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gerrit-public.fairphone.software / platform / external / XNNPACK / 4eddb9c4afb50d72ce806cae1a210dd9f3ee73e6 / . / tools / generate-avgpool-test.py
blob: 90a716dbd5ef196a86ac069af54022367e99025a [file] [log] [blame]
#!/usr/bin/env python
# Copyright 2020 Google LLC
#
# This source code is licensed under the BSD-style license found in the
# LICENSE file in the root directory of this source tree.
import argparse
import codecs
import math
import os
import re
import sys
import yaml
sys.path.insert(0, os.path.dirname(os.path.abspath(__file__)))
from primes import next_prime
import xngen
import xnncommon
parser = argparse.ArgumentParser(description='AvgPool microkernel test generator')
parser.add_argument("-s", "--spec", metavar="FILE", required=True,
help="Specification (YAML) file")
parser.add_argument("-o", "--output", metavar="FILE", required=True,
help='Output (C++ source) file')
parser.set_defaults(defines=list())
def split_ukernel_name(name):
match = re.match(r"^xnn_(qu8|f16|f32)_[p]?avgpool(_(minmax))?_ukernel_((\d+)p)?(\d+)x__(.+)_c(\d+)$", name)
if match is None:
raise ValueError("Unexpected microkernel name: " + name)
if match.group(4):
primary_tile = int(match.group(5))
incremental_tile = int(match.group(6))
else:
primary_tile = int(match.group(6))
incremental_tile = 0
channel_tile = int(match.group(8))
arch, isa = xnncommon.parse_target_name(target_name=match.group(7))
return primary_tile, incremental_tile, channel_tile, arch, isa
AVGPOOL_TEST_TEMPLATE = """\
$if INCREMENTAL_TILE == 0:
TEST(${TEST_NAME}, channels_eq_${CHANNEL_TILE}_unipass_fulltile) {
$if ISA_CHECK:
${ISA_CHECK};
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE})
.pooling_tile(${PRIMARY_TILE})
.channels(${CHANNEL_TILE})
.Test(${", ".join(TEST_ARGS)});
}
TEST(${TEST_NAME}, channels_eq_${CHANNEL_TILE}_unipass_fulltile_with_input_offset) {
$if ISA_CHECK:
${ISA_CHECK};
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE})
.pooling_tile(${PRIMARY_TILE})
.channels(${CHANNEL_TILE})
.input_offset(${next_prime(CHANNEL_TILE+1)})
.Test(${", ".join(TEST_ARGS)});
}
TEST(${TEST_NAME}, channels_eq_${CHANNEL_TILE}_unipass_fulltile_with_zero) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t zero_index = 0; zero_index < ${PRIMARY_TILE}; zero_index++) {
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE})
.pooling_tile(${PRIMARY_TILE})
.channels(${CHANNEL_TILE})
.input_offset(${next_prime(CHANNEL_TILE+1)})
.zero_index(zero_index)
.Test(${", ".join(TEST_ARGS)});
}
}
$if DATATYPE == "qu8":
TEST(${TEST_NAME}, channels_eq_${CHANNEL_TILE}_unipass_fulltile_with_input_scale) {
$if ISA_CHECK:
${ISA_CHECK};
for (float scale = 0.01f; scale < 100.0f; scale *= 3.14159265f) {
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE})
.pooling_tile(${PRIMARY_TILE})
.channels(${CHANNEL_TILE})
.input_scale(scale)
.Test(${", ".join(TEST_ARGS)});
}
}
TEST(${TEST_NAME}, channels_eq_${CHANNEL_TILE}_unipass_fulltile_with_input_zero_point) {
$if ISA_CHECK:
${ISA_CHECK};
for (int32_t zero_point = 0; zero_point <= 255; zero_point += 51) {
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE})
.pooling_tile(${PRIMARY_TILE})
.channels(${CHANNEL_TILE})
.input_zero_point(zero_point)
.Test(${", ".join(TEST_ARGS)});
}
}
TEST(${TEST_NAME}, channels_eq_${CHANNEL_TILE}_unipass_fulltile_with_output_scale) {
$if ISA_CHECK:
${ISA_CHECK};
for (float scale = 0.01f; scale < 100.0f; scale *= 3.14159265f) {
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE})
.pooling_tile(${PRIMARY_TILE})
.channels(${CHANNEL_TILE})
.output_scale(scale)
.Test(${", ".join(TEST_ARGS)});
}
}
TEST(${TEST_NAME}, channels_eq_${CHANNEL_TILE}_unipass_fulltile_with_output_zero_point) {
$if ISA_CHECK:
${ISA_CHECK};
for (int32_t zero_point = 0; zero_point <= 255; zero_point += 51) {
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE})
.pooling_tile(${PRIMARY_TILE})
.channels(${CHANNEL_TILE})
.output_zero_point(zero_point)
.Test(${", ".join(TEST_ARGS)});
}
}
TEST(${TEST_NAME}, channels_eq_${CHANNEL_TILE}_unipass_fulltile_with_qmin) {
