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QS8 / QU8 PReLU microkernels
- Implementations for various ISAs: - x86 AVX2 - Scalar ISA - Unit tests Signed-Off-by: Ravi Kumar Soni <[email protected]> Signed-off-by: Swami, Preksha <[email protected]>
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+3973
-2
lines changed

‎BUILD.bazel

+4
Original file line numberDiff line numberDiff line change
@@ -176,6 +176,8 @@ MICROKERNEL_DEFS = [
176176
"src/qs8-vmul/qs8-vmul-minmax-rndnu.h",
177177
"src/qs8-vmulc/qs8-vmulc-minmax-fp32.h",
178178
"src/qs8-vmulc/qs8-vmulc-minmax-rndnu.h",
179+
"src/qs8-vprelu/qs8-vprelu.h",
180+
"src/qs8-vpreluc/qs8-vpreluc.h",
179181
"src/qu8-avgpool/qu8-avgpool-minmax.h",
180182
"src/qu8-dwconv/qu8-dwconv-minmax-multipass-fp32.h",
181183
"src/qu8-dwconv/qu8-dwconv-minmax-multipass-rndnu.h",
@@ -190,6 +192,8 @@ MICROKERNEL_DEFS = [
190192
"src/qu8-vmul/qu8-vmul-minmax-rndnu.h",
191193
"src/qu8-vmulc/qu8-vmulc-minmax-fp32.h",
192194
"src/qu8-vmulc/qu8-vmulc-minmax-rndnu.h",
195+
"src/qu8-vprelu/qu8-vprelu.h",
196+
"src/qu8-vpreluc/qu8-vpreluc.h",
193197
"src/s8-maxpool/s8-maxpool-minmax.h",
194198
"src/s8-vclamp/s8-vclamp.h",
195199
"src/u8-maxpool/u8-maxpool-minmax.h",

‎CMakeLists.txt

+5-1
Original file line numberDiff line numberDiff line change
@@ -1679,12 +1679,16 @@ IF(XNNPACK_BUILD_TESTS)
16791679
qs8-vaddc-minmax
16801680
qs8-vmul-minmax-fp32
16811681
qs8-vmulc-minmax-fp32
1682+
qs8-vprelu
1683+
qs8-vpreluc
16821684
qu8-vadd-minmax
16831685
qu8-vaddc-minmax
16841686
qu8-vmul-minmax-fp32
16851687
qu8-vmul-minmax-rndnu
16861688
qu8-vmulc-minmax-fp32
1687-
qu8-vmulc-minmax-rndnu)
1689+
qu8-vmulc-minmax-rndnu
1690+
qu8-vprelu
1691+
qu8-vpreluc)
16881692
FOREACH(TEST ${MICROKERNEL_VBINARY_UNIT_TESTS})
16891693
ADD_EXECUTABLE(${TEST}-test test/${TEST}.cc)
16901694
TARGET_INCLUDE_DIRECTORIES(${TEST}-test PRIVATE include src test)

‎cmake/gen/avx2_microkernels.cmake

+4
Original file line numberDiff line numberDiff line change
@@ -62,6 +62,8 @@ SET(PROD_AVX2_MICROKERNEL_SRCS
6262
src/qs8-vaddc/gen/qs8-vaddc-minmax-avx2-mul32-ld64-u16.c
6363
src/qs8-vcvt/gen/qs8-vcvt-avx2-u32.c
6464
src/qs8-vlrelu/gen/qs8-vlrelu-avx2-u32.c
65+
src/qs8-vprelu/gen/qs8-vprelu-avx2-u16.c
66+
src/qs8-vpreluc/gen/qs8-vpreluc-avx2-u16.c
6567
src/qu8-dwconv/gen/qu8-dwconv-9p16c-minmax-fp32-avx2-mul32.c
6668
src/qu8-dwconv/gen/qu8-dwconv-25p16c-minmax-fp32-avx2-mul32.c
6769
src/qu8-f32-vcvt/gen/qu8-f32-vcvt-avx2-u16.c
@@ -74,6 +76,8 @@ SET(PROD_AVX2_MICROKERNEL_SRCS
7476
src/qu8-vaddc/gen/qu8-vaddc-minmax-avx2-mul32-ld64-u16.c
7577
src/qu8-vcvt/gen/qu8-vcvt-avx2-u32.c
7678
src/qu8-vlrelu/gen/qu8-vlrelu-avx2-u32.c
79+
src/qu8-vprelu/gen/qu8-vprelu-avx2-u16.c
80+
src/qu8-vpreluc/gen/qu8-vpreluc-avx2-u16.c
7781
src/s8-vclamp/s8-vclamp-avx2-u128.c
7882
src/u8-vclamp/u8-vclamp-avx2-u128.c
7983
src/x8-lut/gen/x8-lut-avx2-u128.c

