability = 0;
+ bool isSilence = false;
+
+#if defined ENABLE_AUDIO_RESAMPLING
+ audioResamplerIn.resampleAudio(in, _inputFrameSize, buf, _modelFrameSize);
+#else
+ std::copy(in, (in + _inputFrameSize), buf);
+#endif
+
+ audioProcessor.audioToFeatures(&features, &featureLen, buf, &isSilence);
+
+ int dnnRet = NS_ERROR_NONE;
+ if (!isSilence) {
+ dnnRet = dnnManager.processFrame(features, featureLen, &gain,
+ &vadProbability);
+ }
+
+ if (NS_ERROR_NONE != dnnRet) {
+ _E("processFrame() failed with error Code: %d", dnnRet);
+ }
+ else
+ audioProcessor.featuresToAudio(buf, gain, isSilence);
+
+#if defined ENABLE_AUDIO_RESAMPLING
+ audioResamplerOut.resampleAudio(buf, _modelFrameSize, out, _inputFrameSize);
+#else
+ std::copy(buf, (buf + _modelFrameSize), out);
+#endif
+
+ delete_arr(features);
+ delete_arr(gain);
+ return NS_ERROR_NONE;
+}
--- /dev/null
+/**
+ * Copyright (c) 2022-2023 Samsung Electronics Co., Ltd.
+ *
+ * Redistribution and use in source and binary forms, with or without
+ * modification, are permitted provided that the following conditions
+ * are met:
+ *
+ * - Redistributions of source code must retain the above copyright
+ * notice, this list of conditions and the following disclaimer.
+ *
+ * - Redistributions in binary form must reproduce the above copyright
+ * notice, this list of conditions and the following disclaimer in the
+ * documentation and/or other materials provided with the distribution.
+ *
+ * - Neither the name of the Samsung Electronics Co., Ltd. nor the names
+ * of its contributors may be used to endorse or promote products derived
+ * from this software without specific prior written permission.
+ *
+ * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
+ * ``AS IS'' AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
+ * LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
+ * A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE FOUNDATION
+ * OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL,
+ * SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT
+ * LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE,
+ * DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY
+ * THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
+ * (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
+ * OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
+ */
+
+#include <noise-suppression.h>
+#include <vector>
+#include <algorithm>
+
+#include <NoiseSuppression.h>
+#include <log.h>
+#include <ns_define.h>
+#include <NSLogger.h>
+
+static std::vector<CNoiseSuppression *> _handles = {};
+
+int ns_initialize(ns_log_cb cb, const unsigned int input_sample_rate,
+ const unsigned int allowed_delay_msec,
+ noise_suppression_h *handle, unsigned int *frame_size)
+{
+ set_ns_print(cb);
+ FN_START;
+
+ CNoiseSuppression* ns;
+ try {
+ ns = new CNoiseSuppression();
+ }
+ catch (std::bad_alloc& ba) {
+ _E("bad_alloc caught: %s", ba.what());
+ _E("System failed to allocate new memory for NS Core Handle Initialization");
+ return NS_ERROR_OUT_OF_MEMORY;
+ }
+
+ int ret = ns->init(input_sample_rate, allowed_delay_msec, frame_size);
+ if (NS_ERROR_NONE != ret) {
+ _E("Init failed with %d", ret);
+ delete_instance(ns);
+ return ret;
+ }
+
+ _handles.push_back(ns);
+ *handle = (noise_suppression_h)ns;
+
+ FN_END;
+ return NS_ERROR_NONE;
+}
+
+int ns_set_level(noise_suppression_h handle, ns_level_e level)
+{
+ FN_START;
+ auto it = std::find(_handles.begin(), _handles.end(), handle);
+ if (it == _handles.end()) {
+ _E("Invalid handle: %p", handle);
+ return NS_ERROR_INVALID_PARAMETER;
+ }
+
+ if (level > NS_LEVEL_VERY_HIGH) {
+ _E("Invalid handle: %p", handle);
+ return NS_ERROR_INVALID_PARAMETER;
+ }
+
+ CNoiseSuppression* ns = (CNoiseSuppression*)handle;
+
+ _I("Level to be set: %u", level);
+ ns->setNSLevel(level);
+
+ FN_END;
+ return NS_ERROR_NONE;
+}
+
+int ns_process_audio(noise_suppression_h handle, const float *in, float *out)
+{
+ auto it = std::find(_handles.begin(), _handles.end(), handle);
+ if (it == _handles.end()) {
+ _E("Invalid handle: %p", handle);
+ return NS_ERROR_INVALID_PARAMETER;
+ }
+
+ return (*it)->processAudio(in, out);
+}
+
+void ns_deinitialize(noise_suppression_h handle)
+{
+ FN_START;
+
+ auto it = std::find(_handles.begin(), _handles.end(), handle);
+ if (it == _handles.end()) {
+ _E("Invalid handle: %p", handle);
+ return;
+ }
+
+ (*it)->deinit();
+ delete_instance(*it);
+ _handles.erase(it);
+
+ FN_END;
+ set_ns_print(nullptr);
+}
--- /dev/null
+/* Copyright (c) 2009-2010 Xiph.Org Foundation
+ Written by Jean-Marc Valin */
+/*
+ Redistribution and use in source and binary forms, with or without
+ modification, are permitted provided that the following conditions
+ are met:
+
+ - Redistributions of source code must retain the above copyright
+ notice, this list of conditions and the following disclaimer.
+
+ - Redistributions in binary form must reproduce the above copyright
+ notice, this list of conditions and the following disclaimer in the
+ documentation and/or other materials provided with the distribution.
+
+ THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
+ ``AS IS'' AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
+ LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
+ A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER
+ OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL,
+ EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO,
+ PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR
+ PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF
+ LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING
+ NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS
+ SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
+*/
+
+#ifdef HAVE_CONFIG_H
+#include "config.h"
+#endif
+
+#include "celt_lpc.h"
+#include "arch.h"
+#include "common.h"
+#include "pitch.h"
+
+void _celt_lpc(
+ opus_val16 *_lpc, /* out: [0...p-1] LPC coefficients */
+const opus_val32 *ac, /* in: [0...p] autocorrelation values */
+int p
+)
+{
+ int i, j;
+ opus_val32 r;
+ opus_val32 error = ac[0];
+#ifdef FIXED_POINT
+ opus_val32 lpc[LPC_ORDER];
+#else
+ float *lpc = _lpc;
+#endif
+
+ RNN_CLEAR(lpc, p);
+ if (ac[0] != 0)
+ {
+ for (i = 0; i < p; i++) {
+ /* Sum up this iteration's reflection coefficient */
+ opus_val32 rr = 0;
+ for (j = 0; j < i; j++)
+ rr += MULT32_32_Q31(lpc[j],ac[i - j]);
+ rr += SHR32(ac[i + 1],3);
+ r = -SHL32(rr,3)/error;
+ /* Update LPC coefficients and total error */
+ lpc[i] = SHR32(r,3);
+ for (j = 0; j < (i+1)>>1; j++)
+ {
+ opus_val32 tmp1, tmp2;
+ tmp1 = lpc[j];
+ tmp2 = lpc[i-1-j];
+ lpc[j] = tmp1 + MULT32_32_Q31(r,tmp2);
+ lpc[i-1-j] = tmp2 + MULT32_32_Q31(r,tmp1);
+ }
+
+ error = error - MULT32_32_Q31(MULT32_32_Q31(r,r),error);
+ /* Bail out once we get 30 dB gain */
+#ifdef FIXED_POINT
+ if (error<SHR32(ac[0],10))
+ break;
+#else
+ if (error<.001f*ac[0])
+ break;
+#endif
+ }
+ }
+#ifdef FIXED_POINT
+ for (i=0;i<p;i++)
+ _lpc[i] = ROUND16(lpc[i],16);
+#endif
+}
+
+
+void celt_fir(
+ const opus_val16 *x,
+ const opus_val16 *num,
+ opus_val16 *y,
+ int N,
+ int ord)
+{
+ int i,j;
+ opus_val16 rnum[ord];
+ for(i=0;i<ord;i++)
+ rnum[i] = num[ord-i-1];
+ for (i=0;i<N-3;i+=4)
+ {
+ opus_val32 sum[4];
+ sum[0] = SHL32(EXTEND32(x[i ]), SIG_SHIFT);
+ sum[1] = SHL32(EXTEND32(x[i+1]), SIG_SHIFT);
+ sum[2] = SHL32(EXTEND32(x[i+2]), SIG_SHIFT);
+ sum[3] = SHL32(EXTEND32(x[i+3]), SIG_SHIFT);
+ xcorr_kernel(rnum, x+i-ord, sum, ord);
+ y[i ] = ROUND16(sum[0], SIG_SHIFT);
+ y[i+1] = ROUND16(sum[1], SIG_SHIFT);
+ y[i+2] = ROUND16(sum[2], SIG_SHIFT);
+ y[i+3] = ROUND16(sum[3], SIG_SHIFT);
+ }
+ for (;i<N;i++)
+ {
+ opus_val32 sum = SHL32(EXTEND32(x[i]), SIG_SHIFT);
+ for (j=0;j<ord;j++)
+ sum = MAC16_16(sum,rnum[j],x[i+j-ord]);
+ y[i] = ROUND16(sum, SIG_SHIFT);
+ }
+}
+
+void celt_iir(const opus_val32 *_x,
+ const opus_val16 *den,
+ opus_val32 *_y,
+ int N,
+ int ord,
+ opus_val16 *mem)
+{
+#ifdef SMALL_FOOTPRINT
+ int i,j;
+ for (i=0;i<N;i++)
+ {
+ opus_val32 sum = _x[i];
+ for (j=0;j<ord;j++)
+ {
+ sum -= MULT16_16(den[j],mem[j]);
+ }
+ for (j=ord-1;j>=1;j--)
+ {
+ mem[j]=mem[j-1];
+ }
+ mem[0] = SROUND16(sum, SIG_SHIFT);
+ _y[i] = sum;
+ }
+#else
+ int i,j;
+ celt_assert((ord&3)==0);
+ opus_val16 rden[ord];
+ opus_val16 y[N+ord];
+ for(i=0;i<ord;i++)
+ rden[i] = den[ord-i-1];
+ for(i=0;i<ord;i++)
+ y[i] = -mem[ord-i-1];
+ for(;i<N+ord;i++)
+ y[i]=0;
+ for (i=0;i<N-3;i+=4)
+ {
+ /* Unroll by 4 as if it were an FIR filter */
+ opus_val32 sum[4];
+ sum[0]=_x[i];
+ sum[1]=_x[i+1];
+ sum[2]=_x[i+2];
+ sum[3]=_x[i+3];
+ xcorr_kernel(rden, y+i, sum, ord);
+
+ /* Patch up the result to compensate for the fact that this is an IIR */
+ y[i+ord ] = -SROUND16(sum[0],SIG_SHIFT);
+ _y[i ] = sum[0];
+ sum[1] = MAC16_16(sum[1], y[i+ord ], den[0]);
+ y[i+ord+1] = -SROUND16(sum[1],SIG_SHIFT);
+ _y[i+1] = sum[1];
+ sum[2] = MAC16_16(sum[2], y[i+ord+1], den[0]);
+ sum[2] = MAC16_16(sum[2], y[i+ord ], den[1]);
+ y[i+ord+2] = -SROUND16(sum[2],SIG_SHIFT);
+ _y[i+2] = sum[2];
+
+ sum[3] = MAC16_16(sum[3], y[i+ord+2], den[0]);
+ sum[3] = MAC16_16(sum[3], y[i+ord+1], den[1]);
+ sum[3] = MAC16_16(sum[3], y[i+ord ], den[2]);
+ y[i+ord+3] = -SROUND16(sum[3],SIG_SHIFT);
+ _y[i+3] = sum[3];
+ }
+ for (;i<N;i++)
+ {
+ opus_val32 sum = _x[i];
+ for (j=0;j<ord;j++)
+ sum -= MULT16_16(rden[j],y[i+j]);
+ y[i+ord] = SROUND16(sum,SIG_SHIFT);
+ _y[i] = sum;
+ }
+ for(i=0;i<ord;i++)
+ mem[i] = _y[N-i-1];
+#endif
+}
+
+int _celt_autocorr(
+ const opus_val16 *x, /* in: [0...n-1] samples x */
+ opus_val32 *ac, /* out: [0...lag-1] ac values */
+ const opus_val16 *window,
+ int overlap,
+ int lag,
+ int n)
+{
+ opus_val32 d;
+ int i, k;
+ int fastN=n-lag;
+ int shift;
+ const opus_val16 *xptr;
+ opus_val16 xx[n];
+ celt_assert(n>0);
+ celt_assert(overlap>=0);
+ if (overlap == 0)
+ {
+ xptr = x;
+ } else {
+ for (i=0;i<n;i++)
+ xx[i] = x[i];
+ for (i=0;i<overlap;i++)
+ {
+ xx[i] = MULT16_16_Q15(x[i],window[i]);
+ xx[n-i-1] = MULT16_16_Q15(x[n-i-1],window[i]);
+ }
+ xptr = xx;
+ }
+ shift=0;
+#ifdef FIXED_POINT
+ {
+ opus_val32 ac0;
+ ac0 = 1+(n<<7);
+ if (n&1) ac0 += SHR32(MULT16_16(xptr[0],xptr[0]),9);
+ for(i=(n&1);i<n;i+=2)
+ {
+ ac0 += SHR32(MULT16_16(xptr[i],xptr[i]),9);
+ ac0 += SHR32(MULT16_16(xptr[i+1],xptr[i+1]),9);
+ }
+
+ shift = celt_ilog2(ac0)-30+10;
+ shift = (shift)/2;
+ if (shift>0)
+ {
+ for(i=0;i<n;i++)
+ xx[i] = PSHR32(xptr[i], shift);
+ xptr = xx;
+ } else
+ shift = 0;
+ }
+#endif
+ celt_pitch_xcorr(xptr, xptr, ac, fastN, lag+1);
+ for (k=0;k<=lag;k++)
+ {
+ for (i = k+fastN, d = 0; i < n; i++)
+ d = MAC16_16(d, xptr[i], xptr[i-k]);
+ ac[k] += d;
+ }
+#ifdef FIXED_POINT
+ shift = 2*shift;
+ if (shift<=0)
+ ac[0] += SHL32((opus_int32)1, -shift);
+ if (ac[0] < 268435456)
+ {
+ int shift2 = 29 - EC_ILOG(ac[0]);
+ for (i=0;i<=lag;i++)
+ ac[i] = SHL32(ac[i], shift2);
+ shift -= shift2;
+ } else if (ac[0] >= 536870912)
+ {
+ int shift2=1;
+ if (ac[0] >= 1073741824)
+ shift2++;
+ for (i=0;i<=lag;i++)
+ ac[i] = SHR32(ac[i], shift2);
+ shift += shift2;
+ }
+#endif
+
+ return shift;
+}
--- /dev/null
+/*Copyright (c) 2003-2004, Mark Borgerding
+ Lots of modifications by Jean-Marc Valin
+ Copyright (c) 2005-2007, Xiph.Org Foundation
+ Copyright (c) 2008, Xiph.Org Foundation, CSIRO
+
+ All rights reserved.
+
+ Redistribution and use in source and binary forms, with or without
+ modification, are permitted provided that the following conditions are met:
+
+ * Redistributions of source code must retain the above copyright notice,
+ this list of conditions and the following disclaimer.
+ * Redistributions in binary form must reproduce the above copyright notice,
+ this list of conditions and the following disclaimer in the
+ documentation and/or other materials provided with the distribution.
+
+ THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
+ AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
+ IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE
+ ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE
+ LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR
+ CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF
+ SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS
+ INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN
+ CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE)
+ ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE
+ POSSIBILITY OF SUCH DAMAGE.*/
+
+/* This code is originally from Mark Borgerding's KISS-FFT but has been
+ heavily modified to better suit Opus */
+
+#ifndef SKIP_CONFIG_H
+# ifdef HAVE_CONFIG_H
+# include "config.h"
+# endif
+#endif
+
+#include "_kiss_fft_guts.h"
+#define CUSTOM_MODES
+
+/* The guts header contains all the multiplication and addition macros that are defined for
+ complex numbers. It also declares the kf_ internal functions.
+*/
+
+static void kf_bfly2(
+ kiss_fft_cpx * Fout,
+ int m,
+ int N
+ )
+{
+ kiss_fft_cpx * Fout2;
+ int i;
+ (void)m;
+#ifdef CUSTOM_MODES
+ if (m==1)
+ {
+ celt_assert(m==1);
+ for (i=0;i<N;i++)
+ {
+ kiss_fft_cpx t;
+ Fout2 = Fout + 1;
+ t = *Fout2;
+ C_SUB( *Fout2 , *Fout , t );
+ C_ADDTO( *Fout , t );
+ Fout += 2;
+ }
+ } else
+#endif
+ {
+ opus_val16 tw;
+ tw = QCONST16(0.7071067812f, 15);
+ /* We know that m==4 here because the radix-2 is just after a radix-4 */
+ celt_assert(m==4);
+ for (i=0;i<N;i++)
+ {
+ kiss_fft_cpx t;
+ Fout2 = Fout + 4;
+ t = Fout2[0];
+ C_SUB( Fout2[0] , Fout[0] , t );
+ C_ADDTO( Fout[0] , t );
+
+ t.r = S_MUL(ADD32_ovflw(Fout2[1].r, Fout2[1].i), tw);
+ t.i = S_MUL(SUB32_ovflw(Fout2[1].i, Fout2[1].r), tw);
+ C_SUB( Fout2[1] , Fout[1] , t );
+ C_ADDTO( Fout[1] , t );
+
+ t.r = Fout2[2].i;
+ t.i = -Fout2[2].r;
+ C_SUB( Fout2[2] , Fout[2] , t );
+ C_ADDTO( Fout[2] , t );
+
+ t.r = S_MUL(SUB32_ovflw(Fout2[3].i, Fout2[3].r), tw);
+ t.i = S_MUL(NEG32_ovflw(ADD32_ovflw(Fout2[3].i, Fout2[3].r)), tw);
+ C_SUB( Fout2[3] , Fout[3] , t );
+ C_ADDTO( Fout[3] , t );
+ Fout += 8;
+ }
+ }
+}
+
+static void kf_bfly4(
+ kiss_fft_cpx * Fout,
+ const size_t fstride,
+ const kiss_fft_state *st,
+ int m,
+ int N,
+ int mm
+ )
+{
+ int i;
+
+ if (m==1)
+ {
+ /* Degenerate case where all the twiddles are 1. */
+ for (i=0;i<N;i++)
+ {
+ kiss_fft_cpx scratch0, scratch1;
+
+ C_SUB( scratch0 , *Fout, Fout[2] );
+ C_ADDTO(*Fout, Fout[2]);
+ C_ADD( scratch1 , Fout[1] , Fout[3] );
+ C_SUB( Fout[2], *Fout, scratch1 );
+ C_ADDTO( *Fout , scratch1 );
+ C_SUB( scratch1 , Fout[1] , Fout[3] );
+
+ Fout[1].r = ADD32_ovflw(scratch0.r, scratch1.i);
+ Fout[1].i = SUB32_ovflw(scratch0.i, scratch1.r);
+ Fout[3].r = SUB32_ovflw(scratch0.r, scratch1.i);
+ Fout[3].i = ADD32_ovflw(scratch0.i, scratch1.r);
+ Fout+=4;
+ }
+ } else {
+ int j;
+ kiss_fft_cpx scratch[6];
+ const kiss_twiddle_cpx *tw1,*tw2,*tw3;
+ const int m2=2*m;
+ const int m3=3*m;
+ kiss_fft_cpx * Fout_beg = Fout;
+ for (i=0;i<N;i++)
+ {
+ Fout = Fout_beg + i*mm;
+ tw3 = tw2 = tw1 = st->twiddles;
+ /* m is guaranteed to be a multiple of 4. */
+ for (j=0;j<m;j++)
+ {
+ C_MUL(scratch[0],Fout[m] , *tw1 );
+ C_MUL(scratch[1],Fout[m2] , *tw2 );
+ C_MUL(scratch[2],Fout[m3] , *tw3 );
+
+ C_SUB( scratch[5] , *Fout, scratch[1] );
+ C_ADDTO(*Fout, scratch[1]);
+ C_ADD( scratch[3] , scratch[0] , scratch[2] );
+ C_SUB( scratch[4] , scratch[0] , scratch[2] );
+ C_SUB( Fout[m2], *Fout, scratch[3] );
+ tw1 += fstride;
+ tw2 += fstride*2;
+ tw3 += fstride*3;
+ C_ADDTO( *Fout , scratch[3] );
+
+ Fout[m].r = ADD32_ovflw(scratch[5].r, scratch[4].i);
+ Fout[m].i = SUB32_ovflw(scratch[5].i, scratch[4].r);
+ Fout[m3].r = SUB32_ovflw(scratch[5].r, scratch[4].i);
+ Fout[m3].i = ADD32_ovflw(scratch[5].i, scratch[4].r);
+ ++Fout;
+ }
+ }
+ }
+}
+
+
+#ifndef RADIX_TWO_ONLY
+
+static void kf_bfly3(
+ kiss_fft_cpx * Fout,
+ const size_t fstride,
+ const kiss_fft_state *st,
+ int m,
+ int N,
+ int mm
+ )
+{
+ int i;
+ size_t k;
+ const size_t m2 = (size_t)(2*m);
+ const kiss_twiddle_cpx *tw1,*tw2;
+ kiss_fft_cpx scratch[5];
+ kiss_twiddle_cpx epi3;
+
+ kiss_fft_cpx * Fout_beg = Fout;
+#ifdef FIXED_POINT
+ /*epi3.r = -16384;*/ /* Unused */
+ epi3.i = -28378;
+#else
+ epi3 = st->twiddles[fstride*m];
+#endif
+ for (i=0;i<N;i++)
+ {
+ Fout = Fout_beg + i*mm;
+ tw1=tw2=st->twiddles;
+ /* For non-custom modes, m is guaranteed to be a multiple of 4. */
+ k=(size_t)m;
+ do {
+
+ C_MUL(scratch[1],Fout[m] , *tw1);
+ C_MUL(scratch[2],Fout[m2] , *tw2);
+
+ C_ADD(scratch[3],scratch[1],scratch[2]);
+ C_SUB(scratch[0],scratch[1],scratch[2]);
+ tw1 += fstride;
+ tw2 += fstride*2;
+
+ Fout[m].r = SUB32_ovflw(Fout->r, HALF_OF(scratch[3].r));
+ Fout[m].i = SUB32_ovflw(Fout->i, HALF_OF(scratch[3].i));
+
+ C_MULBYSCALAR( scratch[0] , epi3.i );
+
+ C_ADDTO(*Fout,scratch[3]);
+
+ Fout[m2].r = ADD32_ovflw(Fout[m].r, scratch[0].i);
+ Fout[m2].i = SUB32_ovflw(Fout[m].i, scratch[0].r);
+
+ Fout[m].r = SUB32_ovflw(Fout[m].r, scratch[0].i);
+ Fout[m].i = ADD32_ovflw(Fout[m].i, scratch[0].r);
+
+ ++Fout;
+ } while(--k);
+ }
+}
+
+
+#ifndef OVERRIDE_kf_bfly5
+static void kf_bfly5(
+ kiss_fft_cpx * Fout,
+ const size_t fstride,
+ const kiss_fft_state *st,
+ int m,
+ int N,
+ int mm
+ )
+{
+ kiss_fft_cpx *Fout0,*Fout1,*Fout2,*Fout3,*Fout4;
+ int i, u;
+ kiss_fft_cpx scratch[13];
+ const kiss_twiddle_cpx *tw;
+ kiss_twiddle_cpx ya,yb;
+ kiss_fft_cpx * Fout_beg = Fout;
+
+#ifdef FIXED_POINT
+ ya.r = 10126;
+ ya.i = -31164;
+ yb.r = -26510;
+ yb.i = -19261;
+#else
+ ya = st->twiddles[fstride*m];
+ yb = st->twiddles[fstride*2*m];
+#endif
+ tw=st->twiddles;
+
+ for (i=0;i<N;i++)
+ {
+ Fout = Fout_beg + i*mm;
+ Fout0=Fout;
+ Fout1=Fout0+m;
+ Fout2=Fout0+2*m;
+ Fout3=Fout0+3*m;
+ Fout4=Fout0+4*m;
+
+ /* For non-custom modes, m is guaranteed to be a multiple of 4. */
+ for ( u=0; u<m; ++u ) {
+ scratch[0] = *Fout0;
+
+ C_MUL(scratch[1] ,*Fout1, tw[u*fstride]);
+ C_MUL(scratch[2] ,*Fout2, tw[2*u*fstride]);
+ C_MUL(scratch[3] ,*Fout3, tw[3*u*fstride]);
+ C_MUL(scratch[4] ,*Fout4, tw[4*u*fstride]);
+
+ C_ADD( scratch[7],scratch[1],scratch[4]);
+ C_SUB( scratch[10],scratch[1],scratch[4]);
+ C_ADD( scratch[8],scratch[2],scratch[3]);
+ C_SUB( scratch[9],scratch[2],scratch[3]);
+
+ Fout0->r = ADD32_ovflw(Fout0->r, ADD32_ovflw(scratch[7].r, scratch[8].r));
+ Fout0->i = ADD32_ovflw(Fout0->i, ADD32_ovflw(scratch[7].i, scratch[8].i));
+
+ scratch[5].r = ADD32_ovflw(scratch[0].r, ADD32_ovflw(S_MUL(scratch[7].r,ya.r), S_MUL(scratch[8].r,yb.r)));
+ scratch[5].i = ADD32_ovflw(scratch[0].i, ADD32_ovflw(S_MUL(scratch[7].i,ya.r), S_MUL(scratch[8].i,yb.r)));
+
+ scratch[6].r = ADD32_ovflw(S_MUL(scratch[10].i,ya.i), S_MUL(scratch[9].i,yb.i));
+ scratch[6].i = NEG32_ovflw(ADD32_ovflw(S_MUL(scratch[10].r,ya.i), S_MUL(scratch[9].r,yb.i)));
+
+ C_SUB(*Fout1,scratch[5],scratch[6]);
+ C_ADD(*Fout4,scratch[5],scratch[6]);
+
+ scratch[11].r = ADD32_ovflw(scratch[0].r, ADD32_ovflw(S_MUL(scratch[7].r,yb.r), S_MUL(scratch[8].r,ya.r)));
+ scratch[11].i = ADD32_ovflw(scratch[0].i, ADD32_ovflw(S_MUL(scratch[7].i,yb.r), S_MUL(scratch[8].i,ya.r)));
+ scratch[12].r = SUB32_ovflw(S_MUL(scratch[9].i,ya.i), S_MUL(scratch[10].i,yb.i));
+ scratch[12].i = SUB32_ovflw(S_MUL(scratch[10].r,yb.i), S_MUL(scratch[9].r,ya.i));
+
+ C_ADD(*Fout2,scratch[11],scratch[12]);
+ C_SUB(*Fout3,scratch[11],scratch[12]);
+
+ ++Fout0;++Fout1;++Fout2;++Fout3;++Fout4;
+ }
+ }
+}
+#endif /* OVERRIDE_kf_bfly5 */
+
+
+#endif
+
+
+#ifdef CUSTOM_MODES
+
+static
+void compute_bitrev_table(
+ int Fout,
+ opus_int16 *f,
+ const size_t fstride,
+ int in_stride,
+ opus_int16 * factors,
+ const kiss_fft_state *st
+ )
+{
+ const int p=*factors++; /* the radix */
+ const int m=*factors++; /* stage's fft length/p */
+
+ /*printf ("fft %d %d %d %d %d %d\n", p*m, m, p, s2, fstride*in_stride, N);*/
+ if (m==1)
+ {
+ int j;
+ for (j=0;j<p;j++)
+ {
+ *f = Fout+j;
+ f += fstride*in_stride;
+ }
+ } else {
+ int j;
+ for (j=0;j<p;j++)
+ {
+ compute_bitrev_table( Fout , f, fstride*p, in_stride, factors,st);
+ f += fstride*in_stride;
+ Fout += m;
+ }
+ }
+}
+
+/* facbuf is populated by p1,m1,p2,m2, ...
+ where
+ p[i] * m[i] = m[i-1]
+ m0 = n */
+static
+int kf_factor(int n,opus_int16 * facbuf)
+{
+ int p=4;
+ int i;
+ int stages=0;
+ int nbak = n;
+
+ /*factor out powers of 4, powers of 2, then any remaining primes */
+ do {
+ while (n % p) {
+ switch (p) {
+ case 4: p = 2; break;
+ case 2: p = 3; break;
+ default: p += 2; break;
+ }
+ if (p>32000 || (opus_int32)p*(opus_int32)p > n)
+ p = n; /* no more factors, skip to end */
+ }
+ n /= p;
+#ifdef RADIX_TWO_ONLY
+ if (p!=2 && p != 4)
+#else
+ if (p>5)
+#endif
+ {
+ return 0;
+ }
+ facbuf[2*stages] = p;
+ if (p==2 && stages > 1)
+ {
+ facbuf[2*stages] = 4;
+ facbuf[2] = 2;
+ }
+ stages++;
+ } while (n > 1);
+ n = nbak;
+ /* Reverse the order to get the radix 4 at the end, so we can use the
+ fast degenerate case. It turns out that reversing the order also
+ improves the noise behaviour. */
+ for (i=0;i<stages/2;i++)
+ {
+ int tmp;
+ tmp = facbuf[2*i];
+ facbuf[2*i] = facbuf[2*(stages-i-1)];
+ facbuf[2*(stages-i-1)] = tmp;
+ }
+ for (i=0;i<stages;i++)
+ {
+ n /= facbuf[2*i];
+ facbuf[2*i+1] = n;
+ }
+ return 1;
+}
+
+static void compute_twiddles(kiss_twiddle_cpx *twiddles, int nfft)
+{
+ int i;
+#ifdef FIXED_POINT
+ for (i=0;i<nfft;++i) {
+ opus_val32 phase = -i;
+ kf_cexp2(twiddles+i, DIV32(SHL32(phase,17),nfft));
+ }
+#else
+ for (i=0;i<nfft;++i) {
+ const double pi=3.14159265358979323846264338327;
+ double phase = ( -2*pi /nfft ) * i;
+ kf_cexp(twiddles+i, phase );
+ }
+#endif
+}
+
+int opus_fft_alloc_arch_c(kiss_fft_state *st) {
+ (void)st;
+ return 0;
+}
+
+/*
+ *
+ * Allocates all necessary storage space for the fft and ifft.
+ * The return value is a contiguous block of memory. As such,
+ * It can be freed with free().
+ * */
+kiss_fft_state *opus_fft_alloc_twiddles(int nfft,void * mem,size_t * lenmem,
+ const kiss_fft_state *base, int arch)
+{
+ kiss_fft_state *st=NULL;
+ size_t memneeded = sizeof(struct kiss_fft_state); /* twiddle factors*/
+
+ if ( lenmem==NULL ) {
+ st = ( kiss_fft_state*)KISS_FFT_MALLOC( memneeded );
+ }else{
+ if (mem != NULL && *lenmem >= memneeded)
+ st = (kiss_fft_state*)mem;
+ *lenmem = memneeded;
+ }
+ if (st) {
+ opus_int16 *bitrev;
+ kiss_twiddle_cpx *twiddles;
+
+ st->nfft=nfft;
+#ifdef FIXED_POINT
+ st->scale_shift = celt_ilog2(st->nfft);
+ if (st->nfft == 1<<st->scale_shift)
+ st->scale = Q15ONE;
+ else
+ st->scale = (1073741824+st->nfft/2)/st->nfft>>(15-st->scale_shift);
+#else
+ st->scale = 1.f/nfft;
+#endif
+ if (base != NULL)
+ {
+ st->twiddles = base->twiddles;
+ st->shift = 0;
+ while (st->shift < 32 && nfft<<st->shift != base->nfft)
+ st->shift++;
+ if (st->shift>=32)
+ goto fail;
+ } else {
+ st->twiddles = twiddles = (kiss_twiddle_cpx*)KISS_FFT_MALLOC(sizeof(kiss_twiddle_cpx)*nfft);
+ compute_twiddles(twiddles, nfft);
+ st->shift = -1;
+ }
+ if (!kf_factor(nfft,st->factors))
+ {
+ goto fail;
+ }
+
+ /* bitrev */
+ st->bitrev = bitrev = (opus_int16*)KISS_FFT_MALLOC(sizeof(opus_int16)*nfft);
+ if (st->bitrev==NULL)
+ goto fail;
+ compute_bitrev_table(0, bitrev, 1,1, st->factors,st);
+
+ /* Initialize architecture specific fft parameters */
+ if (opus_fft_alloc_arch(st, arch))
+ goto fail;
+ }
+ return st;
+fail:
+ opus_fft_free(st, arch);
+ return NULL;
+}
+
+kiss_fft_state *opus_fft_alloc(int nfft,void * mem,size_t * lenmem, int arch)
+{
+ return opus_fft_alloc_twiddles(nfft, mem, lenmem, NULL, arch);
+}
+
+void opus_fft_free_arch_c(kiss_fft_state *st) {
+ (void)st;
+}
+
+void opus_fft_free(const kiss_fft_state *cfg, int arch)
+{
+ if (cfg)
+ {
+ opus_fft_free_arch((kiss_fft_state *)cfg, arch);
+ opus_free((opus_int16*)cfg->bitrev);
+ if (cfg->shift < 0)
+ opus_free((kiss_twiddle_cpx*)cfg->twiddles);
+ opus_free((kiss_fft_state*)cfg);
+ }
+}
+
+#endif /* CUSTOM_MODES */
+
+void opus_fft_impl(const kiss_fft_state *st,kiss_fft_cpx *fout)
+{
+ int m2, m;
+ int p;
+ int L;
+ int fstride[MAXFACTORS];
+ int i;
+ int shift;
+
+ /* st->shift can be -1 */
+ shift = st->shift>0 ? st->shift : 0;
+
+ fstride[0] = 1;
+ L=0;
+ do {
+ p = st->factors[2*L];
+ m = st->factors[2*L+1];
+ fstride[L+1] = fstride[L]*p;
+ L++;
+ } while(m!=1);
+ m = st->factors[2*L-1];
+ for (i=L-1;i>=0;i--)
+ {
+ if (i!=0)
+ m2 = st->factors[2*i-1];
+ else
+ m2 = 1;
+ switch (st->factors[2*i])
+ {
+ case 2:
+ kf_bfly2(fout, m, fstride[i]);
+ break;
+ case 4:
+ kf_bfly4(fout,fstride[i]<<shift,st,m, fstride[i], m2);
+ break;
+ #ifndef RADIX_TWO_ONLY
+ case 3:
+ kf_bfly3(fout,fstride[i]<<shift,st,m, fstride[i], m2);
+ break;
+ case 5:
+ kf_bfly5(fout,fstride[i]<<shift,st,m, fstride[i], m2);
+ break;
+ #endif
+ }
+ m = m2;
+ }
+}
+
+void opus_fft_c(const kiss_fft_state *st,const kiss_fft_cpx *fin,kiss_fft_cpx *fout)
+{
+ int i;
+ opus_val16 scale;
+#ifdef FIXED_POINT
+ /* Allows us to scale with MULT16_32_Q16(), which is faster than
+ MULT16_32_Q15() on ARM. */
+ int scale_shift = st->scale_shift-1;
+#endif
+ scale = st->scale;
+
+ celt_assert2 (fin != fout, "In-place FFT not supported");
+ /* Bit-reverse the input */
+ for (i=0;i<st->nfft;i++)
+ {
+ kiss_fft_cpx x = fin[i];
+ fout[st->bitrev[i]].r = SHR32(MULT16_32_Q16(scale, x.r), scale_shift);
+ fout[st->bitrev[i]].i = SHR32(MULT16_32_Q16(scale, x.i), scale_shift);
+ }
+ opus_fft_impl(st, fout);
+}
+
+
+void opus_ifft_c(const kiss_fft_state *st,const kiss_fft_cpx *fin,kiss_fft_cpx *fout)
+{
+ int i;
+ celt_assert2 (fin != fout, "In-place FFT not supported");
+ /* Bit-reverse the input */
+ for (i=0;i<st->nfft;i++)
+ fout[st->bitrev[i]] = fin[i];
+ for (i=0;i<st->nfft;i++)
+ fout[i].i = -fout[i].i;
+ opus_fft_impl(st, fout);
+ for (i=0;i<st->nfft;i++)
+ fout[i].i = -fout[i].i;
+}
--- /dev/null
+/* Copyright (c) 2007-2008 CSIRO
+ Copyright (c) 2007-2009 Xiph.Org Foundation
+ Written by Jean-Marc Valin */
+/**
+ @file pitch.c
+ @brief Pitch analysis
+ */
+
+/*
+ Redistribution and use in source and binary forms, with or without
+ modification, are permitted provided that the following conditions
+ are met:
+
+ - Redistributions of source code must retain the above copyright
+ notice, this list of conditions and the following disclaimer.
+
+ - Redistributions in binary form must reproduce the above copyright
+ notice, this list of conditions and the following disclaimer in the
+ documentation and/or other materials provided with the distribution.
+
+ THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
+ ``AS IS'' AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
+ LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
+ A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER
+ OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL,
+ EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO,
+ PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR
+ PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF
+ LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING
+ NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS
+ SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
+*/
+
+#ifdef HAVE_CONFIG_H
+#include "config.h"
+#endif
+
+#include "pitch.h"
+#include "common.h"
+//#include "modes.h"
+//#include "stack_alloc.h"
+//#include "mathops.h"
+#include "celt_lpc.h"
+#include "math.h"
+
+static void find_best_pitch(opus_val32 *xcorr, opus_val16 *y, int len,
+ int max_pitch, int *best_pitch
+#ifdef FIXED_POINT
+ , int yshift, opus_val32 maxcorr
+#endif
+ )
+{
+ int i, j;
+ opus_val32 Syy=1;
+ opus_val16 best_num[2];
+ opus_val32 best_den[2];
+#ifdef FIXED_POINT
+ int xshift;
+
+ xshift = celt_ilog2(maxcorr)-14;
+#endif
+
+ best_num[0] = -1;
+ best_num[1] = -1;
+ best_den[0] = 0;
+ best_den[1] = 0;
+ best_pitch[0] = 0;
+ best_pitch[1] = 1;
+ for (j=0;j<len;j++)
+ Syy = ADD32(Syy, SHR32(MULT16_16(y[j],y[j]), yshift));
+ for (i=0;i<max_pitch;i++)
+ {
+ if (xcorr[i]>0)
+ {
+ opus_val16 num;
+ opus_val32 xcorr16;
+ xcorr16 = EXTRACT16(VSHR32(xcorr[i], xshift));
+#ifndef FIXED_POINT
+ /* Considering the range of xcorr16, this should avoid both underflows
+ and overflows (inf) when squaring xcorr16 */
+ xcorr16 *= 1e-12f;
+#endif
+ num = MULT16_16_Q15(xcorr16,xcorr16);
+ if (MULT16_32_Q15(num,best_den[1]) > MULT16_32_Q15(best_num[1],Syy))
+ {
+ if (MULT16_32_Q15(num,best_den[0]) > MULT16_32_Q15(best_num[0],Syy))
+ {
+ best_num[1] = best_num[0];
+ best_den[1] = best_den[0];
+ best_pitch[1] = best_pitch[0];
+ best_num[0] = num;
+ best_den[0] = Syy;
+ best_pitch[0] = i;
+ } else {
+ best_num[1] = num;
+ best_den[1] = Syy;
+ best_pitch[1] = i;
+ }
+ }
+ }
+ Syy += SHR32(MULT16_16(y[i+len],y[i+len]),yshift) - SHR32(MULT16_16(y[i],y[i]),yshift);
+ Syy = MAX32(1, Syy);
+ }
+}
+
+static void celt_fir5(const opus_val16 *x,
+ const opus_val16 *num,
+ opus_val16 *y,
+ int N,
+ opus_val16 *mem)
+{
+ int i;
+ opus_val16 num0, num1, num2, num3, num4;
+ opus_val32 mem0, mem1, mem2, mem3, mem4;
+ num0=num[0];
+ num1=num[1];
+ num2=num[2];
+ num3=num[3];
+ num4=num[4];
+ mem0=mem[0];
+ mem1=mem[1];
+ mem2=mem[2];
+ mem3=mem[3];
+ mem4=mem[4];
+ for (i=0;i<N;i++)
+ {
+ opus_val32 sum = SHL32(EXTEND32(x[i]), SIG_SHIFT);
+ sum = MAC16_16(sum,num0,mem0);
+ sum = MAC16_16(sum,num1,mem1);
+ sum = MAC16_16(sum,num2,mem2);
+ sum = MAC16_16(sum,num3,mem3);
+ sum = MAC16_16(sum,num4,mem4);
+ mem4 = mem3;
+ mem3 = mem2;
+ mem2 = mem1;
+ mem1 = mem0;
+ mem0 = x[i];
+ y[i] = ROUND16(sum, SIG_SHIFT);
+ }
+ mem[0]=mem0;
+ mem[1]=mem1;
+ mem[2]=mem2;
+ mem[3]=mem3;
+ mem[4]=mem4;
+}
+
+
+void pitch_downsample(celt_sig *x[], opus_val16 *x_lp,
+ int len, int C)
+{
+ int i;
+ opus_val32 ac[5];
+ opus_val16 tmp=Q15ONE;
+ opus_val16 lpc[4], mem[5]={0,0,0,0,0};
+ opus_val16 lpc2[5];
+ opus_val16 c1 = QCONST16(.8f,15);
+#ifdef FIXED_POINT
+ int shift;
+ opus_val32 maxabs = celt_maxabs32(x[0], len);
+ if (C==2)
+ {
+ opus_val32 maxabs_1 = celt_maxabs32(x[1], len);
+ maxabs = MAX32(maxabs, maxabs_1);
+ }
+ if (maxabs<1)
+ maxabs=1;
+ shift = celt_ilog2(maxabs)-10;
+ if (shift<0)
+ shift=0;
+ if (C==2)
+ shift++;
+#endif
+ for (i=1;i<len>>1;i++)
+ x_lp[i] = SHR32(HALF32(HALF32(x[0][(2*i-1)]+x[0][(2*i+1)])+x[0][2*i]), shift);
+ x_lp[0] = SHR32(HALF32(HALF32(x[0][1])+x[0][0]), shift);
+ if (C==2)
+ {
+ for (i=1;i<len>>1;i++)
+ x_lp[i] += SHR32(HALF32(HALF32(x[1][(2*i-1)]+x[1][(2*i+1)])+x[1][2*i]), shift);
+ x_lp[0] += SHR32(HALF32(HALF32(x[1][1])+x[1][0]), shift);
+ }
+
+ _celt_autocorr(x_lp, ac, NULL, 0,
+ 4, len>>1);
+
+ /* Noise floor -40 dB */
+#ifdef FIXED_POINT
+ ac[0] += SHR32(ac[0],13);
+#else
+ ac[0] *= 1.0001f;
+#endif
+ /* Lag windowing */
+ for (i=1;i<=4;i++)
+ {
+ /*ac[i] *= exp(-.5*(2*M_PI*.002*i)*(2*M_PI*.002*i));*/
+#ifdef FIXED_POINT
+ ac[i] -= MULT16_32_Q15(2*i*i, ac[i]);
+#else
+ ac[i] -= ac[i]*(.008f*i)*(.008f*i);
+#endif
+ }
+
+ _celt_lpc(lpc, ac, 4);
+ for (i=0;i<4;i++)
+ {
+ tmp = MULT16_16_Q15(QCONST16(.9f,15), tmp);
+ lpc[i] = MULT16_16_Q15(lpc[i], tmp);
+ }
+ /* Add a zero */
+ lpc2[0] = lpc[0] + QCONST16(.8f,SIG_SHIFT);
+ lpc2[1] = lpc[1] + MULT16_16_Q15(c1,lpc[0]);
+ lpc2[2] = lpc[2] + MULT16_16_Q15(c1,lpc[1]);
+ lpc2[3] = lpc[3] + MULT16_16_Q15(c1,lpc[2]);
+ lpc2[4] = MULT16_16_Q15(c1,lpc[3]);
+ celt_fir5(x_lp, lpc2, x_lp, len>>1, mem);
+}
+
+void celt_pitch_xcorr(const opus_val16 *_x, const opus_val16 *_y,
+ opus_val32 *xcorr, int len, int max_pitch)
+{
+
+#if 0 /* This is a simple version of the pitch correlation that should work
+ well on DSPs like Blackfin and TI C5x/C6x */
+ int i, j;
+#ifdef FIXED_POINT
+ opus_val32 maxcorr=1;
+#endif
+ for (i=0;i<max_pitch;i++)
+ {
+ opus_val32 sum = 0;
+ for (j=0;j<len;j++)
+ sum = MAC16_16(sum, _x[j], _y[i+j]);
+ xcorr[i] = sum;
+#ifdef FIXED_POINT
+ maxcorr = MAX32(maxcorr, sum);
+#endif
+ }
+#ifdef FIXED_POINT
+ return maxcorr;
+#endif
+
+#else /* Unrolled version of the pitch correlation -- runs faster on x86 and ARM */
+ int i;
+ /*The EDSP version requires that max_pitch is at least 1, and that _x is
+ 32-bit aligned.
