1*89c4ff92SAndroid Build Coastguard Worker //
2*89c4ff92SAndroid Build Coastguard Worker // Copyright © 2021,2022-2023 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 <tensorflow/lite/builtin_ops.h>
9*89c4ff92SAndroid Build Coastguard Worker #include <tensorflow/lite/c/builtin_op_data.h>
10*89c4ff92SAndroid Build Coastguard Worker #include <tensorflow/lite/c/common.h>
11*89c4ff92SAndroid Build Coastguard Worker #include <tensorflow/lite/minimal_logging.h>
12*89c4ff92SAndroid Build Coastguard Worker
13*89c4ff92SAndroid Build Coastguard Worker namespace armnnDelegate
14*89c4ff92SAndroid Build Coastguard Worker {
15*89c4ff92SAndroid Build Coastguard Worker
VisitPackOperator(DelegateData & delegateData,TfLiteContext * tfLiteContext,TfLiteNode * tfLiteNode,int nodeIndex,int32_t operatorCode)16*89c4ff92SAndroid Build Coastguard Worker TfLiteStatus VisitPackOperator(DelegateData& delegateData,
17*89c4ff92SAndroid Build Coastguard Worker TfLiteContext* tfLiteContext,
18*89c4ff92SAndroid Build Coastguard Worker TfLiteNode* tfLiteNode,
19*89c4ff92SAndroid Build Coastguard Worker int nodeIndex,
20*89c4ff92SAndroid Build Coastguard Worker int32_t operatorCode)
21*89c4ff92SAndroid Build Coastguard Worker {
22*89c4ff92SAndroid Build Coastguard Worker unsigned int numInputs = tfLiteNode->inputs->size;
23*89c4ff92SAndroid Build Coastguard Worker if (numInputs < 1)
24*89c4ff92SAndroid Build Coastguard Worker {
25*89c4ff92SAndroid Build Coastguard Worker TF_LITE_MAYBE_KERNEL_LOG(
26*89c4ff92SAndroid Build Coastguard Worker tfLiteContext, "TfLiteArmnnDelegate: Must have at least one input in (%d != %d) in node #%d",
27*89c4ff92SAndroid Build Coastguard Worker 1, numInputs, nodeIndex);
28*89c4ff92SAndroid Build Coastguard Worker return kTfLiteError;
29*89c4ff92SAndroid Build Coastguard Worker }
30*89c4ff92SAndroid Build Coastguard Worker
31*89c4ff92SAndroid Build Coastguard Worker TF_LITE_ENSURE_STATUS(ValidateNumOutputs(tfLiteContext, tfLiteNode, 1, nodeIndex));
32*89c4ff92SAndroid Build Coastguard Worker
33*89c4ff92SAndroid Build Coastguard Worker const TfLiteTensor* tfLiteTensors = tfLiteContext->tensors;
34*89c4ff92SAndroid Build Coastguard Worker
35*89c4ff92SAndroid Build Coastguard Worker // Validate all inputs and get TensorInfo
36*89c4ff92SAndroid Build Coastguard Worker std::vector<armnn::TensorInfo> inputTensorInfos;
37*89c4ff92SAndroid Build Coastguard Worker for (unsigned int i = 0; i < numInputs; ++i)
38*89c4ff92SAndroid Build Coastguard Worker {
39*89c4ff92SAndroid Build Coastguard Worker const TfLiteTensor& tfLiteInputTensor = tfLiteTensors[tfLiteNode->inputs->data[i]];
40*89c4ff92SAndroid Build Coastguard Worker if (!IsValid(tfLiteContext, tfLiteInputTensor, operatorCode, nodeIndex))
41*89c4ff92SAndroid Build Coastguard Worker {
42*89c4ff92SAndroid Build Coastguard Worker return kTfLiteError;
43*89c4ff92SAndroid Build Coastguard Worker }
44*89c4ff92SAndroid Build Coastguard Worker
45*89c4ff92SAndroid Build Coastguard Worker armnn::TensorInfo inputTensorInfo = GetTensorInfoForTfLiteTensor(tfLiteInputTensor);
46*89c4ff92SAndroid Build Coastguard Worker inputTensorInfos.emplace_back(inputTensorInfo);
47*89c4ff92SAndroid Build Coastguard Worker }
48*89c4ff92SAndroid Build Coastguard Worker
49*89c4ff92SAndroid Build Coastguard Worker // Convert input tensors to const armnn::TensorInfo* type for FORWARD_LAYER_SUPPORT_FUNC.
