pax_global_header00006660000000000000000000000064135571605240014522gustar00rootroot0000000000000052 comment=34049f83170aaf1e6e3595f5ac086ef565f8b6b3 LPCNet-0.1/000077500000000000000000000000001355716052400124475ustar00rootroot00000000000000LPCNet-0.1/.travis.yml000066400000000000000000000022411355716052400145570ustar00rootroot00000000000000sudo: required language: generic dist: xenial addons: apt: packages: libc6-i386 libspeexdsp-dev libsamplerate0-dev sox git octave-common octave gnuplot octave-signal install: - export CODEC2DIR=${PWD}/codec2 - export LPCNETDIR=${PWD} - export BUILDDIR=${PWD}/build_linux script: # First build and install vanilla codec2 as we need -lcodec2 to build LPCNet - git clone https://github.com/drowe67/codec2.git - cd codec2 - mkdir build_linux && cd build_linux && cmake .. && make # OK, build and test LPCNet - cd $LPCNETDIR && mkdir -p $BUILDDIR && cd $BUILDDIR - cmake -DCODEC2_BUILD_DIR=$CODEC2DIR/build_linux .. && make # simple sanity check - cd src && sox ../../wav/wia.wav -t raw -r 16000 - | ./lpcnet_enc -s | ./lpcnet_dec -s > /dev/null # some LPCNet ctests - ls -l - cd $BUILDDIR && ctest # Re-build codec2 with LPCNet and test FreeDV 2020 support - cd $CODEC2DIR/build_linux - make clean - cmake -DLPCNET_BUILD_DIR=$BUILDDIR .. - make - cd src # sanity check - ./freedv_tx 2020 $LPCNETDIR/wav/wia.wav - | ./freedv_rx 2020 - /dev/null LPCNet-0.1/CMakeLists.txt000066400000000000000000000131431355716052400152110ustar00rootroot00000000000000# TODO: 1/ Will this work when cross compiling for Windows? Another approach is to supply # flags manually on cmd line # 2/ Should we standardise on just AVX? As machine we run on # may be different to machine we build on cmake_minimum_required(VERSION 3.0) project(LPCNet C) option(DISABLE_CPU_OPTIMIZATION "Disable CPU optimization discovery." OFF) option(AVX2 "Enable AVX2 CPU optimizations." OFF) option(AVX "Enable AVX CPU optimizations." OFF) option(NEON "Enable NEON CPU optimizations for RPi." OFF) include(GNUInstallDirs) mark_as_advanced(CLEAR CMAKE_INSTALL_BINDIR CMAKE_INSTALL_INCLUDEDIR CMAKE_INSTALL_LIBDIR ) # # Prevent in-source builds # If an in-source build is attempted, you will still need to clean up a few # files manually. # set(CMAKE_DISABLE_SOURCE_CHANGES ON) set(CMAKE_DISABLE_IN_SOURCE_BUILD ON) if("${CMAKE_SOURCE_DIR}" STREQUAL "${CMAKE_BINARY_DIR}") message(FATAL_ERROR "In-source builds in ${CMAKE_BINARY_DIR} are not " "allowed, please remove ./CMakeCache.txt and ./CMakeFiles/, create a " "separate build directory and run cmake from there.") endif("${CMAKE_SOURCE_DIR}" STREQUAL "${CMAKE_BINARY_DIR}") # Set project version information. This should probably be done via external # file at some point. # set(LPCNET_VERSION_MAJOR 0) set(LPCNET_VERSION_MINOR 1) # Set to patch level if needed, otherwise leave FALSE. # Must be positive (non-zero) if set, since 0 == FALSE in CMake. set(LPCNET_VERSION_PATCH FALSE) set(LPCNET_VERSION "${LPCNET_VERSION_MAJOR}.${LPCNET_VERSION_MINOR}") # Patch level version bumps should not change API/ABI. set(SOVERSION "${LPCNET_VERSION_MAJOR}.${LPCNET_VERSION_MINOR}") if(LPCNET_VERSION_PATCH) set(LPCNET_VERSION "${LPCNET_VERSION}.${LPCNET_VERSION_PATCH}") endif() message(STATUS "LPCNet version: ${LPCNET_VERSION}") # Set default flags set(CMAKE_C_FLAGS "-Wall -W -Wextra -Wno-unused-function -O3 -g -I. -MD ${CMAKE_C_FLAGS} -DENABLE_ASSERTIONS") # Detection of available CPU optimizations if(NOT DISABLE_CPU_OPTIMIZATION) if(UNIX AND NOT APPLE) message(STATUS "Looking for available CPU optimizations on Linux/BSD system...") execute_process(COMMAND grep -c "avx2" /proc/cpuinfo OUTPUT_VARIABLE AVX2) execute_process(COMMAND grep -c "avx " /proc/cpuinfo OUTPUT_VARIABLE AVX) execute_process(COMMAND grep -c "neon" /proc/cpuinfo OUTPUT_VARIABLE NEON) elseif(APPLE) # Under OSX we need to look through a few sysctl entries to determine what our CPU supports. message(STATUS "Looking for available CPU optimizations on an OSX system...") execute_process(COMMAND sysctl -a COMMAND grep machdep.cpu.leaf7_features COMMAND grep -c AVX2 OUTPUT_VARIABLE AVX2) execute_process(COMMAND sysctl -a COMMAND grep machdep.cpu.features COMMAND grep -c AVX OUTPUT_VARIABLE AVX) elseif(WIN32) message(STATUS "No detection capability on Windows, assuming AVX is available.") set(AVX TRUE) else() message(STATUS "System is not *nix, processor specific optimizations cannot be determined.") message(" You can try setting them manually, e.g.: -DAVX2=1 or -DAVX=1 or -DNEON=1") endif() endif() if(${AVX2} OR ${AVX2} GREATER 0) message(STATUS "avx2 processor flags found or enabled.") set(CMAKE_C_FLAGS "${CMAKE_C_FLAGS} -mavx2 -mfma") elseif(${AVX} OR ${AVX} GREATER 0) # AVX2 machines will also match on AVX message(STATUS "avx processor flags found or enabled.") set(CMAKE_C_FLAGS "${CMAKE_C_FLAGS} -mavx") endif() # RPi if(${NEON} OR ${NEON} GREATER 0) message(STATUS "neon processor flags found or enabled.") set(CMAKE_C_FLAGS "${CMAKE_C_FLAGS} -mfpu=neon -march=armv8-a -mtune=cortex-a53") endif() # grab latest NN model (or substitute your own) set(LPCNET_ROOT http://rowetel.com/downloads/deep/) set(LPCNET_FILE lpcnet_191005_v1.0.tgz) set(LPCNET_URL ${LPCNET_ROOT}${LPCNET_FILE}) # Work around not having the FetchContent module. if(CMAKE_VERSION VERSION_LESS 3.11.4) set(lpcnet_SOURCE_DIR ${CMAKE_BINARY_DIR}/src) if(NOT EXISTS ${lpcnet_SOURCE_DIR}) file(DOWNLOAD ${LPCNET_URL} ${CMAKE_BINARY_DIR}/${LPCNET_FILE} SHOW_PROGRESS ) file(MAKE_DIRECTORY ${lpcnet_SOURCE_DIR}) execute_process(COMMAND tar -xzf ${CMAKE_BINARY_DIR}/${LPCNET_FILE} -C ${CMAKE_BINARY_DIR}/src) endif() else() include(FetchContent) FetchContent_Declare( lpcnet URL ${LPCNET_URL}) FetchContent_GetProperties(lpcnet) if(NOT lpcnet_POPULATED) FetchContent_Populate(lpcnet) endif() endif() # Find codec2 if(CODEC2_BUILD_DIR) find_package(codec2 REQUIRED PATHS ${CODEC2_BUILD_DIR} NO_DEFAULT_PATH CONFIGS codec2.cmake ) if(codec2_FOUND) message(STATUS "Codec2 library found in build tree.") endif() else() find_package(codec2 REQUIRED) endif() add_subdirectory(src) # Ctests ---------------------------------------------------------------------- include(CTest) enable_testing() add_test(NAME core_synthesis_default COMMAND sh -c "cd ${CMAKE_CURRENT_SOURCE_DIR}/unittest; SYNTH=1 ./test_core_nn.sh") add_test(NAME core_synthesis_load_20h COMMAND sh -c "cd ${CMAKE_CURRENT_SOURCE_DIR}/unittest; SYNTH_20h=1 ./test_core_nn.sh") add_test(NAME core_synthesis_mag COMMAND sh -c "cd ${CMAKE_CURRENT_SOURCE_DIR}/unittest; SYNTH_mag=1 ./test_core_nn.sh") add_test(NAME nnet2f32 COMMAND sh -c "cd ${CMAKE_CURRENT_BINARY_DIR}; ./src/nnet2f32 t.f32") add_test(NAME SIMD_functions COMMAND sh -c "cd ${CMAKE_CURRENT_BINARY_DIR}; ./src/test_vec") LPCNet-0.1/COPYING000066400000000000000000000030621355716052400135030ustar00rootroot00000000000000Copyright (c) 2017-2018, 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. LPCNet-0.1/README.md000066400000000000000000000162331355716052400137330ustar00rootroot00000000000000# LPCNet for FreeDV Experimental version of LPCNet being developed for over the air Digital Voice experiments with FreeDV. ## Quickstart ``` $ git clone https://github.com/drowe67/codec2.git $ cd codec2 && mkdir build_linux && cd build_linux && cmake ../ && make $ cd ~ $ git clone https://github.com/drowe67/LPCNet.git $ cd LPCNet && mkdir build_linux && cd build_linux $ cmake -DCODEC2_BUILD_DIR=~/codec2/build_linux .. $ make ``` Unquantised LPCNet: ``` $ cd ~/LPCNet/build_linux/src $ sox ../../wav/wia.wav -t raw -r 16000 - | ./dump_data --c2pitch --test - - | ./test_lpcnet - - | aplay -f S16_LE -r 16000 ``` LPCNet at 1733 bits/s using direct-split quantiser: ``` sox ../../wav/wia.wav -t raw -r 16000 - | ./lpcnet_enc -s | ./lpcnet_dec -s | aplay -f S16_LE -r 16000 ``` # CTests ``` $ cd ~/LPCNet/build_linux $ ctest ``` Note, due to precision/library issues several tests (1-3) will only pass on certain machines such as Ubuntu 16 and 18, Ubuntu 17 is known to fail. # Reading Further 1. [Original LPCNet Repo with more instructions and background](https://github.com/mozilla/LPCNet/) 1. [LPCNet: DSP-Boosted Neural Speech Synthesis](https://people.xiph.org/~jm/demo/lpcnet/) 1. [Sample model files](https://jmvalin.ca/misc_stuff/lpcnet_models/) # Credits Thanks [Jean-Marc Valin](https://people.xiph.org/~jm/demo/lpcnet/) for making LPCNet available, and [Richard](https://github.com/hobbes1069) for the CMake build system. # Cross Compiling for Windows This code has been cross compiled to Windows using Fedora Linux 30, see the freedv-gui README.md, and build_windows.sh script. # Speech Material for Training Suitable training material can be obtained from the McGill University Telecommunications & Signal Processing Laboratory. Download the ISO and extract the 16k-LP7 directory, the src/concat.sh script can be used to generate a headerless file of training samples. ``` cd 16k-LP7 sh /path/to/LPCNet/src/concat.sh ``` # Quantiser Experiments The quantiser files used for these experiments (pred_v2.tgz and split.tgz) are [here](http://rowetel.com/downloads/deep/lpcnet_quant) ## Exploring Features Install GNU Octave (if thats your thing). Extract a feature file, fire up Octave, and mesh plot the 18 cepstrals for the first 100 frame (1 second): ``` $ ./dump_data --test speech_orig_16k.s16 speech_orig_16k_features.f32 $ cd src $ octave --no-gui octave:3> f=load_f32("../speech_orig_16k_features.f32",55); nrows: 1080 octave:4> mesh(f(1:100,1:18)) ``` ## Uniform Quantisation Listen to the effects of 4dB step uniform quantisation on cepstrals: ``` $ cat ~/Downloads/wia.wav | ./dump_data --test - - | ./quant_feat -u 4 | ./test_lpcnet - - | play -q -r 16000 -s -2 -t raw - ``` This lets us listen to the effect of quantisation error. Once we think it sounds OK, we can compute the variance (average squared quantiser error). A 4dB step size means the error PDF is uniform in the range of -2 to +2 dB. A uniform PDF has variance of (b-a)^2/12, so (2--2)^2/12 = 1.33 dB^2. We can then try to design a quantiser (e.g. multi-stage VQ) to achieve that variance. ## Training a Predictive VQ Clone and build [codec2](https://github.com/drowe67/codec2.git): ``` $ git clone https://github.com/drowe67/codec2.git $ cd codec2 && mkdir build_linux && cd build_linux && cmake ../ && sudo make install ``` In train_pred2.sh, adjust PATH for the location of codec2-dev on your machine. Generate 5E6 vectors using the -train option on dump_data to apply a bunch of different filters, then run the predictive VQ training script ``` $ cd LPCNet $ ./dump_data --train all_speech.s16 all_speech_features_5e6.f32 /dev/null $ ./train_pred2.sh ``` ## Mbest VQ search Keeps M best candidates after each stage: ```cat ~/Downloads/speech_orig_16k.s16 | ./dump_data --test - - | ./quant_feat --mbest 5 -q pred2_stage1.f32,pred2_stage2.f32,pred2_stage3.f32 > /dev/null``` In this example, the VQ error variance was reduced from 2.68 to 2.28 dB^2 (I think equivalent to 3 bits), and the number of outliers >2dB reduced from 15% to 10%. ## Streaming of WIA broadcast material Interesting mix of speakers and recording conditions, some not so great microphones. Faster speech than the training material. Basic unquantised LPCNet model: ```sox -r 16000 ~/Downloads/wianews-2019-01-20.s16 -t raw - trim 200 | ./dump_data --c2pitch --test - - | ./test_lpcnet - - | aplay -f S16_LE -r 16000``` Fully quantised at (44+8)/0.03 = 1733 bits/s: ```sox -r 16000 ~/Downloads/wianews-2019-01-20.s16 -t raw - trim 200 | ./dump_data --c2pitch --test - - | ./quant_feat -g 0.25 -o 6 -d 3 -w --mbest 5 -q pred_v2_stage1.f32,pred_v2_stage2.f32,pred_v2_stage3.f32,pred_v2_stage4.f32 | ./test_lpcnet - - | aplay -f S16_LE -r 16000``` ## Fully quantised encoder/decoder programs Same thing as above with quantisation code packaged up into library functions. Between quant_enc and quant_dec are 52 bit frames every 30ms: ```cat ~/Downloads/speech_orig_16k.s16 | ./dump_data --c2pitch --test - - | ./quant_enc | ./quant_dec | ./test_lpcnet - - | aplay -f S16_LE -r 16000``` Same thing with everything integrated into stand alone encoder and decoder programs: ```cat ~/Downloads/speech_orig_16k.s16 | ./lpcnet_enc | ./lpcnet_dec | aplay -f S16_LE -r 16000``` The bit stream interface is 1 bit/char, as I find that convenient for my digital voice over radio experiments. The decimation rate, number of VQ stages, and a few other parameters can be set as command line options, for example 20ms frame rate, 3 stage VQ (2050 bits/s): ```cat ~/Downloads/speech_orig_16k.s16 | ./lpcnet_enc -d 2 -n 3 | ./lpcnet_dec -d 2 -n 3 | aplay -f S16_LE -r 16000``` You'll need the same set of parameters for the encoder as decoder. Useful additions would be: 1. Run time loading of .h5 NN models. 1. A --packed option to pack the quantised bits tightly, which would make the programs useful for storage applications. ## Direct Split VQ Four stage VQ of log magnitudes (Ly), 11 bits (2048 entries) per stage, First 3 stages 18 elements wide; final stage 12 elements wide. During training this acheived similar variance to 4 stage predictive quantiser (measured on 12 bands). Same bit rate, but direct quantisation means more robust to bit errors and especially packet loss. ``` sox ~/Desktop/deep/quant/wia.wav -t raw - | ./dump_data --c2pitch --test - - | ./quant_feat -d 3 -i -p 0 --mbest 5 -q split_stage1.f32,split_stage2.f32,split_stage3.f32,split_stage4.f32 | ./test_lpcnet - - | aplay -f S16_LE -r 16000 ``` Compare this to four stage predictive VQ of Cepstrals (DCT of Ly), 11 bits (2048 entries) per stage, 18 element wide vectors. We quantise the predictor output. ``` sox ~/Desktop/deep/quant/wia.wav -t raw - | ./dump_data --c2pitch --test - - | ./quant_feat -d 3 -w --mbest 5 -q pred_v2_stage1.f32,pred_v2_stage2.f32,pred_v2_stage3.f32,pred_v2_stage4.f32 | ./test_lpcnet - - | aplay -f S16_LE -r 16000 ``` Both are decimated by a factor of 3 (so 30ms update of parameters, 30*44=1733 bits/s). # Effect of Bit Errors Random 1 Bit Error Rate (BER): Predictive: ```sox wav/wia.wav -t raw -r 16000 - | ./lpcnet_enc | ./lpcnet_dec -b 0.01 | aplay -f S16_LE -r 16000``` Direct-split: ```sox wav/wia.wav -t raw -r 16000 - | ./lpcnet_enc -s | ./lpcnet_dec -s -b 0.01 | aplay -f S16_LE -r 16000``` LPCNet-0.1/ext_pitch.sh000077500000000000000000000012161355716052400147750ustar00rootroot00000000000000#!/bin/sh -x # ext_pitch.sh # David Rowe Jan 2019 # Compare internal and external pitch est PATH=$PATH:$HOME/codec2-dev/build_linux/misc if [ $# -ne 1 ]; then echo "usage: ./ext_pitch WaveFile" exit 1 fi wav=$1 bname=$(basename "$wav" .wav) tnlp_out=$bname'_f0_pp.txt' tnlp_f0=$bname'_f0.txt' raw=$(mktemp) feat=$bname.f32 feat_ext=$bname'_ext'.f32 echo $bname sox $1 -t raw $raw tnlp $raw $tnlp_out --Fs 16000 > /dev/null cat $tnlp_out | cut -f 1 -d ' ' > $tnlp_f0 ./dump_data -test $raw $feat && cat $feat | ./quant_feat -d 1 -e $tnlp_f0 > $feat_ext octave --no-gui -p src -qf src/plot_wo_test_ext.m $raw $feat $feat_ext $bname'_pitch.png' LPCNet-0.1/process.sh000077500000000000000000000267111355716052400144730ustar00rootroot00000000000000#!/bin/bash -x # process.sh # David Rowe Jan 2019 # : ' 1. Process an input set of wave files using LPCNet under a variety of conditions. 2. Name output files to make them convenient to listen to in a file manager. 3. Generate a HTML table of samples for convenient replay on the web. 4. Generate a bunch of other HTML files and PNGs. usage: ./process.sh [--lite] OutPath ./process.sh ~/tmp/lpcnet_out To compare generate new samples OutPathA, and compare with those from a previous run of this script in OutPathB: ./process.sh OutPathA OutPathB --lite generates a much smaller page with just the basic LPCNet model case ' # command line arguments if [ $# -lt 1 ]; then echo "usage: ./process2.sh [--lite] /output/path/1 [/output/path/2]" echo " $ ./process.sh ~/tmp/lpcnet_outA" exit 1 fi lite=0 for i in "$@" do case $i in --lite) lite=1 shift ;; esac done OUTPATH=$1 if [ $# -eq 2 ]; then OUTPATHB=$2 fi # set these paths to suit your system CODEC2_PATH=$HOME/codec2-dev/build_linux/src WAVIN_PATH=$HOME/Desktop/deep/quant WAVOUT_PATH=$OUTPATH/wav PATH=$PATH:$CODEC2_PATH STATS=$OUTPATH/stats.txt HTML=$OUTPATH/index.html PNG_PATH=$OUTPATH/png F32_PATH=$OUTPATH/f32 SV_PATH=$OUTPATH/sv WAV_FILES="all birch canadian glue oak separately wanted wia" # check we can find wave files for f in $WAV_INFILES do if [ ! -e $WAVIN_PATH/$f.wav ]; then echo "$WAVIN_PATH/$f.wav Not found" fi done # check we can find codec 2 tools if [ ! -e $CODEC2_PATH/c2enc ]; then echo "$CODEC2_PATH/c2enc not found" fi # # OK lets start processing ------------------------------------------------ # mkdir -p $F32_PATH mkdir -p $SV_PATH mkdir -p $WAVOUT_PATH mkdir -p $PNG_PATH rm -f $STATS vq=pred_v2_stage vq2=split_stage # cp in originals for f in $WAV_FILES do cp $WAVIN_PATH/$f.wav $WAVOUT_PATH/$f'_0_orig.wav' done # Unquantised, baseline analysis-synthesis model, 10ms updates for f in $WAV_FILES do sox $WAVIN_PATH/$f.wav -t raw - | ./dump_data --test --c2pitch - - | \ ./test_lpcnet - - | sox -r 16000 -t .s16 -c 1 - $WAVOUT_PATH/$f'_1_uq'.wav done if [ $lite -eq 0 ]; then # 3dB uniform quantiser, 10ms updates for f in $WAV_FILES do label=$(printf "3dB %-10s" "$f") sox $WAVIN_PATH/$f.wav -t raw - | ./dump_data --test --c2pitch - - | \ ./quant_feat -l "$label" -d 1 --uniform 3 2>>$STATS | ./test_lpcnet - - | \ sox -r 16000 -t .s16 -c 1 - $WAVOUT_PATH/$f'_2_3dB'.wav done # decimate features to 20ms updates, then linearly interpolate back up to 10ms updates for f in $WAV_FILES do sox $WAVIN_PATH/$f.wav -t raw - | ./dump_data --test --c2pitch - - | \ ./quant_feat -d 2 | ./test_lpcnet - - | sox -r 16000 -t .s16 -c 1 - $WAVOUT_PATH/$f'_3_20ms'.wav done # decimate features to 20ms updates, then linearly interpolate back up to 10ms updates, incl pitch + voicing quant for f in $WAV_FILES do sox $WAVIN_PATH/$f.wav -t raw - | ./dump_data --test --c2pitch - - | \ ./quant_feat -d 2 -o 6 | ./test_lpcnet - - | sox -r 16000 -t .s16 -c 1 - $WAVOUT_PATH/$f'_4_20ms_pq'.wav done # 33 bit 3 stage VQ searched with mbest algorithm, 20ms updates for f in $WAV_FILES do label=$(printf "33bit_20ms %-10s" "$f") sox $WAVIN_PATH/$f.wav -t raw - | ./dump_data --test --c2pitch - - | \ ./quant_feat -l "$label" -d 2 -o 6 -w --mbest 5 -q $vq'1.f32',$vq'2.f32',$vq'3.f32' -s $SV_PATH/$f'_5_33bit_20ms'.txt 2>>$STATS | \ ./test_lpcnet - - | sox -r 16000 -t .s16 -c 1 - $WAVOUT_PATH/$f'_5_33bit_20ms'.wav done # 33 bit 3 stage VQ searched with mbest algorithm, 30ms updates for f in $WAV_FILES do label=$(printf "33bit_30ms %-10s" "$f") sox $WAVIN_PATH/$f.wav -t raw - | ./dump_data --test --c2pitch - - | \ ./quant_feat -l "$label" -d 3 -o 6 -w --mbest 5 -q $vq'1.f32',$vq'2.f32',$vq'3.f32' -s $SV_PATH/$f'_6_33bit_30ms'.txt 2>>$STATS | \ ./test_lpcnet - - | sox -r 16000 -t .s16 -c 1 - $WAVOUT_PATH/$f'_6_33bit_30ms'.wav done # 44 bit 4 stage VQ searched with mbest algorithm, 30ms updates for f in $WAV_FILES do label=$(printf "44bit_30ms %-10s" "$f") sox $WAVIN_PATH/$f.wav -t raw - | ./dump_data --test --c2pitch - - | \ ./quant_feat -l "$label" -d 3 -o 6 -w --mbest 5 -q $vq'1.f32',$vq'2.f32',$vq'3.f32',$vq'4.f32' -s $SV_PATH/$f'_7_44bit_30ms'.txt 2>>$STATS | \ ./test_lpcnet - - | sox -r 16000 -t .s16 -c 1 - $WAVOUT_PATH/$f'_7_44bit_30ms'.wav done # non-predictive (direct) 44 bit 4 stage split VQ searched with mbest algorithm, 30ms updates for f in $WAV_FILES do label=$(printf "44bit_sp_30ms %-10s" "$f") sox $WAVIN_PATH/$f.wav -t raw - | ./dump_data --test --c2pitch - - | \ ./quant_feat -l "$label" -d 3 -o 6 -i -p 0 --mbest 5 -q $vq2'1.f32',$vq2'2.f32',$vq2'3.f32',$vq2'4.f32' -s $SV_PATH/$f'_8_44bit_sp_30ms'.txt 2>>$STATS | \ ./test_lpcnet - - | sox -r 16000 -t .s16 -c 1 - $WAVOUT_PATH/$f'_8_44bit_sp_30ms'.wav done fi # ... if [ $lite -eq 0 ] ... # # Create a HTML table of samples ---------------------------------------------------- # cat << EOF > $HTML LPCNet Samples EOF if [ $lite -eq 0 ]; then cat << EOF > $HTML