+ Since it's hard to put asserts in assembly, put them here.*/
+#ifdef FIXED_POINT
+ opus_val32 maxcorr=1;
+#endif
+ celt_assert(max_pitch>0);
+ celt_assert((((unsigned char *)_x-(unsigned char *)NULL)&3)==0);
+ for (i=0;i<max_pitch-3;i+=4)
+ {
+ opus_val32 sum[4]={0,0,0,0};
+ xcorr_kernel(_x, _y+i, sum, len);
+ xcorr[i]=sum[0];
+ xcorr[i+1]=sum[1];
+ xcorr[i+2]=sum[2];
+ xcorr[i+3]=sum[3];
+#ifdef FIXED_POINT
+ sum[0] = MAX32(sum[0], sum[1]);
+ sum[2] = MAX32(sum[2], sum[3]);
+ sum[0] = MAX32(sum[0], sum[2]);
+ maxcorr = MAX32(maxcorr, sum[0]);
+#endif
+ }
+ /* In case max_pitch isn't a multiple of 4, do non-unrolled version. */
+ for (;i<max_pitch;i++)
+ {
+ opus_val32 sum;
+ sum = celt_inner_prod(_x, _y+i, len);
+ xcorr[i] = sum;
+#ifdef FIXED_POINT
+ maxcorr = MAX32(maxcorr, sum);
+#endif
+ }
+#ifdef FIXED_POINT
+ return maxcorr;
+#endif
+#endif
+}
+
+void pitch_search(const opus_val16 *x_lp, opus_val16 *y,
+ int len, int max_pitch, int *pitch)
+{
+ int i, j;
+ int lag;
+ int best_pitch[2]={0,0};
+#ifdef FIXED_POINT
+ opus_val32 maxcorr;
+ opus_val32 xmax, ymax;
+ int shift=0;
+#endif
+ int offset;
+
+ celt_assert(len>0);
+ celt_assert(max_pitch>0);
+ lag = len+max_pitch;
+
+ opus_val16 x_lp4[len>>2];
+ opus_val16 y_lp4[lag>>2];
+ opus_val32 xcorr[max_pitch>>1];
+
+ /* Downsample by 2 again */
+ for (j=0;j<len>>2;j++)
+ x_lp4[j] = x_lp[2*j];
+ for (j=0;j<lag>>2;j++)
+ y_lp4[j] = y[2*j];
+
+#ifdef FIXED_POINT
+ xmax = celt_maxabs16(x_lp4, len>>2);
+ ymax = celt_maxabs16(y_lp4, lag>>2);
+ shift = celt_ilog2(MAX32(1, MAX32(xmax, ymax)))-11;
+ if (shift>0)
+ {
+ for (j=0;j<len>>2;j++)
+ x_lp4[j] = SHR16(x_lp4[j], shift);
+ for (j=0;j<lag>>2;j++)
+ y_lp4[j] = SHR16(y_lp4[j], shift);
+ /* Use double the shift for a MAC */
+ shift *= 2;
+ } else {
+ shift = 0;
+ }
+#endif
+
+ /* Coarse search with 4x decimation */
+
+#ifdef FIXED_POINT
+ maxcorr =
+#endif
+ celt_pitch_xcorr(x_lp4, y_lp4, xcorr, len>>2, max_pitch>>2);
+
+ find_best_pitch(xcorr, y_lp4, len>>2, max_pitch>>2, best_pitch
+#ifdef FIXED_POINT
+ , 0, maxcorr
+#endif
+ );
+
+ /* Finer search with 2x decimation */
+#ifdef FIXED_POINT
+ maxcorr=1;
+#endif
+ for (i=0;i<max_pitch>>1;i++)
+ {
+ opus_val32 sum;
+ xcorr[i] = 0;
+ if (abs(i-2*best_pitch[0])>2 && abs(i-2*best_pitch[1])>2)
+ continue;
+#ifdef FIXED_POINT
+ sum = 0;
+ for (j=0;j<len>>1;j++)
+ sum += SHR32(MULT16_16(x_lp[j],y[i+j]), shift);
+#else
+ sum = celt_inner_prod(x_lp, y+i, len>>1);
+#endif
+ xcorr[i] = MAX32(-1, sum);
+#ifdef FIXED_POINT
+ maxcorr = MAX32(maxcorr, sum);
+#endif
+ }
+ find_best_pitch(xcorr, y, len>>1, max_pitch>>1, best_pitch
+#ifdef FIXED_POINT
+ , shift+1, maxcorr
+#endif
+ );
+
+ /* Refine by pseudo-interpolation */
+ if (best_pitch[0]>0 && best_pitch[0]<(max_pitch>>1)-1)
+ {
+ opus_val32 a, b, c;
+ a = xcorr[best_pitch[0]-1];
+ b = xcorr[best_pitch[0]];
+ c = xcorr[best_pitch[0]+1];
+ if ((c-a) > MULT16_32_Q15(QCONST16(.7f,15),b-a))
+ offset = 1;
+ else if ((a-c) > MULT16_32_Q15(QCONST16(.7f,15),b-c))
+ offset = -1;
+ else
+ offset = 0;
+ } else {
+ offset = 0;
+ }
+ *pitch = 2*best_pitch[0]-offset;
+}
+
+#ifdef FIXED_POINT
+static opus_val16 compute_pitch_gain(opus_val32 xy, opus_val32 xx, opus_val32 yy)
+{
+ opus_val32 x2y2;
+ int sx, sy, shift;
+ opus_val32 g;
+ opus_val16 den;
+ if (xy == 0 || xx == 0 || yy == 0)
+ return 0;
+ sx = celt_ilog2(xx)-14;
+ sy = celt_ilog2(yy)-14;
+ shift = sx + sy;
+ x2y2 = SHR32(MULT16_16(VSHR32(xx, sx), VSHR32(yy, sy)), 14);
+ if (shift & 1) {
+ if (x2y2 < 32768)
+ {
+ x2y2 <<= 1;
+ shift--;
+ } else {
+ x2y2 >>= 1;
+ shift++;
+ }
+ }
+ den = celt_rsqrt_norm(x2y2);
+ g = MULT16_32_Q15(den, xy);
+ g = VSHR32(g, (shift>>1)-1);
+ return EXTRACT16(MIN32(g, Q15ONE));
+}
+#else
+static opus_val16 compute_pitch_gain(opus_val32 xy, opus_val32 xx, opus_val32 yy)
+{
+ return xy/sqrt(1+xx*yy);
+}
+#endif
+
+static const int second_check[16] = {0, 0, 3, 2, 3, 2, 5, 2, 3, 2, 3, 2, 5, 2, 3, 2};
+opus_val16 remove_doubling(opus_val16 *x, int maxperiod, int minperiod,
+ int N, int *T0_, int prev_period, opus_val16 prev_gain)
+{
+ int k, i, T, T0;
+ opus_val16 g, g0;
+ opus_val16 pg;
+ opus_val32 xy,xx,yy,xy2;
+ opus_val32 xcorr[3];
+ opus_val32 best_xy, best_yy;
+ int offset;
+ int minperiod0;
+
+ minperiod0 = minperiod;
+ maxperiod /= 2;
+ minperiod /= 2;
+ *T0_ /= 2;
+ prev_period /= 2;
+ N /= 2;
+ x += maxperiod;
+ if (*T0_>=maxperiod)
+ *T0_=maxperiod-1;
+
+ T = T0 = *T0_;
+ opus_val32 yy_lookup[maxperiod+1];
+ dual_inner_prod(x, x, x-T0, N, &xx, &xy);
+ yy_lookup[0] = xx;
+ yy=xx;
+ for (i=1;i<=maxperiod;i++)
+ {
+ yy = yy+MULT16_16(x[-i],x[-i])-MULT16_16(x[N-i],x[N-i]);
+ yy_lookup[i] = MAX32(0, yy);
+ }
+ yy = yy_lookup[T0];
+ best_xy = xy;
+ best_yy = yy;
+ g = g0 = compute_pitch_gain(xy, xx, yy);
+ /* Look for any pitch at T/k */
+ for (k=2;k<=15;k++)
+ {
+ int T1, T1b;
+ opus_val16 g1;
+ opus_val16 cont=0;
+ opus_val16 thresh;
+ T1 = (2*T0+k)/(2*k);
+ if (T1 < minperiod)
+ break;
+ /* Look for another strong correlation at T1b */
+ if (k==2)
+ {
+ if (T1+T0>maxperiod)
+ T1b = T0;
+ else
+ T1b = T0+T1;
+ } else
+ {
+ T1b = (2*second_check[k]*T0+k)/(2*k);
+ }
+ dual_inner_prod(x, &x[-T1], &x[-T1b], N, &xy, &xy2);
+ xy = HALF32(xy + xy2);
+ yy = HALF32(yy_lookup[T1] + yy_lookup[T1b]);
+ g1 = compute_pitch_gain(xy, xx, yy);
+ if (abs(T1-prev_period)<=1)
+ cont = prev_gain;
+ else if (abs(T1-prev_period)<=2 && 5*k*k < T0)
+ cont = HALF16(prev_gain);
+ else
+ cont = 0;
+ thresh = MAX16(QCONST16(.3f,15), MULT16_16_Q15(QCONST16(.7f,15),g0)-cont);
+ /* Bias against very high pitch (very short period) to avoid false-positives
+ due to short-term correlation */
+ if (T1<3*minperiod)
+ thresh = MAX16(QCONST16(.4f,15), MULT16_16_Q15(QCONST16(.85f,15),g0)-cont);
+ else if (T1<2*minperiod)
+ thresh = MAX16(QCONST16(.5f,15), MULT16_16_Q15(QCONST16(.9f,15),g0)-cont);
+ if (g1 > thresh)
+ {
+ best_xy = xy;
+ best_yy = yy;
+ T = T1;
+ g = g1;
+ }
+ }
+ best_xy = MAX32(0, best_xy);
+ if (best_yy <= best_xy)
+ pg = Q15ONE;
+ else
+ pg = best_xy/(best_yy+1);
+
+ for (k=0;k<3;k++)
+ xcorr[k] = celt_inner_prod(x, x-(T+k-1), N);
+ if ((xcorr[2]-xcorr[0]) > MULT16_32_Q15(QCONST16(.7f,15),xcorr[1]-xcorr[0]))
+ offset = 1;
+ else if ((xcorr[0]-xcorr[2]) > MULT16_32_Q15(QCONST16(.7f,15),xcorr[1]-xcorr[2]))
+ offset = -1;
+ else
+ offset = 0;
+ if (pg > g)
+ pg = g;
+ *T0_ = 2*T+offset;
+
+ if (*T0_<minperiod0)
+ *T0_=minperiod0;
+ return pg;
+}
--- /dev/null
+/**
+ * Copyright (c) 2022-2023 Samsung Electronics Co., Ltd.
+ *
+ * Redistribution and use in source and binary forms, with or without
+ * modification, are permitted provided that the following conditions
+ * are met:
+ *
+ * - Redistributions of source code must retain the above copyright
+ * notice, this list of conditions and the following disclaimer.
+ *
+ * - Redistributions in binary form must reproduce the above copyright
+ * notice, this list of conditions and the following disclaimer in the
+ * documentation and/or other materials provided with the distribution.
+ *
+ * - Neither the name of the Samsung Electronics Co., Ltd. nor the names
+ * of its contributors may be used to endorse or promote products derived
+ * from this software without specific prior written permission.
+ *
+ * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
+ * ``AS IS'' AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
+ * LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
+ * A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE FOUNDATION
+ * OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL,
+ * SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT
+ * LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE,
+ * DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY
+ * THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
+ * (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
+ * OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
+ */
+
+/*This file is automatically generated from a Keras model*/
+
+#ifdef HAVE_CONFIG_H
+#include "config.h"
+#endif
+
+#include "rnn_data.h"
+
+static const rnn_weight input_dense_weights[912] = {
+ 16, -6, 2, 5, -1, -7, -16, -3,
+ -9, -3, -8, -9, 11, 17, 6, 18,
+ -11, -3, -1, -25, 6, -2, 2, 0,
+ 28, 27, 9, -6, 15, 8, -26, 0,
+ 15, -3, -12, -4, 12, 19, 10, -18,
+ 36, 13, 5, -17, -16, -23, 1, -11,
+ 27, 3, 9, 10, -20, -2, -30, 7,
+ -13, 1, -14, 10, 4, 1, -5, -16,
+ -31, -24, -4, -13, 17, 12, -29, 7,
+ 21, 17, 4, 3, -49, 26, -29, 3,
+ -26, 1, -21, 4, -2, -2, -20, 12,
+ 22, 36, 1, -2, -5, -24, 57, 10,
+ 6, -46, 4, 23, 11, -28, -30, 2,
+ 28, 3, -29, -7, 2, -13, -25, 11,
+ 15, -5, 14, 0, -8, -1, 55, 8,
+ -5, 38, 4, -19, 100, 18, -29, 6,
+ 10, 9, -48, -12, -8, -17, 8, -17,
+ -21, -5, -11, 1, 4, 7, -81, -8,
+ -82, -94, -93, -33, -32, -31, -85, -73,
+ -21, 9, -128, -16, 54, -53, 127, 17,
+ 20, -8, 29, 24, -31, -18, -117, -56,
+ -93, -13, -97, 119, -127, -31, -60, 16,
+ 36, 47, -127, -3, -24, -36, 100, 11,
+ -74, -4, -57, -29, 76, 8, 54, -12,
+ -97, 40, -115, -60, -110, -13, -69, 9,
+ -113, -56, -128, 124, 76, 7, 40, -49,
+ 28, 90, 38, 83, -95, -26, 127, -33,
+ -128, 52, -83, 73, 127, 24, -19, 35,
+ 73, -18, -126, 123, -64, 42, 58, 104,
+ -43, 15, 1, 39, 1, -39, 72, 15,
+ -127, 9, -106, -125, 118, -48, 31, 63,
+ 22, -84, -113, 125, 43, 102, -109, -30,
+ 71, -49, 43, 50, -24, 25, -128, -39,
+ -128, 41, -69, 102, 84, 57, 41, 61,
+ 117, 2, -73, 111, -102, 126, -38, 4,
+ -62, 54, 40, 84, -51, -89, 33, -60,
+ -127, -58, -84, -17, -22, -40, 64, 108,
+ -126, -68, -46, 80, 26, 120, -92, -5,
+ 100, -116, 0, 33, -82, 116, 23, -42,
+ -105, 12, -47, 92, -96, 97, 66, -41,
+ 126, 43, 53, -46, -113, 125, -73, 92,
+ -61, -97, 46, 35, -77, -126, 48, -126,
+ -55, -126, -20, -110, 11, -118, 104, 113,
+ -126, 85, 59, -127, 71, 115, -121, -128,
+ -26, 121, -21, 35, 124, 127, -126, -79,
+ -79, 79, -63, -41, -128, 108, 54, -74,
+ 52, -32, 35, -128, -106, 98, 95, 118,
+ -120, -52, -3, 26, 60, -76, 127, -62,
+ -31, -35, -61, 10, 76, -55, 43, 79,
+ -114, 81, 30, -82, -21, 118, 11, -78,
+ 2, -122, -12, -48, -12, 119, -76, -122,
+ 33, -63, -7, 35, -76, 18, 88, -42,
+ 65, 50, 80, -64, -53, 30, -8, 35,
+ -69, -66, 21, 20, 93, -62, 36, -15,
+ 39, -45, 19, 13, -12, -126, -32, 0,
+ 0, -38, -3, -26, 58, 44, 17, 45,
+ -27, 110, 6, 26, 127, -1, 5, -103,
+ 53, -29, 30, 20, -21, 106, -35, 2,
+ 42, -19, -17, -11, 77, 56, -3, -14,
+ 48, 78, -14, 46, -33, -65, 11, -54,
+ 44, -21, 35, 36, -41, -81, -30, 8,
+ -34, 61, -28, 31, 73, 26, -63, -45,
+ -42, 22, -81, 41, -101, 48, -29, 91,
+ 30, 64, 35, -3, -8, 33, -21, -13,
+ -62, 127, -46, 51, 35, 0, -101, -13,
+ 45, 84, -127, 36, 56, -33, 126, 84,
+ -6, -116, 4, 39, 35, 88, -25, -23,
+ 24, 127, -41, 39, 49, -24, -88, -1,
+ 26, 69, -126, -8, 2, 46, 127, 126,
+ -10, 47, -14, -31, 55, -81, -26, -44,
+ -1, 93, -58, -10, 29, -39, 20, -28,
+ -39, -5, -104, -1, -86, -13, -128, 95,
+ 15, -21, -3, -9, 1, -101, -32, -8,
+ -4, -12, -3, -13, 24, 39, -2, 15,
+ -4, 20, -77, -22, 99, -1, -1, -40,
+ 23, -31, 0, -7, -15, 126, -41, -7,
+ 8, -10, -8, -15, 28, 44, -6, -2,
+ 17, -37, -94, -27, -42, -28, -2, -61,
+ 21, -16, 3, 12, 24, -106, -33, -4,
+ -14, 14, -8, -7, 28, 16, -10, -16,
+ -11, 12, -74, -13, -96, 9, -13, -50,
+ 19, -5, 6, -41, 112, -24, -17, 0,
+ -28, 33, -16, 2, 23, -10, -12, -3,
+ 11, 13, -32, -4, 98, 1, 39, 3,
+ 9, -12, -1, 25, 31, 119, -13, 2,
+ 5, 38, -17, -2, 16, -10, -5, -1,
+ 8, 1, -21, 0, 30, 21, 45, 27,
+ -6, 93, -8, 26, -91, -102, -9, -6,
+ 3, 30, -29, -4, 1, -19, 6, -11,
+ -11, -33, -15, -1, -122, -7, -47, 6,
+ 10, 18, 127, 127, 51, 23, -5, -128,
+ -127, -83, -30, -80, -128, 118, 37, -119,
+ -82, -125, 88, 85, -33, 23, -23, 39,
+ 33, -108, 127, 33, 26, -40, -8, -128,
+ -29, -53, -40, 125, -127, 23, 91, 115,
+ -20, -69, -41, 107, 66, 14, -24, 94,
+ -36, -26, 93, -3, -99, 25, -6, -110,
+ 32, 63, -21, -95, 34, 31, -79, -6,
+ -37, 31, 36, -1, 55, -61, -95, -40,
+ -29, 13, 84, -3, -91, 26, 17, -85,
+ 27, 122, -28, 36, 52, 1, -92, 6,
+ 19, -30, -16, 19, 44, 29, -15, -59,
+ -20, -2, 31, -32, 12, -4, -19, -9,
+ 3, 85, 20, -23, 29, 21, -64, -10,
+ -14, -44, 31, 10, 23, 35, 10, -16,
+ -5, 80, -29, -72, -25, -46, -25, -1,
+ 7, 56, 20, -5, 114, -74, -41, 12,
+ -2, -20, -6, -21, -40, -35, 38, -28,
+ 118, 36, -19, -25, -1, -40, 70, -65,
+ -41, -34, -127, -127, 55, -38, -49, 18,
+ -128, -126, 40, 77, 24, -38, -19, 16,
+ 0, -20, 0, 7, -2, -2, 0, 2,
+ 4, -1, 1, 0, -4, -4, 0, 1,
+ 4, 51, -3, -7, -2, 0, 0, -4
+};
+
+static const rnn_weight input_dense_bias[24] = {
+ 127, -128, -127, -127, -107, 127, 88, -127,
+ 127, 127, 127, 127, -97, 63, 127, -128,
+ 127, 127, 127, -40, -127, 127, 124, 113
+};
+
+static const DenseLayer input_dense = {
+ input_dense_bias,
+ input_dense_weights,
+ 38, 24, ACTIVATION_TANH
+};
+
+static const rnn_weight vad_gru_weights[1728] = {
+ -33, -88, -60, -65, -3, -65, -127, 53,
+ -81, 93, -111, 126, -128, -125, -126, -30,
+ -74, -126, 121, 28, 46, -102, 127, 13,
+ -45, -128, 127, -127, 127, -69, -128, 115,
+ -126, -56, -126, 103, -39, -127, -61, 48,
+ -51, 35, 83, -119, -127, -128, -127, 127,
+ 98, 127, 127, 66, 75, 112, 107, -127,
+ 127, 124, 127, -51, -112, -75, 127, -128,
+ -45, -52, 98, 103, -50, -33, 35, 108,
+ 91, -9, -128, -33, -23, -75, 126, 19,
+ -120, -89, -12, -53, -119, -123, 127, -8,
+ -99, -39, -34, 23, 127, -103, 44, -127,
+ -38, 63, -65, -109, 26, -62, 127, -24,
+ -11, -38, 52, -3, 72, -29, -11, 31,
+ 11, 75, 107, -72, 85, -101, 10, -43,
+ -30, -68, 21, 15, -73, 0, -52, 14,
+ -54, -46, 19, -86, 73, 74, -45, 7,
+ 23, 22, 26, -40, -67, -38, -81, 24,
+ 89, -127, 123, 5, -81, -113, -10, -127,
+ -84, -122, -127, 13, -127, -54, 127, -128,
+ 81, -64, -126, 127, 127, -126, 127, 125,
+ -59, -127, 127, -128, 98, -123, -128, 75,
+ 127, -127, -128, 24, 96, -128, 127, -127,
+ -127, -15, 127, 123, -125, -128, -125, 127,
+ 58, 127, -27, -79, 80, 6, 30, -127,
+ 18, 60, 97, 20, -72, -44, 19, -128,
+ 88, -56, -52, -110, -81, -83, 49, 13,
+ -102, -23, -124, -39, 108, -70, -128, -58,
+ -88, -128, -91, -24, 50, -127, 106, -126,
+ -69, -17, 1, 127, 69, -103, 52, 0,
+ -65, -125, 127, -124, 0, -125, 91, -102,
+ -81, -113, 24, 65, -12, -34, 39, -95,
+ -124, 25, 127, -127, -126, -58, 127, -15,
+ 36, 55, 0, -96, -71, 0, -5, -36,
+ 30, 11, 44, -16, -4, -3, -53, 17,
+ 5, 19, 66, -63, 25, 4, -36, 71,
+ 83, -48, -19, -22, 127, -64, 127, -45,
+ -78, 126, -54, 19, 88, 127, 104, -105,
+ -111, -19, -36, 42, -52, 57, -59, -44,
+ -61, -38, 126, -5, 78, -104, 7, -69,
+ -69, -91, 34, 36, 10, 44, 24, 3,
+ -120, 15, 51, -22, -126, -104, 76, 0,
+ 21, 39, -35, -20, -9, 3, 5, -7,
+ 23, 14, 49, 10, -67, 6, 38, -2,
+ -7, -14, 27, -20, 76, 14, 3, 71,
+ -23, -24, -39, 127, -48, 7, -86, -5,
+ 46, 45, 72, 45, -33, 82, 126, -18,
+ -43, -53, 37, 32, -121, 127, 42, -20,
+ 9, 63, 54, -81, -13, -14, -4, 23,
+ 46, 35, -126, -80, 89, -29, -16, -9,
+ -84, 77, 6, 97, -97, -86, -54, 125,
+ -53, -19, 21, 75, 3, 2, -26, 38,
+ -12, -41, 46, 5, 14, 29, -10, -17,
+ -7, 10, -4, -16, -15, 91, 4, 10,
+ 27, 68, -32, -48, -29, -4, 124, -52,
+ 127, 122, 83, -29, 65, 125, 127, 101,
+ 99, -112, -102, -123, 7, -33, -37, -127,
+ -17, 108, -127, 127, 93, 127, 127, 0,
+ -34, -127, 18, -35, -94, 52, 64, -127,
+ 15, -40, 27, 66, 106, 107, 71, 39,
+ -73, -21, -81, 10, -64, -127, -127, 104,
+ -127, -78, -66, 25, 125, 68, -95, 109,
+ 56, 41, -90, -121, -32, 110, -8, -53,
+ 15, 117, 127, -126, 19, 67, 127, -17,
+ -96, -57, -19, -43, 74, 53, 123, 88,
+ -84, -125, -23, -5, -19, -116, 105, 29,
+ -124, 127, -125, 127, 17, -12, 127, -128,
+ -127, -97, 127, 127, 34, 81, -124, -126,
+ 127, -127, -127, -46, 127, 127, 126, -126,
+ -7, -126, 15, -128, 0, -127, -18, -10,
+ -41, -53, -128, 87, -32, -68, 8, 114,
+ -10, -7, -10, -72, -47, -112, 12, -16,
+ 127, 33, 37, 127, -126, 41, -64, 111,
+ -13, 126, 126, 66, -128, -68, 126, 25,
+ 124, -56, -31, 30, -50, 127, -24, 124,
+ -21, 127, -126, 127, -40, 126, 100, -38,
+ -46, 127, -127, 44, 121, 83, 69, 127,
+ 19, 127, -128, 127, -48, 99, -128, 126,
+ -127, -89, 90, 127, 10, 33, -94, 125,
+ -128, -127, 6, -59, 127, 127, -28, 58,
+ -36, 59, -20, -85, -38, 125, 67, -109,
+ -80, 103, -128, 82, 123, 113, -99, 126,
+ -125, -126, 0, 52, -126, -125, -127, 91,
+ 83, 126, 110, -92, -126, -11, 101, -33,
+ 127, 127, -128, 127, 83, -127, 127, 127,
+ -126, -95, -94, 15, -127, 15, 127, 126,
+ 127, -1, 80, -127, 127, 127, 2, 127,
+ -70, -127, -2, -41, -127, -47, -63, 53,
+ -37, -127, -89, -23, 127, 127, -99, 113,
+ 50, 114, -60, -79, 12, 0, -56, -55,
+ -125, -90, -126, 8, -94, 120, -75, 34,
+ 125, -125, -51, 116, -127, -120, -104, -97,
+ -17, -121, 127, -127, 126, -63, 111, -1,
+ -126, -127, 127, -127, 58, -128, -125, -88,
+ 75, -127, -104, 117, -31, -126, -124, -20,
+ 61, -94, 126, -42, -126, -126, 77, -111,
+ 26, 33, -9, 53, 126, -26, 1, -112,
+ 127, 127, 125, -75, -127, -83, 127, -122,
+ -51, -127, 121, 112, 18, -43, -53, 127,
+ -127, -128, -128, -89, -39, 57, -126, 79,
+ -127, -125, -128, 81, -127, -128, -128, -123,
+ 124, -121, 127, -128, -127, -55, 125, -127,
+ 0, -92, -127, 63, -90, 76, -48, 126,
+ 127, -127, 16, 126, -127, -127, -54, 77,
+ 106, -107, 127, 105, -100, -42, -128, 56,
+ 127, 127, -7, -78, 74, 35, 127, -78,
+ 127, 127, 124, 93, -127, -89, 102, -47,
+ 38, -113, 12, 51, 127, -102, -63, 127,
+ 127, 69, 120, -60, -127, -127, -72, -124,
+ 119, 127, 127, -73, 127, 127, -127, 127,
+ -128, 127, -54, -127, 127, 51, 84, 127,
+ 127, 127, -127, -121, 127, -126, -127, 127,
+ -128, 127, -126, 120, -124, 30, -126, -44,
+ 127, -124, 108, -7, 127, -93, -41, 49,
+ -12, -112, 126, -32, 96, 60, 6, 1,
+ -5, 43, -21, 7, -88, -76, 30, 121,
+ -77, 24, -28, 76, -54, 16, 62, 81,
+ 28, -127, 126, 82, 95, 22, -128, 48,
+ 42, 38, -127, 35, -71, -94, -125, 32,
+ -35, 127, 44, 1, -101, 6, 101, -36,
+ -116, -128, 127, -127, 127, -83, -128, -127,
+ -65, -125, -117, 127, 86, 46, 99, -31,
+ -56, -65, -116, 126, -128, -125, -119, -2,
+ 68, 107, 65, 44, 41, 20, 28, 51,
+ 62, 80, 73, -116, -49, -37, 45, -124,
+ -7, -87, 26, -20, 5, -10, -23, 113,
+ -4, 80, 127, 40, -75, 47, -97, -8,
+ 93, -79, 126, 7, 113, -115, 127, 126,
+ 110, 20, 20, 114, -127, 107, 23, 127,
+ 109, 124, -74, -4, 109, 76, 127, 126,
+ -125, -36, -69, 123, 2, 127, 96, 7,
+ 76, 58, -124, 127, 78, 125, 127, -1,
+ -88, -110, 69, 30, -82, -64, -125, 86,
+ -126, -116, -98, 21, 125, 58, -98, 98,
+ 8, 127, -59, -120, -23, 82, 47, -61,
+ -128, -80, -14, -128, 124, -26, -127, -105,
+ -123, 97, -73, -17, 28, -127, -125, 47,
+ -105, 0, 63, 36, 44, -128, 122, -126,
+ 12, 18, 127, 105, 76, -36, 108, -127,
+ -86, -127, 126, 24, -69, -67, -126, -128,
+ -51, -125, 126, -128, -128, 79, 127, -128,
+ 66, -25, 13, -127, 94, -19, 28, -75,
+ 15, 81, 17, 29, -110, -108, 54, 27,
+ 11, -83, 64, 55, 7, -119, -60, 127,
+ -89, -79, -127, 127, 27, -15, -36, -73,
+ 126, 21, -41, -92, -128, 115, -78, 40,
+ 20, 67, 28, -126, 122, 127, 44, -126,
+ 48, 55, 127, -127, 127, -86, -127, 127,
+ 127, 22, -69, -128, -127, 58, 97, -67,
+ -2, -126, 90, 127, -72, -127, 29, 98,
+ 30, 22, 30, 127, 1, 100, -35, 26,
+ 39, 55, 94, -127, -107, -50, -9, -75,
+ -78, -62, -5, 127, -45, 85, 21, 68,
+ -47, 44, 65, -6, -127, 105, -106, -127,
+ -101, -18, -29, 61, -127, -128, -128, 71,
+ 127, 70, 127, -31, -127, -71, 93, -35,
+ 47, 127, 29, 48, -106, 112, -127, 31,
+ 37, 66, -118, 71, -65, -14, -128, -19,
+ 127, -37, 49, 127, 67, -34, -55, 63,
+ 4, -22, 65, 33, 7, 76, -12, -61,
+ 24, 63, 35, 95, -34, -91, 4, 36,
+ 48, 73, -18, -7, -19, 33, 52, 51,
+ 103, -38, -30, 127, 114, 96, 127, -13,
+ -120, -127, -85, -50, -50, 71, -126, 63,
+ 127, -128, 126, 7, -97, 114, 124, -127,
+ 127, 26, -126, 46, -93, 127, -32, -128,
+ 114, -128, 127, 103, -127, -126, -12, -68,
+ 4, 3, -126, 126, -70, -21, -126, -92,
+ 4, -21, -8, 9, 11, -61, -36, -47,
+ -84, -74, -6, 12, 71, 18, -127, -6,
+ 30, 51, -105, 94, -77, 9, -19, -18,
+ 127, -128, -114, -10, -125, -127, 53, 102,
+ 68, -115, 127, -43, -13, 53, 127, -29,
+ -112, 127, -33, -16, 127, 61, -105, -118,
+ 126, -128, 83, 26, -128, -28, 37, 127,
+ -127, 127, -79, -122, 101, 89, 127, -117,
+ 123, 126, 127, -79, 47, 124, -127, 127,
+ -128, 74, -19, 36, -128, -8, -105, 124,
+ -55, -128, -17, 12, 102, 37, -127, 23,
+ -12, -33, 17, -73, 34, 78, -45, -75,
+ -85, 1, -82, -41, 41, 37, -114, -37,
+ 125, -112, 2, -43, 77, -59, -116, 3,
+ -8, -11, 65, 50, 35, -79, 52, -43,
+ -11, -33, 24, -80, -49, 58, 122, -84,
+ 94, 16, 15, -121, 22, -75, 68, -115,
+ -36, 111, 35, -16, -59, 93, -125, -37,
+ 40, 38, 40, -34, 34, -8, 73, -17,
+ 58, 34, -7, 14, -30, -64, 29, -6,
+ -16, -25, 29, 3, 4, 6, -16, -4,
+ -127, 3, 19, -128, -128, 7, -125, -23,
+ 75, -66, 56, -48, -127, -56, -127, -18,
+ -4, -85, -127, -126, 106, -128, -83, -16,
+ -2, 127, -53, -122, -128, 82, -124, 126,
+ 79, 126, -128, 0, 35, -52, 33, 127,
+ 127, -32, -90, 127, 108, -127, -126, 127,
+ -125, -40, 23, 127, -83, 67, -128, 127,
+ -75, -112, 72, -120, 127, 127, -117, -27,
+ -50, 51, -127, 1, -82, 127, 95, -80,
+ -22, 46, 35, 122, -69, -13, -127, 84,
+ -88, 127, 62, 9, -11, -18, -128, -37,
+ 46, -58, -80, -9, 5, 32, -62, 65,
+ 16, -18, -94, 111, 64, -15, 70, 127,
+ -76, 60, -115, -6, 73, 26, 1, 116,
+ 3, 125, -127, 20, 127, -74, 122, -65,
+ -82, -33, 1, 95, -51, -15, -64, 64,
+ -95, -104, -32, -40, 109, 127, -36, 5,
+ -13, 40, -73, -53, 15, 86, -7, -65,
+ -123, -29, -28, 57, 113, 33, -2, 34,
+ -36, 121, -5, 7, -57, 126, 53, 26,
+ 56, 3, 103, 127, 53, 110, -45, -127,
+ 35, -58, -128, 16, 6, -58, -14, 127,
+ 80, -33, -17, 21, -28, -80, 108, 47,
+ -61, 87, 25, -128, 115, 9, -65, 126,
+ -30, -21, -32, -11, 15, -108, -48, -11,
+ -55, -14, 27, -92, 36, 37, -13, -45,
+ 19, 42, 43, -21, -45, -17, -8, 65
+};
+
+static const rnn_weight vad_gru_recurrent_weights[1728] = {
+ 126, -3, 28, 61, 66, -124, 127, 52,
+ -106, 126, -22, 120, 81, 127, 27, 62,
+ 124, -128, -126, -127, 46, -102, 127, -3,
+ 127, -126, 126, -85, 126, 0, -127, -127,
+ -39, -126, -42, 127, -128, -77, -112, 127,
+ 124, -127, -127, 105, -124, -128, -127, 126,
+ 127, 126, 11, 7, 96, -98, -77, -26,
+ 110, 127, 127, -127, -121, 9, -126, -109,
+ -100, 127, -2, -23, -127, 127, -127, 125,
+ 24, 127, 121, 126, -92, -128, 127, -125,
+ 127, 127, 127, 46, 127, 127, 127, -128,
+ -128, 127, -127, -127, -95, 92, -61, -124,
+ -77, 105, -60, -127, -126, 30, -127, -117,
+ 127, 125, -128, -14, 127, -127, 98, 127,
+ 125, 126, -87, -128, -127, -109, -116, 126,
+ 121, 127, 125, 39, 127, 17, 127, -14,
+ 127, 127, 127, 121, -128, -128, 127, -58,
+ -126, -127, -49, 127, 127, -127, 127, 21,
+ -127, -127, -126, -46, -26, -16, -128, -25,
+ -128, -127, -127, -4, -123, -128, -128, -124,
+ -120, -128, 85, 124, 127, -43, -46, -126,
+ -127, -127, -51, -127, 31, -71, -128, -125,
+ 126, 102, 45, 104, 32, -126, -113, 126,
+ -124, 126, 103, -91, -127, -128, -5, -89,
+ 100, 127, 127, 54, 127, -6, 127, -128,
+ 127, 127, 127, -26, -128, -128, 127, -128,
+ 93, -127, -81, 127, 127, -128, -64, 127,
+ -127, -127, 127, -128, -125, 120, -128, -18,
+ -127, -127, -128, 17, -128, -128, -128, 47,
+ 105, 52, 127, 127, -127, -127, -128, -43,
+ 73, 127, 127, -127, -127, 126, 21, 127,
+ -47, 127, -128, -128, -126, -100, 127, 126,
+ 84, 126, -26, 127, -127, -127, -5, 127,
+ -127, 102, -128, 86, -127, -128, -127, 78,
+ -128, -128, -128, -127, 127, 127, -128, -63,
+ -93, 127, 96, -128, -128, 6, 64, -128,
+ 124, 2, 127, 127, 47, 63, 127, -127,
+ 127, -5, 109, -79, 124, 127, 126, -108,
+ 81, 126, -127, -45, 123, -123, 127, 127,
+ 9, 108, 127, -123, 127, 127, 13, -10,
+ -127, -105, 4, 127, 127, -64, 76, 34,
+ 9, -69, -128, 126, 127, -126, 51, -89,
+ -52, 58, -127, -6, -127, 126, -93, 106,
+ -72, -126, -127, -36, 102, 17, 67, 93,
+ -104, -63, 106, -127, -127, 60, -97, -127,
+ 102, 127, -128, -94, -126, 125, 61, 123,
+ -128, -128, -31, 72, 122, 68, -113, 96,
+ 127, -127, 127, -125, -128, -127, -127, -127,
+ -123, 118, -127, -128, 127, 106, 124, -127,
+ -41, -128, 10, 122, -118, -126, -80, 91,
+ -125, -127, -117, 127, 126, 127, 14, -128,
+ -124, -124, -128, -125, 91, 127, -127, 125,
+ 56, 112, -127, 4, 53, 22, -110, 47,
+ 127, 121, 32, -127, 48, 28, -83, -35,
+ 92, 31, 70, 51, 127, -127, 127, 125,
+ 127, 127, 127, 20, 127, 127, -35, 99,
+ 14, 126, 73, 57, -119, 127, -107, 127,
+ 116, -97, -22, 109, -58, -69, -111, 74,
+ -115, 127, 57, -80, 127, 127, 95, -95,
+ -22, 127, 101, 98, 127, 52, -112, 127,
+ 127, 125, 102, 8, 125, -127, 127, -39,
+ 127, 127, 127, -57, -128, -128, 127, -128,
+ -125, -126, 75, 127, 127, -81, 101, 111,
+ -4, -124, -98, -43, -124, -127, 21, -40,
+ 127, 127, 102, -40, 126, 119, 124, -128,
+ 104, 127, 14, -63, 126, -127, 33, 120,
+ -128, -127, 127, -62, -53, -126, -19, 92,
+ 61, 50, -127, -122, 93, -127, 84, 14,
+ -128, -127, 127, 78, -115, -126, -115, -122,
+ 127, 68, 78, -69, 114, 127, 127, -12,
+ 126, 127, 127, 5, -127, -128, 127, -119,
+ -125, -127, -71, 127, 127, -121, 68, 127,
+ -126, 127, -126, -127, -127, 125, -127, -45,
+ 15, -93, -111, -26, 85, -128, -124, 127,
+ -12, -50, -61, -61, 61, -118, -27, -125,
+ -124, -127, 67, -104, -64, -126, -83, 127,
+ 71, -3, -15, -126, 30, -14, -20, -126,
+ 36, -35, 53, -108, -100, -3, -52, 78,
+ -79, -127, -75, -6, -127, -127, -127, 81,
+ -121, -127, -127, -24, 127, 127, -128, 113,
+ 30, 99, -124, -118, -108, 126, -9, -127,
+ 43, -126, -79, -127, 124, 127, 29, 127,
+ 127, 108, 127, 48, 125, 126, 127, -51,
+ -128, 126, 7, -109, 119, 46, -61, -89,
+ 83, 127, -93, -23, -34, 127, 127, 54,
+ -28, -51, -2, -124, -7, 104, 113, 127,
+ 58, -55, 2, -11, 127, 126, 100, -32,
+ 28, 104, 127, 12, 120, 127, 127, -127,
+ 127, 126, 70, 60, -126, -126, 127, -70,
+ 126, 68, -88, 71, 127, -127, 113, 38,
+ 121, -84, -127, 126, -19, 126, -126, -55,
+ 127, 126, -127, -124, 120, -127, 45, -5,
+ -128, 119, 124, 33, -56, -63, -126, -6,
+ 127, -53, 78, -128, -106, 19, -127, -56,
+ -127, 4, -47, 127, -72, -127, 112, 53,
+ -26, 127, 127, -115, -127, -128, 127, -54,
+ -104, -9, -127, 127, -128, 42, -128, 60,
+ -127, -96, 40, -128, 127, 127, -127, -119,
+ 127, 127, 127, -86, -128, 125, -25, -127,
+ -102, -32, -41, -56, -125, 94, -127, -127,
+ -125, -126, 86, 127, -127, -128, -128, -127,
+ 126, -62, 118, 64, 127, -123, 127, -62,
+ -89, 39, 127, -125, -34, -27, -127, -76,
+ -43, -119, -128, 127, -62, -128, -126, 127,
+ 74, -95, -43, 127, -127, -76, -128, 126,
+ 127, 68, 125, 127, 125, -28, 61, 21,
+ 125, 127, 127, 127, -127, -127, 123, -64,
+ -24, -87, 57, 124, -116, 127, -127, 127,
+ 125, -12, 126, 127, -42, -30, 76, -34,
+ 48, 17, 114, -49, -124, 98, 93, 24,
+ -120, 80, -46, 45, -48, -36, -127, 100,
+ 85, -58, -35, -110, 58, 126, -20, -38,
+ 1, 50, -112, 126, -88, 1, 54, 117,
+ 90, 60, -39, -87, -60, -28, -6, 127,
+ 126, 127, 125, 126, -126, -6, -127, 127,
+ -128, -128, 127, -127, 127, 127, 126, -127,
+ 88, -126, 127, 127, -124, 127, -44, 127,
+ -88, -127, -51, -49, -124, -100, 127, 126,
+ -128, 77, -127, 126, -125, -26, 127, -128,
+ 26, -126, -127, -121, 44, -82, 76, -128,
+ 64, -17, -35, -20, 62, -126, 127, 122,
+ -127, 105, -128, -126, -27, -7, 127, 123,
+ 73, 93, 23, -32, 66, 102, 37, 127,
+ -128, 105, 60, -110, -123, 127, -128, -19,
+ -128, -128, -84, -53, 127, 127, -127, 23,
+ -124, 124, 127, -117, 2, -61, -14, -111,
+ 29, -19, 127, 125, -127, -127, -128, -23,
+ 124, 121, -14, 47, 111, -125, -126, -118,
+ 127, -79, 127, 127, -4, -119, 4, 127,
+ 98, -66, -125, 126, -37, -126, -49, 127,
+ 45, 104, -54, -18, 58, -73, -29, 127,
+ -80, 34, -128, -120, -85, 49, 58, -11,
+ 51, 127, 127, -125, 120, -127, 127, -67,
+ 50, 126, 127, 126, -128, -128, 126, -98,
+ 84, 17, -78, 127, 127, -119, -18, 127,
+ -125, -128, -118, 27, -128, 127, -128, 71,
+ 29, -127, -31, 127, -118, -128, -128, -128,
+ 127, 14, 11, -27, 4, -126, 127, -126,
+ -128, -128, -24, 127, 74, 57, -91, 70,
+ -18, -49, -128, -18, -127, 11, -126, 67,
+ -123, -77, 122, 100, -81, 127, 40, 126,
+ 97, 127, 112, 127, -127, -126, -127, 6,
+ -128, -126, 74, -49, 127, 127, 63, 127,
+ 75, -127, -15, -126, -128, 127, -81, -15,
+ 98, 93, -128, 126, 126, 127, -128, 27,
+ -128, -127, 127, 126, -127, -127, -128, 8,
+ -85, -128, 127, -127, -2, 30, 55, -104,
+ 126, -127, 127, -52, -127, -96, 127, 101,
+ 123, 104, 127, 8, -128, 127, 127, -33,
+ -128, 127, -128, -17, -126, 127, 127, 127,
+ -126, -100, 63, 100, -127, 125, -48, -27,
+ -77, -127, -127, 45, 127, 88, 4, 33,
+ 127, -30, 127, -5, -113, 127, 121, -127,
+ 127, 52, 40, 121, 122, 92, 14, 127,
+ 124, 127, -86, -128, 127, 0, 117, 127,
+ 68, -127, -15, 78, -120, -39, -31, 56,
+ -28, -60, -57, -127, 109, 112, 50, 77,
+ 114, -127, -3, 126, 24, 127, 113, 80,
+ 11, -127, -22, -75, 127, 127, -27, -126,
+ 127, 108, -84, -11, 34, -128, -86, 74,
+ -126, 49, -113, -60, 127, 22, -127, -127,
+ -128, 127, -128, -31, 23, 52, -125, -19,
+ 127, -57, -42, 127, -122, -127, 127, 127,
+ 126, 127, 127, -127, 126, 127, 127, 127,
+ -127, 127, -128, -126, -58, 21, -127, 17,
+ -127, 127, -127, 127, 91, -35, -83, 127,
+ -7, 88, -15, 127, -57, 79, 127, 127,
+ 105, 126, -127, 127, -13, -2, 80, 107,
+ -127, -104, -127, 64, -76, 126, -126, 48,
+ -128, -128, -32, -64, 127, 127, -111, 127,
+ 127, 127, 127, -127, -93, 127, -111, -128,
+ 41, -127, 127, -124, 127, -127, 127, -128,
+ 127, 127, -22, 22, 126, 127, 127, -107,
+ -127, 126, -128, 127, 122, 127, -77, 127,
+ -17, -127, 124, -102, -62, 97, -128, -125,
+ 127, 122, -72, -125, 126, 126, -76, 59,
+ 127, 77, 101, 127, -127, -128, 126, 73,
+ 123, 121, 127, -127, 127, 35, 127, -50,
+ 127, 127, 127, -10, -128, -128, 127, -87,
+ -97, -128, 127, 114, 125, -128, 126, 115,
+ 2, 51, 124, 121, 127, 17, 127, -125,
+ 127, 127, 127, -122, 127, 127, 123, -12,
+ -29, 127, 15, 103, 125, 127, -1, 102,
+ -5, 127, -113, -96, -23, 125, 127, 50,
+ 127, -11, -87, 127, 127, 127, 102, 107,
+ -82, 49, 126, -127, -70, 119, -128, -6,
+ 127, 104, 127, -27, 126, 117, 127, -56,
+ 127, 127, 127, 54, -128, -128, 127, -83,
+ -88, -125, 73, 87, 127, -127, 96, 123,
