From d8000297149405b86d3a0ea10e834b7f8369dc9d Mon Sep 17 00:00:00 2001 From: Georgi Gerganov Date: Mon, 25 Apr 2022 18:30:17 +0300 Subject: [PATCH] Keytap3 - fully automated attack + many improvements --- CMakeLists.txt | 75 +- README.md | 34 +- audio_logger.cpp => audio-logger.cpp | 107 +- audio_logger.h => audio-logger.h | 20 +- common.cpp | 379 +++- common.h | 65 +- compress-n-grams.cpp | 20 + constants.h | 8 +- data/ggwords-3-gram.dat.binary | Bin 0 -> 40717 bytes data/ggwords-4-gram.dat.binary | Bin 0 -> 308149 bytes data/ggwords-5-gram.dat.binary | Bin 0 -> 1739012 bytes data/ggwords-6-gram.dat.binary | Bin 0 -> 7860897 bytes generate-clusters.cpp | 18 +- guess_qp.cpp => guess-qp.cpp | 6 +- guess_qp2.cpp => guess-qp2.cpp | 6 +- index-keytap2-gui-tmpl.html | 2 +- index-keytap3-app-tmpl.html | 254 +++ key_average_gui.cpp => key-average-gui.cpp | 4 +- key-detector.cpp | 116 ++ key_detector.cpp | 96 - key_logger.cpp | 185 -- key_logger.h | 27 - keytap-gui.cpp | 2 +- keytap.cpp | 4 +- keytap2-gui.cpp | 33 +- keytap2.cpp | 2 +- keytap3-app.cpp | 577 ++++++ keytap3-gui.cpp | 1833 ++++++++++++++++++++ keytap3-multi.cpp | 196 +++ keytap3.cpp | 266 +++ non-exact-subbreak.cpp | 6 +- non-exact-subbreak2.cpp | 6 +- record-full.cpp | 3 +- record.cpp | 2 +- style.css | 19 + subbreak2.cpp | 1 + subbreak3.cpp | 1280 ++++++++++++++ subbreak3.h | 142 ++ test-subbreak3.cpp | 55 + view-full-gui.cpp | 31 +- 40 files changed, 5381 insertions(+), 499 deletions(-) rename audio_logger.cpp => audio-logger.cpp (76%) rename audio_logger.h => audio-logger.h (79%) create mode 100644 compress-n-grams.cpp create mode 100644 data/ggwords-3-gram.dat.binary create mode 100644 data/ggwords-4-gram.dat.binary create mode 100644 data/ggwords-5-gram.dat.binary create mode 100644 data/ggwords-6-gram.dat.binary rename guess_qp.cpp => guess-qp.cpp (99%) rename guess_qp2.cpp => guess-qp2.cpp (99%) create mode 100644 index-keytap3-app-tmpl.html rename key_average_gui.cpp => key-average-gui.cpp (99%) create mode 100644 key-detector.cpp delete mode 100644 key_detector.cpp delete mode 100644 key_logger.cpp delete mode 100644 key_logger.h create mode 100644 keytap3-app.cpp create mode 100644 keytap3-gui.cpp create mode 100644 keytap3-multi.cpp create mode 100644 keytap3.cpp create mode 100644 subbreak3.cpp create mode 100644 subbreak3.h create mode 100644 test-subbreak3.cpp diff --git a/CMakeLists.txt b/CMakeLists.txt index f60d98d..b91e22f 100644 --- a/CMakeLists.txt +++ b/CMakeLists.txt @@ -49,12 +49,24 @@ if (CMAKE_COMPILER_IS_GNUCC OR CMAKE_CXX_COMPILER_ID MATCHES "Clang") set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} -Wall -Wextra -pedantic") endif() -set (CMAKE_CXX_STANDARD 14) +set (CMAKE_CXX_STANDARD 17) set (CMAKE_CXX_STANDARD_REQUIRED ON) if (EMSCRIPTEN) set (CMAKE_CXX_FLAGS " \ -s USE_SDL=2 \ + -s USE_PTHREADS=1 \ + ") + #-s DISABLE_EXCEPTION_CATCHING=1 \ + + set(CMAKE_EXE_LINKER_FLAGS " \ + --bind \ + --use-preload-cache \ + --closure 1 \ + -s ASSERTIONS=1 \ + -s NO_EXIT_RUNTIME=0 \ + -s PTHREAD_POOL_SIZE=8 \ + -s INITIAL_MEMORY=536870912 \ ") elseif(MINGW) find_package(PkgConfig REQUIRED) @@ -101,7 +113,7 @@ include_directories(${OPENGL_INCLUDE_DIR}) add_library(Core STATIC common.cpp - audio_logger.cpp + audio-logger.cpp ) target_include_directories(Core PRIVATE @@ -158,11 +170,17 @@ else() ) endif() +add_executable(keytap-gui keytap-gui.cpp) +target_link_libraries(keytap-gui PRIVATE Core Gui) + add_executable(keytap2-gui keytap2-gui.cpp subbreak2.cpp) target_link_libraries(keytap2-gui PRIVATE Core Gui) -add_executable(keytap-gui keytap-gui.cpp) -target_link_libraries(keytap-gui PRIVATE Core Gui) +add_executable(keytap3-gui keytap3-gui.cpp subbreak3.cpp) +target_link_libraries(keytap3-gui PRIVATE Core Gui) + +add_executable(keytap3-app keytap3-app.cpp subbreak3.cpp) +target_link_libraries(keytap3-app PRIVATE Core) add_executable(view-full-gui view-full-gui.cpp) target_link_libraries(view-full-gui