From 3947a74936de454cc36356b7097b51c8834a84ab Mon Sep 17 00:00:00 2001 From: noah Date: Tue, 29 Nov 2022 23:05:02 -0600 Subject: [PATCH] Duality Technology and Palisade --- .../palisade-gwas-demos-master/CMakeLists.txt | 25 + .../palisade-gwas-demos-master/LICENSE.md | 108 + .../palisade-gwas-demos-master/PreLoad.cmake | 1 + .../palisade-gwas-demos-master/README.md | 49 + .../build/CMakeCache.txt | 334 ++ .../CMakeFiles/3.25.0/CMakeCXXCompiler.cmake | 83 + .../3.25.0/CMakeDetermineCompilerABI_CXX.bin | Bin 0 -> 20584 bytes .../build/CMakeFiles/3.25.0/CMakeSystem.cmake | 15 + .../CompilerIdCXX/CMakeCXXCompilerId.cpp | 857 +++ .../CMakeFiles/3.25.0/CompilerIdCXX/a.out | Bin 0 -> 20680 bytes .../CMakeDirectoryInformation.cmake | 16 + .../build/CMakeFiles/CMakeOutput.log | 211 + .../build/CMakeFiles/Makefile.cmake | 48 + .../build/CMakeFiles/Makefile2 | 140 + .../build/CMakeFiles/TargetDirectories.txt | 4 + .../build/CMakeFiles/cmake.check_cache | 1 + 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b/Code/Duality_Technologies/palisade-gwas-demos-master/CMakeLists.txt @@ -0,0 +1,25 @@ +cmake_minimum_required (VERSION 3.5.1) + +project(demo CXX) +set(CMAKE_CXX_STANDARD 11) + +find_package(Palisade) + +set( CMAKE_CXX_FLAGS ${PALISADE_CXX_FLAGS} ) +set( CMAKE_EXE_LINKER_FLAGS ${PALISADE_EXE_LINKER_FLAGS} ) + +include_directories( ${OPENMP_INCLUDES} ) +include_directories( ${PALISADE_INCLUDE} ) +include_directories( ${PALISADE_INCLUDE}/core ) +include_directories( ${PALISADE_INCLUDE}/pke ) + +link_directories( ${PALISADE_LIBDIR} ) +link_directories( ${OPENMP_LIBRARIES} ) +link_libraries( ${PALISADE_LIBRARIES} ) + +### ADD YOUR EXECUTABLE(s) HERE +### add_executable( EXECUTABLE-NAME SOURCES ) +### +### EXAMPLE: +add_executable( demo-logistic demo-logistic.cpp ) +add_executable( demo-chi2 demo-chi2.cpp ) diff --git a/Code/Duality_Technologies/palisade-gwas-demos-master/LICENSE.md b/Code/Duality_Technologies/palisade-gwas-demos-master/LICENSE.md new file mode 100644 index 0000000..8792fc6 --- /dev/null +++ b/Code/Duality_Technologies/palisade-gwas-demos-master/LICENSE.md @@ -0,0 +1,108 @@ +Copyright (c) 2020 Duality Technologies, Inc. +Licensed under the Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International Public License +See the LICENSE file for the full text of the license. +If you share the Licensed Material (including in modified form) you must include the above attribution in the copy you share. + + +Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International Public License +By exercising the Licensed Rights (defined below), You accept and agree to be bound by the terms and conditions of this Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International Public License ("Public License"). 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If you need to run this code in v1.10 and later, please use the branch called `updated-to-v1.10`. + +How to Build and Run the Prototypes +===================================== + +1. Install PALISADE v1.7 - 1.9, e.g., v1.9.1 from [PALISADE Development Repository](https://gitlab.com/palisade/palisade-development/-/tree/release-v1.9.1). Follow the instructions provided in [README.md](https://gitlab.com/palisade/palisade-development/-/blob/release-v1.9.1/README.md). + +2. Clone this repository to a local directory and switch to this directory. + +3. Create a directory where the binaries will be built. The typical choice is a subfolder "build". In this case, run the following commands: +``` +mkdir build +cd build +cmake .. +make +``` +4. Run the following command to execute the LRA prototype (change sample size and number of SNPs as needed): +``` +./demo-logistic --SNPdir "../data" --SNPfilename "random_sample" --pvalue "pvalue.txt" --runtime "result.txt" --samplesize="200" --snps="16384" +``` + +or + +Run the following command to execute the Chi-Square prototype (change sample size and number of SNPs as needed): +``` +./demo-chi2 --SNPdir "../data" --SNPfilename "random_sample" --pvalue "pvalue.txt" --runtime "result.txt" --samplesize="200" --snps="16384" +``` + +5. The results will be written to the "data" folder. The following output files will be created for both prototypes: + +* pvalue.txt - p-values for each SNP +* result.txt - runtime metrics + +Additional files with outputs of protocol-specific statistics will also be created. + diff --git a/Code/Duality_Technologies/palisade-gwas-demos-master/build/CMakeCache.txt b/Code/Duality_Technologies/palisade-gwas-demos-master/build/CMakeCache.txt new file mode 100644 index 0000000..bb57ad2 --- /dev/null +++ b/Code/Duality_Technologies/palisade-gwas-demos-master/build/CMakeCache.txt @@ -0,0 +1,334 @@ +# This is the CMakeCache file. +# For build in directory: /home/noah/Documents/School/CS-6643-Bioinformatics/CS-6643-Bioinformatics-Research-Project/Code/Duality_Technologies/palisade-gwas-demos-master/build +# It was generated by CMake: /usr/bin/cmake +# You can edit this file to change values found and used by cmake. +# If you do not want to change any of the values, simply exit the editor. +# If you do want to change a value, simply edit, save, and 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DEC(__TI_COMPILER_VERSION__/1000 % 1000) +# define COMPILER_VERSION_PATCH DEC(__TI_COMPILER_VERSION__ % 1000) + +#elif defined(__CLANG_FUJITSU) +# define COMPILER_ID "FujitsuClang" +# define COMPILER_VERSION_MAJOR DEC(__FCC_major__) +# define COMPILER_VERSION_MINOR DEC(__FCC_minor__) +# define COMPILER_VERSION_PATCH DEC(__FCC_patchlevel__) +# define COMPILER_VERSION_INTERNAL_STR __clang_version__ + + +#elif defined(__FUJITSU) +# define COMPILER_ID "Fujitsu" +# if defined(__FCC_version__) +# define COMPILER_VERSION __FCC_version__ +# elif defined(__FCC_major__) +# define COMPILER_VERSION_MAJOR DEC(__FCC_major__) +# define COMPILER_VERSION_MINOR DEC(__FCC_minor__) +# define COMPILER_VERSION_PATCH DEC(__FCC_patchlevel__) +# endif +# if defined(__fcc_version) +# define COMPILER_VERSION_INTERNAL DEC(__fcc_version) +# elif defined(__FCC_VERSION) +# define COMPILER_VERSION_INTERNAL DEC(__FCC_VERSION) +# endif + + +#elif defined(__ghs__) +# define COMPILER_ID "GHS" +/* __GHS_VERSION_NUMBER = VVVVRP */ +# ifdef __GHS_VERSION_NUMBER +# define COMPILER_VERSION_MAJOR DEC(__GHS_VERSION_NUMBER / 100) +# define COMPILER_VERSION_MINOR DEC(__GHS_VERSION_NUMBER / 10 % 10) +# define COMPILER_VERSION_PATCH DEC(__GHS_VERSION_NUMBER % 10) +# endif + +#elif defined(__TASKING__) +# define COMPILER_ID "Tasking" + # define COMPILER_VERSION_MAJOR DEC(__VERSION__/1000) + # define COMPILER_VERSION_MINOR DEC(__VERSION__ % 100) +# define COMPILER_VERSION_INTERNAL DEC(__VERSION__) + +#elif defined(__SCO_VERSION__) +# define COMPILER_ID "SCO" + +#elif defined(__ARMCC_VERSION) && !defined(__clang__) +# define COMPILER_ID "ARMCC" +#if __ARMCC_VERSION >= 1000000 + /* __ARMCC_VERSION = VRRPPPP */ + # define COMPILER_VERSION_MAJOR DEC(__ARMCC_VERSION/1000000) + # define COMPILER_VERSION_MINOR DEC(__ARMCC_VERSION/10000 % 100) + # define COMPILER_VERSION_PATCH DEC(__ARMCC_VERSION % 10000) +#else + /* __ARMCC_VERSION = VRPPPP */ + # define COMPILER_VERSION_MAJOR DEC(__ARMCC_VERSION/100000) + # define COMPILER_VERSION_MINOR DEC(__ARMCC_VERSION/10000 % 10) + # define COMPILER_VERSION_PATCH DEC(__ARMCC_VERSION % 10000) +#endif + + +#elif defined(__clang__) && defined(__apple_build_version__) +# define COMPILER_ID "AppleClang" +# if defined(_MSC_VER) +# define SIMULATE_ID "MSVC" +# endif +# define COMPILER_VERSION_MAJOR DEC(__clang_major__) +# define COMPILER_VERSION_MINOR DEC(__clang_minor__) +# define COMPILER_VERSION_PATCH DEC(__clang_patchlevel__) +# if defined(_MSC_VER) + /* _MSC_VER = VVRR */ +# define SIMULATE_VERSION_MAJOR DEC(_MSC_VER / 100) +# define SIMULATE_VERSION_MINOR DEC(_MSC_VER % 100) +# endif +# define COMPILER_VERSION_TWEAK DEC(__apple_build_version__) + +#elif defined(__clang__) && defined(__ARMCOMPILER_VERSION) +# define COMPILER_ID "ARMClang" + # define COMPILER_VERSION_MAJOR DEC(__ARMCOMPILER_VERSION/1000000) + # define COMPILER_VERSION_MINOR DEC(__ARMCOMPILER_VERSION/10000 % 100) + # define COMPILER_VERSION_PATCH DEC(__ARMCOMPILER_VERSION % 10000) +# define COMPILER_VERSION_INTERNAL DEC(__ARMCOMPILER_VERSION) + +#elif defined(__clang__) +# define COMPILER_ID "Clang" +# if defined(_MSC_VER) +# define SIMULATE_ID "MSVC" +# endif +# define COMPILER_VERSION_MAJOR DEC(__clang_major__) +# define COMPILER_VERSION_MINOR DEC(__clang_minor__) +# define COMPILER_VERSION_PATCH DEC(__clang_patchlevel__) +# if defined(_MSC_VER) + /* _MSC_VER = VVRR */ +# define SIMULATE_VERSION_MAJOR DEC(_MSC_VER / 100) +# define SIMULATE_VERSION_MINOR DEC(_MSC_VER % 100) +# endif + +#elif defined(__LCC__) && (defined(__GNUC__) || defined(__GNUG__) || defined(__MCST__)) +# define COMPILER_ID "LCC" +# define COMPILER_VERSION_MAJOR DEC(1) +# if defined(__LCC__) +# define COMPILER_VERSION_MINOR DEC(__LCC__- 100) +# endif +# if defined(__LCC_MINOR__) +# define COMPILER_VERSION_PATCH DEC(__LCC_MINOR__) +# endif +# if defined(__GNUC__) && defined(__GNUC_MINOR__) +# define SIMULATE_ID "GNU" +# define SIMULATE_VERSION_MAJOR DEC(__GNUC__) +# define SIMULATE_VERSION_MINOR DEC(__GNUC_MINOR__) +# if defined(__GNUC_PATCHLEVEL__) +# define SIMULATE_VERSION_PATCH DEC(__GNUC_PATCHLEVEL__) +# endif +# endif + +#elif defined(__GNUC__) || defined(__GNUG__) +# define COMPILER_ID "GNU" +# if defined(__GNUC__) +# define COMPILER_VERSION_MAJOR DEC(__GNUC__) +# else +# define COMPILER_VERSION_MAJOR DEC(__GNUG__) +# endif +# if defined(__GNUC_MINOR__) +# define COMPILER_VERSION_MINOR DEC(__GNUC_MINOR__) +# endif +# if defined(__GNUC_PATCHLEVEL__) +# define COMPILER_VERSION_PATCH DEC(__GNUC_PATCHLEVEL__) +# endif + +#elif defined(_MSC_VER) +# define COMPILER_ID "MSVC" + /* _MSC_VER = VVRR */ +# define COMPILER_VERSION_MAJOR DEC(_MSC_VER / 100) +# define COMPILER_VERSION_MINOR DEC(_MSC_VER % 100) +# if defined(_MSC_FULL_VER) +# if _MSC_VER >= 1400 + /* _MSC_FULL_VER = VVRRPPPPP */ +# define COMPILER_VERSION_PATCH DEC(_MSC_FULL_VER % 100000) +# else + /* _MSC_FULL_VER = VVRRPPPP */ +# define COMPILER_VERSION_PATCH DEC(_MSC_FULL_VER % 10000) +# endif +# endif +# if defined(_MSC_BUILD) +# define COMPILER_VERSION_TWEAK DEC(_MSC_BUILD) +# endif + +#elif defined(_ADI_COMPILER) +# define COMPILER_ID "ADSP" +#if defined(__VERSIONNUM__) + /* __VERSIONNUM__ = 0xVVRRPPTT */ +# define COMPILER_VERSION_MAJOR DEC(__VERSIONNUM__ >> 24 & 0xFF) +# define COMPILER_VERSION_MINOR DEC(__VERSIONNUM__ >> 16 & 0xFF) +# define COMPILER_VERSION_PATCH DEC(__VERSIONNUM__ >> 8 & 0xFF) +# define COMPILER_VERSION_TWEAK DEC(__VERSIONNUM__ & 0xFF) +#endif + +#elif defined(__IAR_SYSTEMS_ICC__) || defined(__IAR_SYSTEMS_ICC) +# define COMPILER_ID "IAR" +# if defined(__VER__) && defined(__ICCARM__) +# define COMPILER_VERSION_MAJOR DEC((__VER__) / 1000000) +# define COMPILER_VERSION_MINOR DEC(((__VER__) / 1000) % 1000) +# define COMPILER_VERSION_PATCH DEC((__VER__) % 1000) +# define COMPILER_VERSION_INTERNAL DEC(__IAR_SYSTEMS_ICC__) +# elif defined(__VER__) && (defined(__ICCAVR__) || defined(__ICCRX__) || defined(__ICCRH850__) || defined(__ICCRL78__) || defined(__ICC430__) || defined(__ICCRISCV__) || defined(__ICCV850__) || defined(__ICC8051__) || defined(__ICCSTM8__)) +# define COMPILER_VERSION_MAJOR DEC((__VER__) / 100) +# define COMPILER_VERSION_MINOR DEC((__VER__) - (((__VER__) / 100)*100)) +# define COMPILER_VERSION_PATCH DEC(__SUBVERSION__) +# define COMPILER_VERSION_INTERNAL DEC(__IAR_SYSTEMS_ICC__) +# endif + + +/* These compilers are either not known or too old to define an + identification