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TH.lua
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local ffi = require 'ffi'
ffi.cdef[[
extern double THLog1p(const double x);
extern void THError(const char *fmt, ...);
extern void THSetErrorHandler( void (*torchErrorHandlerFunction)(const char *msg, void *data), void *data );
extern void THArgCheck(int condition, int argNumber, const char *msg);
extern void THSetArgErrorHandler( void (*torchArgErrorHandlerFunction)(int argNumber, const char *msg, void *data), void *data );
extern void* THAlloc(long size);
extern void* THRealloc(void *ptr, long size);
extern void THFree(void *ptr);
extern void THByteBlas_swap(long n, unsigned char *x, long incx, unsigned char *y, long incy);
extern void THByteBlas_scal(long n, unsigned char a, unsigned char *x, long incx);
extern void THByteBlas_copy(long n, unsigned char *x, long incx, unsigned char *y, long incy);
extern void THByteBlas_axpy(long n, unsigned char a, unsigned char *x, long incx, unsigned char *y, long incy);
extern unsigned char THByteBlas_dot(long n, unsigned char *x, long incx, unsigned char *y, long incy);
extern void THByteBlas_gemv(char trans, long m, long n, unsigned char alpha, unsigned char *a, long lda, unsigned char *x, long incx, unsigned char beta, unsigned char *y, long incy);
extern void THByteBlas_ger(long m, long n, unsigned char alpha, unsigned char *x, long incx, unsigned char *y, long incy, unsigned char *a, long lda);
extern void THByteBlas_gemm(char transa, char transb, long m, long n, long k, unsigned char alpha, unsigned char *a, long lda, unsigned char *b, long ldb, unsigned char beta, unsigned char *c, long ldc);
extern void THCharBlas_swap(long n, char *x, long incx, char *y, long incy);
extern void THCharBlas_scal(long n, char a, char *x, long incx);
extern void THCharBlas_copy(long n, char *x, long incx, char *y, long incy);
extern void THCharBlas_axpy(long n, char a, char *x, long incx, char *y, long incy);
extern char THCharBlas_dot(long n, char *x, long incx, char *y, long incy);
extern void THCharBlas_gemv(char trans, long m, long n, char alpha, char *a, long lda, char *x, long incx, char beta, char *y, long incy);
extern void THCharBlas_ger(long m, long n, char alpha, char *x, long incx, char *y, long incy, char *a, long lda);
extern void THCharBlas_gemm(char transa, char transb, long m, long n, long k, char alpha, char *a, long lda, char *b, long ldb, char beta, char *c, long ldc);
extern void THShortBlas_swap(long n, short *x, long incx, short *y, long incy);
extern void THShortBlas_scal(long n, short a, short *x, long incx);
extern void THShortBlas_copy(long n, short *x, long incx, short *y, long incy);
extern void THShortBlas_axpy(long n, short a, short *x, long incx, short *y, long incy);
extern short THShortBlas_dot(long n, short *x, long incx, short *y, long incy);
extern void THShortBlas_gemv(char trans, long m, long n, short alpha, short *a, long lda, short *x, long incx, short beta, short *y, long incy);
extern void THShortBlas_ger(long m, long n, short alpha, short *x, long incx, short *y, long incy, short *a, long lda);
extern void THShortBlas_gemm(char transa, char transb, long m, long n, long k, short alpha, short *a, long lda, short *b, long ldb, short beta, short *c, long ldc);
extern void THIntBlas_swap(long n, int *x, long incx, int *y, long incy);
extern void THIntBlas_scal(long n, int a, int *x, long incx);
