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@ -916,7 +916,14 @@ std::vector<KernelConfig>* OperatorWithKernel::GetKernelConfig(
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void OperatorWithKernel::RunImpl(const Scope& scope,
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const platform::Place& place) const {
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RuntimeContext ctx(Inputs(), Outputs(), scope);
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if (!runtime_ctx_) {
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// RuntimeContext is used to relate input/output names of Operator with
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// the corresponding variables in Scope.
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// Since the input/output names of Operator do not change in the execution,
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// RuntimeContext could be created only at the first iteration of
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// the execution to save the elapsed time.
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runtime_ctx_ = new RuntimeContext(Inputs(), Outputs(), scope);
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}
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platform::DeviceContextPool& pool = platform::DeviceContextPool::Instance();
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auto* dev_ctx = pool.Get(place);
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@ -931,7 +938,7 @@ void OperatorWithKernel::RunImpl(const Scope& scope,
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OpKernelMap& kernels = kernels_iter->second;
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auto expected_kernel_key = this->GetExpectedKernelType(
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ExecutionContext(*this, scope, *dev_ctx, ctx, nullptr));
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ExecutionContext(*this, scope, *dev_ctx, *runtime_ctx_, nullptr));
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VLOG(3) << "expected_kernel_key:" << expected_kernel_key;
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auto kernel_iter = kernels.find(expected_kernel_key);
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@ -955,8 +962,8 @@ void OperatorWithKernel::RunImpl(const Scope& scope,
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// do data transformScope &transfer_scope;
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std::vector<std::string> transfered_inplace_vars;
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auto* transfer_scope =
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PrepareData(scope, expected_kernel_key, &transfered_inplace_vars, &ctx);
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auto* transfer_scope = PrepareData(scope, expected_kernel_key,
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&transfered_inplace_vars, runtime_ctx_);
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// exec scope is the scope that kernel actually executed on.
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const Scope& exec_scope =
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@ -966,12 +973,12 @@ void OperatorWithKernel::RunImpl(const Scope& scope,
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dev_ctx = pool.Get(expected_kernel_key.place_);
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}
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RuntimeInferShapeContext infer_shape_ctx(*this, exec_scope, ctx);
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RuntimeInferShapeContext infer_shape_ctx(*this, exec_scope, *runtime_ctx_);
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this->InferShape(&infer_shape_ctx);
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// TODO(panyx0718): ExecutionContext should only depend on RuntimeContext
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// not Scope. Imperative mode only pass inputs and get outputs.
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kernel_iter->second(
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ExecutionContext(*this, exec_scope, *dev_ctx, ctx, kernel_configs));
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kernel_iter->second(ExecutionContext(*this, exec_scope, *dev_ctx,
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*runtime_ctx_, kernel_configs));
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if (!transfered_inplace_vars.empty()) {
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// there is inplace variable has been transfered.
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