macro. Try to identify the platform and guess that + it is the native compiler. */ +#elif defined(__hpux) || defined(__hpua) +# define COMPILER_ID "HP" + +#else /* unknown compiler */ +# define COMPILER_ID "" +#endif + +/* Construct the string literal in pieces to prevent the source from + getting matched. Store it in a pointer rather than an array + because some compilers will just produce instructions to fill the + array rather than assigning a pointer to a static array. */ +char const* info_compiler = "INFO" ":" "compiler[" COMPILER_ID "]"; +#ifdef SIMULATE_ID +char const* info_simulate = "INFO" ":" "simulate[" SIMULATE_ID "]"; +#endif + +#ifdef __QNXNTO__ +char const* qnxnto = "INFO" ":" "qnxnto[]"; +#endif + +#if defined(__CRAYXT_COMPUTE_LINUX_TARGET) +char const *info_cray = "INFO" ":" "compiler_wrapper[CrayPrgEnv]"; +#endif + +#define STRINGIFY_HELPER(X) #X +#define STRINGIFY(X) STRINGIFY_HELPER(X) + +/* Identify known platforms by name. */ +#if defined(__linux) || defined(__linux__) || defined(linux) +# define PLATFORM_ID "Linux" + +#elif defined(__MSYS__) +# define PLATFORM_ID "MSYS" + +#elif defined(__CYGWIN__) +# define PLATFORM_ID "Cygwin" + +#elif defined(__MINGW32__) +# define PLATFORM_ID "MinGW" + +#elif defined(__APPLE__) +# define PLATFORM_ID "Darwin" + +#elif defined(_WIN32) || defined(__WIN32__) || defined(WIN32) +# define PLATFORM_ID "Windows" + +#elif defined(__FreeBSD__) || defined(__FreeBSD) +# define PLATFORM_ID "FreeBSD" + +#elif defined(__NetBSD__) || defined(__NetBSD) +# define PLATFORM_ID "NetBSD" + +#elif defined(__OpenBSD__) || defined(__OPENBSD) +# define PLATFORM_ID "OpenBSD" + +#elif defined(__sun) || defined(sun) +# define PLATFORM_ID "SunOS" + +#elif defined(_AIX) || defined(__AIX) || defined(__AIX__) || defined(__aix) || defined(__aix__) +# define PLATFORM_ID "AIX" + +#elif defined(__hpux) || defined(__hpux__) +# define PLATFORM_ID "HP-UX" + +#elif defined(__HAIKU__) +# define PLATFORM_ID "Haiku" + +#elif defined(__BeOS) || defined(__BEOS__) || defined(_BEOS) +# define PLATFORM_ID "BeOS" + +#elif defined(__QNX__) || defined(__QNXNTO__) +# define PLATFORM_ID "QNX" + +#elif defined(__tru64) || defined(_tru64) || defined(__TRU64__) +# define PLATFORM_ID "Tru64" + +#elif defined(__riscos) || defined(__riscos__) +# define PLATFORM_ID "RISCos" + +#elif defined(__sinix) || defined(__sinix__) || defined(__SINIX__) +# define PLATFORM_ID "SINIX" + +#elif defined(__UNIX_SV__) +# define PLATFORM_ID "UNIX_SV" + +#elif defined(__bsdos__) +# define PLATFORM_ID "BSDOS" + +#elif defined(_MPRAS) || defined(MPRAS) +# define PLATFORM_ID "MP-RAS" + +#elif defined(__osf) || defined(__osf__) +# define PLATFORM_ID "OSF1" + +#elif defined(_SCO_SV) || defined(SCO_SV) || defined(sco_sv) +# define PLATFORM_ID "SCO_SV" + +#elif defined(__ultrix) || defined(__ultrix__) || defined(_ULTRIX) +# define PLATFORM_ID "ULTRIX" + +#elif defined(__XENIX__) || defined(_XENIX) || defined(XENIX) +# define PLATFORM_ID "Xenix" + +#elif defined(__WATCOMC__) +# if defined(__LINUX__) +# define PLATFORM_ID "Linux" + +# elif defined(__DOS__) +# define PLATFORM_ID "DOS" + +# elif defined(__OS2__) +# define PLATFORM_ID "OS2" + +# elif defined(__WINDOWS__) +# define PLATFORM_ID "Windows3x" + +# elif defined(__VXWORKS__) +# define PLATFORM_ID "VxWorks" + +# else /* unknown platform */ +# define PLATFORM_ID +# endif + +#elif defined(__INTEGRITY) +# if defined(INT_178B) +# define PLATFORM_ID "Integrity178" + +# else /* regular Integrity */ +# define PLATFORM_ID "Integrity" +# endif + +# elif defined(_ADI_COMPILER) +# define PLATFORM_ID "ADSP" + +#else /* unknown platform */ +# define PLATFORM_ID + +#endif + +/* For windows compilers MSVC and Intel we can determine + the architecture of the compiler being used. This is because + the compilers do not have flags that can change the architecture, + but rather depend on which compiler is being used +*/ +#if defined(_WIN32) && defined(_MSC_VER) +# if defined(_M_IA64) +# define ARCHITECTURE_ID "IA64" + +# elif defined(_M_ARM64EC) +# define ARCHITECTURE_ID "ARM64EC" + +# elif defined(_M_X64) || defined(_M_AMD64) +# define ARCHITECTURE_ID "x64" + +# elif defined(_M_IX86) +# define ARCHITECTURE_ID "X86" + +# elif defined(_M_ARM64) +# define ARCHITECTURE_ID "ARM64" + +# elif defined(_M_ARM) +# if _M_ARM == 4 +# define ARCHITECTURE_ID "ARMV4I" +# elif _M_ARM == 5 +# define ARCHITECTURE_ID "ARMV5I" +# else +# define ARCHITECTURE_ID "ARMV" STRINGIFY(_M_ARM) +# endif + +# elif defined(_M_MIPS) +# define ARCHITECTURE_ID "MIPS" + +# elif defined(_M_SH) +# define ARCHITECTURE_ID "SHx" + +# else /* unknown architecture */ +# define ARCHITECTURE_ID "" +# endif + +#elif defined(__WATCOMC__) +# if defined(_M_I86) +# define ARCHITECTURE_ID "I86" + +# elif defined(_M_IX86) +# define ARCHITECTURE_ID "X86" + +# else /* unknown architecture */ +# define ARCHITECTURE_ID "" +# endif + +#elif defined(__IAR_SYSTEMS_ICC__) || defined(__IAR_SYSTEMS_ICC) +# if defined(__ICCARM__) +# define ARCHITECTURE_ID "ARM" + +# elif defined(__ICCRX__) +# define ARCHITECTURE_ID "RX" + +# elif defined(__ICCRH850__) +# define ARCHITECTURE_ID "RH850" + +# elif defined(__ICCRL78__) +# define ARCHITECTURE_ID "RL78" + +# elif defined(__ICCRISCV__) +# define ARCHITECTURE_ID "RISCV" + +# elif defined(__ICCAVR__) +# define ARCHITECTURE_ID "AVR" + +# elif defined(__ICC430__) +# define ARCHITECTURE_ID "MSP430" + +# elif defined(__ICCV850__) +# define ARCHITECTURE_ID "V850" + +# elif defined(__ICC8051__) +# define ARCHITECTURE_ID "8051" + +# elif defined(__ICCSTM8__) +# define ARCHITECTURE_ID "STM8" + +# else /* unknown architecture */ +# define ARCHITECTURE_ID "" +# endif + +#elif defined(__ghs__) +# if defined(__PPC64__) +# define ARCHITECTURE_ID "PPC64" + +# elif defined(__ppc__) +# define ARCHITECTURE_ID "PPC" + +# elif defined(__ARM__) +# define ARCHITECTURE_ID "ARM" + +# elif defined(__x86_64__) +# define ARCHITECTURE_ID "x64" + +# elif defined(__i386__) +# define ARCHITECTURE_ID "X86" + +# else /* unknown architecture */ +# define ARCHITECTURE_ID "" +# endif + +#elif defined(__TI_COMPILER_VERSION__) +# if defined(__TI_ARM__) +# define ARCHITECTURE_ID "ARM" + +# elif defined(__MSP430__) +# define ARCHITECTURE_ID "MSP430" + +# elif defined(__TMS320C28XX__) +# define ARCHITECTURE_ID "TMS320C28x" + +# elif defined(__TMS320C6X__) || defined(_TMS320C6X) +# define ARCHITECTURE_ID "TMS320C6x" + +# else /* unknown architecture */ +# define ARCHITECTURE_ID "" +# endif + +# elif defined(__ADSPSHARC__) +# define ARCHITECTURE_ID "SHARC" + +# elif defined(__ADSPBLACKFIN__) +# define ARCHITECTURE_ID "Blackfin" + +#elif defined(__TASKING__) + +# if defined(__CTC__) || defined(__CPTC__) +# define ARCHITECTURE_ID "TriCore" + +# elif defined(__CMCS__) +# define ARCHITECTURE_ID "MCS" + +# elif defined(__CARM__) +# define ARCHITECTURE_ID "ARM" + +# elif defined(__CARC__) +# define ARCHITECTURE_ID "ARC" + +# elif defined(__C51__) +# define ARCHITECTURE_ID "8051" + +# elif defined(__CPCP__) +# define ARCHITECTURE_ID "PCP" + +# else +# define ARCHITECTURE_ID "" +# endif + +#else +# define ARCHITECTURE_ID +#endif + +/* Convert integer to decimal digit literals. */ +#define DEC(n) \ + ('0' + (((n) / 10000000)%10)), \ + ('0' + (((n) / 1000000)%10)), \ + ('0' + (((n) / 100000)%10)), \ + ('0' + (((n) / 10000)%10)), \ + ('0' + (((n) / 1000)%10)), \ + ('0' + (((n) / 100)%10)), \ + ('0' + (((n) / 10)%10)), \ + ('0' + ((n) % 10)) + +/* Convert integer to hex digit literals. */ +#define HEX(n) \ + ('0' + ((n)>>28 & 0xF)), \ + ('0' + ((n)>>24 & 0xF)), \ + ('0' + ((n)>>20 & 0xF)), \ + ('0' + ((n)>>16 & 0xF)), \ + ('0' + ((n)>>12 & 0xF)), \ + ('0' + ((n)>>8 & 0xF)), \ + ('0' + ((n)>>4 & 0xF)), \ + ('0' + ((n) & 0xF)) + +/* Construct a string literal encoding the version number. */ +#ifdef COMPILER_VERSION +char const* info_version = "INFO" ":" "compiler_version[" COMPILER_VERSION "]"; + +/* Construct a string literal encoding the version number components. */ +#elif defined(COMPILER_VERSION_MAJOR) +char const info_version[] = { + 'I', 'N', 'F', 'O', ':', + 'c','o','m','p','i','l','e','r','_','v','e','r','s','i','o','n','[', + COMPILER_VERSION_MAJOR, +# ifdef COMPILER_VERSION_MINOR + '.', COMPILER_VERSION_MINOR, +# ifdef COMPILER_VERSION_PATCH + '.', COMPILER_VERSION_PATCH, +# ifdef COMPILER_VERSION_TWEAK + '.', COMPILER_VERSION_TWEAK, +# endif +# endif +# endif + ']','\0'}; +#endif + +/* Construct a string literal encoding the internal version number. */ +#ifdef COMPILER_VERSION_INTERNAL +char const info_version_internal[] = { + 'I', 'N', 'F', 'O', ':', + 'c','o','m','p','i','l','e','r','_','v','e','r','s','i','o','n','_', + 'i','n','t','e','r','n','a','l','[', + COMPILER_VERSION_INTERNAL,']','\0'}; +#elif defined(COMPILER_VERSION_INTERNAL_STR) +char const* info_version_internal = "INFO" ":" "compiler_version_internal[" COMPILER_VERSION_INTERNAL_STR "]"; +#endif + +/* Construct a string literal encoding the version number components. */ +#ifdef SIMULATE_VERSION_MAJOR +char const info_simulate_version[] = { + 'I', 'N', 'F', 'O', ':', + 's','i','m','u','l','a','t','e','_','v','e','r','s','i','o','n','[', + SIMULATE_VERSION_MAJOR, +# ifdef SIMULATE_VERSION_MINOR + '.', SIMULATE_VERSION_MINOR, +# ifdef SIMULATE_VERSION_PATCH + '.', SIMULATE_VERSION_PATCH, +# ifdef SIMULATE_VERSION_TWEAK + '.', SIMULATE_VERSION_TWEAK, +# endif +# endif +# endif + ']','\0'}; +#endif + +/* Construct the string literal in pieces to prevent the source from + getting matched. Store it in a pointer rather than an array + because some compilers will just produce instructions to fill the + array rather than assigning a pointer to a static array. */ +char const* info_platform = "INFO" ":" "platform[" PLATFORM_ID "]"; +char const* info_arch = "INFO" ":" "arch[" ARCHITECTURE_ID "]"; + + + +#if defined(__INTEL_COMPILER) && defined(_MSVC_LANG) && _MSVC_LANG < 201403L +# if defined(__INTEL_CXX11_MODE__) +# if defined(__cpp_aggregate_nsdmi) +# define CXX_STD 201402L +# else +# define CXX_STD 201103L +# endif +# else +# define CXX_STD 199711L +# endif +#elif defined(_MSC_VER) && defined(_MSVC_LANG) +# define CXX_STD _MSVC_LANG +#else +# define CXX_STD __cplusplus +#endif + +const char* info_language_standard_default = "INFO" ":" "standard_default[" +#if CXX_STD > 202002L + "23" +#elif CXX_STD > 201703L + "20" +#elif CXX_STD >= 201703L + "17" +#elif CXX_STD >= 201402L + "14" +#elif CXX_STD >= 201103L + "11" +#else + "98" +#endif +"]"; + +const char* info_language_extensions_default = "INFO" ":" "extensions_default[" +#if (defined(__clang__) || defined(__GNUC__) || defined(__xlC__) || \ + defined(__TI_COMPILER_VERSION__)) && \ + !defined(__STRICT_ANSI__) + "ON" +#else + "OFF" +#endif +"]"; + +/*--------------------------------------------------------------------------*/ + +int main(int argc, char* argv[]) +{ + int require = 0; + require += info_compiler[argc]; + require += info_platform[argc]; + require += info_arch[argc]; +#ifdef COMPILER_VERSION_MAJOR + require += info_version[argc]; +#endif +#ifdef COMPILER_VERSION_INTERNAL + require += info_version_internal[argc]; +#endif +#ifdef SIMULATE_ID + require += info_simulate[argc]; +#endif +#ifdef SIMULATE_VERSION_MAJOR + require += info_simulate_version[argc]; +#endif +#if defined(__CRAYXT_COMPUTE_LINUX_TARGET) + require += info_cray[argc]; +#endif + require += info_language_standard_default[argc]; + require += info_language_extensions_default[argc]; + (void)argv; + return require; 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u_%z5d98zy({MmzRUKP`T@k=KCVd~(lpP&B2xR-=KdB%)L?