extern void THIntBlas_copy(long n, int *x, long incx, int *y, long incy);
extern void THIntBlas_axpy(long n, int a, int *x, long incx, int *y, long incy);
extern int THIntBlas_dot(long n, int *x, long incx, int *y, long incy);
extern void THIntBlas_gemv(char trans, long m, long n, int alpha, int *a, long lda, int *x, long incx, int beta, int *y, long incy);
extern void THIntBlas_ger(long m, long n, int alpha, int *x, long incx, int *y, long incy, int *a, long lda);
extern void THIntBlas_gemm(char transa, char transb, long m, long n, long k, int alpha, int *a, long lda, int *b, long ldb, int beta, int *c, long ldc);
extern void THLongBlas_swap(long n, long *x, long incx, long *y, long incy);
extern void THLongBlas_scal(long n, long a, long *x, long incx);
extern void THLongBlas_copy(long n, long *x, long incx, long *y, long incy);
extern void THLongBlas_axpy(long n, long a, long *x, long incx, long *y, long incy);
extern long THLongBlas_dot(long n, long *x, long incx, long *y, long incy);
extern void THLongBlas_gemv(char trans, long m, long n, long alpha, long *a, long lda, long *x, long incx, long beta, long *y, long incy);
extern void THLongBlas_ger(long m, long n, long alpha, long *x, long incx, long *y, long incy, long *a, long lda);
extern void THLongBlas_gemm(char transa, char transb, long m, long n, long k, long alpha, long *a, long lda, long *b, long ldb, long beta, long *c, long ldc);
extern void THFloatBlas_swap(long n, float *x, long incx, float *y, long incy);
extern void THFloatBlas_scal(long n, float a, float *x, long incx);
extern void THFloatBlas_copy(long n, float *x, long incx, float *y, long incy);
extern void THFloatBlas_axpy(long n, float a, float *x, long incx, float *y, long incy);
extern float THFloatBlas_dot(long n, float *x, long incx, float *y, long incy);
extern void THFloatBlas_gemv(char trans, long m, long n, float alpha, float *a, long lda, float *x, long incx, float beta, float *y, long incy);
extern void THFloatBlas_ger(long m, long n, float alpha, float *x, long incx, float *y, long incy, float *a, long lda);
extern void THFloatBlas_gemm(char transa, char transb, long m, long n, long k, float alpha, float *a, long lda, float *b, long ldb, float beta, float *c, long ldc);
extern void THDoubleBlas_swap(long n, double *x, long incx, double *y, long incy);
extern void THDoubleBlas_scal(long n, double a, double *x, long incx);
extern void THDoubleBlas_copy(long n, double *x, long incx, double *y, long incy);
extern void THDoubleBlas_axpy(long n, double a, double *x, long incx, double *y, long incy);
extern double THDoubleBlas_dot(long n, double *x, long incx, double *y, long incy);
extern void THDoubleBlas_gemv(char trans, long m, long n, double alpha, double *a, long lda, double *x, long incx, double beta, double *y, long incy);
extern void THDoubleBlas_ger(long m, long n, double alpha, double *x, long incx, double *y, long incy, double *a, long lda);
extern void THDoubleBlas_gemm(char transa, char transb, long m, long n, long k, double alpha, double *a, long lda, double *b, long ldb, double beta, double *c, long ldc);
extern void THByteLapack_gesv(int n, int nrhs, unsigned char *a, int lda, int *ipiv, unsigned char *b, int ldb, int* info);
extern void THByteLapack_gels(char trans, int m, int n, int nrhs, unsigned char *a, int lda, unsigned char *b, int ldb, unsigned char *work, int lwork, int *info);
extern void THByteLapack_syev(char jobz, char uplo, int n, unsigned char *a, int lda, unsigned char *w, unsigned char *work, int lwork, int *info);