Glossary
TermDescription
OrigOriginal source input speech
UQBaseline LPCNet synthesis using unquantised features
3dBCesptral features uniform quantiser with 3dB steps
20ms Cesptral features decimated to 20ms frame rate, linear interpolation back to 10ms
20ms_pq As above but pitch quantised to 6 bits, pitch gain to 2 bits
33bit_20ms 3 stage VQ of prediction error, 11 bits/stage, at 20ms frame rate, (33+8)/0.02 = 2050 bits/s
33bit_30ms Same 33 bit VQ, but decimated down to 30ms rate, (33+8)/0.03 = 1367 bits/s
44bit_30ms 4 stage VQ, at 30ms update rate, (44+8)/0.03 = 1733 bits/s
44bit_sp_30ms Direct (non predictive) 4 stage split VQ, at 30ms update rate, (44+8)/0.03 = 1733 bits/s. First 3 stages are 18 elements wide, last stage is just 12. We quantise log magnitudes (Ly) rather than Ceptrals (dct(Ly)). Targeted at HF radio channel where predictive schemes perform poorly due to high bit error/packet error rate

EOF fi function heading_row { w=$(echo $WAV_FILES | cut -d ' ' -f 1) headings=$(ls $WAVOUT_PATH/$w* | sed -r "s/.*$w.[[:digit:]]_//" | sed -r 's/.wav//') printf "\n Sample\n" >> $HTML for h in $headings do printf " %s\n" $h >> $HTML done printf "\n" >> $HTML } # for each wave file, create a row printf "\n" >> $HTML printf "\n" >> $HTML heading_row for f in $WAV_FILES do files=$(ls $WAVOUT_PATH/$f*); printf "\n \n" $f >> $HTML for w in $files do b=$(basename $w) if [ -z "${OUTPATHB}" ]; then # no comparison printf " \n" $b >> $HTML else # compare with another process.sh run printf " \n" $b $OUTPATHB/wav/$b >> $HTML fi done printf "\n" >> $HTML done printf "
Samples
%splayplay (playB)

\n" >> $HTML # HTML table of results --------------------------------------------------------- function table_of_values { printf "\n" >> $HTML printf "\n" "$2" >> $HTML heading_row # for each wave file, create a row for f in $WAV_FILES do files=$(ls $WAVOUT_PATH/$f*); printf "\n \n" $f >> $HTML for h in $headings do # extract variance from stats file if [ "$1" = "var" ]; then s=$(cat $STATS | sed -n "s/RESULTS $h $f.*var: \(.*\) sd.*/\1/p") fi if [ "$1" = "sd" ]; then s=$(cat $STATS | sed -n "s/RESULTS $h $f.*sd: \(.*\) n.*/\1/p") fi if [ "$s" = "" ]; then s="-" fi if [ $1 = "outliers" ]; then outliers=$(cat $STATS | sed -n "s/RESULTS $h $f.*dB = \(.*\)/\1/p") if [ ! "$outliers" = "" ]; then png=$PNG_PATH/$f'_'$h'.png' cmd="graphics_toolkit ('gnuplot'); o=[$outliers]; bar([1-sum(o) o],'hist'); axis([0 4 0 1]); print(\"$png\",'-dpng','-S120,120')" octave --no-gui -qf --eval "$cmd" b=$(basename $png) printf " \n" $b >> $HTML else printf " \n" >> $HTML fi elif [ $1 = "quant" ]; then sf=$SV_PATH/$f'_?_'$h.txt if [ -e $sf ]; then png=$PNG_PATH/$f'_'$h'_quant.png' t=$(echo $h | sed -n "s/.*_\(.*\)ms/\1/p") octave --no-gui -p src -qf src/plot_speech_quant.m $F32_PATH/$f.raw $sf $png $t b=$(basename $png) printf " \n" $b $b >> $HTML else printf " \n" >> $HTML fi else printf " \n" $s >> $HTML fi done printf "\n" >> $HTML done printf "
%s
%s%s

\n" >> $HTML } if [ $lite -eq 0 ]; then table_of_values "var" "Variance" table_of_values "sd" "Standard Deviation" table_of_values "outliers" "Outliers" # # Table of Speech/Pitch countours ---------------------------------------------- # printf "\n" >> $HTML printf "\n" >> $HTML # heading row printf "\n" >> $HTML for f in $WAV_FILES do printf " \n" $f >> $HTML done printf "\n" >> $HTML # manually set pitch axis to make plots easier to read. TODO this breaks when we add new samples, need an associative array mx=(400 200 200 400 400 200 400 200) count=0 # row of links to PNGs printf "\n" >> $HTML for f in $WAV_FILES do sox $WAVIN_PATH/$f.wav -t raw $F32_PATH/$f.raw ./dump_data --test --c2pitch $F32_PATH/$f.raw $F32_PATH/$f'_c2'.f32 octave --no-gui -p src -qf src/plot_speech_pitch.m $F32_PATH/$f.raw $F32_PATH/$f'_c2'.f32 - $PNG_PATH/$f'_pitch.png' ${mx[count]} count=$(( $count + 1 )) b=$f'_pitch.png' printf " \n" $b $b >> $HTML done printf "\n" >> $HTML printf "
Pitch Countours
%s

\n" >> $HTML table_of_values "quant" "Quantiser Error Countours" fi printf "\n\n" >> $HTML LPCNet-0.1/src/000077500000000000000000000000001355716052400132365ustar00rootroot00000000000000LPCNet-0.1/src/4stage_direct_split_vq.c000066400000000000000000102753641355716052400200660ustar00rootroot00000000000000#include "lpcnet_quant.h" int direct_split_num_stages = 4; int direct_split_m[MAX_STAGES] = {2048, 2048, 2048, 2048, 0}; float direct_split_vq[MAX_STAGES*NB_BANDS*MAX_ENTRIES] = { -15.6058474, -11.5659132, -6.13809633, -3.21690488, -2.80579972, -2.00111818, -1.55078113, -1.8998611, -2.36292291, -3.08714414, -2.92395639, -2.83812451, 0.942001224, 2.34900498, -0.546252251, -2.83694482, -5.09881401, -12.9170847, -19.6865826, -18.2138004, -10.9362001, -7.22120285, -6.51239204, -3.93034792, -1.80529201, 0.0963679031, 5.44336796, 8.8060751, 8.79326439, 10.1819382, 15.7579842, 23.1653347, 29.9135723, 36.5032196, 37.7986717, 31.6763973, -1.33678377, 9.90852356, 10.2905064, 0.379911155, 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0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0}; LPCNet-0.1/src/4stage_pred_vq.c000066400000000000000000110024051355716052400163140ustar00rootroot00000000000000#include "lpcnet_quant.h" int pred_num_stages = 4; int pred_m[MAX_STAGES] = {2048, 2048, 2048, 2048, 0}; float pred_vq[MAX_STAGES*NB_BANDS*MAX_ENTRIES] = { 4.99725771, -19.0272007, -24.1519527, -1.85834002, -12.3386831, 2.26760602, 2.81925797, 0.0311173704, 3.23837733, 2.21805978, 1.26448798, 2.63476443, 0.581001937, -0.184373662, 0.801599979, 0.479450881, -0.463521302, 0.059601564, -3.69325256, -6.38889551, 8.7922821, -0.458298236, 4.64801121, -1.43632996, 2.23082566, 1.42706001, -4.19369507, 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0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0}; LPCNet-0.1/src/CMakeLists.txt000066400000000000000000000054551355716052400160070ustar00rootroot00000000000000include_directories(${CMAKE_CURRENT_SOURCE_DIR} ${lpcnet_SOURCE_DIR}) set(lpcnet_freedv_srcs freq.c kiss_fft.c celt_lpc.c pitch.c codec2_pitch.c mbest.c lpcnet_quant.c lpcnet_dump.c 4stage_pred_vq.c 4stage_direct_split_vq.c lpcnet.c lpcnet_freedv.c nnet.c nnet_rw.c ${lpcnet_SOURCE_DIR}/nnet_data.c ) add_library(lpcnetfreedv SHARED ${lpcnet_freedv_srcs}) target_link_libraries(lpcnetfreedv codec2) set_target_properties(lpcnetfreedv PROPERTIES PUBLIC_HEADER lpcnet_freedv.h ) target_include_directories(lpcnetfreedv INTERFACE $ $ ) install(TARGETS lpcnetfreedv EXPORT lpcnetfreedv-config LIBRARY DESTINATION ${CMAKE_INSTALL_LIBDIR} ARCHIVE DESTINATION ${CMAKE_INSTALL_LIBDIR} RUNTIME DESTINATION ${CMAKE_INSTALL_BINDIR} PUBLIC_HEADER DESTINATION ${CMAKE_INSTALL_INCLUDEDIR}/lpcnet ) install(EXPORT lpcnetfreedv-config DESTINATION ${CMAKE_INSTALL_LIBDIR}/cmake/lpcnetfreedv ) # Export libfreedv target for import into codec2 from build tree. export(TARGETS lpcnetfreedv FILE ${CMAKE_BINARY_DIR}/lpcnetfreedv.cmake ) add_executable(dump_data dump_data.c) target_link_libraries(dump_data lpcnetfreedv m codec2) add_executable(test_lpcnet test_lpcnet.c) target_link_libraries(test_lpcnet lpcnetfreedv m codec2) if(AVX OR AVX2) add_executable(test_vec test_vec.c) target_link_libraries(test_vec m) else() message(WARNING "No AVX/AVX2 CPU flags identified, not building test_vec.") endif() add_executable(quant_feat quant_feat.c) target_link_libraries(quant_feat lpcnetfreedv m codec2) add_executable(tcodec2_pitch tcodec2_pitch.c codec2_pitch.c) target_link_libraries(tcodec2_pitch m codec2) add_executable(weight weight.c) target_link_libraries(weight m) add_executable(tdump tdump.c) target_link_libraries(tdump lpcnetfreedv m codec2) add_executable(quant_test quant_test.c) target_link_libraries(quant_test lpcnetfreedv m codec2) add_executable(quant2c quant2c.c) target_link_libraries(quant2c m) add_executable(diff32 diff32.c) target_link_libraries(diff32 m) add_executable(ramp ramp.c) target_link_libraries(ramp m) add_executable(quant_enc quant_enc.c) target_link_libraries(quant_enc lpcnetfreedv m codec2) add_executable(quant_dec quant_dec.c) target_link_libraries(quant_dec lpcnetfreedv m codec2) add_executable(lpcnet_enc lpcnet_enc.c) target_link_libraries(lpcnet_enc lpcnetfreedv m codec2) add_executable(lpcnet_dec lpcnet_dec.c) target_link_libraries(lpcnet_dec lpcnetfreedv m codec2) add_executable(idct idct.c) target_link_libraries(idct lpcnetfreedv m codec2) add_executable(nnet2f32 nnet2f32.c) target_link_libraries(nnet2f32 lpcnetfreedv m) install(TARGETS lpcnet_enc lpcnet_dec RUNTIME DESTINATION ${CMAKE_INSTALL_BINDIR} ) LPCNet-0.1/src/_kiss_fft_guts.h000066400000000000000000000135721355716052400164300ustar00rootroot00000000000000/*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 */ LPCNet-0.1/src/arch.h000066400000000000000000000167141355716052400143350ustar00rootroot00000000000000/* 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 #include #ifdef __GNUC__ __attribute__((noreturn)) #endif static OPUS_INLINE void _celt_fatal(const char *str, const char *file, int line) { fprintf (stderr, "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 */ LPCNet-0.1/src/causalconv.py000066400000000000000000000036501355716052400157520ustar00rootroot00000000000000from keras import backend as K from keras.engine.topology import Layer from keras.layers import activations, initializers, regularizers, constraints, InputSpec, Conv1D import numpy as np class CausalConv(Conv1D): def __init__(self, filters, kernel_size, dilation_rate=1, activation=None, use_bias=True, kernel_initializer='glorot_uniform', bias_initializer='zeros', kernel_regularizer=None, bias_regularizer=None, activity_regularizer=None, kernel_constraint=None, bias_constraint=None, return_memory=False, **kwargs): super(CausalConv, self).__init__( filters=filters, kernel_size=kernel_size, strides=1, padding='valid', data_format='channels_last', dilation_rate=dilation_rate, activation=activation, use_bias=use_bias, kernel_initializer=kernel_initializer, bias_initializer=bias_initializer, kernel_regularizer=kernel_regularizer, bias_regularizer=bias_regularizer, activity_regularizer=activity_regularizer, kernel_constraint=kernel_constraint, bias_constraint=bias_constraint, **kwargs) self.mem_size = dilation_rate*(kernel_size-1) self.return_memory = return_memory def call(self, inputs, memory=None): if memory is None: mem = K.zeros((K.shape(inputs)[0], self.mem_size, K.shape(inputs)[-1])) else: mem = K.variable(K.cast_to_floatx(memory)) inputs = K.concatenate([mem, inputs], axis=1) ret = super(CausalConv, self).call(inputs) if self.return_memory: ret = ret, inputs[:, :self.mem_size, :] return ret LPCNet-0.1/src/celt_lpc.c000066400000000000000000000150531355716052400151730ustar00rootroot00000000000000/* 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" float _celt_lpc( opus_val16 *_lpc, /* out: [0...p-1] LPC coefficients */ opus_val16 *rc, 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); RNN_CLEAR(rc, 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; rc[i] = r; /* 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=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;i0); celt_assert(overlap>=0); if (overlap == 0) { xptr = x; } else { for (i=0;i #include #include #include #ifdef __cplusplus extern "C" { #endif /* ATTENTION! If you would like a : -- a utility that will handle the caching of fft objects -- real-only (no imaginary time component ) FFT -- a multi-dimensional FFT -- a command-line utility to perform ffts -- a command-line utility to perform fast-convolution filtering Then see kfc.h kiss_fftr.h kiss_fftnd.h fftutil.c kiss_fastfir.c in the tools/ directory. */ #ifdef USE_SIMD # include # define kiss_fft_scalar __m128 #define KISS_FFT_MALLOC(nbytes) _mm_malloc(nbytes,16) #define KISS_FFT_FREE _mm_free #else #define KISS_FFT_MALLOC malloc #define KISS_FFT_FREE free #endif #ifdef FIXED_POINT #include # if (FIXED_POINT == 32) # define kiss_fft_scalar int32_t # else # define kiss_fft_scalar int16_t # endif #else # ifndef kiss_fft_scalar /* default is float */ # define kiss_fft_scalar float # endif #endif typedef struct { kiss_fft_scalar r; kiss_fft_scalar i; }kiss_fft_cpx; typedef struct kiss_fft_state* kiss_fft_cfg; /* * kiss_fft_alloc * * Initialize a FFT (or IFFT) algorithm's cfg/state buffer. * * typical usage: kiss_fft_cfg mycfg=kiss_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 kiss_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_cfg kiss_fft_alloc(int nfft,int inverse_fft,void * mem,size_t * lenmem); /* * kiss_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 kiss_fft(kiss_fft_cfg cfg,const kiss_fft_cpx *fin,kiss_fft_cpx *fout); /* A more generic version of the above function. It reads its input from every Nth sample. * */ void kiss_fft_stride(kiss_fft_cfg cfg,const kiss_fft_cpx *fin,kiss_fft_cpx *fout,int fin_stride); /* If kiss_fft_alloc allocated a buffer, it is one contiguous buffer and can be simply free()d when no longer needed*/ #define kiss_fft_free free /* Cleans up some memory that gets managed internally. Not necessary to call, but it might clean up your compiler output to call this before you exit. */ void kiss_fft_cleanup(void); /* * Returns the smallest integer k, such that k>=n and k has only "fast" factors (2,3,5) */ int kiss_fft_next_fast_size(int n); /* for real ffts, we need an even size */ #define kiss_fftr_next_fast_size_real(n) \ (kiss_fft_next_fast_size( ((n)+1)>>1)<<1) #ifdef __cplusplus } #endif #endif LPCNet-0.1/src/codec2_pitch.c000066400000000000000000000106761355716052400157420ustar00rootroot00000000000000/*---------------------------------------------------------------------------*\ FILE........: codec2_pitch.c AUTHOR......: David Rowe DATE CREATED: 23/3/93 (!) Modified for LPCNet 2019 Codec 2 'NLP" Pitch estimator module so we can try it out with LPCNet. \*---------------------------------------------------------------------------*/ #include #include #include #include #include #include "codec2_pitch.h" #include "codec2_kiss_fft.h" #define FFT_ENC 512 /* size of FFT used for encoder */ #define P_MAX_S 0.0200 /* maximum pitch period in s */ #define N_S 0.01 /* internal proc frame length in secs */ #define MAX_AMP 160 /* maximum number of harmonics */ typedef struct { float real; float imag; } COMP; typedef struct { int Fs; /* sample rate of this instance */ int n_samp; /* number of samples per 10ms frame at Fs */ int max_amp; /* maximum number of harmonics */ int m_pitch; /* pitch estimation window size in samples */ int p_min; /* minimum pitch period in samples */ int p_max; /* maximum pitch period in samples */ float Wo_min; float Wo_max; int nw; /* analysis window size in samples */ int tw; /* trapezoidal synthesis window overlap */ } C2CONST; /* Structure to hold Codec 2 model parameters for one frame */ typedef struct { float Wo; /* fundamental frequency estimate in radians */ int L; /* number of harmonics */ float A[MAX_AMP+1]; /* amplitiude of each harmonic */ float phi[MAX_AMP+1]; /* phase of each harmonic */ int voiced; /* non-zero if this frame is voiced */ } MODEL; struct CODEC2_PITCH_S { C2CONST c2const; kiss_fft_cfg fft_fwd_cfg; float prev_f0; void *nlp_states; float *w; /* time domain hamming window */ COMP W[FFT_ENC]; /* DFT of w[] */ }; /* prototypes for internal functions in libcodec2 */ C2CONST c2const_create(int Fs, float framelength_ms); void make_analysis_window(C2CONST *c2const, kiss_fft_cfg fft_fwd_cfg, float w[], COMP W[]); void dft_speech(C2CONST *c2const, kiss_fft_cfg fft_fwd_cfg, COMP Sw[], float Sn[], float w[]); void *nlp_create(C2CONST *c2const); void nlp_destroy(void *nlp_state); float nlp(void *nlp_state, float Sn[], int n, float *pitch_samples, COMP Sw[], COMP W[], float *prev_f0); void two_stage_pitch_refinement(C2CONST *c2const, MODEL *model, COMP Sw[]); void estimate_amplitudes(MODEL *model, COMP Sw[], COMP W[], int est_phase); float est_voicing_mbe(C2CONST *c2const, MODEL *model, COMP Sw[], COMP W[]); CODEC2_PITCH *codec2_pitch_create(int *Sn_size, int *new_samples_each_call) { CODEC2_PITCH *pitch = (CODEC2_PITCH*)malloc(sizeof(CODEC2_PITCH)); assert(pitch != NULL); int Fs = 16000; pitch->c2const = c2const_create(Fs, N_S); pitch->w = (float*)malloc(sizeof(float)*pitch->c2const.m_pitch); pitch->nlp_states = nlp_create(&pitch->c2const); pitch->fft_fwd_cfg = kiss_fft_alloc(FFT_ENC, 0, NULL, NULL); make_analysis_window(&pitch->c2const, pitch->fft_fwd_cfg, pitch->w, pitch->W); pitch->prev_f0 = 1/P_MAX_S; *Sn_size = pitch->c2const.m_pitch; *new_samples_each_call = pitch->c2const.n_samp; return pitch; } /* returns an estimate of the pitch period, input is a buffer of samples on length pitch->m */ int codec2_pitch_est(CODEC2_PITCH *pitch, float Sn[], float *f0, float *voicing) { COMP Sw[FFT_ENC]; /* DFT of Sn[] */ float pitch_samples, snr; MODEL model; *f0 = nlp(pitch->nlp_states, Sn, pitch->c2const.n_samp, &pitch_samples, Sw, pitch->W, &pitch->prev_f0); model.Wo = 2.0*M_PI/pitch_samples; dft_speech(&pitch->c2const, pitch->fft_fwd_cfg, Sw, Sn, pitch->w); two_stage_pitch_refinement(&pitch->c2const, &model, Sw); pitch_samples = 2.0*M_PI/model.Wo; estimate_amplitudes(&model, Sw, pitch->W, 1); snr = est_voicing_mbe(&pitch->c2const, &model, Sw, pitch->W); *voicing = 1.0 - 2.0/pow(10.0, snr/10.0); if (*voicing < 0.0) *voicing = 0.0; return round(2.0*pitch_samples); } void codec2_pitch_destroy(CODEC2_PITCH *pitch) { nlp_destroy(pitch->nlp_states); free(pitch->w); free(pitch); } LPCNet-0.1/src/codec2_pitch.h000066400000000000000000000011741355716052400157400ustar00rootroot00000000000000/*---------------------------------------------------------------------------*\ FILE........: codec2_pitch.h AUTHOR......: David Rowe DATE CREATED: 23/3/93 (!) Modified for LPCNet 2019 Codec 2 'NLP" Pitch estimator module for LPCNet. \*---------------------------------------------------------------------------*/ #ifndef __CODEC2_PITCH__ #define __CODEC2_PITCH__ typedef struct CODEC2_PITCH_S CODEC2_PITCH; CODEC2_PITCH *codec2_pitch_create(int *Sn_size, int *new_samples_each_call); int codec2_pitch_est(CODEC2_PITCH *pitch, float Sn[], float *f0, float *voicing); void codec2_pitch_destroy(CODEC2_PITCH *pitch); #endif LPCNet-0.1/src/common.h000066400000000000000000000042441355716052400147030ustar00rootroot00000000000000 #ifndef COMMON_H #define COMMON_H #include #include #include #define RNN_INLINE inline #define OPUS_INLINE inline float lpc_from_cepstrum(float *lpc, const float *cepstrum); #define LOG256 5.5451774445f static RNN_INLINE float log2_approx(float x) { int integer; float frac; union { float f; int i; } in; in.f = x; integer = (in.i>>23)-127; in.i -= integer<<23; frac = in.f - 1.5f; frac = -0.41445418f + frac*(0.95909232f + frac*(-0.33951290f + frac*0.16541097f)); return 1+integer+frac; } #define log_approx(x) (0.69315f*log2_approx(x)) static RNN_INLINE float ulaw2lin(float u) { float s; float scale_1 = 32768.f/255.f; u = u - 128; s = u >= 0 ? 