PRIVATE Core Gui) @@ -175,7 +193,7 @@ if (EMSCRIPTEN) set_target_properties(${TARGET} PROPERTIES LINK_FLAGS " \ -s TOTAL_MEMORY=536870912 \ -s LZ4=1 \ - --preload-file ${PROJECT_SOURCE_DIR}/chal/record@/ \ \ + --preload-file ${PROJECT_SOURCE_DIR}/chal/record@/chal/record/ \ \ ") ## keytap-gui @@ -195,7 +213,20 @@ if (EMSCRIPTEN) -s TOTAL_MEMORY=536870912 \ -s FORCE_FILESYSTEM=1 \ -s LZ4=1 \ - --preload-file ${PROJECT_SOURCE_DIR}/data@/ \ + --preload-file ${PROJECT_SOURCE_DIR}/data/@/data/ \ + ") + + configure_file(${CMAKE_SOURCE_DIR}/index-${TARGET}-tmpl.html ${CMAKE_RUNTIME_OUTPUT_DIRECTORY}/index.html @ONLY) + configure_file(${CMAKE_SOURCE_DIR}/style.css ${CMAKE_RUNTIME_OUTPUT_DIRECTORY}/style.css @ONLY) + + # keytap3-app + set(TARGET keytap3-app) + set(CMAKE_RUNTIME_OUTPUT_DIRECTORY ${CMAKE_BINARY_DIR}/${TARGET}) + + set_target_properties(${TARGET} PROPERTIES LINK_FLAGS " \ + -s FORCE_FILESYSTEM=1 \ + -s LZ4=1 \ + --preload-file ${PROJECT_SOURCE_DIR}/data/ggwords-6-gram.dat.binary@/data/ \ ") configure_file(${CMAKE_SOURCE_DIR}/index-${TARGET}-tmpl.html ${CMAKE_RUNTIME_OUTPUT_DIRECTORY}/index.html @ONLY) @@ -203,12 +234,18 @@ if (EMSCRIPTEN) endif() if (NOT EMSCRIPTEN) + add_executable(key-detector key-detector.cpp) + target_link_libraries(key-detector PRIVATE Core) + add_executable(keytap keytap.cpp) target_link_libraries(keytap PRIVATE Core) add_executable(keytap2 keytap2.cpp) target_link_libraries(keytap2 PRIVATE Core) + add_executable(keytap3 keytap3.cpp subbreak3.cpp) + target_link_libraries(keytap3 PRIVATE Core) + add_executable(play play.cpp) target_link_libraries(play PRIVATE Core) @@ -227,26 +264,29 @@ if (NOT EMSCRIPTEN) add_executable(view-gui view-gui.cpp) target_link_libraries(view-gui PRIVATE Core Gui) + add_executable(compress-n-grams compress-n-grams.cpp subbreak3.cpp) + target_link_libraries(compress-n-grams PRIVATE Core) + # ## Experimental stuff if (BUILD_EXPERIMENTAL) if (FFTW_FOUND) - add_executable(key_average_gui key_average_gui.cpp) - target_include_directories(key_average_gui PRIVATE ${FFTW_INCLUDE_DIRS}) - target_link_libraries(key_average_gui PRIVATE Core Gui ${FFTW_LIBRARIES}) + add_executable(key-average-gui key-average-gui.cpp) + target_include_directories(key-average-gui PRIVATE ${FFTW_INCLUDE_DIRS}) + target_link_libraries(key-average-gui PRIVATE Core Gui ${FFTW_LIBRARIES}) else() - message(WARNING "Skipping 'key_average_gui' target because FFTW is not available") + message(WARNING "Skipping 'key-average-gui' target because FFTW is not available") endif() - add_executable(guess_qp guess_qp.cpp) - target_link_libraries(guess_qp PRIVATE Core) + add_executable(keytap3-multi keytap3-multi.cpp subbreak3.cpp) + target_link_libraries(keytap3-multi PRIVATE Core) - add_executable(guess_qp2 guess_qp2.cpp) - target_link_libraries(guess_qp2 PRIVATE Core) + add_executable(guess-qp guess-qp.cpp) + target_link_libraries(guess-qp PRIVATE Core) - add_executable(key_detector key_detector.cpp) - target_link_libraries(key_detector PRIVATE Core) + add_executable(guess-qp2 guess-qp2.cpp) + target_link_libraries(guess-qp2 PRIVATE Core) add_executable(scale scale.cpp) target_link_libraries(scale PRIVATE Core) @@ -262,6 +302,9 @@ if (NOT EMSCRIPTEN) add_executable(generate-clusters generate-clusters.cpp subbreak2.cpp) target_link_libraries(generate-clusters PRIVATE Core) + + add_executable(test-subbreak3 test-subbreak3.cpp subbreak3.cpp) + target_link_libraries(test-subbreak3 PRIVATE Core) endif() endif() diff --git a/README.md b/README.md index 16f2518..549720c 100644 --- a/README.md +++ b/README.md @@ -24,6 +24,13 @@ The **keytap2** tool is another interesting tool for recovering text from audio. [CTF: can you guess the text being typed?](https://ggerganov.github.io/keytap-challenge/) +### Keytap3 + +This version introduces significant algorithm improvements and better n-gram statistics. The attack is now fully +automated and and does not require any manual intervation during the decoding process. + +[Check if your keyboard is vulnerable to Keytap](https://keytap3.ggerganov.com) + ### What people say about Keytap *"This works incredibly well.