extern void THByteLapack_geev(char jobvl, char jobvr, int n, unsigned char *a, int lda, unsigned char *wr, unsigned char *wi, unsigned char* vl, int ldvl, unsigned char *vr, int ldvr, unsigned char *work, int lwork, int *info);
extern void THByteLapack_gesvd(char jobu, char jobvt, int m, int n, unsigned char *a, int lda, unsigned char *s, unsigned char *u, int ldu, unsigned char *vt, int ldvt, unsigned char *work, int lwork, int *info);
extern void THByteLapack_getrf(int m, int n, unsigned char *a, int lda, int *ipiv, int *info);
extern void THByteLapack_getri(int n, unsigned char *a, int lda, int *ipiv, unsigned char *work, int lwork, int* info);
void THByteLapack_potrf(char uplo, int n, unsigned char *a, int lda, int *info);
void THByteLapack_potri(char uplo, int n, unsigned char *a, int lda, int *info);
void THByteLapack_potrs(char uplo, int n, int nrhs, unsigned char *a, int lda, unsigned char *b, int ldb, int *info);
extern void THCharLapack_gesv(int n, int nrhs, char *a, int lda, int *ipiv, char *b, int ldb, int* info);
extern void THCharLapack_gels(char trans, int m, int n, int nrhs, char *a, int lda, char *b, int ldb, char *work, int lwork, int *info);
extern void THCharLapack_syev(char jobz, char uplo, int n, char *a, int lda, char *w, char *work, int lwork, int *info);
extern void THCharLapack_geev(char jobvl, char jobvr, int n, char *a, int lda, char *wr, char *wi, char* vl, int ldvl, char *vr, int ldvr, char *work, int lwork, int *info);
extern void THCharLapack_gesvd(char jobu, char jobvt, int m, int n, char *a, int lda, char *s, char *u, int ldu, char *vt, int ldvt, char *work, int lwork, int *info);
extern void THCharLapack_getrf(int m, int n, char *a, int lda, int *ipiv, int *info);
extern void THCharLapack_getri(int n, char *a, int lda, int *ipiv, char *work, int lwork, int* info);
void THCharLapack_potrf(char uplo, int n, char *a, int lda, int *info);
void THCharLapack_potri(char uplo, int n, char *a, int lda, int *info);
void THCharLapack_potrs(char uplo, int n, int nrhs, char *a, int lda, char *b, int ldb, int *info);
extern void THShortLapack_gesv(int n, int nrhs, short *a, int lda, int *ipiv, short *b, int ldb, int* info);
extern void THShortLapack_gels(char trans, int m, int n, int nrhs, short *a, int lda, short *b, int ldb, short *work, int lwork, int *info);
extern void THShortLapack_syev(char jobz, char uplo, int n, short *a, int lda, short *w, short *work, int lwork, int *info);
extern void THShortLapack_geev(char jobvl, char jobvr, int n, short *a, int lda, short *wr, short *wi, short* vl, int ldvl, short *vr, int ldvr, short *work, int lwork, int *info);
extern void THShortLapack_gesvd(char jobu, char jobvt, int m, int n, short *a, int lda, short *s, short *u, int ldu, short *vt, int ldvt, short *work, int lwork, int *info);
extern void THShortLapack_getrf(int m, int n, short *a, int lda, int *ipiv, int *info);
extern void THShortLapack_getri(int n, short *a, int lda, int *ipiv, short *work, int lwork, int* info);
void THShortLapack_potrf(char uplo, int n, short *a, int lda, int *info);
void THShortLapack_potri(char uplo, int n, short *a, int lda, int *info);
void THShortLapack_potrs(char uplo, int n, int nrhs, short *a, int lda, short *b, int ldb, int *info);
extern void THIntLapack_gesv(int n, int nrhs, int *a, int lda, int *ipiv, int *b, int ldb, int* info);
