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-rw-r--r--nerv/lib/matrix/cukernel.cu1
-rw-r--r--nerv/lib/matrix/cumatrix.c1
-rw-r--r--nerv/lib/matrix/generic/cukernel.cu72
-rw-r--r--nerv/lib/matrix/generic/cumatrix.c38
-rw-r--r--nerv/lib/matrix/generic/cumatrix.h8
-rw-r--r--nerv/lib/matrix/generic/elem_type.h13
-rw-r--r--nerv/lib/matrix/generic/matrix.c9
-rw-r--r--nerv/lib/matrix/matrix.h1
-rw-r--r--nerv/lib/matrix/mmatrix.c5
9 files changed, 127 insertions, 21 deletions
diff --git a/nerv/lib/matrix/cukernel.cu b/nerv/lib/matrix/cukernel.cu
index 210e6bf..c20e538 100644
--- a/nerv/lib/matrix/cukernel.cu
+++ b/nerv/lib/matrix/cukernel.cu
@@ -44,6 +44,7 @@ __device__ float atomicAdd_nvidia(float* address, float val) {
#undef MATRIX_USE_FLOAT
#undef MATRIX_ELEM
#undef MATRIX_ELEM_PTR
+#undef MATRIX_ELEM_PTR_BASE
#undef MATRIX_ELEM_FMT
#undef MATRIX_ELEM_WRITE_FMT
diff --git a/nerv/lib/matrix/cumatrix.c b/nerv/lib/matrix/cumatrix.c
index ff1168d..a8ed075 100644
--- a/nerv/lib/matrix/cumatrix.c
+++ b/nerv/lib/matrix/cumatrix.c
@@ -57,6 +57,7 @@ void nerv_cumatrix_init() {
#undef MATRIX_USE_FLOAT
#undef MATRIX_ELEM
#undef MATRIX_ELEM_PTR
+#undef MATRIX_ELEM_PTR_BASE
#undef MATRIX_ELEM_FMT
#undef MATRIX_ELEM_WRITE_FMT
#undef MATRIX_CUMATRIX_HOST_TNAME
diff --git a/nerv/lib/matrix/generic/cukernel.cu b/nerv/lib/matrix/generic/cukernel.cu
index aa830b5..2b696d5 100644
--- a/nerv/lib/matrix/generic/cukernel.cu
+++ b/nerv/lib/matrix/generic/cukernel.cu
@@ -262,12 +262,29 @@ __global__ void cudak_(clip)(MATRIX_ELEM *a,
}
#ifdef __NERV_FUTURE_CUDA_7
-__global__ void cudak_(update_select_rows)(MATRIX_ELEM *c, const MATRIX_ELEM *a, const MATRIX_ELEM *idx,
- int nrow_a, int ncol_a, int stride_c, int stride_a, double alpha, double beta) {
+__global__ void cudak_(update_select_rows_by_rowidx)(MATRIX_ELEM *c, const MATRIX_ELEM *a, const MATRIX_ELEM *idx,
+ int nrow_a, int ncol_a, int nrow_c, int stride_c, int stride_a, double alpha, double beta) {
int j = blockIdx.x * blockDim.x + threadIdx.x;
int i = blockIdx.y * blockDim.y + threadIdx.y;
if (i >= nrow_a || j >= ncol_a) return;
int i_c = lrintf(idx[i]);
+ if (i_c < 0 || i_c >= nrow_c) {
+ printf("ERROR inside kernel update_select_rows, i_c(%d) out of range!", i_c);
+ }
+ //critical: i_c could conflict among threads(same index in the idx array), so atomicAdd is used
+ //c[j + i_c * stride_c] = c[j + i_c * stride_c] * (1 - beta * alpha) + a[j + i * stride_a] * alpha;
+ atomicAdd_nvidia(c + j + i_c * stride_c, c[j + i_c * stride_c] * (- beta * alpha) + a[j + i * stride_a] * alpha);
+}
+
+__global__ void cudak_(update_select_rows_by_colidx)(MATRIX_ELEM *c, const MATRIX_ELEM *a, const MATRIX_ELEM *idx,
+ int nrow_a, int ncol_a, int nrow_c, int stride_c, int stride_a, int stride_idx, double alpha, double beta) {
+ int j = blockIdx.x * blockDim.x + threadIdx.x;
+ int i = blockIdx.y * blockDim.y + threadIdx.y;
+ if (i >= nrow_a || j >= ncol_a) return;
+ int i_c = lrintf(idx[stride_idx * i]);
+ if (i_c < 0 || i_c >= nrow_c) {