‎cmake/gen/scalar_microkernels.cmake

+16
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@@ -186,6 +186,8 @@ SET(PROD_SCALAR_MICROKERNEL_SRCS
186186
src/qs8-vlrelu/gen/qs8-vlrelu-scalar-select-u4.c
187187
src/qs8-vmul/gen/qs8-vmul-minmax-fp32-scalar-u4.c
188188
src/qs8-vmulc/gen/qs8-vmulc-minmax-fp32-scalar-u4.c
189+
src/qs8-vprelu/gen/qs8-vprelu-scalar-u8.c
190+
src/qs8-vpreluc/gen/qs8-vpreluc-scalar-u8.c
189191
src/qu8-avgpool/qu8-avgpool-9p8x-minmax-fp32-scalar-imagic-c1.c
190192
src/qu8-avgpool/qu8-avgpool-9x-minmax-fp32-scalar-imagic-c1.c
191193
src/qu8-dwconv/gen/qu8-dwconv-9p1c-minmax-fp32-scalar-fmagic.c
@@ -216,6 +218,8 @@ SET(PROD_SCALAR_MICROKERNEL_SRCS
216218
src/qu8-vlrelu/gen/qu8-vlrelu-scalar-select-u4.c
217219
src/qu8-vmul/gen/qu8-vmul-minmax-fp32-scalar-u4.c
218220
src/qu8-vmulc/gen/qu8-vmulc-minmax-fp32-scalar-u4.c
221+
src/qu8-vprelu/gen/qu8-vprelu-scalar-u8.c
222+
src/qu8-vpreluc/gen/qu8-vpreluc-scalar-u8.c
219223
src/s8-ibilinear/gen/s8-ibilinear-scalar-c1.c
220224
src/s8-maxpool/s8-maxpool-9p8x-minmax-scalar-c1.c
221225
src/s8-vclamp/s8-vclamp-scalar-u4.c
@@ -708,6 +712,12 @@ SET(NON_PROD_SCALAR_MICROKERNEL_SRCS
708712
src/qs8-vmul/gen/qs8-vmul-minmax-fp32-scalar-u2.c
709713
src/qs8-vmulc/gen/qs8-vmulc-minmax-fp32-scalar-u1.c
710714
src/qs8-vmulc/gen/qs8-vmulc-minmax-fp32-scalar-u2.c
715+
src/qs8-vprelu/gen/qs8-vprelu-scalar-u1.c
716+
src/qs8-vprelu/gen/qs8-vprelu-scalar-u2.c
717+
src/qs8-vprelu/gen/qs8-vprelu-scalar-u4.c
718+
src/qs8-vpreluc/gen/qs8-vpreluc-scalar-u1.c
719+
src/qs8-vpreluc/gen/qs8-vpreluc-scalar-u2.c
720+
src/qs8-vpreluc/gen/qs8-vpreluc-scalar-u4.c
711721
src/qu8-dwconv/gen/qu8-dwconv-5f5m5l1c1s1r-minmax-fp32-scalar-fmagic.c
712722
src/qu8-dwconv/gen/qu8-dwconv-5f5m5l1c1s1r-minmax-fp32-scalar-imagic.c
713723
src/qu8-dwconv/gen/qu8-dwconv-5f5m5l1c1s1r-minmax-fp32-scalar-lrintf.c
@@ -821,6 +831,12 @@ SET(NON_PROD_SCALAR_MICROKERNEL_SRCS
821831
src/qu8-vmul/gen/qu8-vmul-minmax-fp32-scalar-u2.c
822832
src/qu8-vmulc/gen/qu8-vmulc-minmax-fp32-scalar-u1.c
823833
src/qu8-vmulc/gen/qu8-vmulc-minmax-fp32-scalar-u2.c
834+
src/qu8-vprelu/gen/qu8-vprelu-scalar-u1.c
835+
src/qu8-vprelu/gen/qu8-vprelu-scalar-u2.c
836+
src/qu8-vprelu/gen/qu8-vprelu-scalar-u4.c
837+
src/qu8-vpreluc/gen/qu8-vpreluc-scalar-u1.c
838+
src/qu8-vpreluc/gen/qu8-vpreluc-scalar-u2.c
839+
src/qu8-vpreluc/gen/qu8-vpreluc-scalar-u4.c
824840
src/s8-ibilinear/gen/s8-ibilinear-scalar-c2.c
825841
src/s8-ibilinear/gen/s8-ibilinear-scalar-c4.c
826842
src/u8-ibilinear/gen/u8-ibilinear-scalar-c2.c