|T3*sQv-5eXk+_ literal 0 HcmV?d00001 diff --git a/Code/Duality_Technologies/palisade-gwas-demos-master/data/chi2.txt b/Code/Duality_Technologies/palisade-gwas-demos-master/data/chi2.txt new file mode 100644 index 0000000..4416740 --- /dev/null +++ b/Code/Duality_Technologies/palisade-gwas-demos-master/data/chi2.txt @@ -0,0 +1,5000 @@ +"K008552" 5.564618603 +"K003229" 5.781391851 +"K015594" 5.115853081 +"A000446" 22.19273618 +"A004042" 24.14959393 +"A004450" 24.14959411 +"A005311" 24.14959413 +"A004382" 30.45034756 +"A005824" 30.45034761 +"A014853" 30.45034765 +"A007848" 30.4503476 +"A011590" 31.52682128 +"A014252" 30.45034762 +"A006773" 24.97250161 +"A009522" 24.97250123 +"A010043" 24.97250117 +"A002125" 23.98964895 +"K003270" 1.962478276 +"K010861" 2.298538429 +"K014981" 4.401201768 +"A013488" 17.03598876 +"A004384" 24.11059268 +"K009182" 2.886834142 +"K005225" 3.731752647 +"A001057" 19.49846575 +"A013410" 19.49846561 +"A007075" 20.84051556 +"A013274" 20.84051599 +"A005866" 14.92120726 +"A004066" 14.10805555 +"A015842" 18.3618361 +"A013405" 14.10805575 +"A000746" 11.77585587 +"A013132" 11.77585587 +"A002849" 9.024840983 +"K009520" 1.678241599 +"A001017" 9.775105565 +"A002065" 9.52352203 +"A014617" 7.623019563 +"A007505" 7.623019467 +"A008906" 7.623019578 +"A016206" 6.886961095 +"K010975" 1.416584849 +"A000444" 10.15149145 +"A011159" 9.501490752 +"A007025" 8.17082926 +"A001097" 5.838753561 +"A007169" 7.900602055 +"A000528" 6.691703605 +"A006338" 6.691703647 +"A010679" 7.754665749 +"A010958" 8.134727943 +"A006392" 4.63076369 +"K011935" 0.6006850545 +"K002451" 2.215516075 +"K003786" 1.927986669 +"K002509" 1.927986732 +"A004714" 4.298113174 +"A008146" 4.041714128 +"A001628" 13.26624998 +"A008896" 6.77450938 +"A008108" 4.287107551 +"A012292" 15.91327378 +"A008264" 15.52474987 +"A014339" 1.975998308 +"A011053" 14.8913137 +"A011479" 14.89131364 +"A007195" 15.91327379 +"A002813" 14.70184058 +"A011343" 14.65675881 +"A010131" 14.65675873 +"A000540" 14.6567585 +"A002615" 13.88122575 +"A003819" 4.659445791 +"K000038" 0.8038406261 +"K013859" 0.1264027389 +"K007991" 0.8038406408 +"K011745" 0.0003585735911 +"K009350" 0.4505116083 +"K009858" 0.6035540824 +"K013640" 0.001666811087 +"K005549" 1.146156293 +"A001623" 2.630156119 +"K013487" 0.2240719651 +"A000565" 1.747372682 +"A007998" 4.923971742 +"A007876" 4.445469837 +"A007666" 4.026579139 +"A005660" 2.242890921 +"G010864" 7.823639477 +"A002653" 5.037642652 +"A008825" 1.726130166 +"A003563" 1.726130001 +"A001223" 1.726130187 +"A008643" 1.726130205 +"A006539" 1.726130051 +"A001154" 1.726130072 +"A014916" 1.726131324 +"A001062" 1.726130049 +"K000957" 0.1600160186 +"A013988" 0.9148696219 +"A014726" 2.990293973 +"A012229" 8.757089344 +"A008861" 2.990293959 +"A008048" 2.990293925 +"A004242" 2.820771111 +"A006413" 1.176117623 +"A011978" 3.413424492 +"A014310" 1.176117645 +"A008000" 1.747372728 +"O012362" 3.737920562 +"A008078" 2.106043793 +"A010278" 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\ No newline at end of file diff --git a/Code/Duality_Technologies/palisade-gwas-demos-master/data/result.txt b/Code/Duality_Technologies/palisade-gwas-demos-master/data/result.txt new file mode 100644 index 0000000..4c12dc9 --- /dev/null +++ b/Code/Duality_Technologies/palisade-gwas-demos-master/data/result.txt @@ -0,0 +1,5 @@ +Key Generation Time: 0.021 s +Encoding and Encryption Time: 5.168 s +Computation Time: 1.487 s +Decryption & Decoding Time: 0.098 s +End-to-end Runtime: 6.941 s diff --git a/Code/Duality_Technologies/palisade-gwas-demos-master/demo-chi2.cpp b/Code/Duality_Technologies/palisade-gwas-demos-master/demo-chi2.cpp new file mode 100644 index 0000000..ee553b2 --- /dev/null +++ b/Code/Duality_Technologies/palisade-gwas-demos-master/demo-chi2.cpp @@ -0,0 +1,550 @@ +/*** + * Copyright (c) 2020 Duality Technologies, Inc. + * Licensed under the Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International Public License + * See the LICENSE.md file for the full text of the license. + * If you share the Licensed Material (including in modified form) you must include the above attribution in the copy you share. + ***/ +/* + +Implementation for the Chi-Square GWAS solution described in +"Secure large-scale genome-wide association studies using homomorphic encryption" +by Marcelo Blatt, Alexander Gusev, Yuriy Polyakov, and Shafi Goldwasser + +Command to execute the prototype +./demo-chi2 --SNPdir "../data" --SNPfilename "random_sample" --pvalue "pvalue.txt" --runtime "result.txt" --samplesize="200" --snps="16384" + +*/ + +#include +#include +#include + +#include "palisade.h" + +using namespace std; +using namespace lbcrypto; + +const double EPSILON = 1.0E-08; + +void RunChi2(const string &SNPDir, const string &SNPFileName, + const string &pValue, const string &Runtime, const string &SampleSize, const string &SNPs); + +Ciphertext BinaryTreeAdd(std::vector> &vector); + +void ReadSNPFile(vector& headers, std::vector> & dataColumns, std::vector &y, string dataFileName, size_t N, size_t M); + +double BS(double z) { + double y = exp(-z*z/2); + return sqrt(1-y) * (31*y/200 - 341*y*y/8000) / sqrt(M_PI); +} + +double normalCFD(double value) { return 0.5 * erfc(-value * M_SQRT1_2); } + +double sf(double value) { return 1 - normalCFD(value); } + +static bool Equal(double a, double b) { return (EPSILON > fabs(a-b)); } + +static bool Less(double a, double b) { return ((a-b) < (-EPSILON)); } + +static bool Greater(double a, double b) { return ((a-b) > EPSILON); } + +double IncompleteGamma(double val, double p); + +int main(int argc, char **argv) { + + int opt; + + PalisadeParallelControls.Enable(); + + static struct option long_options[] = + { + /* These options dont set a flag. + We distinguish them by their indices. */ + {"SNPdir", required_argument, 0, 'S'}, + {"SNPfilename", required_argument, 0, 's'}, + {"pvalue", required_argument, 0, 'p'}, + {"runtime", required_argument, 0, 'r'}, + {"samplesize", required_argument, 0, 'N'}, + {"snps", required_argument, 0, 'M'}, + {0, 0, 0, 0} + }; + + /* getopt_long stores the option index here. */ + int option_index = 0; + + string SNPDir; + string SNPFileName; + string pValue; + string Runtime; + string SampleSize; + string SNPs; + + while ((opt = getopt_long(argc, argv, "S:s:p:r:N:M", long_options, &option_index)) != -1) { + switch (opt) + { + case 'S': + SNPDir = optarg; + break; + case 's': + SNPFileName = optarg; + break; + case 'p': + pValue = optarg; + break; + case 'r': + Runtime = optarg; + break; + case 'N': + SampleSize = optarg; + break; + case 'M': + SNPs = optarg; + break; + default: /* '?' */ + std::cerr<< "Usage: "< " < headers1; + vector headersS; + + std::vector yData; + std::vector> sData; + + size_t N = std::stoi(SampleSize); + size_t M = std::stoi(SNPs); + + ReadSNPFile(headersS,sData,yData,SNPDir + "/" + SNPFileName,N,M); + + //usint m = 16384; + usint m = 65536; + usint init_size = 4; + usint dcrtBits = 54; + + double scalingFactor = 2.5e-6; + + CryptoContext cc = + CryptoContextFactory::genCryptoContextCKKS( + init_size-1, + dcrtBits, + 0, + HEStd_128_classic, + m/2, /*ringDimension*/ + APPROXRESCALE, + BV, + 3, /*numLargeDigits*/ + 2, /*maxDepth*/ + dcrtBits, /*firstMod*/ + 0, + OPTIMIZED); + + cc->Enable(ENCRYPTION); + cc->Enable(SHE); + cc->Enable(LEVELEDSHE); + + std::cout << "\nNumber of Individuals = " << sData.size() << std::endl; + std::cout << "Number of SNPs = " << sData[0].size() << std::endl; + + TIC(t); + + auto keyPair = cc->KeyGen(); + + keyGenTime = TOC(t); + + TIC(t); + + size_t sizeS = (size_t)std::ceil((double)sData[0].size()/(m/4)); + + std::vector>>> sDataArray(sizeS); + + for(size_t s = 0; s < sizeS; s++) + sDataArray[s] = std::vector>>(sData.size()); + + for (size_t i=0; i < sData.size(); i++){ + + for(size_t s = 0; s < sizeS; s++) + sDataArray[s][i] = std::vector>(sData[i].size()); + + size_t counter = 0; + + for (size_t j=0; j0) && (j%(m/4)==0)) + counter++; + sDataArray[counter][i][j%(m/4)] = sData[i][j]; + } + } + + //std::cerr << " sData = " << sDataArray << std::endl; + + std::vector>> S(sizeS); + std::vector> Y(N); + + for (size_t i = 0; i < sizeS; i++) + S[i] = std::vector>(N); + + //Encryption of single-integer ciphertexts +#pragma omp parallel for + for (size_t i=0; iMakeCKKSPackedPlaintext(sDataArray[s][i]); + S[s][i] = cc->Encrypt(keyPair.publicKey, sTemp); + } + Plaintext sTemp2 = cc->MakeCKKSPackedPlaintext(std::vector>(m/4,yData[i])); + Y[i] = cc->Encrypt(keyPair.publicKey, sTemp2); + } + + encryptionTime = TOC(t); + + TIC(t); + + Plaintext d = cc->MakeCKKSPackedPlaintext(std::vector>(m/4,2*N)); + d->SetFormat(EVALUATION); + + Plaintext dScaled = cc->MakeCKKSPackedPlaintext(std::vector>(m/4,2*N*scalingFactor)); + dScaled->SetFormat(EVALUATION); + + std::vector> ySum = Y; + + auto yU = BinaryTreeAdd(ySum); + + std::vector> chiD(sizeS); + std::vector> chiN(sizeS); + + std::vector> orD(sizeS); + std::vector> orN(sizeS); + + for (size_t s = 0; s < sizeS; s++) { + + std::vector> ySMult(N); + +#pragma omp parallel for + for(size_t i = 0; i < N; i++) { + ySMult[i] = cc->EvalMultNoRelin(S[s][i],Y[i]); + } + + auto n11 = BinaryTreeAdd(ySMult); + + n11 = cc->ModReduce(n11); + + auto c1 = BinaryTreeAdd(S[s]); + + auto r1 = cc->EvalAdd(yU,yU); + + auto r1Scaled = cc->EvalMult(r1,scalingFactor); + r1Scaled = cc->ModReduce(r1Scaled); + + auto c1Scaled = cc->EvalMult(c1,scalingFactor); + c1Scaled = cc->ModReduce(c1Scaled); + + r1 = cc->LevelReduce(r1,nullptr); + c1 = cc->LevelReduce(c1,nullptr); + + // Chi2 computation + + // numerator + + auto mult1 = cc->EvalMult(n11,dScaled); + auto mult2 = cc->EvalMultNoRelin(c1,r1Scaled); + + auto chiN1 = cc->EvalSub(mult1,mult2); + chiN1 = cc->ModReduce(chiN1); + + chiN[s] = cc->EvalMultNoRelin(chiN1,chiN1); + + // denominator + + auto chiD1 = cc->EvalMultNoRelin(c1,cc->EvalSub(dScaled,c1Scaled)); + chiD1 = cc->ModReduce(chiD1); + + auto chiD2 = cc->EvalMultNoRelin(r1,cc->EvalSub(dScaled,r1Scaled)); + chiD2 = cc->ModReduce(chiD2); + + chiD[s] = cc->EvalMultNoRelin(chiD1,chiD2); + + // Odds Ratio Computation + + auto n11Scaled = cc->EvalMult(n11,scalingFactor); + n11Scaled = cc->ModReduce(n11Scaled); + + // denominator + + auto or2 = cc->EvalSub(c1,n11); + or2 = cc->LevelReduce(or2,nullptr); + + r1Scaled = cc->LevelReduce(r1Scaled,nullptr); + auto or3 = cc->EvalSub(r1Scaled,n11Scaled); + + orD[s] = cc->EvalMultNoRelin(or2,or3); + + // numerator + + auto or1 = cc->EvalSub(n11Scaled,r1Scaled); + c1Scaled = cc->LevelReduce(c1Scaled,nullptr); + or1 = cc->EvalSub(or1,c1Scaled); + or1 = cc->EvalAdd(or1,dScaled); + + n11 = cc->LevelReduce(n11,nullptr); + orN[s] = cc->EvalMultNoRelin(n11,or1); + + } + + computationTime = TOC(t); + + TIC(t); + + std::vector