+ printf("ERROR inside kernel update_select_rows, i_c(%d) out of range!", i_c);
+ }
//critical: i_c could conflict among threads(same index in the idx array), so atomicAdd is used
//c[j + i_c * stride_c] = c[j + i_c * stride_c] * (1 - beta * alpha) + a[j + i * stride_a] * alpha;
atomicAdd_nvidia(c + j + i_c * stride_c, c[j + i_c * stride_c] * (- beta * alpha) + a[j + i * stride_a] * alpha);
@@ -335,13 +352,31 @@ __global__ void cudak_(gen_col_idx)(MATRIX_ELEM *b,
__global__ void cudak_(copy_rows_by_idx)(const MATRIX_ELEM *a, MATRIX_ELEM *b,
const MATRIX_ELEM *idx,
- int nrow, int ncol, int stride) {
+ int nrow, int ncol, int a_nrow, int stride) {
+ int j = blockIdx.x * blockDim.x + threadIdx.x;
+ int i = blockIdx.y * blockDim.y + threadIdx.y;
+ if (i >= nrow || j >= ncol) return;
+ int k = lrintf(idx[i]);
+ if (k < 0 || k >= a_nrow) {
+ printf("error in kernel copy_rows_by_idx k(%d) out of range\n", k);
+ }
+ b[j + i * stride] = a[j + k * stride];
+}
+
+__global__ void cudak_(copy_rows_by_colidx)(const MATRIX_ELEM *a, MATRIX_ELEM *b,
+ const MATRIX_ELEM *idx,
+ int nrow, int ncol, int a_nrow, int stride, int idx_stride) {
int j = blockIdx.x * blockDim.x + threadIdx.x;
int i = blockIdx.y * blockDim.y + threadIdx.y;
if (i >= nrow || j >= ncol) return;
- b[j + i * stride] = a[j + lrintf(idx[i]) * stride];
+ int k = lrintf(idx[i * idx_stride]);
+ if (k < 0 || k >= a_nrow) {
+ printf("error in kernel copy_rows_by_colidx k(%d) out of range\n", k);
+ }
+ b[j + i * stride] = a[j + k * stride];
}
+
extern "C" {
#include "../cukernel.h"
void cudak_(cuda_log_elem)(const Matrix *a, Matrix *b) {
@@ -633,16 +668,26 @@ extern "C" {
}
#ifdef __NERV_FUTURE_CUDA_7
- void cudak_(cuda_update_select_rows)(Matrix *c, const Matrix *a, const Matrix *idx, double alpha, double beta) {
+ void cudak_(cuda_update_select_rows_by_rowidx)(Matrix *c, const Matrix *a, const Matrix *idx, double alpha, double beta) {
dim3 threadsPerBlock(CUDA_THREADS_N, CUDA_THREADS_N);
dim3 numBlocks(CEIL_DIV(a->ncol, threadsPerBlock.x),
CEIL_DIV(a->nrow, threadsPerBlock.y));
- cudak_(update_select_rows)<<<numBlocks, threadsPerBlock>>> \
+ cudak_(update_select_rows_by_rowidx)<<<numBlocks, threadsPerBlock>>> \
(MATRIX_ELEM_PTR(c), MATRIX_ELEM_PTR(a), MATRIX_ELEM_PTR(idx),
- a->nrow, a->ncol, c->stride / sizeof(MATRIX_ELEM),
+ a->nrow, a->ncol, c->nrow, c->stride / sizeof(MATRIX_ELEM),
a->stride / sizeof(MATRIX_ELEM), alpha, beta);
cudaStreamSynchronize(0);
}
+ void cudak_(cuda_update_select_rows_by_colidx)(Matrix *c, const Matrix *a, const Matrix *idx, double alpha, double beta) {
+ dim3 threadsPerBlock(CUDA_THREADS_N, CUDA_THREADS_N);
+ dim3 numBlocks(CEIL_DIV(a->ncol, threadsPerBlock.x),
+ CEIL_DIV(a->nrow, threadsPerBlock.y));
+ cudak_(update_select_rows_by_colidx)<<<numBlocks, threadsPerBlock>>> \
+ (MATRIX_ELEM_PTR(c), MATRIX_ELEM_PTR(a), MATRIX_ELEM_PTR(idx),
+ a->nrow, a->ncol, c->nrow, c->stride / sizeof(MATRIX_ELEM),
+ a->stride / sizeof(MATRIX_ELEM), idx->stride / sizeof(MATRIX_ELEM), alpha, beta);
+ cudaStreamSynchronize(0);
+ }
#endif
void cudak_(cuda_expand_frm)(const Matrix *a, Matrix *b, int context) {
@@ -710,7 +755,18 @@ extern "C" {
cudak_(copy_rows_by_idx)<<<numBlocks, threadsPerBlock>>> \
(MATRIX_ELEM_PTR(a), MATRIX_ELEM_PTR(b),
MATRIX_ELEM_PTR(idx) + idx_begin,
- b->nrow, b->ncol, b->stride / sizeof(MATRIX_ELEM));
+ b->nrow, b->ncol, a->nrow, b->stride / sizeof(MATRIX_ELEM));
+ cudaStreamSynchronize(0);
+ }
+
+ void cudak_(cuda_copy_rows_by_colidx)(const Matrix *a, Matrix *b,
+ const Matrix *idx, int idx_begin) {
+ dim3 threadsPerBlock(CUDA_THREADS_NN, 1);
+ dim3 numBlocks(CEIL_DIV(b->ncol, threadsPerBlock.x), b->nrow);
+ cudak_(copy_rows_by_colidx)<<<numBlocks, threadsPerBlock>>> \
+ (MATRIX_ELEM_PTR(a), MATRIX_ELEM_PTR(b),
+ MATRIX_ELEM_PTR(idx) + idx_begin,
+ b->nrow, b->ncol, a->nrow, b->stride / sizeof(MATRIX_ELEM), idx->stride / sizeof(MATRIX_ELEM));
cudaStreamSynchronize(0);
}
}
diff --git a/nerv/lib/matrix/generic/cumatrix.c b/nerv/lib/matrix/generic/cumatrix.c
index 65e0788..7582725 100644
--- a/nerv/lib/matrix/generic/cumatrix.c
+++ b/nerv/lib/matrix/generic/cumatrix.c
@@ -349,7 +349,7 @@ void nerv_matrix_(copy_rows_fromh_by_idx)(Matrix *a, const Matrix *b,
long nrow = a->nrow;
if (!(0 <= b_begin && b_begin + nrow <= idx->ncol))
NERV_EXIT_STATUS(status, MAT_INVALID_COPY_INTERVAL, 0);
- float *idx_ptr = idx->data.f;
+ float *idx_ptr = MATRIX_ELEM_PTR_F(idx);
int i;
if (idx->nrow != 1)
NERV_EXIT_STATUS(status, MAT_IDX_VECTOR_EXP, 0);
@@ -393,15 +393,45 @@ void nerv_matrix_(copy_rows_fromd_by_idx)(Matrix *a, const Matrix *b,
NERV_SET_STATUS(status, NERV_NORMAL, 0);
}
+void nerv_matrix_(copy_rows_fromd_by_colidx)(Matrix *a, const Matrix *b,
+ const Matrix *idx, int b_begin, Status *status) {
+ long nrow = a->nrow;
+ if (!(0 <= b_begin && b_begin + nrow <= idx->nrow))
+ NERV_EXIT_STATUS(status, MAT_INVALID_COPY_INTERVAL, 0);
+ if (idx->ncol != 1)
+ NERV_EXIT_STATUS(status, MAT_IDX_VECTOR_EXP, 0);
+ if (a->ncol != b->ncol) {
+ printf("%d %d\n", a->ncol, b->ncol);
+ NERV_EXIT_STATUS(status, MAT_MISMATCH_DIM, 0);
+ }
+ PROFILE_START
+ cudak_(cuda_copy_rows_by_colidx)(b, a, idx, b_begin);
+ PROFILE_STOP
+ NERV_SET_STATUS(status, NERV_NORMAL, 0);
+}
+
+
#ifdef __NERV_FUTURE_CUDA_7
-void nerv_matrix_(update_select_rows)(Matrix *c, const Matrix *a, const Matrix *idx, double alpha, double beta, Status *status) {
+void nerv_matrix_(update_select_rows_by_rowidx)(Matrix *c, const Matrix *a, const Matrix *idx, double alpha, double beta, Status *status) {
long nrow = a->nrow;
- if (idx->nrow != 1)
+ if (idx->nrow != 1 || idx->ncol != a->nrow)
+ NERV_EXIT_STATUS(status, MAT_IDX_VECTOR_EXP, 0);
+ if (a->ncol != c->ncol)
+ NERV_EXIT_STATUS(status, MAT_MISMATCH_DIM, 0);
+ PROFILE_START
+ cudak_(cuda_update_select_rows_by_rowidx)(c, a, idx, alpha, beta);
+ PROFILE_STOP
+ NERV_SET_STATUS(status, NERV_NORMAL, 0);
+}
+
+void nerv_matrix_(update_select_rows_by_colidx)(Matrix *c, const Matrix *a, const Matrix *idx, double alpha, double beta, Status *status) {
+ long nrow = a->nrow;
+ if (idx->ncol != 1 || idx->nrow != a->nrow)
