1 /* Copyright 2016 The TensorFlow Authors. All Rights Reserved. 2 3 Licensed under the Apache License, Version 2.0 (the "License"); 4 you may not use this file except in compliance with the License. 5 You may obtain a copy of the License at 6 7 http://www.apache.org/licenses/LICENSE-2.0 8 9 Unless required by applicable law or agreed to in writing, software 10 distributed under the License is distributed on an "AS IS" BASIS, 11 WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. 12 See the License for the specific language governing permissions and 13 limitations under the License. 14 ==============================================================================*/ 15 16 #ifndef TENSORFLOW_FRAMEWORK_UNIQUE_TENSOR_REFERENCES_H_ 17 #define TENSORFLOW_FRAMEWORK_UNIQUE_TENSOR_REFERENCES_H_ 18 19 #include <unordered_set> 20 21 #include "tensorflow/core/framework/tensor.h" 22 #include "tensorflow/core/framework/tensor_reference.h" 23 #include "tensorflow/core/lib/gtl/inlined_vector.h" 24 #include "tensorflow/core/platform/macros.h" 25 26 namespace tensorflow { 27 28 // Helper class to maintain a unique set of tensor references. In the 29 // common case there are not many references, so an inline vector is 30 // used for <= kInVector unique elements, defaulting to 4 since that 31 // is the inlined size of TensorReferenceVector. To avoid N^2 32 // operations when adding N items, any larger number of unique tensor 33 // references switches to using an unordered set. 34 class UniqueTensorReferences { 35 public: UniqueTensorReferences()36 UniqueTensorReferences() : frozen_(false), referenced_tensors_set_(nullptr) {} 37 38 ~UniqueTensorReferences(); 39 40 // Adds a reference to tensor if its buffer is not already referenced. 41 void Add(const Tensor& tensor); 42 43 // No more references may be added after this is called. The unique 44 // references are returning in out_vector. 45 void FreezeAndReturnReferences(TensorReferenceVector* out_vector); 46 47 private: 48 // Up to kInVector elements are stored in reference_tensors_vector_ 49 // to avoid any allocations or hash computations in the common 50 // case. When more unique elements are added they move to 51 // referenced_tensors_set_ to avoid an N^2 algorithm on insert. 52 static const int kInVector = 4; // Must be >= 1. 53 54 struct TensorReferenceEqualFn { operatorTensorReferenceEqualFn55 bool operator()(const TensorReference& t1, 56 const TensorReference& t2) const { 57 return t1.SharesBufferWith(t2); 58 } 59 }; 60 61 struct TensorReferenceHashFn { operatorTensorReferenceHashFn62 size_t operator()(const TensorReference& t) const { return t.BufferHash(); } 63 }; 64 65 bool frozen_; 66 TensorReferenceVector referenced_tensors_vector_; 67 68 typedef std::unordered_set<TensorReference, TensorReferenceHashFn, 69 TensorReferenceEqualFn> 70 ReferencedTensorsSet; 71 // Lazily allocated hash set for when the number of tensors becomes too large. 72 // If this is non-NULL, then we use the hash set, otherwise, we use the 73 // referenced_tensors_vector_ (and do O(N^2) work per insertion). 74 ReferencedTensorsSet* referenced_tensors_set_; 75 76 TF_DISALLOW_COPY_AND_ASSIGN(UniqueTensorReferences); 77 }; 78 79 } // end namespace tensorflow 80 81 #endif // TENSORFLOW_FRAMEWORK_UNIQUE_TENSOR_REFERENCES_H_ 82