$if ISA_CHECK:
${ISA_CHECK};
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE})
.pooling_tile(${PRIMARY_TILE})
.channels(${CHANNEL_TILE})
.qmin(128)
.Test(${", ".join(TEST_ARGS)});
}
TEST(${TEST_NAME}, channels_eq_${CHANNEL_TILE}_unipass_fulltile_with_qmax) {
$if ISA_CHECK:
${ISA_CHECK};
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE})
.pooling_tile(${PRIMARY_TILE})
.channels(${CHANNEL_TILE})
.qmax(128)
.Test(${", ".join(TEST_ARGS)});
}
TEST(${TEST_NAME}, channels_eq_${CHANNEL_TILE}_unipass_subtile) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t pooling_elements = 2; pooling_elements < ${PRIMARY_TILE}; pooling_elements++) {
AvgPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE})
.channels(${CHANNEL_TILE})
.Test(${", ".join(TEST_ARGS)});
}
}
TEST(${TEST_NAME}, channels_eq_${CHANNEL_TILE}_unipass_subtile_with_input_offset) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t pooling_elements = 2; pooling_elements < ${PRIMARY_TILE}; pooling_elements++) {
AvgPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE})
.channels(${CHANNEL_TILE})
.input_offset(${next_prime(CHANNEL_TILE+1)})
.Test(${", ".join(TEST_ARGS)});
}
}
TEST(${TEST_NAME}, channels_eq_${CHANNEL_TILE}_unipass_subtile_with_zero) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t pooling_elements = 2; pooling_elements < ${PRIMARY_TILE}; pooling_elements++) {
for (size_t zero_index = 0; zero_index < pooling_elements; zero_index++) {
AvgPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE})
.channels(${CHANNEL_TILE})
.input_offset(${next_prime(CHANNEL_TILE+1)})
.zero_index(zero_index)
.Test(${", ".join(TEST_ARGS)});
}
}
}
$if CHANNEL_TILE > 1:
TEST(${TEST_NAME}, channels_div_${CHANNEL_TILE}_unipass_fulltile) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t channels = ${CHANNEL_TILE*2}; channels < ${CHANNEL_TILE*8}; channels += ${CHANNEL_TILE}) {
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE})
.pooling_tile(${PRIMARY_TILE})
.channels(channels)
.Test(${", ".join(TEST_ARGS)});
}
}
TEST(${TEST_NAME}, channels_div_${CHANNEL_TILE}_unipass_fulltile_with_input_offset) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t channels = ${CHANNEL_TILE*2}; channels < ${CHANNEL_TILE*8}; channels += ${CHANNEL_TILE}) {
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE})
.pooling_tile(${PRIMARY_TILE})
.channels(channels)
.input_offset(${next_prime(CHANNEL_TILE*8)})
.Test(${", ".join(TEST_ARGS)});
}
}
TEST(${TEST_NAME}, channels_div_${CHANNEL_TILE}_unipass_fulltile_with_zero) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t channels = ${CHANNEL_TILE*2}; channels < ${CHANNEL_TILE*8}; channels += ${CHANNEL_TILE}) {
for (size_t zero_index = 0; zero_index < ${PRIMARY_TILE}; zero_index++) {
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE})
.pooling_tile(${PRIMARY_TILE})
.channels(channels)
.input_offset(${next_prime(CHANNEL_TILE*8)})
.zero_index(zero_index)
.Test(${", ".join(TEST_ARGS)});
}
}
}
$if DATATYPE == "qu8":
TEST(${TEST_NAME}, channels_div_${CHANNEL_TILE}_unipass_fulltile_with_input_scale) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t channels = ${CHANNEL_TILE*2}; channels < ${CHANNEL_TILE*8}; channels += ${CHANNEL_TILE}) {
for (float scale = 0.01f; scale < 100.0f; scale *= 3.14159265f) {
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE})
.pooling_tile(${PRIMARY_TILE})
.channels(channels)
.input_scale(scale)
.Test(${", ".join(TEST_ARGS)});
}
}
}
TEST(${TEST_NAME}, channels_div_${CHANNEL_TILE}_unipass_fulltile_with_input_zero_point) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t channels = ${CHANNEL_TILE*2}; channels < ${CHANNEL_TILE*8}; channels += ${CHANNEL_TILE}) {
for (int32_t zero_point = 0; zero_point <= 255; zero_point += 51) {
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE})
.pooling_tile(${PRIMARY_TILE})
.channels(channels)
.input_zero_point(zero_point)
.Test(${", ".join(TEST_ARGS)});
}
}
}
TEST(${TEST_NAME}, channels_div_${CHANNEL_TILE}_unipass_fulltile_with_output_scale) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t channels = ${CHANNEL_TILE*2}; channels < ${CHANNEL_TILE*8}; channels += ${CHANNEL_TILE}) {
