Sherman-Morrison/independent_test_harness/helper.c

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#include "helper.h"
#include <stdint.h>
#include <assert.h>
2022-10-10 11:01:53 +02:00
#ifdef HAVE_CUBLAS_OFFLOAD
cublasHandle_t init_cublas() {
cublasHandle_t handle;
if (cublasCreate(&handle) != CUBLAS_STATUS_SUCCESS) {
fprintf(stdout, "cuBLAS initialization failed!\n");
exit(EXIT_FAILURE);
}
return handle;
}
cusolverDnHandle_t init_cusolver() {
cusolverDnHandle_t handle;
if (cusolverDnCreate(&handle) != CUSOLVER_STATUS_SUCCESS) {
fprintf(stdout, "cuSOLVER initialization failed!\n");
exit(EXIT_FAILURE);
}
return handle;
}
#endif
void copy(double* Slater_invT_copy, uint64_t Lds, double* tmp, uint64_t Dim) {
for (uint32_t i = 0; i < Dim; i++) {
for (uint32_t j = 0; j < Lds; j++) {
if (j < Dim) Slater_invT_copy[i * Lds + j] = tmp[i * Dim + j];
else Slater_invT_copy[i * Lds + j] = 0.0;
}
}
}
void update(double* slaterT,double* upds, uint64_t* ui, uint64_t nupds,uint64_t Dim, u_int64_t Lds) {
for (int i = 0; i < nupds; i++) {
int col = ui[i] - 1;
for (int j = 0; j < Dim; j++) {
slaterT[col + j * Dim] += upds[i * Lds + j];
}
}
}
void convert(double* upds, uint64_t nupds, uint64_t* ui, double* slaterT, uint64_t Dim, u_int64_t Lds) {
for (int i = 0; i < nupds; i++) {
int col = ui[i] - 1;
for (int j = 0; j < Lds; j++) {
upds[i * Lds + j] -= slaterT[col + j * Dim];
}
}
}
void transpose(double* a, uint16_t lda, double *b, uint16_t ldb, uint16_t m, uint16_t n)
{
for(uint16_t i = 0; i < m; i++)
{
for( uint16_t j = 0; j < n; j++)
{
b[j * ldb + i] = a[i * lda + j];
}
}
}
double get_determinant(uint32_t cycle, hid_t file_id) {
char det_key[32];
sprintf(det_key, "/cycle_%d/determinant", cycle);
double determinant;
read_double(file_id, det_key, &determinant);
return determinant;
}
double* get_slater_inv(uint32_t cycle, hid_t file_id, uint64_t Dim, u_int64_t Lds) {
char slater_inv_key[32];
sprintf(slater_inv_key, "/cycle_%d/slater_inverse_t", cycle);
double *slater_inv = malloc(sizeof *slater_inv * Dim * Lds);
read_double(file_id, slater_inv_key, slater_inv);
return slater_inv;
}
double* get_slater(uint32_t cycle, hid_t file_id, uint64_t Dim, u_int64_t Lds) {
char slater_key[32];
sprintf(slater_key, "/cycle_%d/slater_matrix", cycle);
double *slater = malloc(sizeof *slater * Dim * Lds);
read_double(file_id, slater_key, slater);
return slater;
}
double* get_upds(uint32_t cycle, hid_t file_id, uint64_t nupds, u_int64_t Lds) {
char upds_key[32];
sprintf(upds_key, "/cycle_%d/updates", cycle);
double *upds = malloc(sizeof *upds * Lds * nupds);
read_double(file_id, upds_key, upds);
return upds;
}
uint64_t* get_upd_idcs(uint32_t cycle, hid_t file_id, uint64_t nupds) {
char upd_idx_key[32];
sprintf(upd_idx_key, "/cycle_%d/col_update_index", cycle);
uint64_t* uis = malloc(sizeof *uis * nupds);
read_uint(file_id, upd_idx_key, uis);
return uis;
}
uint64_t get_dim(uint32_t cycle, hid_t file_id) {
char dim_key[32];
sprintf(dim_key, "/cycle_%d/slater_matrix_dim", cycle);
uint64_t Dim;
read_uint(file_id, dim_key, &Dim);
return Dim;
}
uint64_t get_nupdates(uint32_t cycle, hid_t file_id) {
char nupds_key[32];
sprintf(nupds_key, "/cycle_%d/nupdates", cycle);
uint64_t N_updates;
read_uint(file_id, nupds_key, &N_updates);
return N_updates;
}
double frobenius_norm2(double *A, const uint64_t Lds, const uint64_t Dim) {
double sum2 = 0;
for (uint64_t i = 0; i < Lds * Dim; i++) sum2 += A[i] * A[i];
return sum2;
}
double frobenius_norm(double *A, const uint64_t Lds, const uint64_t Dim) {
double sum2 = frobenius_norm2(A, Lds, Dim);
return sqrt(sum2);
}
double max_norm(double *A, const uint64_t Lds, const uint64_t Dim) {
double largest = 0;
for (uint64_t i = 0; i < Lds * Dim; i++) {
double elm = A[i];
double felm = fabs(elm);
if (elm != elm) return -1.0; // Return a negative norm when NaN found
if (felm > largest) largest = felm;
}
return largest;
}
double condition_number(double *A, double *Ainv, const uint64_t Lds, const uint64_t Dim) {
double norm_A = frobenius_norm(A, Lds, Dim);
