1 /* Copyright 2021 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 #ifndef TENSORFLOW_CORE_DATA_ROOT_DATASET_H_ 16 #define TENSORFLOW_CORE_DATA_ROOT_DATASET_H_ 17 18 #include "tensorflow/core/framework/dataset.h" 19 #include "tensorflow/core/framework/model.h" 20 #include "tensorflow/core/framework/model.pb.h" 21 #include "tensorflow/core/platform/refcount.h" 22 23 namespace tensorflow { 24 namespace data { 25 26 // Dataset transformation responsible for internal tf.data logic such as 27 // autotuning, applying threading configuration. 28 class RootDataset : public DatasetBase { 29 public: 30 struct Params { 31 bool autotune = true; 32 model::AutotuneAlgorithm autotune_algorithm; 33 int64_t autotune_cpu_budget = 0; 34 int64_t autotune_ram_budget = 0; 35 int64_t max_intra_op_parallelism = 1; 36 int64_t private_threadpool_size = 0; 37 }; 38 39 static Status FromOptions(const DatasetBase* input, DatasetBase** output); 40 static Status FromOptions(core::RefCountPtr<DatasetBase> input, 41 DatasetBase** output); 42 43 ~RootDataset() override; 44 45 const DataTypeVector& output_dtypes() const override; 46 const std::vector<PartialTensorShape>& output_shapes() const override; 47 48 int64_t CardinalityInternal() const override; 49 int64_t CardinalityInternal(CardinalityOptions options) const override; 50 Status Get(OpKernelContext* ctx, int64 index, 51 std::vector<Tensor>* out_tensors) const override; 52 Status CheckExternalState() const override; 53 string DebugString() const override; 54 Status InputDatasets(std::vector<const DatasetBase*>* inputs) const override; 55 std::unique_ptr<IteratorBase> MakeIteratorInternal( 56 const string& prefix) const override; 57 58 protected: 59 Status AsGraphDefInternal(SerializationContext* ctx, 60 DatasetGraphDefBuilder* b, 61 Node** output) const override; 62 63 private: 64 class Iterator; 65 66 RootDataset(const DatasetBase* input, const Params& params); 67 68 RootDataset(core::RefCountPtr<DatasetBase> input, const Params& params); 69 70 const DatasetBase* input_; 71 core::RefCountPtr<DatasetBase> owned_input_; 72 const Params params_; 73 TraceMeMetadata traceme_metadata_; 74 }; 75 76 // Finalizes the `input` dataset, which is expected to be called before the 77 // dataset is about to be iterated. This can for instance apply static graph 78 // optimizations or inject internal tf.data transformations responsible for 79 // autotuning or threading configuration. The caller must ensure that the 80 // input dataset to be finalized outlives the output. 81 Status FinalizeDataset(OpKernelContext* ctx, const DatasetBase* input, 82 DatasetBase** output); 83 84 } // namespace data 85 } // namespace tensorflow 86 87 #endif // TENSORFLOW_CORE_DATA_ROOT_DATASET_H_ 88