1 : -1; u = fabs(u); return s*scale_1*(exp(u/128.*LOG256)-1); } static RNN_INLINE int lin2ulaw(float x) { float u; float scale = 255.f/32768.f; int s = x >= 0 ? 1 : -1; x = fabs(x); u = (s*(128*log_approx(1+scale*x)/LOG256)); u = 128 + u; if (u < 0) u = 0; if (u > 255) u = 255; return (int)floor(.5 + u); } /** RNNoise wrapper for malloc(). To do your own dynamic allocation, all you need to do is replace this function and rnnoise_free */ #ifndef OVERRIDE_RNNOISE_ALLOC static RNN_INLINE void *rnnoise_alloc (size_t size) { return malloc(size); } #endif /** RNNoise wrapper for free(). To do your own dynamic allocation, all you need to do is replace this function and rnnoise_alloc */ #ifndef OVERRIDE_RNNOISE_FREE static RNN_INLINE void rnnoise_free (void *ptr) { free(ptr); } #endif /** 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 LPCNet-0.1/src/compare_states.m000066400000000000000000000074101355716052400164270ustar00rootroot00000000000000% linux_v_windows.m % David Rowe May 2019 % % Compare the LPCNet states from two runs. Use to track down issues % with Windows port and run time loading on NNs. % % returns 0 for pass function f = compare_states(fn_one, fn_two, fig_en=0) n_pitch_embed = 64; n_pitch = 1; n_pitch_gain = 1; n_lpc = 16; n_condition = 128; n_gru_a = 1152; n_last_sig = 160; n_pred = 160; n_exc = 160; n_pcm = 160; n_cols = n_pitch_embed + n_pitch + n_pitch_gain + n_lpc + n_condition + n_gru_a + n_last_sig + n_pred + n_exc + n_pcm; linux=load_f32(fn_one, n_cols); [r c]=size(linux); printf("linux %d x %d\n", r, c); windows=load_f32(fn_two, n_cols); [r c]=size(windows); printf("windows %d x %d\n", r, c); fig = 1; st = 1; f = 0; en = st + n_pitch_embed-1; f+= check_matrix(fig++, "pitch_embed", linux(:,st:en), windows(:,st:en)); st += n_pitch_embed; f+= check_vec(fig++, "pitch", linux(:,st), windows(:,st), fig_en); st += n_pitch; f+= check_vec(fig++, "pitch_gain", linux(:,st), windows(:,st), fig_en); st += n_pitch_gain; en = st + n_lpc-1; f+= check_matrix(fig++, "lpc", linux(:,st:en), windows(:,st:en), fig_en); st += n_lpc; en = st + n_condition-1; f+= check_matrix(fig++, "condition", linux(:,st:en), windows(:,st:en), fig_en); st += n_condition; en = st + n_gru_a-1; f+= check_matrix(fig++, "gru_a_condition", linux(:,st:en), windows(:,st:en), fig_en); st += n_gru_a; en = st + n_last_sig-1; f+= check_vec(fig++, "last_sig", linux(:,st:en), windows(:,st:en), fig_en); st += n_last_sig; en = st + n_pred-1; f+= check_vec(fig++, "pred", linux(:,st:en), windows(:,st:en), fig_en); st += n_pred; en = st + n_exc-1; f+= check_vec(fig++, "exc", linux(:,st:en), windows(:,st:en), fig_en); st += n_exc; en = st + n_pcm-1; f+= check_vec(fig++, "pcm", linux(:,st:en), windows(:,st:en), fig_en); st += n_pcm; printf("fails: %d\n", f); endfunction function f = check_vec(fig_num, name, vec1, vec2, fig_en=0) # vector may be supplied as matrix that we need to reshape, e.g. for excitation signal [rows cols] = size(vec1); if cols != 1 vec1 = reshape(vec1', 1, rows*cols); vec2= reshape(vec2', 1, rows*cols); end if fig_en figure(fig_num); clf; plot(vec1); hold on; plot(vec2); hold off; title(name); end diff = max(abs(vec1-vec2)); if diff < 1E-3 f = 0; printf("%-15s [PASS]\n", name); else f = 1; first_error = 1; diffv = abs(vec1-vec2); for r=1:length(vec1) if first_error && (diffv(r) > 1E-3) first_error = 0; printf("%-15s [FAIL] at sample %d vec1: %f vec2: %f %f\n", name, r, vec1(r), vec2(r), vec1(r)-vec2(r)); end end end endfunction function f = check_matrix(fig_num, name, mat1, mat2, fig_en=0) if fig_en; figure(fig_num); clf; end [r c] = size(mat1); plotr=min(r,100); plotc=min(c,100); if fig_en mesh(mat1(1:plotr,1:plotc)); hold on; mesh(mat2(1:plotr,1:plotc)); hold off; title(name); end mdiff = mat1-mat2; diff = max(abs(mdiff(:))); if diff < 1E-3 f = 0; printf("%-15s [PASS]\n", name); else f = 1; printf("%-15s [FAIL]\n", name); % find first row where problem occurs [rows cols]= size(mat1); first_error = 1; nerr = 0; for r=1:rows e = mat1(r,:) - mat2(r,:); if max(e) > 1E-3 && nerr < 3 nerr++; [mx col] = max(e); printf("max error %f in row: %d col: %d\n", max(e), r, col); if (first_error) clf; plot(mat1(r,:),'g'); hold on; plot(mat2(r,:),'b'); plot(mat1(r,:) - mat2(r,:),'r'); hold off; first_error = 0; mat1(r,1:10) mat2(r,1:10) end end end end endfunction LPCNet-0.1/src/concat.sh000066400000000000000000000002561355716052400150440ustar00rootroot00000000000000# Place in 16k-LP7 from TSPSpeech.iso and run to concatenate wave files # into one headerless training file for i in */*.wav do sox $i -r 16000 -c 1 -t sw - done > input.s16 LPCNet-0.1/src/design_huffman.m000066400000000000000000000025051355716052400163730ustar00rootroot00000000000000% design_huffman.m % David Rowe Jan 2019 % % Octave script to design a huffman encoder, and measure entropy % D is a matrix, each row is a vector of features function [symbols huff] = design_huffman(D, qstepdB=3) [nr K] = size(surf); printf("K: %d nr: %d qstepdB: %3.2f\n", K, nr, qstepdB); % quantise to step size in dB E = round(D/qstepdB); % count symbols symbols = []; count = []; [nr nc]= size(E); for r=1:nr for c=1:nc s = E(r,c); ind = find(symbols == s); if length(ind) count(ind)++; else symbols = [symbols s]; count(length(symbols)) = 1; end end end % sort into order [count ind] = sort(count, "descend"); symbols = symbols(ind); Nsymbols = sum(count); printf("Nsymbols = %d\n", Nsymbols); % estimate entropy H = 0; p_table = []; printf(" i symb count prob wi\n"); for i=1:length(symbols) wi = count(i)/Nsymbols; p_table = [p_table wi]; printf("%2d %4d %6d %4.3f %4.3f\n", i, symbols(i), count(i), wi, -wi*log2(wi)); H += -wi*log2(wi); end % design Huffman code huff = huffmandict (1, p_table, 1); L = 0; for i=1:length(huff) L += p_table(i)*length(huff{i}); end printf("Entropy: %3.2f bits/symbol Huffman code: %3.2f bits/symbol %3d bits/fr\n", H, L, ceil(L*nc)); endfunction LPCNet-0.1/src/diff32.c000066400000000000000000000034301355716052400144570ustar00rootroot00000000000000/* test tool to diffs two .f32 files */ #include #include #include #include #include #define NB_FEATURES 55 int main(int argc, char *argv[]) { float fdiff, fdiff_tot=0.0; int f=0; unsigned int ret, i, stride = NB_FEATURES, cont = 0; int o = 0; int opt_idx = 0; while( o != -1 ) { static struct option long_opts[] = { {"stride", no_argument, 0, 's'}, {"cont", no_argument, 0, 'c'}, {0, 0, 0, 0} }; o = getopt_long(argc,argv,"sc",long_opts,&opt_idx); switch(o){ case 's': stride = atoi(optarg); break; case 'c': cont = 1; break; case '?': goto helpmsg; break; } } int dx = optind; if ((argc - dx) < 2) { helpmsg: fprintf(stderr, "usage: diff32 [--stride] [--cont] file1.f32 file2.f32\n"); return 0; } FILE *file1 = fopen(argv[dx], "rb"); if (file1 == NULL) { fprintf(stderr, "Can't open %s\n", argv[dx]); exit(1); } FILE *file2 = fopen(argv[dx+1], "rb"); if (file2 == NULL) { fprintf(stderr, "Can't open %s\n", argv[dx+1]); exit(1); } float f1[stride],f2[stride]; while(fread(&f1,sizeof(float),stride,file1) == stride) { ret = fread(&f2,sizeof(float),stride,file2); if (ret != stride) break; for(i=0; i 1E-3)) { printf("f: %d i: %d %f %f %f\n", f, i, f1[i], f2[i], fdiff); if (cont == 0) exit(0); } } f++; } fprintf(stderr,"stride: %d f: %d fdiff_tot: %f\n", stride, f, fdiff_tot); fclose(file1); fclose(file2); } LPCNet-0.1/src/dump_data.c000066400000000000000000000345571355716052400153560ustar00rootroot00000000000000/* Copyright (c) 2017-2018 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 #include #include #include "kiss_fft.h" #include "common.h" #include #include "freq.h" #include "pitch.h" #include "arch.h" #include "celt_lpc.h" #include "codec2_pitch.h" #include #include #define PITCH_MIN_PERIOD 32 #define PITCH_MAX_PERIOD 256 #define PITCH_FRAME_SIZE 320 #define PITCH_BUF_SIZE (PITCH_MAX_PERIOD+PITCH_FRAME_SIZE) #define CEPS_MEM 8 #define NB_DELTA_CEPS 6 #define NB_FEATURES (2*NB_BANDS+3+LPC_ORDER) typedef struct { float analysis_mem[OVERLAP_SIZE]; float cepstral_mem[CEPS_MEM][NB_BANDS]; float pitch_buf[PITCH_BUF_SIZE]; float last_gain; int last_period; float lpc[LPC_ORDER]; float sig_mem[LPC_ORDER]; int exc_mem; } DenoiseState; static int rnnoise_get_size() { return sizeof(DenoiseState); } static int rnnoise_init(DenoiseState *st) { memset(st, 0, sizeof(*st)); return 0; } static DenoiseState *rnnoise_create() { DenoiseState *st; st = malloc(rnnoise_get_size()); rnnoise_init(st); return st; } static void rnnoise_destroy(DenoiseState *st) { free(st); } static short float2short(float x) { int i; i = (int)floor(.5+x); return IMAX(-32767, IMIN(32767, i)); } int lowpass = FREQ_SIZE; int band_lp = NB_BANDS; static void frame_analysis(DenoiseState *st, kiss_fft_cpx *X, float *Ex, const float *in) { int i; float x[WINDOW_SIZE]; RNN_COPY(x, st->analysis_mem, OVERLAP_SIZE); RNN_COPY(&x[OVERLAP_SIZE], in, FRAME_SIZE); RNN_COPY(st->analysis_mem, &in[FRAME_SIZE-OVERLAP_SIZE], OVERLAP_SIZE); apply_window(x); forward_transform(X, x); for (i=lowpass;ipitch_buf, &st->pitch_buf[FRAME_SIZE], PITCH_BUF_SIZE-FRAME_SIZE); RNN_COPY(&st->pitch_buf[PITCH_BUF_SIZE-FRAME_SIZE], in, FRAME_SIZE); RNN_COPY(pitch_buf, &st->pitch_buf[0], PITCH_BUF_SIZE); pitch_downsample(pitch_buf, PITCH_BUF_SIZE); pitch_search(pitch_buf+PITCH_MAX_PERIOD, pitch_buf, PITCH_FRAME_SIZE<<1, (PITCH_MAX_PERIOD-3*PITCH_MIN_PERIOD)<<1, &pitch_index); pitch_index = 2*PITCH_MAX_PERIOD-pitch_index; gain = remove_doubling(pitch_buf, 2*PITCH_MAX_PERIOD, 2*PITCH_MIN_PERIOD, 2*PITCH_FRAME_SIZE, &pitch_index, st->last_period, st->last_gain); st->last_period = pitch_index; st->last_gain = gain; for (i=0;ipitch_buf[PITCH_BUF_SIZE-WINDOW_SIZE-pitch_index/2+i]; apply_window(p); forward_transform(P, p); compute_band_energy(Ep, P); compute_band_corr(Exp, X, P); for (i=0;ilpc, Ex); } else { dct(features, Ly); features[0] -= 4; g = lpc_from_cepstrum(st->lpc, features); } features[2*NB_BANDS] = .01*(pitch_index-200); features[2*NB_BANDS+1] = gain; features[2*NB_BANDS+2] = log10(g); for (i=0;ilpc[i]; } static void biquad(float *y, float mem[2], const float *x, const float *b, const float *a, int N) { int i; for (i=0;ilpc[j]*st->sig_mem[j]; e = lin2ulaw(pcm[i] - p); /* Signal. */ data[4*i] = lin2ulaw(st->sig_mem[0]); /* Prediction. */ data[4*i+1] = lin2ulaw(p); /* Excitation in. */ data[4*i+2] = st->exc_mem; /* Excitation out. */ data[4*i+3] = e; /* Simulate error on excitation. */ noise = (int)floor(.5 + noise_std*.707*(log_approx((float)rand()/RAND_MAX)-log_approx((float)rand()/RAND_MAX))); e += noise; e = IMIN(255, IMAX(0, e)); RNN_MOVE(&st->sig_mem[1], &st->sig_mem[0], LPC_ORDER-1); st->sig_mem[0] = p + ulaw2lin(e); st->exc_mem = e; } fwrite(data, 4*FRAME_SIZE, 1, file); } int main(int argc, char **argv) { int i; int count=0; static const float a_hp[2] = {-1.99599, 0.99600}; static const float b_hp[2] = {-2, 1}; float a_sig[2] = {0}; float b_sig[2] = {0}; float mem_hp_x[2]={0}; float mem_resp_x[2]={0}; float mem_preemph=0; float x[FRAME_SIZE]; int gain_change_count=0; FILE *f1; FILE *ffeat; FILE *fpcm=NULL; short pcm[FRAME_SIZE]={0}; short tmp[FRAME_SIZE] = {0}; float savedX[FRAME_SIZE] = {0}; float speech_gain=1; int last_silent = 1; float old_speech_gain = 1; int one_pass_completed = 0; DenoiseState *st; float noise_std=0; int training = -1; int c2pitch_en = 0; int c2voicing_en = 0; int nvec = 5000000; int fuzz = 1; int logmag = 0; int nb_passes = 0; int nb_frames_per_pass = 0; st = rnnoise_create(); int o = 0; int opt_idx = 0; while( o != -1 ) { static struct option long_opts[] = { {"c2pitch", no_argument, 0, 'c'}, {"c2voicing", no_argument, 0, 'v'}, {"help", no_argument, 0, 'h'}, {"mag", no_argument, 0, 'i'}, {"nvec", required_argument,0, 'n'}, {"train", no_argument, 0, 'r'}, {"fuzz", required_argument,0, 'z'}, {"test", no_argument, 0, 't'}, {0, 0, 0, 0} }; o = getopt_long(argc,argv,"chn:rtz:i",long_opts,&opt_idx); switch(o){ case 'r': training = 1; break; case 'n': nvec = atof(optarg); assert(nvec > 0); fprintf(stderr, "nvec: %d\n", nvec); break; case 'i': logmag = 1; fprintf(stderr, "logmag: %d\n", logmag); break; case 't': training = 0; break; case 'c': c2pitch_en = 1; break; case 'v': c2voicing_en = 1; break; case 'z': fuzz = atoi(optarg); break; case 'h': case '?': goto helpmsg; break; } } int dx = optind; if (training == -1) goto helpmsg; if ( (training && (argc - dx) < 3) || (!training && (argc - dx) < 2)) { fprintf(stderr, "Too few arguments\n"); goto helpmsg; } if ( argc - dx > 3 ) { fprintf(stderr, "Too many arguments\n"); helpmsg: fprintf(stderr, "usage: %s --train [options] \n", argv[0]); fprintf(stderr, " or %s --test [options] \n", argv[0]); fprintf(stderr, "\nOptions:\n"); fprintf(stderr, " -c --c2pitch Codec 2 pitch estimator\n"); fprintf(stderr, " -v --c2voicing Codec 2 voicing estimator\n"); fprintf(stderr, " -i --mag output magnitudes Ly rather than dct(Ly)\n"); fprintf(stderr, " -n --nvec Number of training vectors to generate\n"); fprintf(stderr, " -z --fuzz fuzz freq response and gain during training (default on)\n"); exit(1); } if (strcmp(argv[dx], "-") == 0) f1 = stdin; else { f1 = fopen(argv[dx], "rb"); if (f1 == NULL) { fprintf(stderr,"Error opening input .s16 16kHz speech input file: %s\n", argv[dx]); exit(1); } } if (strcmp(argv[dx+1], "-") == 0) ffeat = stdout; else { ffeat = fopen(argv[dx+1], "wb"); if (ffeat == NULL) { fprintf(stderr,"Error opening output feature file: %s\n", argv[dx+1]); exit(1); } } if (training) { fpcm = fopen(argv[dx+2], "wb"); if (fpcm == NULL) { fprintf(stderr,"Error opening output PCM file: %s\n", argv[dx+2]); exit(1); } } /* optionally fire up Codec 2 pitch estimator */ CODEC2_PITCH *c2pitch = NULL; int c2_Sn_size, c2_frame_size; float *c2_Sn = NULL; if (c2pitch_en) { c2pitch = codec2_pitch_create(&c2_Sn_size, &c2_frame_size); assert(FRAME_SIZE == c2_frame_size); c2_Sn = (float*)malloc(sizeof(float)*c2_Sn_size); assert(c2_Sn != NULL); for(i=0; i=nvec && one_pass_completed) break; if (fuzz && training && ++gain_change_count > 2821) { float tmp; speech_gain = pow(10., (-20+(rand()%40))/20.); if (rand()%20==0) speech_gain *= .01; if (rand()%100==0) speech_gain = 0; gain_change_count = 0; rand_resp(a_sig, b_sig); tmp = (float)rand()/RAND_MAX; noise_std = 4*tmp*tmp; //fprintf(stderr, "speech_gain: %f noise_std: %f a_sig: %f %fb_sig: %f %f\n", // speech_gain, noise_std, a_sig[0], a_sig[1], b_sig[0], b_sig[1]); } biquad(x, mem_hp_x, x, b_hp, a_hp, FRAME_SIZE); biquad(x, mem_resp_x, x, b_sig, a_sig, FRAME_SIZE); preemphasis(x, &mem_preemph, x, PREEMPHASIS, FRAME_SIZE); for (i=0;i= 2*PITCH_MAX_PERIOD) pitch_index = 2*PITCH_MAX_PERIOD-1; if (pitch_index < 2*PITCH_MIN_PERIOD) pitch_index = 2*PITCH_MIN_PERIOD; assert(pitch_index < 2*PITCH_MAX_PERIOD); assert(pitch_index >= 2*PITCH_MIN_PERIOD); features[2*NB_BANDS] = 0.01*(pitch_index-200); if (c2voicing_en) features[2*NB_BANDS+1] = voicing; } fwrite(features, sizeof(float), NB_FEATURES, ffeat); /* PCM is delayed by 1/2 frame to make the features centered on the frames. */ for (i=0;i 1e-10: nb_nonzero = nb_nonzero + 1 idx = np.append(idx, j) W = np.concatenate([W, A[j, i*16:(i+1)*16]]) idx[pos] = nb_nonzero #idx = np.tile(np.concatenate([np.array([N]), np.arange(N)]), 3*N//16) # set a maximum length to accomodate run time loading of other # networks that may not have been sparsified, or sparsified to # different lengths print(A.shape[0]*A.shape[1]) print(W.shape) print(idx.shape) max_W = A.shape[0]*A.shape[1] sz = max_W - W.shape[0] zeropad = np.zeros((sz,), dtype='int') W = np.concatenate((W,zeropad)) max_idx = 32767 sz = 32767 - idx.shape[0] zeropad = np.zeros((sz,), dtype='int') idx = np.concatenate((idx,zeropad)) printVector(f, W, name) printVector(f, idx, name + '_idx', dtype='int') return; def dump_layer_ignore(self, f, hf): print("ignoring layer " + self.name + " of type " + self.__class__.__name__) return False Layer.dump_layer = dump_layer_ignore def dump_sparse_gru(self, f, hf): global max_rnn_neurons name = 'sparse_' + self.name print("printing layer " + name + " of type sparse " + self.__class__.__name__) weights = self.get_weights() printSparseVector(f, weights[1], name + '_recurrent_weights') printVector(f, weights[-1], name + '_bias') if hasattr(self, 'activation'): activation = self.activation.__name__.upper() else: activation = 'TANH' if hasattr(self, 'reset_after') and not self.reset_after: reset_after = 0 else: reset_after = 1 neurons = weights[0].shape[1]//3 max_rnn_neurons = max(max_rnn_neurons, neurons) f.write('SparseGRULayer {} = {{\n {}_bias,\n {}_recurrent_weights_diag,\n {}_recurrent_weights,\n {}_recurrent_weights_idx,\n {}, ACTIVATION_{}, {}\n}};\n\n' .format(name, name, name, name, name, weights[0].shape[1]//3, activation, reset_after)) hf.write('#define {}_OUT_SIZE {}\n'.format(name.upper(), weights[0].shape[1]//3)) hf.write('#define {}_STATE_SIZE {}\n'.format(name.upper(), weights[0].shape[1]//3)) hf.write('extern SparseGRULayer {};\n\n'.format(name)); return True def dump_gru_layer(self, f, hf): global max_rnn_neurons name = self.name print("printing layer " + name + " of type " + self.__class__.__name__) weights = self.get_weights() printVector(f, weights[0], name + '_weights') printVector(f, weights[1], name + '_recurrent_weights') printVector(f, weights[-1], name + '_bias') if hasattr(self, 'activation'): activation = self.activation.__name__.upper() else: activation = 'TANH' if hasattr(self, 'reset_after') and not self.reset_after: reset_after = 0 else: reset_after = 1 neurons = weights[0].shape[1]//3 max_rnn_neurons = max(max_rnn_neurons, neurons) f.write('GRULayer {} = {{\n {}_bias,\n {}_weights,\n {}_recurrent_weights,\n {}, {}, ACTIVATION_{}, {}\n}};\n\n' .format(name, name, name, name, weights[0].shape[0], weights[0].shape[1]//3, activation, reset_after)) hf.write('#define {}_OUT_SIZE {}\n'.format(name.upper(), weights[0].shape[1]//3)) hf.write('#define {}_STATE_SIZE {}\n'.format(name.upper(), weights[0].shape[1]//3)) hf.write('extern GRULayer {};\n\n'.format(name)); return True CuDNNGRU.dump_layer = dump_gru_layer GRU.dump_layer = dump_gru_layer def dump_dense_layer_impl(name, weights, bias, activation, f, hf): printVector(f, weights, name + '_weights') printVector(f, bias, name + '_bias') f.write('DenseLayer {} = {{\n {}_bias,\n {}_weights,\n {}, {}, ACTIVATION_{}\n}};\n\n' .format(name, name, name, weights.shape[0], weights.shape[1], activation)) hf.write('#define {}_OUT_SIZE {}\n'.format(name.upper(), weights.shape[1])) hf.write('extern DenseLayer {};\n\n'.format(name)); def dump_dense_layer(self, f, hf): name = self.name print("printing layer " + name + " of type " + self.__class__.__name__) weights = self.get_weights() activation = self.activation.__name__.upper() dump_dense_layer_impl(name, weights[0], weights[1], activation, f, hf) return False Dense.dump_layer = dump_dense_layer def dump_mdense_layer(self, f, hf): global max_mdense_tmp name = self.name print("printing layer " + name + " of type " + self.__class__.