Refine the profile codes for inference.

paddle/fluid/framework/operator.cc

@@ -74,6 +74,9 @@ void OperatorBase::Run(const Scope& scope, const platform::Place& place) {
     platform::SetDeviceId(dev_id);
 #endif
   }
+  // profile
+  auto* dev_ctx = platform::DeviceContextPool::Instance().Get(place);
+  platform::RecordEvent record_event(Type(), dev_ctx);
   RunImpl(scope, place);
 }
 
@@ -497,9 +500,7 @@ void OperatorWithKernel::RunImpl(const Scope& scope,
   RuntimeInferShapeContext infer_shape_ctx(*this, scope);
   this->InferShape(&infer_shape_ctx);
   platform::DeviceContextPool& pool = platform::DeviceContextPool::Instance();
-  auto dev_ctx = pool.Get(place);
-  // profile
-  platform::RecordEvent record_event(Type(), dev_ctx);
+  auto* dev_ctx = pool.Get(place);
   // check if op[type] has kernel registered.
   auto& all_op_kernels = AllOpKernels();
   auto kernels_iter = all_op_kernels.find(type_);

paddle/fluid/inference/tests/test_helper.h

@@ -115,11 +115,11 @@ void TestInference(const std::string& dirname,
 #endif
   }
 
-  // Enable the profiler
-  paddle::platform::EnableProfiler(state);
-
   // 2. Initialize the inference_program and load parameters
   std::unique_ptr<paddle::framework::ProgramDesc> inference_program;
+
+  // Enable the profiler
+  paddle::platform::EnableProfiler(state);
   {
     paddle::platform::RecordEvent record_event(
         "init_program",
@@ -143,6 +143,10 @@ void TestInference(const std::string& dirname,
       inference_program = paddle::inference::Load(executor, *scope, dirname);
     }
   }
+  // Disable the profiler and print the timing information
+  paddle::platform::DisableProfiler(paddle::platform::EventSortingKey::kDefault,
+                                    "load_program_profiler.txt");
+  paddle::platform::ResetProfiler();
 
   // 3. Get the feed_target_names and fetch_target_names
   const std::vector<std::string>& feed_target_names =
@@ -165,6 +169,12 @@ void TestInference(const std::string& dirname,
 
   // 6. Run the inference program
   {
+    // Ignore the profiling results of the first run
+    executor.Run(*inference_program, scope, feed_targets, fetch_targets);
+
+    // Enable the profiler
+    paddle::platform::EnableProfiler(state);
+
     // Run repeat times to profile the performance
     for (int i = 0; i < repeat; ++i) {
       paddle::platform::RecordEvent record_event(
@@ -173,12 +183,13 @@ void TestInference(const std::string& dirname,
 
       executor.Run(*inference_program, scope, feed_targets, fetch_targets);
     }
-  }
 
-  // Disable the profiler and print the timing information
-  paddle::platform::DisableProfiler(paddle::platform::EventSortingKey::kDefault,
-                                    "profiler.txt");
-  paddle::platform::ResetProfiler();
+    // Disable the profiler and print the timing information
+    paddle::platform::DisableProfiler(
+        paddle::platform::EventSortingKey::kDefault,
+        "run_inference_profiler.txt");
+    paddle::platform::ResetProfiler();
+  }
 
   delete scope;
 }