pN(sizeS); + std::vector<Plaintext> pD(sizeS); + std::vector<Plaintext> oddN(sizeS); + std::vector<Plaintext> oddD(sizeS); + + for (size_t s = 0; s < sizeS; s++) { + cc->Decrypt(keyPair.secretKey, chiN[s] , &(pN[s])); + cc->Decrypt(keyPair.secretKey, chiD[s] , &(pD[s])); + cc->Decrypt(keyPair.secretKey, orN[s] , &(oddN[s])); + cc->Decrypt(keyPair.secretKey, orD[s] , &(oddD[s])); + } + + decryptionTime = TOC(t); + + std::vector<double> chival(headersS.size()); + std::vector<double> pval(headersS.size()); + std::vector<double> odds(headersS.size()); + + for (size_t s = 0; s < sizeS; s++) { + for (size_t i = 0; i < m/4; i++) { + if (s*m/4 + i < headersS.size()) { + + chival[s*m/4 + i] = pN[s]->GetCKKSPackedValue()[i].real()*2*N/pD[s]->GetCKKSPackedValue()[i].real(); + if (chival[s*m/4 + i] < 0) + chival[s*m/4 + i] = 0; + pval[s*m/4 + i] = (double)1-IncompleteGamma(chival[s*m/4 + i]/2,0.5); + if (pval[s*m/4 + i] < 0) + pval[s*m/4 + i] = 1e-15; + else + if (pval[s*m/4 + i]==0) + pval[s*m/4 + i] = BS(sqrt(chival[s*m/4 + i])); + + odds[s*m/4 + i] = oddN[s]->GetCKKSPackedValue()[i].real()/oddD[s]->GetCKKSPackedValue()[i].real(); + + } + } + } + + ofstream myfile; + myfile.open(SNPDir + "/" + pValue); + myfile.precision(10); + for(uint32_t i = 0; i < headersS.size(); i++) { + myfile << headersS[i] << "\t" << pval[i] << std::endl; + } + myfile.close(); + + ofstream myfile2; + myfile2.open(SNPDir + "/" + "odds.txt"); + myfile2.precision(10); + for(uint32_t i = 0; i < headersS.size(); i++) { + myfile2 << headersS[i] << "\t" << odds[i] << std::endl; + } + myfile2.close(); + + ofstream myfile3; + myfile3.open(SNPDir + "/" + "chi2.txt"); + myfile3.precision(10); + for(uint32_t i = 0; i < headersS.size(); i++) { + myfile3 << headersS[i] << "\t" << chival[i] << std::endl; + } + myfile3.close(); + + std::cout << "\nKey Generation Time: \t\t" << keyGenTime/1000 << " s" << std::endl; + std::cout << "Encoding and Encryption Time: \t" << encryptionTime/1000 << " s" << std::endl; + std::cout << "Computation Time: \t\t" << computationTime/1000 << " s" << std::endl; + std::cout << "Decryption & Decoding Time: \t" << decryptionTime/1000 << " s" << std::endl; + + endToEndTime = TOC(tAll); + + std::cout << "\nEnd-to-end Runtime: \t\t" << endToEndTime/1000 << " s" << std::endl; + + ofstream myfileRuntime; + myfileRuntime.open(SNPDir + "/" + Runtime); + myfileRuntime << "Key Generation Time: \t\t" << keyGenTime/1000 << " s" << std::endl; + myfileRuntime << "Encoding and Encryption Time: \t" << encryptionTime/1000 << " s" << std::endl; + myfileRuntime << "Computation Time: \t\t" << computationTime/1000 << " s" << std::endl; + myfileRuntime << "Decryption & Decoding Time: \t" << decryptionTime/1000 << " s" << std::endl; + myfileRuntime << "End-to-end Runtime: \t\t" << endToEndTime/1000 << " s" << std::endl; + myfileRuntime.close(); + +} + +Ciphertext<DCRTPoly> BinaryTreeAdd(std::vector<Ciphertext<DCRTPoly>> &vector) { + + auto cc = vector[0]->GetCryptoContext(); + + for(size_t j = 1; j < vector.size(); j=j*2) { + for(size_t i = 0; i<vector.size(); i = i + 2*j) { + if ((i+j)<vector.size()) + vector[i] = cc->EvalAdd(vector[i],vector[i+j]); + } + } + + Ciphertext<DCRTPoly> result(new CiphertextImpl<DCRTPoly>(*(vector[0]))); + + return result; + +} + +double IncompleteGamma(double val, double p) +{ + if( !Greater(val, 0) || !Greater(p, 0) ) + return 0; + + double expValue = p*log(val) - val - lgamma(p); + if( Less(expValue, log(1.0E-37)) ) // undeflow + return 0; + + double factor = exp(expValue); + if( !Greater(val, 1) || Less(val, p) ) + { + double igamma = 1; + double term = 1; + + for( int i = 1; Greater(term, EPSILON); ++i ) + { + term *= (val/(p+i)); + igamma += term; + } + + return (igamma*factor/p); + } + + double pn[6] = { 1, val, val+1, val*(2+val-p) }; + double upperIncGamma = pn[2]/pn[3]; + + for( int j = 1; ; ++j ) + { + double a = (j+1)*2 + val- p; + double b = (1 + j - p)*j; + pn[4] = a*pn[2] - b*pn[0]; + pn[5] = a*pn[3] - b*pn[1]; + + if( !Equal(pn[5], 0) ) + { + double rn = pn[4]/pn[5]; + double diff = fabs(upperIncGamma - rn); + if( !Greater(diff, EPSILON) && !Greater(diff, (EPSILON*rn)) ) + return (1 - factor*upperIncGamma); + + upperIncGamma = rn; + } + + for( int i = 0; i < 4; i++ ) + pn[i] = pn[i+2]; + + if( !Greater(1.0E+37, fabs(pn[4])) ) // overflow + { + for( int i = 0; i < 4; i++ ) + pn[i] = pn[i] / 1.0E+37; + } + } + + return 0; +} + +void ReadSNPFile(vector<string>& headers, std::vector<std::vector<double>> & dataColumns, std::vector<double> &y, + string dataFileName, size_t N, size_t M) +{ + + uint32_t cols = 0; + + string fileName = dataFileName + ".csv"; + + std::cerr << "file name = " << fileName << std::endl; + + ifstream file(fileName); + string line, value; + + if(file.good()) { + + getline(file, line); + cols = std::count(line.begin(), line.end(), ',') + 1; + stringstream ss(line); + vector<string> result; + + size_t tempcounter = 0; + + for(uint32_t i = 0; i < cols; i++) { + string substr; + getline(ss, substr, ','); + if ((substr != "") && (i>4) && (i<M+5)) { + headers.push_back(substr); + tempcounter++; + } + } + + cols = tempcounter; + + } + + size_t counter = 0; + while((file.good()) && (counter < N)) { + getline(file, line); + uint32_t curCols = std::count(line.begin(), line.end(), ',') + 1; + if (curCols > 2) { + stringstream ss(line); + for(uint32_t i = 0; i < 5; i++) { + string substr; + getline(ss, substr, ','); + if ((i==1)) + y.push_back(std::stod(substr)); + } + std::vector<double> row(cols); + for(uint32_t i = 5; i < cols + 5; i++) { + string substr; + getline(ss, substr, ','); + if (i < M+5) + { + double val; + val = std::stod(substr); + row[i-5] = val; + } + } + dataColumns.push_back(row); + } + counter++; + } + + file.close(); + + std::cout << "Read in data: "; + std::cout << dataFileName << std::endl; +} + + diff --git a/Code/Duality_Technologies/palisade-gwas-demos-master/demo-logistic.cpp b/Code/Duality_Technologies/palisade-gwas-demos-master/demo-logistic.cpp new file mode 100644 index 0000000..9e35d54 --- /dev/null +++ b/Code/Duality_Technologies/palisade-gwas-demos-master/demo-logistic.cpp @@ -0,0 +1,1653 @@ +/*** + * Copyright (c) 2020 Duality Technologies, Inc. + * Licensed under the Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International Public License <https://creativecommons.org/licenses/by-nc-sa/4.0/legalcode> + * See the LICENSE.md file for the full text of the license. + * If you share the Licensed Material (including in modified form) you must include the above attribution in the copy you share. + ***/ +/* + +Implementation for the Logistic Regression Approximation GWAS solution described in +"Secure large-scale genome-wide association studies using homomorphic encryption" +by Marcelo Blatt, Alexander Gusev, Yuriy Polyakov, and Shafi Goldwasser + +Command to execute the prototype +./demo-logistic --SNPdir "../data" --SNPfilename "random_sample" --pvalue "pvalue.txt" --runtime "result.txt" --samplesize="200" --snps="16384" + +*/ + +#include <getopt.h> +#include <numeric> +#include <cmath> + +#include "palisade.h" + +using namespace std; +using namespace lbcrypto; + +void RunLogReg(const string &SNPDir, const string &SNPFileName, const string &pValue, + const string &Runtime, const string &SampleSize, const string &SNPs); + +Ciphertext<DCRTPoly> zExpand(const Ciphertext<DCRTPoly> p, const Ciphertext<DCRTPoly> y); + +shared_ptr<std::vector<std::vector<Ciphertext<DCRTPoly>>>> MatrixInverse(const Ciphertext<DCRTPoly> m, size_t k, CiphertextImpl<DCRTPoly> &b, CiphertextImpl<DCRTPoly> &cd, + const std::map<usint, LPEvalKey<DCRTPoly>> &map, const std::map<usint, LPEvalKey<DCRTPoly>> &rotKeys, + const std::map<usint, LPEvalKey<DCRTPoly>> &evalSumRows); + +Ciphertext<DCRTPoly> CloneCiphertext(const Ciphertext<DCRTPoly> ciphertext, size_t size, + const std::map<usint,LPEvalKey<DCRTPoly>> &rotKeys, const std::map<usint,LPEvalKey<DCRTPoly>> &evalSumRows); + +shared_ptr<std::vector<Ciphertext<DCRTPoly>>> SplitIntoSingle(const Ciphertext<DCRTPoly> c, size_t N, size_t k, + const std::map<usint, LPEvalKey<DCRTPoly>> &rotKeys); + +Ciphertext<DCRTPoly> BinaryTreeAdd(std::vector<Ciphertext<DCRTPoly>> &vector); + +void CompressEvalKeys(std::map<usint, LPEvalKey<DCRTPoly>> &ek, size_t level); + +void ReadSNPFile(vector<string>& headers, std::vector<std::vector<double>> & dataColumns,std::vector<std::vector<double>> &x, std::vector<double> &y, + string dataFileName, size_t N, size_t M); + +shared_ptr<vector<DCRTPoly>> KeySwitchPrecompute(ConstCiphertext<DCRTPoly> cipherText); + +Ciphertext<DCRTPoly> HoistedAutomorphism(const LPEvalKey<DCRTPoly> ek, + ConstCiphertext<DCRTPoly> cipherText, const shared_ptr<vector<DCRTPoly>> digits, const usint index); + +double normalCFD(double value) { return 0.5 * erfc(-value * M_SQRT1_2); } + +double sf(double value) { return 1 - normalCFD(value); } + +double BS(double z) { + double y = exp(-z*z/2); + return sqrt(1-y) * (31*y/200 - 341*y*y/8000) / sqrt(M_PI); +} + +int main(int argc, char **argv) { + + int opt; + + static struct option long_options[] = + { + /* These options dont set a flag. + We distinguish them by their indices. */ + {"SNPdir", required_argument, 0, 'S'}, + {"SNPfilename", required_argument, 0, 's'}, + {"pvalue", required_argument, 0, 'p'}, + {"runtime", required_argument, 0, 'r'}, + {"samplesize", required_argument, 0, 'N'}, + {"snps", required_argument, 0, 'M'}, + {0, 0, 0, 0} + }; + + /* getopt_long stores the option index here. */ + int option_index = 0; + + string SNPDir; + string SNPFileName; + string pValue; + string Runtime; + string SampleSize; + string SNPs; + + while ((opt = getopt_long(argc, argv, "S:s:p:r:N:M", long_options, &option_index)) != -1) { + switch (opt) + { + case 'S': + SNPDir = optarg; + break; + case 's': + SNPFileName = optarg; + break; + case 'p': + pValue = optarg; + break; + case 'r': + Runtime = optarg; + break; + case 'N': + SampleSize = optarg; + break; + case 'M': + SNPs = optarg; + break; + default: /* '?' */ + std::cerr<< "Usage: "<<argv[0]<<" <arguments> " <<std::endl + << "arguments:" <<std::endl + << " -S --SNPdir SNP file directory" <<std::endl + << " -s --SNPfilename SNP file name" <<std::endl + << " -o --pvalue p-values file" <<std::endl + << " -r --runtime runtime output file name" <<std::endl + << " -N --samplesize number of individuals" <<std::endl + << " -M --snps number of SNPs" <<std::endl; + exit(EXIT_FAILURE); + } + } + + RunLogReg(SNPDir, SNPFileName, pValue, Runtime, SampleSize, SNPs); + + return 0; + +} + +void RunLogReg(const string &SNPDir, const string &SNPFileName, const string &pValue, const string &Runtime, const string &SampleSize, const string &SNPs) { + + TimeVar t; + TimeVar tAll; + + TIC(tAll); + + double keyGenTime(0.0); + double encryptionTime(0.0); + double computation1Time(0.0); + double computation2Time(0.0); + double computation3Time(0.0); + double computation4Time(0.0); + double computation5Time(0.0); + double computation6Time(0.0); + double computation7Time(0.0); + double computation8Time(0.0); + double computationTime(0.0); + double decryptionTime(0.0); + double endToEndTime(0.0); + + std::cout << "\n======LOGISTIC REGRESSION SOLUTION========\n" << std::endl; + + vector<string> headers1; + vector<string> headersS; + + std::vector<std::vector<double>> xData; + std::vector<double> yData; + std::vector<std::vector<double>> sData; + + size_t N = std::stoi(SampleSize); + size_t M = std::stoi(SNPs); + + double scalingFactor = 1e-1; + double scalingFactorD = 1e-2; + double scalingFactorN = 1e-2; + + ReadSNPFile(headersS,sData,xData,yData,SNPDir + "/" + SNPFileName,N,M); + + N = sData.size(); + M = sData[0].size(); + size_t k = xData[0].size(); + + usint m; + + m = 65536; + + size_t n = m/4; + + usint init_size = 17; + usint dcrtBits = 50; + + size_t k2 = k*k; + + usint batchSize = k*k; + + CryptoContext<DCRTPoly> cc = + CryptoContextFactory<DCRTPoly>::genCryptoContextCKKS( + init_size-1, + dcrtBits, + k, + HEStd_128_classic, + m/2, /*ringDimension*/ + APPROXRESCALE, + BV, + 3, /*numLargeDigits*/ + 4, /*maxDepth*/ + dcrtBits, /*firstMod*/ + 0, + OPTIMIZED); + + cc->Enable(ENCRYPTION); + cc->Enable(SHE); + cc->Enable(LEVELEDSHE); + + std::cout << "\nNumber of Individuals = " << N << std::endl; + std::cout << "Number of SNPs = " << M << std::endl; + std::cerr << "Number of features = " << k << std::endl; + + TIC(t); + + auto keyPair = cc->KeyGen(); + cc->EvalMultKeysGen(keyPair.secretKey); + cc->EvalSumKeyGen(keyPair.secretKey); + auto evalSumRows = cc->EvalSumRowsKeyGen(keyPair.secretKey, nullptr, k); + auto evalSumCols = cc->EvalSumColsKeyGen(keyPair.secretKey, nullptr); + // EvalSum key is also used for rotations by 1 and 2 + auto evalSum = cc->GetEvalSumKeyMap(keyPair.secretKey->GetKeyTag()); + + auto pubKeyS = LPPublicKey<DCRTPoly>(new LPPublicKeyImpl<DCRTPoly>(*keyPair.publicKey)); + std::vector<DCRTPoly> pubElementsS = pubKeyS->GetPublicElements(); + for (size_t i=0; i < pubElementsS.size(); i++) + pubElementsS[i].DropLastElements(10); + pubKeyS->SetPublicElements(pubElementsS); + + auto pubKeyX = LPPublicKey<DCRTPoly>(new LPPublicKeyImpl<DCRTPoly>(*keyPair.publicKey)); + auto pubElementsX = pubKeyX->GetPublicElements(); + for (size_t i=0; i < pubElementsX.size(); i++) + pubElementsX[i].DropLastElements(11); + pubKeyX->SetPublicElements(pubElementsX); + + std::vector<int32_t> indicesM; + for (size_t i = 3; i < k*k; i++) { + if (!