xref: /aosp_15_r20/external/armnn/delegate/classic/src/Prelu.hpp (revision 89c4ff92f2867872bb9e2354d150bf0c8c502810)
1*89c4ff92SAndroid Build Coastguard Worker //
2*89c4ff92SAndroid Build Coastguard Worker // Copyright © 2022-2023 Arm Ltd and Contributors. All rights reserved.
3*89c4ff92SAndroid Build Coastguard Worker // SPDX-License-Identifier: MIT
4*89c4ff92SAndroid Build Coastguard Worker //
5*89c4ff92SAndroid Build Coastguard Worker 
6*89c4ff92SAndroid Build Coastguard Worker #pragma once
7*89c4ff92SAndroid Build Coastguard Worker 
8*89c4ff92SAndroid Build Coastguard Worker #include <ClassicDelegateUtils.hpp>
9*89c4ff92SAndroid Build Coastguard Worker 
10*89c4ff92SAndroid Build Coastguard Worker #include <tensorflow/lite/builtin_ops.h>
11*89c4ff92SAndroid Build Coastguard Worker #include <tensorflow/lite/c/builtin_op_data.h>
12*89c4ff92SAndroid Build Coastguard Worker #include <tensorflow/lite/c/common.h>
13*89c4ff92SAndroid Build Coastguard Worker #include <tensorflow/lite/minimal_logging.h>
14*89c4ff92SAndroid Build Coastguard Worker 
15*89c4ff92SAndroid Build Coastguard Worker namespace armnnDelegate
16*89c4ff92SAndroid Build Coastguard Worker {
17*89c4ff92SAndroid Build Coastguard Worker 
ValidatePreluOperator(DelegateData & delegateData,TfLiteContext * tfLiteContext,const armnn::TensorInfo & inputInfo,const armnn::TensorInfo & alphaInfo,const armnn::TensorInfo & outputInfo)18*89c4ff92SAndroid Build Coastguard Worker TfLiteStatus ValidatePreluOperator(DelegateData& delegateData,
19*89c4ff92SAndroid Build Coastguard Worker                                    TfLiteContext* tfLiteContext,
20*89c4ff92SAndroid Build Coastguard Worker                                    const armnn::TensorInfo& inputInfo,
21*89c4ff92SAndroid Build Coastguard Worker                                    const armnn::TensorInfo& alphaInfo,
22*89c4ff92SAndroid Build Coastguard Worker                                    const armnn::TensorInfo& outputInfo)
23*89c4ff92SAndroid Build Coastguard Worker {
24*89c4ff92SAndroid Build Coastguard Worker     bool isSupported = false;
25*89c4ff92SAndroid Build Coastguard Worker     auto validateFunc = [&](const armnn::TensorInfo& outputInfo, bool& isSupported)
26*89c4ff92SAndroid Build Coastguard Worker     {
27*89c4ff92SAndroid Build Coastguard Worker         FORWARD_LAYER_SUPPORT_FUNC("PRELU",
28*89c4ff92SAndroid Build Coastguard Worker                                    tfLiteContext,
29*89c4ff92SAndroid Build Coastguard Worker                                    IsPreluSupported,
30*89c4ff92SAndroid Build Coastguard Worker                                    delegateData.m_Backends,
31*89c4ff92SAndroid Build Coastguard Worker                                    isSupported,
32*89c4ff92SAndroid Build Coastguard Worker                                    armnn::BackendId(),
33*89c4ff92SAndroid Build Coastguard Worker                                    inputInfo,
34*89c4ff92SAndroid Build Coastguard Worker                                    alphaInfo,
35*89c4ff92SAndroid Build Coastguard Worker                                    outputInfo);
36*89c4ff92SAndroid Build Coastguard Worker     };
37*89c4ff92SAndroid Build Coastguard Worker 
38*89c4ff92SAndroid Build Coastguard Worker     validateFunc(outputInfo, isSupported);
39*89c4ff92SAndroid Build Coastguard Worker     return isSupported ? kTfLiteOk : kTfLiteError;
40*89c4ff92SAndroid Build Coastguard Worker }
41*89c4ff92SAndroid Build Coastguard Worker 
VisitPreluOperator(DelegateData & delegateData,TfLiteContext * tfLiteContext,TfLiteNode * tfLiteNode,int nodeIndex,int32_t operatorCode)42*89c4ff92SAndroid Build Coastguard Worker TfLiteStatus VisitPreluOperator(DelegateData& delegateData,
43*89c4ff92SAndroid Build Coastguard Worker                                 TfLiteContext* tfLiteContext,
44*89c4ff92SAndroid Build Coastguard Worker                                 TfLiteNode* tfLiteNode,
45*89c4ff92SAndroid Build Coastguard Worker                                 int nodeIndex,
46*89c4ff92SAndroid Build Coastguard Worker                                 int32_t operatorCode)
47*89c4ff92SAndroid Build Coastguard Worker {
48*89c4ff92SAndroid Build Coastguard Worker     TF_LITE_ENSURE_STATUS(ValidateNumInputs(tfLiteContext, tfLiteNode, 2, nodeIndex));
49*89c4ff92SAndroid Build Coastguard Worker     TF_LITE_ENSURE_STATUS(ValidateNumOutputs(tfLiteContext, tfLiteNode, 1, nodeIndex));
50*89c4ff92SAndroid Build Coastguard Worker 
51*89c4ff92SAndroid Build Coastguard Worker     const TfLiteTensor* tfLiteTensors = tfLiteContext->tensors;
52*89c4ff92SAndroid Build Coastguard Worker 
