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authorMichalis Spyrou <michalis.spyrou@arm.com>2018-08-08 12:53:05 +0100
committerAnthony Barbier <anthony.barbier@arm.com>2018-11-02 16:54:54 +0000
commit25f45a4a0158a709d28a5207a867a9b5ce390621 (patch)
tree7d10bd3be7e2341eecef6887b5a473793bab0642 /arm_compute/runtime/common/LSTMParams.h
parent26b22160c00d9955255015d82203c7e16f28f0c3 (diff)
downloadComputeLibrary-25f45a4a0158a709d28a5207a867a9b5ce390621.tar.gz
COMPMID-1060 LSTM FP32 NEON
Change-Id: I0bdf874e61917903c26f713ec41a7ffc29e07233 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/143892 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com>
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+/*
+ * Copyright (c) 2018 ARM Limited.
+ *
+ * SPDX-License-Identifier: MIT
+ *
+ * Permission is hereby granted, free of charge, to any person obtaining a copy
+ * of this software and associated documentation files (the "Software"), to
+ * deal in the Software without restriction, including without limitation the
+ * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
+ * sell copies of the Software, and to permit persons to whom the Software is
+ * furnished to do so, subject to the following conditions:
+ *
+ * The above copyright notice and this permission notice shall be included in all
+ * copies or substantial portions of the Software.
+ *
+ * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+ * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+ * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+ * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+ * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+ * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+ * SOFTWARE.
+ */
+#ifndef __ARM_COMPUTE_LSTMPARAMS_H__
+#define __ARM_COMPUTE_LSTMPARAMS_H__
+
+#include "arm_compute/core/IPyramid.h"
+#include "arm_compute/core/PyramidInfo.h"
+#include "arm_compute/core/Types.h"
+#include "arm_compute/runtime/Tensor.h"
+
+#include <cstddef>
+#include <memory>
+
+namespace arm_compute
+{
+template <typename T>
+class LSTMParams
+{
+public:
+ /** Constructor */
+ LSTMParams()
+ : _input_to_input_weights(nullptr), _recurrent_to_input_weights(nullptr), _cell_to_input_weights(nullptr), _input_gate_bias(nullptr), _cell_to_forget_weights(nullptr),
+ _cell_to_output_weights(nullptr), _projection_weights(nullptr), _projection_bias(nullptr), _has_peephole_opt(false), _has_projection(false), _has_cifg_opt(true)
+ {
+ }
+ /** Prevent instances of this class from being copied (As this class contains pointers) */
+ LSTMParams(const LSTMParams &) = delete;
+ /** Prevent instances of this class from being copied (As this class contains pointers) */
+ LSTMParams &operator=(const LSTMParams &) = delete;
+ /** Default destructor */
+ ~LSTMParams() = default;
+ /** Set CIFG tensor parameters.
+ *
+ * @param[in] input_to_input_weights 2D weights tensor with dimensions [input_size, num_units]. Data types supported: F16/F32.
+ * @param[in] recurrent_to_input_weights 2D weights tensor with dimensions [output_size, num_units]. Data type supported: Same as @p input_to_input_weights.
+ * @param[in] cell_to_input_weights 1D weights tensor with dimensions [num_units]. Can be nullptr. Data type supported: Same as @p input_to_input_weights.
+ * @param[in] input_gate_bias 1D weights tensor with dimensions [num_units]. Data type supported: Same as @p input_to_input_weights
+ *
+ * @return Reference to this LSTMParams object
+ */
+ LSTMParams &set_cifg_params(const T *input_to_input_weights, const T *recurrent_to_input_weights, const T *cell_to_input_weights, const T *input_gate_bias)
+ {
+ _input_to_input_weights = input_to_input_weights;
+ _recurrent_to_input_weights = recurrent_to_input_weights;
+ _cell_to_input_weights = cell_to_input_weights;
+ _input_gate_bias = input_gate_bias;
+ _has_cifg_opt = false;
+ return *this;
+ }
+ /** Set projection tensor parameters.
+ *
+ * @param[in] projection_weights 2D weights tensor with dimensions [output_size, num_units]. Data type supported: Data types supported: F16/F32.
+ * @param[in] projection_bias 1D weights tensor with dimensions [output_size]. Data type supported: Same as @p projection_weights.
+ *
+ * @return Reference to this LSTMParams object
+ */
+ LSTMParams &set_projection_params(const T *projection_weights, const T *projection_bias)
+ {
+ _projection_weights = projection_weights;
+ _projection_bias = projection_bias;
+ _has_projection = true;
+ return *this;
+ }
+ /** Set peephole tensor parameters.
+ *
+ * @param[in] cell_to_forget_weights 1D weights tensor with dimensions [num_units]. Data type supported: Data types supported: F16/F32.
+ * @param[in] cell_to_output_weights 1D weights tensor with dimensions [num_units]. Data type supported: Same as @p cell_to_input_weights.
+ *
+ * @return Reference to this LSTMParams object
+ */
+ LSTMParams &set_peephole_params(const T *cell_to_forget_weights, const T *cell_to_output_weights)
+ {
+ _cell_to_forget_weights = cell_to_forget_weights;
+ _cell_to_output_weights = cell_to_output_weights;
+ _has_peephole_opt = true;
+ return *this;
+ }
+
+ const T *input_to_input_weights() const
+ {
+ return _input_to_input_weights;
+ }
+
+ const T *recurrent_to_input_weights() const
+ {
+ return _recurrent_to_input_weights;
+ }
+
+ const T *cell_to_input_weights() const
+ {
+ return _cell_to_input_weights;
+ }
+
+ const T *input_gate_bias() const
+ {
+ return _input_gate_bias;
+ }
+
+ const T *cell_to_forget_weights() const
+ {
+ return _cell_to_forget_weights;
+ }
+
+ const T *cell_to_output_weights() const
+ {
+ return _cell_to_output_weights;
+ }
+
+ const T *projection_weights() const
+ {
+ return _projection_weights;
+ }
+
+ const T *projection_bias() const
+ {
+ return _projection_bias;
+ }
+
+ bool has_peephole_opt() const
+ {
+ return _has_peephole_opt;
+ }
+
+ bool has_projection() const
+ {
+ return _has_projection;
+ }
+
+ bool has_cifg_opt() const
+ {
+ return _has_cifg_opt;
+ }
+
+private:
+ const T *_input_to_input_weights;
+ const T *_recurrent_to_input_weights;
+ const T *_cell_to_input_weights;
+ const T *_input_gate_bias;
+ const T *_cell_to_forget_weights;
+ const T *_cell_to_output_weights;
+ const T *_projection_weights;
+ const T *_projection_bias;
+ bool _has_peephole_opt;
+ bool _has_projection;
+ bool _has_cifg_opt;
+};
+}
+#endif /*__ARM_COMPUTE_LSTMPARAMS_H__ */