double norm_Ainv = frobenius_norm(Ainv, Lds, Dim);
return fabs(norm_A) * fabs(norm_Ainv);
}
void read_uint(hid_t file_id, const char *key, uint64_t *data) {
herr_t rc;
hid_t dataset_id = H5Dopen2(file_id, key, H5P_DEFAULT);
assert(dataset_id >= 0 && "H5Dopen2");
rc = H5Dread(dataset_id, H5T_NATIVE_ULONG, H5S_ALL, H5S_ALL, H5P_DEFAULT, data);
assert(rc >= 0 && "H5Dread");
rc = H5Dclose(dataset_id);
assert(rc >= 0 && "H5Dclose");
}
void read_double(hid_t file_id, const char *key, double *data) {
herr_t rc;
hid_t dataset_id = H5Dopen2(file_id, key, H5P_DEFAULT);
assert(dataset_id >= 0 && "H5Dopen2");
rc = H5Dread(dataset_id, H5T_NATIVE_DOUBLE, H5S_ALL, H5S_ALL, H5P_DEFAULT, data);
assert(rc >= 0 && "H5Dread");
rc = H5Dclose(dataset_id);
assert(rc >= 0 && "H5Dclose");
}
void update_slater_matrix(const uint64_t Lds, const uint64_t Dim,
const uint64_t N_updates, const double *Updates,
const uint64_t *Updates_index, double *Slater) {
for (uint32_t i = 0; i < N_updates; i++) {
uint32_t col = Updates_index[i] - 1;
for (uint32_t j = 0; j < Dim; j++) {
Slater[col * Dim + j] += Updates[i * Lds + j];
}
}
}
uint32_t check_error(const uint64_t Lds, const uint64_t Dim, double *Slater_invT,
double *Slater, const double tolerance) {
double* res = malloc(sizeof *res * Dim * Dim);
double alpha = 1.0, beta = 0.0;
cblas_dgemm(CblasRowMajor, CblasNoTrans, CblasNoTrans,
Dim, Dim, Dim,
alpha, Slater, Dim, Slater_invT, Lds,
beta, res, Dim);
for (uint32_t i = 0; i < Dim; i++) {
for (uint32_t j = 0; j < Dim; j++) {
double elm = res[i * Dim + j];
if (elm != elm) return 1; // found a NaN!
if (i == j && fabs(elm - 1.0) > tolerance) return 1;
if (i != j && fabs(elm) > tolerance) return 1;
}
}
free(res);
return 0;
}
//void matmul(double *a, double *b, double *prod, const uint64_t Lds, const uint64_t Dim) {
// for (uint32_t i = 0; i < Dim; i++) {
// for (uint32_t j = 0; j < Dim; j++) {
// prod[i * Dim + j] = 0;
// for (uint32_t k = 0; k < Dim; k++) {
// prod[i * Dim + j] += a[i * Dim + k] * b[k * Lds + j];
// }
// }
// }
//}
int32_t check_error_better(const double max, const double tolerance) {
if (max < 0) return -1; // When max was a NaN
else if (max < tolerance) return 0; // Good
else return 1; // Too big
}
void residual(double *a, double *res, const uint64_t Dim) {
for (uint32_t i = 0; i < Dim; i++) {
for (uint32_t j = 0; j < Dim; j++) {
if (i == j) res[i * Dim + j] = a[i * Dim + j] - 1.0;
else res[i * Dim + j] = a[i * Dim + j];
}
}
}
uint32_t test_kernel(char *version, const uint64_t Lds, const uint64_t Dim,
const uint64_t N_updates, const double *Updates,
const uint64_t *Updates_index, const double breakdown, const double tolerance,
double *Slater, double *Slater_inv, double *determinant) {
uint32_t rc = 0;
if (version[0] == 'n') { // Naive
rc = qmckl_sherman_morrison(Lds, Dim, N_updates, Updates, Updates_index,
breakdown, Slater_inv, determinant);
if (rc != 0) printf("TEST_KERNEL: qmckl_sherman_morrison failed\n");
update_slater_matrix(Lds, Dim, N_updates, Updates, Updates_index, Slater);
rc = check_error(Lds, Dim, Slater_inv, Slater, tolerance);
if (rc != 0) printf("TEST_KERNEL: check_error failed\n");
} else if (version[0] == 's') { // Splitting
rc = qmckl_sherman_morrison_splitting(Lds, Dim, N_updates, Updates,
Updates_index, breakdown, Slater_inv,
determinant);
if (rc != 0) printf("TEST_KERNEL: qmckl_sherman_morrison_splitting failed\n");
update_slater_matrix(Lds, Dim, N_updates, Updates, Updates_index, Slater);
rc = check_error(Lds, Dim, Slater, Slater_inv, tolerance);
if (rc != 0) printf("TEST_KERNEL: check_error failed\n");
} else if (version[0] == 'b') { // Blocked
rc = qmckl_sherman_morrison_smw32s(Lds, Dim, N_updates, Updates,
Updates_index, breakdown, Slater_inv,
determinant);
if (rc != 0) printf("TEST_KERNEL: qmckl_sherman_morrison_smw32s failed\n");
update_slater_matrix(Lds, Dim, N_updates, Updates, Updates_index, Slater);
rc = check_error(Lds, Dim, Slater, Slater_inv, tolerance);
if (rc != 0) printf("TEST_KERNEL: check_error failed\n");
}
return rc;
}