extern void THIntLapack_gels(char trans, int m, int n, int nrhs, int *a, int lda, int *b, int ldb, int *work, int lwork, int *info);
extern void THIntLapack_syev(char jobz, char uplo, int n, int *a, int lda, int *w, int *work, int lwork, int *info);
extern void THIntLapack_geev(char jobvl, char jobvr, int n, int *a, int lda, int *wr, int *wi, int* vl, int ldvl, int *vr, int ldvr, int *work, int lwork, int *info);
extern void THIntLapack_gesvd(char jobu, char jobvt, int m, int n, int *a, int lda, int *s, int *u, int ldu, int *vt, int ldvt, int *work, int lwork, int *info);
extern void THIntLapack_getrf(int m, int n, int *a, int lda, int *ipiv, int *info);
extern void THIntLapack_getri(int n, int *a, int lda, int *ipiv, int *work, int lwork, int* info);
void THIntLapack_potrf(char uplo, int n, int *a, int lda, int *info);
void THIntLapack_potri(char uplo, int n, int *a, int lda, int *info);
void THIntLapack_potrs(char uplo, int n, int nrhs, int *a, int lda, int *b, int ldb, int *info);
extern void THLongLapack_gesv(int n, int nrhs, long *a, int lda, int *ipiv, long *b, int ldb, int* info);
extern void THLongLapack_gels(char trans, int m, int n, int nrhs, long *a, int lda, long *b, int ldb, long *work, int lwork, int *info);
extern void THLongLapack_syev(char jobz, char uplo, int n, long *a, int lda, long *w, long *work, int lwork, int *info);
extern void THLongLapack_geev(char jobvl, char jobvr, int n, long *a, int lda, long *wr, long *wi, long* vl, int ldvl, long *vr, int ldvr, long *work, int lwork, int *info);
extern void THLongLapack_gesvd(char jobu, char jobvt, int m, int n, long *a, int lda, long *s, long *u, int ldu, long *vt, int ldvt, long *work, int lwork, int *info);
extern void THLongLapack_getrf(int m, int n, long *a, int lda, int *ipiv, int *info);
extern void THLongLapack_getri(int n, long *a, int lda, int *ipiv, long *work, int lwork, int* info);
void THLongLapack_potrf(char uplo, int n, long *a, int lda, int *info);
void THLongLapack_potri(char uplo, int n, long *a, int lda, int *info);
void THLongLapack_potrs(char uplo, int n, int nrhs, long *a, int lda, long *b, int ldb, int *info);
extern void THFloatLapack_gesv(int n, int nrhs, float *a, int lda, int *ipiv, float *b, int ldb, int* info);
extern void THFloatLapack_gels(char trans, int m, int n, int nrhs, float *a, int lda, float *b, int ldb, float *work, int lwork, int *info);
extern void THFloatLapack_syev(char jobz, char uplo, int n, float *a, int lda, float *w, float *work, int lwork, int *info);
extern void THFloatLapack_geev(char jobvl, char jobvr, int n, float *a, int lda, float *wr, float *wi, float* vl, int ldvl, float *vr, int ldvr, float *work, int lwork, int *info);
extern void THFloatLapack_gesvd(char jobu, char jobvt, int m, int n, float *a, int lda, float *s, float *u, int ldu, float *vt, int ldvt, float *work, int lwork, int *info);
extern void THFloatLapack_getrf(int m, int n, float *a, int lda, int *ipiv, int *info);
extern void THFloatLapack_getri(int n, float *a, int lda, int *ipiv, float *work, int lwork, int* info);
void THFloatLapack_potrf(char uplo, int n, float *a, int lda, int *info);
void THFloatLapack_potri(char uplo, int n, float *a, int lda, int *info);
void THFloatLapack_potrs(char uplo, int n, int nrhs, float *a, int lda, float *b, int ldb, int *info);
extern void THDoubleLapack_gesv(int n, int nrhs, double *a, int lda, int *ipiv, double *b, int ldb, int* info);
extern void THDoubleLapack_gels(char trans, int m, int n, int nrhs, double *a, int lda, double *b, int ldb, double *work, int lwork, int *info);