‎gen/avx2_microkernels.bzl

+4
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@@ -58,6 +58,8 @@ PROD_AVX2_MICROKERNEL_SRCS = [
5858
"src/qs8-vaddc/gen/qs8-vaddc-minmax-avx2-mul32-ld64-u16.c",
5959
"src/qs8-vcvt/gen/qs8-vcvt-avx2-u32.c",
6060
"src/qs8-vlrelu/gen/qs8-vlrelu-avx2-u32.c",
61+
"src/qs8-vprelu/gen/qs8-vprelu-avx2-u16.c",
62+
"src/qs8-vpreluc/gen/qs8-vpreluc-avx2-u16.c",
6163
"src/qu8-dwconv/gen/qu8-dwconv-9p16c-minmax-fp32-avx2-mul32.c",
6264
"src/qu8-dwconv/gen/qu8-dwconv-25p16c-minmax-fp32-avx2-mul32.c",
6365
"src/qu8-f32-vcvt/gen/qu8-f32-vcvt-avx2-u16.c",
@@ -70,6 +72,8 @@ PROD_AVX2_MICROKERNEL_SRCS = [
7072
"src/qu8-vaddc/gen/qu8-vaddc-minmax-avx2-mul32-ld64-u16.c",
7173
"src/qu8-vcvt/gen/qu8-vcvt-avx2-u32.c",
7274
"src/qu8-vlrelu/gen/qu8-vlrelu-avx2-u32.c",
75+
"src/qu8-vprelu/gen/qu8-vprelu-avx2-u16.c",
76+
"src/qu8-vpreluc/gen/qu8-vpreluc-avx2-u16.c",
7377
"src/s8-vclamp/s8-vclamp-avx2-u128.c",
7478
"src/u8-vclamp/u8-vclamp-avx2-u128.c",
7579
"src/x8-lut/gen/x8-lut-avx2-u128.c",

