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Update CUDA graph on scale change plus clear nodes/params (#9550)
* Avoid using saved CUDA graph if scale changes and reset nodes/params on update Fixes https://github.com/ggerganov/llama.cpp/issues/9451 * clear before resize
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@ -2478,6 +2478,7 @@ static void set_ggml_graph_node_properties(ggml_tensor * node, ggml_graph_node_p
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for (int i = 0; i < GGML_MAX_SRC; i++) {
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for (int i = 0; i < GGML_MAX_SRC; i++) {
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graph_node_properties->src_address[i] = node->src[i] ? node->src[i]->data : nullptr;
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graph_node_properties->src_address[i] = node->src[i] ? node->src[i]->data : nullptr;
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}
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}
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memcpy(graph_node_properties->op_params, node->op_params, GGML_MAX_OP_PARAMS);
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}
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}
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static bool ggml_graph_node_has_matching_properties(ggml_tensor * node, ggml_graph_node_properties * graph_node_properties) {
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static bool ggml_graph_node_has_matching_properties(ggml_tensor * node, ggml_graph_node_properties * graph_node_properties) {
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@ -2509,6 +2510,12 @@ static bool ggml_graph_node_has_matching_properties(ggml_tensor * node, ggml_gra
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return false;
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return false;
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}
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}
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}
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}
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if (node->op == GGML_OP_SCALE &&
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memcmp(graph_node_properties->op_params, node->op_params, GGML_MAX_OP_PARAMS) != 0) {
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return false;
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}
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return true;
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return true;
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}
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}
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@ -2720,7 +2727,9 @@ GGML_CALL static enum ggml_status ggml_backend_cuda_graph_compute(ggml_backend_t
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// First call with null argument gets number of nodes in graph
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// First call with null argument gets number of nodes in graph
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CUDA_CHECK(cudaGraphGetNodes(cuda_ctx->cuda_graph->graph, nullptr, &cuda_ctx->cuda_graph->num_nodes));
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CUDA_CHECK(cudaGraphGetNodes(cuda_ctx->cuda_graph->graph, nullptr, &cuda_ctx->cuda_graph->num_nodes));
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// Subsequent call with non-null argument gets nodes
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// Subsequent call with non-null argument gets nodes
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cuda_ctx->cuda_graph->nodes.clear();
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cuda_ctx->cuda_graph->nodes.resize(cuda_ctx->cuda_graph->num_nodes);
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cuda_ctx->cuda_graph->nodes.resize(cuda_ctx->cuda_graph->num_nodes);
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cuda_ctx->cuda_graph->params.clear();
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cuda_ctx->cuda_graph->params.resize(cuda_ctx->cuda_graph->num_nodes);
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cuda_ctx->cuda_graph->params.resize(cuda_ctx->cuda_graph->num_nodes);
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if (cuda_ctx->cuda_graph->num_nodes > 0) {
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if (cuda_ctx->cuda_graph->num_nodes > 0) {
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CUDA_CHECK(cudaGraphGetNodes(cuda_ctx->cuda_graph->graph, cuda_ctx->cuda_graph->nodes.data(), &cuda_ctx->cuda_graph->num_nodes));
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CUDA_CHECK(cudaGraphGetNodes(cuda_ctx->cuda_graph->graph, cuda_ctx->cuda_graph->nodes.data(), &cuda_ctx->cuda_graph->num_nodes));
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@ -569,6 +569,7 @@ struct ggml_graph_node_properties {
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int64_t ne[GGML_MAX_DIMS];
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int64_t ne[GGML_MAX_DIMS];
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size_t nb[GGML_MAX_DIMS];
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size_t nb[GGML_MAX_DIMS];
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void * src_address[GGML_MAX_SRC];
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void * src_address[GGML_MAX_SRC];
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int32_t op_params[GGML_MAX_OP_PARAMS / sizeof(int32_t)];
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};
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};
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struct ggml_cuda_graph {
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struct ggml_cuda_graph {
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