aboutsummaryrefslogtreecommitdiff
path: root/src/backends/cl/workloads/ClQLstmWorkload.hpp
diff options
context:
space:
mode:
Diffstat (limited to 'src/backends/cl/workloads/ClQLstmWorkload.hpp')
-rw-r--r--src/backends/cl/workloads/ClQLstmWorkload.hpp66
1 files changed, 66 insertions, 0 deletions
diff --git a/src/backends/cl/workloads/ClQLstmWorkload.hpp b/src/backends/cl/workloads/ClQLstmWorkload.hpp
new file mode 100644
index 0000000000..f98c9b3f9a
--- /dev/null
+++ b/src/backends/cl/workloads/ClQLstmWorkload.hpp
@@ -0,0 +1,66 @@
+//
+// 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/CL/functions/CLQLSTMLayer.h"
+
+namespace armnn
+{
+
+class ClQLstmWorkload : public BaseWorkload<QLstmQueueDescriptor>
+{
+public:
+ ClQLstmWorkload(const QLstmQueueDescriptor& descriptor, const WorkloadInfo& info);
+ virtual void Execute() const override;
+
+private:
+ mutable arm_compute::CLQLSTMLayer m_QLstmLayer;
+
+ std::unique_ptr<arm_compute::CLTensor> m_InputToInputWeightsTensor;
+ std::unique_ptr<arm_compute::CLTensor> m_InputToForgetWeightsTensor;
+ std::unique_ptr<arm_compute::CLTensor> m_InputToCellWeightsTensor;
+ std::unique_ptr<arm_compute::CLTensor> m_InputToOutputWeightsTensor;
+
+ std::unique_ptr<arm_compute::CLTensor> m_RecurrentToInputWeightsTensor;
+ std::unique_ptr<arm_compute::CLTensor> m_RecurrentToForgetWeightsTensor;
+ std::unique_ptr<arm_compute::CLTensor> m_RecurrentToCellWeightsTensor;
+ std::unique_ptr<arm_compute::CLTensor> m_RecurrentToOutputWeightsTensor;
+
+ std::unique_ptr<arm_compute::CLTensor> m_CellToInputWeightsTensor;
+ std::unique_ptr<arm_compute::CLTensor> m_CellToForgetWeightsTensor;
+ std::unique_ptr<arm_compute::CLTensor> m_CellToOutputWeightsTensor;
+
+ std::unique_ptr<arm_compute::CLTensor> m_InputGateBiasTensor;
+ std::unique_ptr<arm_compute::CLTensor> m_ForgetGateBiasTensor;
+ std::unique_ptr<arm_compute::CLTensor> m_CellBiasTensor;
+ std::unique_ptr<arm_compute::CLTensor> m_OutputGateBiasTensor;
+
+ std::unique_ptr<arm_compute::CLTensor> m_ProjectionWeightsTensor;
+ std::unique_ptr<arm_compute::CLTensor> m_ProjectionBiasTensor;
+
+ std::unique_ptr<arm_compute::CLTensor> m_InputLayerNormWeightsTensor;
+ std::unique_ptr<arm_compute::CLTensor> m_ForgetLayerNormWeightsTensor;
+ std::unique_ptr<arm_compute::CLTensor> m_CellLayerNormWeightsTensor;
+ std::unique_ptr<arm_compute::CLTensor> m_OutputLayerNormWeightsTensor;
+
+ void FreeUnusedTensors();
+};
+
+arm_compute::Status ClQLstmWorkloadValidate(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