NERV_EXIT_STATUS(status, MAT_IDX_VECTOR_EXP, 0);
if (a->ncol != c->ncol)
NERV_EXIT_STATUS(status, MAT_MISMATCH_DIM, 0);
PROFILE_START
- cudak_(cuda_update_select_rows)(c, a, idx, alpha, beta);
+ cudak_(cuda_update_select_rows_by_colidx)(c, a, idx, alpha, beta);
PROFILE_STOP
NERV_SET_STATUS(status, NERV_NORMAL, 0);
}
diff --git a/nerv/lib/matrix/generic/cumatrix.h b/nerv/lib/matrix/generic/cumatrix.h
index aa8805a..e82dccd 100644
--- a/nerv/lib/matrix/generic/cumatrix.h
+++ b/nerv/lib/matrix/generic/cumatrix.h
@@ -45,7 +45,13 @@ void nerv_matrix_(copy_rows_fromh_by_idx)(Matrix *a, const Matrix *b,
const Matrix *idx, int b_begin, Status *status);
void nerv_matrix_(copy_rows_fromd_by_idx)(Matrix *a, const Matrix *b,
const Matrix *idx, int b_begin, Status *status);
-void nerv_matrix_(update_select_rows)(Matrix *c, const Matrix *a, const Matrix *idx, double alpha, double beta, Status *status);
+void nerv_matrix_(copy_rows_fromd_by_colidx)(Matrix *a, const Matrix *b,
+ const Matrix *idx, int b_begin, Status *status);
+
+#ifdef __NERV_FUTURE_CUDA_7
+void nerv_matrix_(update_select_rows_by_rowidx)(Matrix *c, const Matrix *a, const Matrix *idx, double alpha, double beta, Status *status);
+void nerv_matrix_(update_select_rows_by_colidx)(Matrix *c, const Matrix *a, const Matrix *idx, double alpha, double beta, Status *status);
+#endif
void nerv_matrix_(expand_frm)(Matrix *a, const Matrix *b,
int context, Status *status);
diff --git a/nerv/lib/matrix/generic/elem_type.h b/nerv/lib/matrix/generic/elem_type.h
index bffe940..07f6355 100644
--- a/nerv/lib/matrix/generic/elem_type.h
+++ b/nerv/lib/matrix/generic/elem_type.h
@@ -1,22 +1,29 @@
+#define MATRIX_ELEM_PTR_F(self) ((float *)((char *)((self)->data.f) + (self)->offset))
+#define MATRIX_ELEM_PTR_D(self) ((double *)((char *)((self)->data.d) + (self)->offset))
+#define MATRIX_ELEM_PTR_I(self) ((long *)((char *)((self)->data.i) + (self)->offset))
+
#ifdef MATRIX_USE_FLOAT
#define MATRIX_ELEM float
#define MATRIX_ELEM_FMT "%f"
#define MATRIX_ELEM_WRITE_FMT "%.8f"
-#define MATRIX_ELEM_PTR(self) ((self)->data.f)
+#define MATRIX_ELEM_PTR(self) MATRIX_ELEM_PTR_F(self)
+#define MATRIX_ELEM_PTR_BASE(self) ((self)->data.f)
#elif defined(MATRIX_USE_DOUBLE)
#define MATRIX_ELEM double
#define MATRIX_ELEM_FMT "%lf"
#define MATRIX_ELEM_WRITE_FMT "%.8lf"
-#define MATRIX_ELEM_PTR(self) ((self)->data.d)
+#define MATRIX_ELEM_PTR(self) MATRIX_ELEM_PTR_D(self)
+#define MATRIX_ELEM_PTR_BASE(self) ((self)->data.d)
#elif defined(MATRIX_USE_INT)
#define MATRIX_ELEM long
#define MATRIX_ELEM_FMT "%ld"
#define MATRIX_ELEM_WRITE_FMT "%ld"
-#define MATRIX_ELEM_PTR(self) ((self)->data.i)
+#define MATRIX_ELEM_PTR(self) MATRIX_ELEM_PTR_I(self)
+#define MATRIX_ELEM_PTR_BASE(self) ((self)->data.i)
#endif
diff --git a/nerv/lib/matrix/generic/matrix.c b/nerv/lib/matrix/generic/matrix.c
index fd5d28f..004d9aa 100644
--- a/nerv/lib/matrix/generic/matrix.c
+++ b/nerv/lib/matrix/generic/matrix.c
@@ -4,12 +4,11 @@
/* FIXME: malloc failure detection */
void nerv_matrix_(data_free)(Matrix *self, Status *status) {
