cuda : Enable CUDA Graph usage for Nemotron Nano v2 (NemotronH) (#16328)
* Fix Nemotron Nano v2 9B not executing as CUDA Graph on NVIDIA GPUs * fix to ensure test-backend-ops check passes
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@@ -329,7 +329,11 @@ void ggml_cuda_cpy(ggml_backend_cuda_context & ctx, const ggml_tensor * src0, gg
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} else
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#endif // GGML_USE_MUSA && GGML_MUSA_MUDNN_COPY
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{
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CUDA_CHECK(cudaMemcpyAsync(src1_ddc, src0_ddc, ggml_nbytes(src0), cudaMemcpyDeviceToDevice, main_stream));
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if (src0->type == GGML_TYPE_F32) {
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ggml_cpy_flt_cuda<float, float> (src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream, dest_ptrs_d, graph_cpynode_index);
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} else {
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CUDA_CHECK(cudaMemcpyAsync(src1_ddc, src0_ddc, ggml_nbytes(src0), cudaMemcpyDeviceToDevice, main_stream));
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}
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}
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} else if (src0->type == GGML_TYPE_F32 && src1->type == GGML_TYPE_F32) {
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ggml_cpy_flt_cuda<float, float> (src0_ddc, src1_ddc, ne, ne00, ne01, ne02, nb00, nb01, nb02, nb03, ne10, ne11, ne12, nb10, nb11, nb12, nb13, main_stream, dest_ptrs_d, graph_cpynode_index);
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@@ -400,7 +404,13 @@ void ggml_cuda_dup(ggml_backend_cuda_context & ctx, ggml_tensor * dst) {
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void* ggml_cuda_cpy_fn(const ggml_tensor * src0, ggml_tensor * src1) {
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if (src0->type == src1->type && ggml_is_contiguous(src0) && ggml_is_contiguous(src1)) {
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return nullptr;
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// Prioritize CUDA graph compatibility over direct memory copy optimization.
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// Using copy kernels here maintains graph indirection support, preventing performance regression from disabled CUDA graphs.
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if (src0->type == GGML_TYPE_F32) {
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return (void*) cpy_flt<cpy_1_flt<float, float>>;
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} else {
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return nullptr;
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}
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} else if (src0->type == GGML_TYPE_F32 && src1->type == GGML_TYPE_F32) {
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return (void*) cpy_flt<cpy_1_flt<float, float>>;
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} else if (src0->type == GGML_TYPE_F32 && src1->type == GGML_TYPE_BF16) {
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