extern void THDoubleLapack_syev(char jobz, char uplo, int n, double *a, int lda, double *w, double *work, int lwork, int *info);
extern void THDoubleLapack_geev(char jobvl, char jobvr, int n, double *a, int lda, double *wr, double *wi, double* vl, int ldvl, double *vr, int ldvr, double *work, int lwork, int *info);
extern void THDoubleLapack_gesvd(char jobu, char jobvt, int m, int n, double *a, int lda, double *s, double *u, int ldu, double *vt, int ldvt, double *work, int lwork, int *info);
extern void THDoubleLapack_getrf(int m, int n, double *a, int lda, int *ipiv, int *info);
extern void THDoubleLapack_getri(int n, double *a, int lda, int *ipiv, double *work, int lwork, int* info);
void THDoubleLapack_potrf(char uplo, int n, double *a, int lda, int *info);
void THDoubleLapack_potri(char uplo, int n, double *a, int lda, int *info);
void THDoubleLapack_potrs(char uplo, int n, int nrhs, double *a, int lda, double *b, int ldb, int *info);
static inline void THFloatVector_fill(float *x, const float c, const long n) {
long i = 0;
for(; i < n-4; i += 4)
{
x[i] = c;
x[i+1] = c;
x[i+2] = c;
x[i+3] = c;
}
for(; i < n; i++)
x[i] = c;
}
static inline void THFloatVector_add(float *y, const float *x, const float c, const long n)
{
long i = 0;
for(;i < n-4; i += 4)
{
y[i] += c * x[i];
y[i+1] += c * x[i+1];
y[i+2] += c * x[i+2];
y[i+3] += c * x[i+3];
}
for(; i < n; i++)
y[i] += c * x[i];
}
static inline void THFloatVector_diff(float *z, const float *x, const float *y, const long n)
{
long i = 0;
for(; i < n-4; i += 4)
{
z[i] = x[i] - y[i];
z[i+1] = x[i+1] - y[i+1];
z[i+2] = x[i+2] - y[i+2];
z[i+3] = x[i+3] - y[i+3];
}
for(; i < n; i++)
z[i] = x[i] - y[i];
}
static inline void THFloatVector_scale(float *y, const float c, const long n)
{
long i = 0;
for(; i < n-4; i +=4)
{
y[i] *= c;
y[i+1] *= c;
y[i+2] *= c;
y[i+3] *= c;
}
for(; i < n; i++)
y[i] *= c;
}
static inline void THFloatVector_mul(float *y, const float *x, const long n)
{
long i = 0;
for(; i < n-4; i += 4)
{
y[i] *= x[i];
y[i+1] *= x[i+1];
y[i+2] *= x[i+2];
y[i+3] *= x[i+3];
}
for(; i < n; i++)
y[i] *= x[i];
}
static inline void THDoubleVector_fill(double *x, const double c, const long n) {
long i = 0;
for(; i < n-4; i += 4)
{
x[i] = c;
x[i+1] = c;
x[i+2] = c;
x[i+3] = c;
}
for(; i < n; i++)
x[i] = c;
}
static inline void THDoubleVector_add(double *y, const double *x, const double c, const long n)
{
long i = 0;
for(;i < n-4; i += 4)
{
y[i] += c * x[i];
y[i+1] += c * x[i+1];
y[i+2] += c * x[i+2];
y[i+3] += c * x[i+3];
}
for(; i < n; i++)
y[i] += c * x[i];
}
static inline void THDoubleVector_diff(double *z, const double *x, const double *y, const long n)
{
long i = 0;
for(; i < n-4; i += 4)
{
z[i] = x[i] - y[i];
z[i+1] = x[i+1] - y[i+1];
z[i+2] = x[i+2] - y[i+2];
z[i+3] = x[i+3] - y[i+3];
}
for(; i < n; i++)
z[i] = x[i] - y[i];
}
static inline void THDoubleVector_scale(double *y, const double c, const long n)
{
long i = 0;
for(; i < n-4; i +=4)
{
y[i] *= c;
y[i+1] *= c;
y[i+2] *= c;
y[i+3] *= c;
}
for(; i < n; i++)
y[i] *= c;
}
static inline void THDoubleVector_mul(double *y, const double *x, const long n)
{
long i = 0;
for(; i < n-4; i += 4)
{
y[i] *= x[i];
y[i+1] *= x[i+1];
y[i+2] *= x[i+2];
y[i+3] *= x[i+3];
}
for(; i < n; i++)
y[i] *= x[i];
}
static inline void THByteVector_fill(unsigned char *x, const unsigned char c, const long n) {
long i = 0;
for(; i < n-4; i += 4)
{
x[i] = c;
x[i+1] = c;
x[i+2] = c;