‎gen/scalar_microkernels.bzl

+16
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@@ -182,6 +182,8 @@ PROD_SCALAR_MICROKERNEL_SRCS = [
182182
"src/qs8-vlrelu/gen/qs8-vlrelu-scalar-select-u4.c",
183183
"src/qs8-vmul/gen/qs8-vmul-minmax-fp32-scalar-u4.c",
184184
"src/qs8-vmulc/gen/qs8-vmulc-minmax-fp32-scalar-u4.c",
185+
"src/qs8-vprelu/gen/qs8-vprelu-scalar-u8.c",
186+
"src/qs8-vpreluc/gen/qs8-vpreluc-scalar-u8.c",
185187
"src/qu8-avgpool/qu8-avgpool-9p8x-minmax-fp32-scalar-imagic-c1.c",
186188
"src/qu8-avgpool/qu8-avgpool-9x-minmax-fp32-scalar-imagic-c1.c",
187189
"src/qu8-dwconv/gen/qu8-dwconv-9p1c-minmax-fp32-scalar-fmagic.c",
@@ -212,6 +214,8 @@ PROD_SCALAR_MICROKERNEL_SRCS = [
212214
"src/qu8-vlrelu/gen/qu8-vlrelu-scalar-select-u4.c",
213215
"src/qu8-vmul/gen/qu8-vmul-minmax-fp32-scalar-u4.c",
214216
"src/qu8-vmulc/gen/qu8-vmulc-minmax-fp32-scalar-u4.c",
217+
"src/qu8-vprelu/gen/qu8-vprelu-scalar-u8.c",
218+
"src/qu8-vpreluc/gen/qu8-vpreluc-scalar-u8.c",
215219
"src/s8-ibilinear/gen/s8-ibilinear-scalar-c1.c",
216220
"src/s8-maxpool/s8-maxpool-9p8x-minmax-scalar-c1.c",
217221
"src/s8-vclamp/s8-vclamp-scalar-u4.c",
@@ -705,6 +709,12 @@ NON_PROD_SCALAR_MICROKERNEL_SRCS = [
705709
"src/qs8-vmul/gen/qs8-vmul-minmax-fp32-scalar-u2.c",
706710
"src/qs8-vmulc/gen/qs8-vmulc-minmax-fp32-scalar-u1.c",
707711
"src/qs8-vmulc/gen/qs8-vmulc-minmax-fp32-scalar-u2.c",
712+
"src/qs8-vprelu/gen/qs8-vprelu-scalar-u1.c",
713+
"src/qs8-vprelu/gen/qs8-vprelu-scalar-u2.c",
714+
"src/qs8-vprelu/gen/qs8-vprelu-scalar-u4.c",
715+
"src/qs8-vpreluc/gen/qs8-vpreluc-scalar-u1.c",
716+
"src/qs8-vpreluc/gen/qs8-vpreluc-scalar-u2.c",
717+
"src/qs8-vpreluc/gen/qs8-vpreluc-scalar-u4.c",
708718
"src/qu8-dwconv/gen/qu8-dwconv-5f5m5l1c1s1r-minmax-fp32-scalar-fmagic.c",
709719
"src/qu8-dwconv/gen/qu8-dwconv-5f5m5l1c1s1r-minmax-fp32-scalar-imagic.c",
710720
"src/qu8-dwconv/gen/qu8-dwconv-5f5m5l1c1s1r-minmax-fp32-scalar-lrintf.c",
@@ -818,6 +828,12 @@ NON_PROD_SCALAR_MICROKERNEL_SRCS = [
818828
"src/qu8-vmul/gen/qu8-vmul-minmax-fp32-scalar-u2.c",
819829
"src/qu8-vmulc/gen/qu8-vmulc-minmax-fp32-scalar-u1.c",
820830
"src/qu8-vmulc/gen/qu8-vmulc-minmax-fp32-scalar-u2.c",
831+
"src/qu8-vprelu/gen/qu8-vprelu-scalar-u1.c",
832+
"src/qu8-vprelu/gen/qu8-vprelu-scalar-u2.c",
833+
"src/qu8-vprelu/gen/qu8-vprelu-scalar-u4.c",
834+
"src/qu8-vpreluc/gen/qu8-vpreluc-scalar-u1.c",
835+
"src/qu8-vpreluc/gen/qu8-vpreluc-scalar-u2.c",
836+
"src/qu8-vpreluc/gen/qu8-vpreluc-scalar-u4.c",
821837
"src/s8-ibilinear/gen/s8-ibilinear-scalar-c2.c",
822838
"src/s8-ibilinear/gen/s8-ibilinear-scalar-c4.c",
823839
"src/u8-ibilinear/gen/u8-ibilinear-scalar-c2.c",

