xref: /aosp_15_r20/external/armnn/delegate/classic/src/Softmax.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 
ValidateSoftmaxOperator(DelegateData & delegateData,TfLiteContext * tfLiteContext,const armnn::TensorInfo & inputInfo,const armnn::TensorInfo & outputTensorInfo,const armnn::SoftmaxDescriptor & descriptor)18*89c4ff92SAndroid Build Coastguard Worker TfLiteStatus ValidateSoftmaxOperator(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& outputTensorInfo,
22*89c4ff92SAndroid Build Coastguard Worker                                      const armnn::SoftmaxDescriptor& descriptor)
23*89c4ff92SAndroid Build Coastguard Worker {
24*89c4ff92SAndroid Build Coastguard Worker     bool isSupported = false;
25*89c4ff92SAndroid Build Coastguard Worker     FORWARD_LAYER_SUPPORT_FUNC("SOFTMAX",
26*89c4ff92SAndroid Build Coastguard Worker                                tfLiteContext,
27*89c4ff92SAndroid Build Coastguard Worker                                IsSoftmaxSupported,
28*89c4ff92SAndroid Build Coastguard Worker                                delegateData.m_Backends,
29*89c4ff92SAndroid Build Coastguard Worker                                isSupported,
30*89c4ff92SAndroid Build Coastguard Worker                                armnn::BackendId(),
31*89c4ff92SAndroid Build Coastguard Worker                                inputInfo,
32*89c4ff92SAndroid Build Coastguard Worker                                outputTensorInfo,
33*89c4ff92SAndroid Build Coastguard Worker                                descriptor);
34*89c4ff92SAndroid Build Coastguard Worker     return isSupported ? kTfLiteOk : kTfLiteError;
35*89c4ff92SAndroid Build Coastguard Worker }
36*89c4ff92SAndroid Build Coastguard Worker 
37*89c4ff92SAndroid Build Coastguard Worker 
ValidateLogSoftmaxOperator(DelegateData & delegateData,TfLiteContext * tfLiteContext,const armnn::TensorInfo & inputInfo,const armnn::TensorInfo & outputTensorInfo,const armnn::LogSoftmaxDescriptor & descriptor)38*89c4ff92SAndroid Build Coastguard Worker TfLiteStatus ValidateLogSoftmaxOperator(DelegateData& delegateData,
39*89c4ff92SAndroid Build Coastguard Worker                                         TfLiteContext* tfLiteContext,
40*89c4ff92SAndroid Build Coastguard Worker                                         const armnn::TensorInfo& inputInfo,
41*89c4ff92SAndroid Build Coastguard Worker                                         const armnn::TensorInfo& outputTensorInfo,
42*89c4ff92SAndroid Build Coastguard Worker                                         const armnn::LogSoftmaxDescriptor& descriptor)
43*89c4ff92SAndroid Build Coastguard Worker {
44*89c4ff92SAndroid Build Coastguard Worker     bool isSupported = false;
45*89c4ff92SAndroid Build Coastguard Worker     FORWARD_LAYER_SUPPORT_FUNC("LOG_SOFTMAX",
46*89c4ff92SAndroid Build Coastguard Worker                                tfLiteContext,
47*89c4ff92SAndroid Build Coastguard Worker                                IsLogSoftmaxSupported,
48*89c4ff92SAndroid Build Coastguard Worker                                delegateData.m_Backends,
49*89c4ff92SAndroid Build Coastguard Worker                                isSupported,
50*89c4ff92SAndroid Build Coastguard Worker                                armnn::BackendId(),
51*89c4ff92SAndroid Build Coastguard Worker                                inputInfo,
52*89c4ff92SAndroid Build Coastguard Worker                                outputTensorInfo,
53*89c4ff92SAndroid Build Coastguard Worker                                descriptor);
54*89c4ff92SAndroid Build Coastguard Worker     return isSupported ? kTfLiteOk : kTfLiteError;
55*89c4ff92SAndroid Build Coastguard Worker }
56*89c4ff92SAndroid Build Coastguard Worker 
VisitSoftmaxOperator(DelegateData & delegateData,TfLiteContext * tfLiteContext,TfLiteNode * tfLiteNode,int nodeIndex,int32_t softmaxOperatorCode)57*89c4ff92SAndroid Build Coastguard Worker TfLiteStatus VisitSoftmaxOperator(DelegateData& delegateData,
58*89c4ff92SAndroid Build Coastguard Worker                                   TfLiteContext* tfLiteContext,