53*89c4ff92SAndroid Build Coastguard Worker     const TfLiteTensor& tfLiteInputTensor = tfLiteTensors[tfLiteNode->inputs->data[0]];
54*89c4ff92SAndroid Build Coastguard Worker     if (!IsValid(tfLiteContext, tfLiteInputTensor, operatorCode, nodeIndex))
55*89c4ff92SAndroid Build Coastguard Worker     {
56*89c4ff92SAndroid Build Coastguard Worker         return kTfLiteError;
57*89c4ff92SAndroid Build Coastguard Worker     }
58*89c4ff92SAndroid Build Coastguard Worker 
59*89c4ff92SAndroid Build Coastguard Worker     const TfLiteTensor& tfLiteAlphaTensor = tfLiteTensors[tfLiteNode->inputs->data[1]];
60*89c4ff92SAndroid Build Coastguard Worker     if (!IsValid(tfLiteContext, tfLiteAlphaTensor, operatorCode, nodeIndex))
61*89c4ff92SAndroid Build Coastguard Worker     {
62*89c4ff92SAndroid Build Coastguard Worker         return kTfLiteError;
63*89c4ff92SAndroid Build Coastguard Worker     }
64*89c4ff92SAndroid Build Coastguard Worker 
65*89c4ff92SAndroid Build Coastguard Worker     const TfLiteTensor& tfLiteOutputTensor = tfLiteTensors[tfLiteNode->outputs->data[0]];
66*89c4ff92SAndroid Build Coastguard Worker     if (!IsValid(tfLiteContext, tfLiteOutputTensor, operatorCode, nodeIndex))
67*89c4ff92SAndroid Build Coastguard Worker     {
68*89c4ff92SAndroid Build Coastguard Worker         return kTfLiteError;
69*89c4ff92SAndroid Build Coastguard Worker     }
70*89c4ff92SAndroid Build Coastguard Worker 
71*89c4ff92SAndroid Build Coastguard Worker     const armnn::TensorInfo& inputTensorInfo = GetTensorInfoForTfLiteTensor(tfLiteInputTensor);
72*89c4ff92SAndroid Build Coastguard Worker     const armnn::TensorInfo& alphaTensorInfo = GetTensorInfoForTfLiteTensor(tfLiteAlphaTensor);
73*89c4ff92SAndroid Build Coastguard Worker     const armnn::TensorInfo& outputTensorInfo = GetTensorInfoForTfLiteTensor(tfLiteOutputTensor, true);
74*89c4ff92SAndroid Build Coastguard Worker 
75*89c4ff92SAndroid Build Coastguard Worker     if (!delegateData.m_Network)
76*89c4ff92SAndroid Build Coastguard Worker     {
77*89c4ff92SAndroid Build Coastguard Worker         return ValidatePreluOperator(delegateData,
78*89c4ff92SAndroid Build Coastguard Worker                                      tfLiteContext,
79*89c4ff92SAndroid Build Coastguard Worker                                      inputTensorInfo,
80*89c4ff92SAndroid Build Coastguard Worker                                      alphaTensorInfo,
81*89c4ff92SAndroid Build Coastguard Worker                                      outputTensorInfo);
82*89c4ff92SAndroid Build Coastguard Worker     }
83*89c4ff92SAndroid Build Coastguard Worker 
84*89c4ff92SAndroid Build Coastguard Worker     armnn::IConnectableLayer* preluLayer = delegateData.m_Network->AddPreluLayer();
85*89c4ff92SAndroid Build Coastguard Worker     ARMNN_ASSERT(preluLayer != nullptr);
86*89c4ff92SAndroid Build Coastguard Worker 
87*89c4ff92SAndroid Build Coastguard Worker     bool isConstantAlpha = tflite::IsConstantTensor(&tfLiteAlphaTensor);
88*89c4ff92SAndroid Build Coastguard Worker 
89*89c4ff92SAndroid Build Coastguard Worker     // Add constant layer for constant alpha
90*89c4ff92SAndroid Build Coastguard Worker     if (isConstantAlpha)
91*89c4ff92SAndroid Build Coastguard Worker     {
92*89c4ff92SAndroid Build Coastguard Worker         auto constAlphaTensor = armnn::ConstTensor(alphaTensorInfo, tfLiteAlphaTensor.data.data);
93*89c4ff92SAndroid Build Coastguard Worker 
94*89c4ff92SAndroid Build Coastguard Worker         armnn::IConnectableLayer* constLayer = delegateData.m_Network->AddConstantLayer(constAlphaTensor);
95*89c4ff92SAndroid Build Coastguard Worker         ARMNN_ASSERT(constLayer != nullptr);
96*89c4ff92SAndroid Build Coastguard Worker 
97*89c4ff92SAndroid Build Coastguard Worker         constLayer->GetOutputSlot(0).SetTensorInfo(alphaTensorInfo);
98*89c4ff92SAndroid Build Coastguard Worker         constLayer->GetOutputSlot(0).Connect(preluLayer->GetInputSlot(1));
99*89c4ff92SAndroid Build Coastguard Worker     }
100*89c4ff92SAndroid Build Coastguard Worker 
101*89c4ff92SAndroid Build Coastguard Worker     armnn::IOutputSlot& outputSlot = preluLayer->GetOutputSlot(0);
102*89c4ff92SAndroid Build Coastguard Worker     outputSlot.SetTensorInfo(outputTensorInfo);
103*89c4ff92SAndroid Build Coastguard Worker 
104*89c4ff92SAndroid Build Coastguard Worker     // Connect
105*89c4ff92SAndroid Build Coastguard Worker     return Connect(preluLayer, tfLiteNode, delegateData);
106*89c4ff92SAndroid Build Coastguard Worker }
107*89c4ff92SAndroid Build Coastguard Worker 
108*89c4ff92SAndroid Build Coastguard Worker } // namespace armnnDelegate