‎scripts/generate-qs8-vprelu.sh

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@@ -0,0 +1,48 @@
1+
# Copyright (C) 2024 Intel Corporation
2+
#
3+
# Redistribution and use in source and binary forms, with or without modification,
4+
# are permitted provided that the following conditions are met:
5+
#
6+
# 1. Redistributions of source code must retain the above copyright notice,
7+
# this list of conditions and the following disclaimer.
8+
# 2. Redistributions in binary form must reproduce the above copyright notice,
9+
# this list of conditions and the following disclaimer in the documentation
10+
# and/or other materials provided with the distribution.
11+
# 3. Neither the name of the copyright holder nor the names of its contributors
12+
# may be used to endorse or promote products derived from this software
13+
# without specific prior written permission.
14+
#
15+
# THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
16+
# AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO,
17+
# THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE
18+
# ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS
19+
# BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY,
20+
# OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT
21+
# OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS;
22+
# OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY,
23+
# WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE
24+
# OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE,
25+
# EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
26+
#
27+
#
28+
# SPDX-License-Identifier: BSD-3-Clause
29+
30+
#################################### Scalar ###################################
31+
tools/xngen src/qs8-vprelu/scalar.c.in -D BATCH_TILE=1 -D DATATYPE=QS8 -o src/qs8-vprelu/gen/qs8-vprelu-scalar-u1.c &
32+
tools/xngen src/qs8-vprelu/scalar.c.in -D BATCH_TILE=2 -D DATATYPE=QS8 -o src/qs8-vprelu/gen/qs8-vprelu-scalar-u2.c &
33+
tools/xngen src/qs8-vprelu/scalar.c.in -D BATCH_TILE=4 -D DATATYPE=QS8 -o src/qs8-vprelu/gen/qs8-vprelu-scalar-u4.c &
34+
tools/xngen src/qs8-vprelu/scalar.c.in -D BATCH_TILE=8 -D DATATYPE=QS8 -o src/qs8-vprelu/gen/qs8-vprelu-scalar-u8.c &
35+
36+
tools/xngen src/qs8-vprelu/scalar.c.in -D BATCH_TILE=1 -D DATATYPE=QU8 -o src/qu8-vprelu/gen/qu8-vprelu-scalar-u1.c &
37+
tools/xngen src/qs8-vprelu/scalar.c.in -D BATCH_TILE=2 -D DATATYPE=QU8 -o src/qu8-vprelu/gen/qu8-vprelu-scalar-u2.c &
38+
tools/xngen src/qs8-vprelu/scalar.c.in -D BATCH_TILE=4 -D DATATYPE=QU8 -o src/qu8-vprelu/gen/qu8-vprelu-scalar-u4.c &
39+
tools/xngen src/qs8-vprelu/scalar.c.in -D BATCH_TILE=8 -D DATATYPE=QU8 -o src/qu8-vprelu/gen/qu8-vprelu-scalar-u8.c &
40+
41+
#################################### AVX2 ###################################
42+
tools/xngen src/qs8-vprelu/avx2.c.in -D BATCH_TILE=16 -D AVX=1 -D DATATYPE=QS8 -o src/qs8-vprelu/gen/qs8-vprelu-avx2-u16.c &
43+
44+
tools/xngen src/qs8-vprelu/avx2.c.in -D BATCH_TILE=16 -D AVX=1 -D DATATYPE=QU8 -o src/qu8-vprelu/gen/qu8-vprelu-avx2-u16.c &
45+
46+
47+
wait
48+