((i == 4) || (i == 8))) + indicesM.push_back(i); + } + + cc->SetKeyGenLevel(5); + + auto rotKeysM = cc->GetEncryptionAlgorithm()->EvalAtIndexKeyGen(nullptr,keyPair.secretKey, indicesM); + + std::vector<int32_t> indicesConv; + for (size_t i = 4; i < m/4; i=2*i) + indicesConv.push_back(m/4-i); + + cc->SetKeyGenLevel(8); + + auto rotKeysConv = cc->GetEncryptionAlgorithm()->EvalAtIndexKeyGen(nullptr,keyPair.secretKey, indicesConv); + + keyGenTime = TOC(t); + + TIC(t); + + uint32_t numCt = (uint32_t)std::ceil((double)(N*k*k)/(double)(n)); + + std::cerr << "Number of ciphertexts: " << numCt << std::endl; + + size_t Nfull = n/k2; + + std::vector<std::vector<std::complex<double>>> x; + for (size_t r = 0; r < numCt; r++) { + std::vector<std::complex<double>> xTemp; + size_t N1; + if ((r+1)*n < N*k2) + N1 = n/(k2); + else + N1 = N - r*n/k2; + for (size_t j = 0; j < N1; j++) + for (size_t i = 0; i < k; i++) + for (size_t p = 0; p < k; p++) + xTemp.push_back(xData[j+r*Nfull][p]); + x.push_back(xTemp); + } + + std::vector<std::vector<std::complex<double>>> xt; + for (size_t r = 0; r < numCt; r++) { + std::vector<std::complex<double>> xTemp; + size_t N1; + if ((r+1)*n < N*k2) + N1 = n/(k2); + else + N1 = N - r*n/k2; + for (size_t j = 0; j < N1; j++) + for (size_t i = 0; i < k; i++) + for (size_t p = 0; p < k; p++) + xTemp.push_back(xData[j+r*Nfull][i]); + xt.push_back(xTemp); + } + + std::vector<std::vector<std::complex<double>>> y; + for (size_t r = 0; r < numCt; r++) { + size_t N1; + if ((r+1)*n < N*k2) + N1 = n/(k2); + else + N1 = N - r*n/k2; + std::vector<std::complex<double>> yTemp; + for (size_t j = 0; j < N1; j++) + for (size_t i = 0; i < k*k; i++) { + { + yTemp.push_back(yData[j+r*Nfull]); + } + } + y.push_back(yTemp); + } + + vector<Plaintext> X(numCt); + vector<Plaintext> XT(numCt); + vector<Plaintext> Y(numCt); + for (size_t r = 0; r < numCt; r++) { + X[r] = cc->MakeCKKSPackedPlaintext(x[r]); + XT[r] = cc->MakeCKKSPackedPlaintext(xt[r]); + Y[r] = cc->MakeCKKSPackedPlaintext(y[r]); + } + + std::vector<vector<Ciphertext<DCRTPoly>>> cX1(N); + + size_t sizeS = (size_t)std::ceil((double)sData[0].size()/(m/4)); + + std::vector<std::vector<std::vector<std::complex<double>>>> sDataArray(sizeS); + + for(size_t s = 0; s < sizeS; s++) + sDataArray[s] = std::vector<std::vector<std::complex<double>>>(sData.size()); + + for (size_t i=0; i < sData.size(); i++){ + + for(size_t s = 0; s < sizeS; s++) + sDataArray[s][i] = std::vector<std::complex<double>>(sData[i].size()); + + size_t counter = 0; + + for (size_t j=0; j<sData[i].size(); j++) { + if ((j>0) && (j%(m/4)==0)) + counter++; + sDataArray[counter][i][j%(m/4)] = scalingFactor*sData[i][j]; + } + } + + std::vector<std::vector<Ciphertext<DCRTPoly>>> S(sizeS); + + for (size_t i = 0; i < sizeS; i++) + S[i] = std::vector<Ciphertext<DCRTPoly>>(N); + + //Encryption of single-integer ciphertexts +#pragma omp parallel for + for (size_t i=0; i<N; i++){ + for (size_t s=0; s < sizeS; s++){ + Plaintext sTemp = cc->MakeCKKSPackedPlaintext(sDataArray[s][i],1,10,pubElementsS[0].GetParams()); + S[s][i] = cc->Encrypt(pubKeyS, sTemp); + } + std::vector<Ciphertext<DCRTPoly>> x1Temp; + for (size_t j=0; j<k; j++){ + std::vector<std::complex<double>> xVector(m/4,xData[i][j]); + Plaintext xTemp = cc->MakeCKKSPackedPlaintext(xVector,1,11,pubElementsX[0].GetParams()); + x1Temp.push_back(cc->Encrypt(pubKeyX, xTemp)); + } + cX1[i] = x1Temp; + } + + vector<Ciphertext<DCRTPoly>> cX(numCt); + vector<Ciphertext<DCRTPoly>> cXT(numCt); + vector<Ciphertext<DCRTPoly>> cY(numCt); + + for (size_t r=0; r<numCt; r++){ + cX[r] = cc->Encrypt(keyPair.publicKey, X[r]); + cXT[r] = cc->Encrypt(keyPair.publicKey, XT[r]); + cY[r] = cc->Encrypt(keyPair.publicKey, Y[r]); + } + + encryptionTime = TOC(t); + + TIC(t); + + double alpha = 0.00358; + + // Compute p1 = X^T (y - 0.5) + Ciphertext<DCRTPoly> cP1Sum, cP1; + for (size_t r=0; r<numCt; r++){ + cP1 = cc->EvalMult(cX[r],cc->EvalSub(cc->EvalSub(cY[r],double(0.25)),double(0.25))); + cP1 = cc->EvalSumRows(cP1,k*k,*evalSumRows); + //cP1 = cc->ModReduce(cP1); + if (r==0) + cP1Sum = cP1; + else + cP1Sum = cc->EvalAdd(cP1Sum,cP1); + } + cP1Sum = cc->ModReduce(cP1Sum); + + // Compute p2 = 0.15625*alpha*X + vector<Ciphertext<DCRTPoly>> cP2Arr(numCt); + for (size_t r=0; r<numCt; r++){ + auto cP2 = cc->EvalMult(cX[r],double(0.15625*alpha)); + cP2Arr[r] = cc->ModReduce(cP2); + } + + //Compute p3 = p1*p2 + vector<Ciphertext<DCRTPoly>> cP3Arr(numCt); + for (size_t r=0; r<numCt; r++){ + auto cP3 = cc->EvalMult(cP1Sum,cP2Arr[r]); + cP3 = cc->EvalSumCols(cP3,k,*evalSumCols); + cP3 = cc->ModReduce(cP3); + cP3Arr[r] = cc->ModReduce(cP3); + } + + //Compute p = p3 + 0.5 + vector<Ciphertext<DCRTPoly>> cPArr(numCt); + for (size_t r=0; r<numCt; r++){ + //auto cP = cc->EvalSub(cP3Arr[r],cP6Arr[r]); + auto cP = cc->EvalAdd(cP3Arr[r],double(0.25)); + cPArr[r] = cc->EvalAdd(cP,double(0.25)); + } + + // Compute p^2 + vector<Ciphertext<DCRTPoly>> cPSquareArr(numCt); + for (size_t r=0; r<numCt; r++){ + auto cPSquare = cc->EvalMult(cPArr[r],cPArr[r]); + cPSquareArr[r] = cc->ModReduce(cPSquare); + } + + // Compute w = p - p^2 + vector<Ciphertext<DCRTPoly>> cWArr(numCt); + for (size_t r=0; r<numCt; r++){ + auto cPReduced = cc->LevelReduce(cPArr[r],nullptr); + cWArr[r] = cc->EvalSub(cPReduced,cPSquareArr[r]); + } + + // Computes zExpand + vector<Ciphertext<DCRTPoly>> cZArr(numCt); + for (size_t r=0; r<numCt; r++){ + cZArr[r] = zExpand(cPArr[r], cY[r]); + } + + // Compute x^T diag(w) + vector<Ciphertext<DCRTPoly>> cM1Arr(numCt); + for (size_t r=0; r<numCt; r++){ + auto cXTNReduced = cc->LevelReduce(cXT[r],nullptr,4); + auto cM1 = cc->EvalMult(cXTNReduced,cWArr[r]); + cM1Arr[r] = cc->ModReduce(cM1); // Level 5 + } + + CompressEvalKeys(*evalSumRows,5); + + //Compute M = (x^T diag(w)) X + Ciphertext<DCRTPoly> cMSum, cM; + vector<Ciphertext<DCRTPoly>> cXReducedArr(numCt); + for (size_t r=0; r<numCt; r++){ + cXReducedArr[r] = cc->LevelReduce(cX[r],nullptr,5); //Level 5 + cM = cc->EvalMult(cM1Arr[r],cXReducedArr[r]); + cM = cc->EvalSumRows(cM,k*k,*evalSumRows); + if (r==0) + cMSum = cM; + else + cMSum = cc->EvalAdd(cMSum,cM); + } + + computation1Time = TOC(t); + + TIC(t); + + Ciphertext<DCRTPoly> cB(new CiphertextImpl<DCRTPoly>(cc)); + Ciphertext<DCRTPoly> cd(new CiphertextImpl<DCRTPoly>(cc)); + + CompressEvalKeys(evalSum,5); + + auto cB1 = MatrixInverse(cMSum,k,*cB,*cd, evalSum, *rotKeysM, *evalSumRows); + + computation2Time = TOC(t); + + TIC(t); + + cMSum = cc->ModReduce(cMSum); + + for (size_t r=0; r<numCt; r++){ + cM1Arr[r] = cc->LevelReduce(cM1Arr[r],nullptr,2); //Level 7 + } + + // Compute (X^T diag(w)) z + Ciphertext<DCRTPoly> cztr1Sum, cztr1; + for (size_t r=0; r<numCt; r++){ + cztr1 = cc->EvalMult(cM1Arr[r],cZArr[r]); + cztr1 = cc->EvalSumRows(cztr1,k*k,*evalSumRows); + //cztr1 = cc->ModReduce(cztr1); // Level 8 + if (r==0) + cztr1Sum = cztr1; + else + cztr1Sum = cc->EvalAdd(cztr1Sum,cztr1); + } + cztr1Sum = cc->ModReduce(cztr1Sum); + + // Compute XB + vector<Ciphertext<DCRTPoly>> cztr2Arr(numCt); + for (size_t r=0; r<numCt; r++){ + cXReducedArr[r] = cc->LevelReduce(cXReducedArr[r],nullptr,4); //Level 9 + auto cztr2 = cc->EvalMult(cXReducedArr[r],cB); + cztr2 = cc->EvalSumCols(cztr2,k,*evalSumCols); + cztr2 = cc->ModReduce(cztr2); + cztr2Arr[r] = cc->ModReduce(cztr2); //Level 11 + } + + CompressEvalKeys(*rotKeysM,6); + CompressEvalKeys(*evalSumRows,6); + + // Compute the product of (XB) and (X^T diag(w)) z + vector<Ciphertext<DCRTPoly>> cztr3Arr(numCt); + cztr1Sum = cc->LevelReduce(cztr1Sum,nullptr,3); //Level 11 + for (size_t r=0; r<numCt; r++){ + + auto cztr3 = cc->EvalMult(cztr1Sum,cztr2Arr[r]); + auto cztr4 = cc->EvalAdd(cztr3,cc->GetEncryptionAlgorithm()->EvalAtIndex(cztr3,4,*evalSumRows)); + auto cztr5 = cc->EvalAdd(cc->GetEncryptionAlgorithm()->EvalAtIndex(cztr3,8,*evalSumRows),cc->GetEncryptionAlgorithm()->EvalAtIndex(cztr3,12,*rotKeysM)); + auto cztr6 = cc->EvalAdd(cztr4,cztr5); + cztr6 = cc->ModReduce(cztr6); //Level 12 + std::vector<std::complex<double>> mask(m/4); + + size_t N1; + if ((r+1)*n < N*k2) + N1 = n/(k2); + else + N1 = N - r*n/k2; + + size_t NPow2cur = 1<<(size_t)std::ceil(log2(N1)); + + for (size_t i = 0; i < NPow2cur*k*k; i++) + { + if ((i % batchSize == 0) || (i % batchSize == 1) || (i % batchSize == 2) || (i % batchSize == 3)) + mask[i] = 1; + else + mask[i] = 0; + } + Plaintext plaintextMask = cc->MakeCKKSPackedPlaintext(mask,1); + auto cMask = cc->EvalMult(cztr6,plaintextMask); + cztr4 = cc->EvalAdd(cMask,cc->GetEncryptionAlgorithm()->EvalAtIndex(cMask,m/4-4,*rotKeysConv)); + cztr3Arr[r] = cc->EvalAdd(cztr4,cc->GetEncryptionAlgorithm()->EvalAtIndex(cztr4,m/4-8,*rotKeysConv)); + + } + + rotKeysM->clear(); + evalSumRows->clear(); + + //Compute d*z + auto cdDen = cc->LevelReduce(cd,nullptr,1); //Level 10 + cd = cc->LevelReduce(cd,nullptr,3); //Level 12 + vector<Ciphertext<DCRTPoly>> cztr4Arr(numCt); + for (size_t r=0; r<numCt; r++){ + cZArr[r] = cc->LevelReduce(cZArr[r],nullptr,5); //Level 12 + cztr4Arr[r] = cc->EvalMult(cZArr[r],cd); + } + + //Computer ztr + vector<Ciphertext<DCRTPoly>> cztrArr(numCt); + for (size_t r=0; r<numCt; r++){ + auto cztr = cc->EvalSub(cztr4Arr[r],cztr3Arr[r]); + cztrArr[r] = cc->ModReduce(cztr); //Level 13 + } + + computation3Time = TOC(t); + + TIC(t); + + vector<Ciphertext<DCRTPoly>> cWConvArr(numCt); + for (size_t r=0; r<numCt; r++){ + + cWArr[r] = cc->LevelReduce(cWArr[r],nullptr,4); //Level 8 + + size_t N1; + if ((r+1)*n < N*k2) + N1 = n/(k2); + else + N1 = N - r*n/k2; + size_t NPow2cur = 1<<(size_t)std::ceil(log2(N1)); + + std::vector<std::complex<double>> maskW(m/4); + for (size_t v = 0; v < NPow2cur*k*k; v++) + maskW[v] = 1; + for (size_t v = NPow2cur*k*k; v < m/4; v++) + maskW[v] = 0; + Plaintext plaintextW = cc->MakeCKKSPackedPlaintext(maskW,1); + auto cWConv = cc->EvalMult(cWArr[r],plaintextW); + + for (size_t j = NPow2cur*k*k; j < m/4; j=j*2 ) { + cWConv = cc->EvalAdd(cWConv,cc->GetEncryptionAlgorithm()->EvalAtIndex(cWConv,m/4-j,*rotKeysConv)); + } + + cWConvArr[r] = cc->ModReduce(cWConv); //Level 9 + + } + + CompressEvalKeys(*rotKeysConv,1); + + vector<Ciphertext<DCRTPoly>> cWVector; + for (size_t r=0; r<numCt; r++){ + size_t N1; + if ((r+1)*n < N*k2) + N1 = n/(k2); + else + N1 = N - r*n/k2; + auto temp = SplitIntoSingle(cWConvArr[r], N1, k, *rotKeysConv); //Level 10 + cWVector.insert(cWVector.end(),temp->begin(),temp->end()); //Level 10 + cWArr[r] = cc->LevelReduce(cWArr[r],nullptr,1); //Level 9 + } + + computation4Time = TOC(t); + + TIC(t); + + std::vector<std::vector<Ciphertext<DCRTPoly>>> strVector1(sizeS); + + for (size_t i = 0; i < sizeS; i++) + strVector1[i] = std::vector<Ciphertext<DCRTPoly>>(N); + + // Compute diag(w) S + for (size_t