+ -126, 19, -124, -2, -127, -127, -128, -123,
+ -127, -128, -128, 15, -128, -128, -128, 125,
+ -122, -123, 63, -81, 124, -128, -50, -47,
+ 53, -45, 127, -128, -126, 86, -127, -70,
+ -96, -116, -128, -128, -127, -123, -127, 68,
+ 44, -112, -109, 126, -81, -125, 127, -127,
+ -128, 100, 23, 100, -127, 15, -128, 122,
+ -128, -128, 127, -127, 127, 127, -128, -81,
+ 71, 125, 12, 33, -126, 125, -32, 51,
+ -127, 126, -122, -128, -85, 76, -127, -18,
+ -127, -126, -127, 5, 60, -128, -128, -123,
+ 124, 101, 14, -106, -84, 28, 127, -126,
+ -36, -127, 108, -127, 127, -125, 69, -127,
+ -121, 12, 127, -128, -122, -127, -127, -128,
+ -122, 127, 126, -96, -126, 104, 82, 125,
+ 73, 42, -16, -128, -127, -96, 127, -101,
+ 127, 8, -128, -11, -128, -126, 8, 47,
+ 84, -127, 23, 12, 84, -128, 125, -9,
+ -84, 96, 127, 126, 126, -48, 89, 127,
+ -126, 127, 117, 125, -22, 48, 117, -25,
+ 31, 126, -48, 43, 99, 127, -127, 94,
+ -126, -34, 127, -64, -127, 30, -37, 127,
+ -124, 127, -56, -125, 126, 115, -24, 127,
+ -125, -39, -70, -128, -127, 119, -121, 127,
+ 0, -24, 47, -81, 62, 127, 127, 100,
+ 127, 127, 127, -122, -128, -127, 127, -71,
+ -14, -116, -63, 127, 127, -128, -89, 127
+};
+
+static const rnn_weight vad_gru_bias[72] = {
+ -126, 127, -126, 127, -127, 127, -127, -127,
+ -127, -125, -127, 127, -127, -128, -128, -124,
+ 127, -48, 126, -54, -127, -126, 127, -81,
+ 39, 45, 83, 126, 107, 127, 40, -35,
+ 73, -49, 75, 124, -127, 46, -54, -111,
+ 127, 75, 127, -116, 126, 121, 127, -62,
+ 127, -32, 75, 127, 127, -62, 124, -127,
+ 127, 127, 85, 127, -119, -128, 37, 55,
+ 67, -127, -126, -69, 127, -74, 73, 5
+};
+
+static GRULayer vad_gru = {
+ .bias = vad_gru_bias,
+ .input_weights = vad_gru_weights,
+ .recurrent_weights = vad_gru_recurrent_weights,
+ .nb_inputs = 24,
+ .nb_neurons = 24,
+ .activation = ACTIVATION_TANH,
+#if defined USE_NEON_OPTIMIZATION
+ .serialized_input_weights = 0,
+ .serialized_recurrent_weights = 0,
+#endif /* defined USE_NEON_OPTIMIZATION */
+};
+
+static const rnn_weight noise_gru_weights[12384] = {
+ 9, 124, 17, 30, 57, 30, -26, 2,
+ 25, 67, -48, -122, 25, 41, -28, 25,
+ -23, 4, -32, -99, -40, 28, 44, 78,
+ -6, -42, 69, -6, 54, -46, -7, -31,
+ -92, 29, 50, 54, 24, 41, 10, 1,
+ 93, -18, 79, 118, 43, 24, -10, 11,
+ 7, -66, -23, -21, -29, 10, 35, 22,
+ -36, -16, 104, -5, -6, 41, -20, -115,
+ -105, 65, 23, 115, -128, 60, 49, 28,
+ 76, 32, 30, 30, 68, 35, -20, 39,
+ 1, 6, 122, 36, -32, -62, 42, 10,
+ 14, -17, 55, 23, 48, 104, -7, -70,
+ 59, -124, -35, 16, 17, 4, -28, 19,
+ -18, 11, 12, 15, 12, -28, -42, 28,
+ -27, 42, -2, 76, 59, 8, -10, -5,
+ 2, 2, 49, 22, 12, 37, 53, -9,
+ 10, -3, 10, -34, 22, -14, -4, 17,
+ -68, -20, -40, -3, 4, -10, 7, -13,
+ -126, 10, -21, -38, -45, 73, 126, 11,
+ -9, 111, -36, 94, 40, -76, 88, -33,
+ -35, 88, 16, -28, -70, 20, 13, 44,
+ 20, 73, 69, 31, -28, 69, -62, 55,
+ 46, -42, -59, -110, -85, -52, 36, -23,
+ -49, -1, -47, 45, 93, -49, 44, 127,
+ 55, 96, 13, 8, -72, -37, 53, -109,
+ -22, -22, 12, 119, 34, -73, 43, -53,
+ 28, 48, 25, 27, 57, 28, -8, -127,
+ 122, 124, -17, 46, -98, -7, -128, 50,
+ -100, -60, -67, 125, -14, -122, -126, -41,
+ 36, 123, -7, -85, -6, -114, 53, 6,
+ -4, 22, 45, -23, 65, -46, 22, 0,
+ 1, -1, -33, 9, -18, 11, 24, 6,
+ -27, 62, -1, -41, -72, 1, -18, 16,
+ 46, 81, -8, -5, 50, -75, -37, 40,
+ 22, 25, -40, 35, -1, 49, 41, 13,
+ 57, 64, 21, 67, 24, -43, -9, 57,
+ 62, 127, 25, -115, -111, 26, 126, -41,
+ -5, 36, 81, 6, -56, -69, 125, 61,
+ 57, -7, 12, 1, 89, -15, -24, 99,
+ -5, -49, -13, -78, -15, 123, -28, 28,
+ 102, 75, 71, 94, 87, 33, 32, -39,
+ -126, 125, -30, 57, -19, 13, 21, 21,
+ -5, 11, -35, 45, 51, 55, 25, -88,
+ -7, 50, -12, 67, 3, 69, -71, 127,
+ -51, 39, -4, 17, -126, 17, -51, 4,
+ -79, 29, -75, -97, 3, 32, -50, -8,
+ -32, 21, -28, -38, -67, 41, -10, -25,
+ 69, -46, 33, 80, 18, -14, -12, 46,
+ 2, -107, 1, 13, 40, -9, 108, 34,
+ -30, 29, -70, 29, 49, -19, -35, 89,
+ -39, -95, 64, -46, -104, 35, -25, 11,
+ -17, -39, -48, 90, 49, 40, -3, -17,
+ 35, 0, -62, 67, 48, -25, 9, -24,
+ 114, -82, -80, -44, -15, 124, 26, 42,
+ 50, 37, 8, -74, -15, -11, -1, 20,
+ -98, 127, -30, -92, -23, -20, 6, -48,
+ 79, 28, 46, 75, 76, 119, -35, 127,
+ -56, -90, 69, 9, -12, -1, 22, 73,
+ 8, 60, -19, -38, 12, -78, -45, -53,
+ -126, -126, -69, -84, 0, -127, -13, 76,
+ 79, 95, 24, 89, 32, 33, -29, -40,
+ -111, 127, -70, 126, -35, 42, -11, 85,
+ -14, 24, 13, 120, -62, 46, 14, -10,
+ -41, 64, 21, -127, -29, 20, -111, 34,
+ -61, 61, 54, -126, 43, 38, -127, 10,
+ 67, 76, 37, 126, -6, -68, -4, 32,
+ -39, 6, -1, -10, -44, -20, 44, 9,
+ -13, -68, 5, 89, -41, 49, -34, 47,
+ -110, 73, -3, -127, -70, -47, -17, -4,
+ 3, 1, -13, 18, 15, -37, -15, 87,
+ -14, -27, 8, 10, -52, 5, 127, -17,
+ 74, 101, -14, 11, -17, 106, 61, 23,
+ -12, 52, 25, -59, 55, -69, -8, 18,
+ 4, -21, -4, 47, -16, 65, 126, -3,
+ 31, 4, 115, -29, 37, -4, -63, 105,
+ 4, 0, 85, -1, 54, 56, -36, 30,
+ 45, 6, -30, 106, -7, 31, -84, 18,
+ -22, 7, -62, 0, -43, 23, -37, 6,
+ -70, 17, 42, -2, 2, -33, -51, -127,
+ -24, 27, -17, 10, 46, -15, 22, -30,
+ -74, 69, 127, -121, -58, 23, -23, 25,
+ 50, -75, -27, -45, -40, 18, 69, -14,
+ -88, 53, 18, -7, -62, -5, -43, 89,
+ 20, 5, -30, 127, 5, -27, 75, 110,
+ 6, 7, -29, 17, -12, -11, -64, 20,
+ 28, -8, -18, 11, 15, -43, 20, 2,
+ -19, -17, 73, -66, -4, -2, 32, -18,
+ 33, -14, 28, 3, -4, 17, -33, 13,
+ 16, -10, 1, 56, -42, 1, 7, 17,
+ 17, -14, -4, 85, -37, 7, 54, 17,
+ 87, -26, -2, -11, 76, 78, -125, 16,
+ 26, 81, -69, -81, 38, 50, 48, 18,
+ 4, 54, 84, 26, -45, -128, -52, -56,
+ -45, 47, 23, -26, 104, -26, 127, -114,
+ -64, 93, 96, 31, 27, -7, 60, -8,
+ -24, -6, -18, 68, -49, 68, -18, 102,
+ 62, -39, -14, 49, 9, 4, -107, 125,
+ 76, -54, 27, 26, -127, -128, 13, 40,
+ -127, -64, 48, 90, 106, 112, 38, -60,
+ -64, -20, -127, -11, -128, 48, 85, 28,
+ 16, -126, -92, -33, 93, -3, 38, 58,
+ 102, 127, -2, -56, -128, -77, 79, 53,
+ -33, -28, 18, 7, 48, -20, -46, -9,
+ -10, -31, 18, -15, 79, 60, -9, 36,
+ -17, 76, 17, 24, 43, -13, -49, 7,
+ -10, 12, 10, 19, 104, -22, -49, 1,
+ -17, 79, 33, -58, -112, -75, 2, -16,
+ -20, 23, 20, 38, -9, 12, 47, -92,
+ -28, 12, 33, 43, 0, -73, -115, -101,
+ -2, 1, -62, 5, 5, 7, -23, 65,
+ -15, 11, -5, -10, 42, 56, 30, -2,
+ -17, -76, -41, 86, 6, -28, -23, 29,
+ -86, -9, 65, -43, 54, 50, 3, -37,
+ 12, -90, 79, 15, -51, 99, -13, 16,
+ 8, 16, 22, 84, 105, -9, 57, 92,
+ 7, 42, -1, -118, 60, -48, 33, 23,
+ -25, -124, -1, 85, -24, -10, 0, 119,
+ 127, 0, 39, 20, -17, 56, 95, 36,
+ 123, 22, -76, -24, -42, 76, -38, 7,
+ 63, 13, 127, -48, -96, 51, -95, -74,
+ 16, -9, -12, 23, 17, -7, 104, -3,
+ -46, -27, -5, -6, 4, -37, 6, 0,
+ -6, -2, 29, 41, 94, 32, -3, -15,
+ 35, 38, -8, -8, 3, 55, 2, 13,
+ 21, 5, 62, -11, 16, 39, 19, -7,
+ -69, -38, 29, -26, 10, -8, -13, 19,
+ -37, 71, -24, -11, 29, -16, 28, 55,
+ -84, 17, -49, 32, 20, -53, 70, -57,
+ -99, 111, -73, -27, 123, -1, -123, 126,
+ 17, 2, -30, -15, 12, -103, -109, 16,
+ -30, -47, 83, -75, 86, -56, -83, -27,
+ 93, 13, -13, -33, -70, 127, -2, 59,
+ 65, -23, -60, -30, 44, -37, -46, -43,
+ 2, 127, -39, 25, -26, 66, -77, 34,
+ 33, -38, 94, 80, 117, -100, -116, 104,
+ 77, 126, -94, 125, 6, -79, 116, -28,
+ -21, 47, 92, 24, 36, 43, -28, -40,
+ -124, 51, 60, 15, -40, 124, -22, -36,
+ -47, -9, 2, 79, -16, -27, 39, 23,
+ -65, 50, -5, 10, -54, 31, -53, -74,
+ 48, -78, 100, -23, -126, -36, -52, -83,
+ -40, -128, -37, 3, -59, -23, -16, -40,
+ -25, -3, -33, 5, -43, -56, -1, -64,
+ 59, 33, 22, -127, 2, -124, -40, 21,
+ -16, -28, 15, -14, 103, -89, 14, -47,
+ -12, 118, -102, -107, -5, 13, -128, 85,
+ 127, -16, -66, -124, -37, -68, -5, -34,
+ 17, 57, -63, 6, 30, -70, 31, -33,
+ 15, 31, 61, 102, -29, 20, 3, -33,
+ 127, 62, -3, -66, 40, 126, -3, -17,
+ -29, 33, -72, 87, -58, -97, -24, 124,
+ 43, -127, -87, -79, 14, 5, 43, 91,
+ -74, 14, 45, 127, 46, 56, 61, 41,
+ -5, -10, 69, 125, -29, -29, 60, 7,
+ 126, 30, 127, -74, 36, 59, -125, 93,
+ 35, -125, 80, -41, -38, 65, 127, 127,
+ 48, -15, -49, 44, 8, -11, -127, 10,
+ 53, 15, 42, -18, 80, -1, -1, 14,
+ -70, -29, -9, 96, 81, 31, -6, 18,
+ -21, -65, 25, 31, -46, 29, 7, -32,
+ 1, 19, 84, -44, -16, 13, 101, 29,
+ -47, -13, 25, 37, 49, -64, -9, -29,
+ -18, -9, 6, 107, 127, 127, -48, 39,
+ -10, 38, -28, 59, 93, -11, 6, -127,
+ 45, 68, -1, 34, 23, 127, 77, -25,
+ 88, 100, -39, 41, 4, 98, 37, 8,
+ 71, 8, -22, 45, 127, 17, -16, -18,
+ 126, 56, 0, -10, 116, 126, -23, 78,
+ 125, -118, 0, 67, -41, 49, -50, 127,
+ -32, 30, -28, -53, 83, -76, -127, 117,
+ -59, -112, -87, 73, 127, -41, -9, 82,
+ 127, 51, -64, 4, 12, -86, 92, -51,
+ -71, -16, -88, -86, 114, -69, -81, 31,
+ 16, 61, 59, -79, -35, 97, 123, -127,
+ 72, -19, 19, -54, -5, -38, -58, -58,
+ 56, 16, 76, 25, -11, 5, -39, -86,
+ -32, 71, -48, -9, 54, -2, -21, -11,
+ 9, -9, 51, -127, 14, 31, 23, 7,
+ -27, 0, 85, 28, 52, 73, 14, 7,
+ -15, 70, -80, -66, 20, -112, -44, 82,
+ -7, -113, 33, -54, 60, -58, -85, -60,
+ -44, -116, 6, -10, -7, 43, -47, -127,
+ 29, -23, 29, -27, -94, -23, 2, 69,
+ 11, -19, 103, -17, -4, -73, -9, 13,
+ 94, -4, -111, -37, 1, 5, -68, 45,
+ -113, -45, -38, -24, 73, 43, 28, -3,
+ -32, 127, 26, 55, -67, -18, -126, 126,
+ 4, -25, -27, -58, -5, 19, -88, 49,
+ -27, 62, 15, 121, 20, 61, -43, -13,
+ -77, -82, 58, 109, 36, -65, 25, -17,
+ -19, 55, 39, 18, 15, 41, -36, -39,
+ -78, -46, 30, -35, -47, -30, 47, -28,
+ 26, -109, 19, 22, -49, -61, -67, 15,
+ 4, -64, 59, 27, -35, 46, 4, 79,
+ -27, 52, -24, 19, 91, 6, 2, 61,
+ -4, -4, -38, 44, 11, 48, 49, 7,
+ 3, 16, 38, -47, 43, 11, -13, 17,
+ -46, -1, -8, -26, 12, 22, -54, -24,
+ 73, -126, -30, -56, 124, -47, -16, -84,
+ -36, -68, -17, -70, 45, 3, -34, -103,
+ 114, 14, 108, -80, -127, 61, 8, -120,
+ -9, 75, 60, -22, -25, 5, 114, 13,
+ 50, -34, -127, 5, -44, -15, 62, -33,
+ 44, -44, -33, 25, 127, 86, 34, -21,
+ -16, -127, -17, 91, -125, -51, 4, 75,
+ 40, -34, 0, 65, -70, -76, -52, 16,
+ 62, 70, -42, -28, 86, -39, -24, -33,
+ 53, -13, 45, 32, -12, -65, -70, -18,
+ -124, 86, 22, 88, -25, -32, 124, 60,
+ 79, -25, 74, -7, 0, 117, 36, -128,
+ 91, 13, -13, 20, 13, -3, -16, 23,
+ 41, 33, 86, -10, 42, 12, 6, 10,
+ 72, 25, 18, 34, 91, 6, 2, 15,
+ -8, 30, 73, -53, -50, 29, -28, -19,
+ 35, -24, 105, -46, -31, 44, 9, 57,
+ -93, -40, 36, 23, 28, 60, -41, -18,
+ 8, -35, 1, 26, 48, 43, 30, -51,
+ -36, -85, 60, -81, -52, -114, 39, 60,
+ -44, -37, -3, -22, -60, -126, -75, 30,
+ -9, -50, 15, 55, -24, 17, -41, -33,
+ -63, 11, 39, -14, 73, 18, -23, 47,
+ 5, 8, 9, -42, -56, 123, 59, -3,
+ -57, 126, 79, 93, 52, 80, -21, 11,
+ -27, 125, 4, 127, -39, 78, -13, -108,
+ 104, -126, 103, -57, -40, 33, 36, -43,
+ 36, 90, -36, 67, 20, -29, -10, 36,
+ 29, -39, 10, -43, -97, -49, 123, -76,
+ -47, 6, -5, 6, -7, -35, -25, -127,
+ -3, 5, -16, 47, -18, -5, 54, 32,
+ -10, -3, -28, 0, -27, 56, -10, -20,
+ 18, -29, -1, 102, 53, -8, -46, 33,
+ -3, 15, -35, 20, -4, 24, -9, 42,
+ 16, 25, -76, -41, 3, -3, -73, -11,
+ -76, 7, -25, -16, -21, -63, -2, -37,
+ -35, 53, 0, -8, -30, 49, 85, -7,
+ 11, 53, 82, 57, 4, 16, -58, 52,
+ -96, 82, -46, 9, 9, -108, 18, -97,
+ -21, -25, 38, 28, 84, 32, 64, -53,
+ 59, -4, 40, 72, -76, 31, 8, 1,
+ -35, -63, 48, -33, 92, -112, 121, 26,
+ 44, 127, 3, 119, 62, -4, -7, 2,
+ -61, -19, 18, 32, 82, -11, 1, 65,
+ 49, 78, -10, 53, -109, 45, -42, 61,
+ -109, 84, -12, -124, 73, -24, -49, -24,
+ -127, 53, 52, -19, -30, 16, -35, -32,
+ 34, 54, 49, -2, -7, -18, 52, -118,
+ -22, 83, -48, 27, -39, 13, 22, 49,
+ -12, -10, 25, 16, -27, -6, 1, 37,
+ -26, -62, 5, 85, 9, 13, -20, 8,
+ -18, -45, 18, -9, -41, 21, -3, -15,
+ -26, -1, 9, -47, 1, 27, -14, 13,
+ 49, -13, -3, -22, 24, 78, 50, -24,
+ 30, -94, 32, 89, -5, -25, 8, -57,
+ -46, 61, 13, -74, 4, 26, 127, -127,
+ 120, 33, 82, 66, -3, -65, 73, -13,
+ 3, 54, -9, 41, 7, 23, -18, 1,
+ -96, -21, -5, 24, -125, 20, 25, 48,
+ 84, 37, 81, -116, 1, -33, -6, 39,
+ 69, 122, 15, 42, -1, -57, -4, -127,
+ 12, -87, -77, 52, 83, -125, -117, -18,
+ -77, 83, 31, 80, -50, 37, -1, -7,
+ -101, -51, -67, 57, 6, -12, 27, -128,
+ -126, 68, 31, -39, 109, -56, -43, 18,
+ 94, 46, -11, 8, 88, 56, 11, 27,
+ 30, -35, 6, 16, 115, 4, 22, -47,
+ -2, -35, 45, 36, -28, -21, -30, -90,
+ -16, 31, -4, 78, 10, 17, -21, 2,
+ -19, 34, 82, -8, -3, -32, -2, -10,
+ -58, -11, -44, -33, 40, 55, 7, 21,
+ 16, 91, 38, -34, 5, 35, 71, 5,
+ -71, -42, -19, 27, -8, -101, -76, -56,
+ 22, 28, 21, 43, 15, -24, -11, -39,
+ -40, 67, -53, 68, -19, -49, -71, -9,
+ 0, -122, -12, 43, -40, -30, -51, -56,
+ 26, -8, -44, -38, -34, -19, -64, 21,
+ 97, 120, 69, 28, 105, 79, -127, 3,
+ -38, -40, 32, -101, -5, 16, 37, -32,
+ -78, -118, 22, -64, 27, 17, -18, 25,
+ 11, -108, 18, -30, -103, -73, -23, -51,
+ 33, 111, 0, 126, 30, 14, -27, -125,
+ -127, 40, -49, -31, -4, -125, -27, -51,
+ -12, -11, -40, -56, -79, 37, -19, 41,
+ -26, 9, -12, 14, 18, 11, 124, 18,
+ -8, -16, -51, 10, -32, 12, 37, -5,
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+ -16, -64, -75, 65, 55, 0, -14, 28,
+ 16, -15, 18, 15, -48, 63, 18, 53,
+ -28, -8, 10, 35, 6, -1, -35, 126,
+ 6, -41, 19, -4, 3, 16, -29, -46,
+ -22, -26, 36, -13, 66, -5, -19, 17,
+ 86, -16, 64, 12, -1, -52, 59, -19,
+ 10, 22, -41, -28, 4, -51, -28, -27,
+ -59, 29, -4, -35, 51, 10, 32, 0,
+ -7, -53, -34, 7, 70, -37, 18, 45,
+ 52, 65, -104, -42, 76, -27, 13, -6,
+ 4, -58, -2, 61, 85, 10, 18, 41,
+ -105, -60, 87, 4, 109, 56, 50, -125,
+ -65, 44, 27, 42, 1, -7, -88, -8,
+ 92, 16, 90, -57, 37, 2, -24, 18,
+ -71, 45, 13, -16, 127, -3, 0, 122,
+ 21, 10, -35, -78, 41, -3, 99, 22,
+ 1, 22, -19, 7, 82, 28, -10, 41,
+ -16, -5, 53, -49, 125, -16, 39, 16,
+ 11, 15, -3, 54, 15, -13, -17, -3,
+ -35, 16, 48, -59, -60, 47, 18, -26,
+ 23, 64, 0, -5, 15, 2, 14, -54,
+ -2, -103, 48, -3, 0, 57, -46, -5,
+ -1, 31, -15, -87, -89, -52, -27, -2,
+ -65, 3, 19, -37, 0, 11, 48, -6,
+ 12, -89, 24, 19, -35, -11, -17, 14,
+ 44, -48, -18, 18, 15, 41, -22, -36,
+ 5, 1, -26, -19, -35, -52, -29, -11,
+ -92, 35, 10, -27, -33, 94, -14, -3,
+ 19, -32, 29, -120, 95, 6, 35, -33,
+ 42, 47, -55, -59, 57, -17, -33, 67,
+ 49, -38, 32, 34, -2, 9, 38, 2,
+ 16, -15, -19, 60, -31, 50, 99, 54,
+ 22, -120, 9, -56, -53, -6, -49, -97,
+ 16, 30, 2, -19, 10, 14, -66, -1,
+ 36, -35, 14, -12, -25, -58, 37, -15,
+ 7, 10, 23, 13, -18, 15, 33, -16,
+ 16, -25, -23, 93, -17, 7, 57, 2,
+ 36, -1, -26, 28, 32, 123, -22, 36,
+ 15, -23, -7, 2, -15, -10, 4, 22,
+ -18, -52, -13, -17, 48, -22, 52, 32,
+ 19, -41, 37, 122, 13, -41, -35, 29,
+ 19, -3, -38, 22, -27, 32, -33, 12,
+ -13, 17, -27, -45, 4, -56, -44, -11,
+ -49, 37, 18, -58, -28, 98, 41, 60,
+ -29, 12, 37, -20, 26, 25, 43, 2,
+ 61, 35, 36, -50, 15, -32, -53, 23,
+ 3, 59, 36, 37, 30, 58, -9, 13,
+ -36, -97, -50, 49, 81, 12, -3, 22,
+ -42, 55, -35, -8, 42, -70, 47, 36,
+ 69, 48, 72, -78, 45, 65, -36, -34,
+ 23, 21, 38, 5, 19, -52, 19, 39,
+ -25, 1, -29, 6, -11, 7, 81, -2,
+ 24, 45, -1, -15, 34, -3, -25, -19,
+ -4, -28, -41, 41, -21, 4, -2, -16,
+ 5, 9, -11, 19, -5, 11, -25, -13,
+ -5, -8, 18, -9, 23, 28, 22, -74,
+ -26, -34, 1, -36, 11, 30, -25, 3,
+ -124, 4, -14, 31, 0, 17, 41, 3,
+ -9, 9, -114, 14, 19, -15, -43, -120,
+ -125, -58, 29, -92, -55, -59, -78, 113,
+ 31, 38, -37, -7, -20, 108, 23, 12,
+ 45, -3, 7, -127, -115, -89, -9, 2,
+ -128, -128, 49, -9, -69, -127, -64, -54,
+ -87, -48, -12, 90, -9, 107, 19, 114,
+ 9, 61, -5, -93, -37, -7, -31, -29,
+ 12, -125, 78, 112, -29, -67, 127, 44,
+ 115, 18, -17, -128, -12, 4, 118, 127,
+ 63, -88, -83, -32, -50, 2, 9, 13,
+ -6, 82, -33, 51, -126, -65, -108, -23,
+ -38, -27, -11, 88, -58, -19, -65, -19,
+ 4, 51, -3, -48, -59, 13, -3, -25,
+ 45, 59, -30, -16, 7, -4, -10, -72,
+ -5, -60, 32, 30, -43, -70, -68, 9,
+ -25, -7, -25, -10, -80, -8, -59, -29,
+ 126, 127, 52, -2, -29, 127, -44, 14,
+ 11, 103, -6, -40, 25, -23, 30, 43,
+ -51, -102, -22, -5, 12, -55, 4, 1,
+ -118, 2, -1, -58, 43, -40, 12, -67,
+ 8, -2, 12, -19, -21, -128, -72, 52,
+ 3, -29, 15, -37, -4, -54, -86, 38,
+ 126, 127, -32, -45, -91, -7, 24, 67,
+ 119, 101, -13, 111, -47, -19, 94, 6,
+ -52, 74, -107, -98, -50, 44, -6, -33,
+ 118, 127, 80, 37, -126, 17, -67, -61,
+ -81, 65, 113, 127, -61, 7, -43, -128,
+ -128, 30, 96, -80, -100, -25, 40, -23,
+ 127, -38, -39, 60, 90, -51, 123, -68,
+ -5, 15, -22, 47, -27, -4, -22, 4,
+ 16, 4, -16, 0, -5, -8, 4, -41,
+ 32, 25, -20, -9, -47, 12, -6, 55,
+ 22, -29, -85, 17, -21, 37, 9, 12,
+ 15, 18, -47, 6, -41, 78, 17, -3,
+ -87, -128, -89, 4, 1, 116, -29, 2,
+ -2, 41, -10, -8, -10, 7, 43, 8,
+ -2, -8, -19, -3, 6, 26, -66, -127,
+ 47, 27, 38, -54, 24, -33, 103, 89,
+ -20, 57, 0, -3, 54, -18, 10, -35,
+ -52, -54, 13, -30, 58, 31, -20, -2,
+ 97, 124, 26, -26, -29, 127, -12, 73,
+ 56, -9, 8, -71, 8, -127, 74, -53,
+ 52, -25, -115, -10, -11, 88, -18, 126,
+ 28, -50, 3, 43, -89, -45, -95, -69,
+ 26, -118, -26, 127, -25, 38, -97, -127,
+ -128, 39, 59, -21, -49, -44, -41, -35,
+ 63, -15, 40, -63, 41, -45, -34, 64,
+ -1, 21, 24, 81, 10, -4, -33, 14,
+ -64, -8, 11, 2, -40, 28, -24, -41,
+ 63, -66, 6, 26, -3, -40, 26, -23,
+ 1, 29, 29, -58, -94, -53, 22, -34,
+ -16, -9, 48, -15, 59, -40, -26, -10,
+ -126, -128, 125, -59, -13, -76, -38, 25,
+ -15, 70, 12, 24, 23, -66, -42, 50,
+ -15, 19, -11, -101, -11, 37, 61, -89,
+ -4, 12, -27, -20, 16, 33, -34, 5,
+ 5, 24, 7, 36, 74, 60, 31, -2,
+ -116, -18, 19, -41, -10, -90, -6, 55,
+ -61, -97, -36, -35, -25, -94, 71, -26,
+ -14, 77, 16, -4, 15, 12, -89, 2,
+ -20, 43, -29, -5, -72, -38, -35, 126,
+ -23, 9, -27, 71, -45, -43, 127, -51,
+ 127, -1, -7, -128, -77, 21, -6, 127,
+ 69, 10, -20, 50, 22, 22, -9, -40,
+ -74, 52, -75, -72, -68, -127, 126, 115,
+ -17, 5, 33, 9, -6, 12, 8, -12,
+ -64, -20, -2, -4, -68, -23, 0, 5,
+ 18, 31, 27, -41, -45, 3, -14, -18,
+ -12, -24, 32, -69, -46, -88, -9, 37,
+ -8, -29, -9, 20, 31, -72, 2, 22,
+ 44, 127, -3, -58, -37, -90, 8, -18,
+ 17, 13, -16, 33, 3, -127, 37, 6,
+ -22, -8, 15, 10, 1, -41, 105, -5,
+ 45, -51, -33, 51, 34, 31, -72, 67,
+ 2, -66, 41, 1, -8, -119, -62, -27,
+ 0, 10, 26, -4, -18, 21, 45, 32,
+ 127, 127, 72, -34, 43, -15, -9, -11,
+ 41, -47, -24, 52, -35, 127, -49, -42,
+ 12, -79, 20, 99, -16, -1, 44, -110,
+ 39, -125, 3, 46, 58, 19, 63, 34,
+ 127, -49, 44, 104, -18, -90, 29, -66,
+ -39, 37, 38, 14, 7, -21, -32, 57,
+ 57, 110, -10, -1, 47, -49, -54, 40,
+ -8, 34, 8, 0, 34, 32, 11, 5,
+ -11, -35, 4, 14, 19, -15, -4, 3,
+ 11, 126, 9, 35, -28, 9, 12, -8,
+ -16, 14, 32, 8, 19, 1, 25, -24,
+ -7, -25, 12, -19, -30, -31, 19, 1,
+ -81, -44, 41, 1, -30, -34, 25, -22,
+ 48, 62, 2, -39, -13, 72, -69, 3,
+ -1, 40, -34, 9, 23, 74, 14, -45,
+ 30, 49, 82, 23, 13, 22, 58, -19,
+ -10, 30, -8, -22, -21, 3, 3, 30,
+ 5, 12, -9, 24, -5, 39, 6, -65,
+ -30, -72, -23, -8, -33, -56, 10, -1,
+ 42, 3, -73, -45, 33, -121, 42, -46,
+ -12, 29, -20, 9, -10, -12, 5, -126,
+ -68, 3, 64, 53, -106, 22, -42, 62,
+ -27, -75, -15, -42, 36, 55, -2, -8,
+ -73, -12, -28, -40, -6, 30, -17, 24,
+ -123, -106, -74, -16, -110, 127, -127, -15,
+ -9, 64, 12, 12, 15, -18, -26, -3,
+ 13, -19, 9, 15, 33, 37, -27, 15,
+ -32, -96, 13, -42, -15, -6, -13, -22,
+ -2, -30, 15, 33, 17, 0, -12, -19,
+ -16, -7, 37, 11, -25, -23, 18, 0,
+ -76, 33, 28, -12, 23, 46, 33, 13,
+ 8, -127, -28, -33, -88, 79, 126, 38,
+ -37, -2, 23, 31, 15, -28, 24, 7,
+ 3, -3, 11, 40, 51, -81, -17, 29,
+ 10, -54, -9, -62, 12, 33, 35, 29,
+ 72, -12, -10, 22, -17, -63, -60, -7,
+ 108, 89, 1, -85, -11, 36, 42, -6,
+ 38, -122, -32, 6, -29, -30, 8, -8,
+ -66, 21, -1, 26, 43, -22, -57, -127,
+ 5, 73, 80, 18, -25, 28, -8, -28,
+ -82, 3, -56, 94, -2, -52, -4, -46,
+ -46, 43, -2, -28, 45, -56, -41, -11,
+ 127, 5, -32, -83, -28, 81, 16, 16,
+ -4, -29, 13, -59, -24, -2, -78, -20,
+ 18, 28, 47, 23, -19, -1, -45, -31,
+ 16, -101, -1, -15, -81, 2, 8, -21,
+ -60, -57, 23, -107, -53, -28, -21, 16,
+ -20, -13, -7, 21, 31, 70, 6, -26,
+ -127, -44, -16, -89, 7, -72, 11, 19,
+ -10, -12, 24, 5, -36, -12, -6, 2,
+ -14, -11, -3, 36, 38, -10, 37, -42,
+ 21, 23, -68, -21, -22, 18, 60, -15,
+ -9, 12, 13, 24, 38, 6, 1, -18,
+ -5, 20, -46, 30, 29, 9, 2, 15,
+ 16, -56, 29, 11, -40, -97, 32, -3,
+ -26, -12, -114, -20, -25, 14, 17, -7,
+ -38, -15, 81, -6, -18, -26, -42, -5,
+ -4, -48, -24, -17, -26, 25, -46, -77,
+ -43, -3, 108, -46, 118, -2, -10, 8,
+ -5, -87, 127, -20, -44, -24, 7, 11,
+ -28, -63, 18, 2, -18, -53, 39, -77,
+ 4, 7, 14, 10, 6, -15, -9, 3,
+ -10, -7, 7, -3, -128, -10, 10, -34,
+ 12, -83, 0, 26, -22, -11, 12, -6,
+ 10, 0, -2, -3, -127, 3, 1, -36,
+ 14, -16, -34, -29, 10, -3, 0, 14,
+ 2, -25, 37, 4, 3, 2, 28, -12
+};
+
+static const rnn_weight noise_gru_recurrent_weights[6912] = {
+ 21, -95, 33, 9, -98, -4, -14, 95,
+ 26, -128, 37, 124, 28, -46, -123, -47,
+ 10, 49, -15, 51, 12, -70, 15, 126,
+ -14, -58, -20, 77, 13, 96, -44, -54,
+ -102, -26, 22, 22, -1, -8, -4, 32,
+ -11, 44, 2, -23, 89, -101, 9, 30,
+ 32, -81, -37, 12, 25, 50, -14, 55,
+ -70, -114, 95, -99, -8, 18, 109, -31,
+ 3, 88, -16, -20, 8, 26, 0, 7,
+ 27, -93, -2, 3, -96, -30, 123, -33,
+ -21, 124, -121, -124, -41, -37, 127, -53,
+ 3, -19, 26, -56, 112, 7, 49, 72,
+ -12, -1, 43, 15, -80, 26, -126, -46,
+ -27, 125, 42, 18, -19, 110, 60, -5,
+ -8, -125, -11, -69, -126, 70, 74, -118,
+ -13, -59, -9, -6, -19, -51, -65, 0,
+ 91, -87, -92, 72, 48, -60, -22, 14,
+ 32, -43, -3, -8, 13, 9, -13, 43,
+ -14, 21, 11, -17, -41, -21, -118, 23,
+ -34, -22, -7, -64, -12, 40, 56, 69,
+ 48, 3, 58, -14, -24, -24, 45, 27,
+ 16, -10, -33, -56, -17, 7, -81, -1,
+ -97, -12, -17, -16, -37, 8, -24, -18,
+ -11, 54, -35, 28, -28, -6, 4, 18,
+ -23, -128, 58, -97, -7, -65, -3, 79,
+ 15, 19, -35, -7, 10, 55, 29, 23,
+ -12, -46, -10, -110, -18, -18, -43, 34,
+ -10, -26, 3, 21, 24, -83, -45, 27,
+ -35, 24, -36, 19, 44, -43, 36, 41,
+ -88, 38, 53, 29, -56, 8, -25, -76,
+ 10, 127, -15, -68, -36, 64, 10, -57,
+ -2, -24, -15, 36, 8, 5, -17, -128,
+ -11, -4, -97, 6, -30, 111, 26, -69,
+ -20, 127, 43, 122, 52, 12, -91, -6,
+ -72, 6, -23, -80, 4, -20, -38, 14,
+ -107, -25, -70, 76, -53, -127, 64, 49,
+ -18, -52, 38, 115, -127, 73, -50, -19,
+ -13, -89, -51, -20, 19, -9, 33, -54,
+ 52, 126, -128, 68, 43, 82, -88, 7,
+ 21, -22, -84, 126, 48, 49, 70, -1,
+ -44, -90, 49, -128, -97, 28, -57, 52,
+ 56, -36, 97, 83, -128, -74, -41, 125,
+ -43, -127, 16, 103, 41, 48, -64, -114,
+ -54, -33, 35, 12, 65, 21, 67, -54,
+ -117, -20, 47, -19, 45, -91, -25, -3,
+ -20, -33, -127, 116, -86, 4, 23, 49,
+ -11, 32, -96, 34, 18, -65, -5, 7,
+ -24, 21, 36, 45, 13, -115, -127, -70,
+ 14, -23, 127, -119, 113, -52, -98, -2,
+ 92, 18, 19, 32, 23, -88, -30, -63,
+ 0, -3, 81, -38, -70, 17, -46, -28,
+ -29, -85, -96, -95, 127, -7, -70, -52,
+ 51, 8, -19, 127, -127, -28, 42, 93,
+ 46, -25, 74, 48, 2, 28, 74, -41,
+ -11, 127, -12, -18, 13, -4, 6, 50,
+ 8, -46, 46, -21, 4, -66, 23, 126,
+ -63, 33, -63, 3, 25, -37, -5, -124,
+ -68, -103, 27, -25, 70, 105, 67, 49,
+ 4, 0, 118, 3, -29, -5, -32, 94,
+ -30, 122, 1, -56, -7, 3, -49, -18,
+ 63, -30, -72, 126, -51, 51, -11, -6,
+ 22, -34, 34, -93, -125, -85, -6, -13,
+ 127, -79, 14, 36, 13, -10, 24, -15,
+ -88, -72, 17, -68, 9, -3, 17, -24,
+ -60, -69, 110, 23, -40, -22, -35, -80,
+ -42, 121, 119, -33, -34, 62, -34, -24,
+ -53, 78, 12, -127, 45, -47, -8, -36,
+ 54, 49, -58, -23, 15, -22, 1, 53,
+ -35, -56, 47, -108, -98, -29, -20, 2,
+ 23, -8, -128, 43, 23, -1, -65, -9,
+ -47, 63, -8, 114, -10, 127, 9, -54,
+ -52, -71, 27, -1, 5, 18, -12, -58,
+ -73, 17, 58, -112, 2, 94, -3, -29,
+ -35, -101, 56, -125, -41, -14, -8, 16,
+ -71, -126, -36, -59, -76, 30, 125, -33,
+ -14, 27, 56, -32, -1, -19, 23, 8,
+ -43, 56, -50, -114, -95, 10, 29, -25,
+ 53, 71, -125, 3, -127, 13, 24, -48,
+ 0, 84, -120, 33, 54, 80, 24, -63,
+ 3, -54, -70, 91, -125, -4, -3, -107,
+ 111, 126, -14, -64, -52, 62, -128, 71,
+ -53, -10, -91, 33, -128, -2, -127, 4,
+ -49, -128, 32, -120, -51, -16, 65, -39,
+ 83, -84, -127, 34, -20, 127, -32, -126,
+ 41, -2, 32, -23, 71, 29, 21, 14,
+ -55, -38, -14, 49, -20, -109, 36, -126,
+ 57, 125, 7, 127, -39, -54, -128, -35,
+ -32, 17, -127, -57, -126, -23, 28, 69,
+ 58, -43, -118, 5, -5, -77, 25, 37,
+ 56, -44, 0, -57, 11, -15, 3, 105,
+ -41, -63, 22, -98, -55, -124, 90, 33,
+ -16, 88, -52, -5, -55, -60, -72, -80,
+ -25, -27, 99, -11, -45, 10, 4, -23,
+ 5, 8, -57, -20, 71, 127, 58, -59,
+ 126, -39, -42, 56, 89, -43, 58, -50,
+ -33, -5, -128, -19, 1, -8, -28, 2,
+ 30, -28, 3, -127, -12, 31, -64, -79,
+ -2, 36, 56, -74, 23, -30, -19, -60,
+ 15, 125, -25, 26, 5, -41, -12, 35,
+ -47, 19, -40, 98, -11, 87, -56, -111,
+ -79, -20, -6, 14, -117, 39, 22, 75,
+ -2, 18, 13, 127, 46, -3, 51, 98,
+ -28, 44, 14, -57, 59, 15, -36, -21,
+ 44, -20, 22, 18, -32, 15, 25, 107,
+ 18, 2, -55, -116, -5, -7, 32, 6,
+ 44, 23, -10, -6, 49, 74, -17, -33,
+ 6, 39, 0, 4, -40, 59, 3, -30,
+ 33, 127, -27, 121, 31, -44, 65, 18,
+ -48, -75, 30, -27, -89, 44, -18, 24,
+ -32, 64, 73, -20, 34, 19, -62, -13,
+ 18, 5, -125, 1, -21, 75, -3, -65,
+ -14, -52, -36, -101, 37, 74, -41, -78,
+ 2, -77, -125, 67, 18, -45, -35, -33,
+ 45, -4, -18, -3, -46, 112, -37, 127,
+ -10, 15, -80, -125, 68, 34, -9, -70,
+ -22, 86, -127, 64, 61, 48, -36, -60,
+ 125, 19, -79, 95, 37, -46, 120, 26,
+ -45, 126, -119, -117, -49, -80, -1, -127,
+ -58, -38, 86, -36, -78, -73, 63, -71,
+ -23, -56, 79, -40, 112, 42, -35, -14,
+ -18, 62, 124, -71, -62, 79, 126, 29,
+ -62, -102, 15, 49, 55, -127, -22, 113,
+ -5, -124, 23, 58, -45, -29, 24, 50,
+ -126, 55, -51, -8, -109, 28, 7, 38,
+ 60, 14, -61, 103, -38, 115, 1, 4,
+ -98, 127, -38, 70, 88, -46, 34, -124,
+ 48, -19, -2, -9, -77, 103, 2, 83,
+ 21, -17, -75, 81, -13, -5, -42, 12,
+ 25, 22, 9, 9, 20, -66, 44, -32,
+ -7, 6, 19, 4, -34, -8, 12, 53,
+ 64, 4, -33, -12, 43, -23, 45, -5,
+ -9, -1, 16, 30, 86, 37, 21, 21,
+ 26, 23, 18, 61, 79, -34, 25, 127,
+ -76, 16, -50, 46, 73, 36, 30, -3,
+ -23, 39, -87, -10, -43, 27, 45, 80,
+ -26, 126, 5, -17, 1, 14, -67, -14,
+ 103, 53, -64, -13, -1, -6, 36, 84,
+ 78, -32, -50, 41, 2, 44, -11, -7,
+ -10, -9, -40, 23, -40, 124, 60, -127,
+ 3, -63, -2, -23, -30, -7, -10, 11,
+ 26, 32, -26, -12, 43, -35, -33, 40,
+ 3, 127, 26, 14, -60, -61, 122, 32,
+ 7, -18, 18, 119, -7, 51, 72, 2,
+ 27, 22, 45, 89, 127, 65, -37, -33,
+ -15, 13, 17, 108, 72, 4, -34, -21,
+ 77, 50, -66, 8, 79, 124, -124, -55,
+ -35, 127, 62, 64, 116, -84, -60, 25,
+ -70, -72, 47, 6, 47, -99, -128, -84,
+ 26, 57, 78, -37, 89, 65, -27, 9,
+ 36, -70, 87, -50, -128, 91, -32, 12,
+ 46, 35, -89, -69, -127, 52, -93, -93,
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+ -77, 65, -59, 119, 15, -43, -128, 37,
+ 29, -111, -122, 127, -24, -128, -21, -39,
+ -109, -127, 5, 95, -72, -80, 21, -55,
+ -65, 30, -31, 58, 61, -36, 20, -37,
+ 35, 47, 7, 15, -127, -65, -46, -6,
+ 2, -79, 9, 46, 127, 36, -1, 25,
+ -7, -11, -11, -8, 7, 8, -12, 7,
+ 1, -40, -48, -127, -29, 26, 7, 26,
+ -12, 14, 115, 41, 0, -28, 44, 48
+};
+
+static const rnn_weight noise_gru_bias[144] = {
+ -116, -126, 8, 127, 108, -85, -122, -127,
+ 126, -127, -127, -126, 126, 127, -109, -1,
+ -113, 56, 2, -126, -127, -111, -99, -127,
+ -104, -59, 6, 126, 103, -48, -11, -107,
+ -75, 59, -127, -31, 70, 125, 14, 127,
+ 79, -128, 47, 33, 127, -126, 117, -3,
+ 127, -128, -76, -126, -127, 115, 60, 127,
+ 127, 77, 62, 68, -29, 127, 6, -127,
+ 112, 70, -127, -76, 90, -19, 52, 122,
+ -7, -74, 125, 127, -23, 127, -126, -102,
+ 127, 89, 1, -113, -15, 127, 127, 57,
+ 34, 101, 86, 59, 72, 111, 127, -80,
+ 127, 127, 127, 78, -58, 118, 62, 102,
+ 127, 127, 127, -127, 64, 126, 58, -9,
+ 124, 127, 31, 127, 127, 127, 120, 127,
+ 70, 7, 127, 127, 122, 127, 127, 127,
+ 127, 127, 127, -20, 127, 127, 24, 127,
+ -31, 127, 127, 127, -23, 125, 127, -1
+};
+
+static GRULayer noise_gru = {
+ .bias = noise_gru_bias,
+ .input_weights = noise_gru_weights,
+ .recurrent_weights = noise_gru_recurrent_weights,
+ .nb_inputs = 86,
+ .nb_neurons = 48,
+ .activation = ACTIVATION_RELU,
+#if defined USE_NEON_OPTIMIZATION
+ .serialized_input_weights = 0,
+ .serialized_recurrent_weights = 0,
+#endif /* defined USE_NEON_OPTIMIZATION */
+};
+
+static const rnn_weight denoise_gru_weights[31680] = {
+ 50, 1, 86, -85, 76, -9, -13, 3,
+ 16, -5, 25, 44, 102, -14, -117, -20,
+ -48, 81, 20, 42, 29, 14, -2, -79,
+ 57, 67, 11, 22, 33, 20, -36, 35,
+ -27, -5, 18, 24, -24, -12, 48, 9,
+ 72, 48, -9, -74, -32, -30, 13, -17,
+ -51, -11, -10, 13, -47, -7, 56, -2,
+ -127, 5, 69, 40, 18, -8, 12, 55,
+ 9, -14, -3, -7, 53, -10, 108, -87,
+ -8, 86, 41, 24, 7, 36, 34, 16,
+ -20, 34, -69, 19, -30, 9, -16, 45,
+ 10, -8, 59, 40, -5, -14, 6, -24,
+ 22, 38, 33, 8, -20, 12, 58, -2,
+ -54, -7, -2, 8, 8, 23, 32, -23,
+ 9, -8, 39, 2, 16, 24, -9, -61,
+ 12, -32, 22, 3, 16, 39, 25, 8,
+ -19, 4, -22, -5, -24, -36, 19, 1,
+ -27, 12, -15, -43, -57, -34, -13, -1,
+ 27, -38, -30, 22, 53, -30, -60, -7,
+ -9, -14, -7, 59, -17, 21, -10, -15,
+ -18, 24, 14, 5, -13, -32, 42, 3,
+ 57, -6, 8, 4, -107, 25, 30, -19,
+ -21, -20, -16, -31, 35, -4, -16, -26,
+ 61, -38, 35, -34, 36, -33, 9, -23,
+ 0, -3, 12, -1, 5, 6, -18, -3,
+ -1, -5, -3, -15, -1, -59, 26, 22,
+ -6, 2, -8, 16, -2, -30, -32, 14,
+ 12, 9, 7, 9, -17, 24, 5, -14,
+ 2, 12, -4, -6, -5, -10, 4, 8,
+ -8, 7, -6, -5, 12, 5, -38, 7,
+ 13, -24, 1, -5, -6, 20, 5, -26,
+ 24, 3, -12, -8, 1, 16, 0, -3,
+ 4, -5, -25, -17, 5, -6, -8, -8,
+ 15, -11, 9, -3, -7, 4, -1, -5,
+ 14, -1, -39, -34, -48, 3, 3, -6,
+ -5, 19, 38, 19, 0, 1, 30, -26,
+ -6, 26, -48, -62, -59, -63, -113, -38,
+ -37, -74, 61, 8, 62, -13, -92, -49,
+ 1, -33, -11, -64, 10, 21, 32, 16,
+ -38, -26, 22, -38, -9, -9, -4, -44,
+ -70, -19, -72, -124, -74, -17, -14, -72,
+ -84, 24, -19, -47, -49, -21, 10, -23,
+ -107, -56, -27, 19, -35, -35, -29, -34,
+ 14, -6, 55, 115, -11, 11, 29, -75,
+ -17, 10, -35, -36, -37, -15, 66, -26,
+ -93, 17, -9, -19, -18, -47, 21, 48,
+ -49, -56, -62, -22, -21, -40, -48, -22,
+ -21, -35, 3, -65, -44, 2, -5, -44,
+ 34, 10, -23, 32, 88, -12, -27, 21,
+ -39, 18, -21, 17, -37, 4, 51, -29,
+ -10, 50, -53, -7, 65, -28, -65, 46,
+ -23, 45, -63, 20, 2, -56, -41, 37,
+ 0, 43, 28, 27, 1, 48, 63, -18,
+ -7, -13, 21, -34, -12, -24, 51, -25,
+ -35, 10, -25, 38, 20, 41, 57, 23,
