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
ValidateActivationOperator(DelegateData & delegateData,TfLiteContext * tfLiteContext,const armnn::TensorInfo & inputInfo,const armnn::TensorInfo & outputInfo,armnn::ActivationDescriptor & activationDesc)18*89c4ff92SAndroid Build Coastguard Worker TfLiteStatus ValidateActivationOperator(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& outputInfo,
22*89c4ff92SAndroid Build Coastguard Worker armnn::ActivationDescriptor& activationDesc)
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("ACTIVATION",
28*89c4ff92SAndroid Build Coastguard Worker tfLiteContext,
29*89c4ff92SAndroid Build Coastguard Worker IsActivationSupported,
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 outputInfo,
35*89c4ff92SAndroid Build Coastguard Worker activationDesc);
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
VisitActivationOperator(DelegateData & delegateData,TfLiteContext * tfLiteContext,TfLiteNode * tfLiteNode,int nodeIndex,int32_t operatorCode)42*89c4ff92SAndroid Build Coastguard Worker TfLiteStatus VisitActivationOperator(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, 1, 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 const TfLiteTensor& tfLiteInputTensor = tfLiteTensors[tfLiteNode->inputs->data[0]];
53*89c4ff92SAndroid Build Coastguard Worker if (!IsValid(tfLiteContext, tfLiteInputTensor, operatorCode, nodeIndex))
54*89c4ff92SAndroid Build Coastguard Worker {
55*89c4ff92SAndroid Build Coastguard Worker return kTfLiteError;
56*89c4ff92SAndroid Build Coastguard Worker }
57*89c4ff92SAndroid Build Coastguard Worker
58*89c4ff92SAndroid Build Coastguard Worker const TfLiteTensor& tfLiteOutputTensor = tfLiteTensors[tfLiteNode->outputs->data[0]];
59*89c4ff92SAndroid Build Coastguard Worker if (!IsValid(tfLiteContext, tfLiteOutputTensor, operatorCode, nodeIndex))
60*89c4ff92SAndroid Build Coastguard Worker {
61*89c4ff92SAndroid Build Coastguard Worker return kTfLiteError;
62*89c4ff92SAndroid Build Coastguard Worker }
63*89c4ff92SAndroid Build Coastguard Worker
64*89c4ff92SAndroid Build Coastguard Worker const armnn::TensorInfo& inputTensorInfo = GetTensorInfoForTfLiteTensor(tfLiteInputTensor);
65*89c4ff92SAndroid Build Coastguard Worker const armnn::TensorInfo& outputTensorInfo = GetTensorInfoForTfLiteTensor(tfLiteOutputTensor, true);
66*89c4ff92SAndroid Build Coastguard Worker
67*89c4ff92SAndroid Build Coastguard Worker armnn::ActivationDescriptor activationDesc;
68*89c4ff92SAndroid Build Coastguard Worker switch(operatorCode)
69*89c4ff92SAndroid Build Coastguard Worker {
70*89c4ff92SAndroid Build Coastguard Worker case kTfLiteBuiltinRelu:
71*89c4ff92SAndroid Build Coastguard Worker {
72*89c4ff92SAndroid Build Coastguard Worker activationDesc.m_Function = armnn::ActivationFunction::ReLu;
73*89c4ff92SAndroid Build Coastguard Worker break;
74*89c4ff92SAndroid Build Coastguard Worker }
75*89c4ff92SAndroid Build Coastguard Worker case kTfLiteBuiltinRelu6:
76*89c4ff92SAndroid Build Coastguard Worker {
77*89c4ff92SAndroid Build Coastguard Worker activationDesc.m_Function = armnn::ActivationFunction::BoundedReLu;
78*89c4ff92SAndroid Build Coastguard Worker activationDesc.m_A = 6.0f;
79*89c4ff92SAndroid Build Coastguard Worker break;
80*89c4ff92SAndroid Build Coastguard Worker }
81*89c4ff92SAndroid Build Coastguard Worker case kTfLiteBuiltinLogistic:
82*89c4ff92SAndroid Build Coastguard Worker {