__name__) weights = self.get_weights() printVector(f, np.transpose(weights[0], (1, 2, 0)), name + '_weights') printVector(f, np.transpose(weights[1], (1, 0)), name + '_bias') printVector(f, np.transpose(weights[2], (1, 0)), name + '_factor') activation = self.activation.__name__.upper() max_mdense_tmp = max(max_mdense_tmp, weights[0].shape[0]*weights[0].shape[2]) f.write('MDenseLayer {} = {{\n {}_bias,\n {}_weights,\n {}_factor,\n {}, {}, {}, ACTIVATION_{}\n}};\n\n' .format(name, name, name, name, weights[0].shape[1], weights[0].shape[0], weights[0].shape[2], activation)) hf.write('#define {}_OUT_SIZE {}\n'.format(name.upper(), weights[0].shape[0])) hf.write('extern MDenseLayer {};\n\n'.format(name)); return False MDense.dump_layer = dump_mdense_layer def dump_conv1d_layer(self, f, hf): global max_conv_inputs name = self.name print("printing layer " + name + " of type " + self.__class__.__name__) weights = self.get_weights() printVector(f, weights[0], name + '_weights') printVector(f, weights[-1], name + '_bias') activation = self.activation.__name__.upper() max_conv_inputs = max(max_conv_inputs, weights[0].shape[1]*weights[0].shape[0]) f.write('Conv1DLayer {} = {{\n {}_bias,\n {}_weights,\n {}, {}, {}, ACTIVATION_{}\n}};\n\n' .format(name, name, name, weights[0].shape[1], weights[0].shape[0], weights[0].shape[2], activation)) hf.write('#define {}_OUT_SIZE {}\n'.format(name.upper(), weights[0].shape[2])) hf.write('#define {}_STATE_SIZE ({}*{})\n'.format(name.upper(), weights[0].shape[1], (weights[0].shape[0]-1))) hf.write('#define {}_DELAY {}\n'.format(name.upper(), (weights[0].shape[0]-1)//2)) hf.write('extern Conv1DLayer {};\n\n'.format(name)); return True Conv1D.dump_layer = dump_conv1d_layer def dump_embedding_layer_impl(name, weights, f, hf): printVector(f, weights, name + '_weights') f.write('EmbeddingLayer {} = {{\n {}_weights,\n {}, {}\n}};\n\n' .format(name, name, weights.shape[0], weights.shape[1])) hf.write('#define {}_OUT_SIZE {}\n'.format(name.upper(), weights.shape[1])) hf.write('extern EmbeddingLayer {};\n\n'.format(name)); def dump_embedding_layer(self, f, hf): name = self.name print("printing layer " + name + " of type " + self.__class__.__name__) weights = self.get_weights()[0] dump_embedding_layer_impl(name, weights, f, hf) return False Embedding.dump_layer = dump_embedding_layer model, _, _ = lpcnet.new_lpcnet_model(rnn_units1=384, use_gpu=False) model.compile(optimizer='adam', loss='sparse_categorical_crossentropy', metrics=['sparse_categorical_accuracy']) #model.summary() model.load_weights(sys.argv[1]) if len(sys.argv) > 2: cfile = sys.argv[2]; hfile = sys.argv[3]; else: cfile = 'nnet_data.c' hfile = 'nnet_data.h' f = open(cfile, 'w') hf = open(hfile, 'w') f.write('/*This file is automatically generated from a Keras model*/\n\n') f.write('#ifdef HAVE_CONFIG_H\n#include "config.h"\n#endif\n\n#include "nnet.h"\n#include "{}"\n\n'.format(hfile)) hf.write('/*This file is automatically generated from a Keras model*/\n\n') hf.write('#ifndef RNN_DATA_H\n#define RNN_DATA_H\n\n#include "nnet.h"\n\n') embed_size = lpcnet.embed_size E = model.get_layer('embed_sig').get_weights()[0] W = model.get_layer('gru_a').get_weights()[0][:embed_size,:] dump_embedding_layer_impl('gru_a_embed_sig', np.dot(E, W), f, hf) W = model.get_layer('gru_a').get_weights()[0][embed_size:2*embed_size,:] dump_embedding_layer_impl('gru_a_embed_pred', np.dot(E, W), f, hf) W = model.get_layer('gru_a').get_weights()[0][2*embed_size:3*embed_size,:] dump_embedding_layer_impl('gru_a_embed_exc', np.dot(E, W), f, hf) W = model.get_layer('gru_a').get_weights()[0][3*embed_size:,:] #FIXME: dump only half the biases b = model.get_layer('gru_a').get_weights()[2] dump_dense_layer_impl('gru_a_dense_feature', W, b, 'LINEAR', f, hf) layer_list = [] for i, layer in enumerate(model.layers): if layer.dump_layer(f, hf): layer_list.append(layer.name) dump_sparse_gru(model.get_layer('gru_a'), f, hf) hf.write('#define MAX_RNN_NEURONS {}\n\n'.format(max_rnn_neurons)) hf.write('#define MAX_CONV_INPUTS {}\n\n'.format(max_conv_inputs)) hf.write('#define MAX_MDENSE_TMP {}\n\n'.format(max_mdense_tmp)) hf.write('typedef struct {\n') for i, name in enumerate(layer_list): hf.write(' float {}_state[{}_STATE_SIZE];\n'.format(name, name.upper())) hf.write('} NNetState;\n') hf.write('\n\n#endif\n') f.close() hf.close() LPCNet-0.1/src/flat.m000066400000000000000000000011521355716052400143410ustar00rootroot00000000000000% flat.m % David Rowe Feb 2019 % % Generates a spectally flat synthestic signal for testing LPCNet % amplitude estimation Fs=16000; % sample rate F0=100; % pitch in Hz L=(Fs/2)/F0 % number of harmonics A=10; % amplitude of each harmonic N=Fs; s = zeros(1,N); for m=1:L s += A*cos(2*pi*m*F0*(1:N)/Fs); end % simulate a couple of formants w1=pi/8; beta1=0.99; a1 = [1 -2*beta1*cos(w1) beta1*beta1]; s = filter(1,a1,s); w2=pi/3; beta2=0.99; a2 = [1 -2*beta2*cos(w2) beta2*beta2]; s = filter(0.5,a2,s); figure(1); clf; plot(s(1:800)); f=fopen("flat.s16", "wb"); fwrite(f, s, 'int16'); fclose(f); LPCNet-0.1/src/freq.c000066400000000000000000000147141355716052400143460ustar00rootroot00000000000000/* Copyright (c) 2017-2018 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 #include #include #include "kiss_fft.h" #include "common.h" #include #include "freq.h" #include "pitch.h" #include "arch.h" #include "celt_lpc.h" #include #define SQUARE(x) ((x)*(x)) 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*/ 0, 1, 2, 3, 4, 5, 6, 7, 8, 10, 12, 14, 16, 20, 24, 28, 34, 40 }; typedef struct { int init; kiss_fft_state *kfft; float half_window[OVERLAP_SIZE]; float dct_table[NB_BANDS*NB_BANDS]; } CommonState; void compute_band_energy(float *bandE, const kiss_fft_cpx *X) { int i; float sum[NB_BANDS] = {0}; for (i=0;i= 2 assert input_shape[-1] output_shape = list(input_shape) output_shape[-1] = self.out_dims return tuple(output_shape) LPCNet-0.1/src/idct.c000066400000000000000000000051711355716052400143310ustar00rootroot00000000000000/* idct.c David Rowe Mar 2019 Inverse DCT so we can experiment with training in the Ly (log magnitude) domain. Optionally measures var and mean of each Ly feature, and can normalise. */ #include #include #include #include #include "freq.h" #include "lpcnet_quant.h" #define NB_BANDS 18 /* meaured using -m option, then pasted in here */ float mean[]={ 0.083715,0.805284,1.062910,0.915489,0.516443,0.423818,0.409049,0.432484,0.687720, 0.812425,0.794717,0.776628,0.944007,1.002912,0.697656,0.547764,0.500786,-0.132882}; float std[] = { 1.862319,2.160068,2.226298,2.215460,2.099963,2.032326,2.001524,1.976323,1.977272, 1.949574,1.917224,1.920438,1.936331,1.944219,1.886086,1.877000,1.876090,1.805038}; int main(int argc, char *argv[]) { FILE *fin, *fout; fin = stdin; fout = stdout; unsigned int ret; unsigned int stride = NB_BANDS; int measure = 0; int scaling = 0; static struct option long_options[] = { {"stride", required_argument, 0, 't'}, {"scale", required_argument, 0, 's'}, {"meas", required_argument, 0, 'm'}, {0, 0, 0, 0} }; int opt_index = 0; int c; while ((c = getopt_long (argc, argv, "t:sm", long_options, &opt_index)) != -1) { switch (c) { case 'm': measure = 1; break; case 's': scaling = 1; break; case 't': stride = atoi(optarg); break; default: fprintf(stderr, "%s [-t stride] [-s scale]\n", argv[0]); exit(1); } } float sum[NB_BANDS] = {0.0}; float sumsq[NB_BANDS] = {0.0}; float dctLy[stride], Ly[stride]; unsigned int i; for(i=0; itwiddles; /* m is guaranteed to be a multiple of 4. */ for (j=0;jtwiddles[fstride*m]; #endif for (i=0;itwiddles; /* For non-custom modes, m is guaranteed to be a multiple of 4. */ k=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;ir = 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;j32000 || (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= 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<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<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]<scale_shift-1; #endif scale = st->scale; celt_assert2 (fin != fout, "In-place FFT not supported"); /* Bit-reverse the input */ for (i=0;infft;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;infft;i++) fout[st->bitrev[i]] = fin[i]; for (i=0;infft;i++) fout[i].i = -fout[i].i; opus_fft_impl(st, fout); for (i=0;infft;i++) fout[i].i = -fout[i].i; } LPCNet-0.1/src/kiss_fft.h000066400000000000000000000143201355716052400152170ustar00rootroot00000000000000/*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 #include #include "arch.h" #include #define opus_alloc(x) malloc(x) #define opus_free(x) free(x) #ifdef __cplusplus extern "C" { #endif #ifdef USE_SIMD # include # 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 LPCNet-0.1/src/linux_v_windows.sh000077500000000000000000000017141355716052400170360ustar00rootroot00000000000000#!/bin/bash # linux_v_windows.sh # David Rowe May 2019 # # Part of system to generate and compare Linux and Windows test files # that contain LPCNet states. Use to track down issue with Windows version export WINEPATH=$HOME/freedv-gui/codec2/build_win/src';'$HOME/freedv-gui/build_win/_CPack_Packages/win64/NSIS/FreeDV-1.4.0-devel-win64/bin/ w=all # start in LPCNet dir p=$PWD # Windows cd build_win/src && make tdump test_lpcnet lpcnet_enc lpcnet_dec wine lpcnet_enc.exe -s --infile ../../wav/$w.wav --outfile $w.bin wine lpcnet_dec.exe -s --infile $w.bin --outfile $w'q_out.raw' #wine tdump.exe ../../wav/$w.wav $w.f32 #wine test_lpcnet.exe $w.f32 $w'_out.raw' cd $p # Linux cd build_linux/src && make test_lpcnet lpcnet_enc lpcnet_dec diff32 ./lpcnet_dec -s --infile ../../build_win/src/$w.bin --outfile $w'q_out'.raw #./test_lpcnet ../../build_win/src/$w.f32 $w'_out.raw' ./diff32 test_lpcnet_statesq.f32 ../../build_win/src/test_lpcnet_statesq.f32 1842 cd $p LPCNet-0.1/src/load_f32.m000066400000000000000000000005351355716052400150100ustar00rootroot00000000000000% load_f32.m % David Rowe Jan 2019 % % load up .f32 binary files from dump_data function features = load_f32(fn, ncols) f=fopen(fn,"rb"); features_lin=fread(f, 'float32'); fclose(f); nrows = length(features_lin)/ncols; printf("nrows: %d\n", nrows); features = reshape(features_lin, ncols, nrows); features = features'; endfunction LPCNet-0.1/src/lpcnet.c000066400000000000000000000222061355716052400146710ustar00rootroot00000000000000/* Copyright (c) 2018 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 #include #include #include "nnet_data.h" #include "nnet.h" #include "common.h" #include "arch.h" #include "lpcnet.h" #include "freq.h" #define LPC_ORDER 16 #define PREEMPH 0.85f #define PITCH_GAIN_FEATURE 37 #define PDF_FLOOR 0.002 #define FRAME_INPUT_SIZE (NB_FEATURES + EMBED_PITCH_OUT_SIZE) #define SAMPLE_INPUT_SIZE (2*EMBED_SIG_OUT_SIZE + EMBED_EXC_OUT_SIZE + FEATURE_DENSE2_OUT_SIZE) #define FEATURES_DELAY (FEATURE_CONV1_DELAY + FEATURE_CONV2_DELAY) struct LPCNetState { NNetState nnet; int last_exc; float last_sig[LPC_ORDER]; float old_input[FEATURES_DELAY][FEATURE_CONV2_OUT_SIZE]; float old_lpc[FEATURES_DELAY][LPC_ORDER]; float old_gain[FEATURES_DELAY]; int frame_count; float deemph_mem; FILE *ftest; /* used to dump states for automates tests */ }; #if 0 static void print_vector(float *x, int N) { int i; for (i=0;innet; RNN_COPY(in, features, NB_FEATURES); compute_embedding(&embed_pitch, &in[NB_FEATURES], pitch); celt_assert(FRAME_INPUT_SIZE == feature_conv1.nb_inputs); compute_conv1d(&feature_conv1, conv1_out, net->feature_conv1_state, in); if (lpcnet->frame_count < FEATURE_CONV1_DELAY) RNN_CLEAR(conv1_out, FEATURE_CONV1_OUT_SIZE); compute_conv1d(&feature_conv2, conv2_out, net->feature_conv2_state, conv1_out); if (lpcnet->frame_count < FEATURES_DELAY) RNN_CLEAR(conv2_out, FEATURE_CONV2_OUT_SIZE); memmove(lpcnet->old_input[1], lpcnet->old_input[0], (FEATURES_DELAY-1)*FRAME_INPUT_SIZE*sizeof(in[0])); memcpy(lpcnet->old_input[0], in, FRAME_INPUT_SIZE*sizeof(in[0])); compute_dense(&feature_dense1, dense1_out, conv2_out); compute_dense(&feature_dense2, condition, dense1_out); compute_dense(&gru_a_dense_feature, gru_a_condition, condition); if (lpcnet->frame_count < 1000) lpcnet->frame_count++; if (lpcnet->ftest) { fwrite(&in[NB_FEATURES], sizeof(float), EMBED_PITCH_OUT_SIZE, lpcnet->ftest); } } void run_sample_network(NNetState *net, float *pdf, const float *condition, const float *gru_a_condition, int last_exc, int last_sig, int pred) { float gru_a_input[3*GRU_A_STATE_SIZE]; float in_b[GRU_A_STATE_SIZE+FEATURE_DENSE2_OUT_SIZE]; RNN_COPY(gru_a_input, gru_a_condition, 3*GRU_A_STATE_SIZE); accum_embedding(&gru_a_embed_sig, gru_a_input, last_sig); accum_embedding(&gru_a_embed_pred, gru_a_input, pred); accum_embedding(&gru_a_embed_exc, gru_a_input, last_exc); /*compute_gru3(&gru_a, net->gru_a_state, gru_a_input);*/ compute_sparse_gru(&sparse_gru_a, net->gru_a_state, gru_a_input); RNN_COPY(in_b, net->gru_a_state, GRU_A_STATE_SIZE); RNN_COPY(&in_b[GRU_A_STATE_SIZE], condition, FEATURE_DENSE2_OUT_SIZE); compute_gru2(&gru_b, net->gru_b_state, in_b); compute_mdense(&dual_fc, pdf, net->gru_b_state); } LPCNetState *lpcnet_create() { LPCNetState *lpcnet; lpcnet = (LPCNetState *)calloc(sizeof(LPCNetState), 1); lpcnet->last_exc = 128; lpcnet->ftest = NULL; return lpcnet; } void lpcnet_destroy(LPCNetState *lpcnet) { if (lpcnet->ftest) fclose(lpcnet->ftest); free(lpcnet); } void lpcnet_open_test_file(LPCNetState *lpcnet, char file_name[]) { lpcnet->ftest = fopen(file_name, "wb"); if (lpcnet->ftest == NULL) { fprintf(stderr, "Error opening LPCNet test file: %s\n", file_name); exit(1); } } void lpcnet_synthesize(LPCNetState *lpcnet, short *output, const float *features, int N, int logmag) { static int count = 0; int i; float condition[FEATURE_DENSE2_OUT_SIZE]; float lpc[LPC_ORDER]; float pdf[DUAL_FC_OUT_SIZE]; float gru_a_condition[3*GRU_A_STATE_SIZE]; int pitch; float pitch_gain; /* FIXME: Remove this -- it's just a temporary hack to match the Python code. */ static int start = 0; /*(LPC_ORDER+1*/; /* FIXME: Do proper rounding once the Python code rounds properly. */ pitch = (int)floor(.1 + 50*features[36]+100); assert(pitch >=0); assert(pitch <= 255); /* latest networks (using the codec 2 pitch estimator) are trained with pitch estimates between 40 and 255, but due to the pitch quantiser design and bit errors it's possible to get pitch values down to 32, which upsets the pitch embed matrix */ if (pitch < 40) pitch = 40; pitch_gain = lpcnet->old_gain[FEATURES_DELAY-1]; memmove(&lpcnet->old_gain[1], &lpcnet->old_gain[0], (FEATURES_DELAY-1)*sizeof(lpcnet->old_gain[0])); lpcnet->old_gain[0] = features[PITCH_GAIN_FEATURE]; run_frame_network(lpcnet, condition, gru_a_condition, features, pitch); memcpy(lpc, lpcnet->old_lpc[FEATURES_DELAY-1], LPC_ORDER*sizeof(lpc[0])); memmove(lpcnet->old_lpc[1], lpcnet->old_lpc[0], (FEATURES_DELAY-1)*LPC_ORDER*sizeof(lpc[0])); if (logmag) { float tmp[NB_BANDS]; for (i=0;iold_lpc[0], tmp); } else lpc_from_cepstrum(lpcnet->old_lpc[0], features); if (lpcnet->ftest) { float pitch_f = pitch; fwrite(&pitch_f, sizeof(float), 1, lpcnet->ftest); fwrite(&pitch_gain, sizeof(float), 1, lpcnet->ftest); fwrite(lpc, sizeof(float), LPC_ORDER, lpcnet->ftest); fwrite(condition, sizeof(float), FEATURE_DENSE2_OUT_SIZE, lpcnet->ftest); fwrite(gru_a_condition, sizeof(float), 3*GRU_A_STATE_SIZE, lpcnet->ftest); if (lpcnet->frame_count==1) { fprintf(stderr, "%d %d %d %d %d %d %d %d %d %d\n", EMBED_PITCH_OUT_SIZE, 1, 1, LPC_ORDER, FEATURE_DENSE2_OUT_SIZE,3*GRU_A_STATE_SIZE,N,N,N,N); fprintf(stderr, "ftest cols = %d\n", EMBED_PITCH_OUT_SIZE+1+1+LPC_ORDER+FEATURE_DENSE2_OUT_SIZE+3*GRU_A_STATE_SIZE+N+N+N+N); } } if (lpcnet->frame_count <= FEATURES_DELAY) { RNN_CLEAR(output, N); /* zero output when we return early on init */ for(i=0; iftest) { float dummy[4]= {0.0}; for(i=0; iftest); } } return; } for (i=start;ilast_sig[j]*lpc[j]; last_sig_ulaw = lin2ulaw(lpcnet->last_sig[0]); pred_ulaw = lin2ulaw(pred); run_sample_network(&lpcnet->nnet, pdf, condition, gru_a_condition, lpcnet->last_exc, last_sig_ulaw, pred_ulaw); exc = sample_from_pdf(pdf, DUAL_FC_OUT_SIZE, MAX16(0, 1.5f*pitch_gain - .5f), PDF_FLOOR); pcm = pred + ulaw2lin(exc); RNN_MOVE(&lpcnet->last_sig[1], &lpcnet->last_sig[0], LPC_ORDER-1); lpcnet->last_sig[0] = pcm; lpcnet->last_exc = exc; pcm += PREEMPH*lpcnet->deemph_mem; lpcnet->deemph_mem = pcm; if (pcm<-32767) pcm = -32767; if (pcm>32767) pcm = 32767; if (lpcnet->ftest) { float exc_f, last_sig_f; last_sig_f = ulaw2lin(last_sig_ulaw); fwrite(&last_sig_f, sizeof(float), 1, lpcnet->ftest); fwrite(&pred, sizeof(float), 1, lpcnet->ftest); exc_f = ulaw2lin(exc); fwrite(&exc_f, sizeof(float), 1, lpcnet->ftest); fwrite(&pcm, sizeof(float), 1, lpcnet->ftest); count++; } output[i] = (int)floor(.5 + pcm); } start = 0; } LPCNet-0.1/src/lpcnet.h000066400000000000000000000033331355716052400146760ustar00rootroot00000000000000/* Copyright (c) 2018 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 _LPCNET_H_ #define _LPCNET_H_ #define NB_FEATURES 38 #define NB_TOTAL_FEATURES 55 // low level synthesis API, features->speech typedef struct LPCNetState LPCNetState; LPCNetState *lpcnet_create(); void lpcnet_destroy(LPCNetState *lpcnet); void lpcnet_synthesize(LPCNetState *lpcnet, short *output, const float *features, int N, int logmag); void lpcnet_open_test_file(LPCNetState *lpcnet, char file_name[]); #endif LPCNet-0.1/src/lpcnet.py000066400000000000000000000155221355716052400151020ustar00rootroot00000000000000#!/usr/bin/python3 '''Copyright (c) 2018 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. ''' import math from keras.models import Model from keras.layers import Input, GRU, CuDNNGRU, Dense, Embedding, Reshape, Concatenate, Lambda, Conv1D, Multiply, Add, Bidirectional, MaxPooling1D, Activation from keras import backend as K from keras.initializers import Initializer from keras.callbacks import Callback from mdense import MDense import numpy as np import h5py import sys frame_size = 160 pcm_bits = 8 embed_size = 128 pcm_levels = 2**pcm_bits class Sparsify(Callback): def __init__(self, t_start, t_end, interval, density): super(Sparsify, self).