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authorJonathan Deakin <jonathan.deakin@arm.com>2024-01-24 09:15:38 +0000
committerRadu Salavat <radu.salavat@arm.com>2024-04-15 13:52:31 +0000
commita668f9f8a4eab405df0fe8dd58e7d9425bcf9640 (patch)
treedb16e6af9289897557a58755b88d2c337dcb8650 /arm_compute/runtime
parent34bdffb288d6367cb6dca652ebed60c450854039 (diff)
downloadComputeLibrary-a668f9f8a4eab405df0fe8dd58e7d9425bcf9640.tar.gz
Add s8f32 kernels and dynamic QuantizationInfo
- Add support for QASYMM_SIGNED*QASYMM8_SIGNED->F32 in CpuGemmLowpMatrixMultiplyCore - Add s8f32 kernel using existing s8->s32 kernels with a new DequantizeFloat OutputStage, the structure is similar to Requantize32 but the opposite way around. - Add SME s8f32 kernels with integrated support for DequantizeFloat. - Add scale to CpuGemmLowpOffsetContributionKernel. - Add virtual dequantize scale to gemm_common, only implemented for gemm_interleaved. - Update year to 2024 in generate_build_files. - Add dynamic flag to QuantizationInfo which signals to operators that it can change after configuration - Add support for dynamic quantization in NEGEMMLowpMatrixMultiplyCore - Add dynamic quantization fixture by extending GEMMLowpGenericMatrixMultiplyCoreValidationFixture - Add GEMMLowpDequantizedMatrixMultiplyValidationFixture - Store k (number of cols of A) rather than k_offset in the offset contribution kernels so that we can recompute it when the other offsets change relates to: ONCPUML-1444 MLINFSW-439 Co-authored-by: Milos Puzovic <Milos.Puzovic@arm.com> Co-authored-by: David Mansell <David.Mansell@arm.com> Change-Id: I58a3acf2c09289a303e52eea6b336a696a5bc8da Signed-off-by: Jonathan Deakin <jonathan.deakin@arm.com> Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/11022 Reviewed-by: Gunes Bayir <gunes.bayir@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Benchmark: Arm Jenkins <bsgcomp@arm.com>
Diffstat (limited to 'arm_compute/runtime')
-rw-r--r--arm_compute/runtime/NEON/functions/NEGEMMLowpMatrixMultiplyCore.h15
1 files changed, 8 insertions, 7 deletions
diff --git a/arm_compute/runtime/NEON/functions/NEGEMMLowpMatrixMultiplyCore.h b/arm_compute/runtime/NEON/functions/NEGEMMLowpMatrixMultiplyCore.h
index 824c4443ad..6d07675d3d 100644
--- a/arm_compute/runtime/NEON/functions/NEGEMMLowpMatrixMultiplyCore.h
+++ b/arm_compute/runtime/NEON/functions/NEGEMMLowpMatrixMultiplyCore.h
@@ -1,5 +1,5 @@
/*
- * Copyright (c) 2017-2021, 2023 Arm Limited.
+ * Copyright (c) 2017-2021, 2023-2024 Arm Limited.
*
* SPDX-License-Identifier: MIT
*
@@ -21,8 +21,8 @@
* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
* SOFTWARE.
*/
-#ifndef ARM_COMPUTE_NEGEMMLOWPMATRIXMULTIPLYCORE_H
-#define ARM_COMPUTE_NEGEMMLOWPMATRIXMULTIPLYCORE_H
+#ifndef ACL_ARM_COMPUTE_RUNTIME_NEON_FUNCTIONS_NEGEMMLOWPMATRIXMULTIPLYCORE_H
+#define ACL_ARM_COMPUTE_RUNTIME_NEON_FUNCTIONS_NEGEMMLOWPMATRIXMULTIPLYCORE_H
#include "arm_compute/core/Types.h"
#include "arm_compute/function_info/GEMMInfo.h"
@@ -80,6 +80,7 @@ public:
* |QASYMM8_SIGNED |QASYMM8_SIGNED |S32 |S32 |
* |QASYMM8_SIGNED |QSYMM8_PER_CHANNEL |S32 |S32 |
* |QASYMM8_SIGNED |QSYMM8 |S32 |S32 |
+ * |QASYMM8_SIGNED |QASYMM8_SIGNED |F32 |F32 |
*
* @note GEMM_LOWP: low precision GEMM kernel
* This kernel performs the following computations:
@@ -88,12 +89,12 @@ public:
* -# Convert b values from QASYMM8 to int32 add b_offset to each of them.
* -# Compute the matrix product of the resulting a * b in int32.
*
- * @note The @p output type is S32 if @p gemm_info.type == GEMMLowpOutputStageType::NONE. It is QASYMM8/QASYMM8_SIGNED otherwise
+ * @note The @p output type is S32 if @p gemm_info.type == GEMMLowpOutputStageType::NONE. It is QASYMM8/QASYMM8_SIGNED/F32 otherwise
*
* @param[in] a First input tensor (Matrix A). Data type supported: QASYMM8/QASYMM8_SIGNED.
* @param[in] b Second input tensor (Matrix B). Data type supported: QASYMM8/QASYMM8_SIGNED/QSYMM8/QSYMM8_PER_CHANNEL.
- * @param[in] c Third input tensor (Matrix C). It can be a nullptr. Data type supported: S32
- * @param[out] output Output tensor. Data type supported: Data type supported: S32/QASYMM8/QASYMM8_SIGNED
+ * @param[in] c Third input tensor (Matrix C). It can be a nullptr. Data type supported: S32/F32
+ * @param[out] output Output tensor. Data type supported: Data type supported: S32/QASYMM8/QASYMM8_SIGNED/F32
* @param[in] gemm_info (Optional) Specifies if the matrix A and/or matrix B have been reshaped and
* if the reshape of matrix B should be executed only for the first run
*/
@@ -120,4 +121,4 @@ private:
std::unique_ptr<Impl> _impl;
};
} // namespace arm_compute
-#endif /*ARM_COMPUTE_NEGEMMLOWPMATRIXMULTIPLYCORE_H */
+#endif // ACL_ARM_COMPUTE_RUNTIME_NEON_FUNCTIONS_NEGEMMLOWPMATRIXMULTIPLYCORE_H