s = 0; s < sizeS; s++) { +#pragma omp parallel for + for (size_t i = 0; i < N; i++) + { + strVector1[s][i] = cc->EvalMultNoRelin(cWVector[i],S[s][i]); + strVector1[s][i] = cc->ModReduce(strVector1[s][i]); // Level 11 + } + } + + // Compute X^T (diag(w) S) + std::vector<std::vector<Ciphertext<DCRTPoly>>> strVector2(sizeS); + + for (size_t s = 0; s < sizeS; s++) { + strVector2[s] = std::vector<Ciphertext<DCRTPoly>>(k); + } + + for (size_t j = 0; j < k; j++) + { + for (size_t s = 0; s < sizeS; s++) { + std::vector<Ciphertext<DCRTPoly>> tempVector(N); +#pragma omp parallel for + for (size_t i = 0; i < N; i++) + { + tempVector[i] = cc->EvalMultNoRelin(strVector1[s][i],cX1[i][j]); + + } + //std::cerr << "passed mult" << std::endl; + strVector2[s][j] = BinaryTreeAdd(tempVector); + tempVector.clear(); + //std::cerr << "passed binary tree" << std::endl; + strVector2[s][j] = cc->ModReduce(strVector2[s][j]); //Level 12 + } + } + + // Compute B X^T (diag(w) S) + std::vector<std::vector<Ciphertext<DCRTPoly>>> strVector3(sizeS); + + for (size_t s = 0; s < sizeS; s++) + strVector3[s] = std::vector<Ciphertext<DCRTPoly>>(k); + +#pragma omp parallel for + for(size_t i = 0; i < k; i++) { + (*cB1)[i][0] = cc->LevelReduce((*cB1)[i][0],nullptr,3); + for(size_t j=1; j < k; j++) { + (*cB1)[i][j] = cc->LevelReduce((*cB1)[i][j],nullptr,3); + } + } + + + for (size_t s = 0; s < sizeS; s++) { +#pragma omp parallel for + for(size_t i = 0; i < k; i++) { + auto temp = cc->EvalMultAndRelinearize((*cB1)[i][0],strVector2[s][0]); + for(size_t j=1; j < k; j++) { + temp = cc->EvalAdd(temp,cc->EvalMultAndRelinearize((*cB1)[i][j],strVector2[s][j])); + } + temp = cc->ModReduce(temp); //Level 13 + strVector3[s][i] = temp; + } + } + +#pragma omp parallel for + for(size_t i = 0; i < N; i++) { + cX1[i][0] = cc->LevelReduce(cX1[i][0],nullptr,2); + for(size_t j=1; j < k; j++) { + cX1[i][j] = cc->LevelReduce(cX1[i][j],nullptr,2); + } + } + + // Compute X B X^T (diag(w) S) + for (size_t s = 0; s < sizeS; s++) { +#pragma omp parallel for + for(size_t i = 0; i < N; i++) { + auto temp = cc->EvalMultNoRelin(cX1[i][0],strVector3[s][0]); + for(size_t j=1; j < k; j++) { + temp = cc->EvalAdd(temp,cc->EvalMultNoRelin(cX1[i][j],strVector3[s][j])); + } + strVector1[s][i] = temp; + } + } + + // Compute d S - X B X^T (diag(w) S) + //auto cd12 = cd; + cd = cc->LevelReduce(cd,nullptr,1); //Level 13 + for (size_t s = 0; s < sizeS; s++) { +#pragma omp parallel for + for (size_t i = 0; i < N; i++) + { + S[s][i] = cc->LevelReduce(S[s][i],nullptr,3); + strVector1[s][i] = cc->EvalSub(cc->EvalMultNoRelin(cd,S[s][i]),strVector1[s][i]); // Level 13 + strVector1[s][i] = cc->ModReduce(strVector1[s][i]); // Level 14 + } + } + + for (size_t i = 0; i < S.size(); i++) + S.clear(); + S.clear(); + + for (size_t i = 0; i < cX1.size(); i++) + cX1.clear(); + cX1.clear(); + + computation5Time = TOC(t); + + TIC(t); + + // Compute str * str + std::vector<std::vector<Ciphertext<DCRTPoly>>> invVarD(sizeS); + + for (size_t s = 0; s < sizeS; s++) + invVarD[s] = std::vector<Ciphertext<DCRTPoly>>(N); + + for (size_t s = 0; s < sizeS; s++) { +#pragma omp parallel for + for (size_t i = 0; i < N; i++) + { + invVarD[s][i] = cc->EvalMultNoRelin(strVector1[s][i],strVector1[s][i]); // Level 14 + //invVarD[i] = cc->ModReduce(invVarD[i]); // Level 15 + } + } + + // Compute d*d + auto cd12 = cc->LevelReduce(cd,nullptr,1); // Level 14 + auto cd2 = cc->EvalMult(cd12,cd12); + cd2 = cc->ModReduce(cd2); // Level 15 + + // Compute (w^T) (str*str) +#pragma omp parallel for + for (size_t i = 0; i < N; i++) + { + cWVector[i] = cc->LevelReduce(cWVector[i],nullptr,3); // Level 14 + //scaling down + auto temp = cc->EvalMult(cWVector[i],double(scalingFactorD)); + temp = cc->ModReduce(temp); // Level 15 + //auto temp = cc->EvalMultNoRelin(cd2,cWVector[i]); + for (size_t s = 0; s < sizeS; s++) { + invVarD[s][i] = cc->EvalMultNoRelin(temp,invVarD[s][i]); + } + } + + std::vector<Ciphertext<DCRTPoly>> invVar(sizeS); + + for (size_t s = 0; s < sizeS; s++) + invVar[s] = BinaryTreeAdd(invVarD[s]); + + for (size_t s = 0; s < sizeS; s++) + invVarD[s].clear(); + invVarD.clear(); + + computation6Time = TOC(t); + + TIC(t); + + CompressEvalKeys(*rotKeysConv,4); + + // Compute w*ztr + vector<Ciphertext<DCRTPoly>> beta1Arr(numCt); + for (size_t r=0; r<numCt; r++){ + cWArr[r] = cc->LevelReduce(cWArr[r],nullptr,3); //Level 12 + + size_t N1; + if ((r+1)*n < N*k2) + N1 = n/(k2); + else + N1 = N - r*n/k2; + size_t NPow2cur = 1<<(size_t)std::ceil(log2(N1)); + + // clears the mask to prepare for the conversion + std::vector<std::complex<double>> maskW2(m/4); + for (size_t v = 0; v < NPow2cur*k*k; v++) + maskW2[v] = scalingFactorN; + for (size_t v = NPow2cur*k*k; v < m/4; v++) + maskW2[v] = 0; + Plaintext plaintextW2 = cc->MakeCKKSPackedPlaintext(maskW2,1); + auto cWConv2 = cc->EvalMult(cWArr[r],plaintextW2); + + cWConv2 = cc->ModReduce(cWConv2);//Level 13 + + auto beta1 = cc->EvalMult(cWConv2,cztrArr[r]); + + for (size_t j = NPow2cur*k*k; j < m/4; j=j*2 ) { + beta1 = cc->EvalAdd(beta1,cc->GetEncryptionAlgorithm()->EvalAtIndex(beta1,m/4-j,*rotKeysConv)); + } + + beta1Arr[r] = cc->ModReduce(beta1); //Level 14 + + } + + CompressEvalKeys(*rotKeysConv,1); + //CompressEvalKeys(*rotKeysBabyGiant,6); + + vector<Ciphertext<DCRTPoly>> betaVector; + for (size_t r=0; r<numCt; r++){ + size_t N1; + if ((r+1)*n < N*k2) + N1 = n/(k2); + else + N1 = N - r*n/k2; + auto temp = SplitIntoSingle(beta1Arr[r], N1, k, *rotKeysConv); //Level 15 + betaVector.insert(betaVector.end(),temp->begin(),temp->end()); + } + + rotKeysConv->clear(); + + computation7Time = TOC(t); + + TIC(t); + + // Compute (w*ztr)^T str + for (size_t s = 0; s < sizeS; s++) { +#pragma omp parallel for + for (size_t i = 0; i < N; i++) + { + strVector1[s][i] = cc->LevelReduce(strVector1[s][i],nullptr,1);// Level 15 + strVector1[s][i] = cc->EvalMultNoRelin(betaVector[i],strVector1[s][i]); + } + } + + betaVector.clear(); + + std::vector<Ciphertext<DCRTPoly>> beta(sizeS); + + for (size_t s = 0; s < sizeS; s++) + beta[s] = BinaryTreeAdd(strVector1[s]); + + for (size_t s = 0; s < sizeS; s++) + strVector1[s].clear(); + strVector1.clear(); + + computation8Time = TOC(t); + + std::vector<Plaintext> pInvVar(sizeS); + std::vector<Plaintext> pBeta(sizeS); + Plaintext pD; + + TIC(t); + cc->Decrypt(keyPair.secretKey, cd2 , &pD); + for (size_t s = 0; s < sizeS; s++) { + cc->Decrypt(keyPair.secretKey, invVar[s] , &(pInvVar[s])); + cc->Decrypt(keyPair.secretKey, beta[s] , &(pBeta[s])); + } + + decryptionTime = TOC(t); + + std::vector<double> zval(headersS.size()); + std::vector<double> pval(headersS.size()); + std::vector<double> betaval(headersS.size()); + std::vector<std::complex<double>> num(headersS.size()); + std::vector<std::complex<double>> den(headersS.size()); + + for (size_t s = 0; s < sizeS; s++) { + for (size_t i = 0; i < m/4; i++) { + if (s*m/4 + i < headersS.size()) { + num[s*m/4 + i] = pow(scalingFactor,-1)*pow(scalingFactorN,-1)*pBeta[s]->GetCKKSPackedValue()[i]; + den[s*m/4 + i] = pow(scalingFactor,-2)*pow(scalingFactorD,-1)*pInvVar[s]->GetCKKSPackedValue()[i]; + betaval[s*m/4 + i] = num[s*m/4 + i].real()/den[s*m/4 + i].real(); + zval[s*m/4 + i] = num[s*m/4 + i].real()/sqrt(den[s*m/4 + i].real()*pD->GetCKKSPackedValue()[0].real()); + pval[s*m/4 + i] = 2*sf(abs(zval[s*m/4 + i])); + if (pval[s*m/4 + i] == 0) + pval[s*m/4 + i] = BS(zval[s*m/4 + i]); + } + } + } + + ofstream myfile; + myfile.open(SNPDir + "/" + pValue); + myfile.precision(10); + for(uint32_t i = 0; i < headersS.size(); i++) { + myfile << headersS[i] << "\t" << pval[i] << std::endl; + } + myfile.close(); + + ofstream myfilez; + myfilez.open(SNPDir + "/" + "zvalue.txt"); + myfilez.precision(10); + for(uint32_t i = 0; i < headersS.size(); i++) { + myfilez << headersS[i] << "\t" << zval[i] << std::endl; + } + myfilez.close(); + + ofstream myfileb; + myfileb.open(SNPDir + "/" + "betavalue.txt"); + myfileb.precision(10); + for(uint32_t i = 0; i < headersS.size(); i++) { + myfileb << headersS[i] << "\t" << betaval[i] << std::endl; + } + myfileb.close(); + + ofstream myfilenum; + myfilenum.open(SNPDir + "/" + "num.txt"); + myfilenum.precision(10); + for(uint32_t i = 0; i < headersS.size(); i++) { + myfilenum << headersS[i] << "\t" << num[i] << std::endl; + } + myfilenum.close(); + + ofstream myfileden; + myfileden.open(SNPDir + "/" + "den.txt"); + myfileden.precision(10); + for(uint32_t i = 0; i < headersS.size(); i++) { + myfileden << headersS[i] << "\t" << den[i] << std::endl; + } + myfileden.close(); + + computationTime = computation1Time + computation2Time + computation3Time + computation4Time + + computation5Time + computation6Time + computation7Time + computation8Time; + + std::cout << "\nKey Generation Time: \t\t" << keyGenTime/1000 << " s" << std::endl; + std::cout << "Encoding and Encryption Time: \t" << encryptionTime/1000 << " s" << std::endl; + std::cout << "Computation Time: \t\t" << computationTime/1000 << " s" << std::endl; + std::cout << "Decryption & Decoding Time: \t" << decryptionTime/1000 << " s" << std::endl; + + endToEndTime = TOC(tAll); + + std::cout << "\nEnd-to-end Runtime: \t\t" << endToEndTime/1000 << " s" << std::endl; + + ofstream myfileRuntime; + myfileRuntime.open(SNPDir + "/" + Runtime); + myfileRuntime << "Key Generation Time: \t\t" << keyGenTime/1000 << " s" << std::endl; + myfileRuntime << "Encoding and Encryption Time: \t" << encryptionTime/1000 << " s" << std::endl; + myfileRuntime << "Computation Time: \t\t" << computationTime/1000 << " s" << std::endl; + myfileRuntime << "Decryption & Decoding Time: \t" << decryptionTime/1000 << " s" << std::endl; + myfileRuntime << "End-to-end Runtime: \t\t" << endToEndTime/1000 << " s" << std::endl; + myfileRuntime.close(); + +} + +Ciphertext<DCRTPoly> zExpand(const Ciphertext<DCRTPoly> p, const Ciphertext<DCRTPoly> y) { + + CryptoContext<DCRTPoly> cc = p->GetCryptoContext(); + + //Compute p-0.5 + auto pAdj = cc->EvalSub(p,double(0.25)); + pAdj = cc->EvalSub(pAdj,double(0.25)); + + //Compute (p-0.5)^2; level 4 + auto p2 = cc->EvalMult(pAdj,pAdj); + p2 = cc->ModReduce(p2); + + //Compute (p-0.5)^3; level 5 + auto p1 = cc->LevelReduce(pAdj,nullptr); + auto p3 = cc->EvalMult(p2,p1); + p3 = cc->ModReduce(p3); + + //Compute (p-0.5)^4; level 5 + auto p4 = cc->EvalMult(p2,p2); + p4 = cc->ModReduce(p4); + + //Compute (p-0.5)^5; level 6 + p1 = cc->LevelReduce(p1,nullptr); + auto p5 = cc->EvalMult(p4,p1); + p5 = cc->ModReduce(p5); + + //Compute (p-0.5)^6; level 6 + p2 = cc->LevelReduce(p2,nullptr); + auto p6 = cc->EvalMult(p4,p2); + p6 = cc->ModReduce(p6); + + //Compute (p-0.5)^7; level 6 + auto p7 = cc->EvalMult(p4,p3); + p7 = cc->ModReduce(p7); + + //Compute (p-0.5)^8; level 6 + auto p8 = cc->EvalMult(p4,p4); + p8 = cc->ModReduce(p8); + + //Compute -2 + 4y + auto factor = cc->EvalMult(y,4); + factor = cc->ModReduce(factor); //level 1 + factor = cc->EvalSub(factor,2); + auto t0 = cc->LevelReduce(factor,nullptr,6); //level 7 + + //Compute (-8 + 16y)*(p-0.5)^2 + auto t1 = cc->EvalMult(factor,4); + t1 = cc->ModReduce(t1); // level 2 + t1 = cc->LevelReduce(t1,nullptr,3); //level 5 + t1 = cc->EvalMult(t1,p2); + t1 = cc->ModReduce(t1); //level 6 + t1 = cc->LevelReduce(t1,nullptr); //level 7 + + //Compute (32/3)*(p-0.5)^3 + auto t2 = cc->EvalMult(p3,double(32/3)); + t2 = cc->ModReduce(t2); // level 6 + t2 = cc->LevelReduce(t2,nullptr); //level 7 + + //Compute (-32 + 64y)*(p-0.5)^4 + auto t3 = cc->EvalMult(factor,16); + t3 = cc->ModReduce(t3); // level 2 + t3 = cc->LevelReduce(t3,nullptr,3); //level 5 + t3 = cc->EvalMult(t3,p4); + t3 = cc->ModReduce(t3); //level 