83*89c4ff92SAndroid Build Coastguard Worker activationDesc.m_Function = armnn::ActivationFunction::Sigmoid;
84*89c4ff92SAndroid Build Coastguard Worker break;
85*89c4ff92SAndroid Build Coastguard Worker }
86*89c4ff92SAndroid Build Coastguard Worker case kTfLiteBuiltinTanh:
87*89c4ff92SAndroid Build Coastguard Worker {
88*89c4ff92SAndroid Build Coastguard Worker activationDesc.m_Function = armnn::ActivationFunction::TanH;
89*89c4ff92SAndroid Build Coastguard Worker activationDesc.m_A = 1.0f;
90*89c4ff92SAndroid Build Coastguard Worker activationDesc.m_B = 1.0f;
91*89c4ff92SAndroid Build Coastguard Worker break;
92*89c4ff92SAndroid Build Coastguard Worker }
93*89c4ff92SAndroid Build Coastguard Worker case kTfLiteBuiltinElu:
94*89c4ff92SAndroid Build Coastguard Worker {
95*89c4ff92SAndroid Build Coastguard Worker activationDesc.m_Function = armnn::ActivationFunction::Elu;
96*89c4ff92SAndroid Build Coastguard Worker activationDesc.m_A = 1.0f;
97*89c4ff92SAndroid Build Coastguard Worker break;
98*89c4ff92SAndroid Build Coastguard Worker }
99*89c4ff92SAndroid Build Coastguard Worker case kTfLiteBuiltinHardSwish:
100*89c4ff92SAndroid Build Coastguard Worker {
101*89c4ff92SAndroid Build Coastguard Worker activationDesc.m_Function = armnn::ActivationFunction::HardSwish;
102*89c4ff92SAndroid Build Coastguard Worker break;
103*89c4ff92SAndroid Build Coastguard Worker }
104*89c4ff92SAndroid Build Coastguard Worker default:
105*89c4ff92SAndroid Build Coastguard Worker {
106*89c4ff92SAndroid Build Coastguard Worker return kTfLiteError;
107*89c4ff92SAndroid Build Coastguard Worker }
108*89c4ff92SAndroid Build Coastguard Worker }
109*89c4ff92SAndroid Build Coastguard Worker if (!delegateData.m_Network)
110*89c4ff92SAndroid Build Coastguard Worker {
111*89c4ff92SAndroid Build Coastguard Worker return ValidateActivationOperator(delegateData,
112*89c4ff92SAndroid Build Coastguard Worker tfLiteContext,
113*89c4ff92SAndroid Build Coastguard Worker inputTensorInfo,
114*89c4ff92SAndroid Build Coastguard Worker outputTensorInfo,
115*89c4ff92SAndroid Build Coastguard Worker activationDesc);
116*89c4ff92SAndroid Build Coastguard Worker }
117*89c4ff92SAndroid Build Coastguard Worker armnn::IConnectableLayer* activationLayer = delegateData.m_Network->AddActivationLayer(activationDesc);
118*89c4ff92SAndroid Build Coastguard Worker ARMNN_ASSERT(activationLayer != nullptr);
119*89c4ff92SAndroid Build Coastguard Worker
120*89c4ff92SAndroid Build Coastguard Worker armnn::IOutputSlot& outputSlot = activationLayer->GetOutputSlot(0);
121*89c4ff92SAndroid Build Coastguard Worker outputSlot.SetTensorInfo(outputTensorInfo);
122*89c4ff92SAndroid Build Coastguard Worker
123*89c4ff92SAndroid Build Coastguard Worker // try to connect the Constant Inputs if there are any
124*89c4ff92SAndroid Build Coastguard Worker if(ProcessInputs(activationLayer,delegateData, tfLiteContext, tfLiteNode) != kTfLiteOk )
125*89c4ff92SAndroid Build Coastguard Worker {
126*89c4ff92SAndroid Build Coastguard Worker return kTfLiteError;
127*89c4ff92SAndroid Build Coastguard Worker }
128*89c4ff92SAndroid Build Coastguard Worker
129*89c4ff92SAndroid Build Coastguard Worker // Connect
130*89c4ff92SAndroid Build Coastguard Worker return Connect(activationLayer, tfLiteNode, delegateData);
131*89c4ff92SAndroid Build Coastguard Worker }
132*89c4ff92SAndroid Build Coastguard Worker
133*89c4ff92SAndroid Build Coastguard Worker } // namespace armnnDelegate
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