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authorMichele Di Giorgio <michele.digiorgio@arm.com>2019-06-04 12:41:45 +0100
committerMichele Di Giorgio <michele.digiorgio@arm.com>2019-06-13 13:06:49 +0000
commit39438b427b293c6d2e7066c68d3c3d3cb6d98a15 (patch)
treed5de918ca90dfe5641c7e0c3c854724f7de746d4 /arm_compute/runtime/common/LSTMParams.h
parentc86633eb8865d8d2292cc44a8c30d09aee091ece (diff)
downloadComputeLibrary-39438b427b293c6d2e7066c68d3c3d3cb6d98a15.tar.gz
COMPMID-2342: Add layer normalization support in CLLSTMLayer
Change-Id: I25d974aa94e69c5f79a0bd99d5869a351d6d954d Signed-off-by: Michele Di Giorgio <michele.digiorgio@arm.com> Reviewed-on: https://review.mlplatform.org/c/1324 Reviewed-by: Manuel Bottini <manuel.bottini@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michalis Spyrou <michalis.spyrou@arm.com>
Diffstat (limited to 'arm_compute/runtime/common/LSTMParams.h')
-rw-r--r--arm_compute/runtime/common/LSTMParams.h54
1 files changed, 52 insertions, 2 deletions
diff --git a/arm_compute/runtime/common/LSTMParams.h b/arm_compute/runtime/common/LSTMParams.h
index 5b33e2e937..6979f90721 100644
--- a/arm_compute/runtime/common/LSTMParams.h
+++ b/arm_compute/runtime/common/LSTMParams.h
@@ -1,5 +1,5 @@
/*
- * Copyright (c) 2018 ARM Limited.
+ * Copyright (c) 2018-2019 ARM Limited.
*
* SPDX-License-Identifier: MIT
*
@@ -41,7 +41,8 @@ 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)
+ _cell_to_output_weights(nullptr), _projection_weights(nullptr), _projection_bias(nullptr), _input_layer_norm_weights(nullptr), _forget_layer_norm_weights(nullptr), _cell_layer_norm_weights(nullptr),
+ _output_layer_norm_weights(nullptr), _has_peephole_opt(false), _has_projection(false), _has_cifg_opt(true), _use_layer_norm(false)
{
}
/** Prevent instances of this class from being copied (As this class contains pointers) */
@@ -96,6 +97,25 @@ public:
_has_peephole_opt = true;
return *this;
}
+ /** Set layer normalization tensor parameters.
+ *
+ * @param[in] input_layer_norm_weights 1D weights tensor with dimensions [num_units]. Data type supported: Data types supported: F16/F32.
+ * @param[in] forget_layer_norm_weights 1D weights tensor with dimensions [num_units]. Data type supported: Same as @p input_layer_norm_weights.
+ * @param[in] cell_layer_norm_weights 1D weights tensor with dimensions [num_units]. Data type supported: Same as @p input_layer_norm_weights.
+ * @param[in] output_layer_norm_weights 1D weights tensor with dimensions [num_units]. Data type supported: Same as @p input_layer_norm_weights.
+ *
+ * @return Reference to this LSTMParams object
+ */
+ LSTMParams &set_layer_normalization_params(const T *input_layer_norm_weights, const T *forget_layer_norm_weights,
+ const T *cell_layer_norm_weights, const T *output_layer_norm_weights)
+ {
+ _input_layer_norm_weights = input_layer_norm_weights;
+ _forget_layer_norm_weights = forget_layer_norm_weights;
+ _cell_layer_norm_weights = cell_layer_norm_weights;
+ _output_layer_norm_weights = output_layer_norm_weights;
+ _use_layer_norm = true;
+ return *this;
+ }
const T *input_to_input_weights() const
{
@@ -137,6 +157,26 @@ public:
return _projection_bias;
}
+ const T *input_layer_norm_weights() const
+ {
+ return _input_layer_norm_weights;
+ }
+
+ const T *forget_layer_norm_weights() const
+ {
+ return _forget_layer_norm_weights;
+ }
+
+ const T *cell_layer_norm_weights() const
+ {
+ return _cell_layer_norm_weights;
+ }
+
+ const T *output_layer_norm_weights() const
+ {
+ return _output_layer_norm_weights;
+ }
+
bool has_peephole_opt() const
{
return _has_peephole_opt;
@@ -152,6 +192,11 @@ public:
return _has_cifg_opt;
}
+ bool use_layer_norm() const
+ {
+ return _use_layer_norm;
+ }
+
private:
const T *_input_to_input_weights;
const T *_recurrent_to_input_weights;
@@ -161,9 +206,14 @@ private:
const T *_cell_to_output_weights;
const T *_projection_weights;
const T *_projection_bias;
+ const T *_input_layer_norm_weights;
+ const T *_forget_layer_norm_weights;
+ const T *_cell_layer_norm_weights;
+ const T *_output_layer_norm_weights;
bool _has_peephole_opt;
bool _has_projection;
bool _has_cifg_opt;
+ bool _use_layer_norm;
};
}
#endif /*__ARM_COMPUTE_LSTMPARAMS_H__ */