6 + t3 = cc->LevelReduce(t3,nullptr); //level 7 + + //Compute (256/5)*(p-0.5)^5 + auto t4 = cc->EvalMult(p5,double(256/5)); + t4 = cc->ModReduce(t4); // level 7 + + //Compute (-128 + 256y)*(p-0.5)^6 + auto t5 = cc->EvalMult(factor,64); + t5 = cc->ModReduce(t5); // level 2 + t5 = cc->LevelReduce(t5,nullptr,4); //level 6 + t5 = cc->EvalMult(t5,p6); + t5 = cc->ModReduce(t5); //level 7 + + //Compute (1536/7)*(p-0.5)^7 + auto t6 = cc->EvalMult(p7,double(1536/7)); + t6 = cc->ModReduce(t6); // level 7 + + //Compute (-512 + 1024y)*(p-0.5)^8 + auto t7 = cc->EvalMult(factor,256); + t7 = cc->ModReduce(t7); // level 2 + t7 = cc->LevelReduce(t7,nullptr,4); //level 6 + t7 = cc->EvalMult(t7,p8); + t7 = cc->ModReduce(t7); //level 7 + + auto z = cc->EvalAdd(t0,t1); + z = cc->EvalSub(z,t2); + z = cc->EvalAdd(z,t3); + z = cc->EvalSub(z,t4); + z = cc->EvalAdd(z,t5); + z = cc->EvalSub(z,t6); + z = cc->EvalAdd(z,t7); + + return z; + +} + +shared_ptr<std::vector<std::vector<Ciphertext<DCRTPoly>>>> MatrixInverse(const Ciphertext<DCRTPoly> cM, size_t k, + CiphertextImpl<DCRTPoly> &B, CiphertextImpl<DCRTPoly> &d, const std::map<usint, LPEvalKey<DCRTPoly>> &evalSum, + const std::map<usint, LPEvalKey<DCRTPoly>> &rotKeys, const std::map<usint, LPEvalKey<DCRTPoly>> &evalSumRows) { + + auto cc = cM->GetCryptoContext(); + + const shared_ptr<LPCryptoParameters<DCRTPoly>> cryptoParams = cM->GetCryptoParameters(); + const auto elementParams = cryptoParams->GetElementParams(); + usint m = elementParams->GetCyclotomicOrder(); + + size_t kSquare = k*k; + + std::vector<std::complex<double>> mask(m/4); + for (size_t i = 0; i < mask.size(); i++) + { + if (i % kSquare == 0) + mask[i] = 1; + else + mask[i] = 0; + } + + Plaintext plaintext = cc->MakeCKKSPackedPlaintext(mask,1); + + std::vector<Ciphertext<DCRTPoly>> cMRotations(k*k-1); + + auto precomputedcM = KeySwitchPrecompute(cM); + +#pragma omp parallel for + for (size_t i = 1; i < k*k; i++) { + + usint autoIndex = FindAutomorphismIndex2nComplex(i,m); + + if (i < 3) + cMRotations[i-1] = HoistedAutomorphism(evalSum.find(autoIndex)->second,cM,precomputedcM,autoIndex); + else if ((i == 4) || (i==8)) + cMRotations[i-1] = HoistedAutomorphism(evalSumRows.find(autoIndex)->second,cM,precomputedcM,autoIndex); + else + cMRotations[i-1] = HoistedAutomorphism(rotKeys.find(autoIndex)->second,cM,precomputedcM,autoIndex); + + cMRotations[i-1] = cc->ModReduce(cMRotations[i-1]); + // clear all values that are not used + cMRotations[i-1] = cc->EvalMult(cMRotations[i-1],plaintext); + cMRotations[i-1] = cc->ModReduce(cMRotations[i-1]); + } + + auto cMReduced = cc->ModReduce(cM); + cMReduced = cc->LevelReduce(cMReduced,nullptr); + + auto a11a22 = cc->EvalMult(cMReduced,cMRotations[4]); + a11a22 = cc->ModReduce(a11a22); + + auto a11a23 = cc->EvalMult(cMReduced,cMRotations[5]); + a11a23 = cc->ModReduce(a11a23); + + auto a11a24 = cc->EvalMult(cMReduced,cMRotations[6]); + a11a24 = cc->ModReduce(a11a24); + + auto a12a12 = cc->EvalMult(cMRotations[0],cMRotations[0]); + a12a12 = cc->ModReduce(a12a12); + + auto a12a13 = cc->EvalMult(cMRotations[0],cMRotations[1]); + a12a13 = cc->ModReduce(a12a13); + + auto a12a14 = cc->EvalMult(cMRotations[0],cMRotations[2]); + a12a14 = cc->ModReduce(a12a14); + + auto a13a13 = cc->EvalMult(cMRotations[1],cMRotations[1]); + a13a13 = cc->ModReduce(a13a13); + + auto a13a14 = cc->EvalMult(cMRotations[1],cMRotations[2]); + a13a14 = cc->ModReduce(a13a14); + + auto a14a14 = cc->EvalMult(cMRotations[2],cMRotations[2]); + a14a14 = cc->ModReduce(a14a14); + + auto a22a33 = cc->EvalMult(cMRotations[4],cMRotations[9]); + a22a33 = cc->ModReduce(a22a33); + + auto a22a34 = cc->EvalMult(cMRotations[4],cMRotations[10]); + a22a34 = cc->ModReduce(a22a34); + + auto a22a44 = cc->EvalMult(cMRotations[4],cMRotations[14]); + a22a44 = cc->ModReduce(a22a44); + + auto a23a23 = cc->EvalMult(cMRotations[5],cMRotations[5]); + a23a23 = cc->ModReduce(a23a23); + + auto a23a24 = cc->EvalMult(cMRotations[5],cMRotations[6]); + a23a24 = cc->ModReduce(a23a24); + + auto a23a34 = cc->EvalMult(cMRotations[5],cMRotations[10]); + a23a34 = cc->ModReduce(a23a34); + + auto a23a44 = cc->EvalMult(cMRotations[5],cMRotations[14]); + a23a44 = cc->ModReduce(a23a44); + + auto a24a24 = cc->EvalMult(cMRotations[6],cMRotations[6]); + a24a24 = cc->ModReduce(a24a24); + + auto a24a33 = cc->EvalMult(cMRotations[6],cMRotations[9]); + a24a33 = cc->ModReduce(a24a33); + + auto a24a34 = cc->EvalMult(cMRotations[6],cMRotations[10]); + a24a34 = cc->ModReduce(a24a34); + + auto a33a44 = cc->EvalMult(cMRotations[9],cMRotations[14]); + a33a44 = cc->ModReduce(a33a44); + + auto a34a34 = cc->EvalMult(cMRotations[10],cMRotations[10]); + a34a34 = cc->ModReduce(a34a34); + +/* + * det = a[1,4]*a[1,4]*a[2,3]*a[2,3] - 2*a[1,3]*a[1,4]*a[2,3]*a[2,4] + a[1,3]*a[1,3]*a[2,4]*a[2,4] - + a[1,4]*a[1,4]*a[2,2]*a[3,3] + 2*a[1,2]*a[1,4]*a[2,4]*a[3,3] - a[1,1]*a[2,4]*a[2,4]*a[3,3] + + 2*a[1,3]*a[1,4]*a[2,2]*a[3,4] - 2*a[1,2]*a[1,4]*a[2,3]*a[3,4] - 2*a[1,2]*a[1,3]*a[2,4]*a[3,4] + + 2*a[1,1]*a[2,3]*a[2,4]*a[3,4] + a[1,2]*a[1,2]*a[3,4]*a[3,4] - a[1,1]*a[2,2]*a[3,4]*a[3,4] - + a[1,3]*a[1,3]*a[2,2]*a[4,4] + 2*a[1,2]*a[1,3]*a[2,3]*a[4,4] - a[1,1]*a[2,3]*a[2,3]*a[4,4] - + a[1,2]*a[1,2]*a[3,3]*a[4,4] + a[1,1]*a[2,2]*a[3,3]*a[4,4] + */ + + auto cd = cc->EvalMultNoRelin(a14a14,a23a23); + + auto temp = cc->EvalMultNoRelin(a13a14,a23a24); + temp = cc->EvalAdd(temp,temp); + + cd = cc->EvalSub(cd,temp); + cd = cc->EvalAdd(cd,cc->EvalMultNoRelin(a13a13,a24a24)); + cd = cc->EvalSub(cd,cc->EvalMultNoRelin(a14a14,a22a33)); + + //std::cerr << *cd << std::endl; + + temp = cc->EvalMultNoRelin(a12a14,a24a33); + temp = cc->EvalAdd(temp,temp); + + cd = cc->EvalAdd(cd,temp); + cd = cc->EvalSub(cd,cc->EvalMultNoRelin(a11a24,a24a33)); + + temp = cc->EvalMultNoRelin(a13a14,a22a34); + temp = cc->EvalAdd(temp,temp); + + cd = cc->EvalAdd(cd,temp); + + temp = cc->EvalMultNoRelin(a12a14,a23a34); + temp = cc->EvalAdd(temp,temp); + + cd = cc->EvalSub(cd,temp); + + temp = cc->EvalMultNoRelin(a12a13,a24a34); + temp = cc->EvalAdd(temp,temp); + + cd = cc->EvalSub(cd,temp); + + temp = cc->EvalMultNoRelin(a11a23,a24a34); + temp = cc->EvalAdd(temp,temp); + + cd = cc->EvalAdd(cd,temp); + cd = cc->EvalAdd(cd,cc->EvalMultNoRelin(a12a12,a34a34)); + cd = cc->EvalSub(cd,cc->EvalMultNoRelin(a11a22,a34a34)); + cd = cc->EvalSub(cd,cc->EvalMultNoRelin(a13a13,a22a44)); + + temp = cc->EvalMultNoRelin(a12a13,a23a44); + temp = cc->EvalAdd(temp,temp); + + cd = cc->EvalAdd(cd,temp); + cd = cc->EvalSub(cd,cc->EvalMultNoRelin(a11a23,a23a44)); + cd = cc->EvalSub(cd,cc->EvalMultNoRelin(a12a12,a33a44)); + cd = cc->EvalAdd(cd,cc->EvalMultNoRelin(a11a22,a33a44)); + + cd = cc->Relinearize(cd); + + Ciphertext<DCRTPoly> cdOld; + + for (size_t i = 1; i < k*k; i = i*2) + { + cdOld = cd; + if (i < 3) + cd = cc->GetEncryptionAlgorithm()->EvalAtIndex(cdOld,i,evalSum); + else if ( (i == 4) || (i == 8) ) + cd = cc->GetEncryptionAlgorithm()->EvalAtIndex(cdOld,i,evalSumRows); + else + cd = cc->GetEncryptionAlgorithm()->EvalAtIndex(cdOld,i,rotKeys); + cd = cc->EvalAdd(cdOld,cd); + } + + cd = cc->ModReduce(cd); + + d = *cd; + +/* + +# Adjoint of a 4 by 4 symmetric matrix +adjoin_4by4_sim_matrix <- function(a){ + b11 = -a[4,4]*a[2,3]*a[2,3] + 2*a[2,4]*a[3,4]*a[2,3] - a[2,2]*a[3,4]*a[3,4] - a[2,4]*a[2,4]*a[3,3] + a[2,2]*a[3,3]*a[4,4] + b12 = a[1,2]*a[3,4]*a[3,4] - a[1,4]*a[2,3]*a[3,4] - a[1,3]*a[2,4]*a[3,4] + a[1,4]*a[2,4]*a[3,3] + a[1,3]*a[2,3]*a[4,4] - a[1,2]*a[3,3]*a[4,4] + b13 = a[1,3]*a[2,4]*a[2,4] - a[1,4]*a[2,3]*a[2,4] - a[1,2]*a[3,4]*a[2,4] + a[1,4]*a[2,2]*a[3,4] - a[1,3]*a[2,2]*a[4,4] + a[1,2]*a[2,3]*a[4,4] + b14 = a[1,4]*a[2,3]*a[2,3] - a[1,3]*a[2,4]*a[2,3] - a[1,2]*a[3,4]*a[2,3] - a[1,4]*a[2,2]*a[3,3] + a[1,2]*a[2,4]*a[3,3] + a[1,3]*a[2,2]*a[3,4] + + b22 = -a[4,4]*a[1,3]*a[1,3] + 2*a[1,4]*a[3,4]*a[1,3] - a[1,1]*a[3,4]*a[3,4] - a[1,4]*a[1,4]*a[3,3] + a[1,1]*a[3,3]*a[4,4] + b23 = a[2,3]*a[1,4]*a[1,4] - a[1,3]*a[2,4]*a[1,4] - a[1,2]*a[3,4]*a[1,4] + a[1,1]*a[2,4]*a[3,4] + a[1,2]*a[1,3]*a[4,4] - a[1,1]*a[2,3]*a[4,4] + b24 = a[2,4]*a[1,3]*a[1,3] - a[1,4]*a[2,3]*a[1,3] - a[1,2]*a[3,4]*a[1,3] + a[1,2]*a[1,4]*a[3,3] - a[1,1]*a[2,4]*a[3,3] + a[1,1]*a[2,3]*a[3,4] + + b33 = -a[4,4]*a[1,2]*a[1,2] + 2*a[1,4]*a[2,4]*a[1,2] - a[1,1]*a[2,4]*a[2,4] - a[1,4]*a[1,4]*a[2,2] + a[1,1]*a[2,2]*a[4,4] + b34 = a[3,4]*a[1,2]*a[1,2] - a[1,4]*a[2,3]*a[1,2] - a[1,3]*a[2,4]*a[1,2] + a[1,3]*a[1,4]*a[2,2] + a[1,1]*a[2,3]*a[2,4] - a[1,1]*a[2,2]*a[3,4] + + b44 = -a[3,3]*a[1,2]*a[1,2] + 2*a[1,3]*a[2,3]*a[1,2] - a[1,1]*a[2,3]*a[2,3] - a[1,3]*a[1,3]*a[2,2] + a[1,1]*a[2,2]*a[3,3] + + b <- matrix(c(b11,b12,b13,b14,b12,b22,b23,b24,b13,b23,b33,b34,b14,b24,b34,b44), ncol=4, byrow=TRUE) + +*/ + + for (size_t i = 1; i < k*k; i++) { + cMRotations[i-1] = cc->LevelReduce(cMRotations[i-1],nullptr); + } + cMReduced = cc->LevelReduce(cMReduced,nullptr); + + temp = cc->EvalMultNoRelin(cMRotations[6],a23a34); + temp = cc->EvalAdd(temp,temp); + + auto b11 = temp; + + // We can a binary tree approach here and below + b11 = cc->EvalSub(b11,cc->EvalMultNoRelin(cMRotations[14],a23a23)); + b11 = cc->EvalSub(b11,cc->EvalMultNoRelin(cMRotations[4],a34a34)); + b11 = cc->EvalSub(b11,cc->EvalMultNoRelin(cMRotations[9],a24a24)); + b11 = cc->EvalAdd(b11,cc->EvalMultNoRelin(cMRotations[4],a33a44)); + + b11 = cc->Relinearize(b11); + + auto b12 = cc->EvalMultNoRelin(cMRotations[0],a34a34); + b12 = cc->EvalSub(b12,cc->EvalMultNoRelin(cMRotations[2],a23a34)); + b12 = cc->EvalSub(b12,cc->EvalMultNoRelin(cMRotations[1],a24a34)); + b12 = cc->EvalAdd(b12,cc->EvalMultNoRelin(cMRotations[2],a24a33)); + b12 = cc->EvalAdd(b12,cc->EvalMultNoRelin(cMRotations[1],a23a44)); + b12 = cc->EvalSub(b12,cc->EvalMultNoRelin(cMRotations[0],a33a44)); + + b12 = cc->Relinearize(b12); + + auto b13 = cc->EvalMultNoRelin(cMRotations[1],a24a24); + b13 = cc->EvalSub(b13,cc->EvalMultNoRelin(cMRotations[2],a23a24)); + b13 = cc->EvalSub(b13,cc->EvalMultNoRelin(cMRotations[0],a24a34)); + b13 = cc->EvalAdd(b13,cc->EvalMultNoRelin(cMRotations[2],a22a34)); + b13 = cc->EvalSub(b13,cc->EvalMultNoRelin(cMRotations[1],a22a44)); + b13 = cc->EvalAdd(b13,cc->EvalMultNoRelin(cMRotations[0],a23a44)); + + b13 = cc->Relinearize(b13); + + auto b14 = cc->EvalMultNoRelin(cMRotations[2],a23a23); + b14 = cc->EvalSub(b14,cc->EvalMultNoRelin(cMRotations[1],a23a24)); + b14 = cc->EvalSub(b14,cc->EvalMultNoRelin(cMRotations[0],a23a34)); + b14 = cc->EvalSub(b14,cc->EvalMultNoRelin(cMRotations[2],a22a33)); + b14 = cc->EvalAdd(b14,cc->EvalMultNoRelin(cMRotations[0],a24a33)); + b14 = cc->EvalAdd(b14,cc->EvalMultNoRelin(cMRotations[1],a22a34)); + + b14 = cc->Relinearize(b14); + + temp = cc->EvalMultNoRelin(cMRotations[10],a13a14); + temp = cc->EvalAdd(temp,temp); + + auto b22 = temp; + + b22 = cc->EvalSub(b22,cc->EvalMultNoRelin(cMRotations[14],a13a13)); + b22 = cc->EvalSub(b22,cc->EvalMultNoRelin(cMReduced,a34a34)); + b22 = cc->EvalSub(b22,cc->EvalMultNoRelin(cMRotations[9],a14a14)); + b22 = cc->EvalAdd(b22,cc->EvalMultNoRelin(cMReduced,a33a44)); + + b22 = cc->Relinearize(b22); + + auto b23 = cc->EvalMultNoRelin(cMRotations[5],a14a14); + b23 = cc->EvalSub(b23,cc->EvalMultNoRelin(cMRotations[6],a13a14)); + b23 = cc->EvalSub(b23,cc->EvalMultNoRelin(cMRotations[10],a12a14)); + b23 = cc->EvalAdd(b23,cc->EvalMultNoRelin(cMReduced,a24a34)); + b23 = cc->EvalAdd(b23,cc->EvalMultNoRelin(cMRotations[14],a12a13)); + b23 = cc->EvalSub(b23,cc->EvalMultNoRelin(cMRotations[14],a11a23)); + + b23 = cc->Relinearize(b23); + + // We can a binary tree approach here + auto b24 = cc->EvalMultNoRelin(cMRotations[6],a13a13); + b24 = cc->EvalSub(b24,cc->EvalMultNoRelin(cMRotations[5],a13a14)); + b24 = cc->EvalSub(b24,cc->EvalMultNoRelin(cMRotations[10],a12a13)); + b24 = cc->EvalAdd(b24,cc->EvalMultNoRelin(cMRotations[9],a12a14)); + b24 = cc->EvalSub(b24,cc->EvalMultNoRelin(cMRotations[9],a11a24)); + b24 = cc->EvalAdd(b24,cc->EvalMultNoRelin(cMRotations[10],a11a23)); + + b24 = cc->Relinearize(b24); + + temp = cc->EvalMultNoRelin(cMRotations[6],a12a14); + temp = cc->EvalAdd(temp,temp); + + auto b33 = temp; + + b33 = cc->EvalSub(b33,cc->EvalMultNoRelin(cMRotations[14],a12a12)); + b33 = cc->EvalSub(b33,cc->EvalMultNoRelin(cMReduced,a24a24)); + b33 = cc->EvalSub(b33,cc->EvalMultNoRelin(cMRotations[4],a14a14)); + b33 = cc->EvalAdd(b33,cc->EvalMultNoRelin(cMReduced,a22a44)); + + b33 = cc->Relinearize(b33); + + // We can a binary tree approach here + auto b34 = cc->EvalMultNoRelin(cMRotations[10],a12a12); + b34 = cc->EvalSub(b34,cc->EvalMultNoRelin(cMRotations[5],a12a14)); + b34 = cc->EvalSub(b34,cc->EvalMultNoRelin(cMRotations[6],a12a13)); + b34 = cc->EvalAdd(b34,cc->EvalMultNoRelin(cMRotations[4],a13a14)); + b34 = cc->EvalAdd(b34,cc->EvalMultNoRelin(cMReduced,a23a24)); + b34 = cc->EvalSub(b34,cc->EvalMultNoRelin(cMReduced,a22a34)); + + b34 = cc->Relinearize(b34); + + temp = cc->EvalMultNoRelin(cMRotations[5],a12a13); + temp = cc->EvalAdd(temp,temp); + + auto b44 = temp; + + // We can a binary tree approach here + b44 = cc->EvalSub(b44,cc->EvalMultNoRelin(cMRotations[9],a12a12)); + b44 = cc->EvalSub(b44,cc->EvalMultNoRelin(cMReduced,a23a23)); + b44 = cc->EvalSub(b44,cc->EvalMultNoRelin(cMRotations[4],a13a13)); + b44 = cc->EvalAdd(b44,cc->EvalMultNoRelin(cMReduced,a22a33)); + + b44 = cc->Relinearize(b44); + + shared_ptr<std::vector<std::vector<Ciphertext<DCRTPoly>>>> B1(new std::vector<std::vector<Ciphertext<DCRTPoly>>>(k)); + + // We can use a binary tree approach here + auto b = cc->EvalAdd(b11,cc->GetEncryptionAlgorithm()->EvalAtIndex(b12,k*k-1,rotKeys)); + b = cc->EvalAdd(b,cc->GetEncryptionAlgorithm()->EvalAtIndex(b13,k*k-2,rotKeys)); + b = cc->EvalAdd(b,cc->GetEncryptionAlgorithm()->EvalAtIndex(b14,k*k-3,rotKeys)); + b = cc->EvalAdd(b,cc->GetEncryptionAlgorithm()->EvalAtIndex(b12,k*k-4,rotKeys)); + b = cc->EvalAdd(b,cc->GetEncryptionAlgorithm()->EvalAtIndex(b22,k*k-5,rotKeys)); + b = cc->EvalAdd(b,cc->GetEncryptionAlgorithm()->EvalAtIndex(b23,k*k-6,rotKeys)); + b = cc->EvalAdd(b,cc->GetEncryptionAlgorithm()->EvalAtIndex(b24,k*k-7,rotKeys)); + b = cc->EvalAdd(b,cc->GetEncryptionAlgorithm()->EvalAtIndex(b13,k*k-8,evalSumRows)); + b = cc->EvalAdd(b,cc->GetEncryptionAlgorithm()->EvalAtIndex(b23,k*k-9,rotKeys)); + b = cc->EvalAdd(b,cc->GetEncryptionAlgorithm()->EvalAtIndex(b33,k*k-10,rotKeys)); + b = cc->EvalAdd(b,cc->GetEncryptionAlgorithm()->EvalAtIndex(b34,k*k-11,rotKeys)); + b = cc->EvalAdd(b,cc->GetEncryptionAlgorithm()->EvalAtIndex(b14,k*k-12,evalSumRows)); + b = cc->EvalAdd(b,cc->GetEncryptionAlgorithm()->EvalAtIndex(b24,k*k-13,rotKeys)); + //b = cc->EvalAdd(b,cc->EvalAtIndex(b34,k*k-14)); + b = cc->EvalAdd(b,cc->GetEncryptionAlgorithm()->EvalAtIndex(b34,k*k-14,evalSum)); + //b = cc->EvalAdd(b,cc->EvalAtIndex(b44,k*k-15)); + b = cc->EvalAdd(b,cc->GetEncryptionAlgorithm()->EvalAtIndex(b44,k*k-15,evalSum)); + + b = cc->ModReduce(b); + + size_t k2 = k*k; + + for (size_t i = 0; i<k; i++) + (*B1)[i] = std::vector<Ciphertext<DCRTPoly>>(k); + + (*B1)[0][0] = cc->ModReduce(CloneCiphertext(b11,k2,rotKeys, evalSumRows)); + (*B1)[0][1] = cc->ModReduce(CloneCiphertext(b12,k2,rotKeys, evalSumRows)); + (*B1)[0][2] = cc->ModReduce(CloneCiphertext(b13,k2,rotKeys, evalSumRows)); + (*B1)[0][3] = cc->ModReduce(CloneCiphertext(b14,k2,rotKeys, evalSumRows)); + (*B1)[1][0] = cc->ModReduce(CloneCiphertext(b12,k2,rotKeys, evalSumRows)); + (*B1)[1][1] = cc->ModReduce(CloneCiphertext(b22,k2,rotKeys, evalSumRows)); + (*B1)[1][2] = cc->ModReduce(CloneCiphertext(b23,k2,rotKeys, evalSumRows)); + (*B1)[1][3] = cc->ModReduce(CloneCiphertext(b24,k2,rotKeys, evalSumRows)); + (*B1)[2][0] = cc->ModReduce(CloneCiphertext(b13,k2,rotKeys, evalSumRows)); + (*B1)[2][1] = cc->ModReduce(CloneCiphertext(b23,k2,rotKeys, evalSumRows)); + (*B1)[2][2] = cc->ModReduce(CloneCiphertext(b33,k2,rotKeys, evalSumRows)); + (*B1)[2][3] = cc->ModReduce(CloneCiphertext(b34,k2,rotKeys, evalSumRows)); + (*B1)[3][0] = cc->ModReduce(CloneCiphertext(b14,k2,rotKeys, evalSumRows)); + (*B1)[3][1] = cc->ModReduce(CloneCiphertext(b24,k2,rotKeys, evalSumRows)); + (*B1)[3][2] = cc->ModReduce(CloneCiphertext(b34,k2,rotKeys, evalSumRows)); + (*B1)[3][3] = cc->ModReduce(CloneCiphertext(b44,k2,rotKeys, evalSumRows)); + + B = *b; + + return B1; + +} + +Ciphertext<DCRTPoly> CloneCiphertext(const Ciphertext<DCRTPoly> ciphertext, size_t size, + const std::map<usint,LPEvalKey<DCRTPoly>> &rotKeys, const std::map<usint,LPEvalKey<DCRTPoly>> &evalSumRows) { + + Ciphertext<DCRTPoly> answer(new CiphertextImpl<DCRTPoly>(*ciphertext)); + auto cc = ciphertext->GetCryptoContext(); + + for (size_t i = 1; i < size; i = i*2) { + if ( ((size-i) == 4) || ((size-i) == 8) ) + answer = cc->EvalAdd(answer,cc->GetEncryptionAlgorithm()->EvalAtIndex(answer,size-i,evalSumRows)); + else + answer = cc->EvalAdd(answer,cc->GetEncryptionAlgorithm()->EvalAtIndex(answer,size-i,rotKeys)); + } + + return answer; + +} + +shared_ptr<std::vector<Ciphertext<DCRTPoly>>> SplitIntoSingle(const Ciphertext<DCRTPoly> c, size_t N, size_t k, + const std::map<usint, LPEvalKey<DCRTPoly>> &rotKeys){ + + auto cc = c->GetCryptoContext(); + + const shared_ptr<LPCryptoParameters<DCRTPoly>> cryptoParams = c->GetCryptoParameters(); + const auto elementParams = cryptoParams->GetElementParams(); + usint m = elementParams->GetCyclotomicOrder(); + + shared_ptr<std::vector<Ciphertext<DCRTPoly>>> cVector(new std::vector<Ciphertext<DCRTPoly>>(N)); + + size_t k2 = k*k; + size_t NPow2k = k2*(1<<(size_t)std::ceil(log2(N))); + +#pragma omp parallel for + for (size_t i = 0; i < N; i++) { + std::vector<std::complex<double>> mask(m/4); + for (size_t v = 0; v < mask.size(); v++) + { + if (((v % (NPow2k)) >= i*k2) && ((v % (NPow2k)) < (i+1)*k2)) + mask[v] = 1; + else + mask[v] = 0; + } + Plaintext plaintext = cc->MakeCKKSPackedPlaintext(mask,1); + auto cTemp = cc->EvalMult(c,plaintext); + for (size_t j = k2; j < NPow2k; j=j*2 ) { + cTemp = cc->EvalAdd(cTemp,cc->GetEncryptionAlgorithm()->EvalAtIndex(cTemp,m/4-j,rotKeys)); + } + (*cVector)[i] = cc->ModReduce(cTemp); + } + + return cVector; + +} + +Ciphertext<DCRTPoly> BinaryTreeAdd(std::vector<Ciphertext<DCRTPoly>> &vector) { + + auto cc = vector[0]->GetCryptoContext(); + + for(size_t j = 1; j < vector.size(); j=j*2) { + for(size_t i = 0; i<vector.size(); i = i + 2*j) { + if ((i+j)<vector.size()) + vector[i] = cc->EvalAdd(vector[i],vector[i+j]); + } + } + + Ciphertext<DCRTPoly> result(new CiphertextImpl<DCRTPoly>(*(vector[0]))); + + return result; + +} + +void ReadSNPFile(vector<string>& headers, std::vector<std::vector<double>> & dataColumns, std::vector<std::vector<double>> &x, std::vector<double> &y, + string dataFileName, size_t N, size_t M) +{ + + uint32_t cols = 0; + uint32_t xcols = 3; + + string fileName = dataFileName + ".csv"; + + std::cerr << "file name = " << fileName << std::endl; + + ifstream file(fileName); + string line, value; + + if(file.good()) { + + getline(file, line); + cols = std::count(line.begin(), line.end(), ',') + 1; + stringstream ss(line); + vector<string> result; + + size_t tempcounter = 0; + + for(uint32_t i = 0; i < cols; i++) { + string substr; + getline(ss, substr, ','); + if ((substr != "") && (i>4) && (i<M+5)) { + headers.push_back(substr); + tempcounter++; + } + } + + cols = tempcounter; + + } + + size_t counter = 0; + while((file.good()) && (counter < N)) { + getline(file, line); + uint32_t curCols = std::count(line.begin(), line.end(), ',') + 1; + //std::cout << numCols << std::endl; + if (curCols > 2) { + stringstream ss(line); + std::vector<double> xrow(xcols); + for(uint32_t i = 0; i < 5; i++) { + string substr; + getline(ss, substr, ','); + if (i==1) + y.push_back(std::stod(substr)); + else if (i>1) + xrow[i-2] = std::stod(substr); + } + x.push_back(xrow); + std::vector<double> row(cols); + for(uint32_t i = 5; i < cols + 5; i++) { + string substr; + getline(ss, substr, ','); + if (i < M+5) + { + double val; + val = std::stod(substr); + row[i-5] = val; + } + } + dataColumns.push_back(row); + } + counter++; + } + + file.close(); + + // insert the intercept + for (size_t i = 0; i < x.size(); i++) + { + x[i].insert(x[i].begin(),double(1)); + } + + std::cout << "Read in data: "; + std::cout << dataFileName << std::endl; +} + +void CompressEvalKeys(std::map<usint, LPEvalKey<DCRTPoly>> &ek, size_t level) { + + std::map<usint, LPEvalKey<DCRTPoly>>::iterator it; + + for ( it = ek.begin(); it != ek.end(); it++ ) + { + + std::vector<DCRTPoly> b = it->second->GetBVector(); + std::vector<DCRTPoly> a = it->second->GetAVector(); + + for (size_t k = 0; k < a.size(); k++) { + a[k].DropLastElements(level); + b[k].DropLastElements(level); + } + + it->second->ClearKeys(); + + it->second->SetAVector(std::move(a)); + it->second->SetBVector(std::move(b)); + + } + +} + +shared_ptr<vector<DCRTPoly>> KeySwitchPrecompute(ConstCiphertext<DCRTPoly> cipherText) +{ + + Ciphertext<DCRTPoly> newCiphertext = cipherText->CloneEmpty(); + + const shared_ptr<LPCryptoParametersCKKS<DCRTPoly>> cryptoParamsLWE = std::dynamic_pointer_cast<LPCryptoParametersCKKS<DCRTPoly>>(cipherText->GetCryptoParameters()); + + const std::vector<DCRTPoly> &c = cipherText->GetElements(); + + uint32_t relinWindow = cryptoParamsLWE->GetRelinWindow(); + + shared_ptr<std::vector<DCRTPoly>> digitsC2(new std::vector<DCRTPoly>(c[1].CRTDecompose(relinWindow))); + + return digitsC2; + +} + +Ciphertext<DCRTPoly> HoistedAutomorphism(const LPEvalKey<DCRTPoly> ek, + ConstCiphertext<DCRTPoly> cipherText, const shared_ptr<vector<DCRTPoly>> digits, const usint index) +{ + + + Ciphertext<DCRTPoly> newCiphertext = cipherText->CloneEmpty(); + + const shared_ptr<LPCryptoParametersCKKS<DCRTPoly>> cryptoParamsLWE = std::dynamic_pointer_cast<LPCryptoParametersCKKS<DCRTPoly>>(ek->GetCryptoParameters()); + + LPEvalKeyRelin<DCRTPoly> evalKey = std::static_pointer_cast<LPEvalKeyRelinImpl<DCRTPoly>>(ek); + + const std::vector<DCRTPoly> &c = cipherText->GetElements(); + + std::vector<DCRTPoly> b = evalKey->GetBVector(); + std::vector<DCRTPoly> a = evalKey->GetAVector(); + + size_t towersToDrop = b[0].GetParams()->GetParams().size() - c[0].GetParams()->GetParams().size(); + + for (size_t k = 0; k < b.size(); k++) { + a[k].DropLastElements(towersToDrop); + b[k].DropLastElements(towersToDrop); + } + + std::vector<DCRTPoly> digitsC2(*digits); + + for (size_t i=0; i < digitsC2.size(); i++) + digitsC2[i] = digitsC2[i].AutomorphismTransform(index); + + DCRTPoly ct0(c[0].AutomorphismTransform(index)); + DCRTPoly ct1; + + ct1 = digitsC2[0] * a[0]; + ct0 += digitsC2[0] * b[0]; + + for (usint i = 1; i < digitsC2.size(); ++i) + { + ct0 += digitsC2[i] * b[i]; + ct1 += digitsC2[i] * a[i]; + } + + newCiphertext->SetElements({ ct0, ct1 }); + + newCiphertext->SetDepth(cipherText->GetDepth()); + newCiphertext->SetLevel(cipherText->GetLevel()); + newCiphertext->SetScalingFactor(cipherText->GetScalingFactor()); + + return newCiphertext; +} + + + + diff --git a/Code/Duality_Technologies/palisade/palisade-development b/Code/Duality_Technologies/palisade/palisade-development new file mode 160000 index 0000000..622be46 --- /dev/null +++ b/Code/Duality_Technologies/palisade/palisade-development @@ -0,0 +1 @@ +Subproject commit 622be46e44b7fac1c0ff1906fa4edda0629be438

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