50*89c4ff92SAndroid Build Coastguard Worker std::vector<const armnn::TensorInfo*> inputConstTensorInfos;
51*89c4ff92SAndroid Build Coastguard Worker std::transform(inputTensorInfos.begin(),
52*89c4ff92SAndroid Build Coastguard Worker inputTensorInfos.end(),
53*89c4ff92SAndroid Build Coastguard Worker std::back_inserter(inputConstTensorInfos),
54*89c4ff92SAndroid Build Coastguard Worker [](armnn::TensorInfo& t)->const armnn::TensorInfo*{ return &t; });
55*89c4ff92SAndroid Build Coastguard Worker
56*89c4ff92SAndroid Build Coastguard Worker // Validate output and get TensorInfo
57*89c4ff92SAndroid Build Coastguard Worker const TfLiteTensor& tfLiteOutputTensor = tfLiteTensors[tfLiteNode->outputs->data[0]];
58*89c4ff92SAndroid Build Coastguard Worker if (!IsValid(tfLiteContext, tfLiteOutputTensor, operatorCode, nodeIndex))
59*89c4ff92SAndroid Build Coastguard Worker {
60*89c4ff92SAndroid Build Coastguard Worker return kTfLiteError;
61*89c4ff92SAndroid Build Coastguard Worker }
62*89c4ff92SAndroid Build Coastguard Worker
63*89c4ff92SAndroid Build Coastguard Worker const armnn::TensorInfo& outputTensorInfo = GetTensorInfoForTfLiteTensor(tfLiteOutputTensor, true);
64*89c4ff92SAndroid Build Coastguard Worker
65*89c4ff92SAndroid Build Coastguard Worker armnn::StackDescriptor desc;
66*89c4ff92SAndroid Build Coastguard Worker desc.m_NumInputs = static_cast<uint32_t>(numInputs);
67*89c4ff92SAndroid Build Coastguard Worker
68*89c4ff92SAndroid Build Coastguard Worker // Get axis from TfLite parameters
69*89c4ff92SAndroid Build Coastguard Worker auto* params = reinterpret_cast<TfLitePackParams*>(tfLiteNode->builtin_data);
70*89c4ff92SAndroid Build Coastguard Worker desc.m_Axis = static_cast<uint32_t>(params->axis);
71*89c4ff92SAndroid Build Coastguard Worker
72*89c4ff92SAndroid Build Coastguard Worker // Use the tensor shape of the first input as the "correct" input shape in the descriptor
73*89c4ff92SAndroid Build Coastguard Worker desc.m_InputShape = inputTensorInfos[0].GetShape();
74*89c4ff92SAndroid Build Coastguard Worker
75*89c4ff92SAndroid Build Coastguard Worker // Check if supported
76*89c4ff92SAndroid Build Coastguard Worker bool isSupported = false;
77*89c4ff92SAndroid Build Coastguard Worker armnn::BackendId setBackend;
78*89c4ff92SAndroid Build Coastguard Worker auto validateFunc = [&](const armnn::TensorInfo& outputTensorInfo, bool& isSupported)
79*89c4ff92SAndroid Build Coastguard Worker {
80*89c4ff92SAndroid Build Coastguard Worker FORWARD_LAYER_SUPPORT_FUNC("STACK",
81*89c4ff92SAndroid Build Coastguard Worker tfLiteContext,
82*89c4ff92SAndroid Build Coastguard Worker IsStackSupported,
83*89c4ff92SAndroid Build Coastguard Worker delegateData.m_Backends,
84*89c4ff92SAndroid Build Coastguard Worker isSupported,
85*89c4ff92SAndroid Build Coastguard Worker setBackend,
86*89c4ff92SAndroid Build Coastguard Worker inputConstTensorInfos,
87*89c4ff92SAndroid Build Coastguard Worker outputTensorInfo,
88*89c4ff92SAndroid Build Coastguard Worker desc);
89*89c4ff92SAndroid Build Coastguard Worker };
90*89c4ff92SAndroid Build Coastguard Worker
91*89c4ff92SAndroid Build Coastguard Worker // If the m_Network is a nullptr, this signals that a prerequisite TfLite callback is required to clarify the
92*89c4ff92SAndroid Build Coastguard Worker // support for the operator
93*89c4ff92SAndroid Build Coastguard Worker // If supported, VisitPackOperator will be called again to add the layer to the network as seen below
94*89c4ff92SAndroid Build Coastguard Worker if (!delegateData.m_Network)
95*89c4ff92SAndroid Build Coastguard Worker {
96*89c4ff92SAndroid Build Coastguard Worker validateFunc(outputTensorInfo, isSupported);
97*89c4ff92SAndroid Build Coastguard Worker return isSupported ? kTfLiteOk : kTfLiteError;
98*89c4ff92SAndroid Build Coastguard Worker }
99*89c4ff92SAndroid Build Coastguard Worker
100*89c4ff92SAndroid Build Coastguard Worker // The TfLite Pack operator is equivalent to the ArmNN Stack operator
101*89c4ff92SAndroid Build Coastguard Worker armnn::IConnectableLayer* layer = delegateData.m_Network->AddStackLayer(desc);
102*89c4ff92SAndroid Build Coastguard Worker layer->SetBackendId(setBackend);
103*89c4ff92SAndroid Build Coastguard Worker ARMNN_ASSERT(layer != nullptr);
104*89c4ff92SAndroid Build Coastguard Worker
105*89c4ff92SAndroid Build Coastguard Worker // Connect the Constant Inputs
106*89c4ff92SAndroid Build Coastguard Worker auto inputsTensorsProcess = ProcessInputs(layer,
107*89c4ff92SAndroid Build Coastguard Worker delegateData,
108*89c4ff92SAndroid Build Coastguard Worker tfLiteContext,
109*89c4ff92SAndroid Build Coastguard Worker tfLiteNode);
110*89c4ff92SAndroid Build Coastguard Worker if (inputsTensorsProcess == kTfLiteError)
111*89c4ff92SAndroid Build Coastguard Worker {
112*89c4ff92SAndroid Build Coastguard Worker return inputsTensorsProcess;
113*89c4ff92SAndroid Build Coastguard Worker }
114*89c4ff92SAndroid Build Coastguard Worker
115*89c4ff92SAndroid Build Coastguard Worker armnn::IOutputSlot& outputSlot = layer->GetOutputSlot(0);
116*89c4ff92SAndroid Build Coastguard Worker outputSlot.SetTensorInfo(outputTensorInfo);
117*89c4ff92SAndroid Build Coastguard Worker
118*89c4ff92SAndroid Build Coastguard Worker // Connect
119*89c4ff92SAndroid Build Coastguard Worker return Connect(layer, tfLiteNode, delegateData);
120*89c4ff92SAndroid Build Coastguard Worker }
121*89c4ff92SAndroid Build Coastguard Worker
122*89c4ff92SAndroid Build Coastguard Worker } // namespace armnnDelegate
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