+ 23, -11, -5, -47, -7, -30, -6, -1,
+ 29, 51, -48, 8, 36, -107, 38, 125,
+ -110, -66, 13, -7, -42, -51, -10, 7,
+ -28, -47, 81, 0, -28, -2, -18, -16,
+ -26, 6, 38, -5, 3, 3, 16, 8,
+ -20, -10, -11, 16, -21, -49, 59, 24,
+ -32, 0, 15, 1, 16, 37, 18, 18,
+ 1, -16, 0, -33, -7, -23, -21, 8,
+ 15, -77, -2, -12, -4, 21, -6, 15,
+ -10, -7, 8, -3, 7, -13, 3, 7,
+ -22, -5, 15, 5, -9, -13, -37, -17,
+ 26, 10, -13, 53, -9, -7, -53, 14,
+ -13, 17, 4, 10, 0, -39, -3, 15,
+ 4, -15, -21, 10, -7, 18, 5, 5,
+ 13, 36, -4, -4, 20, 6, 8, 23,
+ 17, 7, 67, 12, 22, 15, -9, -5,
+ -4, -19, 40, 3, -18, -12, -15, 26,
+ 12, -20, -17, 75, 99, -38, 6, 52,
+ 92, 10, -32, -14, -39, 0, 39, 20,
+ 20, 84, 1, 17, 32, 39, -11, -11,
+ -57, 52, 19, -124, 77, 37, 38, -12,
+ -20, -6, 15, 115, 25, -30, -11, -26,
+ 42, 93, -14, 19, 20, -22, -26, 40,
+ -15, 20, 2, -16, 49, -44, 74, -50,
+ -11, -34, -1, -1, 10, 30, 23, 22,
+ 24, 20, 35, 77, 8, -20, 13, -104,
+ 57, 5, -37, 71, 20, -51, 2, 15,
+ -67, 107, -16, 46, 72, 44, 89, 60,
+ 7, 42, 34, -11, -24, 6, -23, 24,
+ 14, 19, 31, 30, -10, -80, 11, -70,
+ 22, 19, -58, -5, -13, 41, 24, -35,
+ -22, 11, -10, 53, -23, -10, -1, -15,
+ 43, -21, 46, -22, -9, -19, 25, 28,
+ 22, -1, -33, -1, -5, 17, -24, 25,
+ 12, -30, 6, -10, 80, 0, -15, 8,
+ 10, -56, -9, -43, -71, 21, -114, -2,
+ 15, -20, 58, -33, -12, 25, 14, 11,
+ 5, 22, -4, -12, 14, 68, 5, -50,
+ -40, 41, 6, 28, -7, -4, 15, 15,
+ -32, 36, 18, -22, -9, -11, 10, -86,
+ 1, -19, -31, -20, -27, 46, 18, 32,
+ 10, 11, -7, 1, 19, -3, -8, 3,
+ 58, 6, 7, -7, -11, -40, -10, 0,
+ -9, -8, 5, 51, 2, -10, -3, -20,
+ -28, -1, 1, 19, -21, 40, 9, -1,
+ -11, 3, 18, 12, -3, -8, 11, 0,
+ 9, -9, -11, -3, -18, 3, 12, -3,
+ -31, 3, 7, -32, 9, -6, 53, -8,
+ -20, 12, -3, 17, -6, 9, 8, 2,
+ -35, 17, 19, 5, 4, -47, 1, 1,
+ -8, 26, -5, 10, -11, -19, 16, -10,
+ -24, 1, 10, -13, 33, 7, 30, -22,
+ 46, -1, -18, -1, -7, 1, 10, -11,
+ -10, -1, 3, -52, 38, 18, 66, -58,
+ 78, 5, 51, -20, -9, 61, 64, -20,
+ -13, -3, 29, 27, -73, 7, -12, -4,
+ -5, 40, 45, -39, 1, -53, -81, -14,
+ -18, -28, 13, -2, 31, -14, -36, 25,
+ 43, -14, 20, 3, 21, 95, 45, 10,
+ -38, -17, 16, -27, 12, 30, 39, 57,
+ 47, -75, 29, 37, 9, -19, -40, 100,
+ 59, -1, -68, 16, 79, 5, 34, -6,
+ -119, 59, 60, 5, 20, 99, -10, -13,
+ 24, -5, 16, 14, 25, -28, -41, 31,
+ 29, -75, 34, -7, 36, -24, -25, -20,
+ 16, -50, -48, -11, -54, -19, 58, 73,
+ 17, -29, 43, -70, 82, 1, 46, 31,
+ 57, -15, 40, 17, -21, -28, 6, -90,
+ -9, 47, -52, -15, 32, 1, -27, -31,
+ -21, 3, -99, -35, -32, 2, -31, -27,
+ -18, 66, 24, -25, -13, 20, -14, 20,
+ -3, -3, 71, -24, -74, -30, -7, -30,
+ 122, 43, -3, 45, 14, 20, -24, -2,
+ 12, -41, -58, -19, 21, -26, 27, -63,
+ -19, 24, 52, -3, -38, 5, -44, -29,
+ 18, 45, 10, 11, 2, -14, -13, -47,
+ 48, 1, 40, -42, 69, 5, 50, -41,
+ 23, 18, -8, -14, 13, -10, -49, -36,
+ 4, -4, 53, 7, 7, -17, -12, 44,
+ 2, 5, -2, -17, 5, 10, -20, -16,
+ 23, 33, -1, 9, 8, -6, -24, 1,
+ 12, -23, -20, 5, 18, -16, 0, -3,
+ -3, 16, -6, -13, 12, 21, 55, 31,
+ -11, 9, 6, 11, -6, 11, 26, -10,
+ -16, -3, 3, -32, -2, -5, -16, -3,
+ 31, -4, -48, -6, -12, 7, 12, 10,
+ 14, 2, 3, 8, 17, -10, 0, -14,
+ 3, -11, -48, 5, 27, 5, -34, 2,
+ -16, 22, 9, -3, 10, -2, 67, 10,
+ 15, -4, -22, -3, -45, -18, 60, 26,
+ 106, -21, -23, 5, -68, 88, -6, 8,
+ -22, 3, 33, -13, 37, -26, -86, -20,
+ -40, 59, 8, 13, -43, -42, -6, 55,
+ 27, -7, -26, 12, 30, -44, -18, 28,
+ -19, 26, 45, -6, -17, 32, -11, 27,
+ 12, -16, -9, 24, 26, 2, 10, 18,
+ 7, -83, 28, -59, 25, -52, -13, 59,
+ -31, -17, -10, 13, 10, -12, 45, -73,
+ 20, 84, -57, -48, -27, 7, -13, -76,
+ 32, -17, -38, 20, 74, -37, 20, 38,
+ -5, -2, 29, -8, 19, -49, 5, 3,
+ 53, -30, 4, -50, -14, 2, -24, -15,
+ 50, 15, -8, 22, 6, -28, 34, 16,
+ 11, -24, 43, -14, -11, -10, -9, 23,
+ 1, 0, -43, -19, -16, 55, 10, 10,
+ 10, 11, -12, 21, -13, 13, 44, -21,
+ 8, -17, 21, -4, 7, 8, -27, -17,
+ -16, 27, 9, -45, -65, 34, 5, -18,
+ 25, 7, -47, 4, 1, 18, -14, 30,
+ -16, 22, -1, -7, 41, -32, -44, -23,
+ 44, -5, -20, 7, 99, -72, 5, 51,
+ 16, 11, 116, 7, -10, -9, 1, -10,
+ -50, -5, -39, -58, 32, 19, -12, -3,
+ 10, -7, -3, 2, 9, -10, -36, 10,
+ 38, 7, -23, 0, -6, -41, -3, -11,
+ 20, 5, -15, -15, 2, 60, -27, -31,
+ 7, 53, 2, -13, -10, -25, 0, -4,
+ -16, 13, 14, -7, -6, -5, 0, -20,
+ 28, -17, -4, 10, 1, 14, -18, 16,
+ -22, -34, -14, -13, 6, 1, -27, 1,
+ -8, -9, 12, 1, 5, 44, 1, 25,
+ -8, 8, -4, 15, 8, -2, 6, 5,
+ 7, -2, -10, 9, 5, 41, 18, 6,
+ -1, -4, 28, 21, 13, -4, -1, 7,
+ 7, -15, 18, 16, -72, -2, 28, 4,
+ 3, 61, -25, 77, 66, -7, 58, 63,
+ 106, -52, -124, -63, -19, 45, 66, 44,
+ -35, 70, 75, -74, 67, 14, 9, 38,
+ -22, -16, 29, -9, -17, 32, 46, 28,
+ -22, -22, -14, 52, -62, 42, -7, 86,
+ 14, -1, 56, 10, 48, 95, -7, 40,
+ 70, -78, 60, 36, 98, 45, 5, 37,
+ -69, -22, 7, -52, 33, -119, -20, 27,
+ -37, 9, 104, 75, 23, 41, -41, -11,
+ 20, -19, -46, 70, -46, 63, 2, -9,
+ -1, 115, -45, 14, 58, 73, -10, -122,
+ 127, 20, 14, 3, 51, 1, 31, 65,
+ 31, 9, 34, 42, 33, -120, -109, -26,
+ 28, 27, -72, 15, 6, -33, 63, -9,
+ 75, 3, 3, 74, 2, -35, -26, 106,
+ -8, 73, -49, 16, 47, -116, -100, -24,
+ -25, -20, -17, 6, -5, -60, 88, -19,
+ -3, 46, -46, -56, 111, -12, -42, 22,
+ -61, 30, 12, -24, -122, 29, -100, 36,
+ 42, -40, -12, 32, 7, 15, -3, -45,
+ 50, -127, -6, -45, -36, 25, -32, 18,
+ -59, -25, -1, -2, 5, -40, 44, 28,
+ 15, -86, -9, 27, 81, 6, 5, -58,
+ 3, 8, -67, 20, 39, -50, -52, -67,
+ -32, 17, -7, -15, 9, -33, 42, 27,
+ 50, -46, -28, 10, -10, 48, -20, 27,
+ -4, 4, -36, 22, -4, -8, 28, -15,
+ 20, 70, 5, -2, -3, -34, 2, -34,
+ 0, 16, 11, 25, -29, 9, -8, -9,
+ 32, 3, -13, 94, 6, -6, 8, -5,
+ -37, -40, 2, -16, -15, -11, 50, 13,
+ -5, 13, 3, 38, 11, 6, 9, -21,
+ 17, -29, -8, 13, -2, -1, 13, 15,
+ -24, -14, -8, 5, -19, 89, -52, -28,
+ -81, 34, 56, 3, -32, -3, -8, -23,
+ 22, 17, 20, 4, 19, 23, 22, -8,
+ -14, 36, 24, -19, 39, -3, 47, -30,
+ -1, 20, -20, 1, 4, 14, -17, 21,
+ 35, 19, -15, 29, -71, -19, 14, -1,
+ 17, -85, -53, 19, -9, -47, -22, -27,
+ -21, -20, 33, -15, -7, -15, -23, 22,
+ -10, -44, -22, -52, 27, -15, 20, 7,
+ 18, 38, 27, 5, 53, 74, 35, 7,
+ -4, 13, 46, 56, -35, -26, 52, 8,
+ -24, 8, 19, -52, -45, -8, 1, 7,
+ -103, 20, 20, 1, -18, 6, -18, 16,
+ 52, -50, 54, 29, 7, 14, -52, 13,
+ -19, 21, 85, 5, -2, 16, -17, 30,
+ 12, -41, 1, 6, -2, -42, 101, 14,
+ -69, -6, 32, 0, -2, 30, -12, 48,
+ 22, -8, -14, 25, 16, -6, 16, -31,
+ -20, 73, 10, 3, -42, -41, 12, -13,
+ -28, 5, 11, -41, -17, 35, -30, 9,
+ -2, -2, 40, 6, -17, -28, 5, 4,
+ 32, 48, -5, 33, 23, -29, 2, -11,
+ 39, 28, 55, -13, 10, -4, 11, 2,
+ -20, -15, -18, 24, -19, 67, 24, 0,
+ -59, 3, 7, 2, 15, 50, 19, 12,
+ -26, -25, -42, -23, 20, 1, -10, -48,
+ -8, -25, 16, 0, -29, -9, -6, -23,
+ -2, 13, -8, -10, 8, -22, 1, 29,
+ -64, 2, 12, 5, 17, 34, -10, 4,
+ 7, -2, -25, -9, -2, 15, 19, 17,
+ -10, -26, -4, 35, -9, 0, -14, -3,
+ 2, 5, -4, 0, -4, 9, -11, 0,
+ -1, -12, -8, -18, 3, -7, 56, 3,
+ -61, 25, -23, 34, -10, 4, -8, -13,
+ -20, 16, -26, 22, -1, 4, -13, -13,
+ 8, -16, 13, -10, -19, 38, 6, 5,
+ -24, 20, 2, -7, 27, 8, 5, 2,
+ -13, 1, -3, 8, 24, 4, 15, -1,
+ -12, -24, 12, 13, 28, -6, 12, 11,
+ 26, 28, 2, 3, 62, -77, -23, 32,
+ -13, 43, 120, -48, 30, -25, -1, 30,
+ 9, 30, 23, -13, 8, 22, -5, 31,
+ -60, 1, 24, -2, 46, -42, -15, 26,
+ -75, 12, -19, -42, 29, 8, 5, 25,
+ 44, 81, -32, -60, -16, -44, -31, 44,
+ -2, -30, 11, 44, 67, 9, -53, -7,
+ 14, -10, -27, -18, 22, 66, 60, 27,
+ -17, -22, -2, 44, -74, 5, 42, -99,
+ -39, 10, 50, 8, 31, -9, 41, 19,
+ 3, 30, -52, -26, 13, -31, -7, 46,
+ 78, 58, 3, -4, 53, 50, -16, 11,
+ 8, -49, 36, 28, 8, 8, 70, -5,
+ 4, 8, 4, 20, -24, 23, 7, -17,
+ -14, -1, -38, -32, -27, 3, 0, -13,
+ -2, 13, 38, -9, -18, 67, 20, -13,
+ -1, -32, 1, 27, -1, 85, -69, -9,
+ -2, 12, 53, 23, -38, -8, -20, -9,
+ 18, -5, -75, -50, 19, -42, -29, -10,
+ -1, -2, 10, -29, -4, -59, -47, -3,
+ -23, 39, 12, 21, -58, 12, -19, 72,
+ 38, -24, 0, -33, 0, -13, -24, -1,
+ 1, 41, 10, 0, 62, -9, 6, -41,
+ -38, -3, 39, 19, 14, -2, 8, 4,
+ 2, -4, 3, 10, 0, 2, -25, -8,
+ -9, 8, 39, -19, 19, -17, -14, -13,
+ -6, 0, -9, 4, 1, 26, 0, -33,
+ 24, -16, 10, -10, -17, -1, 2, -29,
+ 20, -13, -11, 11, 6, 14, 7, 12,
+ -1, 16, -5, -32, -21, -10, 40, -4,
+ -4, 2, -20, 12, -4, 4, 34, 1,
+ 11, 8, 12, -25, -1, -8, -16, 16,
+ 9, 8, -8, -18, -3, 15, -16, -17,
+ 13, 22, 5, -4, 3, -19, 9, 10,
+ -10, 11, -18, -8, 30, 14, 11, -8,
+ -1, -1, 27, 11, -64, 3, 10, 15,
+ -45, 2, -21, 6, 19, 27, -53, -33,
+ 16, 48, 24, -36, 21, -18, 74, -58,
+ 17, -4, 39, -19, -52, 6, 4, -15,
+ 9, 2, 39, 70, 13, -13, -30, 36,
+ 56, -25, -14, 0, -1, 56, -29, -33,
+ -9, -52, -5, 2, 13, 16, 9, -1,
+ -27, -46, 5, -15, -36, -15, -78, 8,
+ -24, -16, -48, -30, -26, -66, -10, -50,
+ 21, 0, -22, 50, 10, 18, -95, 70,
+ 39, -35, -22, -21, 9, -2, 14, -1,
+ -10, -17, -22, 2, 27, 21, -17, 14,
+ 88, 33, -5, -5, 4, -14, 21, 20,
+ -24, -51, -75, 7, 8, -22, 5, 17,
+ -25, -12, -21, 15, 11, 24, -33, 19,
+ 1, 14, -11, 14, -8, 5, -6, 8,
+ -37, -12, -11, 9, -4, 26, 9, 9,
+ 15, 11, 31, 10, -17, 1, -23, -15,
+ -4, 2, 11, 29, 11, 5, -18, -1,
+ 33, 29, 28, 6, 9, 10, 46, 1,
+ -26, -19, 36, -57, 32, -17, 1, -14,
+ 9, -24, -17, 13, -7, -2, 10, 28,
+ 63, 10, -49, -51, 28, -51, 5, -8,
+ 8, 0, -13, -11, -18, -16, -26, 18,
+ 8, 33, -19, 49, 4, -4, -15, 47,
+ 6, -2, 1, 10, 0, 4, 20, -35,
+ -28, 12, -31, 6, 10, -18, -2, -23,
+ -17, -1, 1, 20, 18, 20, -3, -18,
+ -7, 14, 1, -4, 21, 9, -1, 23,
+ 4, -12, -11, 18, -6, -2, -3, -1,
+ 10, 3, -3, 12, 3, 7, -16, -4,
+ -4, 9, 8, -5, 2, 5, -11, 5,
+ 4, -23, -8, -33, 18, 6, 19, 13,
+ -7, 6, 25, -9, 1, -3, -3, -10,
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+ 102, -43, -77, -22, -38, -51, -34, 22,
+ 11, 27, 34, 12, 9, 2, 60, 39,
+ -61, -6, 19, 27, 24, -4, 0, 2,
+ 3, -2, -4, 5, 2, -77, 88, 5,
+ -67, 3, 23, 4, -3, -127, 44, -32,
+ 3, 12, -16, 21, 16, 26, -14, 20,
+ -40, 16, -7, -1, 2, 20, -13, 1,
+ 3, 4, 19, -1, -5, 27, 1, -66,
+ -4, 13, 8, -35, -11, 1, 0, -42,
+ -11, 2, 12, 2, 4, -19, 50, -57,
+ 8, 18, -65, -6, 14, 19, -1, -4,
+ -30, -12, -107, 8, 0, -46, -2, 17,
+ -28, -19, 38, -11, -6, -57, 4, 3,
+ 14, 3, 55, -22, 41, -5, 114, 5,
+ -5, 47, -12, 16, -25, 12, -10, 32,
+ -9, 12, -45, -5, 7, -13, -38, 20,
+ 44, 2, 1, 6, -10, 31, 19, 54,
+ -6, -7, -26, 20, 3, -31, 5, 0,
+ -15, 25, -30, 54, 30, -13, 4, -23,
+ 17, 18, -8, 13, -2, -3, 9, 4,
+ 10, 13, -6, 55, 21, -25, -2, -8,
+ -5, 2, -11, -42, 4, 6, 11, 51,
+ -8, 10, -4, -25, 69, 54, 3, -8,
+ 0, 42, -1, 7, 1, -41, 21, 65,
+ 42, -2, 81, -46, 3, -19, -6, 12,
+ 22, -66, 21, 7, 62, -8, 59, -14,
+ 126, 17, 41, 2, 5, 3, 18, -10,
+ 5, -43, 2, 5, 6, 0, 119, -8,
+ -66, 2, 36, -48, -2, -41, -39, -6,
+ 34, -22, 44, -15, 10, -7, 1, 47,
+ 10, 5, -7, 3, -17, 8, -25, 18,
+ 50, -5, -2, -13, -44, 30, -20, 4,
+ 12, 32, 39, -43, 44, -11, 21, -3,
+ -27, 19, 1, -77, -28, 1, -10, -45,
+ -34, 12, -44, 47, 5, -49, -1, -17,
+ 25, -25, -2, 37, 13, 4, -3, -1,
+ 35, -4, -128, 17, 12, -7, -38, -20,
+ 1, 52, 4, -11, -15, -47, -27, 12,
+ -118, -2, 13, -32, 21, 13, 36, -13,
+ 4, -10, 3, -5, 14, 2, -47, 4,
+ -128, -2, -2, 6, -5, 18, -17, -1,
+ -6, -3, -9, 8, 1, -30, -12, -5,
+ -14, 2, -1, -3, -8, -14, 1, 4,
+ 9, -17, -20, -24, 3, 0, 1, -2,
+ 13, -9, -3, -17, 7, 2, -28, 6,
+ 1, 14, 3, -9, 6, -4, 4, 11,
+ -3, 5, 19, 12, -9, 15, 3, 3,
+ 9, 3, -5, 2, 2, -8, 10, -24,
+ -13, -3, 2, 5, -18, -1, -12, 10,
+ 24, -3, 59, -2, 15, -11, -48, 21,
+ 11, 9, -6, 20, 24, 14, 3, 4,
+ -18, -58, -22, -9, 27, -14, -19, 8,
+ 1, -11, 5, -12, -14, 3, 4, -14,
+ -3, -3, 1, 11, -25, -2, -18, 9,
+ 21, -8, -26, -18, 10, -3, -13, -84,
+ 20, -25, -4, 4, -7, -44, -15, 28,
+ -2, -30, -9, 1, -26, 11, 22, 13,
+ -2, 31, 45, -3, 14, -9, 19, -27,
+ 11, -10, 8, 16, 14, -2, 0, -13,
+ 19, -7, 9, 5, -14, 10, -26, 0,
+ 17, -7, -35, 15, 30, 4, -28, -24,
+ 0, 4, -22, -4, 12, 9, -18, -2,
+ 50, -6, 5, 3, -1, 29, -29, 2,
+ 10, 69, 17, 20, -121, 5, -5, 86,
+ 17, 23, -36, -19, 0, 8, 1, 11,
+ -19, -13, 52, -15, 6, 25, 10, 22,
+ 24, -5, -38, 3, 29, -85, 1, 3,
+ 2, -51, 55, 19, 21, -7, 9, -26,
+ 8, -10, 9, -72, 6, 6, 20, 1,
+ -26, -17, 11, -22, -20, 11, 2, 19,
+ 8, -4, -1, 38, -54, 10, 1, -16,
+ 12, 20, 8, -9, 8, -11, 29, 59,
+ 49, -16, 17, 5, 29, -19, 72, 12,
+ 21, 4, 41, 23, -13, -4, 6, 12,
+ 4, 4, 7, 5, -6, 8, -24, -8,
+ -1, -1, -4, 5, -15, -18, -2, 7,
+ 7, 2, -23, 7, 4, -11, 11, -9,
+ 0, 0, -1, 18, -5, 21, 5, 6,
+ -20, -27, -2, -4, 3, -3, 4, 4,
+ -5, -11, -10, -2, -4, 5, -1, 3,
+ -12, 7, 4, -9, -9, -4, 34, -8,
+ -2, -33, 8, -8, 4, 11, -13, -11,
+ 0, -15, 15, 10, 5, 1, 3, 7,
+ -15, -10, 24, 3, 7, 11, -2, 2,
+ 12, -1, 7, -9, 3, 1, 4, 1,
+ -5, 1, 20, 1, -12, -1, -9, 15,
+ -1, 2, 8, -16, -24, -4, -8, -8
+};
+
+static const rnn_weight denoise_gru_recurrent_weights[27648] = {
+ 12, -32, 90, -37, 43, 110, 84, 82,
+ -60, -5, 46, -97, -72, 38, 55, -45,
+ -122, 42, -31, -9, 81, -69, 127, -20,
+ -118, 25, 95, 4, -128, -20, -5, 127,
+ 50, 127, -106, -20, -68, -72, -29, 45,
+ -6, -100, 4, -24, -37, 37, -127, 20,
+ -82, 88, 29, 21, -37, -108, 37, -117,
+ 3, 127, -4, 81, -91, 57, 114, -51,
+ -71, -55, 39, 75, -67, 14, 126, -13,
+ -110, -7, -110, -9, 18, -10, -34, -126,
+ -24, 38, 109, -110, -24, -58, 115, -66,
+ -11, 39, 127, 2, 1, 7, 28, -55,
+ 49, -44, 107, -52, 20, 118, -11, -128,
+ -21, 127, -84, 127, -43, 12, -37, 127,
+ 18, -51, 24, 117, -6, 126, -128, -93,
+ -3, 75, 74, -29, 127, 30, 34, -123,
+ -33, -127, 26, -90, 83, 65, -70, 127,
+ -17, 36, 107, -64, 38, 66, 116, 12,
+ 127, 19, -128, 127, 127, 21, -64, 125,
+ -37, -127, 86, 30, -65, -34, -114, 111,
+ 127, 77, 104, 127, 35, 40, 127, 85,
+ -28, 111, 69, 37, 13, 48, 43, 70,
+ 105, 41, 19, 124, 28, 127, 127, -36,
+ 24, 127, -116, 33, 86, 124, -82, -9,
+ -13, 39, 3, -34, -17, 126, -114, -12,
+ 5, 53, 69, -81, 88, 61, 50, -127,
+ 96, 22, -19, -110, -6, 22, -126, -126,
+ 127, 33, -11, -90, 96, 1, 48, -33,
+ -2, -81, 34, 23, 15, 58, 69, -37,
+ 31, 101, -12, 33, 92, -22, -128, 82,
+ -105, 127, -77, -7, 2, -49, 113, -27,
+ 3, -38, 17, 127, 83, 9, 55, -7,
+ 75, -48, 5, 20, 17, 3, -52, 65,
+ -27, -42, -26, -3, 107, -25, 1, 63,
+ -29, -19, 58, 18, 42, -6, -63, -70,
+ 11, 83, 72, -111, 33, -86, -64, -34,
+ -70, 127, -33, -84, -50, -59, -42, 51,
+ 53, -100, 127, 69, 73, -22, 6, 10,
+ 61, 12, -78, 46, 85, 125, 127, -51,
+ 85, 4, -2, -51, 82, -9, 1, 127,
+ -29, 84, 52, -9, -127, -60, 78, 127,
+ -126, 127, -13, 64, -39, 44, 47, -91,
+ 72, -115, -31, 35, 55, -34, 62, -60,
+ 5, 127, 103, 127, -80, 86, 124, 127,
+ 122, -71, -83, -54, 127, 54, 32, -65,
+ -97, 126, -64, -76, -101, 49, 93, 126,
+ -25, -29, 127, 108, 48, -41, 69, 46,
+ -7, 101, 126, 59, -82, 47, 20, -18,
+ 127, -109, -5, -43, -54, -10, 11, -17,
+ -48, -127, 127, 59, 70, -31, 77, 55,
+ -53, 69, -11, -30, 30, -48, -63, -86,
+ 23, 120, -81, -35, -15, -53, 7, 126,
+ -71, -106, 35, 90, -48, -30, 15, 51,
+ -123, -3, 9, 28, -128, 29, 127, -83,
+ 14, 127, -103, -76, 127, -25, -124, 41,
+ 69, -23, -103, -5, 24, -33, 50, 76,
+ 35, 2, 24, -6, 127, 13, 126, -3,
+ 52, 7, 45, -76, 127, -26, -126, -67,
+ -21, -48, -127, 44, 100, -32, -3, 122,
+ -33, 81, -127, -16, -79, 7, 76, -128,
+ 56, 69, 65, 16, -40, 103, -19, -59,
+ 32, 94, -24, -74, 63, -13, -14, 6,
+ 83, 27, -45, -21, 50, 32, -127, 53,
+ 107, -31, 27, -70, 81, 51, 24, 127,
+ 20, -73, 124, -16, 20, -81, 17, 11,
+ -43, 52, 19, 6, -31, 10, -128, 2,
+ -78, 92, -88, -42, -12, 64, 56, -36,
+ -28, -45, 41, 0, 18, -3, 36, 126,
+ 103, -12, -22, -5, 73, 74, -96, -21,
+ 7, 21, 27, -50, 85, -43, 87, 79,
+ -17, -8, -46, 94, 92, 19, 3, 79,
+ 44, 19, -127, -20, -30, -47, -23, 23,
+ 39, 89, -53, 51, -20, -77, 127, 15,
+ 26, 5, -115, 23, -56, 78, 59, -18,
+ 28, -26, 63, 20, -51, 14, -24, 107,
+ 7, 102, 7, 127, -43, 76, -16, -60,
+ -5, -104, 82, -8, 126, 127, -16, -82,
+ 49, -16, 66, -40, 127, 12, -3, -8,
+ -55, 57, 3, -80, 55, 93, 27, 37,
+ 111, 121, -17, 100, 100, 46, -6, -73,
+ 73, 117, 86, -18, -4, -48, -60, 102,
+ 124, 7, 112, -65, 11, 31, -73, -50,
+ 66, 38, -118, -6, -11, -32, -126, -43,
+ -68, -127, -5, -49, 127, 49, -67, 0,
+ -30, -54, -127, -83, -69, -25, -52, 127,
+ 126, 45, 26, -126, 51, 113, -127, -33,
+ -79, 127, 61, 49, 126, 74, -37, 46,
+ -55, 122, -125, 28, 48, -44, -2, 102,
+ 127, 65, 105, 127, -44, 127, 125, 122,
+ 28, 99, 0, 73, -30, -62, 109, -10,
+ 22, -10, -84, -128, 127, -1, 121, 32,
+ -109, -27, 26, -20, -13, -14, 14, 2,
+ 26, -125, -39, 127, 95, -43, 83, -126,
+ -54, -97, 30, -128, 40, -73, -29, -31,
+ -35, 24, 97, 99, 38, -31, -128, 52,
+ 50, -40, 74, 82, 76, -65, 29, -120,
+ -126, 26, 7, 127, -116, 64, -73, 127,
+ -52, 15, 77, 17, 103, -28, 1, -47,
+ 8, -128, -14, -119, 127, -83, -80, 78,
+ 81, -44, -127, 3, 15, 6, -128, -15,
+ 127, -77, 15, -128, 41, 72, 127, 20,
+ 20, 59, -128, 73, 68, -126, -109, -19,
+ -32, 34, -34, -126, -128, -13, 16, -36,
+ 12, -5, -42, -35, -4, -2, 10, 95,
+ 82, -128, -125, -128, -61, -41, -73, -22,
+ 8, -64, -2, 8, 38, -43, -13, 113,
+ -2, -128, 1, -38, 1, -103, 3, -127,
+ -79, 35, -53, 31, -42, 31, -25, -15,
+ -6, 122, -48, -65, 5, 122, 14, 89,
+ 126, -43, 65, 85, 51, 90, -27, -42,
+ -125, 25, 87, 118, 39, 92, 127, 35,
+ 94, 48, 27, -84, 32, 56, 1, 44,
+ -55, 59, 127, -1, 24, -1, -31, 110,
+ 84, -27, 33, 83, 20, 127, 4, 124,
+ 122, -25, 42, 34, 126, 46, 59, 100,
+ -83, 127, 75, 127, 122, 46, 64, 48,
+ -32, 127, 126, 2, -46, 59, -43, -66,
+ -51, 58, -24, -59, 54, 121, 36, -92,
+ 65, -35, 123, 107, 120, 1, 78, -93,
+ 124, 53, 127, 71, 24, -29, 69, -39,
+ -101, -21, -121, -81, 65, -56, 49, -78,
+ 33, 66, 21, 124, -46, -37, 67, 38,
+ 80, 127, 4, -79, -128, 32, 12, 26,
+ -29, -27, 127, 17, 1, 126, -127, -124,
+ 104, 12, 22, 126, -7, -118, -6, -15,
+ 42, -113, 25, -66, 87, -128, 6, 96,
+ 100, -35, -25, -86, -21, 45, 74, -7,
+ 127, 57, 27, 98, 7, 29, 60, 112,
+ 127, 35, 13, -128, -75, -96, -127, -29,
+ 5, -1, 36, 68, 86, 15, -28, -128,
+ -50, 26, 25, -6, 70, -127, 20, -128,
+ -1, 35, -98, 8, 78, -22, -59, -14,
+ -22, 102, 94, 127, 120, 127, 127, -7,
+ 121, -89, 37, 40, -127, 38, 54, -9,
+ 127, 55, 41, 126, -28, -122, 8, -38,
+ -10, -2, -80, 126, -74, -22, 84, 41,
+ 16, 124, 106, 78, -50, -59, 36, 113,
+ 127, 18, -120, -127, -94, -83, -26, -29,
+ -123, -108, 127, 102, 70, -43, -127, 127,
+ -59, 101, 29, 95, -8, 127, -126, -127,
+ 111, 52, -128, 96, 127, -74, 94, -7,
+ 60, 73, -87, 24, -107, 127, -72, -127,
+ 90, 24, -127, -91, -120, -128, 0, 127,
+ 40, 32, 93, -107, 127, 126, 127, -128,
+ 32, 127, -4, 0, 86, 41, 0, -22,
+ 19, -128, 127, -46, -41, -94, 62, -61,
+ 46, 21, -70, 32, 49, -106, 126, 47,
+ 89, -127, 60, -81, 127, 44, -1, 63,
+ 88, 22, 127, 124, -43, -126, -45, -3,
+ -125, 23, -10, -121, -127, 39, -54, -85,
+ 21, 71, -84, 12, -40, -105, 22, -64,
+ 7, 125, 42, 39, -70, 119, 81, 60,
+ 27, -82, 56, 51, 0, 38, 127, 19,
+ 44, 94, -17, 58, -86, 103, -124, 60,
+ -128, 124, 20, 72, -58, -24, 22, 111,
+ -128, 23, 62, -84, 43, -17, -65, -21,
+ -34, -12, 44, -86, 41, 23, -41, 126,
+ 10, 80, 95, -1, -102, -37, 21, 90,
+ -127, 127, -127, -29, 73, 77, -10, 99,
+ -57, -32, 122, -28, -58, -127, 7, -35,
+ 119, 49, -1, 93, -4, 127, 93, 95,
+ -2, -1, 3, 99, -45, -60, 27, 53,
+ 35, 49, -46, -18, 18, 64, -7, 83,
+ 36, 8, -59, 36, 19, 0, 19, -25,
+ -48, 57, -2, 127, -12, -69, 77, 67,
+ 47, -11, -47, 53, 20, 0, 21, 38,
+ 55, 15, -87, 8, -30, -50, 127, -21,
+ 15, 68, -22, 125, -7, 5, -89, 127,
+ -15, 70, 30, 0, -47, -20, 67, -72,
+ -94, 14, 64, -51, 89, -1, -51, -85,
+ 17, 5, 17, -126, 127, 120, -127, 78,
+ 118, -72, 15, 37, -74, 76, 8, 101,
+ -16, -103, -18, -11, 50, -128, 37, 35,
+ -101, 7, 87, -42, -38, 4, -128, -28,
+ 126, 127, -62, -20, -36, 101, -51, -45,
+ -15, 1, -43, -127, 50, 82, -38, -92,
+ -14, -62, 7, -13, -16, -7, -21, -10,
+ -39, -99, 127, -32, -4, -62, 62, 31,
+ 95, 10, -58, -81, -50, 24, 127, -87,
+ -128, -103, -127, -42, 119, -18, 30, -117,
+ -78, 19, -4, 52, 9, -128, 5, 41,
+ -128, 77, 102, -20, 57, -127, -11, 69,
+ -17, 54, 94, 6, -12, 18, 92, -2,
+ 117, 15, 81, -19, 84, 42, 60, 8,
+ 39, -39, 111, 5, 18, 110, 6, 102,
+ 127, -76, 38, 92, -3, -127, 0, -5,
+ -21, -74, 33, 85, 127, 51, -128, 100,
+ -36, 126, 53, 69, -18, 126, 47, -57,
+ -41, -30, -128, 124, -13, 11, -63, -8,
+ 125, 127, 51, -127, 21, -127, -4, -88,
+ 21, 69, -126, 4, -128, -35, 3, 35,
+ -2, 55, 36, 58, 40, -16, 87, 13,
+ 24, 26, -17, -55, -68, -93, -87, 28,
+ -63, -10, -54, 1, 127, -127, 13, -18,
+ 6, -4, 47, 12, -80, 59, -28, 84,
+ 43, 50, -127, 25, -36, -127, 100, 17,
+ -53, -118, 16, 66, -17, -37, 13, -33,
+ 85, 83, 39, -117, -16, -67, -12, 3,
+ 44, -23, 60, -62, -88, -47, -74, 27,
+ -5, -84, 31, -127, -5, 15, 2, -87,
+ 2, -127, 9, -3, -61, -3, 6, 61,
+ -39, -16, -86, -18, 32, -127, 6, 29,
+ -101, 3, -127, -12, -38, -39, -31, -16,
+ 30, -79, -110, -44, 1, -65, -41, -47,
+ -68, -47, -50, -16, -4, 127, 127, 55,
+ 79, -60, -78, 12, -128, 79, -26, 42,
+ -47, -13, -41, 120, -30, -3, -33, 18,
+ 46, 100, 32, -18, -45, -119, -1, -112,
+ -3, 125, -22, 34, -16, 21, -41, 22,
+ -12, -17, -18, 127, 75, -40, 99, 54,
+ 91, -82, -32, -35, 10, 1, -127, 32,
+ 4, 12, 16, -22, 21, 25, -38, -4,
+ 34, 15, 46, -19, 4, -8, 47, -8,
+ 42, 18, -64, 7, -1, 127, -127, -100,
+ -70, 1, -4, -65, 4, -5, 49, -63,
+ 70, -58, 44, -119, -55, 127, 122, -48,
+ 18, 32, -8, 17, 41, 75, 127, -43,
+ -32, -19, 127, 63, -12, -26, 45, -18,
+ -7, -6, 21, 100, -75, 37, 38, 29,
+ -27, 20, 8, -97, 13, -10, 78, 73,
+ 119, 0, -2, -128, -1, -6, 28, 23,
+ 35, -84, 36, -25, 15, -69, -6, -30,
+ -14, 41, -15, -28, -6, -16, -78, -36,
+ -96, 29, -28, 50, -32, 127, 48, 0,
+ 15, -25, -88, -9, -6, -27, -97, 4,
+ 58, 3, -5, 4, 79, -62, -13, -14,
+ -36, -105, -107, 9, -79, 32, -39, -1,
+ -46, -35, 115, 37, 17, -23, -37, -1,
+ -69, 48, 127, -19, -41, 30, 108, -67,
+ -18, -1, -111, 16, -51, 9, 50, -19,
+ -1, -60, -59, -50, -65, -16, 6, -8,
+ 9, -57, -126, -128, -38, 34, -56, -15,
+ -42, 73, 37, -20, 38, 18, -67, 21,
+ -81, -21, -14, 6, 16, 6, 16, -8,
+ -31, 26, 21, -50, 121, -38, -88, -32,
+ 127, 51, 21, 5, -10, 48, 56, 21,
+ -29, -93, 41, -71, 27, -73, 2, 127,
+ -10, -4, -54, -43, -19, 26, -24, 70,
+ -32, 1, 79, 18, -50, -7, -42, 7,
+ 24, -36, 72, -50, -55, 0, 13, -9,
+ -21, 2, -91, -45, 57, 21, 127, 5,
+ -105, -1, -85, 22, -127, -75, 52, -19,
+ -4, 14, 22, 23, -26, -7, 51, -79,
+ 0, -43, 35, 127, -32, -13, -70, -49,
+ -55, 12, 32, 127, 4, -42, 5, 20,
+ 11, -47, 5, -126, 47, -118, 7, 2,
+ -34, -14, -21, 87, 38, -44, -128, 29,
+ 68, 3, -12, 21, 19, 127, 11, -27,
+ -58, 74, -5, 61, -23, 83, 20, 127,
+ 24, -11, -1, 25, 77, -12, -54, -73,
+ -128, 43, 24, -14, 127, 17, 37, 21,
+ -124, -10, 84, 9, 29, 16, -57, 16,
+ 50, 66, -76, -45, -98, 38, -85, -25,
+ 6, 71, 11, -118, -128, 40, -127, 18,
+ 17, -78, 55, 37, -50, 90, 127, -84,
+ -19, 25, -54, 31, -51, 32, -98, -126,
+ -53, 24, 89, -16, -83, 32, -105, -14,
+ 127, -62, -127, -36, 82, -103, -64, -3,
+ 41, -26, 78, -30, -107, 14, 54, 127,
+ -57, 127, 46, 46, 33, 14, 61, -40,
+ -45, 1, -33, -127, -127, -23, -20, -74,
+ 21, 126, 101, -3, 57, 63, -84, -126,
+ -71, 9, 61, -4, -45, -95, 127, 60,
+ -57, -9, 127, 126, 41, -127, 41, 31,
+ -53, -50, -82, 14, -85, -7, 111, 127,
+ -35, 125, 81, -114, -31, 40, 112, 38,
+ 93, -128, 24, -46, -128, -47, 40, 126,
+ 73, 75, 60, 113, 54, 127, -51, -128,
+ 60, 82, -5, 118, 35, 13, -33, 47,
+ 63, -17, 7, 118, -21, -34, -44, 12,
+ -15, -81, 60, -55, 124, 92, 127, -40,
+ 127, -49, 11, -5, 62, 49, -73, -20,
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+ -21, 77, -114, -18, -38, 32, 46, 51,
+ -29, -58, -19, 67, -22, 39, 85, -16,
+ -111, -70, -49, 81, 70, -51, 26, 64,
+ 18, 87, 41, -17, -2, 39, 53, -109,
+ -125, -127, 18, 2, -49, -21, 79, -29,
+ -13, -43, 6, 36, -65, 2, 11, 2,
+ 62, 17, -80, 70, 14, 112, 59, -10,
+ 11, 110, 125, -58, 115, -128, -81, 96,
+ -28, -12, -53, 7, 64, -115, -50, 127,
+ -69, 75, 57, 66, 51, 79, -80, 29,
+ 127, -30, -59, 3, -92, -40, -14, -34,
+ -17, -75, -18, 126, 8, -128, -49, 79,
+ 36, -43, 104, -8, -40, 14, -28, 6,
+ -10, 37, 21, 44, 1, 117, 5, -63,
+ -57, -3, -22, -97, 106, 47, 66, -127,
+ 113, -3, 62, 9, 3, 4, -128, 8,
+ -47, -22, 23, -81, -51, 0, -44, 20,
+ 71, 6, 22, 11, 90, -3, -51, -55,
+ 89, 63, -99, -82, 94, -61, 8, -27,
+ 56, 52, -90, 127, 114, 127, -127, -13,
+ 127, -14, -66, -125, -28, 71, 117, 121,
+ -9, 10, -48, -30, -1, -128, 78, 82,
+ 82, 127, 90, 50, 127, 13, -128, 36,
+ -127, 87, -97, -109, -7, 127, -80, 89,
+ -4, 49, -107, 106, 64, -47, -44, 67,
+ -48, -127, -83, -126, -8, 60, -128, 6,
+ -86, 36, 76, -128, -15, -14, 127, 127,
+ 2, -12, 120, 8, -59, 103, 127, -98,
+ -25, -86, -127, 86, -47, -64, -6, 11,
+ -57, 66, 18, -22, -20, -59, 4, -80,
+ 58, 25, -92, 35, -47, 51, -30, -29,
+ 127, -83, -45, -32, -52, -89, 16, 120,
+ 29, 16, 47, 99, -64, 23, -57, 57,
+ 12, 39, -126, -30, -24, 33, 24, -77,
+ 35, -79, -2, -88, 29, 30, -15, -54,
+ 10, -21, 15, -34, -116, 36, 42, -1,
+ 39, -6, 1, -76, -22, -110, -95, -128,
+ 71, 18, -99, -34, 127, -70, -31, 27,
+ -17, -123, 25, -61, -41, -55, 127, 62,
+ 96, -66, -21, -127, 2, -31, -83, 32,
+ -57, -128, -32, -41, -5, 127, 63, 15,
+ -27, 40, 3, -79, 4, -40, -14, 104,
+ -25, 42, 27, 104, 14, 47, -9, 24,
+ -115, -127, 2, 26, -23, -32, 81, 28,
+ 89, 65, 77, -45, -65, 36, -31, -72,
+ 4, 61, 127, -74, 33, 42, 15, -43,
+ -124, -78, 30, 50, 36, -128, 42, 127,
+ -36, -1, -128, -21, 41, -57, -10, 49,
+ -22, 127, 14, 13, -39, 32, 46, -13,
+ -128, -52, -113, 52, 126, 121, -53, -14,
+ 7, -37, 41, 44, 7, -3, 13, 62,
+ -53, -41, 2, 127, 17, -118, 9, -128,
+ 21, 45, -46, -74, -48, 0, 127, 7,
+ 80, -14, 52, 127, -42, 14, -85, -78,
+ -29, 60, 56, -69, 127, -29, -39, -24,
+ 127, 36, 0, -119, 20, 8, -2, -89,
+ 79, -32, -11, -127, -70, 77, 76, 98,
+ 48, 29, 55, 13, -6, -70, 33, 77,
+ -93, 47, -13, 22, 72, 20, -14, 58,
+ -57, 8, 65, 7, 108, 47, 25, -61,
+ -6, -31, 13, 12, 63, -15, -91, 59,
+ -126, -66, -127, 46, 127, 35, -96, 3,
+ 45, 31, 52, -46, 48, 11, 124, 111,
+ 70, 30, -7, 102, 3, -39, -11, -76,
+ -64, 10, -57, 7, -46, -95, -128, 31,
+ -52, -18, 57, -44, -63, -92, -107, -62,
+ -127, 7, -2, -11, -60, -128, 0, 13,
+ -24, -46, -7, 48, -83, 127, 27, 21,
+ -23, 10, -83, -95, 4, 2, 15, -5,
+ -94, -2, 14, -60, -52, -90, 6, 2,
+ 29, -15, 3, 71, -84, -56, 22, -13,
+ 43, 64, -79, -62, 35, -128, -78, -127,
+ 11, 2, 127, 47, -113, 47, 39, -46,
+ -22, -14, -95, -42, -3, 30, -105, 25,
+ 115, 127, -93, -125, -23, -76, -13, -35,
+ 10, -126, -121, 2, -127, -38, 126, 57,
+ -127, 71, 43, 127, -42, 35, -31, 21,
+ -37, 100, -10, 35, 68, -10, 109, -22,
+ 43, -7, -45, -86, 3, 54, -30, -23,
+ 33, -127, -16, -15, -128, -20, 54, 8,
+ 69, 87, -73, -29, -10, 26, -12, -15,
+ -15, 38, -44, -76, 127, -40, -123, -11,
+ -10, -46, -12, -1, 103, 7, 24, -10,
+ -3, -42, -39, -107, -123, 125, -39, 49,
+ -26, -19, -72, -61, -65, -30, 79, 10,
+ -29, 113, 26, -30, -45, -61, -68, -37,
+ -111, 5, 92, 121, -34, 105, 35, -44,
+ -44, 119, -13, 19, -20, 6, -20, 38,
+ -69, -62, 48, -10, -30, 78, 18, 62,
+ -52, 118, -39, -10, -96, 62, -128, 112,
+ 127, -72, -77, 106, -126, 51, 63, 87,
+ -97, 5, 127, -123, -66, -65, 127, 6,
+ -67, -70, -6, 14, 118, 83, 34, -37,
+ -33, -9, 30, 1, 55, 127, -40, -89,
+ 40, -87, -62, -128, -31, -6, 126, -43,
+ 127, -128, 87, 4, 17, -52, -34, 127,
+ -3, 23, -24, -128, -60, 7, 20, -86,
+ 17, 57, 57, -31, -14, 46, 72, -17,
+ 127, 53, -128, 116, -123, -37, -124, -99,
+ -87, -74, -127, -60, -127, -1, -128, -61,
+ 127, 120, 89, -128, 49, -45, -50, 93,
+ -68, 6, -41, -50, -75, 9, -6, 56,
+ -16, -20, 78, -127, -14, -26, 82, -26,
+ -24, -49, -15, 24, -75, 122, 87, -47,
+ 90, 2, -18, -54, 19, -69, -26, -37,
+ 33, -31, 110, -17, 85, -128, -100, 111,
+ -33, -89, -45, -17, -38, 72, 21, -4,
+ 60, -57, -32, -67, -45, 3, -51, -18,
+ 12, 36, 83, 7, -28, 30, 96, -17,
+ 63, 3, -13, -47, -2, 98, -37, 11,
+ -9, -4, 40, 58, 13, 59, -19, -123,
+ -72, 4, 20, -31, 39, -40, 118, 0,
+ 3, 127, 28, -51, 8, -35, -60, -52,
+ 83, 65, -99, -38, 30, -39, 16, 2,
+ 78, -95, 109, -40, 127, 37, -91, 47,
+ -1, 29, -127, -105, 17, 1, 12, -108,
+ -60, 65, -61, 14, -69, -6, 25, -128,
+ 24, -83, -65, -76, 28, -53, 61, -127,
+ -128, -11, 37, -12, -81, 0, 71, 26,
+ -49, 45, 84, 23, -51, -69, -12, 98,
+ -71, 62, -81, 82, 67, -6, 50, -89,
+ -6, -41, -29, -34, -95, -87, 23, -12,
+ -59, -82, 20, 58, 15, 24, -7, -123,
+ -19, -34, -23, -3, 6, -17, -125, -3,
+ 102, 127, -120, -94, -44, -66, -49, -53,
+ -45, -33, 31, -24, 31, -67, 71, 65,
+ 83, -77, 51, 127, -78, -50, 127, 46,
+ -49, -120, -77, -128, -68, -127, 40, -12,
+ -29, -46, -98, 127, 109, -76, -61, -127,
+ -67, -120, 64, 16, -114, 127, -104, 82,
+ 104, -50, -127, -19, 127, 11, 37, -53,
+ 78, -56, 105, 127, -61, 85, -44, -33,
+ 9, 21, -31, 0, 22, -79, 127, -125,
+ 50, 127, -49, 49, 44, -22, 123, -30,
+ 48, 25, 93, -17, -119, -107, -128, -128,
+ -54, 61, -11, 25, 17, 65, 29, 30,
+ 97, 127, 37, 17, 79, 58, 114, 74,
+ -72, -4, -127, -31, 48, -25, -66, -61,
+ 43, -98, -128, -58, -93, 52, -46, -50,
+ -25, -26, -48, -127, -36, -60, -128, -13,
+ -124, -24, 19, 76, -60, 31, -51, -128,
+ 6, 29, -127, -128, -84, -106, -23, 29,
+ -36, 52, 18, -17, -37, -15, -30, 16,
+ -110, -33, -47, 11, -13, 7, 55, 28,
+ -39, -128, -73, 118, 4, -127, -30, 105,
+ -31, -55, -12, -93, -57, -32, 95, -53,
+ -125, -128, -2, 50, 38, 48, 34, -51,
+ -87, -20, 86, -86, 29, -51, 72, -127,
+ 20, 30, -128, -118, -42, 34, -23, -23,
+ 7, 53, 44, -109, 28, 4, -19, 48,
+ -29, 21, -128, -21, 43, 16, 103, -127,
+ -43, -41, 35, 33, -102, -91, -38, -45,
+ -127, -10, 32, -63, -84, -57, 38, -105,
+ -83, -16, -125, -80, 68, -40, -86, -5,
+ -44, -106, -49, -3, 23, -31, -63, 11,
+ 24, -125, -69, -57, 27, -45, 5, -124,
+ 70, 5, 14, 3, -57, -27, -13, -39,
+ -67, -12, -41, -76, -126, -127, 74, 56,
+ 4, -31, 9, -1, 104, 18, 29, 121,
+ 105, 28, 17, -22, -39, -92, 16, -95,
+ -27, 28, 66, -127, -41, -8, -18, -45,
+ 53, -72, -128, -58, -10, -15, 61, 114,
+ 29, 4, 127, -43, -127, 16, -30, -127,
+ 61, -77, 24, -9, -127, 13, 44, 56,
+ -26, -8, -52, 124, 2, 101, -42, -127,
+ -95, -30, 28, 33, 75, 52, 86, -12,
+ 32, 37, -17, -126, -17, -65, -45, -28,
+ 45, 127, 62, 102, 10, -128, 62, 114,
