// thread scheduling for the different operations + work buffer size estimation
for (int i = 0; i < cgraph->n_nodes; i++) {
- int n_tasks = 1;
-
struct ggml_tensor * node = cgraph->nodes[i];
+ const int n_tasks = ggml_get_n_tasks(node, n_threads);
+
size_t cur = 0;
switch (node->op) {
case GGML_OP_CPY:
case GGML_OP_DUP:
{
- n_tasks = n_threads;
-
if (ggml_is_quantized(node->type)) {
cur = ggml_type_size(GGML_TYPE_F32) * node->ne[0] * n_tasks;
}
case GGML_OP_ADD:
case GGML_OP_ADD1:
{
- n_tasks = n_threads;
-
if (ggml_is_quantized(node->src[0]->type)) {
cur = ggml_type_size(GGML_TYPE_F32) * node->src[0]->ne[0] * n_tasks;
}
} break;
case GGML_OP_ACC:
{
- n_tasks = n_threads;
-
if (ggml_is_quantized(node->src[0]->type)) {
cur = ggml_type_size(GGML_TYPE_F32) * node->src[1]->ne[0] * n_tasks;
}
} break;
case GGML_OP_OUT_PROD:
{
- n_tasks = n_threads;
-
if (ggml_is_quantized(node->src[0]->type)) {
cur = ggml_type_size(GGML_TYPE_F32) * node->src[0]->ne[0] * n_tasks;
}
} break;
case GGML_OP_SOFT_MAX:
{
- n_tasks = MIN(MIN(4, n_threads), ggml_nrows(node->src[0]));
-
cur = ggml_type_size(GGML_TYPE_F32) * node->ne[0] * n_tasks;
} break;
case GGML_OP_CONV_TRANSPOSE_1D:
} break;
case GGML_OP_IM2COL:
{
- n_tasks = n_threads;
} break;
case GGML_OP_CONV_TRANSPOSE_2D:
{
} break;
case GGML_OP_FLASH_ATTN:
{
- n_tasks = n_threads;
-
const int64_t ne11 = ggml_up(node->src[1]->ne[1], GGML_SOFT_MAX_UNROLL);
if (node->src[1]->type == GGML_TYPE_F32) {
} break;
case GGML_OP_FLASH_FF:
{
- n_tasks = n_threads;
-
if (node->src[1]->type == GGML_TYPE_F32) {
cur = sizeof(float)*node->src[1]->ne[1]*n_tasks; // TODO: this can become (n_tasks-1)
cur += sizeof(float)*node->src[1]->ne[1]*n_tasks; // this is overestimated by x2
} break;
case GGML_OP_FLASH_ATTN_BACK:
{
- n_tasks = n_threads;
-
const int64_t D = node->src[0]->ne[0];
const int64_t ne11 = ggml_up(node->src[1]->ne[1], GGML_SOFT_MAX_UNROLL);
const int64_t mxDn = MAX(D, ne11) * 2; // *2 because of S and SM in ggml_compute_forward_flash_attn_back
case GGML_OP_CROSS_ENTROPY_LOSS:
{
- n_tasks = n_threads;
-
cur = ggml_type_size(node->type)*(n_tasks + node->src[0]->ne[0]*n_tasks);
} break;
case GGML_OP_COUNT: