ggml-cpu: fuse RMS_NORM + MUL on CPU backend (#22423)
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@@ -2965,6 +2965,45 @@ struct ggml_cplan ggml_graph_plan(
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return cplan;
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}
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// Try to fuse the current node with subsequent nodes for better performance.
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// Returns the number of nodes skipped by fusion (>=1), or 0 if no fusion was applied.
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static bool ggml_cpu_disable_fusion = false; // initialized once in ggml_cpu_init(), read-only afterwards
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static int ggml_cpu_try_fuse_ops(
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const struct ggml_cgraph * cgraph,
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const int node_n,
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const struct ggml_compute_params * params,
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const struct ggml_cplan * cplan) {
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if (ggml_cpu_disable_fusion || cplan->use_ref) {
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return 0;
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}
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struct ggml_tensor * node = cgraph->nodes[node_n];
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if (node->op == GGML_OP_RMS_NORM) {
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// RMS_NORM + MUL fusion
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const enum ggml_op fuse_ops[] = { GGML_OP_RMS_NORM, GGML_OP_MUL };
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if (ggml_can_fuse(cgraph, node_n, fuse_ops, 2)) {
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struct ggml_tensor * mul_node = cgraph->nodes[node_n + 1];
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const struct ggml_tensor * mul_w = (mul_node->src[0] == node)
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? mul_node->src[1] : mul_node->src[0];
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if (node->src[0]->type == GGML_TYPE_F32 &&
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mul_node->type == GGML_TYPE_F32 &&
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mul_w->type == GGML_TYPE_F32 &&
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mul_w->ne[0] == node->ne[0] &&
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mul_w->nb[0] == sizeof(float)) {
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ggml_compute_forward_rms_norm_mul_fused(params, node, mul_node);
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return 1;
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}
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}
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}
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return 0;
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}
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static thread_ret_t ggml_graph_compute_thread(void * data) {
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struct ggml_compute_state * state = (struct ggml_compute_state *) data;
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struct ggml_threadpool * tp = state->threadpool;
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@@ -3001,7 +3040,14 @@ static thread_ret_t ggml_graph_compute_thread(void * data) {
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continue;
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}
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ggml_compute_forward(¶ms, node);
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// TODO: move fused-op detection into ggml_graph_plan so fusion decisions are made once at planning time
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// Try fused ops, fall back to normal compute
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const int n_fused = ggml_cpu_try_fuse_ops(cgraph, node_n, ¶ms, cplan);
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if (n_fused > 0) {
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node_n += n_fused;
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} else {
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ggml_compute_forward(¶ms, node);
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}
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if (state->ith == 0 && cplan->abort_callback &&
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cplan->abort_callback(cplan->abort_callback_data)) {
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@@ -3763,6 +3809,11 @@ void ggml_cpu_init(void) {
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ggml_init_riscv_arch_features();
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#endif
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{
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const char * env = getenv("GGML_CPU_DISABLE_FUSION");
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ggml_cpu_disable_fusion = (env != NULL && atoi(env) == 1);
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}
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is_first_call = false;
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}
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