+ 2, -11, 5, -127, -15, 26, 33, -54,
+ 91, 74, 22, -25, 32, -128, 38, 58,
+ -41, 31, -8, 105, 9, -58, 4, 126,
+ -128, -12, -95, 0, 64, 54, -68, 41,
+ 93, -10, 127, 120, 81, 79, 127, -73,
+ -6, 59, 100, 12, -27, -24, 56, -18,
+ 51, -79, 46, -35, -20, -49, -124, 88,
+ 52, 15, -1, -27, 51, 41, -57, 8,
+ -43, -5, 99, -84, 7, 95, -21, -61,
+ 87, -64, 34, 42, 47, -9, -3, -123,
+ 23, 43, 6, -27, -69, 25, 98, -19,
+ -61, 67, -3, 11, 117, 127, 60, 107,
+ 5, 1, -125, 83, 13, 74, 21, -123,
+ 51, -23, 8, 52, -38, 127, 44, 41,
+ -66, 127, 126, 127, 67, -15, 66, 24,
+ -17, 83, -54, 113, -9, 43, -127, -32,
+ -70, 25, -86, -40, 3, -11, 25, 82,
+ -127, 55, 37, 68, -7, 69, -44, -126,
+ -101, -94, 77, 64, 21, -36, 54, -91,
+ -1, 117, -51, -71, 127, -62, 108, -57,
+ -84, 42, 76, -19, 63, 14, -27, -128,
+ 113, -11, -78, -13, -127, -128, 33, -72,
+ 9, -75, -108, -49, -35, 69, -126, -113,
+ -55, -123, 49, 44, 53, -127, 3, 4,
+ 60, -42, 49, 34, -32, -31, -52, -51,
+ 26, 7, 4, -30, -51, -127, 53, 127,
+ -84, -24, -127, -96, -27, -3, -88, -19,
+ 62, -72, 13, -77, -28, -79, 67, 17,
+ -90, 13, 127, -96, 45, 9, -28, -126,
+ 8, -126, -22, 36, -48, 75, 33, -56,
+ -92, 48, -34, -10, 127, 97, 58, 127,
+ 110, 98, -100, 91, 127, 107, 5, 14,
+ -15, -56, 17, 45, 13, 50, -39, -15,
+ 39, 33, 19, -9, -63, 127, -50, 52,
+ -81, 98, 99, 46, -65, 15, 78, -26,
+ -25, -39, -33, -33, -62, 127, -57, -127,
+ -20, 64, 59, -5, 62, -56, -57, 90,
+ 1, -20, 27, 27, 26, 126, -39, -26,
+ -42, -112, -40, -127, 122, -32, 7, 1,
+ 24, -7, -6, 45, 39, 12, 104, -28,
+ -128, -12, 109, -21, 1, -40, -67, -55,
+ 86, 7, 27, -80, -95, -13, 1, 36,
+ 107, -127, 55, -31, 96, 25, -56, 61,
+ -102, -16, 82, -53, -8, -1, -71, 33,
+ 22, -71, -62, 127, 88, -37, -32, 12,
+ -54, -20, 29, 25, 87, -64, -58, 33,
+ 63, -53, -27, 55, 125, 48, -14, -69,
+ 72, -47, 42, -8, -24, 79, 127, 109,
+ 0, -6, -78, -127, 92, -20, 30, 90,
+ 18, 120, 39, -58, 98, 14, -127, -55,
+ -127, -61, 127, -103, 125, -34, 88, 127,
+ 127, 15, -42, 55, 127, -31, 65, -88,
+ -108, 42, -68, -121, 127, 6, -19, 83,
+ 43, -19, 105, 38, 102, -29, 71, 48,
+ 0, -25, -25, -21, 126, 35, -128, -4,
+ 56, -79, 100, -13, -7, -45, -44, 111,
+ -42, -124, 14, -76, -40, -59, 100, 16,
+ -127, 12, -88, -49, 69, 65, 68, -47,
+ 45, -77, 32, -106, -128, -12, -6, 66,
+ 90, -7, 86, 93, 16, 41, -22, 18,
+ -108, 48, -39, 68, -40, 42, -109, 125,
+ 97, 7, 77, -40, 22, 24, -108, -67,
+ 10, -14, -68, 127, 116, 127, 5, 91,
+ -127, -23, 106, 35, 126, -82, 22, 90,
+ 24, 12, 41, -17, -6, 38, 106, 93,
+ 39, -63, -20, 83, -78, -67, -52, -3,
+ 20, 127, -77, -85, 0, -127, -99, -34,
+ 37, 22, -124, 35, -14, 25, 20, 42,
+ -3, -91, -56, 127, 5, -41, 57, -23,
+ 7, 13, 87, 87, 12, 31, -7, 79,
+ 29, 103, -127, 60, -66, -94, 97, 55,
+ 25, -9, 23, 121, 102, -6, 26, 12,
+ 22, 63, -29, -75, -46, -17, -32, -53,
+ 123, 13, -128, 96, 47, 46, -86, 23,
+ 116, 76, -43, -127, 31, -128, 41, -127,
+ -37, 64, 63, -57, 127, -73, 87, 12,
+ -64, -47, 86, 24, -122, 48, 127, 118,
+ -55, 127, 27, -82, -35, 29, 127, 126,
+ 5, -109, -42, 41, 2, 95, 97, 80,
+ 74, 51, -24, -34, 44, 84, -24, -128,
+ 21, 61, 15, -89, 56, 15, 4, 127,
+ 2, 63, 8, -74, -85, 49, 8, -27,
+ -16, -17, -35, 57, 17, -127, -26, -101,
+ 59, 53, -126, -6, 18, -62, 36, -40,
+ -25, -43, 46, -89, -27, 114, 14, 127,
+ 79, -90, -54, 17, 95, -31, 66, 96,
+ -123, 34, -11, -124, -5, -126, 127, 70,
+ -35, 26, 6, 11, 60, -60, 52, 66,
+ -23, 126, 54, 25, -103, 125, 123, -14,
+ -127, 73, -20, -128, 127, 70, -70, 127,
+ 109, 114, 19, 127, -118, -53, -28, 127,
+ -122, -9, -77, -127, -128, -37, -2, 124,
+ 108, -94, -128, -35, -4, 10, -93, -128,
+ 105, 101, 127, -126, 88, -38, -30, 127,
+ 96, -127, 32, -113, 6, -9, 91, 48,
+ -127, 12, -128, 42, 127, -14, -55, -34,
+ -36, 126, -125, -6, -9, 40, 127, 66,
+ -128, 36, -3, 7, -75, -126, -127, -47,
+ 61, 122, -38, 100, 127, 79, 11, -98,
+ -97, -22, 31, 119, -9, 105, 30, 38,
+ -51, 31, 3, -43, -61, -128, -124, 127,
+ -115, -46, 62, -20, 43, 57, -8, 127,
+ -125, -5, 53, -7, -47, -23, 26, 124,
+ 107, 59, -104, -126, 5, 127, -58, -82,
+ 37, -25, 127, -63, -9, 56, 127, 126,
+ 127, 1, -81, 63, -116, -96, -128, 15,
+ 127, 78, -128, -79, 62, -79, -19, -10,
+ -10, -41, 22, -121, -128, -51, 54, -82,
+ -14, 92, 94, 46, 127, 42, 5, -26,
+ -10, 127, 48, -128, -127, -126, -18, 127,
+ 80, 69, 127, 29, -102, -2, 84, 10,
+ 48, 127, -74, 53, 72, -123, -60, -76,
+ -1, 109, -37, -85, -13, -90, 74, 22,
+ -81, 127, 58, -61, -40, -126, 6, 7,
+ -39, -125, -127, 34, 13, -21, -6, 51,
+ -35, -21, -32, -16, -49, -64, -56, -46,
+ 127, 56, -59, -106, 115, -59, 8, 77,
+ -15, 2, 127, -127, -96, -2, -8, -91,
+ -100, -126, -3, -126, -84, -15, -70, -127,
+ -33, 39, -122, -37, -126, 17, -67, -20,
+ -17, 127, -38, 127, -127, 9, -7, 65,
+ 32, -74, -126, 31, -128, -82, -5, 14,
+ -10, -128, 50, 32, -128, -127, -7, -60,
+ -58, 27, -128, 126, -44, -75, -33, 8,
+ -80, -33, 12, -70, -23, -5, -128, -24,
+ 16, -37, -29, -127, 110, -47, 9, -97,
+ -94, -20, -29, 58, -2, 42, 45, 31,
+ -128, -9, -53, 16, 34, 16, 67, -12,
+ -58, -72, -52, 55, -28, 62, 7, 31,
+ 63, 35, 13, -128, 19, -13, -42, 100,
+ 60, -128, -25, 32, 3, 65, 3, -78,
+ 49, 7, -128, -114, 107, -32, -10, 30,
+ 26, -18, 73, 13, -106, 6, -35, -120,
+ -71, 127, 48, 8, -116, 48, -128, 19,
+ 40, -5, -128, 12, 127, -5, 103, -2,
+ -3, -7, 35, 108, 16, -101, -56, 127,
+ 98, 16, 47, -7, -127, -16, 25, 127,
+ 105, 127, 77, 73, -1, 0, 84, -50,
+ 103, -54, 105, -127, 12, 6, -61, -127,
+ -127, 76, -20, 127, 39, -95, -65, -43,
+ 73, 92, -67, 0, -26, 47, 62, 127,
+ 84, 84, 92, 9, -77, -127, 72, -1,
+ -62, 126, -89, -126, -40, 8, -9, 22,
+ -111, 127, -10, -81, 127, 77, -71, 2,
+ -2, -128, 98, 35, -14, -60, -42, 101,
+ 127, 93, 127, 76, 127, 127, -37, -35,
+ 99, 62, -22, -6, -89, -57, 127, 125,
+ -56, 14, 126, 116, -3, -70, 5, -65,
+ 21, -25, -99, 3, 35, -127, 127, -53,
+ -3, -20, 53, -85, 44, 3, 126, -125,
+ 60, -43, 103, -36, 1, 19, 45, -50,
+ -49, 25, 104, 74, -112, 33, 126, -98,
+ 43, 104, -54, 55, 28, 20, 4, -127,
+ -6, 4, 47, 90, 42, -22, 21, 34,
+ 3, 65, 17, 15, -24, 127, -27, -16,
+ 13, 103, 3, 49, -11, -56, 57, 54,
+ -3, 65, 127, 65, 1, -70, 3, 126,
+ -14, 17, 121, -19, 127, -78, 0, -10,
+ -121, 125, -84, -104, 30, -22, -54, -116,
+ 127, -127, -115, 101, 17, -45, -23, 101,
+ 126, -18, 126, 127, -41, -44, -85, -21,
+ -120, -67, 85, 99, 4, 26, -63, 81,
+ -79, 69, -34, -95, 16, 33, 104, 92,
+ 61, -62, 64, -85, -128, 112, 77, -100,
+ 21, -51, -126, -5, 57, 124, -16, -128,
+ 59, 8, -42, 3, 112, -16, 28, -52,
+ 126, 123, 88, -114, 45, 127, 5, -27,
+ -57, -44, -20, -82, -126, 88, 18, 19,
+ 75, -11, 77, 32, -30, 6, 127, -127,
+ -5, -86, -56, -42, 102, -68, -42, 83,
+ 34, 50, 6, -45, 76, -15, 87, 126,
+ -49, 44, 94, -123, -52, -53, 8, -8,
+ 8, 119, 44, 17, 33, 23, -11, -71,
+ -56, -42, -41, 41, -22, -14, 13, 49,
+ -6, -73, 17, 127, -125, -78, -17, 28,
+ -41, 8, -1, 112, -50, -64, 126, 114,
+ -126, 46, 15, 123, 26, 42, -20, -127,
+ -39, 45, 126, 12, -9, -18, -63, -58,
+ 7, -69, 17, 7, 6, -28, 126, -40,
+ -103, -127, 43, -48, -7, -44, -45, 25,
+ 1, 55, 29, -127, -67, 124, -30, -126,
+ -11, 66, -24, -2, -69, 37, 115, 9,
+ 61, -12, -8, 50, -122, -75, -125, -42,
+ 95, 23, -128, 124, -51, -41, 0, -74,
+ 19, -21, 127, -3, 125, -2, 25, -26
+};
+
+static const rnn_weight denoise_gru_bias[288] = {
+ -87, 88, -127, -68, -126, 127, -17, -128,
+ 127, -111, 64, -127, -128, 127, 4, -8,
+ -128, -96, -9, 124, 63, 125, -55, -35,
+ 91, 127, -22, 39, 107, -128, -126, 126,
+ -127, 126, 19, -126, -73, -128, 59, 79,
+ -3, -38, -127, -127, -123, 127, 112, -90,
+ 25, 124, -113, -31, -71, -127, 123, -127,
+ -74, 78, 63, 126, 23, -39, 8, 25,
+ 19, 58, -67, -127, -127, 28, -20, -127,
+ -127, 116, -113, 113, -116, 126, 30, -128,
+ 86, -127, 123, 57, 127, -127, -15, 125,
+ -126, 6, 110, 123, 120, -128, -126, -38,
+ -44, 54, -128, -5, 125, -97, 23, 51,
+ -84, -123, 59, 127, 120, -126, -128, -125,
+ -88, -126, 124, -110, -128, -128, 127, -127,
+ -60, 30, -128, 74, -127, -95, -74, -127,
+ -120, -75, 9, -127, -128, -126, -25, -72,
+ -61, -64, -127, -97, -87, -55, -67, -124,
+ -127, -101, -15, 126, 24, 5, -128, -3,
+ -128, 105, -125, 75, -94, -99, 127, 103,
+ 99, -32, 4, -127, -116, -27, -52, -84,
+ 31, 25, 28, -127, -91, -64, -30, -128,
+ -127, -89, 13, -125, 44, -126, -127, -30,
+ -114, -30, 70, 124, -38, -128, -96, 110,
+ -110, 125, 30, 127, 127, 74, -44, -128,
+ -126, 63, -9, -79, 25, 67, 2, -64,
+ 125, 63, -75, -127, 90, -11, -92, 84,
+ -105, -68, -95, 126, -49, 102, 25, 127,
+ 12, -83, -42, -127, -128, -128, 127, -123,
+ -86, 57, -69, 19, 127, 126, -30, 103,
+ -23, 39, -126, -108, 0, 97, -127, -120,
+ 24, 111, 115, 88, 32, -20, 101, -128,
+ -87, -128, 51, -128, -56, 121, 40, -127,
+ -43, 29, 117, 127, 123, -9, 1, -49,
+ -104, -127, -40, -24, 24, -111, -126, 89,
+ -127, 127, -78, 107, 96, -40, -126, 5
+};
+
+static GRULayer denoise_gru = {
+ .bias = denoise_gru_bias,
+ .input_weights = denoise_gru_weights,
+ .recurrent_weights = denoise_gru_recurrent_weights,
+ .nb_inputs = 110,
+ .nb_neurons = 96,
+ .activation = ACTIVATION_TANH,
+#if defined USE_NEON_OPTIMIZATION
+ .serialized_input_weights = 0,
+ .serialized_recurrent_weights = 0,
+#endif /* defined USE_NEON_OPTIMIZATION */
+};
+
+static const rnn_weight denoise_output_weights[1728] = {
+ -39, 86, -128, 93, 33, 65, 57, 93,
+ 127, 107, 127, 127, 127, 127, 122, 96,
+ 62, 18, 36, 4, -4, -1, -28, -46,
+ -48, -66, -69, -83, -69, -75, -77, -87,
+ -128, -128, -128, -120, -31, -27, -126, -99,
+ -118, -40, -128, -126, 127, -56, -119, -128,
+ -41, -71, 3, 24, -74, -127, 127, -128,
+ 127, 93, -128, 127, 3, 42, -13, 76,
+ 127, 111, 65, 98, 127, 115, -28, -128,
+ 12, 61, -128, -88, -128, -128, -128, -128,
+ -113, 41, 66, -21, 3, 59, 47, -10,
+ -57, -62, 6, 0, -5, -28, -29, -18,
+ -29, -38, -40, -49, -5, 6, -3, -16,
+ -9, -22, -39, -76, 96, 51, 34, 45,
+ 35, 48, 60, 28, 61, 27, -9, -4,
+ -2, 17, 29, 27, 1, -42, 120, -128,
+ 127, -128, 127, 127, 127, 127, 127, 127,
+ 127, 127, 99, 127, 127, 20, 101, 127,
+ -46, -4, -56, -11, -9, -6, -33, -115,
+ -78, -53, -102, -58, -70, -9, 50, 28,
+ 4, 4, -12, 10, 5, -37, -16, -28,
+ -5, -7, -1, 18, -10, -22, -48, -104,
+ -128, -128, -128, -128, 16, 15, 44, 97,
+ 82, 60, 86, 72, 1, 10, 57, 104,
+ 33, 36, 32, 35, 63, 85, -11, -29,
+ -128, -31, 45, -108, 127, -50, 127, 127,
+ 127, 127, 127, 127, 127, 127, 25, -50,
+ -39, -108, -98, -127, -128, -128, -128, -123,
+ -128, -128, -127, -128, -128, -125, -128, -128,
+ -128, -128, -8, -32, 18, 109, 57, -74,
+ -48, 54, 58, 27, 6, -15, 7, 32,
+ 6, 23, 2, -14, 39, -86, -20, 59,
+ 11, -61, 38, 96, -8, 127, 127, -128,
+ -12, 14, 10, 115, 12, 3, -35, -49,
+ -46, -114, -128, -66, 11, -3, 13, 58,
+ 66, 69, 97, 86, 69, 80, 86, 62,
+ -1, 2, 9, -38, -19, 10, 5, -14,
+ 13, -3, 19, 39, 27, 11, -41, -128,
+ -128, -128, 127, 127, -128, -67, -128, 75,
+ 127, -14, -127, -128, -82, 24, 55, -5,
+ -50, -74, -99, -81, -5, 8, -61, 122,
+ 113, 100, 88, 110, 82, 16, -4, 12,
+ -11, 18, 56, 68, 55, 39, -14, -5,
+ -1, 57, 64, 86, 114, 106, 127, 124,
+ 126, 109, 37, -2, 125, 115, -4, -43,
+ 127, -127, -127, -127, -127, -128, -128, -128,
+ -128, -113, -128, -128, -128, 22, 49, -46,
+ -57, -36, 16, 30, 0, 42, 64, 51,
+ -53, -128, -112, -77, 11, 106, 35, 21,
+ 65, 66, 50, 45, -39, 48, 51, 57,
+ 105, 51, 33, 127, 127, 115, 127, 125,
+ 127, 92, -35, 6, 125, 127, -12, -88,
+ 3, 18, 14, 47, 25, 31, 11, 12,
+ 17, 3, 23, 46, 31, 86, 127, 127,
+ 8, 5, 32, -11, -61, -26, -10, -30,
+ -46, -37, -42, -26, -44, -128, -87, 41,
+ 91, 33, 2, 25, 69, 78, -1, 52,
+ 7, 20, -21, -23, 15, 0, -31, -35,
+ -19, -17, -14, -3, 127, 127, -128, -128,
+ 127, -128, -32, 127, -128, -128, -64, -49,
+ -78, 9, 103, 120, 113, 69, 127, 127,
+ 127, 127, 127, 127, 127, 127, 127, 127,
+ 123, 127, 127, 127, 127, 127, 127, 114,
+ 5, 0, 56, 67, 91, 61, 50, 77,
+ 93, 15, -22, -59, -128, -86, 27, -19,
+ -32, 18, -20, -2, -94, -42, -12, -45,
+ -56, -41, -33, -19, 0, 11, -5, -38,
+ -52, -66, -76, -62, -128, 127, 127, -128,
+ 127, 127, 127, -128, -128, 5, 76, -58,
+ -100, -11, 21, -6, -95, -128, -1, 5,
+ 25, -61, -12, -74, -128, -128, -128, -128,
+ -128, -128, -128, -128, -128, -128, -128, -128,
+ -128, -128, -127, -128, -128, -128, 127, 127,
+ 94, 35, 127, 35, -108, -84, -47, -77,
+ -25, -12, -36, 20, -19, -1, 25, -25,
+ 50, 45, 23, -21, -25, -6, 6, 15,
+ -5, -45, -85, -110, 24, -51, 64, 27,
+ 10, 82, 28, 42, 63, 35, 80, 106,
+ 10, -41, -100, -127, -128, -128, -11, 127,
+ -5, -10, -25, 11, 11, 15, 24, 4,
+ -5, -5, 14, 18, 7, 6, 13, 15,
+ 10, 3, -104, 28, 10, 127, 94, 34,
+ -31, -108, -128, -127, -49, 46, 87, 55,
+ 3, -9, 6, -25, -21, 21, 40, -1,
+ 2, 58, 127, 127, 65, 51, 34, 28,
+ 25, 3, -5, 13, 127, -128, 127, 127,
+ 127, -128, 127, -128, -27, -128, -112, -60,
+ -85, -128, -108, -67, -121, -128, 6, 5,
+ -4, -10, 18, -1, -19, -17, 18, -78,
+ -127, -128, -121, -52, -28, -63, -31, -28,
+ -1, -38, 14, -90, -57, -113, -110, -128,
+ -128, 18, 127, 127, 127, 61, 13, 2,
+ 12, 14, 3, -18, -38, -83, 18, -104,
+ 45, -19, 7, 49, 17, 39, 82, 92,
+ 112, 127, 127, 124, -128, 127, 127, 127,
+ -128, -128, -68, -79, -105, -128, -21, 127,
+ 43, 38, 110, 127, 127, 127, -30, -61,
+ -125, -38, -40, -15, -30, -28, -43, -13,
+ -25, -18, -14, -7, -8, 3, -4, -7,
+ 0, 9, 2, 8, 31, -27, -29, -91,
+ -11, 127, 89, -127, -128, -43, 8, -33,
+ -41, -16, 127, 127, 127, 127, 127, -71,
+ 50, 78, 85, 125, 88, 123, 56, 84,
+ 56, 4, 41, 114, -10, -6, 62, 43,
+ 79, 38, 44, 63, 99, 47, 17, 50,
+ 35, -3, -4, 30, 35, 26, -4, -22,
+ -3, -9, 7, -10, 11, 30, 21, 55,
+ 62, 64, -24, -128, -128, 127, 127, 5,
+ -14, -12, -38, -37, -6, -36, -36, -4,
+ 14, 57, 127, 47, -31, -35, -9, -8,
+ 49, 43, 24, -18, -97, -15, -28, -50,
+ -84, -47, -85, -127, -127, -128, -127, -96,
+ -74, -62, -52, -65, -2, -18, -45, 4,
+ -65, 45, -16, 18, 8, 46, 26, -43,
+ -80, -65, 126, 127, -44, -128, 69, 127,
+ -128, 80, 126, -6, -8, 63, 127, 127,
+ 127, 127, 127, 127, 127, 54, -99, -128,
+ 43, 89, -97, 88, 127, 81, -47, -11,
+ 16, -58, 36, 67, -72, -104, -111, -128,
+ -128, -128, -13, 12, 18, -9, 21, -128,
+ -128, -128, -10, 39, -11, -15, -19, -38,
+ -33, -10, 16, 14, -42, -52, 7, 0,
+ -23, -51, -51, -1, 3, -1, 36, 29,
+ -12, -9, -1, -1, -21, -34, -7, 13,
+ 84, 127, 120, 127, 49, -96, -128, -128,
+ -103, -65, -6, -8, 8, 26, 19, 4,
+ 127, -14, -8, -8, -16, -15, -5, 5,
+ 3, -2, -4, -3, -2, 5, 1, 2,
+ 14, 2, 8, 65, 13, 29, 7, 0,
+ 25, 17, 29, 32, 65, 81, 104, 125,
+ 127, 127, 119, 114, -24, -22, 27, -54,
+ -100, 94, 127, 33, -51, -29, -19, 6,
+ -30, -16, 7, -36, -30, -37, -16, 1,
+ -47, -26, -59, -37, -32, -25, -4, -8,
+ -15, -7, -5, -9, -13, -6, -20, -94,
+ -21, -1, 127, -128, -128, 127, -115, -76,
+ 43, -15, -128, -128, 83, 127, 110, 127,
+ 111, 57, 4, 45, -41, -12, -13, 3,
+ -24, -52, -28, -51, -36, 0, -16, -2,
+ 33, 31, 55, 60, 6, -2, 14, -18,
+ -11, 2, 9, 60, 6, -128, -128, -19,
+ 2, 39, 57, 67, 51, 35, 5, -25,
+ -12, -41, -7, 13, -2, 18, 12, 33,
+ 46, 66, -128, -128, -84, 89, 5, -19,
+ -7, -65, 2, -18, 18, 8, 33, 62,
+ 8, 29, -8, -11, 13, 5, -9, -119,
+ -128, -128, -17, 119, 127, -128, -85, -98,
+ 21, 107, 127, 127, -101, -127, -127, -128,
+ -94, -20, 5, -31, -34, -47, -38, -28,
+ -33, -53, -22, -10, -4, -28, 2, 29,
+ -23, -80, -41, -85, -82, 127, 3, 127,
+ 127, 127, -128, -128, 127, 127, 24, 60,
+ -10, -128, -77, 16, -13, -81, -118, -128,
+ 3, 35, -57, 60, -33, -18, 25, 51,
+ 8, 30, -45, -83, -104, -128, -128, -128,
+ -128, -128, -27, 50, 71, 53, 127, 63,
+ -16, -55, -14, -17, -24, -7, -34, -72,
+ -67, -83, -84, -26, 0, 18, 23, 14,
+ 18, 24, -31, -5, 24, -111, -22, 30,
+ -128, -128, -34, -43, -25, -42, 127, 65,
+ 127, -128, 1, 73, -33, -65, -20, -37,
+ 54, -6, -61, -78, -36, -10, -19, -19,
+ -1, 7, 40, 97, 127, 74, 47, 18,
+ 3, 18, -6, 0, 30, 12, -10, -32,
+ -43, -31, -59, -6, 127, 93, -24, -29,
+ 27, 39, 47, 31, 21, 13, 6, 12,
+ 1, -2, -13, -32, 23, 41, -127, -128,
+ 127, 127, 104, 70, 37, 59, -13, 30,
+ 48, 28, 2, 14, -11, -21, -20, -22,
+ -110, -127, -100, 102, 103, 93, 31, -38,
+ -41, 10, 29, -3, -13, 5, -8, -13,
+ 5, 3, 76, 26, 49, 20, -13, 49,
+ 3, -30, 76, 53, -128, -128, 127, 127,
+ 86, 101, 0, 1, -31, -54, -4, -46,
+ 6, -2, -54, -95, -29, -50, -100, -127,
+ -100, -110, -98, -127, -29, -8, -56, -70,
+ -48, -102, -76, -102, -128, -128, -128, -128,
+ -128, -126, -102, -97, -87, -53, -24, -75,
+ -128, -128, -128, -128, -128, -128, -128, -128,
+ -127, -127, -128, -128, -128, -123, -47, -46,
+ -62, -128, -128, -62, -26, -34, -2, 1,
+ -33, -45, -36, -43, -37, -28, -6, -10,
+ -15, -34, 127, 127, 127, -128, -128, -115,
+ -30, -9, 127, 63, 65, 127, 109, 36,
+ -20, -30, -49, -3, 9, -2, 34, 25,
+ -5, 14, 10, 17, 30, 19, 9, 37,
+ 40, 47, 39, 22, 43, 127, 4, 3,
+ -40, -14, 9, 23, 14, 14, 16, 0,
+ 10, 7, 15, -55, -128, -67, 10, 15,
+ 44, 27, 127, 42, 56, 15, -13, 11,
+ -10, -35, -26, -1, -29, -11, 15, 48,
+ 40, 100, 127, 122, -128, 127, -128, 127,
+ 127, -128, 26, 127, 88, -127, -128, -91,
+ -15, 31, 127, 127, 8, -7, -31, -3,
+ -8, 35, -76, -128, -99, -30, -2, 49,
+ 37, 20, 5, 5, 5, -7, -10, 22,
+ -25, 1, 71, -32, 14, 28, 35, 1,
+ -35, -57, 33, 22, -10, 31, 22, -128,
+ -3, 5, 18, 80, 113, 102, 91, 90,
+ 75, 63, 36, 27, 28, 36, 35, 23,
+ 16, -1, -24, -12, 24, -50, -17, 37,
+ -63, -55, 127, 127, -78, 14, -30, -23,
+ 9, 21, 13, -1, 38, 43, 53, 18,
+ 20, 40, 79, 75, 66, 63, 53, 40,
+ 54, 68, 70, 69, 31, 23, 26, 20,
+ 37, -22, -51, -93, -104, -2, 88, 57,
+ 65, 47, 16, 17, 1, -18, -27, -2,
+ -50, 35, 51, 22, 48, 17, 55, 19,
+ 20, 25, 42, 21, -12, -38, -22, -40,
+ -22, -47, -3, 4, 44, 127, 79, 115,
+ 119, 116, 127, 107, 127, 127, 127, 127,
+ 127, 120, 127, 127, 12, -28, -9, -19,
+ 9, -1, 13, 13, 33, 50, 35, 70,
+ 118, 127, 127, 127, 127, 127, 36, 9,
+ 37, 28, 3, 83, 102, 36, 6, 36,
+ 32, -14, 8, 17, -59, -81, -27, 50
+};
+
+static const rnn_weight denoise_output_bias[18] = {
+ -74, -29, -112, 61, -102, -123, -94, -54,
+ -77, -111, -83, 35, 85, 57, 11, -35,
+ -47, -126
+};
+
+static const DenseLayer denoise_output = {
+ denoise_output_bias,
+ denoise_output_weights,
+ 96, 18, ACTIVATION_SIGMOID
+};
+
+static const rnn_weight vad_output_weights[24] = {
+ 127, 127, 127, -128, 127, 127, 127, -128,
+ 127, 127, 127, 127, -128, -128, 127, -128,
+ -76, -128, -128, 127, 127, -128, 127, 127
+};
+
+static const rnn_weight vad_output_bias[1] = {
+ 127
+};
+
+static const DenseLayer vad_output = {
+ vad_output_bias,
+ vad_output_weights,
+ 24, 1, ACTIVATION_SIGMOID
+};
+
+const struct RNNModel ns_model_16k = {
+ 24,
+ &input_dense,
+ 24.0,
+ &vad_gru,
+ 48.0,
+ &noise_gru,
+ 96.0,
+ &denoise_gru,
+ 18,
+ &denoise_output,
+ 1,
+ &vad_output,
+};
--- /dev/null
+/**
+ * Copyright (c) 2017, Mozilla
+ * Copyright (c) 2007-2017, Jean-Marc Valin
+ * Copyright (c) 2005-2017, Xiph.Org Foundation
+ * Copyright (c) 2003-2004, Mark Borgerding
+ *
+ * Redistribution and use in source and binary forms, with or without
+ * modification, are permitted provided that the following conditions
+ * are met:
+ *
+ * - Redistributions of source code must retain the above copyright
+ * notice, this list of conditions and the following disclaimer.
+ *
+ * - Redistributions in binary form must reproduce the above copyright
+ * notice, this list of conditions and the following disclaimer in the
+ * documentation and/or other materials provided with the distribution.
+ *
+ * - Neither the name of the Xiph.Org Foundation nor the names of its
+ * contributors may be used to endorse or promote products derived from
+ * this software without specific prior written permission.
+ *
+ * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
+ * ``AS IS'' AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
+ * LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
+ * A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE FOUNDATION
+ * OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL,
+ * SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT
+ * LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE,
+ * DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY
+ * THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
+ * (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
+ * OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
+ */
+
+/*This file is automatically generated from a Keras model*/
+
+#ifdef HAVE_CONFIG_H
+#include "config.h"
+#endif
+
+#include "rnn_data.h"
+
+static const rnn_weight input_dense_weights[1008] = {
+ -10, 0, -3, 1, -8, -6, 3, -13,
+ 1, 0, -3, -7, -5, -3, 6, -1,
+ -6, 0, -6, -4, -1, -2, 1, 1,
+ -7, 2, 21, 10, -5, -20, 24, 23,
+ 37, 8, -2, 33, -6, 22, 13, -2,
+ 50, 8, 13, 1, -15, 30, -10, 30,
+ 0, 3, 5, 27, 1, 4, -3, 41,
+ 56, 35, -2, 49, -13, 11, 13, -2,
+ -47, 5, -16, -60, -15, 77, -17, 26,
+ -3, 14, -21, 19, -5, -19, -13, 0,
+ 10, 14, 9, 31, -13, -41, -10, 4,
+ 22, 18, -48, -6, -10, 62, -3, -18,
+ -14, 12, 26, -28, 3, 14, 25, -13,
+ -19, 6, 5, 36, -3, -65, -12, 0,
+ 31, -7, -9, 101, -4, 26, 16, 17,
+ -12, -12, 14, -36, -3, 5, -15, 21,
+ 2, 30, -3, 38, -4, 1, -6, 7,
+ -7, 14, 38, -22, -30, -3, -7, 3,
+ -39, -70, -126, 25, 34, 94, -67, -22,
+ -33, 83, -47, -118, 4, 70, 33, 25,
+ 62, -128, -76, -118, -113, 49, -12, -100,
+ -18, -114, -33, 43, 32, 61, 40, -9,
+ -106, 2, 36, -100, -40, -5, 20, -75,
+ 61, -51, -9, 126, -27, -52, 5, -24,
+ -21, -126, -114, -12, 15, 106, -2, 73,
+ -125, 50, 13, -120, 35, 35, 4, -61,
+ 29, -124, 6, -53, -69, -125, 64, -89,
+ 36, -107, -103, -7, 27, 121, 69, 77,
+ -35, 35, 95, -125, -49, 97, -45, -43,
+ -23, 23, -28, -65, -118, 2, 8, -126,
+ 27, -97, 92, 5, 55, 82, 17, -57,
+ -115, 37, 8, -106, -46, 41, -2, 21,
+ -44, 8, -73, -58, -39, 34, 89, -95,
+ 95, -117, 120, -58, 31, 123, 1, -32,
+ -109, -110, 60, -120, -43, -74, 5, 91,
+ 26, 21, 114, 82, -83, -126, 123, 22,
+ -16, -67, 25, -83, 46, 48, -34, -121,
+ -124, -63, -35, -9, 31, 82, 123, 6,
+ -3, 117, 93, -2, -13, -36, 124, -112,
+ -6, -102, -5, -33, -15, 44, -69, -127,
+ -23, -40, -34, -85, 68, 83, -1, 40,
+ 8, 84, 118, -58, -55, -102, 123, -55,
+ -14, -123, 44, -63, -14, 21, 35, 16,
+ 24, -126, -13, -114, 35, 20, -36, 61,
+ -9, 97, 34, 19, -32, -109, 76, -104,
+ 99, -119, 45, -125, -51, -28, -8, -69,
+ -8, 125, -45, -93, 113, 103, -41, -82,
+ 52, 7, 126, 0, -40, 104, 55, -58,
+ 17, -124, -93, -58, 8, -45, 1, 56,
+ -123, 108, -47, -23, 115, 127, 17, -68,
+ -13, 116, -82, -44, 45, 67, -120, -101,
+ -15, -125, 120, -113, 17, -48, -73, 126,
+ -64, -86, -118, -19, 112, -1, -66, -27,
+ -62, 121, -86, -58, 50, 89, -38, -75,
+ 95, -111, 12, -113, 2, -68, 2, -94,
+ -121, 91, -5, 0, 79, 43, -7, -18,
+ 79, 35, -38, 47, 1, -45, 83, -50,
+ 102, 32, 55, -96, 15, -122, -69, 45,
+ -27, 91, -62, -30, 46, -95, 22, -72,
+ -97, -1, 14, -122, 28, 127, 61, -126,
+ 121, 9, 68, -120, 49, -60, 90, 3,
+ 43, 68, 54, 34, -10, 28, 21, -24,
+ -54, 22, -113, -12, 82, -2, -17, -9,
+ 127, 8, 116, -92, 0, -70, -33, 123,
+ 66, 116, -74, -4, 74, -72, -22, -47,
+ 1, -83, -60, -124, 1, 122, -57, -43,
+ 49, 40, -126, -128, -8, -29, 28, -24,
+ -123, -121, -70, -93, -37, -126, 11, -125,
+ -37, 11, -31, -51, -124, 116, -128, 8,
+ -25, 109, 75, -12, 7, 8, 10, 117,
+ 124, -128, -128, 29, -26, 101, 21, -128,
+ 87, 8, -39, 23, -128, 127, -127, 74,
+ -55, 74, 112, 127, 4, 55, 44, -92,
+ 123, 34, -93, 47, -21, -92, 17, 49,
+ -121, 92, 7, -126, -125, 124, -74, 3,
+ -59, 18, -91, 3, -9, 9, 56, 116,
+ 7, -29, 33, 87, -21, -128, -13, 57,
+ 74, 9, -29, -61, -97, -21, -95, -12,
+ -114, 16, 82, 125, -7, 10, -24, 9,
+ 77, -128, -102, -25, 3, -126, 10, 13,
+ -18, 51, 26, 127, -79, 35, 51, 12,
+ -50, -24, 1, -7, 22, 81, 65, 120,
+ -30, -38, 85, 122, -4, -106, -11, 27,
+ 53, 41, 8, -104, -66, -38, -124, 10,
+ 12, 76, 117, -109, 9, 11, 2, -18,
+ 3, 113, -16, -79, -39, -123, -20, -128,
+ 2, 13, -33, -58, 10, 84, -104, 13,
+ 64, 109, 1, 54, -12, 28, 24, 63,
+ -126, 118, -82, 46, -12, -15, 14, -43,
+ 60, 22, -32, -19, -46, 91, -107, 24,
+ -94, 26, -47, 125, 6, 58, -15, -75,
+ -26, -38, -35, 103, -16, -17, -13, 63,
+ -2, 45, -45, -73, -23, 70, -87, 51,
+ -17, 53, 76, 14, -18, -31, -14, 103,
+ 8, 21, -28, -33, -20, -47, 6, 39,
+ 40, -30, 7, -76, 55, 31, -20, -21,
+ -59, 1, 25, -11, 17, 5, -13, -39,
+ 0, -76, 50, -33, -29, -50, -16, -11,
+ -12, -1, -46, 40, -10, 65, -19, 21,
+ -41, -32, -83, -19, -4, 49, -60, 118,
+ -24, -46, 9, 102, -20, 8, -19, 25,
+ 31, -3, -37, 0, 25, 7, 29, 2,
+ -39, 127, -64, -20, 64, 115, -30, 36,
+ 100, 35, 122, 127, 127, -127, 127, -127,
+ 19, 127, -89, -79, -32, 39, -127, 125,
+ -80, 126, -127, 26, 8, 98, -8, -57,
+ -90, -50, 126, 61, 127, -126, 40, -106,
+ -68, 104, -125, -119, 11, 10, -127, 66,
+ -56, -12, -126, -104, 27, 75, 38, -124,
+ -126, -125, 84, -123, -45, -114, -128, 127,
+ 103, -101, -124, 127, -11, -23, -123, 92,
+ -123, 24, 126, 41, -2, -39, -27, -94,
+ 40, -112, -48, 127, 58, 14, 38, -75,
+ -64, 73, 117, 100, -119, -11, 6, 32,
+ -126, -14, 35, 121, -10, 54, -60, 89,
+ -3, 69, -25, -20, 43, -86, -34, 24,
+ 27, 7, -81, -99, -23, -16, -26, 13,
+ 35, -97, 80, -29, -13, -121, -12, -65,
+ -94, 70, -89, -126, -95, 88, 33, 96,
+ 29, -90, 69, 114, -78, 65, 90, -47,
+ -47, 89, 1, -12, 3, 8, 30, 5,
+ 2, -30, -1, 6, -7, 10, -4, 46,
+ -27, -40, 22, -6, -17, 45, 24, -9,
+ 23, -14, -63, -26, -12, -57, 27, 25,
+ 55, -76, -47, 21, 34, 33, 26, 17,
+ 14, 6, 9, 26, 25, -25, -25, -18
+};
+
+static const rnn_weight input_dense_bias[24] = {
+ 38, -6, 127, 127, 127, -43, -127, 78,
+ 127, 5, 127, 123, 127, 127, -128, -76,
+ -126, 28, 127, 125, -30, 127, -89, -20
+};
+
+static const DenseLayer input_dense = {
+ input_dense_bias,
+ input_dense_weights,
+ 42, 24, ACTIVATION_TANH
+};
+
+static const rnn_weight vad_gru_weights[1728] = {
+ -124, 23, -123, -33, -95, -4, 8, -84,
+ 4, 101, -119, 116, -4, 123, 103, -51,
+ 29, -124, -114, -49, 31, 9, 75, -128,
+ 0, -49, 37, -50, 46, -21, -63, -104,
+ 54, 82, 33, 21, 70, 127, -9, -79,
+ -39, -23, -127, 107, 122, -96, -46, -18,
+ -39, 13, -28, -48, 14, 56, -52, 49,
+ -1, -121, 25, -18, -36, -52, -57, -30,
+ 54, -124, -26, -47, 10, 39, 12, 2,
+ 9, -127, -128, 102, 21, 11, -64, -71,
+ 89, -113, -111, 54, 31, 94, 121, -40,
+ 30, 40, -109, 73, -9, 108, -92, 2,
+ -127, 116, 127, 127, -122, 95, 127, -37,
+ -127, 28, 89, 10, 24, -104, -62, -67,
+ -14, 38, 14, -71, 22, -41, 20, -50,
+ 39, 63, 86, 127, -18, 79, 4, -51,
+ 2, 33, 117, -113, -78, 56, -91, 37,
+ 34, -45, -44, -22, 21, -16, 56, 30,
+ -84, -79, 38, -74, 127, 9, -25, 2,
+ 82, 61, 25, -26, 26, 11, 117, -65,
+ 12, -58, 42, -62, -93, 11, 11, 124,
+ -123, 80, -125, 11, -90, 42, 94, 4,
+ -109, -1, 85, -52, 45, -26, -27, 77,
+ -5, 30, 90, 0, 95, -7, 53, 29,
+ -82, 22, -9, 74, 2, -12, -73, 114,
+ 97, -64, 122, -77, 43, 91, 86, 126,
+ 106, 72, 90, -43, 46, 96, -51, 21,
+ 22, 68, 22, 41, 79, 75, -46, -105,
+ 23, -116, 127, -123, 102, 57, 85, 10,
+ -29, 34, 125, 126, 124, 81, -15, 54,
+ 96, -128, 39, -124, 103, 74, 126, 127,
+ -50, -71, -122, -64, 93, -75, 71, 105,
+ 122, 123, 126, 122, -127, 33, -63, -74,
+ 124, -71, 33, 41, -56, 19, 6, 65,
+ 41, 90, -116, -3, -46, 75, -13, 98,
+ -74, -42, 74, -95, -96, 81, 24, 32,
+ -19, -123, 74, 55, 109, 115, 0, 32,
+ 33, 12, -20, 9, 127, 127, -61, 79,
+ -48, -54, -49, 101, -9, 27, -106, 74,
+ 119, 77, 87, -126, -24, 127, 124, 31,
+ 34, 127, 40, 3, -90, 127, 23, 57,
+ -53, 127, -69, -88, -33, 127, 19, -46,
+ -9, -125, 13, -126, -113, 127, -41, 46,
+ 106, -62, 3, -10, 111, 49, -34, -24,
+ -20, -112, 11, 101, -50, -34, 50, 65,
+ -64, -106, 70, -48, 60, 9, -122, -45,
+ 15, -112, -26, -4, 1, 39, 23, 58,
+ -45, -80, 127, 82, 58, 30, -94, -119,
+ 51, -89, 95, -107, 30, 127, 125, 58,
+ -52, -42, -38, -20, -122, 115, 39, -26,
+ 5, 73, 13, -39, 43, -23, -20, -125,
+ 23, 35, 53, -61, -66, 72, -20, 33,
+ 8, 35, 4, 7, 18, 19, 16, -45,
+ -50, -71, 31, -29, -41, -27, 10, 14,
+ 27, 9, -23, 98, 6, -94, 92, 127,
+ -114, 59, -26, -100, -62, -127, -17, -85,
+ -60, 126, -42, -6, 33, -120, -26, -126,
+ -127, -35, -114, -31, 25, -126, -100, -126,
+ -64, -46, -31, 30, 25, -74, -111, -97,
+ -81, -104, -114, -19, -9, -116, -69, 22,
+ 30, 59, 8, -51, 16, -97, 18, -4,
+ -89, 80, -50, 3, 36, -67, 56, 69,
+ -26, 107, -10, 58, -28, -4, -57, -72,
+ -111, 0, -75, -119, 14, -75, -49, -66,
+ -49, 8, -121, 22, -54, 121, 30, 54,
+ -26, -126, -123, 56, 5, 48, 21, -127,
+ -11, 23, 25, -82, 6, -25, 119, 78,
+ 4, -104, 27, 61, -48, 37, -13, -52,
+ 50, -50, 44, -1, -22, -43, -59, -78,
+ -67, -32, -26, 9, -3, 40, 16, 19,
+ 3, -9, 20, -6, -37, 28, 39, 17,
+ -19, -10, 1, 6, -59, 74, 47, 3,
+ -119, 0, -128, -107, -25, -22, -69, -23,
+ -111, -42, -93, -120, 90, -85, -54, -118,
+ 76, -79, 124, 101, -77, -75, -17, -71,
+ -114, 68, 55, 79, -1, -123, -20, 127,
+ -65, -123, -128, -87, 123, 9, -115, -14,
+ 7, -4, 127, -79, -115, 125, -28, 89,
+ -83, 49, 89, 119, -69, -5, 12, -49,
+ 60, 57, -24, -99, -110, 76, -83, 125,
+ 73, 81, 11, 8, -45, 1, 83, 13,
+ -70, -2, 97, 112, -97, 53, -9, -94,
+ 124, 44, -49, -24, 52, 76, -110, -70,
+ -114, -12, 72, -4, -114, 43, -43, 81,
+ 102, -84, -27, 62, -40, 52, 58, 124,
+ -35, -51, -123, -43, 56, -75, -34, -35,
+ -106, 93, -43, 14, -16, 46, 62, -97,
+ 21, 30, -53, 21, -11, -33, -20, -95,
+ 4, -126, 12, 45, 20, 108, 85, 11,
+ 20, -40, 99, 4, -25, -18, -23, -12,
+ -126, -55, -20, -44, -51, 91, -127, 127,
+ -44, 7, 127, 78, 38, 125, -6, -94,
+ -103, 73, 126, -126, 18, 59, -46, 106,
+ 76, 116, -31, 75, -4, 92, 102, 32,
+ -31, 73, 42, -21, -28, 57, 127, -8,
+ -107, 115, 124, -94, -4, -128, 29, -57,
+ 70, -82, 50, -13, -44, 38, 67, -93,
+ 6, -39, -46, 56, 68, 27, 61, 26,
+ 18, -72, 127, 22, 18, -31, 127, 61,
+ -65, -38, 1, -67, -1, 8, -73, 46,
+ -116, -94, 58, -49, 71, -40, -63, -82,
+ -20, -60, 93, 76, 69, -106, 34, -31,
+ 4, -25, 107, -18, 45, 4, -61, 126,
+ 54, -126, -125, 41, 19, 44, 32, -98,
+ 125, -24, 125, -96, -125, 15, 87, -4,
+ -90, 18, -40, 28, -69, 67, 22, 41,
+ 39, 7, -48, -44, 12, 69, -13, 2,
+ 44, -38, 111, -7, -126, -22, -9, 74,
+ -128, -36, -7, -123, -15, -79, -91, -37,
