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@ -13,6 +13,7 @@
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* See the License for the specific language governing permissions and
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* See the License for the specific language governing permissions and
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* limitations under the License.
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* limitations under the License.
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*/
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*/
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#include "debug/anf_ir_utils.h"
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#include "backend/session/gpu_session.h"
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#include "backend/session/gpu_session.h"
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#include "runtime/device/gpu/kernel_info_setter.h"
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#include "runtime/device/gpu/kernel_info_setter.h"
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#include "runtime/device/gpu/gpu_kernel_build.h"
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#include "runtime/device/gpu/gpu_kernel_build.h"
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@ -173,6 +174,10 @@ GraphId GPUSession::CompileGraph(const AnfNodePtrList &lst, const AnfNodePtrList
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auto graph_id = graph_sum_;
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auto graph_id = graph_sum_;
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auto graph = ConstructKernelGraph(lst, outputs);
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auto graph = ConstructKernelGraph(lst, outputs);
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MS_EXCEPTION_IF_NULL(graph);
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MS_EXCEPTION_IF_NULL(graph);
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// Prepare ms context info for dump .pb graph
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auto context_ptr = MsContext::GetInstance();
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MS_EXCEPTION_IF_NULL(context_ptr);
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bool save_graphs = context_ptr->save_graphs_flag();
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// Optimize
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// Optimize
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Optimize(graph);
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Optimize(graph);
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// Select kernel build info
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// Select kernel build info
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@ -185,8 +190,16 @@ GraphId GPUSession::CompileGraph(const AnfNodePtrList &lst, const AnfNodePtrList
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predictmodel::StepConvertGraph(graph);
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predictmodel::StepConvertGraph(graph);
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// Start gpu kernel runtime
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// Start gpu kernel runtime
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StartKernelRT();
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StartKernelRT();
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// Dump .pb graph before hardware optimization
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if (save_graphs) {
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DumpIRProto(graph, "before_hwopt_" + std::to_string(graph_id));
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}
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// HardwareOptimize
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// HardwareOptimize
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HardwareOptimize(graph);
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HardwareOptimize(graph);
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// Dump .pb graph after hardware optimization
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if (save_graphs) {
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DumpIRProto(graph, "after_hwopt_" + std::to_string(graph_id));
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}
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// Assign CUDA streams
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// Assign CUDA streams
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AssignStream(graph);
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AssignStream(graph);
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// Hide NoOp from execution graph
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// Hide NoOp from execution graph
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