__init__() self.batch = 0 self.t_start = t_start self.t_end = t_end self.interval = interval self.final_density = density def on_batch_end(self, batch, logs=None): #print("batch number", self.batch) self.batch += 1 if self.batch < self.t_start or ((self.batch-self.t_start) % self.interval != 0 and self.batch < self.t_end): #print("don't constrain"); pass else: #print("constrain"); layer = self.model.get_layer('gru_a') w = layer.get_weights() p = w[1] nb = p.shape[1]//p.shape[0] N = p.shape[0] #print("nb = ", nb, ", N = ", N); #print(p.shape) #print ("density = ", density) for k in range(nb): density = self.final_density[k] if self.batch < self.t_end: r = 1 - (self.batch-self.t_start)/(self.t_end - self.t_start) density = 1 - (1-self.final_density[k])*(1 - r*r*r) A = p[:, k*N:(k+1)*N] A = A - np.diag(np.diag(A)) A = np.transpose(A, (1, 0)) L=np.reshape(A, (N, N//16, 16)) S=np.sum(L*L, axis=-1) SS=np.sort(np.reshape(S, (-1,))) thresh = SS[round(N*N//16*(1-density))] mask = (S>=thresh).astype('float32'); mask = np.repeat(mask, 16, axis=1) mask = np.minimum(1, mask + np.diag(np.ones((N,)))) mask = np.transpose(mask, (1, 0)) p[:, k*N:(k+1)*N] = p[:, k*N:(k+1)*N]*mask #print(thresh, np.mean(mask)) w[1] = p layer.set_weights(w) class PCMInit(Initializer): def __init__(self, gain=.1, seed=None): self.gain = gain self.seed = seed def __call__(self, shape, dtype=None): num_rows = 1 for dim in shape[:-1]: num_rows *= dim num_cols = shape[-1] flat_shape = (num_rows, num_cols) if self.seed is not None: np.random.seed(self.seed) a = np.random.uniform(-1.7321, 1.7321, flat_shape) #a[:,0] = math.sqrt(12)*np.arange(-.5*num_rows+.5,.5*num_rows-.4)/num_rows #a[:,1] = .5*a[:,0]*a[:,0]*a[:,0] a = a + np.reshape(math.sqrt(12)*np.arange(-.5*num_rows+.5,.5*num_rows-.4)/num_rows, (num_rows, 1)) return self.gain * a def get_config(self): return { 'gain': self.gain, 'seed': self.seed } def new_lpcnet_model(rnn_units1=384, rnn_units2=16, nb_used_features = 38, training=False, use_gpu=True): pcm = Input(shape=(None, 3)) feat = Input(shape=(None, nb_used_features)) pitch = Input(shape=(None, 1)) dec_feat = Input(shape=(None, 128)) dec_state1 = Input(shape=(rnn_units1,)) dec_state2 = Input(shape=(rnn_units2,)) padding = 'valid' if training else 'same' fconv1 = Conv1D(128, 3, padding=padding, activation='tanh', name='feature_conv1') fconv2 = Conv1D(128, 3, padding=padding, activation='tanh', name='feature_conv2') embed = Embedding(256, embed_size, embeddings_initializer=PCMInit(), name='embed_sig') cpcm = Reshape((-1, embed_size*3))(embed(pcm)) pembed = Embedding(256, 64, name='embed_pitch') cat_feat = Concatenate()([feat, Reshape((-1, 64))(pembed(pitch))]) cfeat = fconv2(fconv1(cat_feat)) fdense1 = Dense(128, activation='tanh', name='feature_dense1') fdense2 = Dense(128, activation='tanh', name='feature_dense2') cfeat = fdense2(fdense1(cfeat)) rep = Lambda(lambda x: K.repeat_elements(x, frame_size, 1)) if use_gpu: rnn = CuDNNGRU(rnn_units1, return_sequences=True, return_state=True, name='gru_a') rnn2 = CuDNNGRU(rnn_units2, return_sequences=True, return_state=True, name='gru_b') else: rnn = GRU(rnn_units1, return_sequences=True, return_state=True, recurrent_activation="sigmoid", reset_after='true', name='gru_a') rnn2 = GRU(rnn_units2, return_sequences=True, return_state=True, recurrent_activation="sigmoid", reset_after='true', name='gru_b') rnn_in = Concatenate()([cpcm, rep(cfeat)]) md = MDense(pcm_levels, activation='softmax', name='dual_fc') gru_out1, _ = rnn(rnn_in) gru_out2, _ = rnn2(Concatenate()([gru_out1, rep(cfeat)])) ulaw_prob = md(gru_out2) model = Model([pcm, feat, pitch], ulaw_prob) model.rnn_units1 = rnn_units1 model.rnn_units2 = rnn_units2 model.nb_used_features = nb_used_features model.frame_size = frame_size encoder = Model([feat, pitch], cfeat) dec_rnn_in = Concatenate()([cpcm, dec_feat]) dec_gru_out1, state1 = rnn(dec_rnn_in, initial_state=dec_state1) dec_gru_out2, state2 = rnn2(Concatenate()([dec_gru_out1, dec_feat]), initial_state=dec_state2) dec_ulaw_prob = md(dec_gru_out2) decoder = Model([pcm, dec_feat, dec_state1, dec_state2], [dec_ulaw_prob, state1, state2]) return model, encoder, decoder LPCNet-0.1/src/lpcnet_dec.c000066400000000000000000000146711355716052400155130ustar00rootroot00000000000000/* lpcnet_dec.c Feb 2019 LPCNet to bit stream decoder, converts fully quantised bit stream on stdin (in 1 bit per char format) to 16 kHz signed 16 bit speech samples on stdout. */ /* Copyright (c) 2018 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 #include #include #include #include "lpcnet_freedv.h" #include "lpcnet_dump.h" #include "lpcnet_quant.h" #include "lpcnet_freedv_internal.h" #include "nnet_rw.h" void lpcnet_open_test_file(LPCNetState *lpcnet, char file_name[]); int main(int argc, char **argv) { FILE *fin, *fout; /* quantiser defaults */ int dec = 3; float pred = 0.9; int mbest_survivors = 5; float weight = 1.0/sqrt(NB_BANDS); int pitch_bits = 6; float ber = 0.0; int num_stages = pred_num_stages; int *m = pred_m; float *vq = pred_vq; int logmag = 0; int direct_split = 0; fin = stdin; fout = stdout; /* quantiser options */ static struct option long_options[] = { {"infile", required_argument, 0, 'i'}, {"outfile", required_argument, 0, 'u'}, {"ber", required_argument, 0, 'b'}, {"decimate", required_argument, 0, 'd'}, {"nnet", required_argument, 0, 'r'}, {"numstages", required_argument, 0, 'n'}, {"pitchquant", required_argument, 0, 'o'}, {"pred", required_argument, 0, 'p'}, {"directsplit", no_argument, 0, 's'}, {"verbose", no_argument, 0, 'v'}, {0, 0, 0, 0} }; int c; int opt_index = 0; while ((c = getopt_long (argc, argv, "b:d:n:o:p:svi:u:r:", long_options, &opt_index)) != -1) { switch (c) { case 'i': if ((fin = fopen(optarg, "rb")) == NULL) { fprintf(stderr, "Couldn't open input file: %s\n", optarg); exit(1); } break; case 'u': if ((fout = fopen(optarg, "wb")) == NULL) { fprintf(stderr, "Couldn't open output file: %s\n", optarg); exit(1); } break; case 'b': ber = atof(optarg); fprintf(stderr, "BER = %f\n", ber); break; case 'd': dec = atoi(optarg); fprintf(stderr, "dec = %d\n", dec); break; case 'n': num_stages = atoi(optarg); fprintf(stderr, "%d VQ stages\n", num_stages); break; case 'o': pitch_bits = atoi(optarg); fprintf(stderr, "pitch quantised to %d bits\n", pitch_bits); break; case 'p': pred = atof(optarg); fprintf(stderr, "pred = %f\n", pred); break; case 'r': fprintf(stderr, "loading nnet: %s\n", optarg); nnet_read(optarg); break; case 's': direct_split = 1; m = direct_split_m; vq = direct_split_vq; pred = 0.0; logmag = 1; weight = 1.0; fprintf(stderr, "split VQ\n"); break; case 'v': lpcnet_verbose = 1; break; default: fprintf(stderr,"usage: %s [Options]:\n", argv[0]); fprintf(stderr," [-b --ber BER]\n"); fprintf(stderr," [-d --decimation 1/2/3...]\n"); fprintf(stderr," [-n --numstages]\n [-o --pitchbits nBits]\n"); fprintf(stderr," [-p --pred predCoff]\n"); fprintf(stderr," [-s --split]\n"); fprintf(stderr," [-v --verbose]\n"); exit(1); } } LPCNetFreeDV *lf = lpcnet_freedv_create(direct_split); lpcnet_open_test_file(lf->net, "test_lpcnet_statesq.f32"); LPCNET_QUANT *q = lf->q; // this program allows us to tweak params via command line q->weight = weight; q->pred = pred; q->mbest = mbest_survivors; q->pitch_bits = pitch_bits; q->dec = dec; q->logmag = logmag; q->num_stages = num_stages; q->m = m; q->vq = vq; lpcnet_quant_compute_bits_per_frame(q); fprintf(stderr, "dec: %d pred: %3.2f num_stages: %d mbest: %d bits_per_frame: %d frame: %2d ms bit_rate: %5.2f bits/s", q->dec, q->pred, q->num_stages, q->mbest, q->bits_per_frame, dec*10, (float)q->bits_per_frame/(dec*0.01)); fprintf(stderr, "\n"); int nbits = 0, nerrs = 0; char frame[q->bits_per_frame]; int bits_read = 0; short pcm[lpcnet_samples_per_frame(lf)]; do { bits_read = fread(frame, sizeof(char), q->bits_per_frame, fin); nbits += bits_read; if (ber != 0.0) { int i; for(i=0; ibits_per_frame; i++) { float r = (float)rand()/RAND_MAX; if (r < ber) { frame[i] = (frame[i] ^ 1) & 0x1; nerrs++; } } } lpcnet_dec(lf,frame,pcm); fwrite(pcm, sizeof(short), lpcnet_samples_per_frame(lf), fout); if (fout == stdout) fflush(stdout); } while(bits_read != 0); fclose(fin); fclose(fout); lpcnet_freedv_destroy(lf); if (ber != 0.0) fprintf(stderr, "nbits: %d nerr: %d BER: %4.3f\n", nbits, nerrs, (float)nerrs/nbits); return 0; } LPCNet-0.1/src/lpcnet_dump.c000066400000000000000000000161651355716052400157250ustar00rootroot00000000000000/* lpcnet_dump.c Feb 2019 LPCnet "dump" functions is API form. */ /* Copyright (c) 2017-2018 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 #include #include #include "kiss_fft.h" #include "common.h" #include #include "freq.h" #include "pitch.h" #include "arch.h" #include "celt_lpc.h" #include #include "lpcnet_dump.h" #define PITCH_MIN_PERIOD 32 #define PITCH_MAX_PERIOD 256 #define PITCH_FRAME_SIZE 320 #define PITCH_BUF_SIZE (PITCH_MAX_PERIOD+PITCH_FRAME_SIZE) #define CEPS_MEM 8 #define NB_DELTA_CEPS 6 #define NB_FEATURES (2*NB_BANDS+3+LPC_ORDER) struct DenoiseState_s { float analysis_mem[OVERLAP_SIZE]; float cepstral_mem[CEPS_MEM][NB_BANDS]; float pitch_buf[PITCH_BUF_SIZE]; float last_gain; int last_period; float lpc[LPC_ORDER]; float sig_mem[LPC_ORDER]; int exc_mem; }; static int rnnoise_get_size() { return sizeof(DenoiseState); } static int rnnoise_init(DenoiseState *st) { memset(st, 0, sizeof(*st)); return 0; } static DenoiseState *rnnoise_create() { DenoiseState *st; st = malloc(rnnoise_get_size()); rnnoise_init(st); return st; } static void rnnoise_destroy(DenoiseState *st) { free(st); } static short float2short(float x) { int i; i = (int)floor(.5+x); return IMAX(-32767, IMIN(32767, i)); } int lowpass = FREQ_SIZE; int band_lp = NB_BANDS; static void frame_analysis(DenoiseState *st, kiss_fft_cpx *X, float *Ex, const float *in) { int i; float x[WINDOW_SIZE]; RNN_COPY(x, st->analysis_mem, OVERLAP_SIZE); RNN_COPY(&x[OVERLAP_SIZE], in, FRAME_SIZE); RNN_COPY(st->analysis_mem, &in[FRAME_SIZE-OVERLAP_SIZE], OVERLAP_SIZE); apply_window(x); forward_transform(X, x); for (i=lowpass;ipitch_buf, &st->pitch_buf[FRAME_SIZE], PITCH_BUF_SIZE-FRAME_SIZE); RNN_COPY(&st->pitch_buf[PITCH_BUF_SIZE-FRAME_SIZE], in, FRAME_SIZE); RNN_COPY(pitch_buf, &st->pitch_buf[0], PITCH_BUF_SIZE); pitch_downsample(pitch_buf, PITCH_BUF_SIZE); pitch_search(pitch_buf+PITCH_MAX_PERIOD, pitch_buf, PITCH_FRAME_SIZE<<1, (PITCH_MAX_PERIOD-3*PITCH_MIN_PERIOD)<<1, &pitch_index); pitch_index = 2*PITCH_MAX_PERIOD-pitch_index; gain = remove_doubling(pitch_buf, 2*PITCH_MAX_PERIOD, 2*PITCH_MIN_PERIOD, 2*PITCH_FRAME_SIZE, &pitch_index, st->last_period, st->last_gain); st->last_period = pitch_index; st->last_gain = gain; /* smoothing of band energies Ly */ logMax = -2; follow = -2; for (i=0;ilpc, features); /* load up used features */ features[2*NB_BANDS] = .01*(pitch_index-200); features[2*NB_BANDS+1] = gain; features[2*NB_BANDS+2] = log10(g); for (i=0;ilpc[i]; } static void biquad(float *y, float mem[2], const float *x, const float *b, const float *a, int N) { int i; for (i=0;ist = rnnoise_create(); d->mem_hp_x[0] = d->mem_hp_x[1] = 0.0; d->mem_preemph = 0.0; int i; for(i=0; itmp[i] = 0; /* fire up Codec 2 pitch estimator */ d->c2pitch = codec2_pitch_create(&d->c2_Sn_size, &d->c2_frame_size); assert(FRAME_SIZE == d->c2_frame_size); d->c2_Sn = (float*)malloc(sizeof(float)*d->c2_Sn_size); assert(d->c2_Sn != NULL); for(i=0; ic2_Sn_size; i++) d->c2_Sn[i] = 0.0; assert(LPCNET_NB_FEATURES == NB_FEATURES); return d; } void lpcnet_dump_destroy(LPCNET_DUMP *d) { codec2_pitch_destroy(d->c2pitch); free(d->c2_Sn); rnnoise_destroy(d->st); free(d); } void lpcnet_dump(LPCNET_DUMP *d, float x[], float features[]) { int i; static const float a_hp[2] = {-1.99599, 0.99600}; static const float b_hp[2] = {-2, 1}; kiss_fft_cpx X[FREQ_SIZE]; float Ex[NB_BANDS]; biquad(x, d->mem_hp_x, x, b_hp, a_hp, FRAME_SIZE); preemphasis(x, &d->mem_preemph, x, PREEMPHASIS, FRAME_SIZE); for (i=0;ist, X, Ex, features, x); /* inject pitch from Codec 2 pitch estimator */ int c2_Sn_size = d->c2_Sn_size; int c2_frame_size = d->c2_frame_size; float *c2_Sn = d->c2_Sn; for(i=0; ic2pitch, c2_Sn, &f0, &voicing); if (pitch_index >= 2*PITCH_MAX_PERIOD) pitch_index = 2*PITCH_MAX_PERIOD-1; if (pitch_index < 2*PITCH_MIN_PERIOD) pitch_index = 2*PITCH_MIN_PERIOD; features[2*NB_BANDS] = 0.01*(pitch_index-200); } LPCNet-0.1/src/lpcnet_dump.h000066400000000000000000000037271355716052400157320ustar00rootroot00000000000000/* lpcnet_dump.h Feb 2019 LPCnet "dump" functions is API form. These functions take input speech frames and extract features. */ /* Copyright (c) 2017-2018 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 __LPCNET_DUMP__ #define __LPCNET_DUMP__ #include "freq.h" #include "codec2_pitch.h" #define LPCNET_NB_FEATURES 55 typedef struct DenoiseState_s DenoiseState; typedef struct { DenoiseState *st; float mem_hp_x[2]; float mem_preemph; short tmp[FRAME_SIZE]; CODEC2_PITCH *c2pitch; int c2_Sn_size, c2_frame_size; float *c2_Sn; } LPCNET_DUMP; LPCNET_DUMP *lpcnet_dump_create(void); void lpcnet_dump_destroy(LPCNET_DUMP *d); void lpcnet_dump(LPCNET_DUMP *d, float x[], float features[]); #endif LPCNet-0.1/src/lpcnet_enc.c000066400000000000000000000130061355716052400155140ustar00rootroot00000000000000/* lpcnet_enc.c Feb 2019 LPCNet to bit stream encoder, takes 16 kHz signed 16 bit speech samples on stdin, outputs fully quantised bit stream on stdout (in 1 bit per char format). */ /* Copyright (c) 2017-2018 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 #include #include #include #include "lpcnet_freedv.h" #include "lpcnet_dump.h" #include "lpcnet_quant.h" #include "lpcnet_freedv_internal.h" int main(int argc, char **argv) { FILE *fin, *fout; /* quantiser defaults */ int dec = 3; float pred = 0.9; int mbest_survivors = 5; float weight = 1.0/sqrt(NB_BANDS); int pitch_bits = 6; int num_stages = pred_num_stages; int *m = pred_m; float *vq = pred_vq; int logmag = 0; int direct_split = 0; fin = stdin; fout = stdout; /* quantiser options */ static struct option long_options[] = { {"infile", required_argument, 0, 'i'}, {"outfile", required_argument, 0, 'u'}, {"decimate", required_argument, 0, 'd'}, {"numstages", required_argument, 0, 'n'}, {"pitchquant", required_argument, 0, 'o'}, {"pred", required_argument, 0, 'p'}, {"directsplit", no_argument, 0, 's'}, {"verbose", no_argument, 0, 'v'}, {0, 0, 0, 0} }; int c; int opt_index = 0; while ((c = getopt_long (argc, argv, "d:n:o:p:svi:u:", long_options, &opt_index)) != -1) { switch (c) { case 'i': if ((fin = fopen(optarg, "rb")) == NULL) { fprintf(stderr, "Couldn't open input file: %s\n", optarg); exit(1); } break; case 'u': if ((fout = fopen(optarg, "wb")) == NULL) { fprintf(stderr, "Couldn't open output file: %s\n", optarg); exit(1); } break; case 'd': dec = atoi(optarg); fprintf(stderr, "dec = %d\n", dec); break; case 'n': num_stages = atoi(optarg); fprintf(stderr, "%d VQ stages\n", num_stages); break; case 'o': pitch_bits = atoi(optarg); fprintf(stderr, "pitch quantised to %d bits\n", pitch_bits); break; case 'p': pred = atof(optarg); fprintf(stderr, "pred = %f\n", pred); break; case 's': direct_split = 1; m = direct_split_m; vq = direct_split_vq; pred = 0.0; logmag = 1; weight = 1.0; fprintf(stderr, "split VQ\n"); break; case 'v': lpcnet_verbose = 1; break; default: fprintf(stderr,"usage: %s [Options]:\n [-d --decimation 1/2/3...]\n", argv[0]); fprintf(stderr," [-i --infile]\n [-u --outfile]\n"); fprintf(stderr," [-n --numstages]\n [-o --pitchbits nBits]\n"); fprintf(stderr," [-p --pred predCoff] [-s --split]\n"); fprintf(stderr," [-v --verbose]\n"); exit(1); } } LPCNetFreeDV *lf = lpcnet_freedv_create(direct_split); LPCNET_QUANT *q = lf->q; q->weight = weight; q->pred = pred; q->mbest = mbest_survivors; q->pitch_bits = pitch_bits; q->dec = dec; q->m = m; q->vq = vq; q->num_stages = num_stages; q->logmag = logmag; lpcnet_quant_compute_bits_per_frame(q); fprintf(stderr, "dec: %d pred: %3.2f num_stages: %d mbest: %d bits_per_frame: %d frame: %2d ms bit_rate: %5.2f bits/s", q->dec, q->pred, q->num_stages, q->mbest, q->bits_per_frame, dec*10, (float)q->bits_per_frame/(dec*0.01)); fprintf(stderr, "\n"); char frame[lpcnet_bits_per_frame(lf)]; int f=0; int bits_written=0; short pcm[lpcnet_samples_per_frame(lf)]; while (1) { int nread = fread(pcm, sizeof(short), lpcnet_samples_per_frame(lf), fin); if (nread != lpcnet_samples_per_frame(lf)) break; lpcnet_enc(lf, pcm, frame); bits_written += fwrite(frame, sizeof(char), lpcnet_bits_per_frame(lf), fout); fflush(stdin); fflush(stdout); f++; } lpcnet_freedv_destroy(lf); fprintf(stderr, "bits_written %d\n", bits_written); fclose(fin); fclose(fout); return 0; } LPCNet-0.1/src/lpcnet_freedv.c000066400000000000000000000045371355716052400162330ustar00rootroot00000000000000/* lpcnet_freedv.c David Rowe April 2019 LPCNet API functions for FreeDV. */ #include "arch.h" #include "lpcnet_dump.h" #include "lpcnet_quant.h" #include "freq.h" // NB_FEATURES has a different value in lpcnet.h, need to reconcile some time #undef NB_FEATURES #include "lpcnet.h" #include "lpcnet_freedv.h" #include "lpcnet_freedv_internal.h" LPCNetFreeDV* lpcnet_freedv_create(int direct_split) { LPCNetFreeDV *lf = (LPCNetFreeDV*)malloc(sizeof(LPCNetFreeDV)); if (lf == NULL) return NULL; lf->d = lpcnet_dump_create(); lf->q = lpcnet_quant_create(direct_split); lf->net = lpcnet_create(); return lf; } void lpcnet_freedv_destroy(LPCNetFreeDV *lf) { lpcnet_dump_destroy(lf->d); lpcnet_destroy(lf->net); lpcnet_quant_destroy(lf->q); free(lf); } void lpcnet_enc(LPCNetFreeDV *lf, short *pcm, char *frame) { LPCNET_DUMP *d = lf->d; LPCNET_QUANT *q = lf->q; float x[FRAME_SIZE]; float features[LPCNET_NB_FEATURES]; for (int j=0; jdec; j++) { for (int i=0;ilogmag) { float tmp[NB_BANDS]; idct(tmp, features); for(int i=0; if % q->dec) == 0) { lpcnet_features_to_frame(q, features, frame); } q->f++; } } void lpcnet_dec(LPCNetFreeDV *lf, char *frame, short* pcm) { LPCNET_QUANT *q = lf->q; LPCNetState *net = lf->net; float in_features[NB_TOTAL_FEATURES]; float features[NB_TOTAL_FEATURES]; for(int d=0; ddec; d++) { lpcnet_frame_to_features(q, frame, in_features); /* optionally log magnitudes convert back to cepstrals */ if (q->logmag) { float tmp[NB_BANDS]; dct(tmp, in_features); for(int i=0; iq->dec; } int lpcnet_bits_per_frame(LPCNetFreeDV *lf) { return lf->q->bits_per_frame; } LPCNet-0.1/src/lpcnet_freedv.h000066400000000000000000000007661355716052400162400ustar00rootroot00000000000000/* lpcnet_freedv.h David Rowe April 2019 LPCNet API functions for FreeDV. */ #ifndef __LPCNET_FREEDV__ #define __LPCNET_FREEDV__ typedef struct LPCNetFreeDV LPCNetFreeDV; LPCNetFreeDV* lpcnet_freedv_create(int direct_split); void lpcnet_freedv_destroy(LPCNetFreeDV *lf); void lpcnet_enc(LPCNetFreeDV *lf, short *pcm, char *frame); void lpcnet_dec(LPCNetFreeDV *lf, char *frame, short* pcm); int lpcnet_bits_per_frame(LPCNetFreeDV *lf); int lpcnet_samples_per_frame(LPCNetFreeDV *lf); #endif LPCNet-0.1/src/lpcnet_freedv_internal.h000066400000000000000000000003161355716052400201230ustar00rootroot00000000000000#ifndef __LPCNET_FREEDV_INTERNAL__ #define __LPCNET_FREEDV_INTERNAL__ typedef struct LPCNetState LPCNetState; struct LPCNetFreeDV { LPCNET_DUMP *d; LPCNET_QUANT *q; LPCNetState *net; }; #endif LPCNet-0.1/src/lpcnet_quant.c000066400000000000000000000332241355716052400161030ustar00rootroot00000000000000/* lpcnet_quant.c David Rowe Feb 2019 David's experimental quanisation functions for LPCNet */ #include #include #include #include #include "lpcnet_quant.h" #include "mbest.h" #include "freq.h" FILE *lpcnet_fsv = NULL; int lpcnet_verbose = 0; #define PITCH_MIN_PERIOD 32 #define PITCH_MAX_PERIOD 256 // defaults #define DEFAULT_WEIGHT 1.0/sqrt(NB_BANDS) #define DEFAULT_PRED 0.9 #define DEFAULT_NUM_STAGES 4 #define DEFAULT_MBEST 5 #define DEFAULT_PITCH_BITS 6 #define DEFAULT_DEC 3 static int quantise(const float * cb, float vec[], float w[], int k, int m, float *se); LPCNET_QUANT *lpcnet_quant_create(int direct_split) { LPCNET_QUANT *q = (LPCNET_QUANT*)malloc(sizeof(LPCNET_QUANT)); if (q == NULL) return NULL; if (direct_split) { q->weight = 1.0; q->pred = 0.0; q->mbest = DEFAULT_MBEST; q->pitch_bits = DEFAULT_PITCH_BITS; q->dec = DEFAULT_DEC; q->num_stages = direct_split_num_stages; q->vq = direct_split_vq; q->m = direct_split_m; q->logmag = 1; } else { q->weight = DEFAULT_WEIGHT; q->pred = DEFAULT_PRED; q->mbest = DEFAULT_MBEST; q->pitch_bits = DEFAULT_PITCH_BITS; q->dec = DEFAULT_DEC; q->num_stages = pred_num_stages; q->vq = pred_vq; q->m = pred_m; q->logmag = 0; } lpcnet_quant_compute_bits_per_frame(q); int