59*89c4ff92SAndroid Build Coastguard Worker                                   TfLiteNode* tfLiteNode,
60*89c4ff92SAndroid Build Coastguard Worker                                   int nodeIndex,
61*89c4ff92SAndroid Build Coastguard Worker                                   int32_t softmaxOperatorCode)
62*89c4ff92SAndroid Build Coastguard Worker {
63*89c4ff92SAndroid Build Coastguard Worker     TF_LITE_ENSURE_STATUS(ValidateNumInputs(tfLiteContext, tfLiteNode, 1, nodeIndex));
64*89c4ff92SAndroid Build Coastguard Worker     TF_LITE_ENSURE_STATUS(ValidateNumOutputs(tfLiteContext, tfLiteNode, 1, nodeIndex));
65*89c4ff92SAndroid Build Coastguard Worker 
66*89c4ff92SAndroid Build Coastguard Worker     const TfLiteTensor* tfLiteTensors = tfLiteContext->tensors;
67*89c4ff92SAndroid Build Coastguard Worker     const TfLiteTensor& tfLiteInputTensor = tfLiteTensors[tfLiteNode->inputs->data[0]];
68*89c4ff92SAndroid Build Coastguard Worker     if (IsDynamicTensor(tfLiteInputTensor))
69*89c4ff92SAndroid Build Coastguard Worker     {
70*89c4ff92SAndroid Build Coastguard Worker         TF_LITE_MAYBE_KERNEL_LOG(
71*89c4ff92SAndroid Build Coastguard Worker             tfLiteContext,
72*89c4ff92SAndroid Build Coastguard Worker             "TfLiteArmnnDelegate: Dynamic input tensors are not supported in node #%d: ",
73*89c4ff92SAndroid Build Coastguard Worker             nodeIndex);
74*89c4ff92SAndroid Build Coastguard Worker         return kTfLiteError;
75*89c4ff92SAndroid Build Coastguard Worker     }
76*89c4ff92SAndroid Build Coastguard Worker     const TfLiteTensor& tfLiteOutputTensor = tfLiteTensors[tfLiteNode->outputs->data[0]];
77*89c4ff92SAndroid Build Coastguard Worker     if (IsDynamicTensor(tfLiteOutputTensor))
78*89c4ff92SAndroid Build Coastguard Worker     {
79*89c4ff92SAndroid Build Coastguard Worker         TF_LITE_MAYBE_KERNEL_LOG(
80*89c4ff92SAndroid Build Coastguard Worker             tfLiteContext,
81*89c4ff92SAndroid Build Coastguard Worker             "TfLiteArmnnDelegate: Dynamic output tensors are not supported in node #%d: ",
82*89c4ff92SAndroid Build Coastguard Worker             nodeIndex);
83*89c4ff92SAndroid Build Coastguard Worker         return kTfLiteError;
84*89c4ff92SAndroid Build Coastguard Worker     }
85*89c4ff92SAndroid Build Coastguard Worker 
86*89c4ff92SAndroid Build Coastguard Worker     const armnn::TensorInfo& inputTensorInfo  = GetTensorInfoForTfLiteTensor(tfLiteInputTensor);
87*89c4ff92SAndroid Build Coastguard Worker     const armnn::TensorInfo& outputTensorInfo = GetTensorInfoForTfLiteTensor(tfLiteOutputTensor, true);
88*89c4ff92SAndroid Build Coastguard Worker 
89*89c4ff92SAndroid Build Coastguard Worker 
90*89c4ff92SAndroid Build Coastguard Worker     if (!delegateData.m_Network)
91*89c4ff92SAndroid Build Coastguard Worker     {
92*89c4ff92SAndroid Build Coastguard Worker         switch(softmaxOperatorCode)
93*89c4ff92SAndroid Build Coastguard Worker         {
94*89c4ff92SAndroid Build Coastguard Worker             case kTfLiteBuiltinSoftmax:
95*89c4ff92SAndroid Build Coastguard Worker             {
96*89c4ff92SAndroid Build Coastguard Worker                 armnn::SoftmaxDescriptor descriptor;
97*89c4ff92SAndroid Build Coastguard Worker                 auto* params = reinterpret_cast<TfLiteSoftmaxParams*>(tfLiteNode->builtin_data);
98*89c4ff92SAndroid Build Coastguard Worker                 descriptor.m_Beta = params->beta;
99*89c4ff92SAndroid Build Coastguard Worker                 return ValidateSoftmaxOperator(delegateData,
100*89c4ff92SAndroid Build Coastguard Worker                                                tfLiteContext,
101*89c4ff92SAndroid Build Coastguard Worker                                                inputTensorInfo,
102*89c4ff92SAndroid Build Coastguard Worker                                                outputTensorInfo,
103*89c4ff92SAndroid Build Coastguard Worker                                                descriptor);
104*89c4ff92SAndroid Build Coastguard Worker             }