x[i+3] = c;
}
for(; i < n; i++)
x[i] = c;
}
static inline void THByteVector_add(unsigned char *y, const unsigned char *x, const unsigned char c, const long n)
{
long i = 0;
for(;i < n-4; i += 4)
{
y[i] += c * x[i];
y[i+1] += c * x[i+1];
y[i+2] += c * x[i+2];
y[i+3] += c * x[i+3];
}
for(; i < n; i++)
y[i] += c * x[i];
}
static inline void THByteVector_diff(unsigned char *z, const unsigned char *x, const unsigned char *y, const long n)
{
long i = 0;
for(; i < n-4; i += 4)
{
z[i] = x[i] - y[i];
z[i+1] = x[i+1] - y[i+1];
z[i+2] = x[i+2] - y[i+2];
z[i+3] = x[i+3] - y[i+3];
}
for(; i < n; i++)
z[i] = x[i] - y[i];
}
static inline void THByteVector_scale(unsigned char *y, const unsigned char c, const long n)
{
long i = 0;
for(; i < n-4; i +=4)
{
y[i] *= c;
y[i+1] *= c;
y[i+2] *= c;
y[i+3] *= c;
}
for(; i < n; i++)
y[i] *= c;
}
static inline void THByteVector_mul(unsigned char *y, const unsigned char *x, const long n)
{
long i = 0;
for(; i < n-4; i += 4)
{
y[i] *= x[i];
y[i+1] *= x[i+1];
y[i+2] *= x[i+2];
y[i+3] *= x[i+3];
}
for(; i < n; i++)
y[i] *= x[i];
}
static inline void THCharVector_fill(char *x, const char c, const long n) {
long i = 0;
for(; i < n-4; i += 4)
{
x[i] = c;
x[i+1] = c;
x[i+2] = c;
x[i+3] = c;
}
for(; i < n; i++)
x[i] = c;
}
static inline void THCharVector_add(char *y, const char *x, const char c, const long n)
{
long i = 0;
for(;i < n-4; i += 4)
{
y[i] += c * x[i];
y[i+1] += c * x[i+1];
y[i+2] += c * x[i+2];
y[i+3] += c * x[i+3];
}
for(; i < n; i++)
y[i] += c * x[i];
}
static inline void THCharVector_diff(char *z, const char *x, const char *y, const long n)
{
long i = 0;
for(; i < n-4; i += 4)
{
z[i] = x[i] - y[i];
z[i+1] = x[i+1] - y[i+1];
z[i+2] = x[i+2] - y[i+2];
z[i+3] = x[i+3] - y[i+3];
}
for(; i < n; i++)
z[i] = x[i] - y[i];
}
static inline void THCharVector_scale(char *y, const char c, const long n)
{
long i = 0;
for(; i < n-4; i +=4)
{
y[i] *= c;
y[i+1] *= c;
y[i+2] *= c;
y[i+3] *= c;
}
for(; i < n; i++)
y[i] *= c;
}
static inline void THCharVector_mul(char *y, const char *x, const long n)
{
long i = 0;
for(; i < n-4; i += 4)
{
y[i] *= x[i];
y[i+1] *= x[i+1];
y[i+2] *= x[i+2];
y[i+3] *= x[i+3];
}
for(; i < n; i++)
y[i] *= x[i];
}
static inline void THShortVector_fill(short *x, const short c, const long n) {
long i = 0;
for(; i < n-4; i += 4)
{
x[i] = c;
x[i+1] = c;
x[i+2] = c;
x[i+3] = c;
}
for(; i < n; i++)
x[i] = c;
}
static inline void THShortVector_add(short *y, const short *x, const short c, const long n)
{
long i = 0;
for(;i < n-4; i += 4)
{
y[i] += c * x[i];
y[i+1] += c * x[i+1];
y[i+2] += c * x[i+2];
y[i+3] += c * x[i+3];
}
for(; i < n; i++)
y[i] += c * x[i];
}
static inline void THShortVector_diff(short *z, const short *x, const short *y, const long n)
{
long i = 0;
for(; i < n-4; i += 4)
{
z[i] = x[i] - y[i];
z[i+1] = x[i+1] - y[i+1];
z[i+2] = x[i+2] - y[i+2];
z[i+3] = x[i+3] - y[i+3];
}
for(; i < n; i++)
z[i] = x[i] - y[i];
}
static inline void THShortVector_scale(short *y, const short c, const long n)
{
long i = 0;
for(; i < n-4; i +=4)
{
y[i] *= c;
y[i+1] *= c;
y[i+2] *= c;
y[i+3] *= c;
}
for(; i < n; i++)
y[i] *= c;
}
static inline void THShortVector_mul(short *y, const short *x, const long n)
{
long i = 0;
for(; i < n-4; i += 4)
{
y[i] *= x[i];
y[i+1] *= x[i+1];
y[i+2] *= x[i+2];
y[i+3] *= x[i+3];
}
for(; i < n; i++)
y[i] *= x[i];
}
static inline void THIntVector_fill(int *x, const int c, const long n) {
long i = 0;
for(; i < n-4; i += 4)
{
x[i] = c;
x[i+1] = c;