\ @@ -48,7 +55,7 @@ Dependencies: [Mac OS with brew] $ brew install sdl2 - + [MSYS2] $ pacman -S git cmake make mingw-w64-x86_64-dlfcn mingw-w64-x86_64-gcc mingw-w64-x86_64-SDL2 @@ -75,17 +82,20 @@ Short summary of the available tools. If the status of the tool is not **stable* | **play-full** | text | **stable** | | **view-gui** | gui | **stable** | | **view-full-gui** | gui | **stable** | +| **key-detector** | text | **stable** | | **keytap** | text | **stable** | | **keytap-gui** | gui | **stable** | -| **keytap2** | text | development | -| **keytap2-gui** | gui | **stable** | +| **keytap2-gui** | gui | **stable** | +| **keytap3** | text | **stable** | | - | *extra* | - | -| **guess_qp** | text | experiment | -| **guess_qp2** | text | experiment | -| **key_detector** | text | experiment | +| **guess-qp** | text | experiment | +| **guess-qp2** | text | experiment | +| **keytap3-multi** | text | experiment | | **scale** | text | experiment | | **subreak** | text | experiment | -| **key_average_gui** | gui | experiment | +| **key-average-gui** | gui | experiment | +| **keytap2** | text | experiment | +| **keytap3-gui** | gui | experiment | ## Tool details @@ -151,6 +161,16 @@ Short summary of the available tools. If the status of the tool is not **stable* --- +* **keytap3** + + Fully automated recovery of unknown text from audio recordings. + + ./keytap3 input.kbd ../data [-cN] [-CN] [-pF] [-tF] [-FN] [-fN] + + Online demo: https://keytap3.ggerganov.com + + --- + * **view-full-gui** Visualize waveforms recorded with the **record-full** tool. Can also playback the audio data. diff --git a/audio_logger.cpp b/audio-logger.cpp similarity index 76% rename from audio_logger.cpp rename to audio-logger.cpp index f3a2318..7072450 100644 --- a/audio_logger.cpp +++ b/audio-logger.cpp @@ -1,9 +1,9 @@ -/*! \file audio_logger.cpp +/*! \file audio-logger.cpp * \brief Enter description here. * \author Georgi Gerganov */ -#include "audio_logger.h" +#include "audio-logger.h" #include #include @@ -12,93 +12,7 @@ #include #include -#ifndef pi -#define pi 3.1415926535897932384626433832795 -#endif - -#ifndef sqrt2 -#define sqrt2 (2.0 * 0.707106781186547524401) -#endif - -#ifndef sqrt2over2 -#define sqrt2over2 0.707106781186547524401 -#endif - namespace { - - // DSP filter - // ref : https://github.com/dimtass/DSP-Cpp-filters - - struct TFilterCoefficients { - float a0; - float a1; - float a2; - float b1; - float b2; - float c0; - float d0; - - float xnz1; - float xnz2; - float ynz1; - float ynz2; - }; - - TFilterCoefficients calculateCoefficientsFirstOrderHighPass(int fc, int fs) { - TFilterCoefficients res; - - float th = 2.0 * pi * fc / fs; - float g = cos(th) / (1.0 + sin(th)); - res.a0 = (1.0 + g) / 2.0; - res.a1 = -((1.0 + g) / 2.0); - res.a2 = 0.0; - res.b1 = -g; - res.b2 = 0.0; - - return res; - } - - TFilterCoefficients calculateCoefficientsSecondOrderButterworthHighPass(int fc, int fs) { - TFilterCoefficients res; - - float c = tan(pi*fc / fs); - res.a0 = 1.0 / (1.0 + sqrt2*c + pow(c, 2.0)); - res.a1 = -2.0 * res.a0; - res.a2 = res.a0; - res.b1 = 2.0 * res.a0*(pow(c, 2.0) - 1.0); - res.b2 = res.a0 * (1.0 - sqrt2*c + pow(c, 2.0)); - - return res; - } - - AudioLogger::Sample filterFirstOrderHighPass(TFilterCoefficients & coefficients, AudioLogger::Sample sample) { - AudioLogger::Sample xn = sample; - AudioLogger::Sample yn = - coefficients.a0*xn + coefficients.a1*coefficients.xnz1 + coefficients.a2*coefficients.xnz2 - - coefficients.b1*coefficients.ynz1 - coefficients.b2*coefficients.xnz2; - - coefficients.xnz2 = coefficients.xnz1; - coefficients.xnz1 = xn; - coefficients.xnz2 = coefficients.ynz1; - coefficients.ynz1 = yn; - - return yn; - } - - AudioLogger::Sample