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authorramelg01 <ramy.elgammal@arm.com>2022-02-26 22:06:20 +0000
committerRamy Elgammal <ramy.elgammal@arm.com>2022-03-15 16:18:13 +0000
commit375156937a0783432c5d18e199b5d8d2b3ec33f7 (patch)
tree4c755770ac569c286179e5ce40df1c820baa73d8 /arm_compute/core/Types.h
parent4e66d707a292b90a344e32c59eb1dacb67a0e4c1 (diff)
downloadComputeLibrary-375156937a0783432c5d18e199b5d8d2b3ec33f7.tar.gz
Implementation of ClPooling3d
- For NDHWC layout - For F16 and F32 data types - Mixed Precision stil not supported Resolves: COMPMID-4670 Signed-off-by: ramy.elgammal@arm.com Change-Id: I0e14a13e4625569e8e5ee67e6033bd1efe0da469 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/7262 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: SiCong Li <sicong.li@arm.com> Reviewed-by: Gunes Bayir <gunes.bayir@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
Diffstat (limited to 'arm_compute/core/Types.h')
-rw-r--r--arm_compute/core/Types.h139
1 files changed, 103 insertions, 36 deletions
diff --git a/arm_compute/core/Types.h b/arm_compute/core/Types.h
index 6c49cc35c0..47b9485d80 100644
--- a/arm_compute/core/Types.h
+++ b/arm_compute/core/Types.h
@@ -1264,6 +1264,109 @@ struct PoolingLayerInfo
bool fp_mixed_precision;
};
+/** Pooling Layer Information struct*/
+struct Pooling3dLayerInfo
+{
+ /** Default Constructor */
+ Pooling3dLayerInfo()
+ : pool_type(PoolingType::MAX),
+ pool_size(Size3D()),
+ stride(Size3D()),
+ padding(Padding3D()),
+ exclude_padding(false),
+ is_global_pooling(false),
+ fp_mixed_precision(false),
+ round_type(DimensionRoundingType::FLOOR)
+ {
+ }
+ /** Constructor
+ *
+ * @param[in] pool_type Pooling type @ref PoolingType.
+ * @param[in] pool_size Pooling size, in elements, across x, y and z.
+ * @param[in] stride (Optional) stride information @ref Size3D
+ * @param[in] padding (Optional) padding information @ref Padding3D
+ * @param[in] exclude_padding (Optional) Strategy when accounting padding in calculations.
+ * True will exclude padding while false will not (Used in AVG/L2 pooling to determine the pooling area).
+ * Defaults to false;
+ * @param[in] fp_mixed_precision (Optional) Use wider accumulators (32 bit instead of 16 for FP16) to improve accuracy.
+ * @param[in] round_type (Optional) Dimensions rounding. Defaults to @ref FLOOR
+ */
+ explicit Pooling3dLayerInfo(PoolingType pool_type,
+ unsigned int pool_size,
+ Size3D stride = Size3D(1U, 1U, 1U),
+ Padding3D padding = Padding3D(),
+ bool exclude_padding = false,
+ bool fp_mixed_precision = false,
+ DimensionRoundingType round_type = DimensionRoundingType::FLOOR)
+ : pool_type(pool_type),
+ pool_size(Size3D(pool_size, pool_size, pool_size)),
+ stride(stride),
+ padding(padding),
+ exclude_padding(exclude_padding),
+ is_global_pooling(false),
+ fp_mixed_precision(fp_mixed_precision),
+ round_type(round_type)
+ {
+ }
+
+ /** Constructor
+ *
+ * @param[in] pool_type Pooling type @ref PoolingType.
+ * @param[in] pool_size Pooling size, in elements, across x, y and z.
+ * @param[in] stride (Optional) stride information @ref Size3D
+ * @param[in] padding (Optional) padding information @ref Padding3D
+ * @param[in] exclude_padding (Optional) Strategy when accounting padding in calculations.
+ * True will exclude padding while false will not (Used in AVG/L2 pooling to determine the pooling area).
+ * Defaults to false;
+ * @param[in] fp_mixed_precision (Optional) Use wider accumulators (32 bit instead of 16 for FP16) to improve accuracy.
+ * @param[in] round_type (Optional) Dimensions rounding. Defaults to @ref FLOOR
+ */
+ explicit Pooling3dLayerInfo(PoolingType pool_type,
+ Size3D pool_size,
+ Size3D stride = Size3D(1U, 1U, 1U),
+ Padding3D padding = Padding3D(),
+ bool exclude_padding = false,
+ bool fp_mixed_precision = false,
+ DimensionRoundingType round_type = DimensionRoundingType::FLOOR)
+ : pool_type(pool_type),
+ pool_size(pool_size),
+ stride(stride),
+ padding(padding),
+ exclude_padding(exclude_padding),
+ is_global_pooling(false),
+ fp_mixed_precision(fp_mixed_precision),
+ round_type(round_type)
+ {
+ }
+
+ /** Constructor
+ *
+ * @note This constructor is used for global pooling
+ *
+ * @param[in] pool_type Pooling type @ref PoolingType.
+ */
+ explicit Pooling3dLayerInfo(PoolingType pool_type)
+ : pool_type(pool_type),
+ pool_size(Size3D()),
+ stride(Size3D(1U, 1U, 1U)),
+ padding(Padding3D(0, 0, 0)),
+ exclude_padding(false),
+ is_global_pooling(true),
+ fp_mixed_precision(false),
+ round_type(DimensionRoundingType::FLOOR)
+ {
+ }
+
+ PoolingType pool_type;
+ Size3D pool_size;
+ Size3D stride;
+ Padding3D padding;
+ bool exclude_padding;
+ bool is_global_pooling;
+ bool fp_mixed_precision;
+ DimensionRoundingType round_type;
+};
+
/** ROI Pooling Layer Information class */
class ROIPoolingLayerInfo final
{
@@ -1307,42 +1410,6 @@ private:
unsigned int _sampling_ratio;
};
-struct Pool3DInfo
-{
- Pool3DInfo() = default;
-
- /** Constructor
- *
- * @param[in] pool_type Pooling type @ref PoolingType.
- * @param[in] pool_size Pooling size, in elements, across x, y and z @ref Size3D
- * @param[in] padding Paddings in x, y and z dimensions
- * @param[in] strides Strides in x, y and z dimensions @ref Size3D
- * @param[in] round_type Dimension rounding type (ceil or floor)
- * @param[in] exclude_padding Strategy when accounting padding in calculations.
- * True will exclude padding while false will not (Used in AVG/L2 pooling to determine the pooling area).
- * @param[in] is_global_pooling Sets the pool size to the input size if True
- */
- Pool3DInfo(const PoolingType pool_type,
- const Size3D pool_size,
- const Padding3D padding,
- const Size3D strides,
- const DimensionRoundingType round_type,
- bool exclude_padding,
- bool is_global_pooling)
- : pool_type(pool_type), pool_size(pool_size), padding(padding), strides(strides), round_type(round_type), exclude_padding(exclude_padding), is_global_pooling(is_global_pooling)
-
- {
- }
-
- PoolingType pool_type{ PoolingType::MAX };
- Size3D pool_size{ 1U, 1U, 1U };
- Padding3D padding{};
- Size3D strides{ 1U, 1U, 1U };
- DimensionRoundingType round_type{ DimensionRoundingType::FLOOR };
- bool exclude_padding{ false };
- bool is_global_pooling{ false };
-};
-
/** Generate Proposals Information class */
class GenerateProposalsInfo
{