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authorJames Conroy <james.conroy@arm.com>2021-05-27 17:44:50 +0100
committerJames Conroy <james.conroy@arm.com>2021-05-27 18:08:33 +0100
commit3982548e928c58b1c5d876d3b14fae452cef37ca (patch)
tree95fc31de6551e7ffbba488217b387dfe534b1088 /delegate/src/Prelu.hpp
parent25485592c6e4d1694f98a43a3f9f62d484f7f014 (diff)
downloadarmnn-3982548e928c58b1c5d876d3b14fae452cef37ca.tar.gz
IVGCVSW-6061 Add PRELU support to TF Lite delegate
* Alpha is supported both as a constant and as an input tensor. Signed-off-by: James Conroy <james.conroy@arm.com> Change-Id: I20f30d479b87dc5fbcf75a1ce5305d70ae9b0646
Diffstat (limited to 'delegate/src/Prelu.hpp')
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1 files changed, 107 insertions, 0 deletions
diff --git a/delegate/src/Prelu.hpp b/delegate/src/Prelu.hpp
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+//
+// Copyright © 2021 Arm Ltd and Contributors. All rights reserved.
+// SPDX-License-Identifier: MIT
+//
+
+#pragma once
+
+#include "DelegateUtils.hpp"
+
+#include <tensorflow/lite/builtin_ops.h>
+#include <tensorflow/lite/c/builtin_op_data.h>
+#include <tensorflow/lite/c/common.h>
+#include <tensorflow/lite/minimal_logging.h>
+
+namespace armnnDelegate
+{
+
+TfLiteStatus ValidatePreluOperator(DelegateData& delegateData,
+ TfLiteContext* tfLiteContext,
+ const armnn::TensorInfo& inputInfo,
+ const armnn::TensorInfo& alphaInfo,
+ const armnn::TensorInfo& outputInfo)
+{
+ bool isSupported = false;
+ auto validateFunc = [&](const armnn::TensorInfo& outputInfo, bool& isSupported)
+ {
+ FORWARD_LAYER_SUPPORT_FUNC(__func__,
+ tfLiteContext,
+ IsPreluSupported,
+ delegateData.m_Backends,
+ isSupported,
+ inputInfo,
+ alphaInfo,
+ outputInfo);
+ };
+
+ validateFunc(outputInfo, isSupported);
+ return isSupported ? kTfLiteOk : kTfLiteError;
+}
+
+TfLiteStatus VisitPreluOperator(DelegateData& delegateData,
+ TfLiteContext* tfLiteContext,
+ TfLiteNode* tfLiteNode,
+ int nodeIndex,
+ int32_t operatorCode)
+{
+ TF_LITE_ENSURE_STATUS(ValidateNumInputs(tfLiteContext, tfLiteNode, 2, nodeIndex));
+ TF_LITE_ENSURE_STATUS(ValidateNumOutputs(tfLiteContext, tfLiteNode, 1, nodeIndex));
+
+ const TfLiteTensor* tfLiteTensors = tfLiteContext->tensors;
+
+ const TfLiteTensor& tfLiteInputTensor = tfLiteTensors[tfLiteNode->inputs->data[0]];
+ if (!IsValid(tfLiteContext, tfLiteInputTensor, operatorCode, nodeIndex))
+ {
+ return kTfLiteError;
+ }
+
+ const TfLiteTensor& tfLiteAlphaTensor = tfLiteTensors[tfLiteNode->inputs->data[1]];
+ if (!IsValid(tfLiteContext, tfLiteAlphaTensor, operatorCode, nodeIndex))
+ {
+ return kTfLiteError;
+ }
+
+ const TfLiteTensor& tfLiteOutputTensor = tfLiteTensors[tfLiteNode->outputs->data[0]];
+ if (!IsValid(tfLiteContext, tfLiteOutputTensor, operatorCode, nodeIndex))
+ {
+ return kTfLiteError;
+ }
+
+ const armnn::TensorInfo& inputTensorInfo = GetTensorInfoForTfLiteTensor(tfLiteInputTensor);
+ const armnn::TensorInfo& alphaTensorInfo = GetTensorInfoForTfLiteTensor(tfLiteAlphaTensor);
+ const armnn::TensorInfo& outputTensorInfo = GetTensorInfoForTfLiteTensor(tfLiteOutputTensor);
+
+ if (!delegateData.m_Network)
+ {
+ return ValidatePreluOperator(delegateData,
+ tfLiteContext,
+ inputTensorInfo,
+ alphaTensorInfo,
+ outputTensorInfo);
+ }
+
+ armnn::IConnectableLayer* preluLayer = delegateData.m_Network->AddPreluLayer();
+ ARMNN_ASSERT(preluLayer != nullptr);
+
+ bool isConstantAlpha = tflite::IsConstantTensor(&tfLiteAlphaTensor);
+
+ // Add constant layer for constant alpha
+ if (isConstantAlpha)
+ {
+ auto constAlphaTensor = armnn::ConstTensor(alphaTensorInfo, tfLiteAlphaTensor.data.data);
+
+ armnn::IConnectableLayer* constLayer = delegateData.m_Network->AddConstantLayer(constAlphaTensor);
+ ARMNN_ASSERT(constLayer != nullptr);
+
+ constLayer->GetOutputSlot(0).SetTensorInfo(alphaTensorInfo);
+ constLayer->GetOutputSlot(0).Connect(preluLayer->GetInputSlot(1));
+ }
+
+ armnn::IOutputSlot& outputSlot = preluLayer->GetOutputSlot(0);
+ outputSlot.SetTensorInfo(outputTensorInfo);
+
+ // Connect
+ return Connect(preluLayer, tfLiteNode, delegateData);
+}
+
+} // namespace armnnDelegate \ No newline at end of file