1 /* Copyright 2020 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_LITE_DELEGATES_GPU_COMMON_SELECTORS_SIMPLE_SELECTORS_H_ 17 #define TENSORFLOW_LITE_DELEGATES_GPU_COMMON_SELECTORS_SIMPLE_SELECTORS_H_ 18 19 #include <memory> 20 21 #include "tensorflow/lite/delegates/gpu/common/gpu_info.h" 22 #include "tensorflow/lite/delegates/gpu/common/operations.h" 23 #include "tensorflow/lite/delegates/gpu/common/shape.h" 24 #include "tensorflow/lite/delegates/gpu/common/status.h" 25 #include "tensorflow/lite/delegates/gpu/common/task/gpu_operation.h" 26 27 namespace tflite { 28 namespace gpu { 29 30 std::unique_ptr<GPUOperation> SelectLSTM(const OperationDef& op_def, 31 const GpuInfo& gpu_info); 32 33 std::unique_ptr<GPUOperation> SelectReLU(const ReLUAttributes& attr, 34 const OperationDef& op_def); 35 36 std::unique_ptr<GPUOperation> SelectPReLU(const PReLUAttributes& attr, 37 const GpuInfo& gpu_info, 38 const OperationDef& op_def); 39 40 std::unique_ptr<GPUOperation> SelectPooling(const Pooling2DAttributes& attr, 41 const GpuInfo& gpu_info, 42 const OperationDef& op_def); 43 44 std::unique_ptr<GPUOperation> SelectMaxUnpooling( 45 const MaxUnpooling2DAttributes& attr, const GpuInfo& gpu_info, 46 const OperationDef& op_def); 47 48 void SelectAdd(const OperationDef& op_def, const std::vector<int>& channels, 49 int dst_channels, std::unique_ptr<GPUOperation>* ptr); 50 51 absl::Status SelectGather(const GatherAttributes& attr, 52 const OperationDef& op_def, 53 std::unique_ptr<GPUOperation>* ptr); 54 55 absl::Status SelectResize(const Resize2DAttributes& attr, 56 const OperationDef& op_def, 57 std::unique_ptr<GPUOperation>* ptr); 58 59 std::unique_ptr<GPUOperation> SelectResampler(const OperationDef& op_def, 60 const GpuInfo& gpu_info); 61 62 absl::Status SelectConcat(const ConcatAttributes& attr, 63 const std::vector<int>& channels, 64 const OperationDef& op_def, const GpuInfo& gpu_info, 65 std::unique_ptr<GPUOperation>* ptr); 66 67 std::unique_ptr<GPUOperation> SelectDWConvolutionDynamicWeights( 68 const DepthwiseConvolution2DAttributes& attr, const GpuInfo& gpu_info, 69 const OperationDef& op_def); 70 71 void SelectReshape(int src_channels, int dst_channels, 72 const OperationDef& op_def, 73 std::unique_ptr<GPUOperation>* ptr); 74 75 void SelectPadding(const PadAttributes& attr, const OperationDef& op_def, 76 std::unique_ptr<GPUOperation>* ptr); 77 78 void SelectStridedSlice(const SliceAttributes& attr, const OperationDef& op_def, 79 std::unique_ptr<GPUOperation>* ptr); 80 81 std::unique_ptr<GPUOperation> SelectReduce(const std::set<Axis>& axis_to_reduce, 82 const BHWC& src_shape, 83 OperationType op_type, 84 const OperationDef& op_def, 85 const GpuInfo& gpu_info); 86 87 void SelectSoftmax(const BHWC& shape, const OperationDef& op_def, 88 std::unique_ptr<GPUOperation>* ptr); 89 90 void SelectSpaceToDepth(const SpaceToDepthAttributes& attr, 91 const OperationDef& op_def, 92 std::unique_ptr<GPUOperation>* ptr); 93 94 void SelectDepthToSpace(const SpaceToDepthAttributes& attr, 95 const OperationDef& op_def, 96 std::unique_ptr<GPUOperation>* ptr); 97 98 void SelectSplit(const SplitAttributes& attr, const GpuInfo& gpu_info, 99 const std::vector<int>& channels, const OperationDef& op_def, 100 std::unique_ptr<GPUOperation>* ptr); 101 102 std::unique_ptr<GPUOperation> SelectTile(const OperationDef& op_def, 103 const BHWC& src_shape); 104 105 void SelectTranspose(const TransposeAttributes& attr, 106 const OperationDef& op_def, 107 std::unique_ptr<GPUOperation>* ptr); 108 109 std::unique_ptr<GPUOperation> SelectWinograd4x4To36(const GpuInfo& gpu_info, 110 const Padding2D& padding, 111 const OperationDef& op_def); 112 113 std::unique_ptr<GPUOperation> SelectWinograd36To4x4( 114 const GpuInfo& gpu_info, const OperationDef& op_def, 115 const tflite::gpu::Tensor<Linear, DataType::FLOAT32>& biases); 116 117 std::unique_ptr<GPUOperation> SelectQuantizeAndDequantize( 118 const QuantizeAndDequantizeAttributes& attr, const OperationDef& op_def); 119 120 void SelectCast(const OperationDef& op_def, const GpuInfo& gpu_info, 121 std::unique_ptr<GPUOperation>* ptr); 122 123 void SelectCumsum(const OperationDef& op_def, const CumsumAttributes& attr, 124 std::unique_ptr<GPUOperation>* ptr); 125 126 void SelectOneHot(const OperationDef& op_def, const OneHotAttributes& attr, 127 std::unique_ptr<GPUOperation>* ptr); 128 129 void SelectSelectV2(const OperationDef& op_def, const SelectV2Attributes& attr, 130 std::unique_ptr<GPUOperation>* ptr); 131 132 } // namespace gpu 133 } // namespace tflite 134 135 #endif // TENSORFLOW_LITE_DELEGATES_GPU_COMMON_SELECTORS_SIMPLE_SELECTORS_H_ 136