i,d; for(i=0; ifeatures_quant[i] = 0.0; for(d=0; d<2; d++) for(i=0; ifeatures_lin[d][i] = 0.0; q->f = 0; return q; } // call this if you change any parameters from default void lpcnet_quant_compute_bits_per_frame(LPCNET_QUANT *q) { int i; q->bits_per_frame = q->pitch_bits + 2; for(i=0; inum_stages; i++) q->bits_per_frame += log2(q->m[i]); } void lpcnet_quant_destroy(LPCNET_QUANT *q) { free(q); } // print vector debug function void pv(char s[], float v[]) { int i; if (lpcnet_verbose) { fprintf(stderr, "%s",s); for(i=0; ilist[j].index[s1]; } /* target is residual err[] vector given path to this candidate */ for(i=0; ilist[0].index[num_stages-1-s]; } /* OK put it all back together using best survivor. Note we need to decode at encoder to keep record of last output for next frame's predictor */ pv("\n vec_in: ", vec_in); pv(" vec_out: ", vec_out); pv(" err: ", err); if (lpcnet_fsv != NULL) fprintf(lpcnet_fsv, "%f\t%f\t", vec_in[0],sqrt(se1)); if (lpcnet_verbose) fprintf(stderr, " se1: %f\n", se1); quant_pred_output(vec_out, indexes, err, pred, num_stages, vq, k); for(i=0; i= PITCH_MAX_PERIOD) periods = PITCH_MAX_PERIOD-1; // should probably add rounding here int q = (periods - PITCH_MIN_PERIOD) >> (8 - pitch_bits); return q; } float pitch_decode(int pitch_bits, int q) { int periods_ = (q << (8 - pitch_bits)) + PITCH_MIN_PERIOD; /* bit errors can push periods_ to 63*(8-6)+20 = 272 which breaks embedd layer */ if (periods_ < PITCH_MIN_PERIOD) periods_ = PITCH_MIN_PERIOD; if (periods_ >= PITCH_MAX_PERIOD) periods_ = PITCH_MAX_PERIOD-1; return ((float)periods_ - 100.0 - 0.1)/50.0; } static float pitch_gain_cb[] = {0.25, 0.25, 0.65, 0.80}; int pitch_gain_encode(float pitch_gain_feature) { // 2 bit pitch gain quantiser float w[1] = {1.0}; float se; int ind = quantise(pitch_gain_cb, &pitch_gain_feature, w, 1, 4, &se); return ind; } float pitch_gain_decode(int ind) { return pitch_gain_cb[ind]; } void pack_frame(int num_stages, int m[], int indexes[], int pitch_bits, int pitch_ind, int pitch_gain_ind, char frame[]) { int s,b,k=0,nbits; for(s=0; s> (nbits-1-b)) & 0x1; } for (b=0; b> (pitch_bits-1-b)) & 0x1; frame[k++] = (pitch_gain_ind >> 1) & 0x1; frame[k++] = pitch_gain_ind & 0x1; } void unpack_frame(int num_stages, int m[], int indexes[], int pitch_bits, int *pitch_ind, int *pitch_gain_ind, char frame[]) { int s,b,k=0,nbits; for(s=0; sdec LPCNet frames int lpcnet_features_to_frame(LPCNET_QUANT *q, float features[], char frame[]) { int i, k = NB_BANDS; int frame_valid = 0; int indexes[MAX_STAGES]; /* convert cepstrals to dB */ for(i=0; iweight; int pitch_ind, pitch_gain_ind; /* non-interpolated frame ----------------------------------------*/ quant_pred_mbest(q->features_quant, indexes, features, q->pred, q->num_stages, q->vq, q->m, k, q->mbest); pitch_ind = pitch_encode(features[2*NB_BANDS], q->pitch_bits); pitch_gain_ind = pitch_gain_encode(features[2*NB_BANDS+1]); pack_frame(q->num_stages, q->m, indexes, q->pitch_bits, pitch_ind, pitch_gain_ind, frame); frame_valid = 1; return frame_valid; } // Call every 10ms, supply a new frame of bits when (q->f % q->dec) == 0) void lpcnet_frame_to_features(LPCNET_QUANT *q, char frame[], float features_out[]) { int i,d; int pitch_ind, pitch_gain_ind; int indexes[MAX_STAGES]; float fract, err[NB_BANDS]; for(i=0; if % q->dec) == 0) { /* non-interpolated frame ----------------------------------------*/ unpack_frame(q->num_stages, q->m, indexes, q->pitch_bits, &pitch_ind, &pitch_gain_ind, frame); quant_pred_output(q->features_quant, indexes, err, q->pred, q->num_stages, q->vq, NB_BANDS); q->features_quant[2*NB_BANDS] = pitch_decode(q->pitch_bits, pitch_ind); q->features_quant[2*NB_BANDS+1] = pitch_gain_decode(pitch_gain_ind); /* update linear interpolation arrays */ for(i=0; ifeatures_lin[0][i] = q->features_lin[1][i]; q->features_lin[1][i] = q->features_quant[i]; } /* pass frame through */ for(i=0; ifeatures_lin[0][i]; } features_out[2*NB_BANDS] = q->features_lin[0][2*NB_BANDS]; features_out[2*NB_BANDS+1] = q->features_lin[0][2*NB_BANDS+1]; } else { /* interpolated frame ----------------------------------------*/ d = q->f % q-> dec; for(i=0; idec; features_out[i] = (1.0-fract)*q->features_lin[0][i] + fract*q->features_lin[1][i]; } } q->f++; features_out[0] /= q->weight; /* convert cepstrals back from dB */ for(i=0; i typedef struct { float weight; /* weight applied to first cepstral */ float pred; /* prediction coefficient */ int num_stages; /* number of VQ stages */ int *m; /* VQ entries per stage */ float *vq; /* vector quantiser */ int mbest; /* number of survivors for multi-stage VQ search */ int pitch_bits; /* number of bits used for quantising pitch */ int dec; /* decimation rate 1,2,3... */ int f; /* frame counter */ int logmag; int bits_per_frame; float features_quant[NB_FEATURES]; /* memory of quantised features from previous frame */ float features_lin[2][NB_FEATURES]; /* adjacent frames features for linear interpolation */ } LPCNET_QUANT; // Two sorts of VQs available extern int pred_num_stages; extern float pred_vq[MAX_STAGES*NB_BANDS*MAX_ENTRIES]; extern int pred_m[MAX_STAGES]; extern int direct_split_num_stages; extern float direct_split_vq[MAX_STAGES*NB_BANDS*MAX_ENTRIES]; extern int direct_split_m[MAX_STAGES]; LPCNET_QUANT *lpcnet_quant_create(int direct_split); void lpcnet_quant_destroy(LPCNET_QUANT *q); void lpcnet_quant_compute_bits_per_frame(LPCNET_QUANT *q); // debug/instrumentation globals extern FILE *lpcnet_fsv; extern int lpcnet_verbose; void quant_pred(float vec_out[], /* prev quant vector, and output */ float vec_in[], float pred, int num_stages, float vq[], int m[], int k); void quant_pred_mbest(float vec_out[], /* prev quant vector, and output, need to keep this between calls */ int indexes[], /* indexes to transmit */ float vec_in[], float pred, int num_stages, float vq[], int m[], int k, int mbest_survivors); void quant_pred_output(float vec_out[], int indexes[], float err[], /* used for development, set to zeros in real world decode side */ float pred, int num_stages, float vq[], int k); int pitch_encode(float pitch_feature, int pitch_bits); float pitch_decode(int pitch_bits, int q); int pitch_gain_encode(float pitch_gain_feature); float pitch_gain_decode(int pitch_bits); void pack_frame(int num_stages, int m[], int indexes[], int pitch_bits, int pitch_ind, int pitch_gain_ind, char frame[]); void unpack_frame(int num_stages, int m[], int indexes[], int pitch_bits, int *pitch_ind, int *pitch_gain_ind, char frame[]); int lpcnet_features_to_frame(LPCNET_QUANT *q, float features[], char frame[]); void lpcnet_frame_to_features(LPCNET_QUANT *q, char frame[],float features[]); #endif LPCNet-0.1/src/mbest.c000066400000000000000000000075231355716052400145230ustar00rootroot00000000000000/*---------------------------------------------------------------------------*\ FILE........: mbest.c AUTHOR......: David Rowe DATE CREATED: Jan 2017 Multistage vector quantiser search algorithm that keeps multiple candidates from each stage - LPCNet version. \*---------------------------------------------------------------------------*/ /* Copyright David Rowe 2017 All rights reserved. This program is free software; you can redistribute it and/or modify it under the terms of the GNU Lesser General Public License version 2.1, as published by the Free Software Foundation. This program is distributed in the hope that it will be useful, but WITHOUT ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU General Public License for more details. You should have received a copy of the GNU Lesser General Public License along with this program; if not, see . */ #include #include #include #include #include #include "mbest.h" struct MBEST *lpcnet_mbest_create(int entries, int stages) { int i,j; struct MBEST *mbest; assert(entries > 0); mbest = (struct MBEST *)malloc(sizeof(struct MBEST)); assert(mbest != NULL); mbest->entries = entries; mbest->stages = stages; mbest->list = (struct MBEST_LIST *)malloc(entries*sizeof(struct MBEST_LIST)); assert(mbest->list != NULL); for(i=0; ientries; i++) { for(j=0; jlist[i].index[j] = 0; mbest->list[i].error = 1E32; } return mbest; } void lpcnet_mbest_destroy(struct MBEST *mbest) { assert(mbest != NULL); free(mbest->list); free(mbest); } /*---------------------------------------------------------------------------*\ mbest_insert Insert the results of a vector to codebook entry comparison. The list is ordered in order of error, so those entries with the smallest error will be first on the list. \*---------------------------------------------------------------------------*/ static void mbest_insert(struct MBEST *mbest, int index[], float error) { int i, j, found; struct MBEST_LIST *list = mbest->list; int entries = mbest->entries; int stages = mbest->stages; found = 0; for(i=0; ii; j--) list[j] = list[j-1]; for(j=0; jentries; i++) { for(j=0; jlist[i].index[j]); fprintf(stderr, " %5g\n", mbest->list[i].error); } } /*---------------------------------------------------------------------------*\ mbest_search Searches vec[] to a codebbook of vectors, and maintains a list of the mbest closest matches. \*---------------------------------------------------------------------------*/ void lpcnet_mbest_search( const float *cb, /* VQ codebook to search */ float vec[], /* target vector */ float w[], /* weighting vector */ int k, /* dimension of vector */ int m, /* number on entries in codebook */ struct MBEST *mbest, /* list of closest matches */ int index[] /* indexes that lead us here */ ) { float e; int i,j; float diff; for(j=0; j. */ #ifndef __MBEST__ #define __MBEST__ #define MBEST_MAX_STAGES 5 /* maximum number of VQ stages */ struct MBEST_LIST { int index[MBEST_MAX_STAGES]; /* index of each stage that lead us to this error */ float error; }; struct MBEST { int entries; /* number of entries in mbest list */ int stages; /* number of VQ stages */ struct MBEST_LIST *list; }; struct MBEST *lpcnet_mbest_create(int entries, int stages); void lpcnet_mbest_destroy(struct MBEST *mbest); static void mbest_insert(struct MBEST *mbest, int index[], float error); void lpcnet_mbest_search(const float *cb, float vec[], float w[], int k, int m, struct MBEST *mbest, int index[]); void lpcnet_mbest_print(char title[], struct MBEST *mbest); #define MBEST_PRINT_OUT #ifdef MBEST_PRINT_OUT #define MBEST_PRINT(a,b) lpcnet_mbest_print((a),(b)) #else #define MBEST_PRINT(a,b) #endif #endif LPCNet-0.1/src/mdense.py000066400000000000000000000103631355716052400150660ustar00rootroot00000000000000from keras import backend as K from keras.engine.topology import Layer from keras.layers import activations, initializers, regularizers, constraints, InputSpec import numpy as np import math class MDense(Layer): def __init__(self, outputs, channels=2, activation=None, use_bias=True, kernel_initializer='glorot_uniform', bias_initializer='zeros', kernel_regularizer=None, bias_regularizer=None, activity_regularizer=None, kernel_constraint=None, bias_constraint=None, **kwargs): if 'input_shape' not in kwargs and 'input_dim' in kwargs: kwargs['input_shape'] = (kwargs.pop('input_dim'),) super(MDense, self).__init__(**kwargs) self.units = outputs self.channels = channels self.activation = activations.get(activation) self.use_bias = use_bias self.kernel_initializer = initializers.get(kernel_initializer) self.bias_initializer = initializers.get(bias_initializer) self.kernel_regularizer = regularizers.get(kernel_regularizer) self.bias_regularizer = regularizers.get(bias_regularizer) self.activity_regularizer = regularizers.get(activity_regularizer) self.kernel_constraint = constraints.get(kernel_constraint) self.bias_constraint = constraints.get(bias_constraint) self.input_spec = InputSpec(min_ndim=2) self.supports_masking = True def build(self, input_shape): assert len(input_shape) >= 2 input_dim = input_shape[-1] self.kernel = self.add_weight(shape=(self.units, input_dim, self.channels), initializer=self.kernel_initializer, name='kernel', regularizer=self.kernel_regularizer, constraint=self.kernel_constraint) if self.use_bias: self.bias = self.add_weight(shape=(self.units, self.channels), initializer=self.bias_initializer, name='bias', regularizer=self.bias_regularizer, constraint=self.bias_constraint) else: self.bias = None self.factor = self.add_weight(shape=(self.units, self.channels), initializer='ones', name='factor', regularizer=self.bias_regularizer, constraint=self.bias_constraint) self.input_spec = InputSpec(min_ndim=2, axes={-1: input_dim}) self.built = True def call(self, inputs): output = K.dot(inputs, self.kernel) if self.use_bias: output = output + self.bias output = K.tanh(output) * self.factor output = K.sum(output, axis=-1) if self.activation is not None: output = self.activation(output) return output def compute_output_shape(self, input_shape): assert input_shape and len(input_shape) >= 2 assert input_shape[-1] output_shape = list(input_shape) output_shape[-1] = self.units return tuple(output_shape) def get_config(self): config = { 'units': self.units, 'activation': activations.serialize(self.activation), 'use_bias': self.use_bias, 'kernel_initializer': initializers.serialize(self.kernel_initializer), 'bias_initializer': initializers.serialize(self.bias_initializer), 'kernel_regularizer': regularizers.serialize(self.kernel_regularizer), 'bias_regularizer': regularizers.serialize(self.bias_regularizer), 'activity_regularizer': regularizers.serialize(self.activity_regularizer), 'kernel_constraint': constraints.serialize(self.kernel_constraint), 'bias_constraint': constraints.serialize(self.bias_constraint) } base_config = super(MDense, self).get_config() return dict(list(base_config.items()) + list(config.items())) LPCNet-0.1/src/nnet.c000066400000000000000000000271331355716052400143540ustar00rootroot00000000000000/* Copyright (c) 2018 Mozilla 2008-2011 Octasic Inc. 2012-2017 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 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 #include #include "opus_types.h" #include "arch.h" #include "common.h" #include "tansig_table.h" #include "nnet.h" #include "nnet_data.h" #define SOFTMAX_HACK #ifdef __AVX__ #include "vec_avx.h" #elif __ARM_NEON__ #include "vec_neon.h" #else #warning Compiling without any vectorization. This code will be very slow #include "vec.h" #endif static OPUS_INLINE float relu(float x) { return x < 0 ? 0 : x; } static void sgemv_accum(float *out, const float *weights, int rows, int cols, int col_stride, const float *x) { int i, j; if (rows % 16 == 0) { sgemv_accum16(out, weights, rows, cols, col_stride, x); } else { for (i=0;inb_inputs; N = layer->nb_neurons; stride = N; celt_assert(input != output); for (i=0;ibias[i]; sgemv_accum(output, layer->input_weights, N, M, stride, input); compute_activation(output, output, N, layer->activation); } void compute_mdense(const MDenseLayer *layer, float *output, const float *input) { int i, c; int N, M, C; int stride; float tmp[MAX_MDENSE_TMP]; celt_assert(input != output); M = layer->nb_inputs; N = layer->nb_neurons; C = layer->nb_channels; celt_assert(N*C <= MAX_MDENSE_TMP); stride = N*C; for (i=0;ibias[i]; sgemv_accum(tmp, layer->input_weights, N*C, M, stride, input); compute_activation(tmp, tmp, N*C, ACTIVATION_TANH); for (i=0;ifactor[c*N + i]; } compute_activation(output, output, N, layer->activation); } void compute_gru(const GRULayer *gru, float *state, const float *input) { int i; int N, M; int stride; float tmp[MAX_RNN_NEURONS]; float z[MAX_RNN_NEURONS]; float r[MAX_RNN_NEURONS]; float h[MAX_RNN_NEURONS]; celt_assert(gru->nb_neurons <= MAX_RNN_NEURONS); celt_assert(input != state); M = gru->nb_inputs; N = gru->nb_neurons; stride = 3*N; /* Compute update gate. */ for (i=0;ibias[i]; if (gru->reset_after) { for (i=0;ibias[3*N + i]; } sgemv_accum(z, gru->input_weights, N, M, stride, input); sgemv_accum(z, gru->recurrent_weights, N, N, stride, state); compute_activation(z, z, N, ACTIVATION_SIGMOID); /* Compute reset gate. */ for (i=0;ibias[N + i]; if (gru->reset_after) { for (i=0;ibias[4*N + i]; } sgemv_accum(r, &gru->input_weights[N], N, M, stride, input); sgemv_accum(r, &gru->recurrent_weights[N], N, N, stride, state); compute_activation(r, r, N, ACTIVATION_SIGMOID); /* Compute output. */ for (i=0;ibias[2*N + i]; if (gru->reset_after) { for (i=0;ibias[5*N + i]; sgemv_accum(tmp, &gru->recurrent_weights[2*N], N, N, stride, state); for (i=0;iinput_weights[2*N], N, M, stride, input); } else { for (i=0;iinput_weights[2*N], N, M, stride, input); sgemv_accum(h, &gru->recurrent_weights[2*N], N, N, stride, tmp); } compute_activation(h, h, N, gru->activation); for (i=0;inb_inputs; N = gru->nb_neurons; z = zrh; r = &zrh[N]; h = &zrh[2*N]; celt_assert(gru->nb_neurons <= MAX_RNN_NEURONS); celt_assert(input != state); celt_assert(gru->reset_after); stride = 3*N; /* Compute update gate. */ for (i=0;i<3*N;i++) zrh[i] = gru->bias[i]; sgemv_accum(zrh, gru->input_weights, 3*N, M, stride, input); for (i=0;i<3*N;i++) recur[i] = gru->bias[3*N + i]; sgemv_accum(recur, gru->recurrent_weights, 3*N, N, stride, state); for (i=0;i<2*N;i++) zrh[i] += recur[i]; compute_activation(zrh, zrh, 2*N, ACTIVATION_SIGMOID); for (i=0;iactivation); for (i=0;inb_neurons; z = zrh; r = &zrh[N]; h = &zrh[2*N]; celt_assert(gru->nb_neurons <= MAX_RNN_NEURONS); celt_assert(input != state); celt_assert(gru->reset_after); stride = 3*N; RNN_COPY(zrh, input, 3*N); for (i=0;i<3*N;i++) recur[i] = gru->bias[3*N + i]; sgemv_accum(recur, gru->recurrent_weights, 3*N, N, stride, state); for (i=0;i<2*N;i++) zrh[i] += recur[i]; compute_activation(zrh, zrh, 2*N, ACTIVATION_SIGMOID); for (i=0;iactivation); for (i=0;inb_neurons; z = zrh; r = &zrh[N]; h = &zrh[2*N]; celt_assert(gru->nb_neurons <= MAX_RNN_NEURONS); celt_assert(input != state); celt_assert(gru->reset_after); RNN_COPY(zrh, input, 3*N); for (i=0;i<3*N;i++) recur[i] = gru->bias[3*N + i]; for (k=0;k<3;k++) { for (i=0;idiag_weights[k*N + i]*state[i]; } sparse_sgemv_accum16(recur, gru->recurrent_weights, 3*N, gru->idx, state); for (i=0;i<2*N;i++) zrh[i] += recur[i]; compute_activation(zrh, zrh, 2*N, ACTIVATION_SIGMOID); for (i=0;iactivation); for (i=0;inb_inputs*layer->kernel_size <= MAX_CONV_INPUTS); RNN_COPY(tmp, mem, layer->nb_inputs*(layer->kernel_size-1)); RNN_COPY(&tmp[layer->nb_inputs*(layer->kernel_size-1)], input, layer->nb_inputs); M = layer->nb_inputs*layer->kernel_size; N = layer->nb_neurons; stride = N; for (i=0;ibias[i]; sgemv_accum(output, layer->input_weights, N, M, stride, tmp); compute_activation(output, output, N, layer->activation); RNN_COPY(mem, &tmp[layer->nb_inputs], layer->nb_inputs*(layer->kernel_size-1)); } void compute_embedding(const EmbeddingLayer *layer, float *output, int input) { int i; celt_assert(input >= 0); celt_assert(input < layer->nb_inputs); /*if (layer->dim == 64) printf("%d\n", input);*/ for (i=0;idim;i++) { output[i] = layer->embedding_weights[input*layer->dim + i]; } } void accum_embedding(const EmbeddingLayer *layer, float *output, int input) { int i; celt_assert(input >= 0); celt_assert(input < layer->nb_inputs); /*if (layer->dim == 64) printf("%d\n", input);*/ for (i=0;idim;i++) { output[i] += layer->embedding_weights[input*layer->dim + i]; } } /* needed to replace Windows/gcc rand() with our own rand() function to get click free synthesised audio - not sure why */ #define NNET_RAND_MAX 32768 static uint32_t next = 1; uint16_t nnet_rand(void) { next = next * 1103515245 + 12345; uint32_t r = (next/65536) % 32768; return((uint16_t)r); } int sample_from_pdf(const float *pdf, int N, float exp_boost, float pdf_floor) { int i; float sum, norm; float r; float tmp[DUAL_FC_OUT_SIZE]; celt_assert(N <= DUAL_FC_OUT_SIZE); sum = 0; #ifdef SOFTMAX_HACK for (i=0;i #include #include #include #include "nnet_data.h" #include "nnet_rw.h" int main(int argc, char **argv) { if (argc != 2) { fprintf(stderr, "usage: %s model_file.f32\n", argv[0]); exit(0); } nnet_write(argv[1]); nnet_read_and_check(argv[1]); nnet_read(argv[1]); nnet_write("copy.f32"); char cmd[256]; int ret = sprintf(cmd, "set -x; diff %s copy.f32; if [ $? -eq 0 ]; then { echo PASS; exit 0; } else { echo FAIL; exit 1; } fi", argv[1]); ret = system(cmd); return ret; } LPCNet-0.1/src/nnet_rw.c000066400000000000000000000264331355716052400150660ustar00rootroot00000000000000/* nnet_rw.c Support for reading and writing NNs from disk at run time. */ #include #include #include #include #include #include "nnet_data.h" #include "nnet_rw.h" void write_embedding_weights(char *name, const EmbeddingLayer *l, FILE *f32) { int n = l->nb_inputs*l->dim; printf("%s: %d\n", name, n); fwrite(l->embedding_weights, sizeof(float), n, f32); } void read_embedding_weights(char *name, const EmbeddingLayer *l, FILE *f32) { int n = l->nb_inputs*l->dim; printf("%s: %d\n", name, n); int ret; ret = fread(l->embedding_weights, sizeof(float), n, f32); assert(ret == n); } void check_embedding_weights(char *name, const EmbeddingLayer *l, FILE *f32) { int n = l->nb_inputs*l->dim; printf("%s: %d", name, n); float *buf = malloc(sizeof(float)*n); assert(buf != NULL); int ret = fread(buf, sizeof(float), n, f32); assert(ret == n); if (memcmp(l->embedding_weights, buf, n*sizeof(float)) == 0) printf(" OK\n"); else { printf(" FAIL\n"); exit(1); } free(buf); } void check(const float *target, int n, FILE *f32) { float *buf = malloc(sizeof(float)*n); assert(buf != NULL); int ret = fread(buf, sizeof(float), n, f32); assert(ret == n); if (memcmp(target, buf, n*sizeof(float)) == 0) printf(" OK"); else { printf(" FAIL"); exit(1); } free(buf); } void check_int(const int *target, int n, FILE *f32) { int *buf = malloc(sizeof(int)*n); assert(buf != NULL); int ret = fread(buf, sizeof(int), n, f32); assert(ret == n); if (memcmp(target, buf, n*sizeof(int)) == 0) printf(" OK"); else { printf(" FAIL"); exit(1); } free(buf); } void write_dense_weights(char *name, const DenseLayer *l, FILE *f32) { int nbias = l->nb_neurons; int nweights = l->nb_inputs*l->nb_neurons; printf("%s: %d %d\n", name, nweights, nbias); fwrite(l->bias, sizeof(float), nbias, f32); fwrite(l->input_weights, sizeof(float), nweights, f32); } void check_dense_weights(char *name, const DenseLayer *l, FILE *f32) { int nbias = l->nb_neurons; int nweights = l->nb_inputs*l->nb_neurons; printf("%s: %d %d", name, nweights, nbias); check(l->bias, nbias, f32); check(l->input_weights, nweights, f32); printf("\n"); } void read_dense_weights(char *name, const DenseLayer *l, FILE *f32) { int nbias = l->nb_neurons; int nweights = l->nb_inputs*l->nb_neurons; printf("%s: %d %d\n", name, nweights, nbias); int ret; ret = fread(l->bias, sizeof(float), nbias, f32); assert(ret == nbias); ret = fread(l->input_weights, sizeof(float), nweights, f32); assert(ret == nweights); } void write_mdense_weights(char *name, const MDenseLayer *l, FILE *f32) { int ninput = l->nb_inputs*l->nb_neurons*l->nb_channels; int nbias = l->nb_neurons*l->nb_channels; int nfactor = l->nb_neurons*l->nb_channels; printf("%s: %d %d %d\n", name, ninput, nbias, nfactor); fwrite(l->bias, sizeof(float), nbias, f32); fwrite(l->input_weights, sizeof(float), ninput, f32); fwrite(l->factor, sizeof(float), nfactor, f32); } void check_mdense_weights(char *name, const MDenseLayer *l, FILE *f32) { int ninput = l->nb_inputs*l->nb_neurons*l->nb_channels; int nbias = l->nb_neurons*l->nb_channels; int nfactor = l->nb_neurons*l->nb_channels; printf("%s: %d %d %d", name, ninput, nbias, nfactor); check(l->bias, nbias, f32); check(l->input_weights, ninput, f32); check(l->factor, nfactor, f32); printf("\n"); } void read_mdense_weights(char *name, const MDenseLayer *l, FILE *f32) { int ninput = l->nb_inputs*l->nb_neurons*l->nb_channels; int nbias = l->nb_neurons*l->nb_channels; int nfactor = l->nb_neurons*l->nb_channels; printf("%s: %d %d %d\n", name, ninput, nbias, nfactor); int ret; ret = fread(l->bias, sizeof(float), nbias, f32); assert(ret == nbias); ret = fread(l->input_weights, sizeof(float), ninput, f32); assert(ret == ninput); ret = fread(l->factor, sizeof(float), nfactor, f32); assert(ret == nfactor); } void write_conv1d_weights(char *name, const Conv1DLayer *l, FILE *f32) { int n = l->nb_inputs*l->kernel_size*l->nb_neurons; printf("%s: %d %d\n", name, n, l->nb_neurons); fwrite(l->input_weights, sizeof(float), n, f32); fwrite(l->bias, sizeof(float), l->nb_neurons, f32); } void check_conv1d_weights(char *name, const Conv1DLayer *l, FILE *f32) { int n = l->nb_inputs*l->kernel_size*l->nb_neurons; printf("%s: %d %d", name, n, l->nb_neurons); check(l->input_weights, n, f32); check(l->bias, l->nb_neurons, f32); printf("\n"); } void read_conv1d_weights(char *name, const Conv1DLayer *l, FILE *f32) { int n = l->nb_inputs*l->kernel_size*l->nb_neurons; printf("%s: %d %d\n", name, n, l->nb_neurons); int ret; ret = fread(l->input_weights, sizeof(float), n, f32); assert(ret == n); ret = fread(l->bias, sizeof(float), l->nb_neurons, f32); assert(ret == l->nb_neurons); } void write_gru_weights(char *name, const GRULayer *l, FILE *f32) { int nbias = l->nb_neurons*6; int ninput = l->nb_inputs*l->nb_neurons*3; int nrecurrent = l->nb_neurons*l->nb_neurons*3; printf("%s: %d %d %d\n", name, nbias, ninput, nrecurrent); fwrite(l->bias, sizeof(float), nbias, f32); fwrite(l->input_weights, sizeof(float), ninput, f32); fwrite(l->recurrent_weights, sizeof(float), nrecurrent, f32); } void check_gru_weights(char *name, const GRULayer *l, FILE *f32) { int nbias = l->nb_neurons*6; int ninput = l->nb_inputs*l->nb_neurons*3; int nrecurrent = l->nb_neurons*l->nb_neurons*3; printf("%s: %d %d %d", name, nbias, ninput, nrecurrent); check(l->bias, nbias, f32); check(l->input_weights, ninput, f32); check(l->recurrent_weights, nrecurrent, f32); printf("\n"); } void read_gru_weights(char *name, const GRULayer *l, FILE *f32) { int nbias = l->nb_neurons*6; int ninput = l->nb_inputs*l->nb_neurons*3; int nrecurrent = l->nb_neurons*l->nb_neurons*3; printf("%s: %d %d %d\n", name, nbias, ninput, nrecurrent); int ret; ret = fread(l->bias, sizeof(float), nbias, f32); assert(ret == nbias); ret = fread(l->input_weights, sizeof(float), ninput, f32); assert(ret == ninput); ret = fread(l->recurrent_weights, sizeof(float), nrecurrent, f32); assert(ret == nrecurrent); } void write_sparse_gru_weights(char *name, const SparseGRULayer *l, FILE *f32) { int nbias = l->nb_neurons*6; int ndiag = l->nb_neurons*3; int nrecurrent = l->nb_neurons*l->nb_neurons*3; int nidx = 32767; printf("%s: %d %d %d %d\n", name, nbias, ndiag, nrecurrent, nidx); fwrite(l->bias, sizeof(float), nbias, f32); fwrite(l->diag_weights, sizeof(float), ndiag, f32); fwrite(l->recurrent_weights, sizeof(float), nrecurrent, f32); fwrite(l->idx, sizeof(int), nidx, f32); } void check_sparse_gru_weights(char *name, const SparseGRULayer *l, FILE *f32) { int nbias = l->nb_neurons*6; int ndiag = l->nb_neurons*3; int nrecurrent = l->nb_neurons*l->nb_neurons*3; int nidx = 32767; printf("%s: %d %d %d %d", name, nbias, ndiag, nrecurrent, nidx); check(l->bias, nbias, f32); check(l->diag_weights, ndiag, f32); check(l->recurrent_weights, nrecurrent, f32); check_int(l->idx, nidx, f32); printf("\n"); } void read_sparse_gru_weights(char *name, const SparseGRULayer *l, FILE *f32) { int nbias = l->nb_neurons*6; int ndiag = l->nb_neurons*3; int nrecurrent = l->nb_neurons*l->nb_neurons*3; int ret; int nidx = 32767; printf("%s: %d %d %d %d\n", name, nbias, ndiag, nrecurrent, nidx); ret = fread(l->bias, sizeof(float), nbias, f32); assert(ret == nbias); ret = fread(l->diag_weights, sizeof(float), ndiag, f32); assert(ret == ndiag); ret = fread(l->recurrent_weights, sizeof(float), nrecurrent, f32); assert(ret == nrecurrent); ret = fread(l->idx, sizeof(int), nidx, f32); } void nnet_write(char *fn) { FILE *f32 = fopen(fn, "wb"); assert(f32 != NULL); printf("writing ....\n"); write_embedding_weights("gru_a_embed_sig.....", &gru_a_embed_sig, f32); write_embedding_weights("gru_a_embed_pred....", &gru_a_embed_pred, f32); write_embedding_weights("gru_a_embed_exc.....", &gru_a_embed_exc, f32); write_dense_weights ("gru_a_dense_feature.", &gru_a_dense_feature, f32); write_embedding_weights("embed_pitch.........", &embed_pitch, f32); write_conv1d_weights ("feature_conv1.......", &feature_conv1, f32); write_conv1d_weights ("feature_conv2.......", &feature_conv2, f32); write_dense_weights ("feature_dense1......", &feature_dense1, f32); write_embedding_weights("embed_sig...........", &embed_sig, f32); write_dense_weights ("feature_dense2......", &feature_dense2, f32); write_gru_weights ("gru_a...............", &gru_a, f32); write_gru_weights ("gru_b...............", &gru_b, f32); write_mdense_weights ("dual_fc.............", &dual_fc, f32); write_sparse_gru_weights("sparse_gru_a........", &sparse_gru_a, f32); fclose(f32); printf("\n"); } void nnet_read_and_check(char *fn) { printf("reading back and check ....\n"); FILE *f32 = fopen(fn, "rb"); assert(f32 != NULL); check_embedding_weights("gru_a_embed_sig.....", &gru_a_embed_sig, f32); check_embedding_weights("gru_a_embed_pred....", &gru_a_embed_pred, f32); check_embedding_weights("gru_a_embed_exc.....", &gru_a_embed_exc, f32); check_dense_weights ("gru_a_dense_feature.", &gru_a_dense_feature, f32); check_embedding_weights("embed_pitch.........", &embed_pitch, f32); check_conv1d_weights ("feature_conv1.......", &feature_conv1, f32); check_conv1d_weights ("feature_conv2.......", &feature_conv2, f32); check_dense_weights ("feature_dense1......", &feature_dense1, f32); check_embedding_weights("embed_sig...........", &embed_sig, f32); check_dense_weights ("feature_dense2......", &feature_dense2, f32); check_gru_weights ("gru_a...............", &gru_a, f32); check_gru_weights ("gru_b...............", &gru_b, f32); check_mdense_weights ("dual_fc.............", &dual_fc, f32); check_sparse_gru_weights("sparse_gru_a........", &sparse_gru_a, f32); fclose(f32); printf("\n"); } void nnet_read(char *fn) { printf("read ....\n"); FILE *f32 = fopen(fn, "rb"); assert(f32 != NULL); read_embedding_weights("gru_a_embed_sig.....", &gru_a_embed_sig, f32); read_embedding_weights("gru_a_embed_pred....", &gru_a_embed_pred, f32); read_embedding_weights("gru_a_embed_exc.....", &gru_a_embed_exc, f32); read_dense_weights ("gru_a_dense_feature.", &gru_a_dense_feature, f32); read_embedding_weights("embed_pitch.........", &embed_pitch, f32); read_conv1d_weights ("feature_conv1.......", &feature_conv1, f32); read_conv1d_weights ("feature_conv2.......", &feature_conv2, f32); read_dense_weights ("feature_dense1......", &feature_dense1, f32); read_embedding_weights("embed_sig...........", &embed_sig, f32); read_dense_weights ("feature_dense2......", &feature_dense2, f32); read_gru_weights ("gru_a...............", &gru_a, f32); read_gru_weights ("gru_b...............", &gru_b, f32); read_mdense_weights ("dual_fc.............", &dual_fc, f32); read_sparse_gru_weights("sparse_gru_a........", &sparse_gru_a, f32); fclose(f32); printf("\n"); } LPCNet-0.1/src/nnet_rw.h000066400000000000000000000003331355716052400150620ustar00rootroot00000000000000/* nnet_rw.h Support for reading and writing NNs from disk at run time. */ #ifndef __NNET_RW__ #define __NNET_RW__ void nnet_write(char *fn); void nnet_read_and_check(char *fn); void nnet_read(char *fn); #endif LPCNet-0.1/src/opus_types.h000066400000000000000000000115321355716052400156230ustar00rootroot00000000000000/* (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 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 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 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 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 */ LPCNet-0.1/src/peter_david_train.sh000077500000000000000000000016001355716052400172550ustar00rootroot00000000000000#!/bin/bash -x # peter_david_train.sh # # LPCNet produced rough speech with these too speakers. This script # is an experiment to train and test a LPCNet model using _just_ these # two speakers. # # usage: # $ cd LPCNet/build_linux # $ ../src/peter_david_train.sh SRC1=david_16kHz.wav # 122s SRC2=vk5apr_recording_21_may.wav # 64s SRC=train_src DATE=190920b synth() { ./src/dump_data --test --c2pitch --c2voicing ~/Downloads/$1.sw $1.f32 ./src/test_lpcnet $1.f32 "$2".raw } train() { sox ~/Downloads/$SRC1 ~/Downloads/$SRC2 -t sw $SRC.sw ./src/dump_data --train --c2pitch --c2voicing -z 1 -n 1E6 $SRC.sw $SRC.f32 $SRC.pcm ../src/train_lpcnet.py $SRC.f32 $SRC.pcm lpcnet_$DATE ../src/dump_lpcnet.py lpcnet_"$DATE"_10.h5 cp nnet_data.c src make test_lpcnet } train synth bob $DATE'_bob' synth cq_16kHz $DATE'_cq_16kHz' synth peter $DATE'_peter' LPCNet-0.1/src/pitch.c000066400000000000000000000317141355716052400145170ustar00rootroot00000000000000/* 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" #include 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;j0) { 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;i0); celt_assert((((unsigned char *)_x-(unsigned char *)NULL)&3)==0); for (i=0;i0); 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>2;j++) x_lp4[j] = x_lp[2*j]; for (j=0;j>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>2;j++) x_lp4[j] = SHR16(x_lp4[j], shift); for (j=0;j>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>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>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_=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 loss.txt python3 plot_train.py loss.txt LPCNet-0.1/src/plot_wo.m000066400000000000000000000021761355716052400151050ustar00rootroot00000000000000% plot_wo.m % David Rowe Jan 2019 % % Octave script to plot pitch countours from different estimators nb_lpcnet_features=55; nb_lpcnet_bands=18; nb_codec2_features=16+3+16; Fs = 16000; Fsp = 100; Fspsilk = 50; feat_lpcnet=load_f32("../speech_orig_16k_features.f32", nb_lpcnet_features); feat_codec2=load_f32("../speech_orig_16k_codec2_features.f32", nb_codec2_features); pitch_index_lpcnet = 100*feat_lpcnet(:,2*nb_lpcnet_bands+1) + 200; f0_lpcnet = 2*Fs ./ pitch_index_lpcnet; f0_codec2 = Fs*feat_codec2(:,16+1+1)/(2*pi); pitch_silk=load("../../silk_pitch.txt"); f0_silk=Fs./pitch_silk; fs=fopen("../speech_orig_16k_centre.s16","rb"); s = fread(fs,Inf,"short"); fclose(fs); figure(1); clf; st_sec=8; en_sec=10.5; st = Fs*st_sec; en = Fs*en_sec; t = st_sec:1/Fs:en_sec; subplot(211); plot(t,s(st+1:en+1)); subplot(212); st = Fsp*st_sec; en = Fsp*en_sec; t = st_sec:1/Fsp:en_sec; plot(t,f0_lpcnet(st+1:en+1),'b;lpcnet;'); hold on; t = st_sec:1/Fsp:en_sec; plot(t, f0_codec2(st+1:en+1),'r;codec2;'); st = Fspsilk*st_sec; en = Fspsilk*en_sec; t = st_sec:1/Fspsilk:en_sec; plot(t,f0_silk(st+1:en+1),'g;silk;'); axis([st_sec en_sec 0 400]) hold off; LPCNet-0.1/src/plot_wo_test_ext.m000066400000000000000000000030611355716052400170160ustar00rootroot00000000000000% plot_wo_test_ext.m % David Rowe Jan 2019 % % Octave script to plot external and internal pitch estimator % Runs from the command line and outputs a PNG. nb_lpcnet_features=55; nb_lpcnet_bands=18; Fs = 16000; Fsp = 100; graphics_toolkit ("gnuplot") % command line arguments arg_list = argv (); if nargin == 0 printf("\nusage: %s rawSpeechFile featurefile1 featurefile2 PNGname\n\n", program_name()); exit(0); end fn_raw = arg_list{1}; fn_feat = arg_list{2}; fn_feat_ext = arg_list{3}; feat_lpcnet=load_f32(fn_feat, nb_lpcnet_features); feat_lpcnet_ext=load_f32(fn_feat_ext, nb_lpcnet_features); pitch_index_lpcnet = 100*feat_lpcnet(:,2*nb_lpcnet_bands+1) + 200; f0_lpcnet = 2*Fs ./ pitch_index_lpcnet; pitch_index_lpcnet_ext = 100*feat_lpcnet_ext(:,2*nb_lpcnet_bands+1) + 200; f0_lpcnet_ext = 2*Fs ./ pitch_index_lpcnet_ext; % acccount for (we assume d==1) frame delay thru quant_feat f0_lpcnet_ext = [f0_lpcnet_ext(2:end)' 0]'; fs=fopen(fn_raw,"rb"); s = fread(fs,Inf,"short"); fclose(fs); figure(1); clf; st_sec=0; en_sec=en_sec=length(s)/Fs; st = Fs*st_sec; en = Fs*en_sec; t = st_sec:1/Fs:en_sec-1/Fs; subplot(211,"position",[0.1 0.8 0.8 0.15]); plot(t,s(st+1:en)); s_max = max(abs(s(st+1:en))); axis([st_sec en_sec -s_max s_max]) subplot(212,"position",[0.1 0.05 0.8 0.7]); st = Fsp*st_sec; en = Fsp*en_sec; t = st_sec:1/Fsp:en_sec-1/Fsp; plot(t,f0_lpcnet(st+1:en),'b;F0 lpcnet;'); hold on; plot(t,f0_lpcnet_ext(st+1:en),'g;F0 ext est;'); hold off; axis([st_sec en_sec 0 400]) str=sprintf("-S%d,700",floor(1200*length(s)/(2*Fs))) print(arg_list{4},'-dpng',str) LPCNet-0.1/src/process_features.m000066400000000000000000000034451355716052400167760ustar00rootroot00000000000000% process_features.m % David Rowe Jan 2019 % % Take a set of features and process them, e.g. simulated quantisation % Note: now quant_features.c does all this and more function process_features(input_fn, output_fn, varargin) nb_features=55; nb_bands = 18; f=fopen(input_fn,"rb"); features_lin_in=fread(f,'float32'); fclose(f); % convert to matrix nb_extra_features = 2*nb_bands; frames = length(features_lin_in)/nb_features; printf("frames: %d\n", frames); features = []; for i=1:frames features = [features; features_lin_in((i-1)*nb_features+1:i*nb_features)']; end features_ = features; if (length (varargin) > 0) ind = arg_exists(varargin, "qstepdB"); if ind % quantise DCTs to step size qstepdB = varargin{ind+1}; dctLydB = 10*features(:,1:nb_bands); dctLydB_ = qstepdB*round(dctLydB/qstepdB); features_(:,1:nb_bands) = dctLydB_/10; error = dctLydB_ - dctLydB; mse = mean(mean(error .^ 2)); #{ dctLy = features(:,1:nb_bands); %dctLy(:,1) += 4; Ly = idct(dctLy')'; LydB = 10*Ly; LydB_ = qstepdB*round(LydB/qstepdB); dctLydB_ = dct(LydB_')'; features_(:,1:nb_bands) = dctLydB_/10; error = LydB_ - LydB; mse = mean(mean(error .^ 2)); #} printf("qstepdB: %3.2f dB mse: %3.2f dB\n", qstepdB, mse); #figure(1); clf; mesh(LydB_(1:100,:)); end end % convert back to linear files features_lin_out = []; for i=1:frames features_lin_out = [features_lin_out; features_(i,:)']; end f=fopen(output_fn,"wb"); fwrite(f, features_lin_out, 'float32'); fclose(f); endfunction function ind = arg_exists(v, str) ind = 0; for i=1:length(v) if !ind && strcmp(v{i}, str) ind = i; end end endfunction LPCNet-0.1/src/quant2c.c000066400000000000000000000042351355716052400147630ustar00rootroot00000000000000/* quant2c.c David Rowe Feb 2019 Build C float arrays from quantiser files. Derived from quant_feat.c */ #include #include #include #include #define MAX_STAGES 5 #include "lpcnet_quant.h" int main(int argc, char *argv[]) { int k=NB_BANDS, i; int num_stages = 0; float features[NB_BANDS]; float vq[MAX_STAGES*NB_BANDS*MAX_ENTRIES]; int m[MAX_STAGES]; char fnames[256]; char fn[256]; char *comma, *p; FILE *fq; if (argc != 2) { fprintf(stderr, "usage: %s stage1vq.f32, stage2vq.f32,.....