+ -127, -122, 104, 30, 7, 98, -37, 111,
+ -116, -47, 127, -45, 118, -111, -123, -120,
+ -77, -64, -125, 124, 77, 111, 77, 18,
+ -113, 117, -9, 67, -77, 126, 49, -20,
+ -124, 39, 41, -124, -34, 114, -87, -126,
+ 98, -20, 59, -17, -24, 125, 107, 54,
+ 35, 33, -44, 12, -29, 125, -71, -28,
+ -63, -114, 28, -17, 121, -36, 127, 89,
+ -122, -49, -18, -48, 17, 24, 19, -64,
+ -128, 13, 86, 45, 13, -49, 55, 84,
+ 48, 80, -39, 99, -127, 70, -33, 30,
+ 50, 126, -65, -117, -13, -20, -24, 127,
+ 115, -72, -104, 63, 126, -42, 57, 17,
+ 46, 21, 119, 110, -100, -60, -112, 62,
+ -33, 28, 26, -22, -60, -33, -54, 78,
+ 25, 32, -114, 86, 44, 26, 43, 76,
+ 121, 19, 97, -2, -3, -73, -68, 6,
+ -116, 6, -43, -97, 46, -128, -120, -31,
+ -119, -29, 16, 16, -126, -128, -126, -46,
+ -9, -3, 92, -31, -76, -126, -3, -107,
+ -12, -23, -69, 5, 51, 27, -42, 23,
+ -70, -128, -29, 22, 29, -126, -55, 50,
+ -71, -3, 127, 44, -27, -70, -63, -66,
+ -70, 104, 86, 115, 29, -92, 41, -90,
+ 44, -11, -28, 20, -11, -63, -16, 43,
+ 31, 17, -73, -31, -1, -17, -11, -39,
+ 56, 18, 124, 72, -14, 28, 69, -121,
+ -125, 34, 127, 63, 86, -80, -126, -125,
+ -124, -47, 124, 77, 124, -19, 23, -7,
+ -50, 96, -128, -93, 102, -53, -36, -87,
+ 119, -125, 92, -126, 118, 102, 72, -2,
+ 125, 10, 97, 124, -125, 125, 71, -20,
+ -47, -116, -121, -4, -9, -32, 79, -124,
+ -36, 33, -128, -74, 125, 23, 127, -29,
+ -115, -32, 124, -89, 32, -107, 43, -17,
+ 24, 24, 18, 29, -13, -15, -36, 62,
+ -91, 4, -41, 95, 28, -23, 6, 46,
+ 84, 66, 77, 68, -70, -1, -23, -6,
+ 65, 70, -21, 9, 77, -12, 2, -118,
+ 4, 9, -108, 84, 52, 2, 52, 13,
+ -10, 58, -110, 18, 66, -95, -23, 70,
+ 31, -3, 56, 56, -3, -7, 1, -27,
+ -48, -61, 41, -4, 10, -62, 32, -7,
+ -24, 9, -48, -60, -4, 79, -20, -38,
+ -76, 68, -49, -97, 0, -15, 5, -100,
+ -49, -95, -99, -115, -9, -40, 10, 104,
+ 13, 56, 127, -27, -109, -94, -118, -102,
+ -44, -85, 52, 127, -4, 14, 62, 121,
+ -122, -26, -79, -42, -34, 1, 25, -38,
+ -79, -58, -31, -31, -90, -30, -123, 32,
+ -56, 125, 66, 124, -1, 3, 91, -103,
+ -7, 23, 78, -18, 9, 69, -69, 76,
+ -38, -33, -2, -98, 18, 106, 84, 55,
+ 87, -47, 35, -124, 64, 41, -14, 46,
+ 25, -2, 120, -21, 82, 19, -79, -37,
+ -3, -8, -16, 21, 19, -5, -28, -112,
+ 39, -6, -30, 53, -69, 53, 46, 127,
+ 123, 78, 20, 28, -7, 73, 72, 17,
+ -40, 41, 111, 57, 32, -95, 29, 28,
+ -39, -65, 54, -20, -63, 29, -67, 3,
+ 44, -57, -47, 11, 61, -22, -44, 61,
+ 48, -100, 20, 125, 96, -24, -16, 3,
+ -69, -126, 74, -125, 9, 45, -67, -123,
+ -59, -72, 118, 69, 45, 50, -57, 67,
+ 13, -66, -106, 47, 62, 22, -1, -22,
+ -25, -40, -125, 3, 125, 32, 102, -56,
+ -25, -75, -30, 122, 60, -13, 36, -73,
+ 7, -84, 124, 40, -118, 17, -87, -118,
+ -8, 3, -27, 111, -40, 40, -51, 127,
+ 125, -45, -30, -54, 46, 80, -1, -30,
+ 101, -17, 18, 26, 54, 7, -12, 1,
+ -127, 123, -122, -27, -75, 64, 10, 25,
+ -15, -44, 127, -127, 5, -84, -81, -7,
+ 19, -26, 126, 15, 116, -126, 14, -76,
+ 44, 62, -110, -124, 125, -29, -87, -3,
+ -69, 82, 90, 57, -123, 123, 100, -19,
+ -51, -32, 69, 37, -57, -128, -124, -72,
+ -13, 51, -7, -45, -73, 5, 99, -26,
+ -117, -96, -109, 4, -31, -12, 0, 31,
+ -42, -27, 12, -81, 118, 39, 83, 14,
+ 41, -126, 107, -82, 94, -116, -122, -47,
+ -109, -84, -128, -35, -56, 66, 8, -65,
+ 19, 42, -46, -72, -109, 41, 43, -127,
+ -113, 58, 127, 42, -75, -1, 65, 117,
+ -55, -113, -123, 124, 43, -96, -115, -19,
+ 68, 15, 94, 3, 75, 0, 34, 9,
+ 42, 110, -48, 92, -76, 99, -17, 27,
+ 32, 13, 125, 50, -17, 56, 4, 53,
+ 34, -8, 99, 80, -126, -21, -65, -11,
+ -46, 44, -81, -3, -121, 123, 66, -81,
+ -84, 119, 127, 84, 105, 45, -66, -42,
+ -23, 32, -25, 12, 111, 127, 88, 125,
+ 30, 24, -127, -9, -54, 127, -116, -119,
+ 88, 70, 94, -120, 35, -93, 15, 22,
+ -21, 25, -110, -123, -45, 8, -109, 125,
+ -122, -86, -126, 8, -14, -120, -45, -45,
+ 69, -125, -122, 6, 81, 86, 125, 95,
+ 54, 77, 54, -123, 126, -85, -117, 56,
+ 11, 0, -61, -91, -12, -2, -113, -3,
+ -15, -122, -63, -91, 10, 84, -111, 125,
+ 93, 21, 62, -78, -116, 13, -57, 28,
+ -124, 126, 110, 12, 15, 95, 15, -19,
+ -125, -97, 52, -7, 101, 9, 20, -125,
+ -26, -56, 72, 77, 12, -126, 22, -29,
+ 47, 62, 95, 112, 69, 32, 97, -83,
+ -8, -5, 67, -63, -123, 79, 59, 0,
+ -6, -17, 4, -111, -52, 27, 65, 0
+};
+
+static const rnn_weight vad_gru_recurrent_weights[1728] = {
+ 65, 83, 35, 56, 24, -34, -28, -2,
+ 125, 19, 42, -9, 124, -53, 24, -87,
+ 11, 35, -81, -35, -125, -31, 123, -21,
+ 33, -91, 113, -93, 45, -6, 53, 38,
+ -92, 8, -27, 87, 4, 43, 43, 10,
+ -128, -128, -46, 127, -38, -45, 25, -87,
+ 19, 5, 52, -96, -23, -29, 121, -126,
+ -24, -20, -2, 69, -50, 6, 71, -81,
+ -125, 90, -94, 1, -38, 36, 89, 17,
+ -60, 71, -48, 18, -15, 44, -18, 59,
+ 11, 114, -51, 32, 110, 1, 4, 109,
+ -24, 127, 27, 60, 88, 24, 45, -59,
+ 75, -36, 8, 57, -32, -25, 13, 126,
+ -89, -61, -76, 127, 18, -62, -68, 23,
+ -113, 5, 126, 43, -88, 26, -78, 18,
+ 75, 21, 9, -74, 20, 41, 126, -118,
+ -15, 9, 116, 126, -127, 34, -6, 126,
+ -128, -53, -54, -55, -121, 70, 127, -12,
+ -68, 82, -25, 104, -126, 126, -21, -26,
+ 124, -75, -127, -120, 13, 61, -64, -108,
+ -63, -65, -44, -35, -61, -39, 109, -74,
+ 113, -3, 108, -30, 125, 120, 39, 125,
+ -128, -95, -99, 111, 9, 25, 114, -75,
+ -92, -54, -12, -32, -38, 10, 31, 10,
+ 63, 51, 40, -99, 74, 4, 50, -128,
+ -36, -35, -11, -28, -126, -7, 66, -58,
+ -126, -22, -83, -61, -127, 49, 126, -8,
+ 7, 62, 36, -11, -32, -44, 63, 116,
+ 41, 65, -127, 126, 63, -30, -96, 74,
+ -92, 127, 38, -18, -128, 68, -5, 101,
+ -4, 85, 58, 79, 0, -58, 8, 119,
+ -70, -1, -79, -68, 114, -28, -90, -6,
+ -112, 2, 127, -8, 10, 55, -59, -126,
+ 127, 125, 80, 72, 35, -54, 95, -124,
+ -124, 79, 23, -46, -61, -127, -100, 99,
+ -77, 8, -87, 5, -2, 49, 85, 7,
+ -71, 82, 53, -41, 22, -22, -93, -103,
+ 6, 52, -56, 14, -8, -111, 85, 16,
+ 54, 32, -118, -24, 61, -53, 96, -70,
+ -5, -17, -67, -84, -7, -82, -107, -96,
+ 21, -83, -58, 50, 12, -126, -1, -28,
+ 34, -126, 115, 17, 91, 1, -127, 72,
+ 11, 126, -81, 6, 96, -8, 77, 15,
+ -6, 63, -27, 20, -123, -109, 85, -79,
+ -17, 126, -92, 2, -61, 20, 14, 17,
+ 121, 123, 30, 57, 120, 127, 57, 42,
+ 117, 98, 67, 39, -20, -70, 100, 7,
+ 125, 122, 40, 16, -79, 125, 83, 41,
+ -106, -57, 24, 55, 27, -66, -111, -44,
+ -7, -43, -66, 121, 42, -128, -45, 35,
+ 15, -127, 34, -35, -34, -40, -18, -6,
+ 63, 111, 31, 116, 127, 19, 24, -71,
+ -39, 34, 11, 19, -40, 27, 12, 106,
+ -10, 56, -82, -106, -2, -50, -52, 114,
+ -126, -34, -43, -68, 10, 76, 57, -118,
+ -128, 37, -104, 76, 125, 3, -76, 127,
+ -29, 84, -94, -15, 55, 125, 79, 127,
+ -57, -125, 104, -68, 126, 126, -77, 51,
+ 45, 33, -109, 115, -11, 1, 95, -121,
+ -5, -9, -126, -114, 39, 68, -126, -107,
+ -51, -42, 24, -8, 51, -27, -43, 66,
+ -45, 62, -98, -109, 69, 67, 0, -125,
+ -128, 49, 31, 126, -122, 2, -55, -67,
+ -126, -70, -128, -125, -77, 25, 16, -8,
+ -102, 11, -75, 82, 38, -5, 5, 19,
+ 34, 47, -127, -93, 21, 24, -97, -18,
+ 31, 39, 34, -20, 22, 123, 7, -77,
+ -81, -46, -9, 1, 23, 39, -127, -43,
+ -8, -50, 10, -21, 59, -9, -4, -13,
+ -27, 44, 127, 52, -47, 70, -43, 52,
+ 101, -49, 27, 45, 49, 33, -125, 55,
+ 114, 20, -1, 76, -24, -96, 105, 24,
+ 126, 75, -21, -105, 13, -42, 40, 126,
+ -30, -39, -95, 125, -63, 11, 6, 125,
+ 125, -14, 5, 42, -61, -4, 49, 88,
+ 6, -107, -28, 19, -29, 47, 126, 6,
+ -46, -89, -18, 91, -20, -6, 118, -21,
+ -22, 39, 115, 11, -42, 54, 73, -55,
+ -77, 62, -27, -59, -99, -12, -127, -40,
+ 56, -3, -124, -91, 71, -111, 6, -19,
+ 82, -24, -35, 102, -42, 7, -126, -126,
+ -125, 18, 98, -52, 127, 105, -52, 40,
+ -83, 126, -122, 109, 5, 127, 48, 6,
+ 5, -125, 100, -16, 29, 85, -89, 8,
+ 4, 41, 62, -127, 62, 122, 85, 122,
+ -107, 8, -125, 93, -127, 127, 102, 19,
+ 19, -66, 41, -42, 114, 127, -48, -117,
+ -29, -6, -73, -102, -3, -19, 0, 88,
+ 42, 87, -117, -20, 2, 122, 28, 63,
+ 71, 66, 120, 93, 124, -43, 49, 103,
+ 31, 90, -91, -22, -126, 26, -24, -21,
+ 51, -126, 87, -103, -69, -10, -66, -23,
+ 20, 97, 36, 25, -127, 30, -20, -63,
+ 30, 51, -116, 23, 40, -39, 36, -83,
+ -77, -25, -50, 110, 14, 13, -109, 125,
+ -65, -55, -87, 124, -126, -32, -72, -108,
+ 127, 127, -125, -124, 61, 121, 102, -128,
+ -127, 16, 100, 127, -124, -68, 72, -93,
+ -128, 43, -93, -19, -125, -97, -113, -33,
+ 83, 127, -44, 127, -75, 127, 16, 44,
+ 50, -122, 23, 118, 46, 19, 26, -128,
+ 10, 4, 99, -14, -82, -13, 30, 125,
+ 57, 65, 60, -71, 35, 98, 28, 7,
+ 1, 43, 89, 70, 75, 121, -59, 82,
+ -126, -53, -16, -116, -65, 52, -52, 0,
+ 80, 35, 45, -61, 46, 8, 107, 27,
+ -26, -118, 90, 57, -10, 7, -15, 0,
+ -39, -4, 12, 29, -1, 116, 84, 79,
+ 119, 125, -59, 28, -6, -25, -43, 2,
+ 90, 79, 67, 103, -82, 2, -6, 125,
+ 19, 73, 0, -105, 112, -17, 104, 107,
+ 124, 106, 19, 56, -44, 55, -112, 6,
+ -39, -83, 126, -93, -98, 57, -120, -23,
+ -38, 2, -31, -48, 106, 127, 127, 69,
+ 16, 110, 71, 104, 62, -12, -22, 42,
+ -37, -94, 34, -1, -32, -12, -124, -47,
+ -13, 60, -75, -66, 58, -127, -2, 64,
+ 76, -106, 73, -49, -31, 127, 126, 31,
+ 16, 127, -110, 107, -16, -53, 20, 69,
+ -14, -125, 59, -44, 15, 120, 125, 125,
+ 43, 6, 19, -58, 127, 127, 43, 16,
+ 82, 97, -127, 127, -93, -41, 88, 0,
+ 77, -15, 116, 16, -124, -31, -3, 95,
+ -40, -126, -54, -126, -83, -8, -59, 6,
+ 67, -29, 4, 124, -10, 112, -28, -8,
+ 85, -21, 45, 84, 6, -8, 11, 72,
+ 32, 84, -62, 77, 2, -36, 75, 31,
+ -50, 116, 126, 119, -88, -55, -14, -37,
+ 126, 40, -108, -6, -6, 57, 64, -28,
+ -76, 30, -117, -93, 31, -92, -44, -64,
+ 94, 58, 65, 114, 41, 47, 71, 42,
+ -26, 99, -126, 57, -5, 74, -19, -113,
+ -1, 67, -21, 126, 1, -3, 33, 60,
+ -82, 37, -48, 89, 114, -38, 127, -114,
+ 35, 58, -5, 21, -46, 121, -123, -43,
+ 127, 115, 123, 122, -101, 126, 127, 81,
+ 52, 89, -127, 102, 42, 117, -9, -2,
+ 125, 127, 110, 96, 120, 66, 70, 124,
+ 55, 84, -38, -58, 119, -127, -16, -79,
+ 123, 18, -127, -50, -38, 120, -85, 1,
+ 7, -56, 108, -77, -2, 21, 37, 1,
+ 13, -105, -69, 28, -87, 33, -104, -51,
+ 126, 41, 3, -121, 28, 71, 58, 86,
+ -8, 127, 94, -55, 125, 40, -19, 127,
+ -33, -87, -23, 7, -111, -68, 9, 84,
+ -119, 55, -82, 78, -37, -20, -9, -23,
+ 53, -13, 15, -46, 116, 126, -127, 56,
+ -126, 125, -7, -1, 45, 26, 125, 121,
+ 29, 47, -86, 30, 10, 76, -125, -7,
+ 23, 92, -12, -39, -18, 92, -97, -8,
+ -85, -41, 49, -50, 123, -37, -126, -30,
+ 14, 79, -49, -65, 9, -36, -38, -96,
+ 85, -24, -13, 37, -25, -5, -64, -127,
+ 55, -60, -18, -61, -63, 127, 56, 67,
+ 15, 124, 72, 120, 127, 40, -10, 114,
+ 24, -23, 46, 78, -53, 125, 86, 124,
+ 86, 0, 38, 93, 21, 127, 123, 75,
+ -72, 13, 48, 33, 83, -51, 15, -32,
+ -49, -33, 120, 64, 7, 9, 65, 60,
+ 21, -21, -61, -53, -113, 84, -97, 101,
+ 37, -114, -27, 41, 73, 126, -10, 59,
+ 61, -15, 70, -13, 82, -4, 69, 56,
+ 94, -91, -50, 92, -74, -48, 53, -7,
+ -107, 127, 28, 30, -26, -21, -61, 77,
+ 82, 64, -91, -125, 122, -104, 127, 123,
+ 122, 123, 76, -126, 127, -6, -80, 7,
+ 40, -66, -65, 54, -2, 23, 96, -64,
+ 74, 2, -53, -12, -123, 39, 60, -20,
+ 16, -17, -97, 23, -4, -53, -122, 32,
+ -16, -54, -95, 43, 71, -1, -67, -33,
+ 41, 18, 72, 28, -83, 31, -100, -91,
+ -27, 10, -128, -106, 2, 76, -13, 42,
+ 34, 112, -19, 44, 40, -9, -11, 65,
+ 92, -43, -125, 2, 47, -32, 25, 122,
+ -29, 12, 101, -8, -126, -23, 43, 7,
+ 125, -20, -124, 82, -2, 13, -73, -106,
+ 115, 31, 116, -23, -44, -71, 84, 3,
+ 47, 91, 127, 127, -15, 95, 7, 93,
+ 5, 113, -50, 54, 11, 13, -127, 17,
+ 72, 43, -23, 5, -70, 20, 15, -27,
+ 99, 69, -109, -122, -94, 16, 127, 0,
+ 116, 104, 45, 108, -34, 87, 72, -14,
+ 118, 46, 42, 109, -26, 95, 93, 127,
+ 60, 127, -93, -54, -122, 34, -105, 56,
+ 55, 103, 125, -71, -50, 95, -72, 127,
+ 107, 21, 73, 126, 61, 127, 127, 24,
+ -62, 90, 73, 90, -46, -78, -124, 72,
+ 123, -42, 50, -107, 17, -32, -62, -89,
+ 124, 1, 80, -2, 117, 119, -65, -127,
+ -95, -121, -52, 103, 66, 75, -3, -62,
+ -127, 127, -74, 124, 79, 49, 40, 105,
+ -67, -71, -70, 43, 127, 119, -4, 66,
+ 43, 23, 91, -126, 15, 63, -119, 112,
+ 103, 15, -99, 31, -127, 69, 116, -46,
+ -67, 2, -126, -29, 30, 30, -69, -98,
+ -47, -87, -70, -127, 23, -73, 30, -7,
+ 94, -52, -65, 98, -45, 97, 53, 23,
+ -9, -22, -52, -47, 6, -1, -85, -15,
+ -61, -14, 68, 110, -10, -121, -25, -35,
+ -15, -94, -123, 27, 75, 48, -66, -56,
+ -44, 93, 109, 67, -36, 24, 70, -126,
+ 8, -127, 126, 52, 11, -32, 120, -13,
+ -26, -28, -125, 127, 106, -50, 124, 36,
+ -126, -12, 0, -23, 76, -71, -126, -12,
+ -17, -82, 12, 124, 57, 33, 4, 77,
+ -46, 71, -34, 72, 125, -128, 124, -24,
+ -128, 75, -120, 69, -45, 55, 33, 127,
+ -33, 4, -105, -41, -59, -91, 123, 44,
+ -127, 127, -67, 52, 25, -125, -65, 100,
+ -25, 123, 6, 11, -123, -92, -33, 126,
+ -17, -4, 29, 33, 127, 96, 3, 87,
+ -48, -18, -70, 123, 58, -127, -3, -52,
+ -1, -36, -41, 127, 51, -52, -27, 46,
+ -83, 57, 9, 126, 127, 94, 79, -37,
+ -127, -40, 67, 52, 82, -66, 122, -13,
+ -73, 127, -8, -80, 46, -48, 4, -54
+};
+
+static const rnn_weight vad_gru_bias[72] = {
+ 124, 125, -57, -126, 53, 123, 127, -75,
+ 68, 102, -2, 116, 124, 127, 124, 125,
+ 126, 123, -16, 48, 125, 126, 78, 85,
+ 11, 126, -30, -30, -64, -3, -105, -29,
+ -17, 69, 63, 2, -32, -10, -62, 113,
+ -52, 112, -109, 112, 7, -40, 73, 53,
+ 62, 6, -2, 0, 0, 100, -16, 26,
+ -24, 56, 26, -10, -33, 41, 70, 109,
+ -29, 127, 34, -66, 49, 53, 27, 62
+};
+
+static GRULayer vad_gru = {
+ .bias = vad_gru_bias,
+ .input_weights = vad_gru_weights,
+ .recurrent_weights = vad_gru_recurrent_weights,
+ .nb_inputs = 24,
+ .nb_neurons = 24,
+ .activation = ACTIVATION_RELU,
+#if defined USE_NEON_OPTIMIZATION
+ .serialized_input_weights = 0,
+ .serialized_recurrent_weights = 0,
+#endif /* defined USE_NEON_OPTIMIZATION */
+};
+
+static const rnn_weight noise_gru_weights[12960] = {
+ -10, -8, 5, -72, 7, 55, -38, 3,
+ 10, 4, 21, 60, 73, 0, -3, 34,
+ 49, -36, 17, 8, 18, 41, -51, -42,
+ 34, -8, 126, 15, 112, 74, -60, -60,
+ 53, -17, 65, 6, 74, -1, 26, 80,
+ -46, -99, -47, 40, 29, -21, 85, -75,
+ 27, -117, 46, -22, -76, 56, 16, -67,
+ -49, -63, -35, -10, -20, 10, 68, 7,
+ -1, 37, 58, -53, 6, -79, -20, 12,
+ 6, 91, -63, 67, 58, -13, -23, -74,
+ -50, -77, -53, -22, -56, 123, -33, 28,
+ 74, -85, -9, -57, -32, 38, 21, 122,
+ 40, 23, -30, -81, -68, -29, -14, -98,
+ -1, -62, -32, 19, 102, 26, 28, -23,
+ 104, 28, -43, -20, -41, 28, 80, -22,
+ -88, 6, -26, 14, 34, -46, 57, -33,
+ -105, -16, 3, -17, -55, -1, -47, -122,
+ 11, 16, 62, 78, -1, -64, 71, 57,
+ -5, 45, 65, -93, 31, 30, -25, 21,
+ 23, 32, -1, -75, -10, 75, -90, 21,
+ 7, -110, -77, -39, 18, -39, 54, -97,
+ 12, 52, -97, 17, 73, 120, -81, -114,
+ 67, 82, 29, -71, -47, 69, -64, 17,
+ -105, -24, -70, -32, -2, -112, -31, -48,
+ 1, 22, 92, -21, -89, -65, 16, 49,
+ 3, 15, 80, -21, -1, 37, -4, -25,
+ 12, -80, -43, 56, -7, 36, -20, 18,
+ -12, 39, 66, 74, -100, 117, 76, -82,
+ -93, 63, 56, 36, 5, 41, -57, 31,
+ -47, -14, 52, -22, -56, 29, -123, -104,
+ 41, -113, 124, -106, -36, 41, -86, -40,
+ 44, 28, -6, 114, -32, -17, -26, -77,
+ -69, 42, -33, 61, 28, 82, -18, 71,
+ -53, -63, 122, -38, -49, -108, -32, 126,
+ 126, 45, 43, -56, 61, 9, -20, -53,
+ 122, 98, -3, 3, 24, -3, 80, -42,
+ -20, 57, -34, 108, -26, 48, 116, -14,
+ 53, 5, -45, 21, -55, 114, -49, -29,
+ -44, -5, -70, 98, 63, -115, -66, 53,
+ -55, -19, 83, -12, 7, 47, 42, 15,
+ -36, 44, 75, -85, 105, -84, -17, -127,
+ 15, -67, -105, 23, 36, -1, -16, -116,
+ 21, 58, 69, -57, -104, -81, -49, 91,
+ 26, -72, 33, -31, -37, -79, 5, 9,
+ 123, -61, 11, 67, -14, -29, 41, -53,
+ 37, -59, -20, -24, 95, 125, -66, -26,
+ 17, 28, -43, -8, -100, 80, -6, 0,
+ 37, -123, -54, -92, 28, 56, 127, 48,
+ 11, -58, 99, -90, 63, -4, 6, 10,
+ 37, -38, -15, 31, 5, -39, 25, -17,
+ 24, -23, -64, -68, 41, 65, 28, -113,
+ -115, -27, -51, 50, 9, -101, 73, -41,
+ -104, 88, -71, 3, -87, 119, -73, 20,
+ -35, 0, -30, 34, -31, -9, -4, 23,
+ -19, 35, -16, 111, 66, -52, -107, 101,
+ 54, -2, -3, 109, -40, -2, 119, 74,
+ -26, -116, -105, -90, 25, -111, -43, -92,
+ -3, -104, 102, 11, 19, -83, 14, -62,
+ 38, 57, 50, -10, 36, -95, 124, 32,
+ -34, -123, -7, -109, 124, -119, -67, -116,
+ -31, 114, -65, -34, -126, 8, 8, 5,
+ 53, -28, 53, 84, -9, -14, 92, -70,
+ 74, 116, -4, 121, -49, 108, 0, 126,
+ 123, -1, -25, 24, 56, -121, 20, -47,
+ -41, -11, -22, -32, -40, -41, -66, 29,
+ -128, -30, -28, 31, -39, 30, 57, -96,
+ 63, -121, 71, 1, -29, -20, 72, 114,
+ 12, -43, 23, -75, 24, -4, -123, 17,
+ 18, -68, -23, 51, -30, 39, -125, -48,
+ 13, -119, -75, -74, 51, 125, -10, 29,
+ -103, 6, -28, 22, -45, 19, 17, 19,
+ 33, -3, -18, -30, -12, -25, -128, 61,
+ 94, 47, -56, 59, -62, 66, -28, 18,
+ -115, 12, -3, -80, 60, -62, 55, -16,
+ 68, 23, -6, 109, 11, 0, -7, -96,
+ -11, 21, 44, -75, -8, -10, -10, 69,
+ 14, 14, -41, 26, 67, 37, -30, 44,
+ 11, -16, 3, 66, 1, -18, 21, 96,
+ -29, -100, 27, -8, -98, 21, -2, 58,
+ -45, -15, 93, 37, -66, -48, -7, -5,
+ 39, -57, 17, -81, 42, 0, -40, 123,
+ 3, 118, -14, 56, -113, -68, -127, 74,
+ -78, 46, 97, -61, -42, 68, -32, 16,
+ -10, -82, -6, 1, 98, -48, 20, 32,
+ -102, -35, 45, -5, -91, 26, 37, 18,
+ 59, -88, -29, 17, 43, 33, 14, 6,
+ -37, -37, 5, -7, -37, -13, 72, -6,
+ -128, -43, 17, 32, 45, -26, 4, -85,
+ -59, 8, 5, -27, 51, 55, 42, -79,
+ -13, -51, 49, 70, -26, -21, 9, 27,
+ 21, -26, -76, 28, 1, 89, -76, 23,
+ -4, 10, 31, -13, -22, 3, 41, 24,
+ 18, 25, -55, 10, -23, 4, -72, -18,
+ -91, -50, 1, -55, 12, -26, -43, 11,
+ -14, 27, -82, -73, 36, 27, -20, 62,
+ 53, 100, 75, -12, -37, -77, -127, 32,
+ -21, -24, 34, -26, -39, -5, -66, 94,
+ -97, 19, 16, 61, 59, 65, 37, -64,
+ 26, -34, 63, 74, 7, 38, -2, -27,
+ 82, -73, -10, 37, -43, 1, 23, 24,
+ 25, -5, 13, 6, -76, 78, 46, 44,
+ -107, 14, 7, -22, 28, -125, 47, -48,
+ 28, -16, 15, 1, -16, 21, 15, 51,
+ 37, -17, 2, 39, -23, -28, 10, -51,
+ -48, -1, 6, 88, 38, 22, -40, 37,
+ -22, -23, 67, -4, -3, -6, 9, 108,
+ -32, 31, 77, 28, -101, -23, -10, -38,
+ -13, 12, -34, 55, 24, -4, 48, 29,
+ -72, -83, 41, -31, -49, -68, 5, -3,
+ 124, -19, 44, -94, -4, -8, -31, 9,
+ -21, 58, -60, 24, 13, -9, 97, 53,
+ 93, -51, 105, 55, 36, -32, 6, -51,
+ -99, 19, 39, -63, -64, 29, 22, 5,
+ -24, -74, 72, -6, 35, 37, -25, 65,
+ 74, 29, 30, 65, 91, 30, -42, 15,
+ 42, -64, -87, -68, 53, -78, -33, 21,
+ -60, 33, 7, 6, 10, 68, 55, -47,
+ 51, -56, 79, -29, -1, -66, -29, 50,
+ 66, -12, -67, 69, -53, -90, -31, -123,
+ 49, 7, 10, -6, 55, -61, -14, -6,
+ 59, -2, -41, 21, 10, -21, -24, -23,
+ -34, 30, -49, -41, -27, 36, -56, 46,
+ 7, 18, -23, 78, -49, 1, -37, 43,
+ 77, -21, -19, 18, 14, 35, 92, 39,
+ -39, 44, -58, -1, 4, -63, 27, 79,
+ -14, -7, -41, -34, -24, -25, 13, -14,
+ -30, 5, -62, 13, -52, 53, 40, -18,
+ -29, 52, -20, 11, 20, 23, -47, 51,
+ 30, -91, -46, 39, 4, 53, -18, 2,
+ -28, -12, 62, -29, -57, -13, -20, 60,
+ -15, 3, 49, -26, 0, -30, -18, 97,
+ 11, 52, 43, 87, 107, -94, -30, 63,
+ -4, -62, 48, 2, 22, 7, -11, -79,
+ -41, 18, -28, 9, 30, -58, 80, -64,
+ 45, 2, 28, -49, -25, -34, 25, 87,
+ 108, -8, -42, -34, 61, -14, -13, 62,
+ -98, -5, 23, 15, -2, -1, -6, -52,
+ 40, -33, 61, -38, 76, -115, -23, 22,
+ 17, 25, 63, -37, -32, 26, -19, -8,
+ 54, 6, -39, -28, 25, 40, -29, 33,
+ 10, -50, 20, 25, 6, -22, 69, -24,
+ -115, 2, -13, -28, 28, -8, 109, -18,
+ -64, 96, 6, 7, 31, -10, 7, -34,
+ 24, -10, 50, 23, -59, -55, 45, 37,
+ -98, 27, -17, -47, 63, 57, 13, 35,
+ 4, -85, -65, 52, -54, -19, -40, 4,
+ -68, -61, -85, 98, -81, 44, 25, -17,
+ 44, -33, -31, -44, 21, -6, -29, -32,
+ -2, 50, -31, -16, 46, 50, -54, -18,
+ 70, -88, -44, 26, -51, -34, 21, 48,
+ -16, -15, 5, -28, -37, 25, -52, 25,
+ 37, -60, 19, -18, -49, 72, -120, -1,
+ 65, -61, -28, 25, -114, 89, -61, 126,
+ -48, -64, 69, 37, 46, 9, 18, -117,
+ -35, 64, -75, 28, 127, 33, -63, 22,
+ -15, -28, -9, -41, 27, 68, -4, 54,
+ 4, -89, -8, -10, 83, 73, -11, -90,
+ -8, 14, -92, -38, 11, -22, -36, 33,
+ -37, -38, -126, -74, -5, -12, -8, -4,
+ -28, -47, -30, -30, -6, 43, -5, 56,
+ 3, -16, -83, -73, -51, 23, -99, -10,
+ -2, 57, -18, -17, -53, 3, -21, 35,
+ 25, -116, -20, -33, 89, -44, 49, 102,
+ -74, -57, -65, -127, -33, 59, 60, 20,
+ -60, -1, -18, 10, -30, 106, 3, -24,
+ -15, 93, 45, -22, 7, 55, 9, -27,
+ -82, 3, 19, 9, 4, -14, -43, -36,
+ -19, 97, 85, 31, 42, -35, -19, -12,
+ -1, 68, -53, 46, -127, -93, 16, -63,
+ -58, -126, 55, 6, -52, 97, -41, 59,
+ 49, -9, 10, 54, -42, 5, -11, -25,
+ -1, 35, 72, 52, 28, -6, -54, 30,
+ -28, 18, 38, -17, 57, -8, -44, -20,
+ 42, -20, 94, -46, -2, -81, 110, 27,
+ -66, 5, 63, 36, -51, -55, -27, 71,
+ 125, -5, -12, -57, 65, -98, 36, -12,
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+ -8, 42, -93, -38, -46, 1, 29, 50,
+ 78, 75, 63, -73, 14, -26, 6, 58,
+ -81, 7, -3, 86, 69, 5, -6, 14,
+ 48, -41, 124, 0, 43, 65, 24, 54,
+ -79, 32, 46, 17, -13, -57, -35, -10,
+ -19, 40, -78, -47, -4, 30, -86, -61,
+ 0, 15, -15, 13, 127, 5, -22, 61,
+ 68, -33, 8, -16, -34, 10, 33, 5,
+ -48, 14, 49, 126, -27, 20, 96, 26,
+ 8, 24, -4, 57, 54, 45, -11, -126,
+ 126, -13, -51, -32, 4, -65, 74, -77,
+ -35, -3, -7, -69, 10, 13, 0, -49,
+ -123, -56, -9, -61, 6, 18, -1, 12,
+ -67, 23, 5, -30, 7, 37, -34, 12,
+ -40, 3, -25, 32, -60, -66, 97, -27,
+ 32, 20, -95, -3, 8, -76, -15, 61,
+ 8, 19, 9, 18, -20, -13, 105, -13,
+ 47, -11, 19, 10, -47, 1, 125, 77,
+ 90, 34, -76, 49, 64, -28, -67, 2,
+ -32, -24, -1, -25, -120, 1, -68, 55,
+ 81, -85, -11, -12, -29, -110, 2, -44,
+ 41, -12, -16, 7, -1, -118, 76, -76,
+ -17, -43, -8, 101, 86, -123, 70, 45,
+ -13, -39, 114, -72, 101, -5, -8, -5,
+ -54, -49, -92, -26, -117, 19, 14, -116,
+ 37, 8, 15, -15, 30, -22, -16, 23,
+ -83, 5, 57, 14, -19, -9, 51, -1,
+ -20, -26, -3, -8, 3, -14, -51, 11,
+ -56, 30, -5, -108, -10, -115, -89, -38,
+ -70, -4, -15, -30, 35, 48, -119, -63
+};
+
+static const rnn_weight noise_gru_recurrent_weights[6912] = {
+ 20, -47, 122, 31, 41, -36, 18, -22,
+ 0, 87, -28, -26, -68, 8, -54, 104,
+ 112, 19, 31, -118, -31, -31, 9, 17,
+ 11, 5, -53, -24, -17, 24, -35, 16,
+ 53, -26, 6, 24, 48, 11, 17, -34,
+ 17, -15, -51, -32, -44, -11, 10, 63,
+ 25, -92, -52, -30, 26, -57, 44, -18,
+ 20, 49, -40, 74, 96, -43, 99, 90,
+ -15, 40, 11, -119, -125, 42, 58, -127,
+ -27, 9, -64, -64, -87, -31, -53, -39,
+ -1, -11, 53, -6, -124, -6, -81, -67,
+ 46, 23, 11, -124, -48, 100, -62, -6,
+ -17, -124, 10, 81, 39, 35, -125, -52,
+ 4, 41, -43, 12, -48, 13, 27, 41,
+ 25, -20, 4, -71, -59, -30, 43, 46,
+ 22, 34, 50, -78, -117, -26, 67, 22,
+ -27, -86, 48, -51, -52, 32, 48, 1,
+ -11, 63, -38, 62, -13, 17, 32, -6,
+ 11, -15, -65, -45, 69, -9, -33, -13,
+ -114, -30, 55, -29, -33, 3, -59, 44,
+ 72, -52, 22, 65, 14, 5, -20, 19,
+ 12, 81, -2, 100, -6, 125, -41, 124,
+ -2, 24, 107, 21, -38, 66, 46, -20,
+ -11, 8, 51, -59, 8, 50, -78, -26,
+ 98, -21, 120, -30, 34, -49, 72, -22,
+ -74, 69, -86, -11, 23, -126, 10, 12,
+ -35, -36, 20, 21, -24, 39, 44, -110,
+ -54, 33, 1, 10, -83, 36, -37, 7,
+ -57, 0, -73, -23, 15, -10, -14, 12,
+ 52, -80, -21, -40, 0, -47, 24, 8,
+ 58, -41, -48, 14, 27, -83, -11, 62,
+ 5, 101, 35, -75, 89, -101, 44, 50,
+ -77, -115, 1, 50, 25, -113, -64, -6,
+ -14, 30, -80, -91, -48, -126, -51, -93,
+ -103, -1, -49, 73, 25, -39, 51, 70,
+ -39, -53, 41, -60, -70, -72, -6, -19,
+ 63, 75, 120, 79, 1, -57, 8, -3,
+ 18, 5, -56, 31, -13, 73, 83, 77,
+ 4, -122, 122, -127, -17, 63, -119, -30,
+ -74, -109, -106, 44, -12, 106, -15, -31,
+ -19, 17, 87, 15, -79, 81, 32, 35,
+ 60, 127, 0, -53, -60, 30, -93, -31,
+ -19, 36, -19, -21, -46, 44, 16, 88,
+ -98, 61, 65, 25, 119, -70, 127, 52,
+ 12, -1, -6, -72, 15, 99, -117, 22,
+ 3, 99, -63, -54, -56, -1, -32, -2,
+ -120, 53, 66, -8, 112, 43, 2, -57,
+ -27, -92, 39, 100, 5, -20, -66, -7,
+ 33, -81, -127, -80, 27, -112, -76, -53,
+ 122, 12, 33, -88, -25, 47, -112, 10,
+ -38, 117, 29, -125, -65, 30, 60, -124,
+ -61, 14, 108, 7, -30, -50, -38, 44,
+ 16, -35, 39, -2, 125, 83, -1, -24,
+ -27, 106, -76, 58, 122, 24, 15, -86,
+ -101, -82, 121, 6, -4, 33, 0, -40,
+ -80, 22, -24, -124, -39, 120, -53, -1,
+ 63, 12, 48, -54, 83, -109, 40, 7,
+ 26, -51, -74, 38, -12, 0, 33, -66,
+ 50, -118, -25, -109, 18, 59, 124, 50,
+ 10, -42, 12, 68, -85, -59, 46, 34,
+ 5, -1, -2, -41, 53, 3, -8, -62,
+ -8, 33, -95, -24, 52, 30, -16, 98,
+ -13, -54, -54, 39, -30, 9, -78, -13,
+ -21, -39, -20, -21, 36, 24, 1, 63,
+ 28, -72, 63, -15, -127, -19, 16, 56,
+ 4, 22, -71, 9, -13, 18, -42, 5,
+ -10, -14, -71, -37, -47, -48, -68, 64,
+ 56, 23, -90, 15, -67, -38, -1, 10,
+ -34, -119, 55, -61, -25, 24, 29, -47,
+ -53, -28, 32, 23, 51, 45, -17, 111,
+ 12, -16, -63, -25, -50, 31, -18, -45,
+ 2, -15, -79, -11, 78, -102, -46, 31,
+ -47, 69, 8, 63, -123, 107, -74, -78,
+ 45, 55, 20, -64, 30, 95, 44, 6,
+ 13, 28, -37, -70, -21, -84, 16, 6,
+ 5, -53, 8, -9, -11, 24, 41, -39,
+ -84, -40, 24, -126, -41, -3, 13, -84,
+ 59, -62, -43, 11, -15, 14, -46, -125,
+ -72, -38, -48, 22, -38, 84, 39, -29,
+ -97, 31, 8, -46, 22, -68, -60, 8,
+ -47, -123, -18, -102, -43, 34, -79, 30,
+ -74, -94, 64, -57, -1, 98, -9, 97,
+ -119, 45, 19, -24, -26, -99, -55, 24,
+ 46, 7, -6, -126, -80, 15, 1, -20,
+ -72, -68, -23, -79, -74, 65, 8, 26,
+ 118, 13, -82, -38, 20, -9, 104, 41,
+ 42, 126, -15, -54, -65, -97, 59, 50,
+ 12, 76, -47, 92, -126, -39, 2, 46,
+ 27, 101, -87, -7, -26, -25, -2, 22,
+ 12, 57, -99, -16, 54, 126, 80, -17,
+ 54, 21, -21, 83, -54, 62, -11, 35,
+ -37, 80, -2, 20, 6, 39, -20, -74,
+ 33, -53, 56, -21, -48, 37, 37, 0,
+ -40, 13, 44, 107, -47, -21, 19, -23,
+ -116, 104, 72, -43, 59, 37, 53, 70,
+ -59, 26, -14, 41, 13, 17, 32, 123,
+ -73, 62, 101, -47, -60, 15, -44, 7,
+ -114, -40, -39, -79, 84, 18, 114, 70,
+ 103, 55, -24, -8, -80, 71, -50, 55,
+ 54, 46, 25, -59, 15, 19, 122, -104,
+ 121, -5, 45, -22, 118, 88, -2, 123,
+ -13, 21, -33, -70, -54, -86, -29, -85,
+ -40, -38, -20, -71, 8, -97, -23, -48,
+ -4, -9, 25, -122, -52, -119, -5, 3,
+ 39, -28, -113, -65, -44, 5, 13, -14,
+ 83, 9, 50, 27, -24, -13, -14, -37,
+ 106, -31, 58, -26, 37, 1, -78, -128,
+ -12, -39, -127, 20, -53, 54, -61, 71,
+ 16, 41, 54, -92, 57, 88, 48, -51,
+ -7, 18, 24, -12, 83, 29, 63, -20,
+ -88, 11, -17, -79, -84, -51, 53, -2,
+ -21, -64, -28, 98, -14, 7, 127, -122,
+ -22, -25, 6, 4, 121, 124, 111, 38,
+ -33, -17, -106, -2, -10, 12, -35, 67,
+ -2, 8, -15, -17, 48, 66, -5, -10,
+ -33, -2, -37, 73, -110, 124, -27, -14,
+ -7, 46, 6, -14, -37, -32, -32, -33,
+ 39, 33, -21, -111, 1, 21, -126, -99,
+ -81, 31, -32, 58, 32, -104, 23, 61,
+ -48, 20, -5, -51, 57, -126, -10, 110,
+ -6, -32, -35, 65, 42, -95, -74, -72,
+ 6, 45, -81, 34, -61, -128, 46, 22,
+ 5, -30, -59, 116, -95, -31, -14, 16,
+ 18, -39, 52, -36, -35, -1, -107, 59,
+ 34, -24, 35, 28, 52, -65, -49, -66,
+ -1, 59, -87, 45, 42, 124, -47, -59,
+ -68, -85, 52, -18, -119, 19, 25, -126,
+ -118, -26, -9, 82, -111, 20, -72, -86,
+ 6, -36, 18, -45, 100, 3, -86, -17,
+ 125, -121, -50, 25, 37, 123, 20, 52,
+ -118, 53, 19, -31, -86, 123, 63, -110,
+ -12, -28, 64, -39, 75, 96, -95, 58,
+ 45, 43, 97, -71, -25, -38, -8, -33,
+ -85, -56, -44, 41, 82, -77, 71, -35,
+ 29, -36, -16, 21, -84, -7, -37, -82,
+ 60, 21, 26, -39, -23, 87, -2, 46,
+ -27, 45, -38, -25, -67, 45, -48, -3,
+ 11, -82, -15, -34, -35, 87, -94, -17,
+ 47, -33, 41, -17, -36, 30, 41, -18,
+ 81, 33, 25, -80, 65, -6, 65, -35,
+ -18, -105, 33, 57, 5, -12, 25, 120,
+ 6, -69, 90, -41, 45, -59, -82, 80,
+ 41, -11, 6, 38, 105, 51, 58, -73,
+ 20, 19, -4, 40, -28, -124, 116, -33,
+ -15, 23, 124, 68, 28, 6, -25, -29,
+ 18, 80, -35, -4, -25, 10, -118, -20,
+ 9, 94, -111, -76, 43, -19, 15, 97,
+ -19, -21, 63, 92, 72, -67, -23, -66,
+ -49, -14, 6, -47, 17, -101, 21, -29,
+ 89, -72, -86, 112, -92, 38, -71, 114,
+ -53, 47, -102, 6, -59, 64, -16, -116,
+ -22, 6, -43, 19, 9, 9, -37, -68,
+ 86, -6, -84, -40, 10, -14, 80, -10,
+ -49, 76, 31, 47, 123, 90, -49, 35,
+ 9, 64, 71, -29, -40, -107, 60, -33,
+ -23, 25, 63, -116, -16, -118, 82, -125,
+ -7, 26, -70, 77, 37, 124, 29, 80,
+ 69, 88, -5, -56, -77, 68, -77, 61,
+ 20, -72, -27, -120, -58, -70, -10, -126,
+ -49, -66, -44, 127, -28, 83, 63, 65,
+ -90, -29, -121, -1, -30, 85, -41, -91,
+ 40, -43, 68, 85, 85, -75, -43, 122,
+ -24, -103, -82, 20, -113, -22, -36, -72,
+ 29, -39, 28, -24, -16, 11, 27, 28,
+ -1, -61, 15, -126, 1, -31, -43, -26,
+ 24, -27, -42, 28, -80, -34, 15, -44,
+ -42, 31, 23, -40, 30, -2, -54, -6,
+ -48, -114, 36, -71, 13, 57, -127, 94,
+ 1, -28, 116, -62, -3, -29, -23, -75,
+ -110, 49, 42, 127, 19, -121, -92, 56,
+ -58, -28, -41, -19, -5, 38, 106, 120,
+ 40, 2, 86, -58, -49, -20, 102, -56,
+ -86, -7, 1, -85, 10, 34, -11, -63,
+ -1, 85, -106, 31, -48, -64, 12, -14,
+ -111, -82, -28, -11, -26, -52, -43, -33,
+ -20, -57, -91, 27, -64, 54, -55, -32,
+ 27, 97, 11, 13, -8, -120, -35, 35,
+ 6, -117, 25, 104, 7, -1, -8, 0,
+ 31, -29, -10, -20, -33, -23, -1, -6,
+ -107, 60, -62, 70, -28, -96, 48, 17,
+ -103, -64, 30, 42, 18, 66, 0, -69,
+ -16, 77, -21, -4, 35, 45, -70, 70,
+ 36, 27, 97, -27, 57, 23, -23, 91,
+ 118, -12, 24, 21, -54, 1, 40, -17,
+ -109, 39, 33, -22, -44, 46, 20, -15,
+ -42, 29, -10, -64, -16, 35, -95, -83,
+ 40, -34, -63, 54, -12, 2, 104, -5,
+ -103, -79, -94, 126, -7, 18, -17, 116,
+ -15, 76, -48, 19, -5, 76, 58, 53,
+ 1, 20, 22, -13, -63, 11, -15, -117,
+ -39, 43, -21, -5, 18, 16, -7, -72,
+ 34, -103, 86, -76, -114, 26, 39, -4,
+ 3, 45, -37, -55, -34, 56, -113, 14,
+ -56, 21, 83, -115, 52, -41, 71, -51,
+ -125, -95, 11, 93, -48, 5, -41, -128,
+ 11, 22, -20, -103, 1, 17, -69, -28,
+ -32, 25, 119, 52, -92, -92, -19, 57,
+ 77, -51, 59, -57, -8, -90, -17, -44,
+ -94, -43, -90, 5, 18, -27, -72, 42,
+ -18, -29, 32, -30, 19, -7, -27, -102,
+ -82, -20, -7, -127, -26, 60, 1, -37,
+ -124, -92, -47, -8, 8, -55, -25, -88,
+ -18, 98, -5, -35, -44, 15, 121, -38,
+ -13, 9, -88, -126, 68, -126, 62, -49,
+ -44, -56, -71, 3, 65, -27, -46, -103,
+ -78, 29, -65, -23, 100, 75, 47, 8,
+ 57, -43, -47, 69, 112, -85, 51, -56,
+ 36, -101, 13, -36, 73, 26, 31, -8,
+ 53, 52, -38, 29, 81, -26, 116, -18,
+ 35, -49, 2, -6, -4, 52, 94, 59,
+ -120, 68, -59, 6, -3, -54, -22, 18,
+ 1, -126, -127, -34, 19, 105, -26, -16,
+ 113, -43, -31, -7, -60, -4, 72, 39,
+ 17, 38, 118, 31, 5, 19, -70, -14,
+ -93, -8, -107, -56, -59, 56, -127, 41,
+ -63, -30, -71, -27, -4, 13, -15, -66,
