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author | James Conroy <james.conroy@arm.com> | 2020-05-12 18:08:52 +0100 |
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committer | James Conroy <james.conroy@arm.com> | 2020-05-20 13:09:45 +0100 |
commit | cc34093a57ea486e48f9aa66fc8b98a7bbdefef1 (patch) | |
tree | 9c4d792e8c52b20fe8541108377d2b314c2232bd /src/backends/neon/workloads/NeonQLstmWorkload.hpp | |
parent | 36eed46563a2a254e674865eb8ede62a1558c997 (diff) | |
download | armnn-cc34093a57ea486e48f9aa66fc8b98a7bbdefef1.tar.gz |
IVGCVSW-4451 Add QLstm NEON workload
* Adds QLstm workload.
* Adds CreateWorkload and Layer tests.
Signed-off-by: James Conroy <james.conroy@arm.com>
Change-Id: I585eb2691395ee4ccd45b5a853660f90fc5cc821
Diffstat (limited to 'src/backends/neon/workloads/NeonQLstmWorkload.hpp')
-rw-r--r-- | src/backends/neon/workloads/NeonQLstmWorkload.hpp | 67 |
1 files changed, 67 insertions, 0 deletions
diff --git a/src/backends/neon/workloads/NeonQLstmWorkload.hpp b/src/backends/neon/workloads/NeonQLstmWorkload.hpp new file mode 100644 index 0000000000..5da1518a85 --- /dev/null +++ b/src/backends/neon/workloads/NeonQLstmWorkload.hpp @@ -0,0 +1,67 @@ +// +// Copyright © 2020 Arm Ltd. All rights reserved. +// SPDX-License-Identifier: MIT +// + +#pragma once + +#include <armnn/Descriptors.hpp> +#include <armnn/LstmParams.hpp> +#include <backendsCommon/Workload.hpp> +#include <backendsCommon/WorkloadData.hpp> + +#include "arm_compute/graph/Tensor.h" +#include "arm_compute/runtime/NEON/functions/NEQLSTMLayer.h" + +namespace armnn +{ + +class NeonQLstmWorkload : public BaseWorkload<QLstmQueueDescriptor> +{ +public: + NeonQLstmWorkload(const QLstmQueueDescriptor& descriptor, const WorkloadInfo& info); + virtual void Execute() const override; + +private: + mutable arm_compute::NEQLSTMLayer m_QLstmLayer; + + std::unique_ptr<arm_compute::Tensor> m_InputToInputWeightsTensor; + std::unique_ptr<arm_compute::Tensor> m_InputToForgetWeightsTensor; + std::unique_ptr<arm_compute::Tensor> m_InputToCellWeightsTensor; + std::unique_ptr<arm_compute::Tensor> m_InputToOutputWeightsTensor; + + std::unique_ptr<arm_compute::Tensor> m_RecurrentToInputWeightsTensor; + std::unique_ptr<arm_compute::Tensor> m_RecurrentToForgetWeightsTensor; + std::unique_ptr<arm_compute::Tensor> m_RecurrentToCellWeightsTensor; + std::unique_ptr<arm_compute::Tensor> m_RecurrentToOutputWeightsTensor; + + std::unique_ptr<arm_compute::Tensor> m_CellToInputWeightsTensor; + std::unique_ptr<arm_compute::Tensor> m_CellToForgetWeightsTensor; + std::unique_ptr<arm_compute::Tensor> m_CellToOutputWeightsTensor; + + std::unique_ptr<arm_compute::Tensor> m_InputGateBiasTensor; + std::unique_ptr<arm_compute::Tensor> m_ForgetGateBiasTensor; + std::unique_ptr<arm_compute::Tensor> m_CellBiasTensor; + std::unique_ptr<arm_compute::Tensor> m_OutputGateBiasTensor; + + std::unique_ptr<arm_compute::Tensor> m_ProjectionWeightsTensor; + std::unique_ptr<arm_compute::Tensor> m_ProjectionBiasTensor; + + std::unique_ptr<arm_compute::Tensor> m_InputLayerNormWeightsTensor; + std::unique_ptr<arm_compute::Tensor> m_ForgetLayerNormWeightsTensor; + std::unique_ptr<arm_compute::Tensor> m_CellLayerNormWeightsTensor; + std::unique_ptr<arm_compute::Tensor> m_OutputLayerNormWeightsTensor; + + void FreeUnusedTensors(); +}; + +arm_compute::Status NeonQLstmWorkloadValidate(const TensorInfo& input, + const TensorInfo& cellStateIn, + const TensorInfo& outputStateIn, + const TensorInfo& cellStateOut, + const TensorInfo& outputStateOut, + const TensorInfo& output, + const QLstmDescriptor& descriptor, + const LstmInputParamsInfo& paramsInfo); + +} //namespace armnn |