\n", argv[0]); } for(i=0; i #include #include #include #include #include "common.h" #include "freq.h" #include "lpcnet_quant.h" #define NB_FEATURES 55 #define MAX_STAGES 5 /* max number of VQ stages */ #define NOUTLIERS 5 /* range of outilers to track in 1dB steps */ #define PITCH_MIN_PERIOD 32 #define PITCH_MAX_PERIOD 256 extern int pred_num_stages; extern float pred_vq[MAX_STAGES*NB_BANDS*MAX_ENTRIES]; extern int pred_m[MAX_STAGES]; int main(int argc, char *argv[]) { FILE *fin, *fout; float features_out[NB_FEATURES]; int i, c, dec = 3; float pred = 0.9; /* weight applied to first cepstral */ float weight = 1.0/sqrt(NB_BANDS); int pitch_bits = 6; int num_stages = pred_num_stages; //for(i=0; iweight = weight; q->pred = pred; q->pitch_bits = pitch_bits; q->dec = dec; lpcnet_quant_compute_bits_per_frame(q); char frame[q->bits_per_frame]; fprintf(stderr, "dec: %d pred: %3.2f num_stages: %d mbest: %d bits_per_frame: %d frame: %2d ms bit_rate: %5.2f bits/s", q->dec, q->pred, q->num_stages, q->mbest, q->bits_per_frame, dec*10, (float)q->bits_per_frame/(dec*0.01)); fprintf(stderr, "\n"); fin = stdin; fout = stdout; int bits_read = 0; do { if ((q->f % q->dec) == 0) bits_read = fread(frame, sizeof(char), q->bits_per_frame, fin); lpcnet_frame_to_features(q, frame, features_out); for(i=0; if, i); exit(0); } } fwrite(features_out, sizeof(float), NB_FEATURES, fout); fflush(stdin); fflush(stdout); } while(bits_read); fprintf(stderr,"f: %d\n",q->f); fclose(fin); fclose(fout); } LPCNet-0.1/src/quant_enc.c000066400000000000000000000063261355716052400153660ustar00rootroot00000000000000/* quant_test.c David Rowe Feb 2019 Prototype encoder, derived from quant_test.c */ #include #include #include #include #include #include "common.h" #include "freq.h" #include "lpcnet_quant.h" #define MAX_STAGES 5 /* max number of VQ stages */ #define NOUTLIERS 5 /* range of outilers to track in 1dB steps */ extern int pred_num_stages; extern float pred_vq[MAX_STAGES*NB_BANDS*MAX_ENTRIES]; extern int pred_m[MAX_STAGES]; int main(int argc, char *argv[]) { FILE *fin, *fout; float features[NB_FEATURES]; int dec = 3; int c; float pred = 0.9; int mbest_survivors = 5; /* weight applied to first cepstral */ float weight = 1.0/sqrt(NB_BANDS); int pitch_bits = 6; int num_stages = pred_num_stages; static struct option long_options[] = { {"decimate", required_argument, 0, 'd'}, {"numstages", required_argument, 0, 'n'}, {"pitchquant", required_argument, 0, 'o'}, {"pred", required_argument, 0, 'p'}, {"verbose", no_argument, 0, 'v'}, {0, 0, 0, 0} }; int opt_index = 0; while ((c = getopt_long (argc, argv, "d:n:o:p:v", long_options, &opt_index)) != -1) { switch (c) { case 'd': dec = atoi(optarg); fprintf(stderr, "dec = %d\n", dec); break; case 'n': num_stages = atoi(optarg); fprintf(stderr, "%d VQ stages\n", num_stages); break; case 'o': pitch_bits = atoi(optarg); fprintf(stderr, "pitch quantised to %d bits\n", pitch_bits); break; case 'p': pred = atof(optarg); fprintf(stderr, "pred = %f\n", pred); break; case 'v': lpcnet_verbose = 1; break; default: fprintf(stderr,"usage: %s [Options]:\n [-d --decimation 1/2/3...]\n", argv[0]); fprintf(stderr," [-n --numstages]\n [-o --pitchbits nBits]\n"); fprintf(stderr," [-p --pred predCoff]\n"); fprintf(stderr," [-v --verbose]\n"); exit(1); } } LPCNET_QUANT *q = lpcnet_quant_create(0); q->weight = weight; q->pred = pred; q->mbest = mbest_survivors; q->pitch_bits = pitch_bits; q->dec = dec; lpcnet_quant_compute_bits_per_frame(q); char frame[q->bits_per_frame]; fprintf(stderr, "dec: %d pred: %3.2f num_stages: %d mbest: %d bits_per_frame: %d frame: %2d ms bit_rate: %5.2f bits/s", q->dec, q->pred, q->num_stages, q->mbest, q->bits_per_frame, dec*10, (float)q->bits_per_frame/(dec*0.01)); fprintf(stderr, "\n"); fin = stdin; fout = stdout; int bits_written = 0; while(fread(features, sizeof(float), NB_FEATURES, fin) == NB_FEATURES) { if ((q->f % q->dec) == 0) { lpcnet_features_to_frame(q, features, frame); bits_written += fwrite(frame, sizeof(char), q->bits_per_frame, fout); } q->f++; fflush(stdin); fflush(stdout); } fprintf(stderr, "bits_written %d\n", bits_written); fclose(fin); fclose(fout); lpcnet_quant_destroy(q); } LPCNet-0.1/src/quant_feat.c000066400000000000000000000406431355716052400155400ustar00rootroot00000000000000/* quant_feat.c David Rowe Jan 2019 Tool for processing a .f32 file of LPCNet features to simulate quantisation: 1/ Can decimate cepstrals to 20/30/40/... ms update rate and liniearly interpolate back up to 10ms 2/ Quantise using multistage VQs 3/ Replace the LPCNet pitch estimate with estimates from external files 4/ Works from stdin -> stdout to facilitate streaming real time simulations. */ #include #include #include #include #include #include "common.h" #include "freq.h" #include "lpcnet_quant.h" #define NB_FEATURES 55 #define MAX_STAGES 5 /* max number of VQ stages */ #define NOUTLIERS 5 /* range of outilers to track in 1dB steps */ #define PITCH_MIN_PERIOD 32 #define PITCH_MAX_PERIOD 256 int main(int argc, char *argv[]) { FILE *fin, *fout; float features[NB_FEATURES], features_out[NB_FEATURES]; int f = 0, dec = 2; float features_quant[NB_FEATURES]; int indexes[MAX_STAGES]; float sum_sq_err = 0.0; int d,i,n = 0; float fract; int c, first = 0, k=NB_BANDS; int num_stages = 0; float vq[MAX_STAGES*NB_BANDS*MAX_ENTRIES]; int m[MAX_STAGES]; float pred = 0.9; char fnames[256]; char fn[256]; char *comma, *p; FILE *fq; FILE *fpitch = NULL; float Fs = 16000.0; float uniform_step = 0.0; float uniform_step2 = 0.0; int mbest_survivors = 0; char label[80] = ""; /* experimental limits for dctLy[0], first cepstral */ float lower_limit = -200.0; float upper_limit = 200.00; /* weight applied to first cepstral */ float weight = 1.0; float pitch_gain_bias = 0.0; int pitch_bits = 0; int small_vec = 0; int logmag = 0; for(i=0; i upper_limit) features[0] = upper_limit; /* optionally load external pitch est sample and replace pitch feature */ if (fpitch != NULL) { float f0; if (fscanf(fpitch,"%f\n", &f0)) { float pitch_index = 2.0*Fs/f0; features[2*NB_BANDS] = 0.01*(pitch_index-200.0); //fprintf(stderr,"%d: %f %f %f\n", f, f0, pitch_index, features[2*NB_BANDS]); } else fprintf(stderr, "f0 not read\n"); } /* optionally pitch gain bias - but I would prefer a non-magic numbers approach */ features[2*NB_BANDS+1] += pitch_gain_bias; /* maintain delay line of unquantised features for partial quantisation and distortion measure */ for(d=0; d=0; i--) if (sqrt(e/NB_BANDS) > (float)(i+1.0)) { noutliers[i]++; break; } qv++; } else { /* interpolated frame ----------------------------------------*/ for(i=0; i "); for (i=0; i #include #include #include #include #include "common.h" #include "freq.h" #include "lpcnet_quant.h" #define NB_FEATURES 55 #define MAX_STAGES 5 /* max number of VQ stages */ #define NOUTLIERS 5 /* range of outilers to track in 1dB steps */ #define PITCH_MIN_PERIOD 32 #define PITCH_MAX_PERIOD 256 // use predictive quantiser for this test #define num_stages pred_num_stages #define vq pred_vq #define m pred_m extern int num_stages; extern float vq[MAX_STAGES*NB_BANDS*MAX_ENTRIES]; extern int m[MAX_STAGES]; int main(int argc, char *argv[]) { FILE *fin, *fout; float features[NB_FEATURES], features_out[NB_FEATURES]; int f = 0, dec = 3; float features_quant[NB_FEATURES], features_quant_[NB_FEATURES], err[NB_BANDS]; int indexes[MAX_STAGES]; float sum_sq_err = 0.0; int d,i,n = 0; float fract; int c, k=NB_BANDS; float pred = 0.9; int mbest_survivors = 5; char label[80] = ""; /* weight applied to first cepstral */ float weight = 1.0/sqrt(NB_BANDS); int pitch_bits = 6; //for(i=0; i=0; i--) if (sqrt(e/NB_BANDS) > (float)(i+1.0)) { noutliers[i]++; break; } qv++; } else { /* interpolated frame ----------------------------------------*/ for(i=0; i "); for (i=0; i #include #include #include #include #define NB_FEATURES 55 #define FRAMES 18 int main(void) { FILE *fout = fopen("ramp.f32", "wb"); assert(fout != NULL); float features[NB_FEATURES]; int i,j; for(i=0; i #include #include "codec2_pitch.h" int frames; /*---------------------------------------------------------------------------*\ MAIN \*---------------------------------------------------------------------------*/ int main(int argc, char *argv[]) { if (argc < 3) { printf("\nusage: %s InputRawSpeechFile Outputf0PitchTextFile\n", argv[0]); exit(1); } int Sn_size, new_samples_each_call; CODEC2_PITCH *c2_pitch = codec2_pitch_create(&Sn_size, &new_samples_each_call); short buf[new_samples_each_call]; float Sn[Sn_size]; /* float buffer of input speech samples */ FILE *fin,*fout; int pitch_samples; float f0, voicing; int i; /* Input file */ if ((fin = fopen(argv[1],"rb")) == NULL) { printf("Error opening input speech file: %s\n",argv[1]); exit(1); } /* Output file */ if ((fout = fopen(argv[2],"wt")) == NULL) { printf("Error opening output text file: %s\n",argv[2]); exit(1); } for(i=0; i #include #include "lpcnet_dump.h" int main(int argc, char **argv) { FILE *f1; FILE *ffeat; LPCNET_DUMP *d; d = lpcnet_dump_create(); if (argc != 3) { fprintf(stderr, "Too few arguments\n"); fprintf(stderr, "usage: %s \n", argv[0]); exit(1); } if (strcmp(argv[1], "-") == 0) f1 = stdin; else { f1 = fopen(argv[1], "rb"); if (f1 == NULL) { fprintf(stderr,"Error opening input .s16 16kHz speech input file: %s\n", argv[1]); exit(1); } } if (strcmp(argv[2], "-") == 0) ffeat = stdout; else { ffeat = fopen(argv[2], "wb"); if (ffeat == NULL) { fprintf(stderr,"Error opening output feature file: %s\n", argv[2]); exit(1); } } float x[FRAME_SIZE]; float features[LPCNET_NB_FEATURES]; int i; int f=0; int nread; while (1) { /* note one frame delay */ for (i=0;itmp[i]; nread = fread(&d->tmp, sizeof(short), FRAME_SIZE, f1); if (nread != FRAME_SIZE) break; lpcnet_dump(d,x,features); fwrite(features, sizeof(float), LPCNET_NB_FEATURES, ffeat); f++; } fprintf(stderr, "%d %d %d\n", f, FRAME_SIZE, LPCNET_NB_FEATURES); fclose(f1); fclose(ffeat); lpcnet_dump_destroy(d); return 0; } LPCNet-0.1/src/test_lpcnet.c000066400000000000000000000070441355716052400157330ustar00rootroot00000000000000/* Copyright (c) 2018 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 #include #include #include "arch.h" #include "lpcnet.h" #include "freq.h" #include "nnet_rw.h" #include "nnet_data.h" int main(int argc, char **argv) { FILE *fin, *fout; LPCNetState *net; int logmag = 0; net = lpcnet_create(); int o = 0; int opt_idx = 0; while( o != -1 ) { static struct option long_opts[] = { {"mag", no_argument, 0, 'i'}, {"nnet", required_argument, 0, 'n'}, {"logstates", required_argument, 0, 'l'}, {0, 0, 0, 0} }; o = getopt_long(argc,argv,"ihn:l:",long_opts,&opt_idx); switch(o){ case 'i': logmag = 1; fprintf(stderr, "logmag: %d\n", logmag); break; case 'l': fprintf(stderr, "logstates file: %s\n", optarg); lpcnet_open_test_file(net, optarg); break; case 'n': fprintf(stderr, "loading nnet: %s\n", optarg); nnet_read(optarg); break; case '?': goto helpmsg; break; } } int dx = optind; if ((argc - dx) < 2) { helpmsg: fprintf(stderr, "usage: test_lpcnet [--mag] [--logstates statesfile] [--nnet lpcnet_xxx.f32] \n"); return 0; } if (strcmp(argv[dx], "-") == 0) fin = stdin; else { fin = fopen(argv[dx], "rb"); if (fin == NULL) { fprintf(stderr, "Can't open %s\n", argv[dx]); exit(1); } } if (strcmp(argv[dx+1], "-") == 0) fout = stdout; else { fout = fopen(argv[dx+1], "wb"); if (fout == NULL) { fprintf(stderr, "Can't open %s\n", argv[dx+1]); exit(1); } } while (1) { float in_features[NB_TOTAL_FEATURES]; float features[NB_FEATURES]; short pcm[FRAME_SIZE]; int nread = fread(in_features, sizeof(features[0]), NB_TOTAL_FEATURES, fin); if (nread != NB_TOTAL_FEATURES) break; RNN_COPY(features, in_features, NB_FEATURES); RNN_CLEAR(&features[18], 18); lpcnet_synthesize(net, pcm, features, FRAME_SIZE, logmag); fwrite(pcm, sizeof(pcm[0]), FRAME_SIZE, fout); if (fout == stdout) fflush(stdout); } fclose(fin); fclose(fout); lpcnet_destroy(net); return 0; } LPCNet-0.1/src/test_lpcnet.py000077500000000000000000000076261355716052400161520ustar00rootroot00000000000000#!/usr/bin/python3 '''Copyright (c) 2018 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. ''' import lpcnet import sys import numpy as np from keras.optimizers import Adam from keras.callbacks import ModelCheckpoint from ulaw import ulaw2lin, lin2ulaw import keras.backend as K import h5py import tensorflow as tf from keras.backend.tensorflow_backend import set_session config = tf.ConfigProto() config.gpu_options.per_process_gpu_memory_fraction = 0.2 set_session(tf.Session(config=config)) model, enc, dec = lpcnet.new_lpcnet_model(use_gpu=False) model.compile(optimizer='adam', loss='sparse_categorical_crossentropy', metrics=['sparse_categorical_accuracy']) #model.summary() feature_file = sys.argv[1] out_file = sys.argv[2] frame_size = model.frame_size nb_features = 55 nb_used_features = model.nb_used_features features = np.fromfile(feature_file, dtype='float32') features = np.resize(features, (-1, nb_features)) nb_frames = 1 feature_chunk_size = features.shape[0] pcm_chunk_size = frame_size*feature_chunk_size features = np.reshape(features, (nb_frames, feature_chunk_size, nb_features)) features[:,:,18:36] = 0 periods = (.1 + 50*features[:,:,36:37]+100).astype('int16') model.load_weights('lpcnet20h_384_10_G16_80.h5') order = 16 pcm = np.zeros((nb_frames*pcm_chunk_size, )) fexc = np.zeros((1, 1, 3), dtype='int16')+128 state1 = np.zeros((1, model.rnn_units1), dtype='float32') state2 = np.zeros((1, model.rnn_units2), dtype='float32') mem = 0 coef = 0.85 fout = open(out_file, 'wb') skip = order + 1 for c in range(0, nb_frames): cfeat = enc.predict([features[c:c+1, :, :nb_used_features], periods[c:c+1, :, :]]) for fr in range(0, feature_chunk_size): f = c*feature_chunk_size + fr a = features[c, fr, nb_features-order:] for i in range(skip, frame_size): pred = -sum(a*pcm[f*frame_size + i - 1:f*frame_size + i - order-1:-1]) fexc[0, 0, 1] = lin2ulaw(pred) p, state1, state2 = dec.predict([fexc, cfeat[:, fr:fr+1, :], state1, state2]) #Lower the temperature for voiced frames to reduce noisiness p *= np.power(p, np.maximum(0, 1.5*features[c, fr, 37] - .5)) p = p/(1e-18 + np.sum(p)) #Cut off the tail of the remaining distribution p = np.maximum(p-0.002, 0).astype('float64') p = p/(1e-8 + np.sum(p)) fexc[0, 0, 2] = np.argmax(np.random.multinomial(1, p[0,0,:], 1)) pcm[f*frame_size + i] = pred + ulaw2lin(fexc[0, 0, 2]) fexc[0, 0, 0] = lin2ulaw(pcm[f*frame_size + i]) mem = coef*mem + pcm[f*frame_size + i] #print(mem) np.array([np.round(mem)], dtype='int16').tofile(fout) skip = 0 LPCNet-0.1/src/test_vec.c000066400000000000000000000052521355716052400152220ustar00rootroot00000000000000#include #include #include "opus_types.h" #include "arch.h" #include "common.h" #include "tansig_table.h" #define LPCNET_TEST // we need to call two versions of each functions that have the same // name, so use #defines to temp rename them #define celt_exp2 celt_exp2_fast #define tansig_approx tansig_approx_fast #define sigmoid_approx sigmoid_approx_fast #define softmax softmax_fast #define vec_tanh vec_tanh_fast #define vec_sigmoid vec_sigmoid_fast #define sgemv_accum16 sgemv_accum16_fast #define sparse_sgemv_accum16 sparse_sgemv_accum16_fast #ifdef __AVX__ #include "vec_avx.h" #ifdef __AVX2__ const char simd[]="AVX2"; #else const char simd[]="AVX"; #endif #elif __ARM_NEON__ #include "vec_neon.h" const char simd[]="NEON"; #else const char simd[]="none"; #endif #undef celt_exp2 #undef tansig_approx #undef sigmoid_approx #undef softmax #undef vec_tanh #undef vec_sigmoid #undef sgemv_accum16 #undef sparse_sgemv_accum16 #include "vec.h" #define ROW_STEP 16 #define ROWS ROW_STEP*10 #define COLS 2 #define ENTRIES 2 int test_sgemv_accum16() { float weights[ROWS*COLS]; float x[COLS]; float out[ROWS], out_fast[ROWS]; int i; printf("sgemv_accum16.....................: "); for(i=0; i $VQ_NAME'_s0.f32' else echo "working in Ly (log magnitude) domain" cat $t | ./idct > $VQ_NAME'_s0.f32' fi vqtrain $VQ_NAME'_s0.f32' $K 2048 $VQ_NAME'_stage1.f32' -r $VQ_NAME'_s1.f32' -s $STOP vqtrain $VQ_NAME'_s1.f32' $K 2048 $VQ_NAME'_stage2.f32' -r $VQ_NAME'_s2.f32' -s $STOP vqtrain $VQ_NAME'_s2.f32' $K 2048 $VQ_NAME'_stage3.f32' -r $VQ_NAME'_s3.f32' -s $STOP if [ -z "$LOGMAG" ]; then echo "final two stages $K elements" vqtrain $VQ_NAME'_s3.f32' $K 2048 $VQ_NAME'_stage4.f32' -r $VQ_NAME'_s5.f32' -s $STOP vqtrain $VQ_NAME'_s4.f32' $K 2048 $VQ_NAME'_stage5.f32' -r $VQ_NAME'_s6.f32' -s $STOP else echo "final stage $FINAL_K elements" t=$(mktemp) extract -e `expr $FINAL_K - 1` -t $K $VQ_NAME'_s3.f32' $t vqtrain $t $FINAL_K 2048 $VQ_NAME'_stage4.f32' -r $VQ_NAME'_s5.f32' -s $STOP -t $K fi LPCNet-0.1/train_pred1.sh000077500000000000000000000015101355716052400152130ustar00rootroot00000000000000#!/bin/sh -x # train_pred2.sh # David Rowe Jan 2019 # Train multi-stage VQ for LPCNet PATH=$PATH:/home/david/codec2-dev/build_linux/misc/ if [ $# -lt 1 ]; then echo "usage: ./train_pred1.sh [-w] VQprefix" echo " $ ./train_pred1.sh pred1_v1" exit 1 fi VQ_NAME=$1 echo $VQ_NAME K=18 STOP=1E-2 echo "*********" echo "Pred 1" echo "*********" echo "weighting dctLy[0] ...." t=$(mktemp) extract all_speech_features.f32 $t 0 17 10 1.0 1 cat $t | ./weight > $VQ_NAME'_s0.f32' vqtrain $VQ_NAME'_s0.f32' $K 2048 $VQ_NAME'_stage1.f32' -r $VQ_NAME'_s1.f32' -s $STOP vqtrain $VQ_NAME'_s1.f32' $K 2048 $VQ_NAME'_stage2.f32' -r $VQ_NAME'_s2.f32' -s $STOP vqtrain $VQ_NAME'_s2.f32' $K 2048 $VQ_NAME'_stage3.f32' -r $VQ_NAME'_s3.f32' -s $STOP vqtrain $VQ_NAME'_s3.f32' $K 2048 $VQ_NAME'_stage4.f32' -r $VQ_NAME'_s4.f32' -s $STOP LPCNet-0.1/train_pred2.sh000077500000000000000000000015121355716052400152160ustar00rootroot00000000000000#!/bin/sh -x # train_pred2.sh # David Rowe Jan 2019 # Train multi-stage VQ for LPCNet PATH=$PATH:/home/david/codec2-dev/build_linux/misc/ if [ $# -lt 1 ]; then echo "usage: ./train_pred2.sh [-w] VQprefix" echo " $ ./train_pred2.sh pred2_v1" exit 1 fi VQ_NAME=$1 echo $VQ_NAME K=18 STOP=1E-2 echo "*********" echo "Pred 2" echo "*********" echo "weighting dctLy[0] ...." t=$(mktemp) extract all_speech_features_5e6.f32 $t 0 17 10 1 2 cat $t | ./weight > $VQ_NAME'_s0.f32' vqtrain $VQ_NAME'_s0.f32' $K 2048 $VQ_NAME'_stage1.f32' -r $VQ_NAME'_s1.f32' -s $STOP vqtrain $VQ_NAME'_s1.f32' $K 2048 $VQ_NAME'_stage2.f32' -r $VQ_NAME'_s2.f32' -s $STOP vqtrain $VQ_NAME'_s2.f32' $K 2048 $VQ_NAME'_stage3.f32' -r $VQ_NAME'_s3.f32' -s $STOP vqtrain $VQ_NAME'_s3.f32' $K 2048 $VQ_NAME'_stage4.f32' -r $VQ_NAME'_s4.f32' -s $STOP LPCNet-0.1/unittest/000077500000000000000000000000001355716052400143265ustar00rootroot00000000000000LPCNet-0.1/unittest/birch_20h_states_targ.f32000066400000000000000000075061201355716052400210150ustar00rootroot00000000000000 -̼莩;$|<<1;<= ý--㈽uHW<򋰽;/Q=:o=V=9~(6: ,=ox<=#qD=]ԝw==?~CX=ka=2<¼2Žz;=bQ=}2D׼芔=g\=3𤼟=UP|=;Ѕ={ }=a>[<¯=k?** >|=[>wX߻< >h[ ֚<9=:y?>[6ԽX=>*|O:>|=Ns>t5=`=HgоX=cs=tpDP=T>}=Eg=ZKBKў\+/m=zF=k.ǽ뜽}:= ن=:ec3mS=:wڽ=`=٢=g<=T>CFK=$X=rtR>p0k?U?W?"P??>Yl? ?Vx#?A>K>=^>s=3?/g?Vʕ?Ǟ)?1PwKCkbQt_f ?̽e??V>W>i5?y>?^=d K>])?9ɾ"EU>??&'>n>sS?3?/>"˿6|?e?~i?F>1z>^T?t,>KO=*žPBD?0?6Ir?&?c ?-?>HY f>>$&_W1?b#?pk>4>>\=>l'K-?=?D!g8Wu.)"?++?? 4_?dz*? ξ;؍>q>j??u)?E>?G?߳>L?M`>>>ν.# ??O>@ չ>R?a?b܃<8?'>4>#*=I{} >ԟ?)?Zُ?#Y>nj?1?3D?.F #olF96>NF?4` M>&~>\???=om ?1?u%?*??OD>j(?T?)? @6?%?#=4'-(7> dRP=kp=x]Z>J>M=w?j?$?U? 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