From ff77dea969908901e60b9d2059166c0ce07ad842 Mon Sep 17 00:00:00 2001 From: Leo Zhao <48052473+LeoZhao-Intel@users.noreply.github.com> Date: Fri, 12 Jul 2019 19:21:40 +0800 Subject: [PATCH] not use transferscope cache in cpu case (#18578) * not use transferscope cache in cpu case test=develop * adjust variable name and add comments test=develop * use correct format for class member in operator.h * use correct format for class member in operator.cc test=develop --- paddle/fluid/framework/operator.cc | 34 ++++++++++++++++++++++-------- paddle/fluid/framework/operator.h | 5 +++-- 2 files changed, 28 insertions(+), 11 deletions(-) diff --git a/paddle/fluid/framework/operator.cc b/paddle/fluid/framework/operator.cc index fcd98fb52d..2f7476aa38 100644 --- a/paddle/fluid/framework/operator.cc +++ b/paddle/fluid/framework/operator.cc @@ -885,12 +885,12 @@ void OperatorWithKernel::RunImpl(const Scope& scope, const platform::Place& place) const { // To reduce the elapsed time of HasAttr, we use bool variable to record the // result of HasAttr. - if (!enable_cache_runtime_context && HasAttr(kEnableCacheRuntimeContext)) - enable_cache_runtime_context = true; - if (!all_kernels_must_compute_runtime_shape && + if (!enable_cache_runtime_context_ && HasAttr(kEnableCacheRuntimeContext)) + enable_cache_runtime_context_ = true; + if (!all_kernels_must_compute_runtime_shape_ && HasAttr(kAllKernelsMustComputeRuntimeShape)) - all_kernels_must_compute_runtime_shape = true; - if (!enable_cache_runtime_context) { + all_kernels_must_compute_runtime_shape_ = true; + if (!enable_cache_runtime_context_) { RuntimeContext ctx(Inputs(), Outputs(), scope); RunImpl(scope, place, &ctx); } else { @@ -931,7 +931,7 @@ void OperatorWithKernel::RunImpl(const Scope& scope, dev_ctx = pool.Get(kernel_type_->place_); } - if (!all_kernels_must_compute_runtime_shape) { + if (!all_kernels_must_compute_runtime_shape_) { RuntimeInferShapeContext infer_shape_ctx(*this, exec_scope, *runtime_ctx); this->InferShape(&infer_shape_ctx); } @@ -981,6 +981,13 @@ void OperatorWithKernel::RunImpl(const Scope& scope, } } } + + // To solve issue #15032, have a discussion with @Luotao for cpu inference, + // do not cache transfer scope, hence in this case delete transfer scope + // after run to avoid memory leak + if (transfer_scope && !run_by_executor_ && !enable_cache_transfer_scope_) { + scope.DeleteScope(transfer_scope); + } } void OperatorWithKernel::ChooseKernel(const RuntimeContext& ctx, @@ -1114,9 +1121,18 @@ Scope* OperatorWithKernel::PrepareData( // If this op is not called by an Executor or ParallelExecutor, it should // called by a NaiveExecutor, the NaiveExecutor will cache the scopes and // variables, that behavior a lot different. - if (!run_by_executor_) { + // + // To solve issue #15032, have a discussion with @Luotao for cpu + // inference, for all cpu kernels cases without GPU participation, here + // not do transfer scope caching, and cpu inference performance is not + // impacted by test. + enable_cache_transfer_scope_ = false; + if (!run_by_executor_ && + (platform::is_gpu_place(kernel_type_for_var.place_) || + platform::is_gpu_place(expected_kernel_key.place_))) { new_scope = TryCreateTransferScope(kernel_type_for_var, expected_kernel_key, &scope); + enable_cache_transfer_scope_ = true; } if (!new_scope) { new_scope = &scope.NewScope(); @@ -1125,11 +1141,11 @@ Scope* OperatorWithKernel::PrepareData( // each result of different input will be the same with the first one. // The reason is that if a gpu tensor is the input of a cpu kernel, // we will create a new cpu tensor in new scope. - // However, if enable_cache_runtime_context, we get the cpu tensor each + // However, if enable_cache_runtime_context_, we get the cpu tensor each // time, not the gpu tensor. // Thus, we set pre_scope_ = nullptr to trigger `new RuntimeContext()` in // RunImpl(). - if (enable_cache_runtime_context) { + if (enable_cache_runtime_context_) { pre_scope_ = nullptr; } diff --git a/paddle/fluid/framework/operator.h b/paddle/fluid/framework/operator.h index 8e158e9306..07e7abd5b2 100644 --- a/paddle/fluid/framework/operator.h +++ b/paddle/fluid/framework/operator.h @@ -499,9 +499,10 @@ class OperatorWithKernel : public OperatorBase { mutable std::unique_ptr kernel_func_; mutable std::unique_ptr runtime_ctx_; mutable const Scope* pre_scope_ = nullptr; - mutable bool enable_cache_runtime_context = false; - mutable bool all_kernels_must_compute_runtime_shape = false; + mutable bool enable_cache_runtime_context_ = false; + mutable bool all_kernels_must_compute_runtime_shape_ = false; mutable std::mutex cache_update_mutex_; + mutable bool enable_cache_transfer_scope_ = false; }; extern bool OpSupportGPU(const std::string& op_type); -- GitLab