105*89c4ff92SAndroid Build Coastguard Worker             case kTfLiteBuiltinLogSoftmax:
106*89c4ff92SAndroid Build Coastguard Worker             {
107*89c4ff92SAndroid Build Coastguard Worker                 armnn::LogSoftmaxDescriptor descriptor;
108*89c4ff92SAndroid Build Coastguard Worker                 return ValidateLogSoftmaxOperator(delegateData,
109*89c4ff92SAndroid Build Coastguard Worker                                                   tfLiteContext,
110*89c4ff92SAndroid Build Coastguard Worker                                                   inputTensorInfo,
111*89c4ff92SAndroid Build Coastguard Worker                                                   outputTensorInfo,
112*89c4ff92SAndroid Build Coastguard Worker                                                   descriptor);
113*89c4ff92SAndroid Build Coastguard Worker             }
114*89c4ff92SAndroid Build Coastguard Worker             default:
115*89c4ff92SAndroid Build Coastguard Worker                 return kTfLiteError;
116*89c4ff92SAndroid Build Coastguard Worker         }
117*89c4ff92SAndroid Build Coastguard Worker     }
118*89c4ff92SAndroid Build Coastguard Worker 
119*89c4ff92SAndroid Build Coastguard Worker     armnn::IConnectableLayer* softmaxLayer = nullptr;
120*89c4ff92SAndroid Build Coastguard Worker 
121*89c4ff92SAndroid Build Coastguard Worker     switch(softmaxOperatorCode)
122*89c4ff92SAndroid Build Coastguard Worker     {
123*89c4ff92SAndroid Build Coastguard Worker         case kTfLiteBuiltinSoftmax:
124*89c4ff92SAndroid Build Coastguard Worker         {
125*89c4ff92SAndroid Build Coastguard Worker             armnn::SoftmaxDescriptor descriptor;
126*89c4ff92SAndroid Build Coastguard Worker             auto* params = reinterpret_cast<TfLiteSoftmaxParams*>(tfLiteNode->builtin_data);
127*89c4ff92SAndroid Build Coastguard Worker             descriptor.m_Beta = params->beta;
128*89c4ff92SAndroid Build Coastguard Worker             softmaxLayer = delegateData.m_Network->AddSoftmaxLayer(descriptor);
129*89c4ff92SAndroid Build Coastguard Worker             break;
130*89c4ff92SAndroid Build Coastguard Worker         }
131*89c4ff92SAndroid Build Coastguard Worker         case kTfLiteBuiltinLogSoftmax:
132*89c4ff92SAndroid Build Coastguard Worker         {
133*89c4ff92SAndroid Build Coastguard Worker             armnn::LogSoftmaxDescriptor descriptor;
134*89c4ff92SAndroid Build Coastguard Worker             softmaxLayer = delegateData.m_Network->AddLogSoftmaxLayer(descriptor);
135*89c4ff92SAndroid Build Coastguard Worker             break;
136*89c4ff92SAndroid Build Coastguard Worker         }
137*89c4ff92SAndroid Build Coastguard Worker         default:
138*89c4ff92SAndroid Build Coastguard Worker             return kTfLiteError;
139*89c4ff92SAndroid Build Coastguard Worker     }
140*89c4ff92SAndroid Build Coastguard Worker     ARMNN_ASSERT(softmaxLayer != nullptr);
141*89c4ff92SAndroid Build Coastguard Worker 
142*89c4ff92SAndroid Build Coastguard Worker     armnn::IOutputSlot& outputSlot = softmaxLayer->GetOutputSlot(0);
143*89c4ff92SAndroid Build Coastguard Worker     outputSlot.SetTensorInfo(outputTensorInfo);
144*89c4ff92SAndroid Build Coastguard Worker 
145*89c4ff92SAndroid Build Coastguard Worker     // try to connect the Constant Inputs if there are any
146*89c4ff92SAndroid Build Coastguard Worker     if(ProcessInputs(softmaxLayer,delegateData, tfLiteContext, tfLiteNode) != kTfLiteOk )
147*89c4ff92SAndroid Build Coastguard Worker     {
148*89c4ff92SAndroid Build Coastguard Worker         return kTfLiteError;
149*89c4ff92SAndroid Build Coastguard Worker     }
150*89c4ff92SAndroid Build Coastguard Worker 
151*89c4ff92SAndroid Build Coastguard Worker     // Connect
152*89c4ff92SAndroid Build Coastguard Worker     return Connect(softmaxLayer, tfLiteNode, delegateData);
153*89c4ff92SAndroid Build Coastguard Worker }
154*89c4ff92SAndroid Build Coastguard Worker 
155*89c4ff92SAndroid Build Coastguard Worker } // namespace armnnDelegate
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