x[i+2] = c;
x[i+3] = c;
}
for(; i < n; i++)
x[i] = c;
}
static inline void THIntVector_add(int *y, const int *x, const int c, const long n)
{
long i = 0;
for(;i < n-4; i += 4)
{
y[i] += c * x[i];
y[i+1] += c * x[i+1];
y[i+2] += c * x[i+2];
y[i+3] += c * x[i+3];
}
for(; i < n; i++)
y[i] += c * x[i];
}
static inline void THIntVector_diff(int *z, const int *x, const int *y, const long n)
{
long i = 0;
for(; i < n-4; i += 4)
{
z[i] = x[i] - y[i];
z[i+1] = x[i+1] - y[i+1];
z[i+2] = x[i+2] - y[i+2];
z[i+3] = x[i+3] - y[i+3];
}
for(; i < n; i++)
z[i] = x[i] - y[i];
}
static inline void THIntVector_scale(int *y, const int c, const long n)
{
long i = 0;
for(; i < n-4; i +=4)
{
y[i] *= c;
y[i+1] *= c;
y[i+2] *= c;
y[i+3] *= c;
}
for(; i < n; i++)
y[i] *= c;
}
static inline void THIntVector_mul(int *y, const int *x, const long n)
{
long i = 0;
for(; i < n-4; i += 4)
{
y[i] *= x[i];
y[i+1] *= x[i+1];
y[i+2] *= x[i+2];
y[i+3] *= x[i+3];
}
for(; i < n; i++)
y[i] *= x[i];
}
static inline void THLongVector_fill(long *x, const long c, const long n) {
long i = 0;
for(; i < n-4; i += 4)
{
x[i] = c;
x[i+1] = c;
x[i+2] = c;
x[i+3] = c;
}
for(; i < n; i++)
x[i] = c;
}
static inline void THLongVector_add(long *y, const long *x, const long c, const long n)
{
long i = 0;
for(;i < n-4; i += 4)
{
y[i] += c * x[i];
y[i+1] += c * x[i+1];
y[i+2] += c * x[i+2];
y[i+3] += c * x[i+3];
}
for(; i < n; i++)
y[i] += c * x[i];
}
static inline void THLongVector_diff(long *z, const long *x, const long *y, const long n)
{
long i = 0;
for(; i < n-4; i += 4)
{
z[i] = x[i] - y[i];
z[i+1] = x[i+1] - y[i+1];
z[i+2] = x[i+2] - y[i+2];
z[i+3] = x[i+3] - y[i+3];
}
for(; i < n; i++)
z[i] = x[i] - y[i];
}
static inline void THLongVector_scale(long *y, const long c, const long n)
{
long i = 0;
for(; i < n-4; i +=4)
{
y[i] *= c;
y[i+1] *= c;
y[i+2] *= c;
y[i+3] *= c;
}
for(; i < n; i++)
y[i] *= c;
}
static inline void THLongVector_mul(long *y, const long *x, const long n)
{
long i = 0;
for(; i < n-4; i += 4)
{
y[i] *= x[i];
y[i+1] *= x[i+1];
y[i+2] *= x[i+2];
y[i+3] *= x[i+3];
}
for(; i < n; i++)
y[i] *= x[i];
}
extern const double THLog2Pi;
extern const double THLogZero;
extern const double THLogOne;
extern double THLogAdd(double log_a, double log_b);
extern double THLogSub(double log_a, double log_b);
extern double THExpMinusApprox(const double x);
typedef struct THGenerator {
unsigned long the_initial_seed;
int left;
int initf;
unsigned long *next;
unsigned long state[624];
double normal_x;
double normal_y;
double normal_rho;
int normal_is_valid;
} THGenerator;
extern THGenerator * THGenerator_new();
extern void THGenerator_free(THGenerator *gen);
extern unsigned long THRandom_seed(THGenerator *_generator);
extern void THRandom_manualSeed(THGenerator *_generator, unsigned long the_seed_);
extern unsigned long THRandom_initialSeed(THGenerator *_generator);
extern unsigned long THRandom_random(THGenerator *_generator);
extern double THRandom_uniform(THGenerator *_generator, double a, double b);
extern double THRandom_normal(THGenerator *_generator, double mean, double stdv);
extern double THRandom_exponential(THGenerator *_generator, double lambda);
extern double THRandom_cauchy(THGenerator *_generator, double median, double sigma);
extern double THRandom_logNormal(THGenerator *_generator, double mean, double stdv);
extern int THRandom_geometric(THGenerator *_generator, double p);
extern int THRandom_bernoulli(THGenerator *_generator, double p);