filterSecondOrderButterworthHighPass(TFilterCoefficients & coefficients, AudioLogger::Sample sample) { - AudioLogger::Sample xn = sample; - AudioLogger::Sample yn = - coefficients.a0*xn + coefficients.a1*coefficients.xnz1 + coefficients.a2*coefficients.xnz2 - - coefficients.b1*coefficients.ynz1 - coefficients.b2*coefficients.xnz2; - - coefficients.xnz2 = coefficients.xnz1; - coefficients.xnz1 = xn; - coefficients.xnz2 = coefficients.ynz1; - coefficients.ynz1 = yn; - - return yn; - } - void cbAudioReady(void * userData, uint8_t * stream, int32_t /*nbytes*/) { AudioLogger * logger = (AudioLogger *)(userData); logger->addFrame((AudioLogger::Sample *)(stream)); @@ -235,16 +149,16 @@ bool AudioLogger::install(Parameters && parameters) { parameters.nChannels = obtainedSpec.channels; switch (parameters.filter) { - case AudioLogger::Parameters::EFilter::None: + case EAudioFilter::None: { } break; - case AudioLogger::Parameters::EFilter::FirstOrderHighPass: + case EAudioFilter::FirstOrderHighPass: { data.filterCoefficients = ::calculateCoefficientsFirstOrderHighPass(parameters.freqCutoff_Hz, parameters.sampleRate); } break; - case AudioLogger::Parameters::EFilter::SecondOrderButterworthHighPass: + case EAudioFilter::SecondOrderButterworthHighPass: { data.filterCoefficients = ::calculateCoefficientsSecondOrderButterworthHighPass(parameters.freqCutoff_Hz, parameters.sampleRate); } @@ -254,6 +168,11 @@ bool AudioLogger::install(Parameters && parameters) { data.parameters = parameters; data.isReady = true; + // print filter paramters + printf(" Audio Filter: %d\n", parameters.filter); + printf(" Cutoff frequency: %g Hz\n", parameters.freqCutoff_Hz); + printf("Capturing audio ..\n"); + return true; } @@ -289,18 +208,18 @@ bool AudioLogger::addFrame(const Sample * stream) { } switch (data.parameters.filter) { - case AudioLogger::Parameters::EFilter::None: + case EAudioFilter::None: { } break; - case AudioLogger::Parameters::EFilter::FirstOrderHighPass: + case EAudioFilter::FirstOrderHighPass: { for (auto & s : curFrame) { s = ::filterFirstOrderHighPass(data.filterCoefficients, s); } } break; - case AudioLogger::Parameters::EFilter::SecondOrderButterworthHighPass: + case EAudioFilter::SecondOrderButterworthHighPass: { for (auto & s : curFrame) { s = ::filterSecondOrderButterworthHighPass(data.filterCoefficients, s); diff --git a/audio_logger.h b/audio-logger.h similarity index 79% rename from audio_logger.h rename to audio-logger.h index 0e76077..2c77122 100644 --- a/audio_logger.h +++ b/audio-logger.h @@ -1,5 +1,9 @@ -/*! \file audio_logger.h - * \brief Enter description here. +/*! \file audio-logger.h + * \brief Audio capture helper class + * + * Used by all kbd-audio tools. + * It provides a stream of captured audio via a provided callback. + * * \author Georgi Gerganov */ @@ -38,17 +42,11 @@ class AudioLogger { ESampleType sampleType = F32SYS; - // Filter + // Audio Filter - enum EFilter { - None = 0, - FirstOrderHighPass, - SecondOrderButterworthHighPass, - }; - - EFilter filter = FirstOrderHighPass; + EAudioFilter filter = FirstOrderHighPass; - float freqCutoff_Hz = -1.0f; + float freqCutoff_Hz = 1000.0f; }; AudioLogger(); diff --git a/common.cpp b/common.cpp index 39ce194..67a616b 100644 --- a/common.cpp +++ b/common.cpp @@ -14,6 +14,18 @@ #include #include +#ifndef pi +#define pi 3.1415926535897932384626433832795 +#endif + +#ifndef sqrt2 +#define sqrt2 (2.0 * 0.707106781186547524401) +#endif + +#ifndef sqrt2over2 +#define sqrt2over2 0.707106781186547524401 +#endif + namespace { template bool readWaveform(std::ifstream & fin, TWaveformT & res, int32_t offset, std::streamsize size) { @@ -94,6 +106,39 @@ bool convert(const TWaveformT & src, TWaveformT & dst) { template bool convert(const TWaveformT & src, TWaveformT & dst); +template +void filter(TWaveformT & waveform, EAudioFilter filter, float freqCutoff_Hz, int64_t sampleRate) { + switch (filter) { + case EAudioFilter::None: + { + return; + } + break; + case EAudioFilter::FirstOrderHighPass: + { + auto filterCoefficients = ::calculateCoefficientsFirstOrderHighPass(freqCutoff_Hz, sampleRate); + for (auto & s : waveform) { + s = ::filterFirstOrderHighPass(filterCoefficients, s); + } + return; + } + break; + case EAudioFilter::SecondOrderButterworthHighPass: + { + auto filterCoefficients = ::calculateCoefficientsSecondOrderButterworthHighPass(freqCutoff_Hz, sampleRate); + for (auto & s : waveform) { + s = ::filterSecondOrderButterworthHighPass(filterCoefficients, s); + } + return; + } + break; + } + + fprintf(stderr, "Unknown filter type: %d\n", filter); +} + +template void filter(TWaveformT & waveform, EAudioFilter filter, float freqCutoff_Hz, int64_t sampleRate); + template double calcAbsMax(const TWaveformT & waveform) { double amax = 0.0f; @@ -194,6 +239,65 @@ bool readFromFile(const std::string & fname, TWaveformT & res, TTrainKe template bool readFromFile(const std::string & fname, TWaveformT & res, TTrainKeys & trainKeys, int32_t & bufferSize_frames); +// +// filters +// + +TFilterCoefficients calculateCoefficientsFirstOrderHighPass(int fc, int fs) { + TFilterCoefficients res; + + float th = 2.0 * pi * fc / fs; + float g = cos(th) / (1.0 + sin(th)); + res.a0 = (1.0 + g) / 2.0; + res.a1 = -((1.0 + g) / 2.0); + res.a2 = 0.0; + res.b1 = -g; + res.b2 = 0.0; + + return res; +} + +TFilterCoefficients calculateCoefficientsSecondOrderButterworthHighPass(int fc, int fs) { + TFilterCoefficients res; + + float c = tan(pi*fc / fs); + res.a0 = 1.0 / (1.0 + sqrt2*c + pow(c, 2.0)); + res.a1 = -2.0 * res.a0; + res.a2 = res.a0; + res.b1 = 2.0 * res.a0*(pow(c, 2.0) - 1.0); + res.b2 = res.a0 * (1.0 - sqrt2*c + pow(c, 2.0)); + + return res; +} + +TSampleF filterFirstOrderHighPass(TFilterCoefficients & coefficients, TSampleF sample) { + TSampleF xn = sample; + TSampleF yn = + coefficients.a0*xn + coefficients.a1*coefficients.xnz1 + coefficients.a2*coefficients.xnz2 - + coefficients.b1*coefficients.ynz1 - coefficients.b2*coefficients.ynz2; + + coefficients.xnz2 = coefficients.xnz1; + coefficients.xnz1 = xn; + coefficients.ynz2 = coefficients.ynz1; + coefficients.ynz1 = yn; + + return yn; +} + +TSampleF filterSecondOrderButterworthHighPass(TFilterCoefficients & coefficients, TSampleF sample) { + TSampleF xn = sample; + TSampleF yn = + coefficients.a0*xn + coefficients.a1*coefficients.xnz1 + coefficients.a2*coefficients.xnz2 - + coefficients.b1*coefficients.ynz1 - coefficients.b2*coefficients.ynz2; + + coefficients.xnz2 = coefficients.xnz1; + coefficients.xnz1 = xn; + coefficients.ynz2 = coefficients.ynz1; + coefficients.ynz1 = yn; + + return yn; +} + // // calcCC // @@ -210,6 +314,25 @@ std::tuple calcSum(const TKeyWaveformF & waveform, int is0, int return std::tuple(sum, sum2); } +template<> +std::tuple calcSum(const TWaveformViewT & waveform) { + int64_t sum = 0; + int64_t sum2 = 0; + + auto samples = waveform.samples; + auto n = waveform.n; + + for (int is = 0; is < n; ++is) { + for (int j = 0; j < TSampleMI16::N; j++) { + int32_t a0 = samples[is][j]; + sum += a0; + sum2 += a0*a0; + } + } + + return std::tuple(sum, sum2); +} + template std::tuple calcSum(const TWaveformViewT & waveform) { int64_t sum = 0; @@ -273,6 +396,53 @@ TValueCC calcCC( return cc; } +template<> +TValueCC calcCC( + const TWaveformViewT & waveform0, + const TWaveformViewT & waveform1, + int64_t sum0, int64_t sum02) { + TValueCC cc = -1.0f; + + int64_t sum1 = 0; + int64_t sum12 = 0; + int64_t sum01 = 0; + + auto samples0 = waveform0.samples; + auto n0 = waveform0.n; + + auto samples1 = waveform1.samples; + auto n1 = waveform1.n; + +#ifdef MY_DEBUG + if (n0 != n1) { + printf("BUG 234f8273\n"); + } +#endif + auto n = std::min(n0, n1); + + for (int64_t is = 0; is < n; ++is) { + for (int j = 0; j < TSampleMI16::N; j++) { + int32_t a0 = samples0[is][j]; + int32_t a1 = samples1[is][j]; + + sum1 += a1; + sum12 += a1*a1; + sum01 += a0*a1; + } + } + + n *= TSampleMI16::N; + + { + double nom = sum01*n - sum0*sum1; + double den2a = sum02*n - sum0*sum0; + double den2b = sum12*n - sum1*sum1; + cc = (nom)/(sqrt(den2a*den2b)); + } + + return cc; +} + template TValueCC calcCC( const TWaveformViewT & waveform0, @@ -435,6 +605,85 @@ template std::tuple findBestCC( // calculateSimilarityMap // +template<> +bool calculateSimilartyMap( + const int32_t keyPressWidth_samples, + const int32_t alignWindow_samples, + const int32_t offsetFromPeak_samples, + TKeyPressCollectionT & keyPresses, + TSimilarityMap & res) { + int nPresses = keyPresses.size(); + + int w = keyPressWidth_samples; + int a = alignWindow_samples; + + res.clear(); + res.resize(nPresses); + for (auto & x : res) x.resize(nPresses); + + int nFinished = 0; +#ifdef __EMSCRIPTEN__ + int nWorkers = std::max(1, std::min(4, int(std::thread::hardware_concurrency()) - 4)); +#else + int nWorkers = std::thread::hardware_concurrency(); +#endif + + std::mutex mutex; + std::condition_variable cv; + std::vector workers(nWorkers); + for (int iw = 0; iw < (int) workers.size(); ++iw) { + auto & worker = workers[iw]; + worker = std::thread([&](int ith) { + for (int i = ith; i < nPresses; i += nWorkers) { + res[i][i].cc = 1.0f; + res[i][i].offset = 0; + + const auto & waveform0 = keyPresses[i].waveform; + const auto & pos0 = keyPresses[i].pos; + + auto & avgcc = keyPresses[i].ccAvg; + + const auto samples0 = waveform0.samples; + + for (int j = i + 1; j < nPresses; ++j) { + if (i == j) continue; + + const auto waveform1 = keyPresses[j].waveform; + const auto pos1 = keyPresses[j].pos; + + const auto samples1 = waveform1.samples; + const auto ret = findBestCC(TWaveformViewT { samples0 + pos0 + offsetFromPeak_samples - w, 2*w }, + TWaveformViewT { samples1 + pos1 + offsetFromPeak_samples - w - a, 2*w + 2*a }, a); + + const auto bestcc = std::get<0>(ret); + const auto bestoffset = std::get<1>(ret); + + res[i][j].cc = bestcc; + res[i][j].offset = bestoffset; + + res[j][i].cc = bestcc; + res[j][i].offset = -bestoffset; + + avgcc += bestcc; + } + avgcc /= (nPresses - 1); + } + + { + std::lock_guard lock(mutex); + ++nFinished; + cv.notify_one(); + } + }, iw); + worker.detach(); + } + + std::unique_lock lock(mutex); + cv.wait(lock, [&]() { return nFinished == nWorkers; }); + + return true; +} + template bool calculateSimilartyMap( const int32_t keyPressWidth_samples, @@ -475,7 +724,7 @@ bool calculateSimilartyMap( const auto samples0 = waveform0.samples; - for (int j = 0; j < nPresses; ++j) { + for (int j = i + 1; j < nPresses; ++j) { if (i == j) continue; const auto waveform1 = keyPresses[j].waveform; @@ -491,6 +740,9 @@ bool calculateSimilartyMap( res[i][j].cc = bestcc; res[i][j].offset = bestoffset; + res[j][i].cc = bestcc; + res[j][i].offset = -bestoffset; + avgcc += bestcc; } avgcc /= (nPresses - 1); @@ -522,6 +774,116 @@ template bool calculateSimilartyMap( // findKeyPresses // +template<> +bool findKeyPresses( + const TWaveformViewT & waveform, + TKeyPressCollectionT & res, + TWaveformT & waveformThreshold, + TWaveformT & waveformMax, + double thresholdBackground, + int historySize, + int historySizeReset, + bool removeLowPower) { + res.clear(); + waveformThreshold.resize(waveform.n); + waveformMax.resize(waveform.n); + + int rbBegin = 0; + double rbAverage = 0.0; + std::vector rbSamples(8*historySize, 0.0); + + int k = historySize; + std::deque que(k); + + auto samples = waveform.samples; + auto n = waveform.n; + + TWaveformT waveformAbs(n); + for (int64_t i = 0; i < n; ++i) { + waveformAbs[i][0] = std::abs(samples[i][0]); + } + + for (int64_t i = 0; i < n; ++i) { + { + int64_t ii = i - k/2; + if (ii >= 0) { + rbAverage *= rbSamples.size(); + rbAverage -= rbSamples[rbBegin]; + double acur = waveformAbs[i][0]; + rbSamples[rbBegin] = acur; + rbAverage += acur; + rbAverage /= rbSamples.size(); + if (++rbBegin >= (int) rbSamples.size()) { + rbBegin = 0; + } + } + } + + if (i < k) { + while((!que.empty()) && waveformAbs[i] >= waveformAbs[que.back()]) { + que.pop_back(); + } + que.push_back(i); + } else { + while((!que.empty()) && que.front() <= i - k) { + que.pop_front(); + } + + while((!que.empty()) && waveformAbs[i] >= waveformAbs[que.back()]) { + que.pop_back(); + } + + que.push_back(i); + + int64_t itest = i - k/2; + if (itest >= 2*k && itest < n - 2*k && que.front() == itest) { + double acur = waveformAbs[itest][0]; + if (acur > thresholdBackground*rbAverage) { + res.emplace_back(TKeyPressDataT { std::move(waveform), itest, 0.0, -1, -1, '?' }); + } + } + waveformThreshold[itest][0] = thresholdBackground*rbAverage; + waveformMax[itest] = waveformAbs[que.front()]; + } + } + + if (removeLowPower) { + while (true) { + auto oldn = res.size(); + + double avgPower = 0.0; + for (const auto & kp : res) { + avgPower += waveformAbs[kp.pos][0]; + } + avgPower /= res.size(); + + auto tmp = std::move(res); + for (const auto & kp : tmp) { + if (waveformAbs[kp.pos][0] > 0.3*avgPower) { + res.push_back(kp); + } + } + + if (res.size() == oldn) break; + } + } + + if (res.size() > 1) { + TKeyPressCollectionT res2; + res2.push_back(res.front()); + + for (int i = 1; i < (int) res.size(); ++i) { + if (res[i].pos - res2.back().pos > historySizeReset || waveformMax[res[i].pos] > waveformMax[res2.back().pos]) { + res2.push_back(res[i]); + } + } + + std::swap(res, res2); + } + + return true; +} + template bool findKeyPresses( const TWaveformViewT & waveform, @@ -530,6 +892,7 @@ bool findKeyPresses( TWaveformT & waveformMax, double thresholdBackground, int historySize, + int historySizeReset, bool removeLowPower) { res.clear(); waveformThreshold.resize(waveform.n); @@ -615,6 +978,19 @@ bool findKeyPresses( } } + if (res.size() > 1) { + TKeyPressCollectionT res2; + res2.push_back(res.front()); + + for (int i = 1; i < (int) res.size(); ++i) { + if (res[i].pos - res2.back().pos > historySizeReset || waveformMax[res[i].pos] > waveformMax[res2.back().pos]) { + res2.push_back(res[i]); + } + } + + std::swap(res, res2); + } + return true; } @@ -625,6 +1001,7 @@ template bool findKeyPresses( TWaveformT & waveformMax, double thresholdBackground, int historySize, + int historySizeReset, bool removeLowPower); template diff --git a/common.h b/common.h index ff33fb6..f75cde7 100644 --- a/common.h +++ b/common.h @@ -14,16 +14,19 @@ // types struct stMatch; +template struct stSampleMulti; template struct stWaveformView; template struct stKeyPressData; +template struct stKeyPressDataNew; template struct stKeyPressCollection; +template struct stKeyPressCollectionNew; template struct stPlaybackData; -template using TWaveformT = std::vector; -template using TWaveformViewT = stWaveformView; -template using TKeyPressDataT = stKeyPressData; -template using TKeyPressCollectionT = stKeyPressCollection; -template using TPlaybackDataT = stPlaybackData; +template using TWaveformT = std::vector; +template using TWaveformViewT = stWaveformView; +template using TKeyPressDataT = stKeyPressData; +template using TKeyPressCollectionT = stKeyPressCollection; +template using TPlaybackDataT = stPlaybackData; using TConfidence = float; using TValueCC = double; @@ -32,6 +35,7 @@ using TClusterId = int32_t; using TSampleF = float; using TSampleI16 = int16_t; +using TSampleMI16 = stSampleMulti; using TKey = int32_t; using TKeyPressPosition = int64_t; @@ -52,18 +56,36 @@ using TKeyPressDataI16 = TKeyPressDataT; using TKeyPressCollectionI16 = TKeyPressCollectionT; using TPlaybackDataI16 = TPlaybackDataT; +using TWaveformMI16 = TWaveformT; +using TWaveformViewMI16 = TWaveformViewT; +using TKeyPressDataMI16 = TKeyPressDataT; +using TKeyPressCollectionMI16 = TKeyPressCollectionT; +using TPlaybackDataMI16 = TPlaybackDataT; + // - float samples using TWaveformF = TWaveformT; using TKeyWaveformF = std::vector; using TKeyHistoryF = std::vector; +enum EAudioFilter { + None = 0, + FirstOrderHighPass, + SecondOrderButterworthHighPass, +}; + // structs