- if(*self->data_ref == 0) return; /* FIXME: repeat free memory */
assert(*self->data_ref > 0);
if (--(*self->data_ref) == 0)
{
/* free matrix data */
- MATRIX_DATA_FREE(MATRIX_ELEM_PTR(self), status);
+ MATRIX_DATA_FREE(MATRIX_ELEM_PTR_BASE(self), status);
curandDestroyGenerator(*(self->curand_gen));
free(self->curand_gen);
free(self->data_ref);
@@ -31,7 +30,7 @@ Matrix *nerv_matrix_(create)(long nrow, long ncol, Status *status) {
self->ncol = ncol;
self->nmax = self->nrow * self->ncol;
self->dim = 2;
- MATRIX_DATA_ALLOC(&MATRIX_ELEM_PTR(self), &self->stride,
+ MATRIX_DATA_ALLOC(&MATRIX_ELEM_PTR_BASE(self), &self->stride,
sizeof(MATRIX_ELEM) * self->ncol, self->nrow,
status);
if (status->err_code != NERV_NORMAL)
@@ -46,6 +45,7 @@ Matrix *nerv_matrix_(create)(long nrow, long ncol, Status *status) {
curandCreateGenerator(self->curand_gen, CURAND_RNG_PSEUDO_DEFAULT);
curandSetPseudoRandomGeneratorSeed(*(self->curand_gen), time(NULL));
+ self->offset = 0;
nerv_matrix_(data_retain)(self);
NERV_SET_STATUS(status, NERV_NORMAL, 0);
return self;
@@ -62,9 +62,10 @@ Matrix *nerv_matrix_(getrow)(Matrix *self, int row) {
prow->dim = 1;
prow->stride = self->stride;
prow->nmax = prow->ncol;
- MATRIX_ELEM_PTR(prow) = MATRIX_ROW_PTR(self, row);
+ prow->data = self->data;
prow->data_ref = self->data_ref;
prow->curand_gen = self->curand_gen;
+ prow->offset = row * self->stride;
nerv_matrix_(data_retain)(prow);
return prow;
}
diff --git a/nerv/lib/matrix/matrix.h b/nerv/lib/matrix/matrix.h
index 5a85c08..a28fd97 100644
--- a/nerv/lib/matrix/matrix.h
+++ b/nerv/lib/matrix/matrix.h
@@ -13,6 +13,7 @@ typedef struct Matrix {
double *d;
long *i;
} data; /* pointer to actual storage */
+ unsigned long offset; /* the actual beginning of the matrix */
long *data_ref;
curandGenerator_t *curand_gen;
} Matrix;
diff --git a/nerv/lib/matrix/mmatrix.c b/nerv/lib/matrix/mmatrix.c
index b8157eb..b5670f2 100644
--- a/nerv/lib/matrix/mmatrix.c
+++ b/nerv/lib/matrix/mmatrix.c
@@ -6,6 +6,7 @@
#define host_matrix_(NAME) host_matrix_float_##NAME
#define nerv_matrix_(NAME) nerv_matrix_host_float_##NAME
#include "generic/matrix.h"
+#include "generic/elem_type.h"
#include "generic/mmatrix.c"
Matrix *nerv_matrix_(perm_gen)(int ncol, Status *status) {
@@ -13,7 +14,7 @@ Matrix *nerv_matrix_(perm_gen)(int ncol, Status *status) {
Matrix *self = nerv_matrix_(create)(1, ncol, status);
if (status->err_code != NERV_NORMAL)
return NULL;
- float *prow = self->data.f;
+ float *prow = MATRIX_ELEM_PTR_F(self);
for (i = 0; i < ncol; i++)
prow[i] = i;
for (i = ncol - 1; i >= 0; i--)
@@ -31,6 +32,7 @@ Matrix *nerv_matrix_(perm_gen)(int ncol, Status *status) {
#undef MATRIX_USE_FLOAT
#undef MATRIX_ELEM
#undef MATRIX_ELEM_PTR
+#undef MATRIX_ELEM_PTR_BASE
#undef MATRIX_ELEM_FMT
#undef MATRIX_ELEM_WRITE_FMT
@@ -44,6 +46,7 @@ Matrix *nerv_matrix_(perm_gen)(int ncol, Status *status) {
#undef MATRIX_USE_DOUBLE
#undef MATRIX_ELEM
#undef MATRIX_ELEM_PTR
+#undef MATRIX_ELEM_PTR_BASE
#undef MATRIX_ELEM_FMT
#undef MATRIX_ELEM_WRITE_FMT