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https://github.com/ggml-org/llama.cpp.git
synced 2025-11-12 10:47:01 +00:00
CUDA: support for weight clamp in top-k norm (#16702)
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@@ -2976,7 +2976,7 @@ static bool ggml_cuda_can_fuse(const struct ggml_cgraph * cgraph, int node_idx,
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if (ops.size() == topk_moe_ops_with_norm.size() &&
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ggml_can_fuse_subgraph(cgraph, node_idx, ops, { node_idx + 3, node_idx + 8 })) {
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ggml_tensor * softmax = cgraph->nodes[node_idx];
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ggml_tensor * weights = cgraph->nodes[node_idx+8];
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ggml_tensor * weights = cgraph->nodes[node_idx + 9];
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if (ggml_cuda_should_use_topk_moe(softmax, weights)) {
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return true;
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@@ -2986,7 +2986,7 @@ static bool ggml_cuda_can_fuse(const struct ggml_cgraph * cgraph, int node_idx,
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if (ops.size() == topk_moe_ops.size() &&
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ggml_can_fuse_subgraph(cgraph, node_idx, ops, { node_idx + 3, node_idx + 4 })) {
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ggml_tensor * softmax = cgraph->nodes[node_idx];
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ggml_tensor * weights = cgraph->nodes[node_idx+4];
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ggml_tensor * weights = cgraph->nodes[node_idx + 4];
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if (ggml_cuda_should_use_topk_moe(softmax, weights)) {
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return true;
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}
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@@ -3125,17 +3125,18 @@ static void evaluate_and_capture_cuda_graph(ggml_backend_cuda_context * cuda_ctx
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if (!disable_fusion) {
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if (ggml_cuda_can_fuse(cgraph, i, ggml_cuda_topk_moe_ops(/*with norm*/ true), {})) {
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ggml_tensor * weights = cgraph->nodes[i+8];
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ggml_tensor * selected_experts = cgraph->nodes[i+3];
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ggml_tensor * weights = cgraph->nodes[i + 9];
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ggml_tensor * selected_experts = cgraph->nodes[i + 3];
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ggml_tensor * clamp = cgraph->nodes[i + 7];
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ggml_cuda_op_topk_moe(*cuda_ctx, node->src[0], weights, selected_experts, /*with norm*/ true,
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/*delayed softmax*/ false);
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i += 8;
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/*delayed softmax*/ false, clamp);
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i += 9;
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continue;
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}
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if (ggml_cuda_can_fuse(cgraph, i, ggml_cuda_topk_moe_ops(/*with norm*/ false), {})) {
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ggml_tensor * weights = cgraph->nodes[i+4];
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ggml_tensor * selected_experts = cgraph->nodes[i+3];
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ggml_tensor * weights = cgraph->nodes[i + 4];
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ggml_tensor * selected_experts = cgraph->nodes[i + 3];
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ggml_cuda_op_topk_moe(*cuda_ctx, node->src[0], weights, selected_experts, /*with norm*/ false,
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/*delayed softmax*/ false);
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i += 4;
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