+ -50, 33, 38, 34, -47, 2, -50, 71,
+ -49, 18, -39, -18, 46, -3, 50, -18,
+ -32, -67, -25, 58, -14, -7, 23, -3,
+ -24, 7, 8, 118, -20, -55, -24, -30,
+ -16, -9, 73, 63, -74, 42, 112, -35,
+ -27, 38, 59, 13, 72, 2, 109, -11,
+ -75, 30, 28, -20, -74, 16, 103, -83,
+ -6, -115, -44, -11, -33, -120, 66, -58,
+ 22, -12, 15, -32, -26, 1, 30, 35,
+ 76, 62, -121, 9, -32, 12, 75, -77,
+ 80, 25, -18, -78, -123, -61, 23, 36,
+ -127, -65, 15, 29, 100, -23, 2, 15,
+ 21, 52, -120, -14, 12, -38, -39, 100,
+ 13, -3, 22, -125, -115, -44, -65, 85,
+ -44, 35, -27, -44, 9, 77, 2, 4,
+ 5, 35, -31, -126, -112, -91, 32, -24,
+ 6, -73, -41, 41, -23, 42, -127, 41,
+ -51, -8, -55, -52, -32, -6, -52, 55,
+ -16, 26, 110, -63, 70, 127, 38, 80,
+ 17, 87, 44, -51, 34, 127, -16, 117,
+ 126, 22, -24, -123, -6, -76, 12, -4,
+ -3, 47, -31, 28, 30, 12, -24, 84,
+ 110, -105, 64, 44, 84, 27, -13, 54,
+ 104, -20, 60, -60, -10, 45, 120, -55,
+ -6, -91, 35, 10, 2, 38, -30, -125,
+ -100, -23, -126, 47, -16, -17, 20, -73,
+ 6, 31, -28, -121, -53, 79, -100, -4,
+ 69, 0, -20, 125, 35, 16, -44, -20,
+ -5, 44, -113, -11, -6, 57, 33, -3,
+ -21, 50, 101, -9, 42, 72, -10, 21,
+ 95, 39, 8, 72, 42, -43, -24, 30,
+ 33, -27, -17, 79, 52, -127, 3, 39,
+ 1, -66, -43, 85, 11, -56, -20, 14,
+ -7, -30, -8, -10, -34, 48, -109, -12,
+ -99, -58, 123, -82, 35, -102, 7, -83,
+ -104, 29, 99, -91, 13, 15, -64, -111,
+ -17, -24, -98, -97, 86, 0, 12, 123,
+ -113, 61, -13, 3, 31, 4, -92, -115,
+ 126, 7, 6, 74, -68, 46, 19, -85,
+ -94, -20, -20, -117, 59, -51, -59, 20,
+ 18, 3, 6, 21, 1, 94, -78, 112,
+ -12, -46, -30, 67, -16, -83, 6, 42,
+ -118, 49, -82, -21, -4, 15, -12, -67,
+ 20, -71, -69, 57, -10, -51, -46, 99,
+ -5, -9, -40, 59, -61, -11, -59, -69,
+ 2, -55, -32, -48, -4, -6, -33, -110,
+ 94, 43, -19, -18, 31, -126, -5, -19,
+ -80, -20, -20, -28, -56, -70, 45, -46,
+ 43, 77, 6, 77, -90, 26, -37, 35,
+ -39, -48, 28, 9, -56, -42, -31, -46,
+ -31, 13, -65, 77, 34, -41, 9, 17,
+ 20, 24, 51, -44, 11, -21, -44, -78,
+ -96, -23, -22, 6, 18, -126, -110, -33,
+ 8, -32, 17, -123, -43, -7, -53, 17,
+ 46, -53, 26, -15, 70, 19, -51, 67,
+ 25, 117, 56, 7, -6, 74, 57, 101,
+ 122, 41, -32, -44, -21, 54, 32, 22,
+ 119, 120, 72, 68, -24, 29, 48, -6,
+ 2, -14, 5, -35, -77, 4, -72, 53,
+ 46, -31, 57, 25, 9, 69, -21, -7,
+ 70, -41, 43, 63, 10, -53, -68, -31,
+ 20, -19, -90, 48, -22, -54, 33, 64,
+ 20, -79, -13, -17, 45, -41, 103, -16,
+ 25, 6, -35, -24, 28, 9, -29, 76,
+ 4, 40, 47, 23, 24, -51, 92, -17,
+ 49, -23, 107, -13, 65, 72, 34, -19,
+ -20, -60, -45, -55, -2, 19, -58, -49,
+ 7, 20, 78, 120, -69, 28, 45, -119,
+ -15, 13, 20, -45, 25, -108, -20, 12,
+ -54, -17, 32, -17, -13, -3, -3, 17,
+ -25, -48, 95, 8, 36, -66, -4, -26,
+ -17, 12, 39, 57, 53, -17, -33, -46,
+ -18, -61, 19, 64, -72, -12, -69, -31,
+ -31, 66, 65, -62, -10, 120, 4, 46,
+ 122, -36, 75, -47, -5, -82, 49, -3,
+ -123, -125, -37, 127, 33, 111, 58, -68,
+ -36, 87, 51, 22, -49, -1, 115, -10,
+ -40, 37, -56, -90, 11, 34, 77, -5,
+ -37, 61, 123, -11, 17, 46, 64, -86,
+ -96, -5, -18, -84, 116, -126, 127, 55,
+ 58, 27, -68, 42, 47, -63, -108, -103,
+ -33, -1, 77, 0, -9, 33, 126, -106,
+ -14, 127, 8, 2, -42, 37, 41, -23,
+ 17, 11, 4, -65, -42, 0, -47, -36,
+ -11, 34, -83, -25, 52, -125, -25, 0,
+ 7, 24, -83, -56, -21, 112, -60, 25,
+ -124, -114, -67, -14, -55, -28, -34, -9,
+ 119, 8, -47, 52, -6, 20, 23, 9,
+ -104, -27, -46, -42, -32, 55, 118, 49,
+ -35, -41, -19, -103, 1, 63, -47, 9,
+ 1, 0, 124, 72, 1, 8, 47, 118,
+ 29, -39, -20, 26, -38, -17, 13, 68,
+ -52, -37, -30, 105, 7, -5, 27, 24,
+ 71, 15, -48, 80, -9, -9, 66, 19,
+ 19, -31, -74, 115, -4, 21, 78, -19,
+ 2, 17, -51, 28, -109, 58, 78, -10,
+ -3, 119, -44, -12, -41, -57, 67, 38,
+ 49, -113, -43, -101, 59, 104, -26, 116,
+ -23, -47, -33, 57, 17, -99, -123, -3,
+ -55, 9, 94, -50, 30, -48, -128, -63,
+ 3, -61, 61, -31, -40, -31, 4, -54,
+ -123, 37, 70, 14, -13, -32, -115, 61,
+ 21, -93, -34, -7, -32, 26, -20, -110,
+ 73, -15, -123, -69, 41, 13, 106, 10,
+ -39, 69, -102, -80, 18, 51, -81, 86,
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+ -82, 46, -3, -57, -18, -57, -9, 61,
+ 14, -12, -41, -84, 125, 124, 24, -80,
+ -44, -21, 21, 82, -48, 123, -72, -23,
+ -93, 38, 10, -103, 55, -126, 31, 29,
+ -48, 127, 26, -51, -74, -54, 4, 35,
+ -125, -40, -30, 37, 58, 31, 11, 10,
+ 2, -24, -75, -18, 29, 35, 10, 37,
+ -3, -106, -56, -70, -11, 14, -59, -125,
+ 27, -49, -18, 12, -59, -63, -74, -1,
+ -66, -13, -121, -73, -4, 5, -121, -70,
+ 6, -128, -23, -20, -25, -65, 14, -23,
+ 112, 67, 109, 41, -15, 71, 3, -9,
+ -21, 121, -119, 63, 93, 34, 35, 65,
+ 126, -39, -46, -118, 105, -103, -25, -29,
+ 76, 51, -77, 122, 95, 65, 77, 67,
+ 11, -4, -119, -52, -39, 48, 6, -28,
+ 68, -42, 113, 9, 23, -18, -7, -14,
+ 23, -12, -9, 5, 6, -93, 43, -32,
+ 7, 20, -65, 55, 18, -128, 53, -7,
+ -5, 21, -2, 13, 43, -5, 13, -126,
+ 92, -60, 32, -84, -116, 62, 70, 115,
+ -21, -38, -116, 0, 39, -10, -10, -29,
+ -101, -40, -9, -29, 43, -16, -1, -4,
+ 29, -42, -52, 13, 44, -126, -91, 39,
+ 64, -52, -60, -52, 66, 15, -7, -35,
+ -105, -55, 63, -24, -76, 89, -18, 38,
+ -73, 57, 6, 67, -80, 64, -48, -42,
+ 19, -74, -128, 36, 4, 20, -125, 15,
+ 51, 13, -19, -29, -78, -60, 56, -9,
+ 63, -23, -37, -57, -12, 7, 33, -115,
+ -30, 62, -32, 93, -19, 73, 20, 15,
+ -2, -48, -19, -128, -54, 126, -103, -39,
+ -27, -65, -24, 63, 7, -40, 27, -26,
+ 71, -110, 116, 36, 20, 7, 2, 40,
+ 45, -41, -62, -78, 28, -54, -59, -1,
+ -19, -75, 50, 32, 107, 20, -5, -104,
+ 105, -39, -38, 72, 70, -121, -4, 99,
+ -23, 16, -47, 14, 89, 34, -65, -16,
+ -46, 18, 52, -65, -51, 11, -108, -37,
+ -57, -25, 27, 19, -36, -100, 97, -112,
+ -24, -118, -31, -39, 122, -61, -52, 95,
+ 42, -53, -27, -71, -79, 3, -62, -126,
+ -115, -30, 65, -48, -98, -110, 77, 13,
+ 55, 26, -4, 2, -73, -36, 50, 20,
+ -86, -70, 22, -35, 118, -119, 7, 62,
+ -124, -7, -107, -95, -119, -60, -47, -94,
+ 14, 105, -70, 104, 16, 75, 114, -128,
+ -95, -113, 17, 7, -127, 24, 28, -53,
+ -76, -57, -118, -19, -59, -14, -64, -22,
+ -27, 0, -10, -103, 13, -116, -59, -1,
+ 66, -123, -107, -5, -48, 4, -61, -86,
+ -50, 5, 51, -81, -108, -59, 19, 54,
+ -103, -17, -35, -127, -81, 59, -122, 0,
+ 36, -24, 117, -29, 31, -9, 13, 15,
+ 80, 81, 36, 123, 90, 77, 21, -49,
+ 8, -12, -34, 65, -71, 35, -3, 15,
+ -54, -58, -41, -45, 10, 54, 102, 77,
+ 23, 28, -39, -43, -47, -49, -87, -35,
+ 24, -2, 21, 33, -22, 26, 19, 80,
+ -26, -32, -101, 34, 31, -6, -57, 20,
+ 73, 78, -107, 36, -49, 2, 23, -17,
+ 109, 5, 15, -34, 41, -23, 61, -5,
+ -56, -102, 88, -16, 49, -52, -57, 59,
+ 90, -8, -125, 30, 72, 75, -46, -75,
+ -126, 97, -28, 118, -62, -47, 113, -29,
+ -48, -29, 101, 23, -7, -42, 18, 36,
+ 0, 11, -29, 31, -53, -5, -18, -80,
+ 46, -18, 29, 5, 17, 0, -19, 65,
+ -6, -1, 21, 11, -35, -40, 26, -68,
+ -29, -43, -4, -24, 29, 85, -25, -77,
+ -10, -27, 3, -34, 56, 74, -118, 13,
+ 14, 101, -48, 22, -41, 59, 22, 21,
+ -20, -127, -73, -7, 70, -48, 13, -95,
+ 31, -14, -63, 22, -71, -93, -74, -38,
+ -120, -28, -33, -45, -14, -48, -18, 81,
+ 24, -60, -29, 0, -16, -7, 47, -84,
+ -72, 58, 14, -37, 71, 20, 41, -42,
+ -6, -105, -8, -2, -25, -16, 23, -50,
+ 16, 33, 52, 22, 42, -4, -5, 54,
+ 15, -22, -105, -18, -8, -25, -112, 26,
+ -32, -46, -70, 86, -41, 105, 46, -30,
+ -38, 1, -24, -20, -24, 3, -13, -44,
+ 19, -79, 23, -60, 21, -54, -120, -21,
+ -3, 60, 4, -29, -2, 17, -2, -10,
+ -20, 12, -71, -108, 47, 4, 26, 20,
+ -11, -28, 0, -27, 2, -50, 7, 9,
+ -42, -59, -52, 65, 9, 77, -67, -21,
+ 5, 44, -30, -33, -87, 8, 109, 120,
+ -80, -27, -74, 4, 40, 22, -17, 91,
+ 13, -31, 80, 0, 34, 24, -29, -74,
+ -120, 71, -96, 85, 125, 117, 59, -53,
+ -75, -42, -21, -19, 9, 29, 47, -124,
+ 97, -7, 54, 29, 9, 67, 56, 13,
+ -16, 33, -10, -11, 100, 26, -65, -10,
+ 2, 80, -43, -1, -98, -37, -1, 63,
+ 29, 41, -92, -5, 48, 36, -2, 48,
+ 2, -23, 7, -2, 19, -121, 95, -85,
+ -2, -126, 47, 44, 4, -49, 53, 27,
+ -80, 48, -51, 127, 13, 84, -39, 2,
+ 40, 29, 45, 53, 14, -21, 27, -38,
+ -79, -63, -28, -20, 7, -117, 62, 1,
+ 58, -68, -6, 22, -5, 9, -16, -23,
+ 55, -43, 25, -31, -85, 39, -5, 65,
+ 1, 16, 11, 2, -27, 31, 65, 88,
+ -15, 16, -127, 58, 45, -45, -20, 45,
+ -22, -61, 62, -62, -74, -107, -62, 96,
+ 37, 57, 23, -83, 3, 11, -69, 31,
+ -13, -67, 14, -93, 35, 61, -62, -31,
+ -61, 9, 25, -53, 127, 117, -4, 67,
+ 59, -65, -38, -11, 46, -75, -20, -48,
+ -9, 55, 18, -39, 30, -55, 114, -45,
+ 47, 15, -32, -27, -84, 12, -42, 85,
+ 0, 4, -56, -48, -43, -24, 24, 26,
+ -85, -10, -90, 28, -9, 77, -111, -51,
+ -79, -41, 26, 16, 46, -65, -69, -106,
+ 121, 68, 19, 16, -62, -25, -62, 115,
+ 116, 20, -94, 61, 45, 78, 53, 55,
+ 28, -42, 20, 7, -109, -34, 55, -124,
+ -39, 125, 40, 25, -28, 82, -60, -101,
+ -13, 25, -71, -34, 27, 71, 16, -7,
+ -33, -37, -1, 12, -1, 9, -52, -12,
+ 25, 25, -34, -41, -37, 32, -18, -31,
+ -124, -85, -101, 0, -37, -122, 49, -21,
+ 85, -68, 5, 36, -20, -13, -12, 43,
+ -26, -57, 30, -12, -46, -90, -83, -120,
+ -3, -26, -59, 16, 47, -83, 32, -44,
+ -14, 35, -94, 69, -61, 108, -20, -17,
+ 54, 36, -49, 53, -50, 48, -4, 9,
+ 38, -70, 56, -23, 80, -48, 56, 37,
+ -55, 20, 41, -9, -97, -55, 81, 18,
+ -42, -6, -110, 97, -86, -91, 21, 9,
+ -14, -10, -14, 92, -39, 45, -37, 62,
+ -43, 34, 114, -14, 24, -25, 126, -92,
+ -8, 6, 0, -59, 34, 26, 18, -3,
+ -53, 24, -36, -125, -75, -21, -36, -37,
+ 75, -124, -50, -48, -117, -29, 38, -10,
+ 117, -84, 82, -126, -4, -123, 9, 27,
+ -91, -81, -21, -126, 50, -29, 47, 51,
+ 44, 51, -17, 125, -39, -56, 49, 44,
+ 127, -14, 101, -46, -3, -21, -52, -2,
+ 4, -35, 65, 25, 33, -47, 89, -36,
+ 34, 72, 70, 43, -72, -38, 90, 54,
+ 121, 13, 63, -18, 45, -41, 95, 23,
+ -4, 82, 14, 37, -10, 86, 47, 46,
+ -13, 15, -35, -123, -58, -7, 102, -79,
+ 40, 13, -6, -42, 75, -127, -109, 20,
+ 61, 20, -74, -113, -28, 96, -97, -67,
+ -41, -28, 118, 15, -10, 41, 26, 17,
+ -84, 34, 125, 7, 61, -126, -104, -124,
+ 125, -109, -1, 50, -44, 40, 62, -118,
+ 86, -50, -45, -58, 9, -126, -94, 26,
+ -45, -28, -77, 11, -54, -38, 70, -74,
+ -49, 39, -127, -21, -98, 39, 113, -109,
+ -123, -69, 47, -73, -111, -59, 1, 3,
+ -43, 25, 115, 102, 5, -83, -72, 122,
+ 84, -126, -42, -51, -13, 17, 19, -106,
+ -56, 38, -40, -75, -20, 56, -7, 32,
+ 58, 57, 39, -118, -23, -123, -82, 66,
+ -40, -115, -84, 29, 120, 28, 6, 12,
+ -66, 15, 58, -77, -26, -71, 80, 120,
+ 38, -13, 92, -113, 23, 61, -122, -39,
+ -5, -114, -30, -11, 0, 43, 19, -122,
+ 111, 73, 0, -51, 49, -36, -25, 101,
+ -41, -45, -33, -91, -52, 52, 65, 37,
+ -78, 93, 78, -73, 9, -9, 9, -79,
+ -35, 25, 16, -29, -36, 9, -16, -40,
+ 33, 118, 7, 36, -19, 43, -46, -123,
+ -49, 18, -95, 101, 29, -35, -17, -7,
+ 60, 20, -75, -25, -35, -17, -117, -106,
+ -30, -98, -40, 68, 35, -15, 14, -101,
+ -36, -83, 2, 20, 53, 126, 8, 74,
+ 63, -57, -20, -13, 33, -9, -90, -75,
+ -2, -105, 86, 37, -48, 14, -40, -20,
+ 5, -127, -12, -30, -53, -14, 39, 93,
+ -24, 0, -20, 66, 42, 7, -39, 68,
+ 80, 25, 81, 4, 28, -22, -41, 56,
+ 51, -39, 2, 28, 45, -3, 62, 92,
+ 19, 73, 43, 45, 61, -53, 102, -35,
+ -34, 47, -85, -29, -12, 46, -31, -89,
+ 47, -25, 120, -8, 30, 63, -27, 56,
+ -67, -10, 71, 30, -21, 88, 86, -72,
+ 23, 16, -46, 126, 116, 45, -53, 15,
+ 90, 20, 10, -47, -35, 61, 28, -68,
+ 121, 108, -24, -8, -97, -13, -124, -27,
+ -21, -104, -22, -61, -118, -124, -41, -3,
+ -86, -31, -15, 71, -1, -42, -2, 45,
+ 40, -33, -115, -38, -33, -36, -4, 34,
+ 74, 98, -8, 107, -49, 11, 121, -29,
+ -49, -15, -37, 43, -80, -31, 19, 15,
+ 18, -71, 78, -108, -87, 34, -4, -30,
+ -98, 124, -115, -18, -116, 35, 10, -125
+};
+
+static const rnn_weight noise_gru_bias[144] = {
+ 51, 32, 88, 60, -64, 92, 5, -36,
+ -49, 95, 102, -20, -1, 14, 8, 21,
+ -36, -68, 62, 46, 10, -60, -103, -16,
+ -30, -42, -43, 35, -4, 23, 97, 46,
+ -29, -16, 71, 52, -20, -23, 91, 16,
+ 69, -13, -23, 73, -17, 13, 30, 23,
+ 1, -27, 53, -24, -71, 45, 42, -49,
+ 28, -16, -20, 61, 40, -104, 54, -5,
+ 31, 10, -51, -37, -6, -85, 9, 51,
+ 16, 2, -26, 56, -39, -5, -27, -13,
+ -49, 30, 4, -64, -41, 45, -23, 14,
+ -19, -10, -55, -61, -35, 46, -31, -12,
+ -93, -28, 11, -6, -46, -12, 1, 15,
+ -37, -107, -50, 3, 54, -26, -86, 14,
+ 66, -54, -38, -70, -1, 69, 46, -12,
+ -128, -55, 0, 17, 48, -64, -24, 9,
+ -67, -107, -101, -43, -4, 80, -52, -90,
+ -23, -64, 31, 86, -50, 2, -38, 7
+};
+
+static GRULayer noise_gru = {
+ .bias = noise_gru_bias,
+ .input_weights = noise_gru_weights,
+ .recurrent_weights = noise_gru_recurrent_weights,
+ .nb_inputs = 90,
+ .nb_neurons = 48,
+ .activation = ACTIVATION_RELU,
+#if defined USE_NEON_OPTIMIZATION
+ .serialized_input_weights = 0,
+ .serialized_recurrent_weights = 0,
+#endif /* defined USE_NEON_OPTIMIZATION */
+};
+
+static const rnn_weight denoise_gru_weights[32832] = {
+ -53, 26, -20, 28, -57, -30, -79, 58,
+ -68, 103, 70, 4, 92, 14, -71, -3,
+ 26, 54, -9, -86, -8, 49, -60, 121,
+ -98, -4, 103, -38, -89, 28, 85, 30,
+ 33, -45, 42, 53, -37, -116, 72, -44,
+ 24, 1, 17, -26, -7, 9, 5, -71,
+ -97, -86, -118, -59, -27, -51, 26, 14,
+ -89, -63, 76, -16, -5, 11, 86, 121,
+ 67, 5, -20, -44, -43, -7, 18, 25,
+ -41, 14, 11, 24, -5, -58, 15, 10,
+ 89, 41, -100, 42, 41, 89, -89, 30,
+ -16, -35, -29, -119, -45, -1, -104, 24,
+ 9, 46, 21, 122, -5, -29, -64, 19,
+ 72, -60, 79, -52, -15, -37, 15, 38,
+ -13, -9, 28, 56, -12, 121, 23, -104,
+ -81, -7, -94, 17, 124, 49, 108, -41,
+ 118, -33, -106, 42, -27, 50, 57, -24,
+ 26, -107, 15, -103, -23, -13, -7, 23,
+ -40, -113, 14, -36, -59, 25, 44, 54,
+ 37, 40, -10, 59, 29, -16, -49, 18,
+ 4, -27, 15, 15, 37, 29, 50, -61,
+ 28, -16, -96, 48, -102, -97, 12, -31,
+ 43, 54, 9, -58, -42, 18, 10, 115,
+ -16, -29, -14, -66, -38, 69, -65, 50,
+ 7, 6, 11, 8, -53, -1, 25, 32,
+ 77, -5, -42, 58, -43, -63, -86, -36,
+ 18, 21, -49, 38, 72, 22, -25, 22,
+ -16, -95, 77, 16, 55, -8, 31, -39,
+ -117, 3, -38, -24, 27, 24, 25, -29,
+ 21, -44, -13, -61, 6, 5, 19, -20,
+ -11, 89, 40, -113, -86, 65, -84, -21,
+ 20, 10, 15, 28, -56, -14, -17, 50,
+ 90, -15, 29, -27, -54, -40, -32, -58,
+ -59, 4, -17, 58, 3, -85, -9, 64,
+ -38, -5, 104, -21, -30, -4, 79, -44,
+ -55, 8, 44, 10, -58, 31, 7, 25,
+ -49, -2, -30, -29, -118, 49, 68, 17,
+ -34, 0, 46, -109, 28, -14, -47, 88,
+ 13, -55, 24, 62, 44, -16, -54, -67,
+ 40, 69, 3, -46, 1, -43, 127, -30,
+ -78, 25, 106, 16, -30, 104, -12, 20,
+ -58, 35, -71, -79, 18, 7, -12, -28,
+ -49, 17, 98, -64, 25, 84, 32, 33,
+ -36, 13, -31, 29, -9, -97, -78, 4,
+ 16, 26, 86, 28, -29, 5, 23, -5,
+ -112, 83, -27, 9, -47, 43, 12, -7,
+ -11, 27, 92, -9, -14, -9, 69, 68,
+ 32, -25, 20, -70, 40, -20, -32, 36,
+ -94, 19, 5, 101, 11, -47, 44, 65,
+ -40, -56, -21, -43, 72, 7, 36, 14,
+ 1, -27, -18, -10, 18, 14, 58, -4,
+ 12, 3, -60, -6, 68, -9, -42, 10,
+ 40, -17, -17, 13, -16, 86, -62, -20,
+ -22, 24, 75, 61, -5, -32, -75, 0,
+ -41, -65, -19, -37, 21, -51, -54, -79,
+ 3, 34, 10, 75, 91, -59, 25, 21,
+ -5, 26, -71, 9, 27, 28, 49, -17,
+ -12, -44, -28, -51, -8, -18, -4, -12,
+ -45, -50, 32, 26, 65, -54, 29, 16,
+ -80, 16, 38, -94, -27, 33, 3, 51,
+ 17, 26, -10, -35, 18, 57, -6, 7,
+ -9, -35, 22, 10, -9, 5, -18, 7,
+ -3, 15, -82, -12, -18, 51, 6, 21,
+ -29, 58, 14, -16, 6, 29, -35, 59,
+ 10, 32, 54, -11, 25, -27, -13, 33,
+ -19, 11, -83, 61, 37, 42, 20, 21,
+ 13, 57, 40, -1, 8, 6, -8, 22,
+ 57, -18, -1, -7, 29, -40, -17, 50,
+ 8, -4, -4, 32, 26, 35, -60, -35,
+ -36, -17, -66, -63, 2, -124, 8, 26,
+ 17, 31, -84, -12, 15, 49, 6, 39,
+ 33, 28, 20, -48, 42, 8, -5, -6,
+ 26, -33, 12, 42, 91, 25, 5, -91,
+ -27, 23, 6, -63, -119, -99, -38, -32,
+ -97, -31, 15, -28, -18, -59, -24, -7,
+ -2, -7, -119, -34, -121, -121, 26, 74,
+ -85, -7, -22, -26, -43, 2, -32, 34,
+ 51, -82, -92, 14, 80, 19, -2, -39,
+ -81, -22, 48, -39, -21, -46, -49, -19,
+ -68, -111, 80, -45, -49, -86, 23, -2,
+ -55, -9, 2, 1, -55, -32, -32, 18,
+ -104, 88, 1, 25, -48, -100, 9, -89,
+ 9, -8, 70, 43, -122, 90, 45, -60,
+ -48, -22, -47, -100, 48, 22, 6, 26,
+ -16, 18, -37, 5, -102, -6, 3, -55,
+ -87, -117, -33, -106, -63, -21, 10, 74,
+ 16, -19, -14, -60, 15, -38, 90, -58,
+ -14, -2, -58, -45, 50, 30, -72, -26,
+ 94, -108, -79, -4, 53, 63, -80, 45,
+ 20, 35, 73, -9, -5, -83, 46, -6,
+ -68, 0, 0, -127, -17, -69, 25, -91,
+ -75, 3, -62, -31, -47, 16, 35, -39,
+ 20, -22, -63, -17, -3, -72, 48, 15,
+ 74, -33, -86, -63, -67, -44, -15, -32,
+ -42, -34, 37, 9, 18, -41, 19, -8,
+ 27, 41, -81, -120, -113, 7, 83, -16,
+ 17, -17, 22, -28, -73, -54, 1, 11,
+ 3, 33, 33, 16, 6, -20, -64, 11,
+ 2, -14, -69, -36, -42, -13, -115, -16,
+ -27, 9, 26, 7, -58, 6, -55, 52,
+ 23, -20, 74, -61, -13, -31, -63, 68,
+ -7, -20, 64, 0, 17, -10, 24, 15,
+ 47, 16, -23, -1, 9, -4, -69, 14,
+ -6, -7, 3, 9, -20, -29, -41, 64,
+ 23, -21, -1, 41, 48, -46, 11, -22,
+ -2, -7, -54, -86, -44, -44, 8, 31,
+ -47, -25, 33, 95, -35, -125, -8, -3,
+ 52, 19, 9, -27, 62, 32, -11, -7,
+ -60, -13, 110, -28, 118, -11, 45, 5,
+ -2, 22, 22, -61, 6, -72, -42, -12,
+ 0, -17, 13, -91, -29, -50, -54, -126,
+ -60, 119, 25, 24, 51, -32, -15, 77,
+ 14, 34, -33, -53, -53, 56, -72, -27,
+ 57, -11, -61, 32, 3, -18, -54, 19,
+ 70, 34, 17, -68, -65, -2, 48, 18,
+ 10, -72, 88, -15, -63, -38, 2, -20,
+ -4, 42, -88, 96, 60, 79, 6, 77,
+ 127, 9, 22, 21, -26, -55, -33, -69,
+ 39, -62, 33, 5, -29, -40, 29, -51,
+ 7, 18, 37, -14, 88, -25, 52, -6,
+ 17, -104, -10, -68, -42, -116, 83, 81,
+ -74, -9, -127, -55, -79, 26, -59, 37,
+ -27, 20, 36, -46, -67, 51, 10, -19,
+ 101, -28, 53, -62, 10, -6, -15, -13,
+ 5, 9, -61, -123, -33, 30, -39, -48,
+ 11, -126, 59, 21, -3, -121, 27, 46,
+ 13, -59, -3, -122, 37, -120, 9, -43,
+ -33, 24, -33, -42, 9, -34, 68, 16,
+ 6, -1, -49, -105, -9, -13, 41, -46,
+ 78, 7, -55, -38, 82, -26, 9, 24,
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+ 50, 2, 44, -6, 17, -5, -44, 13,
+ 81, -6, 37, 7, 3, 56, 10, 2,
+ -20, 44, -36, 7, -6, -31, 17, -5,
+ -11, 20, 2, 61, 115, 0, 11, 3,
+ -8, -23, 3, -70, 4, -65, 11, 9,
+ 52, -19, -51, -16, -3, -34, -32, -49,
+ -61, -12, 0, 49, 23, -52, 119, -12,
+ 32, 68, 8, -5, 12, 32, -14, -18,
+ 37, -11, 45, 6, -68, 9, 35, 15,
+ 10, 89, 114, 38, 53, 26, -1, -51,
+ -24, -85, 25, -50, -10, 20, -16, -22,
+ -6, 127, 21, -7, -127, 12, 9, -18,
+ -42, 6, -58, 27, 1, 24, 18, 16,
+ -14, -2, -52, 63, -95, 10, -13, 127,
+ -35, -22, 6, 112, 64, 10, -16, -20,
+ -39, 1, 0, -19, -101, 5, -1, 110,
+ 2, 44, 7, 4, -49, -17, 17, -8,
+ 37, -61, -7, -6, -16, -99, 73, 2,
+ -16, 22, -2, 18, 15, 4, -27, 24,
+ 11, -47, -3, 15, 127, 21, -7, 15,
+ 15, -20, 3, 26, 127, 38, -38, 0,
+ 6, 37, -10, 7, 23, 1, 36, -128,
+ -10, 13, 29, 16, 17, 39, -27, 8,
+ 98, 5, 14, -75, -126, 12, -10, 30,
+ -31, 19, -36, -55, 0, 28, 83, 86,
+ 11, 6, 15, 41, 13, 38, 9, 12,
+ 15, 14, -21, 13, 116, 14, 0, 9,
+ 10, 99, -53, -14, -128, 8, 19, -5,
+ 5, -30, 2, 60, 36, 75, -69, 6,
+ 53, 28, 44, 27, -33, -30, 36, 7,
+ -59, 11, 80, -71, 44, -39, -42, -25,
+ -38, 13, -123, -28, -24, 23, -58, 33,
+ 4, -29, 16, 67, 19, 126, -7, 9,
+ -32, -7, -34, 51, 5, -5, -16, -3,
+ -41, 5, 23, -7, 26, -11, 126, -12,
+ 37, 60, -2, 14, 11, 0, 42, 43,
+ 11, -51, -50, -28, -15, -3, 21, 16,
+ -119, 55, 21, 71, -9, -17, 13, -60,
+ 112, 36, 55, 2, 5, 0, -7, 1,
+ 47, 4, 18, 44, -36, 51, 0, -41,
+ -47, -66, -9, 39, -19, 54, 11, 4,
+ -71, -35, -33, -17, -40, -92, 125, 31,
+ -28, -7, 25, -19, -89, 14, -94, 61,
+ 124, -29, 8, -123, -8, -65, -30, 38,
+ 2, -23, 23, -80, 5, -43, 21, -19,
+ -13, -17, 20, -23, 24, -126, 26, 8,
+ -27, 12, -111, -6, 42, 20, -126, -33,
+ -22, -81, -1, 42, 8, -59, 42, 96,
+ -11, -10, -44, -41, 6, 39, -3, 6,
+ -43, -30, -38, -8, 121, -41, 17, -13,
+ 101, 7, -98, 1, 26, 35, 27, 15,
+ -56, -10, 4, -23, 12, 80, -25, 8,
+ 8, -14, 1, 33, -17, -4, -18, -7,
+ -44, -80, -63, -50, 16, -125, 75, -17,
+ 8, 16, -53, 5, -30, -6, -83, -16,
+ -22, -78, 13, -7, -89, 5, -6, -10,
+ 11, 39, 8, -72, -28, -126, -32, -7,
+ -19, -1, -8, 38, 6, -34, 5, -1,
+ -12, 48, -71, -5, -11, -126, -33, -17,
+ -3, -17, 1, -83, 7, 8, 60, 27,
+ -1, 14, -69, -11, 27, -5, 73, 3,
+ -27, 64, -28, 2, 3, 22, 0, -12,
+ -41, 3, -25, 16, 9, 25, -27, 21,
+ 22, 11, 0, 1, -1, 16, 6, -9
+};
+
+static const rnn_weight denoise_gru_recurrent_weights[27648] = {
+ -76, -99, -23, -18, 12, -119, -3, -53,
+ 6, 9, -8, -124, 91, -33, 50, 0,
+ -52, 95, 19, 54, 43, 29, -17, -122,
+ -83, -29, -107, -57, -8, -4, -27, 118,
+ -96, 4, 81, -5, 44, -90, -103, 39,
+ -29, -25, -56, -13, 71, -13, -103, -1,
+ -15, -5, -100, -89, -14, 4, -16, 36,
+ -10, -44, 59, -44, -103, -109, 50, 37,
+ 24, -48, -121, -9, -101, 30, 29, -5,
+ -69, 89, 56, -41, 39, -52, -4, -111,
+ -39, 16, -54, 31, -49, 34, -1, 12,
+ -20, -45, -121, -40, -28, -3, -13, -38,
+ 23, -83, -13, -6, 97, 44, 13, 30,
+ -38, 2, -25, -82, 46, 38, -25, 31,
+ -106, 9, 20, -113, 27, 17, 12, -91,
+ 34, -7, 10, -44, 3, -2, -66, -3,
+ -93, -70, -32, -58, -24, 20, -49, -31,
+ 6, 87, -30, -89, 10, 23, -60, -16,
+ -113, 22, -1, -4, 60, -45, -41, 1,
+ 17, -9, 39, -38, -36, -22, 47, 38,
+ -39, 10, -89, -27, 10, 45, 35, 2,
+ 62, 5, 42, 14, 28, -27, 13, 10,
+ -22, -23, -67, 41, -10, 12, -55, -57,
+ -76, -35, -108, 12, -26, 0, -42, 104,
+ -48, -64, 4, -3, 34, -126, -19, -11,
+ 36, 55, -54, -55, -123, -44, -45, 36,
+ -61, 18, 2, -127, 52, -30, -119, 33,
+ -8, -45, -26, -102, -91, 36, 49, 45,
+ 51, -4, 5, -105, 56, -128, -83, 11,
+ -16, 16, -126, -108, -71, 9, -9, 36,
+ -6, -63, -100, -56, -10, -51, -34, -13,
+ 15, -17, -28, 61, -65, -72, 32, -80,
+ 38, -13, 75, 56, -15, 81, 50, 21,
+ -127, 12, -86, 45, -41, 57, 23, 11,
+ -28, -71, -119, -22, -62, 79, -96, 32,
+ -61, 20, 9, -117, -52, 33, -82, 82,
+ -16, -100, -47, -128, 39, -105, -15, 10,
+ -5, 90, -124, 19, -28, -66, -76, -13,
+ -40, 31, -20, -5, -24, 41, 14, 121,
+ -56, 56, 43, -123, -44, -24, 28, 73,
+ -37, -17, -19, -65, 45, 52, 63, -1,
+ 30, 16, 51, -7, 45, -13, -70, 16,
+ -1, -4, -22, -116, -37, 37, -124, -10,
+ 28, 12, -109, 2, 16, -30, 13, 28,
+ -24, 32, -26, -53, 72, 10, 40, 42,
+ -73, 36, 25, -51, 19, 27, 34, -6,
+ 66, 36, -4, 38, -87, -33, 36, -41,
+ 15, 3, -32, -72, 73, 35, -32, -124,
+ 117, -36, 0, -22, -114, 76, 5, -125,
+ 7, 1, -50, -104, 1, -74, 11, 8,
+ -28, -8, 13, -115, -50, 3, 89, 75,
+ 22, 44, -99, -61, 97, 41, -123, -53,
+ 91, 85, 108, -12, 11, -23, 13, 0,
+ -12, 102, -18, -74, -44, 54, -17, 16,
+ 0, 53, 21, -19, 34, -11, 80, 25,
+ -58, 62, -55, 78, -29, 20, 35, 29,
+ -51, 42, 65, -86, -60, -25, 94, 14,
+ 52, -18, 58, -54, 84, -115, -17, 18,
+ -64, -9, 27, -94, -5, -3, -46, 5,
+ 11, 6, -125, -64, -54, 21, 59, -50,
+ 49, 38, 47, -39, 60, 3, -11, 16,
+ 71, -56, -7, 55, 51, -27, -51, -29,
+ 7, -6, -63, 89, -16, 36, -76, -35,
+ -102, -93, 11, -84, -5, -25, -59, -6,
+ -19, -8, -23, -121, -60, -126, -71, 8,
+ -17, -128, -95, 15, 13, 64, 37, 16,
+ 23, -78, 36, -111, -8, 69, -53, 62,
+ -37, 7, 9, -25, -63, -66, -25, -53,
+ -36, -7, -47, -40, -50, -42, -81, 127,
+ 70, -22, -107, -115, 11, 95, -54, 12,
+ 1, 15, 62, -14, -127, 47, 72, -43,
+ -2, -4, 127, 11, 22, 20, 11, -10,
+ 4, 26, 71, -3, 85, -42, -9, -10,
+ -35, 27, 34, 35, 35, 0, -23, 27,
+ 43, 0, 68, -13, 34, -21, 1, 70,
+ -34, 22, 16, 17, -11, -27, 0, -65,
+ 41, -40, -28, -27, 18, 3, 1, 37,
+ -36, 16, 44, -17, 61, -32, 50, 3,
+ 11, 1, -18, 24, -38, 19, 21, -8,
+ 3, 50, 28, -14, -55, 6, 0, -23,
+ 12, -17, 32, -18, 20, 22, -15, -2,
+ -17, -23, 48, -14, -9, -41, -4, -10,
+ 20, -11, 23, -10, 40, -3, -4, -38,
+ 4, -18, 8, 61, -7, 23, -31, -24,
+ -7, 45, -81, 12, -49, -19, -7, 38,
+ 52, -26, 25, -54, -5, 23, 17, -14,
+ -32, 46, 1, 18, -24, 2, -94, 21,
+ 34, -24, 36, -7, -11, 35, -62, 19,
+ 15, -47, 45, 5, 30, 26, -23, -38,
+ -48, 6, 77, 50, 9, 25, 11, -29,
+ -7, 13, 12, 14, 40, 33, 21, 62,
+ -6, -27, 38, -45, -1, 87, 11, -27,
+ -20, 43, -68, -28, 27, 25, 3, -13,
+ 53, -38, 4, 44, -41, -72, -7, -39,
+ 41, -25, -35, 86, -59, 41, 127, -56,
+ 34, -38, -25, 22, 0, -22, -24, -1,
+ -65, 19, -23, 25, -20, 79, -68, -87,
+ -123, -123, -28, -76, -114, -10, 1, -95,
+ -126, -128, 10, -68, -103, -11, -122, 127,
+ -119, -43, -28, -55, 69, -76, 60, 106,
+ 122, -118, -40, -50, -11, -25, -30, -18,
+ 39, -22, -80, -77, 121, -23, -88, -23,
+ -20, 80, 35, 71, -75, -114, -128, 127,
+ 23, 11, 38, -52, -41, 7, -127, 29,
+ 37, -74, -59, -47, 126, -16, -92, 10,
+ -92, 4, -59, 2, -127, -87, 126, 24,
+ 122, -79, 97, 98, 1, 41, -61, -124,
+ 71, -25, 37, -48, 32, 85, 34, 56,
+ -21, -31, 0, 85, -11, -10, 41, 14,
+ -41, 7, -17, 97, -79, 84, -98, -34,
+ 17, -1, -60, 15, 39, -37, -35, 16,
+ 26, -15, -37, 49, -20, -25, -56, -13,
+ 5, 16, 6, 77, 67, 123, 96, 5,
+ 29, -17, 46, -10, -23, 57, -79, 29,
+ -28, -17, 52, 86, -30, 6, 14, 51,
+ 125, 17, -23, 90, 47, -8, -19, -42,
+ -19, 118, 27, 20, 38, 36, 12, 122,
+ 42, 4, -14, -5, 1, 36, -6, 29,
+ -53, 15, 8, 21, 32, 31, -35, -2,
+ -56, -18, 12, 74, 48, 5, -4, 33,
+ 60, -92, -21, 44, 92, -62, -2, 35,
+ 4, 48, 69, -45, 73, -35, 3, 28,
+ 81, -48, 18, -34, 29, 123, -32, 29,
+ 6, 9, -118, 4, 30, -1, -24, 65,
+ 3, 34, 40, 20, -13, -53, -50, 31,
+ 9, -86, -87, -36, -57, -27, -35, -30,
+ -123, 18, 8, -107, -6, 5, 48, 21,
+ -54, -1, 60, 61, 26, -1, 12, -11,
+ 41, -26, 110, 29, 27, 8, 48, 43,
+ -12, 123, -33, -8, -91, 122, 9, 120,
+ -18, 71, -23, 63, -34, -20, 30, 46,
+ -45, -24, 24, 57, -20, -15, -123, 3,
+ 5, 59, 13, -87, 45, -15, -28, 38,
+ -3, 29, -23, -6, 31, 69, 33, -4,
+ -64, -31, -48, -1, -4, 23, 53, -4,
+ 1, 96, 29, -44, -123, -19, 3, 32,
+ 80, -28, 6, -57, 2, -67, -18, -50,
+ 16, -125, -87, -25, -51, -127, -23, 5,
+ 0, 62, 90, 67, -41, -11, 41, -64,
+ -67, 15, -3, 78, -86, -11, 30, -10,
+ -57, 23, -41, 23, 4, -103, -57, -119,
+ -94, -94, 69, -19, 48, 23, -32, -20,
+ -58, -17, 60, 113, 69, 57, -27, 24,
+ -25, -2, 23, 3, 8, -37, -35, -9,
+ 5, -23, -38, -19, 26, 6, -49, 3,
+ 95, 45, 0, 15, -102, 3, -46, -1,
+ -19, -2, 2, -86, 14, -3, 45, -20,
+ 22, 23, -75, 93, 38, 54, -44, 107,
+ -87, 80, 19, 20, -54, 73, 4, 50,
+ 14, -5, 32, 7, 32, 7, -46, 10,
+ -21, 8, -40, -45, 55, 33, 17, 31,
+ 44, -10, 88, -11, -14, 29, 32, 54,
+ 116, 33, -53, 107, -88, -34, 47, 124,
+ 18, 14, -1, 5, 1, -39, 21, -15,
+ 58, -27, -70, 100, -37, -25, 4, -56,
+ 69, -22, 23, 3, -53, 20, -10, -48,
+ 22, -95, -14, 39, -43, -70, 35, -6,
+ 8, -95, -86, 9, 22, -59, 121, -127,
+ -1, 62, -18, 14, -13, 56, 76, -80,
+ -62, 10, 74, -56, 16, -11, 34, -52,
+ 50, -7, 40, -61, 38, -38, 31, -51,
+ 16, 23, -17, 25, 42, -51, 101, -19,
+ 8, -19, -4, -46, -115, 3, 126, 41,
+ 2, -1, -66, -26, -110, -49, -72, -39,
+ 20, 92, -23, 60, -34, 80, -23, 32,
+ -4, 56, 59, -82, 81, 127, 61, -17,
+ 44, -49, 33, -38, -119, 68, 74, -38,
+ 87, -15, -21, -21, -70, -7, -8, -46,
+ -7, -107, 42, 20, -108, -37, -5, 7,
+ -123, 30, -125, -17, -48, 79, 26, -103,
+ -42, -18, 4, 48, -21, 14, 34, 12,
+ 27, 37, 74, 57, -124, -5, -4, 5,
+ 55, -36, 44, 64, 3, -48, -37, 51,
+ -45, 95, -59, -32, 5, 28, -80, 24,
+ 18, -86, -6, -83, 5, -8, -16, 4,
+ -113, -23, 9, -24, -86, 8, -30, 16,
+ 72, 12, 41, -55, -18, 101, -5, -17,
+ -108, -15, 62, -36, 29, 5, -16, 64,
+ -8, -10, -42, 22, -128, -37, 43, 82,
+ -42, -93, -20, -29, 46, 29, -41, 4,
+ 18, -12, -51, 53, -43, 1, -61, 7,
+ 21, 7, -94, -11, 99, 89, 84, -14,
+ 14, -59, 56, 46, 22, -11, -35, 4,
+ 40, -68, -32, 100, -8, 48, 1, 17,
+ 1, 20, -4, 98, 3, 0, -21, 15,
+ 39, 27, 66, -8, -37, 3, -8, -17,
+ -39, -53, -10, 9, 28, 82, -10, 33,
+ -36, -14, -47, 25, -8, -24, 8, 14,
+ 10, -31, -44, -31, -53, 77, -18, -76,
+ 35, -3, 124, -4, 92, 92, 34, 90,
+ 125, 10, 63, 38, -16, 41, -4, 3,
+ 27, 93, 62, 23, -48, 6, -36, -42,
+ -3, -3, -50, 2, 64, -36, -79, 122,
+ 79, 22, 32, 19, 22, 34, -24, 5,
+ -11, 23, 38, -65, -15, -3, 61, -7,
+ -6, -41, -37, 15, -5, 1, 52, 11,
+ -42, -54, -7, 18, -34, 65, 113, -3,
+ -29, 61, 5, -36, -12, 106, 10, -95,
+ 57, 124, 95, 32, -25, -26, 4, 13,
+ 43, -22, -38, -26, 17, -46, -4, -122,
+ -39, 40, 79, 45, -48, -35, -74, 60,
+ -34, 50, 69, -68, -10, 94, -67, -80,
+ 80, 55, 46, -61, 2, 14, 77, 8,
+ 21, 4, 68, 53, 108, -3, -30, -18,
+ -102, -127, -12, 8, 77, -86, 27, -127,
+ -26, 100, -8, -77, -128, -47, -51, 2,
+ -111, -11, 13, -23, 44, -123, -2, 28,
+ 21, -71, -124, 9, 28, -18, 66, 53,
+ 64, 83, -31, 28, -8, 36, -21, 9,
+ 8, -46, -23, -101, 12, -73, -49, -38,
+ 52, 106, -82, 57, 41, -17, 59, 20,
+ -74, -7, 10, 28, 3, -15, 0, -92,
+ -9, -29, -64, 106, 36, -106, 4, -46,
+ -114, -59, -104, -71, -128, -68, -41, -4,
+ 56, -115, 51, -34, 29, -21, -24, 14,
+ -59, -113, -57, 4, -6, 78, 24, -4,
+ 23, 23, -12, -4, -24, -17, -79, 23,
+ -16, 17, -31, 6, 29, 26, 14, -50,
+ 37, 27, -13, 22, 15, 1, 0, 72,
+ -62, 58, -6, -38, 18, 90, -2, 14,
+ 65, 41, 48, 59, 53, 12, 55, 9,
+ 14, 38, 34, -35, 19, 25, 55, 31,
+ -22, 22, 81, 48, 14, -15, -49, 19,
+ 67, -54, 20, 13, 8, 3, 7, 32,
+ 6, -6, -11, 19, 66, 40, 35, 19,
+ 12, 29, -45, -61, 54, 105, 56, -20,
+ 7, 46, 5, 4, 60, 10, 37, -19,
+ -37, 66, 44, 15, 19, 35, -21, 29,
+ 55, 16, 61, 85, -26, -3, -93, -30,
+ 9, -36, 2, -42, -67, -32, -23, -2,
+ 15, 79, 27, -17, -4, -126, -29, 18,
+ -3, -40, -118, -28, 10, 42, 64, -30,
+ -9, 101, 4, 6, -20, -53, -10, 18,
+ -14, -62, -29, 8, -38, -3, 9, -21,
+ -26, 63, 31, -5, 20, -28, 33, -25,
+ -46, 6, 65, -6, 94, -13, 9, -8,
+ 15, -21, 114, 12, -8, -42, -116, 5,
+ -22, -2, 1, -27, -18, 8, 4, -70,
+ 14, 65, -22, -9, -23, -1, 56, 15,
+ -55, 20, 20, 44, -14, -70, -27, 33,
+ 24, -12, 45, 78, 69, 50, -48, 91,
+ 100, -29, 43, 19, 126, 57, -46, 16,
+ 77, 70, -65, -18, 101, -27, -22, -53,
+ 73, 39, 126, 96, -125, -20, -124, 19,
+ 15, -99, 72, 36, -11, 108, 91, -123,
+ -6, -49, -68, 61, -54, 107, 9, -35,
+ 63, 126, 33, -4, 23, 61, 127, -10,
+ -126, -1, -20, 29, 43, 20, -68, 56,
+ -40, 43, -90, 72, -37, 38, -48, 57,
+ -58, 48, -8, -57, 76, 36, 28, -34,
+ -110, -15, -116, 103, -30, 29, 14, 126,
+ -121, 127, -23, 49, -33, -125, 30, -13,
+ 0, -3, -25, -93, 42, 36, -24, -19,
+ 87, 8, -101, 54, -30, 27, -8, 69,
+ 25, 33, 65, -17, 49, -1, 37, -92,
+ 9, 46, -15, -40, -4, 3, -52, -13,
+ -11, -19, 3, -42, 1, -31, 55, 45,
+ 8, 31, 16, -29, -15, -25, -7, 6,
+ 7, -62, -35, 103, 33, 13, 67, 26,
+ -6, -53, -18, -36, 3, 32, 112, 0,
+ 40, 12, -67, -27, -57, 37, 24, 8,
+ 88, 70, -17, 48, 82, 37, 1, -1,