‎scripts/generate-qs8-vpreluc.sh

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@@ -0,0 +1,48 @@
1+
# Copyright (C) 2024 Intel Corporation
2+
#
3+
# Redistribution and use in source and binary forms, with or without modification,
4+
# are permitted provided that the following conditions are met:
5+
#
6+
# 1. Redistributions of source code must retain the above copyright notice,
7+
# this list of conditions and the following disclaimer.
8+
# 2. Redistributions in binary form must reproduce the above copyright notice,
9+
# this list of conditions and the following disclaimer in the documentation
10+
# and/or other materials provided with the distribution.
11+
# 3. Neither the name of the copyright holder nor the names of its contributors
12+
# may be used to endorse or promote products derived from this software
13+
# without specific prior written permission.
14+
#
15+
# THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
16+
# AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO,
17+
# THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE
18+
# ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS
19+
# BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY,
20+
# OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT
21+
# OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS;
22+
# OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY,
23+
# WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE
24+
# OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE,
25+
# EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
26+
#
27+
#
28+
# SPDX-License-Identifier: BSD-3-Clause
29+
30+
#################################### Scalar ###################################
31+
tools/xngen src/qs8-vpreluc/scalar.c.in -D BATCH_TILE=1 -D DATATYPE=QS8 -o src/qs8-vpreluc/gen/qs8-vpreluc-scalar-u1.c &
32+
tools/xngen src/qs8-vpreluc/scalar.c.in -D BATCH_TILE=2 -D DATATYPE=QS8 -o src/qs8-vpreluc/gen/qs8-vpreluc-scalar-u2.c &
33+
tools/xngen src/qs8-vpreluc/scalar.c.in -D BATCH_TILE=4 -D DATATYPE=QS8 -o src/qs8-vpreluc/gen/qs8-vpreluc-scalar-u4.c &
34+
tools/xngen src/qs8-vpreluc/scalar.c.in -D BATCH_TILE=8 -D DATATYPE=QS8 -o src/qs8-vpreluc/gen/qs8-vpreluc-scalar-u8.c &
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36+
tools/xngen src/qs8-vpreluc/scalar.c.in -D BATCH_TILE=1 -D DATATYPE=QU8 -o src/qu8-vpreluc/gen/qu8-vpreluc-scalar-u1.c &
37+
tools/xngen src/qs8-vpreluc/scalar.c.in -D BATCH_TILE=2 -D DATATYPE=QU8 -o src/qu8-vpreluc/gen/qu8-vpreluc-scalar-u2.c &
38+
tools/xngen src/qs8-vpreluc/scalar.c.in -D BATCH_TILE=4 -D DATATYPE=QU8 -o src/qu8-vpreluc/gen/qu8-vpreluc-scalar-u4.c &
39+
tools/xngen src/qs8-vpreluc/scalar.c.in -D BATCH_TILE=8 -D DATATYPE=QU8 -o src/qu8-vpreluc/gen/qu8-vpreluc-scalar-u8.c &
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41+
#################################### AVX2 ###################################
42+
tools/xngen src/qs8-vpreluc/avx2.c.in -D BATCH_TILE=16 -D AVX=1 -D DATATYPE=QS8 -o src/qs8-vpreluc/gen/qs8-vpreluc-avx2-u16.c &
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44+
tools/xngen src/qs8-vpreluc/avx2.c.in -D BATCH_TILE=16 -D AVX=1 -D DATATYPE=QU8 -o src/qu8-vpreluc/gen/qu8-vpreluc-avx2-u16.c &
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wait
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‎scripts/generate-tests.sh

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@@ -130,6 +130,11 @@ tools/generate-vbinary-test.py --tester VBinaryMicrokernelTester --broadcast_b -
130130
tools/generate-vbinary-test.py --tester VBinaryMicrokernelTester --broadcast_b --ukernel qu8-vmulc-minmax-fp32 --output test/qu8-vmulc-minmax-fp32.cc &
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tools/generate-vbinary-test.py --tester VBinaryMicrokernelTester --broadcast_b --ukernel qu8-vmulc-minmax-rndnu --output test/qu8-vmulc-minmax-rndnu.cc &
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tools/generate-vbinary-test.py --tester VBinaryMicrokernelTester --ukernel qs8-vprelu --output test/qs8-vprelu.cc &
134+
tools/generate-vbinary-test.py --tester VBinaryMicrokernelTester --ukernel qs8-vpreluc --output test/qs8-vpreluc.cc &
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tools/generate-vbinary-test.py --tester VBinaryMicrokernelTester --ukernel qu8-vprelu --output test/qu8-vprelu.cc &
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tools/generate-vbinary-test.py --tester VBinaryMicrokernelTester --ukernel qu8-vpreluc --output test/qu8-vpreluc.cc &
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### Tests for VUnary micro-kernels
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tools/generate-vunary-test.py --ukernel f16-vclamp --output test/f16-vclamp.cc &
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tools/generate-vunary-test.py --ukernel f16-velu --output test/f16-velu.cc &

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