struct stMatch { TValueCC cc = 0.0; TOffset offset = 0; }; +template +struct stSampleMulti : public std::array { + static const int N = SIZE; + using std::array::array; +}; + template struct stWaveformView { const T * samples = nullptr; @@ -95,6 +117,21 @@ struct stPlaybackData { TWaveformViewT waveform; }; +struct TFilterCoefficients { + float a0 = 0.0f; + float a1 = 0.0f; + float a2 = 0.0f; + float b1 = 0.0f; + float b2 = 0.0f; + float c0 = 0.0f; + float d0 = 0.0f; + + float xnz1 = 0.0f; + float xnz2 = 0.0f; + float ynz1 = 0.0f; + float ynz2 = 0.0f; +}; + // helpers float frand(); @@ -125,6 +162,9 @@ bool convert(const TWaveformT & src, TWaveformT & dst); template double calcAbsMax(const TWaveformT & waveform); +template +void filter(TWaveformT & waveform, EAudioFilter filter, float freqCutoff_Hz, int64_t sampleRate); + template bool saveToFile(const std::string & fname, TWaveformT & waveform); @@ -134,6 +174,18 @@ bool readFromFile(const std::string & fname, TWaveformT & res); template bool readFromFile(const std::string & fname, TWaveformT & res, TTrainKeys & trainKeys, int32_t & bufferSize_frames); +// +// filters +// + +TFilterCoefficients calculateCoefficientsFirstOrderHighPass(int fc, int fs); + +TFilterCoefficients calculateCoefficientsSecondOrderButterworthHighPass(int fc, int fs); + +TSampleF filterFirstOrderHighPass(TFilterCoefficients & coefficients, TSampleF sample); + +TSampleF filterSecondOrderButterworthHighPass(TFilterCoefficients & coefficients, TSampleF sample); + // // calcSum // @@ -199,7 +251,8 @@ bool findKeyPresses( TWaveformT & waveformMax, double thresholdBackground, int historySize, - bool removeLowPower = false); + int historySizeReset, + bool removeLowPower); template bool saveKeyPresses(const std::string & fname, const TKeyPressCollectionT & keyPresses); diff --git a/compress-n-grams.cpp b/compress-n-grams.cpp new file mode 100644 index 0000000..4fc0f1e --- /dev/null +++ b/compress-n-grams.cpp @@ -0,0 +1,20 @@ +#include "subbreak3.h" + +int main(int argc, char ** argv) { + printf("Usage: %s n-gram.dat n-gram-compressed.dat\n", argv[0]); + if (argc < 3) { + return -1; + } + + Cipher::TFreqMap freqMap; + + printf("[+] Reading n-grams from '%s'\n", argv[1]); + if (Cipher::loadFreqMap(argv[1], freqMap) == false) { + return -1; + } + + printf("[+] Writing compressed n-grams to '%s'\n", argv[2]); + Cipher::saveFreqMapBinary(argv[2], freqMap); + + return 0; +} diff --git a/constants.h b/constants.h index 035782a..23f9f85 100644 --- a/constants.h +++ b/constants.h @@ -15,7 +15,7 @@ static constexpr int64_t kSamplesPerFrame = 2048; #else static constexpr int64_t kSamplesPerFrame = 512; #endif -static constexpr int32_t kTopResultsPerProcessor = 4; +static constexpr int32_t kTopResultsPerProcessor = 1; static constexpr int32_t kMaxRecords = 16; static constexpr int64_t kMaxSampleRate = 96000; static constexpr float kMaxBufferSize_s = 5.000f; @@ -43,15 +43,15 @@ static constexpr uint64_t kBkgrRingBufferSize = 4*1024; static constexpr int64_t kBkgrStep_samples = 16; static constexpr int64_t kKeyDuration_samples = 0.005f*kSampleRate; -static constexpr float kFreqCutoff_Hz = 1000.0f; +static constexpr float kFreqCutoff_Hz = 100.0f; static std::map> kNearbyKeys = { { 'a', { 'a', 'q', 'w', 's', 'z', 'x', } }, { 'b', { 'b', 'f', 'g', 'h', 'v', 'n', } }, { 'c', { 'c', 's', 'd', 'f', 'x', 'v', } }, { 'd', { 'd', 'w', 'e', 'r', 's', 'f', 'x', 'c', 'v', } }, - //{ 'e', { 'e', 'w', 'r', 's', 'd', 'f', '_' } }, - { 'e', { 'e', '_' } }, + { 'e', { 'e', 'w', 'r', 's', 'd', 'f', } }, + //{ 'e', { 'e', '_' } }, { 'f', { 'f', 'e', 'r', 't', 'd', 'g', 'c', 'v', 'b', } }, { 'g', { 'g', 'r', 't', 'y', 'f', 'h', 'v', 'b', 'n', } }, { 'h', { 'h', 't', 'y', 'u', 'g', 'j', 'b', 'n', 'm', } }, diff --git a/data/ggwords-3-gram.dat.binary b/data/ggwords-3-gram.dat.binary new file mode 100644 index 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