+ 77, 5, -27, -17, 15, 8, 27, -85,
+ 33, 0, 43, 37, 3, 19, 3, -47,
+ 60, -55, 50, -23, 12, -12, 61, -86,
+ 79, -37, -69, 38, 19, 10, -53, -26,
+ -6, 103, -5, 18, -29, 74, 11, 97,
+ -48, -36, 46, -45, -72, -65, -122, -39,
+ -101, 85, 31, -4, 6, 25, -45, -4,
+ -3, -107, 7, -120, 71, 19, 64, 43,
+ -87, 30, -31, 14, 7, 21, 83, 74,
+ -7, 30, -94, 66, 63, -85, 92, 8,
+ 22, -24, -4, 31, -91, 39, 13, 37,
+ 65, 60, -62, 92, -44, -8, 74, -7,
+ -63, 54, -24, -90, -34, 17, 84, -41,
+ -97, 13, 28, 14, -33, 1, -26, -25,
+ -9, -48, -2, -54, -104, 4, -5, 38,
+ -120, -48, -35, 124, 38, -57, -63, -8,
+ 37, 91, -40, 7, 17, -58, 67, -56,
+ 5, -86, 22, -17, -53, 6, 114, 37,
+ -24, -96, -17, -69, -44, -58, -123, -18,
+ -47, -123, -108, 2, -89, -38, -15, -34,
+ 14, -31, -2, -99, 34, 28, 124, 92,
+ -16, -28, -22, -60, -22, -2, 126, -122,
+ 31, -20, 32, 42, -128, -41, 61, 30,
+ -23, 79, -84, -36, -26, 87, 15, -2,
+ -125, -24, -22, 39, -108, 16, -26, -31,
+ -62, -22, 83, -123, 69, -108, 0, -12,
+ -19, -6, -13, -70, -83, -30, 36, -32,
+ 3, 95, -111, -18, 6, -91, 34, 56,
+ -61, -92, -54, 23, -60, 17, -64, -54,
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+ 18, 125, 42, 14, -35, 19, -101, -24,
+ 15, 12, -12, 1, 7, -41, 9, 26,
+ -14, 118, 19, -36, 32, -18, -43, -11,
+ 22, 11, 26, -1, 2, -12, -39, -54,
+ -5, 15, 32, -29, 55, -22, -78, -27,
+ -44, -120, 1, -5, -67, 12, -13, -46,
+ -81, -14, 64, -16, -70, -24, -23, 55,
+ -3, 31, -31, 12, 26, 33, 12, 16,
+ 46, 71, -27, 64, 6, 24, 45, -69,
+ -33, 27, 41, 16, -34, 23, 7, -11,
+ 1, -12, 126, 51, -18, 15, -75, 10,
+ -66, 1, -7, -13, -42, -25, -37, -3,
+ 16, -22, 63, 54, 37, -67, -42, 37,
+ -81, -37, -9, -73, -39, -127, -15, 27,
+ 127, -37, 40, -12, 2, -10, 5, -69,
+ -16, 38, 24, 97, 116, -33, -17, 10,
+ -58, 4, -67, 90, -45, 13, -126, 43,
+ 22, -22, 49, -65, -46, -54, 2, -39,
+ -62, -32, -15, -42, -105, -28, 68, 43,
+ 9, -23, -26, -113, -104, -46, -67, -18,
+ 3, 51, 8, -50, -2, -33, -15, -22,
+ 54, 7, -63, -19, -128, 47, -93, 13,
+ -13, 36, -98, 49, 20, -13, -9, 11,
+ -44, -35, -106, -37, -38, -32, -47, 42,
+ 24, -45, -115, 79, 25, -5, 16, 36,
+ -87, -45, 73, -4, -53, -66, -11, 15,
+ 0, 52, -55, -44, 37, -3, 23, -35,
+ 13, -50, 22, 9, -5, -75, -46, 23,
+ -20, 34, 17, 35, 30, -5, 9, -106,
+ 2, -39, 46, 1, 0, 30, -51, -16,
+ -125, -83, -4, -3, -127, -10, 90, 46,
+ -19, 33, -48, -14, 62, -54, -104, 0,
+ 7, -13, -5, 7, 14, -70, 27, 27,
+ -4, 1, -84, -45, 30, -6, -71, 14,
+ 31, -110, 44, 37, 35, 31, -56, -122,
+ -60, 6, -1, -28, -89, 24, 30, 13,
+ -2, -28, -108, -40, -12, -126, -126, 24,
+ -94, 49, 46, -20, -89, -123, 62, 23,
+ -125, -67, -20, 19, 38, 37, 54, 59,
+ 92, -127, 107, -62, 90, -9, 24, 8,
+ -8, -40, -32, -33, -23, -78, 0, -76,
+ 28, -27, 12, 24, -110, -34, 105, 38,
+ 3, 36, -51, -28, -8, 38, 15, -3,
+ 117, 45, -44, 45, 104, 94, 11, -53,
+ 64, 41, 7, -7, -8, -39, -44, 89,
+ 69, 29, -54, -55, -16, 15, -54, -5,
+ -14, 12, -67, 12, 20, -47, -12, 42,
+ -35, 38, 25, 11, 21, -11, -21, -20,
+ -1, 6, -51, 9, -48, -53, 40, -41,
+ -113, -42, 57, 22, 39, 61, -43, -2,
+ 47, -29, -101, -58, 16, 21, 1, -29,
+ -8, 21, -24, 4, -20, 23, -30, 0,
+ 18, 125, 20, 63, 25, 21, 127, -21,
+ -20, -55, -14, -98, 81, 3, 37, 58,
+ -33, -36, -5, -13, -124, -43, 127, -11,
+ -15, -48, 122, -111, -11, -15, 28, -42,
+ 33, -127, 100, -72, -13, 127, -54, -3,
+ 79, 2, -42, 38, 16, 8, -62, -19,
+ 36, 19, 39, 78, -7, 121, -66, 11,
+ -36, 47, 83, -69, -23, 34, -79, -62,
+ 39, -56, 73, -40, -87, 89, -96, 68,
+ 101, -65, 25, -32, 26, -8, -25, -61,
+ -82, -9, -89, -28, -66, 126, 73, -15,
+ -31, 36, 40, -38, -9, 9, 35, 16,
+ 16, -44, 38, -73, -14, -5, -26, 92,
+ -114, 63, 32, 22, 79, -30, -11, 77,
+ 109, 66, 95, 27, -22, 14, -97, -22,
+ -51, 15, 41, -81, -10, 0, -44, 12,
+ 58, -44, 23, -32, 5, 106, 10, -3,
+ -43, -13, -118, 57, -51, -88, 21, -12,
+ 17, -81, 4, -20, 31, 18, -24, -2,
+ -121, 20, -5, 66, 20, 62, 4, -45,
+ 14, 61, -36, -27, -26, -14, 20, 123,
+ 35, -9, -31, -96, 11, -55, -60, -52,
+ -117, 32, -127, -45, -36, -10, 12, 87,
+ -101, -38, -30, -106, -50, -33, -5, 1,
+ -9, -7, 0, -32, 15, -12, -10, -25,
+ 110, 5, -19, 1, -57, 83, 93, 8,
+ 19, -3, 29, 5, 49, 26, 7, -7,
+ 40, -12, -24, 63, 30, 11, -49, 2,
+ 24, -7, 21, -34, 31, 12, 25, 39,
+ 9, 46, 39, 21, 11, -28, 20, -5,
+ 8, 10, 6, -28, 56, 8, -2, -7,
+ -3, 11, 3, -5, -5, -9, -41, 15,
+ 18, -24, 9, 10, 0, -16, 30, -32,
+ 23, 17, 117, 43, -52, 1, 12, 11,
+ 9, -10, 0, 11, -5, -20, 3, -33,
+ 0, 19, 101, 69, 34, 0, 29, 11,
+ -4, 126, 31, -95, -12, -27, -80, -38,
+ -85, -96, -7, 68, -126, 16, 84, -8,
+ -47, 33, -35, 54, -23, -12, 57, -40,
+ -23, 43, 71, 40, 49, -40, 37, 15,
+ -6, -46, -60, 25, -34, 49, -3, 29,
+ 10, 38, -7, 21, 94, -6, 11, -16,
+ 71, 3, -13, 32, -6, 93, -103, 56,
+ 49, -7, -2, -22, 18, -36, 8, 49,
+ 0, 21, -48, -3, 55, 94, -85, -24,
+ -26, -22, -81, -44, 51, 6, 3, -24,
+ 86, 83, -14, 68, -40, -19, 41, 2,
+ 51, 37, -100, 59, 98, 61, 6, 37,
+ -59, -13, 10, 126, 49, 29, -18, -123,
+ -128, -46, 46, -125, -126, -1, 88, -101,
+ -50, 70, 11, 41, -127, -16, -79, 81,
+ -38, 5, -125, -8, 47, 51, 66, -82,
+ 47, 91, 28, 57, -15, 86, -94, -43,
+ -47, 32, -8, -63, 82, 19, -73, -25,
+ 47, 55, 46, 45, -93, -82, -123, 36,
+ -12, 16, 14, -106, 25, 26, -36, -57,
+ -15, -10, -67, 123, 93, -33, 58, -5,
+ -80, 53, -94, -53, -22, 58, -11, -1,
+ 67, -36, 125, 40, 11, 62, 79, -123,
+ 33, -121, 2, -114, 6, 50, -17, 26,
+ -35, 19, -6, -85, 28, -1, -21, 17,
+ 45, 125, 71, -29, -59, 16, 41, -63,
+ 13, 7, 65, -36, -52, -51, 68, -44,
+ 30, 24, -3, -4, -46, 63, 19, 58,
+ -78, 34, 8, 94, 69, -29, -51, -1,
+ 28, -99, 39, 19, -14, -4, -92, 38,
+ -5, -21, 104, 13, 13, -81, -29, 29,
+ -54, -83, 91, -16, -2, 15, 0, -5,
+ 33, 9, 35, 4, 13, 21, -113, 0,
+ -21, 25, -26, -89, 96, 34, -7, 27,
+ -12, -27, 16, -33, 7, -6, -1, 24,
+ 43, 33, 9, 45, 87, 25, 54, 40,
+ -53, -122, -42, 55, 98, 23, 83, -5,
+ 5, 73, -65, -110, 29, 12, -127, -3,
+ 63, -64, 0, 14, 16, 36, 38, -44,
+ 37, -84, -74, -7, -5, -41, -95, -119,
+ 14, 66, -18, 120, -17, -40, -58, 2,
+ 44, -26, 86, -11, 40, 59, 52, -20,
+ 24, 11, -18, -68, -9, -126, -7, 62,
+ 120, 79, 31, 69, -20, -53, 42, 86,
+ 32, -52, 12, 32, 64, 74, -39, -66,
+ 67, -4, 35, -51, -50, 50, 8, 69,
+ -112, 104, 51, 53, 15, 1, 55, 88,
+ 34, -100, -21, -25, -117, -91, -4, -125,
+ -1, 1, 48, -29, -13, -20, 7, 29,
+ -61, -24, 26, 9, 73, -23, -128, -61,
+ -79, -17, -21, 17, -7, -23, -70, -18,
+ 97, -30, 15, -28, 56, -41, -126, 21,
+ 27, 122, -13, 41, -86, -109, 12, 35,
+ 46, -57, 2, -47, 1, 7, 63, -53,
+ 98, 51, -50, -7, -10, -37, 8, 6,
+ -110, 15, 42, 24, -34, 117, -4, 50,
+ 14, 17, -37, 58, -46, 6, 115, -31,
+ -113, -40, 104, -47, -5, 118, 19, 30,
+ -78, -22, -126, 27, -3, 54, -63, -65,
+ 21, -7, -45, -39, -10, -35, 2, -3,
+ 53, 5, -119, -26, -66, -6, -46, 43,
+ -66, -2, -20, -27, -10, 27, -34, 29,
+ -21, -7, -103, 4, -26, -5, 17, 52,
+ -128, -28, -13, -1, 52, -38, 67, -24,
+ -41, -121, 65, 32, 84, -24, -112, 13,
+ 106, -105, -9, -66, -18, -28, -52, 78,
+ -58, -33, 2, -18, 17, -33, -21, -30,
+ 93, -28, -116, 80, -84, -51, -21, -1,
+ -15, -4, 24, -34, 50, -44, -54, 61,
+ -79, -41, 15, -48, -125, -29, -84, 93,
+ 17, 1, -123, 106, -123, -17, 84, 0,
+ 126, -34, -30, -81, 61, -96, 13, 71,
+ -40, -122, -19, 22, -89, -25, -119, 57,
+ -5, -98, 112, -71, 95, -94, -59, 74,
+ 103, -12, 39, -61, -8, -125, 15, 7,
+ -69, -17, -119, -11, 69, -81, -17, 124,
+ 43, 33, -127, -103, -88, 81, 56, -10,
+ 1, -98, -97, -73, -71, -42, 17, 73,
+ -33, -123, -46, -80, 9, 91, 126, -127,
+ -21, -115, -110, 93, -126, -24, -53, -119,
+ -103, -117, -9, -28, 39, -11, -59, -103,
+ 0, 53, 1, 59, 27, -86, -88, 95,
+ 24, 51, 114, -6, 81, 107, 70, -80,
+ -95, -34, -24, 20, 18, 7, 31, -121,
+ 72, -64, 101, 5, -28, -94, -121, 14,
+ 19, 45, 23, -86, -34, -19, 5, -61,
+ 73, -82, -11, 28, 10, 23, -46, 26,
+ 108, 16, 5, -16, 32, -32, -81, 76,
+ -18, -19, -44, 13, -53, -97, 37, 36,
+ 21, -62, 9, 9, 82, -65, -92, -61,
+ -128, 73, 33, -12, -126, -41, -3, 6,
+ 63, -97, -127, -91, 31, -18, -3, 91,
+ -65, 27, 21, 57, -43, -40, 99, -62,
+ 22, -6, -51, 127, 82, -14, -114, -31,
+ 39, 39, -88, -17, -24, -10, -22, -113,
+ -36, 3, -67, -76, 47, 50, 85, -22,
+ 22, 10, 60, -2, 34, 0, -25, 22,
+ -52, 48, 79, 48, -3, 17, -27, -6,
+ 6, -17, 125, -12, 65, 1, -12, 35,
+ 30, 91, 14, 88, -13, 26, 36, -17,
+ 20, 9, -23, 37, 112, 25, 31, 56,
+ -7, 118, -78, 11, -13, 84, 41, 1,
+ 46, 114, 123, 35, 40, 39, 18, 12,
+ 116, -13, -13, -7, 64, -128, -22, 15,
+ -27, 11, 53, -13, -31, 13, 51, 74,
+ -21, -26, 81, -56, -4, 5, 24, -41,
+ 20, 22, 18, -8, 70, 4, -14, -2,
+ 17, 17, 71, -30, -128, 20, 20, 3,
+ 40, -5, -35, 123, -23, 28, 21, -6,
+ -34, -5, 41, -33, -18, 3, -5, -44,
+ -46, 37, 37, 0, 14, 39, -69, 50,
+ 18, -31, 39, 43, -51, 5, 6, 19,
+ -21, 40, -9, -5, 41, 3, 76, 4,
+ 10, -41, -49, -43, -47, -66, -74, 53,
+ -77, 109, 51, 62, -19, 1, 33, 31,
+ -18, -107, -39, -72, 20, 21, -32, -35,
+ 42, -8, -2, 10, -2, 1, 31, 9,
+ 69, 24, 55, -60, 11, -14, -11, -69,
+ -63, 0, 107, 10, -61, 77, 57, 34,
+ 38, 21, -55, -29, -126, 18, -54, -94,
+ -61, -41, 0, 20, 45, -21, -2, -52,
+ -47, 71, 12, 11, -11, 33, 117, 14,
+ -64, -4, -112, -21, 27, -46, 16, 25,
+ 41, 36, -35, 45, -2, -24, -35, 10,
+ -4, 24, 18, 57, -126, 17, 21, -13,
+ 31, -125, -1, -3, -8, -70, 22, -124,
+ 1, -50, 75, 87, 60, 83, 27, -42,
+ 21, 9, -3, -45, -40, -24, 8, -6,
+ -11, -3, -126, -15, -8, -75, -80, -124,
+ -70, 40, 48, 19, 29, -2, 25, -121,
+ -23, 4, -12, 90, 49, -40, 20, -13,
+ 3, -123, 10, -59, -21, -25, -60, -10,
+ 56, -5, 8, 24, 18, 4, 15, 33,
+ 77, 4, 1, 8, -126, 23, 27, 34,
+ 3, 51, 66, -14, 50, 51, 108, -40,
+ -2, -39, 10, 46, 60, 28, 5, 72,
+ 11, -64, -82, 31, -52, -3, -29, 32,
+ 63, -24, 44, 35, 8, -8, 25, -25,
+ 6, 58, 41, 55, -24, -33, -7, -8,
+ -16, -36, -59, 6, 56, -68, 32, 16,
+ -14, 26, -19, 26, -41, -77, 41, 0,
+ -20, -21, 15, -49, -27, 7, 34, 41,
+ 17, 14, 20, 62, 95, 40, -4, 65,
+ 28, -11, -28, 27, -43, 85, -12, 2,
+ -11, -13, -5, 38, 4, -87, 126, 44,
+ -12, 3, 30, -89, 124, 24, -16, 35,
+ -30, -39, 0, -116, 122, 33, -8, -31,
+ 80, -29, -12, -55, -17, 18, 58, 15,
+ 34, -123, 19, 4, -51, 48, 7, -127,
+ -89, 127, 39, -86, -19, 46, 127, -52,
+ 68, 3, -7, 9, -126, -13, -49, -45,
+ 8, -20, -126, 42, -72, 127, -15, -2,
+ 42, -33, 53, -34, 10, -128, 13, -78,
+ -60, -65, 52, -35, 36, 39, -30, 55,
+ -64, -81, 32, 41, 38, -17, -53, -65,
+ 95, -115, 22, -52, 10, 64, -60, -9,
+ -45, -21, 24, -22, -25, -31, 64, 127,
+ -47, -33, 10, 98, 62, 30, 17, 19,
+ -46, 36, -67, -74, 75, -19, 56, 2,
+ 11, 28, 127, -57, -52, -110, -44, -20,
+ 106, -30, 49, 52, -1, 43, 38, -32,
+ 41, -13, -2, -38, -12, -3, -17, -36,
+ 42, -6, -22, -17, -74, -30, 95, 18,
+ 23, 14, 17, -21, 34, 72, 24, 2,
+ -37, -49, -36, -34, 3, -126, -65, -37,
+ -24, -56, 14, 75, 28, 0, 41, -80,
+ -13, -90, -33, 39, 31, -14, -1, 15,
+ 19, 63, -9, 45, 3, -122, 48, -35,
+ -38, 25, 22, 18, -27, 4, 1, -11,
+ -43, -101, -24, -2, 13, 64, 42, -45,
+ -20, -1, -6, 29, 0, 10, -5, 14,
+ 98, -1, -18, 9, 44, -19, -24, -36,
+ -12, -42, -31, -28, 125, -21, -17, -12,
+ -12, 25, -21, 8, -6, 30, 39, -13,
+ -24, 25, 36, 48, -12, 31, 53, -23,
+ -57, -27, -53, -5, -18, 12, 1, -13,
+ -28, 8, -48, -64, 25, -12, -27, 66,
+ -28, 2, 12, -12, -8, -88, -16, -48,
+ -61, 12, 77, 41, -50, 7, -18, 12,
+ 1, 2, 25, 80, 6, -63, -50, 29,
+ 127, 37, -30, -102, 35, 39, -7, -26,
+ -27, -81, -4, -1, -7, -48, -28, 29,
+ 37, 19, 49, -23, 19, -2, 15, -20,
+ -7, -1, 45, 33, -54, -2, 26, 23,
+ 26, -101, -45, -32, 39, -24, -18, -9,
+ -7, 34, 75, 5, 15, 39, 19, 7,
+ 34, 53, -13, -10, 11, 38, -29, -27,
+ -1, -104, -55, -10, 27, -9, -2, 6,
+ -14, 13, 29, -28, -21, 13, -1, 38,
+ -25, 32, -31, -50, 52, -34, -19, -39,
+ 12, -29, -110, 10, -74, 47, 60, -6,
+ -2, 22, 4, -42, -55, 41, -66, 88,
+ -15, 123, 26, -7, 20, 20, 28, 35,
+ 69, 5, -64, -21, 36, 26, 78, 122,
+ -6, 54, -44, 51, -7, 118, 60, 109,
+ 12, -29, 36, 27, -50, 50, -37, 10,
+ 56, -126, 107, 56, -8, 81, -101, 29,
+ 21, -25, 15, 68, 81, -98, -28, -46,
+ -61, 12, 87, 96, 2, 4, 57, -123,
+ 25, 12, 41, -5, -32, 78, 123, 28,
+ 59, 58, -85, 16, -13, 60, -115, -23,
+ 50, 127, -83, 39, 94, -50, -96, -97,
+ -17, 91, -28, 11, -127, -63, -25, -92,
+ -106, 89, 78, -11, -27, -22, 8, 13,
+ 26, 53, 25, 19, 93, 49, -21, -10,
+ 0, 37, 59, -6, -34, -22, 13, 80,
+ 35, 0, 30, 89, 64, -17, -25, 16,
+ 73, -32, -47, 92, 31, -32, 82, 3,
+ 44, -22, 3, 44, 1, 1, 10, 22,
+ 13, 9, -18, 20, -2, -15, 41, -1,
+ 33, 18, 22, 51, 6, -16, -41, 17,
+ -5, -43, 78, 25, 45, 66, -15, 0,
+ 14, 3, 51, -36, 24, -13, -7, -15,
+ -4, -11, 28, 29, 11, -20, -3, 54,
+ 14, -9, -127, 8, 12, 61, 9, 28,
+ 55, 0, 9, 13, -61, 28, 40, 39,
+ -49, -32, -20, 9, -16, 59, -15, -21,
+ 5, -39, 28, -33, -26, 51, 4, -10,
+ -19, 27, -31, -4, -34, 74, 3, 16,
+ 104, 2, 121, 23, -27, -1, 6, -32,
+ -15, -28, -32, -14, 65, 100, -2, 5,
+ -4, -8, 55, 67, 10, 6, 10, -9,
+ -39, -78, 42, 35, 9, 24, -24, 50,
+ -7, 44, -37, 4, 0, 14, 45, -29,
+ 33, 21, 54, -3, 20, 46, 20, -34,
+ 33, -71, -32, 8, -24, 8, -29, -19,
+ -7, 116, -27, 52, -9, 26, 121, 54,
+ -86, -5, -66, 44, -40, 56, -21, -38,
+ -24, -42, 2, -20, -11, 23, -8, -7,
+ -101, -44, 15, 38, 60, -15, -3, -4,
+ 50, -12, -91, 10, -49, 7, 31, 30,
+ -61, -55, 20, -100, 17, 13, -57, 32,
+ 88, -62, 56, -23, -9, -8, 3, 26,
+ 4, 2, 9, 70, 11, 36, -30, -126,
+ -55, 71, 28, 47, 94, 44, -8, 20,
+ -3, 6, 18, 56, 124, 78, 1, 19,
+ -57, -19, -121, 42, 54, -51, -12, -39,
+ -44, -16, -80, -77, 31, 16, -13, -76,
+ 29, -2, 1, -47, -4, 59, 79, -10,
+ 22, -35, 69, -50, 7, -17, 64, -58
+};
+
+static const rnn_weight denoise_gru_bias[288] = {
+ -41, -76, -24, -96, 25, 117, -55, 54,
+ -73, -28, 53, -79, 20, -8, -87, 28,
+ 44, 38, -66, -19, -45, 25, 119, 78,
+ 54, -92, 31, 13, -3, -13, -28, -67,
+ 3, 31, 54, -48, -16, -97, -12, 2,
+ -117, -48, -24, 56, 18, 115, -59, 126,
+ -30, 6, 16, -126, -11, -6, 15, -67,
+ 33, -113, 59, -12, 126, -3, 61, 58,
+ -71, -4, 42, 41, -48, 11, -33, 50,
+ 43, 4, 0, 15, -46, -16, 23, -18,
+ 8, -30, 13, 66, 77, -6, 34, 103,
+ 40, 50, 39, 72, -10, 22, -16, 24,
+ 1, 127, -9, -48, -55, -27, 36, -16,
+ 90, 4, 12, -17, 59, 23, -34, 20,
+ -84, 19, 41, 121, 116, 111, -10, -127,
+ 41, 44, 4, 34, -1, 20, -11, 2,
+ 127, -127, 44, 16, 21, 126, 66, 125,
+ 126, 78, 25, 45, 72, 3, 123, 40,
+ 105, -62, 25, -105, 44, 33, 13, -51,
+ 119, 126, 126, 53, 0, -88, -32, -27,
+ -33, -18, 11, 1, 27, -62, -6, -57,
+ 71, 46, 21, -7, -6, -55, 127, 30,
+ -41, -6, -21, -21, -38, 87, -16, 34,
+ 44, -126, -112, -30, 61, -17, 115, 1,
+ -39, 19, -43, 76, -64, 48, -13, 11,
+ 73, 71, 93, 104, 23, 10, 63, 34,
+ -7, 126, 57, 3, 127, 15, -71, -126,
+ -25, 125, 7, 7, 39, -18, -27, 126,
+ 95, -127, -95, 36, -4, 125, 37, 72,
+ 127, -29, 69, 84, 99, 39, 127, 40,
+ -127, -92, 0, 127, -14, 70, 39, -98,
+ 25, 127, -54, 48, 47, 19, -21, 93,
+ 61, 127, 3, -62, 127, -75, 24, -3,
+ -18, 102, 40, -6, -14, -36, -41, 46,
+ 89, -17, 29, -55, 7, -10, -59, 22,
+ -21, 25, 18, -58, 25, 126, -84, 127
+};
+
+static GRULayer denoise_gru = {
+ .bias = denoise_gru_bias,
+ .input_weights = denoise_gru_weights,
+ .recurrent_weights = denoise_gru_recurrent_weights,
+ .nb_inputs = 114,
+ .nb_neurons = 96,
+ .activation = ACTIVATION_RELU,
+#if defined USE_NEON_OPTIMIZATION
+ .serialized_input_weights = 0,
+ .serialized_recurrent_weights = 0,
+#endif /* defined USE_NEON_OPTIMIZATION */
+};
+
+static const rnn_weight denoise_output_weights[2112] = {
+ 24, 90, 127, 108, 73, 38, 24, 13,
+ 4, 16, 41, 51, 46, 35, 24, 14,
+ 19, 23, 27, 23, 11, 10, 14, -1,
+ 20, 67, 122, 95, 44, 11, 4, 5,
+ 8, 15, 19, 17, 11, 5, 1, -2,
+ -1, 5, 5, 1, 28, 2, -25, -16,
+ -83, -45, 4, 36, 29, 24, 20, 12,
+ -1, -2, 4, 13, 17, 18, 21, 22,
+ 20, 11, -11, -26, -15, -21, -18, -15,
+ -22, -22, -18, -22, -25, -20, -24, -25,
+ -19, -21, -22, -16, -18, -24, -22, -7,
+ 6, 26, 25, 7, 12, 17, 11, 4,
+ 11, 11, 1, 1, 6, 14, 19, 11,
+ 13, 29, 37, 14, -16, -45, -3, -8,
+ -17, -22, -19, -11, -19, -21, -22, -24,
+ -25, -20, -19, -14, -7, -5, -3, -1,
+ 0, 1, 14, 13, 10, -12, 27, 5,
+ -33, 11, 51, 26, -23, -22, -11, -8,
+ -4, -8, -21, -32, -41, -45, -43, -39,
+ -34, -16, -3, 2, -7, -10, -16, -12,
+ -12, -8, -4, 1, 24, 53, 81, 98,
+ 99, 80, 60, 54, 49, 38, 16, 5,
+ 0, 15, 5, 14, 11, 12, 3, 7,
+ 16, 19, 17, 10, 6, 1, -11, -11,
+ -18, -26, -31, -26, -17, -14, -2, -15,
+ -23, -27, -28, -31, -25, -29, -36, -37,
+ -26, -22, -17, -15, -18, -17, -14, -14,
+ -9, -9, 1, 4, 1, -6, -29, -23,
+ -21, -14, -24, -24, -20, -21, -16, -13,
+ -14, -15, -12, -16, -13, -10, -10, -7,
+ 4, 18, -8, -11, -24, -12, -6, -10,
+ -14, -21, -21, -20, -15, -22, -53, -65,
+ -58, -43, -27, -31, -38, -45, -48, 0,
+ -5, -8, -4, 2, 10, 12, 12, 6,
+ 12, 21, 25, 22, 23, 23, 26, 38,
+ 44, 41, 38, 36, 24, 18, -21, -31,
+ -28, -37, -20, -5, -4, -15, -14, -16,
+ -21, -21, -9, -10, -8, 0, -5, 4,
+ 20, 14, 15, 47, 26, 26, 25, 5,
+ 3, 8, 17, 17, 10, 14, 14, 4,
+ 0, 5, 6, 12, 12, 11, 14, 28,
+ 47, 62, 8, 8, -7, 2, 2, 2,
+ -5, -4, 2, 2, -4, -5, -11, -22,
+ -34, -46, -53, -55, -45, -39, -35, -43,
+ -15, -7, 24, 40, 50, 55, 62, 63,
+ 60, 58, 50, 48, 46, 47, 45, 40,
+ 30, 20, 12, 7, 3, 4, -9, 2,
+ -13, -9, -13, -15, -20, -17, -19, -32,
+ -45, -54, -65, -67, -63, -62, -48, -24,
+ -11, 5, 11, -38, -5, -7, -8, -12,
+ -17, -15, -11, -7, -8, -12, -10, -11,
+ -14, -13, -14, -17, -7, 12, 24, 15,
+ -11, -79, -1, 14, -8, 26, 14, 13,
+ 13, 6, -16, -16, 10, 28, 16, 5,
+ -1, -1, 5, 9, 7, 6, 8, 14,
+ -10, -7, -2, -1, -9, -18, -20, -18,
+ -13, -11, -14, -20, -29, -37, -46, -46,
+ -48, -54, -56, -72, -83, 11, 0, 11,
+ 37, 45, 52, 80, 118, 96, 33, -10,
+ -13, -10, 4, 7, -6, -3, 5, 3,
+ -2, -9, -9, -7, -4, -3, 12, 13,
+ 17, 24, 20, 16, 10, 11, 15, 17,
+ 11, 3, 1, -1, -6, -9, -5, -14,
+ -21, -16, 8, 1, -10, 5, -3, -51,
+ -14, -10, -28, -27, -21, -14, -4, -3,
+ -6, 1, 5, 4, 5, 13, 11, -1,
+ -3, 5, 11, 30, 37, 34, 31, 27,
+ 24, 24, 29, 34, 28, 25, 29, 27,
+ 29, 30, 36, 38, 38, 8, -17, -18,
+ -41, -58, -45, -39, -51, -52, -40, -47,
+ -60, -52, -38, -25, -27, -36, -43, -33,
+ -19, -3, 1, -3, 3, 1, 6, 14,
+ 12, 9, 6, 3, 8, 13, 10, 8,
+ 15, 31, 46, 69, 82, 81, 76, 67,
+ 42, 15, 14, 28, 21, 36, 42, 27,
+ 28, 26, 20, 11, 7, 4, 7, 6,
+ 7, 20, 26, 17, 12, 1, -13, -22,
+ -16, -23, -16, -9, -11, -10, -12, -10,
+ -5, -6, -8, -6, -3, -2, 9, 10,
+ 7, 7, 9, 22, 34, 25, -5, -8,
+ -3, 2, -14, -7, -2, 1, 7, 33,
+ 56, 59, 58, 42, 2, -11, -10, -11,
+ -10, -12, -10, -4, 9, 14, 21, 11,
+ 9, 6, 7, 8, 13, 16, 18, 22,
+ 26, 30, 30, 30, 26, 18, 9, 5,
+ 2, 3, -18, -29, -57, -45, -39, -45,
+ -35, -19, -7, -6, -2, -4, -11, -13,
+ -1, 0, -6, -22, -47, -50, -18, 12,
+ -13, -19, -45, -41, -43, -38, -34, -31,
+ -31, -21, -13, -10, -13, -13, -9, -8,
+ -9, -9, -6, -4, -4, 2, -9, -18,
+ -6, 2, 0, 5, 8, 5, 5, 7,
+ 8, 7, 6, 2, -5, -6, -2, 3,
+ 3, -8, -14, -1, 45, 35, 41, 21,
+ 32, 31, 20, 17, 22, 20, 19, 16,
+ 10, 4, 11, 15, 6, 4, 13, 4,
+ -7, -18, 7, -26, -11, 9, -12, -28,
+ -34, -16, -2, -8, -20, -20, -27, -10,
+ 2, 4, 9, 1, -4, 4, 9, -1,
+ 84, 95, 23, 17, 19, 21, 17, 25,
+ 32, 23, 8, 2, 5, 9, 13, 17,
+ 16, 16, 16, 18, 23, 24, -27, -32,
+ -10, -21, -8, -1, -10, -10, -5, -1,
+ 2, 1, 3, 0, -9, -11, -10, 0,
+ 10, 9, 18, 28, 12, 18, 15, 11,
+ 2, 1, -4, 4, 8, 7, 8, 7,
+ 3, 4, 3, 11, 14, 4, -5, -2,
+ 3, -29, -4, -2, -7, 0, -4, -7,
+ -16, -7, 5, 2, 0, 0, -3, 2,
+ 5, 1, -3, -18, -63, -113, -128, -117,
+ -23, -13, -2, -21, -21, -29, -54, -37,
+ -2, -2, -17, -29, -35, -29, -19, -16,
+ -14, -16, -19, -16, -15, -21, 28, 19,
+ 29, 20, 30, 19, 13, 12, 11, 14,
+ 17, 20, 28, 29, 25, 24, 24, 32,
+ 31, 34, 60, 97, -37, -41, -57, -61,
+ -54, -50, -54, -57, -49, -49, -47, -45,
+ -45, -50, -56, -59, -54, -49, -52, -60,
+ -51, -40, -16, -16, 0, -9, -16, -11,
+ -5, -6, -10, -17, -27, -35, -29, -31,
+ -40, -42, -44, -38, -31, -25, -23, -6,
+ -5, -2, -17, -38, -24, -16, -19, -12,
+ 12, 38, 47, 37, 24, 6, -15, -9,
+ 13, 37, 61, 56, 11, -7, 27, 18,
+ -10, -14, -14, -14, -19, -18, -13, -12,
+ -12, -13, -15, -11, -5, -6, -8, -8,
+ -7, -4, -1, -8, -4, 0, -9, 2,
+ 2, 6, -4, -7, -4, -6, -7, -12,
+ -15, -17, -10, -8, -15, -21, -25, -31,
+ -72, -127, -128, 20, 42, 17, 8, -4,
+ 1, 6, 3, -18, -28, -2, 1, 5,
+ 28, 8, -3, 8, 16, 24, 15, 0,
+ -9, 19, 12, 16, 43, 69, 55, 41,
+ 35, 22, 14, 8, 3, 8, 16, 20,
+ 26, 33, 34, 30, 19, 15, -10, -12,
+ -10, -10, -7, -11, -3, -4, -8, -7,
+ -2, 1, 0, -3, -7, -8, -8, -6,
+ -1, -2, -4, -4, -76, -91, -66, -74,
+ -76, -41, -48, -47, -44, -41, -39, -36,
+ -42, -48, -37, -37, -39, -41, -47, -58,
+ -68, -70, -78, -79, -69, -70, -70, -67,
+ -72, -72, -72, -68, -63, -60, -58, -58,
+ -55, -53, -49, -43, -43, -37, -34, -16,
+ -6, -3, -1, -11, -7, -4, -3, -3,
+ -2, 2, 1, -6, -7, -11, -11, -3,
+ -17, -41, -58, -44, -36, -43, 6, -15,
+ -19, -19, -21, -17, 0, 16, 16, 13,
+ 12, -5, 0, -4, -27, -27, -12, -3,
+ 0, -2, -7, -15, 7, 0, -8, -6,
+ -2, 8, 4, 0, -5, -7, -11, -13,
+ -13, -11, -7, -9, -9, -6, -10, -5,
+ 6, 0, 37, 34, 32, 43, 40, 35,
+ 34, 36, 40, 38, 35, 38, 37, 40,
+ 44, 37, 31, 30, 25, 38, 44, 23,
+ 18, 10, 8, 8, 3, 5, 4, 2,
+ 3, 6, 6, 5, 7, 6, -3, -8,
+ -8, -13, -14, -24, -17, 9, -110, 22,
+ -17, -65, -43, -35, 5, 5, -19, -29,
+ -27, -18, -11, -6, -4, -6, -10, -9,
+ -4, 1, 3, 2, 36, -40, -99, -102,
+ 20, 27, 7, -16, -27, -30, -23, -15,
+ -6, 1, 3, -2, -8, -10, -9, 4,
+ 8, -10, -44, -30, -9, -2, -5, -15,
+ -9, -3, 1, -2, -18, -17, -21, -26,
+ -25, -34, -38, -44, -46, -46, -38, -87,
+ 43, 32, 14, 5, 8, 12, 10, 4,
+ -12, -14, -4, 2, -1, -7, -6, 2,
+ 3, -3, -2, -1, 4, 14, -89, -105,
+ -6, -8, 0, 1, -3, -7, -8, -4,
+ 8, 15, 9, 3, -1, -5, -6, -4,
+ -2, 1, 5, 9, -4, -6, -1, -1,
+ -6, -1, -5, -3, 0, -3, -4, -2,
+ -4, -5, -5, -10, -9, -5, -8, -14,
+ -20, -44, -20, -5, 1, 20, 22, -17,
+ -35, -38, -33, -23, -2, 8, 10, 7,
+ -2, -40, -59, -50, -30, -8, -17, -32,
+ -125, -75, -53, -13, -1, -9, -12, -12,
+ -9, -7, -3, -1, -4, -9, -11, -13,
+ -8, -10, -14, -6, -6, -24, 46, -1,
+ 8, -6, 4, 0, 34, 19, -20, -27,
+ -23, -19, -6, 3, 15, 33, 37, 29,
+ 22, 11, 3, -6, 1, 0, 12, 7,
+ 3, -4, 3, 3, 7, 12, 6, -1,
+ -2, -5, -4, -6, -7, -4, -3, -1,
+ 3, 8, -7, 1, 9, 5, -1, -3,
+ -7, -3, 3, 6, 10, 7, 1, 0,
+ 2, 0, 1, -3, -5, 2, 2, -9,
+ 5, -2, -25, -17, -17, -14, -14, -13,
+ -24, -38, -48, -48, -43, -31, -24, -17,
+ -13, -12, -12, -12, -5, 7, 21, 21,
+ -5, 4, 10, -3, 2, 7, 8, 8,
+ 6, 6, 3, -3, -11, -15, -13, -12,
+ -20, -26, -28, -41, 30, 17, 18, 26,
+ 24, 22, 22, 32, 40, 39, 34, 32,
+ 27, 34, 36, 26, 20, 18, 23, 35,
+ 41, 27, -10, -7, 1, 7, 8, 0,
+ 6, 14, 15, 11, 6, 7, 7, 6,
+ 10, 11, 11, 14, 14, 17, 33, 71,
+ 17, 10, -6, -1, 12, 14, 7, 7,
+ 18, 15, 2, -7, -6, 0, 5, 7,
+ 2, -3, -5, -6, -1, 4, -11, 6,
+ 5, 3, 10, 13, 9, 5, 14, 19,
+ 9, -4, -17, -18, -9, 1, 3, 5,
+ 17, 38, 53, 31, -34, -26, -28, -22,
+ -17, -24, -23, -21, -26, -21, -21, -25,
+ -20, -17, -13, -19, -16, -23, -31, -23,
+ -9, -20, 21, 26, 16, 13, 20, 11,
+ 15, 19, 19, 18, 24, 26, 29, 27,
+ 29, 25, 25, 15, 28, 38, 44, 59,
+ 14, 18, 31, 37, 42, 40, 43, 45,
+ 49, 54, 54, 56, 53, 50, 43, 37,
+ 30, 26, 23, 20, 14, 10, 9, 11,
+ 16, 5, 15, 12, 14, 15, 13, 12,
+ 14, 17, 17, 16, 16, 16, 15, 6,
+ 4, 2, -14, 2, 0, -2, -7, 18,
+ 26, 20, 22, 29, 29, 14, 9, 17,
+ 21, 12, 2, 5, 9, 14, 10, 5,
+ 2, 5, 86, 127, 127, 68, 29, -3,
+ -3, 15, 23, 28, 31, 21, 5, -3,
+ -7, -5, -2, -1, -6, -17, -18, -14,
+ 3, -2, -24, -29, -32, -33, -40, -46,
+ -45, -45, -45, -44, -42, -39, -35, -29,
+ -28, -29, -28, -23, -7, 9, 24, 37,
+ 62, 62, 67, 64, 59, 76, 105, 95,
+ 61, 41, 28, 23, 23, 18, 14, 19,
+ 22, 22, 14, 11, -51, -39, -20, -13,
+ -13, -6, -5, -7, -9, -14, -15, -18,
+ -25, -26, -30, -35, -35, -44, -44, -51,
+ -71, -105, -16, -4, -18, 2, 28, 7,
+ -3, 7, 13, 3, -3, 2, 9, 14,
+ 14, 5, -8, -14, -4, 17, 47, 98,
+ -23, -41, -55, -45, -41, -38, -34, -32,
+ -31, -29, -25, -22, -19, -17, -14, -13,
+ -13, -13, -14, -13, -4, 0, 14, 26,
+ 11, 2, 4, -7, -8, -15, -22, -28,
+ -26, -9, 6, 14, 11, -3, -4, -1,
+ 3, 31, 65, 45, 4, -1, 37, 31,
+ 2, -7, -21, -29, -20, 5, 10, -10,
+ -13, -13, -8, 1, 4, -4, -12, -31,
+ -15, 39, -3, -6, -12, -16, -24, -27,
+ -31, -28, -30, -38, -45, -45, -48, -50,
+ -50, -46, -43, -41, -38, -39, -34, -34,
+ 15, 16, 3, 2, 10, 12, -4, -2,
+ 15, 26, 25, 21, 27, 35, 44, 43,
+ 28, 21, 43, 42, 17, 40, 9, 7,
+ 10, 12, 10, 5, 1, 5, 11, 11,
+ 9, 10, 16, 19, 22, 34, 44, 51,
+ 48, 48, 48, 60, -43, -29, -12, -2,
+ -9, -24, -19, -13, -12, -14, -15, -13,
+ -17, -18, -19, -19, -17, -20, -23, -34,
+ -39, -44, -6, -31, -32, -25, 52, 106,
+ 110, 19, -4, -14, -13, -5, -2, -8,
+ 2, 6, 5, 11, 15, 20, 38, 61,
+ -40, -19, -2, -5, -2, -4, -1, -6,
+ -8, -6, -8, -4, -5, -4, 3, 0,
+ -2, -4, -5, -3, -14, -24, -16, -24,
+ -22, 2, -2, -29, -33, -27, -23, -25,
+ -24, -16, -18, -17, 5, 38, 47, 41,
+ 37, 27, 13, 0, 67, 78, 39, -26,
+ -7, -10, -15, -6, 3, -3, -5, -3,
+ -2, 0, 3, 1, -3, -4, -3, -1,
+ 1, 0, -2, -15, 24, -12, -48, 24,
+ -26, -82, -69, -40, -15, -16, -9, -1,
+ 7, 12, 18, 20, 26, 33, 27, 30
+};
+
+static const rnn_weight denoise_output_bias[22] = {
+ -82, -66, -125, -95, -127, -127, -127, -127,
+ -127, -94, -113, -127, -80, -65, -109, -127,
+ -126, -105, -53, -49, -18, -9
+};
+
+static const DenseLayer denoise_output = {
+ denoise_output_bias,
+ denoise_output_weights,
+ 96, 22, ACTIVATION_SIGMOID
+};
+
+static const rnn_weight vad_output_weights[24] = {
+ 127, 127, 127, 127, 127, 20, 127, -126,
+ -126, -54, 14, 125, -126, -126, 127, -125,
+ -126, 127, -127, -127, -57, -30, 127, 80
+};
+
+static const rnn_weight vad_output_bias[1] = {
+ -50
+};
+
+static const DenseLayer vad_output = {
+ vad_output_bias,
+ vad_output_weights,
+ 24, 1, ACTIVATION_SIGMOID
+};
+
+const struct RNNModel ns_model_48k = {
+ 24,
+ &input_dense,
+ 24,
+ &vad_gru,
+ 48,
+ &noise_gru,
+ 96,
+ &denoise_gru,
+ 22,
+ &denoise_output,
+ 1,
+ &vad_output
+};
--- /dev/null
+SET(NS_TOOL noise_suppression_tool)
+
+INCLUDE_DIRECTORIES(${CMAKE_BINARY_DIR}/include)
+
+FILE(GLOB NS_TOOL_SRCS *.c)
+ADD_EXECUTABLE(${NS_TOOL} ${NS_TOOL_SRCS})
+TARGET_LINK_LIBRARIES(${NS_TOOL} noise-suppression)
+SET_TARGET_PROPERTIES(${NS_TOOL} PROPERTIES POSITION_INDEPENDENT_CODE ON)
+INSTALL(TARGETS ${NS_TOOL} DESTINATION ${BINDIR})
--- /dev/null
+/* Copyright (c) 2018 Gregor Richards
+ * Copyright (c) 2017 Mozilla */
+/*
+ Redistribution and use in source and binary forms, with or without
+ modification, are permitted provided that the following conditions
+ are met:
+
+ - Redistributions of source code must retain the above copyright
+ notice, this list of conditions and the following disclaimer.
+
+ - Redistributions in binary form must reproduce the above copyright
+ notice, this list of conditions and the following disclaimer in the
+ documentation and/or other materials provided with the distribution.
+
+ THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
+ ``AS IS'' AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
+ LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
+ A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE FOUNDATION OR
+ CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL,
+ EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO,
+ PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR
+ PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF
+ LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING
+ NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS
+ SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
+*/
+
+#include <stdio.h>
+#include <time.h>
+#include <stdint.h>
+#include <stdlib.h>
+
+#include <noise-suppression.h>
+
+#define MAX_FRAME_SIZE 1024
+#define MAX_DELAY_MSEC 20
+
+#define BILLION 1000000000L
+
+void ns_log_callback(const char *log)
+{
+ printf("%s", log);
+}
+
+int main(int argc, char **argv)
+{
+ unsigned int i;
+ int first = 1;
+ float x[MAX_FRAME_SIZE];
+ FILE *f1, *fout;
+ struct timespec start, end;
+ uint64_t diff;
+
+ noise_suppression_h ns_handle;
+ unsigned int frame_size;
+
+ if (argc != 5) {
+ fprintf(stderr, "usage: %s <sample rate 16/48> <noisy speech> <output denoised> <level 0/1/2/3/4>\n", argv[0]);
+ return -1;
+ }
+
+ ns_level_e NSLevel = (ns_level_e) atoi(argv[4]);
+ if (NSLevel < 0 || NSLevel > 4) {
+ fprintf(stderr, "Use proper NS level (0 - Very Low, 1 - Low, 2 - Mid, 3 - High, 4 - Very High)\n");
+ fprintf(stderr, "usage: %s <sample rate 16/48> <noisy speech> <output denoised> <level 0/1/2/3/4>\n", argv[0]);
+ return -1;
+ }
+
+ unsigned int SampleRate = atoi(argv[1]);
+ if (SampleRate != 16000 && SampleRate != 48000) {
+ fprintf(stderr, "Use proper Sample rate (16000/48000)\n");
+ fprintf(stderr, "usage: %s <sample rate 16000/48000> <noisy speech> <output denoised> <level 0/1/2/3/4>\n", argv[0]);
+ return -1;
+ }
+
+ //if (NS_ERROR_NONE != ns_initialize(NULL, atoi(argv[1]),
+ if (NS_ERROR_NONE != ns_initialize(ns_log_callback, atoi(argv[1]),
+ MAX_DELAY_MSEC, &ns_handle, &frame_size)) {
+ fprintf(stderr, "ns_initialize() failed\n");
+ return -1;
+ }
+
+ ns_set_level(ns_handle, NSLevel);
+
+ f1 = fopen(argv[2], "r");
+ if (!f1) {
+ fprintf(stderr, "f1 fopen failed\n");
+ return -1;
+ }
+
+ fout = fopen(argv[3], "w");
+ if (!fout) {
+ fprintf(stderr, "fout fopen failed\n");
+ return -1;
+ }
+
+ clock_gettime(CLOCK_MONOTONIC, &start);
+ while (1) {
+ short tmp[frame_size];
+ int len = fread(tmp, sizeof(short), frame_size, f1);
+
+ if (feof(f1) || len == 0)
+ break;
+
+ for (i = 0; i < frame_size; i++)
+ x[i] = tmp[i];
+
+ ns_process_audio(ns_handle, x, x);
+
+ for (i = 0; i < frame_size; i++)
+ tmp[i] = x[i];
+
+ if (!first) fwrite(tmp, sizeof(short), frame_size, fout);
+ first = 0;
+ }
+
+ clock_gettime(CLOCK_MONOTONIC, &end);
+ diff = (end.tv_sec - start.tv_sec) * 1000 + (uint64_t)((end.tv_nsec - start.tv_nsec) / 1000000);
+ printf("elapsed time = %llu milliseconds\n", (long long unsigned int) diff);
+
+ ns_deinitialize(ns_handle);
+ fclose(f1);
+ fflush(fout);
+ fclose(fout);
+ return 0;
+}
projects / platform / core / multimedia / noise-suppression.git / commitdiff