for (float scale = 0.01f; scale < 100.0f; scale *= 3.14159265f) {
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE})
.pooling_tile(${PRIMARY_TILE})
.channels(channels)
.output_scale(scale)
.Test(${", ".join(TEST_ARGS)});
}
}
}
TEST(${TEST_NAME}, channels_div_${CHANNEL_TILE}_unipass_fulltile_with_output_zero_point) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t channels = ${CHANNEL_TILE*2}; channels < ${CHANNEL_TILE*8}; channels += ${CHANNEL_TILE}) {
for (int32_t zero_point = 0; zero_point <= 255; zero_point += 51) {
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE})
.pooling_tile(${PRIMARY_TILE})
.channels(channels)
.output_zero_point(zero_point)
.Test(${", ".join(TEST_ARGS)});
}
}
}
TEST(${TEST_NAME}, channels_div_${CHANNEL_TILE}_unipass_fulltile_with_qmin) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t channels = ${CHANNEL_TILE*2}; channels < ${CHANNEL_TILE*8}; channels += ${CHANNEL_TILE}) {
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE})
.pooling_tile(${PRIMARY_TILE})
.channels(channels)
.qmin(128)
.Test(${", ".join(TEST_ARGS)});
}
}
TEST(${TEST_NAME}, channels_div_${CHANNEL_TILE}_unipass_fulltile_with_qmax) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t channels = ${CHANNEL_TILE*2}; channels < ${CHANNEL_TILE*8}; channels += ${CHANNEL_TILE}) {
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE})
.pooling_tile(${PRIMARY_TILE})
.channels(channels)
.qmax(128)
.Test(${", ".join(TEST_ARGS)});
}
}
TEST(${TEST_NAME}, channels_div_${CHANNEL_TILE}_unipass_subtile) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t pooling_elements = 2; pooling_elements < ${PRIMARY_TILE}; pooling_elements++) {
for (size_t channels = ${CHANNEL_TILE*2}; channels < ${CHANNEL_TILE*8}; channels += ${CHANNEL_TILE}) {
AvgPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE})
.channels(channels)
.Test(${", ".join(TEST_ARGS)});
}
}
}
TEST(${TEST_NAME}, channels_div_${CHANNEL_TILE}_unipass_subtile_with_input_offset) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t pooling_elements = 2; pooling_elements < ${PRIMARY_TILE}; pooling_elements++) {
for (size_t channels = ${CHANNEL_TILE*2}; channels < ${CHANNEL_TILE*8}; channels += ${CHANNEL_TILE}) {
AvgPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE})
.channels(channels)
.input_offset(${next_prime(CHANNEL_TILE*8)})
.Test(${", ".join(TEST_ARGS)});
}
}
}
TEST(${TEST_NAME}, channels_div_${CHANNEL_TILE}_unipass_subtile_with_zero) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t pooling_elements = 2; pooling_elements < ${PRIMARY_TILE}; pooling_elements++) {
for (size_t channels = ${CHANNEL_TILE*2}; channels < ${CHANNEL_TILE*8}; channels += ${CHANNEL_TILE}) {
for (size_t zero_index = 0; zero_index < pooling_elements; zero_index++) {
AvgPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE})
.channels(channels)
.input_offset(${next_prime(CHANNEL_TILE*8)})
.zero_index(zero_index)
.Test(${", ".join(TEST_ARGS)});
}
}
}
}
TEST(${TEST_NAME}, channels_lt_${CHANNEL_TILE}_unipass_fulltile) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t channels = 1; channels < ${CHANNEL_TILE}; channels++) {
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE})
.pooling_tile(${PRIMARY_TILE})
.channels(channels)
.Test(${", ".join(TEST_ARGS)});
}
}
TEST(${TEST_NAME}, channels_lt_${CHANNEL_TILE}_unipass_fulltile_with_input_offset) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t channels = 1; channels < ${CHANNEL_TILE}; channels++) {
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE})
.pooling_tile(${PRIMARY_TILE})
.channels(channels)
.input_offset(${next_prime(CHANNEL_TILE)})
.Test(${", ".join(TEST_ARGS)});
}
}
TEST(${TEST_NAME}, channels_lt_${CHANNEL_TILE}_unipass_fulltile_with_zero) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t channels = 1; channels < ${CHANNEL_TILE}; channels++) {
for (size_t zero_index = 0; zero_index < ${PRIMARY_TILE}; zero_index++) {
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE})
.pooling_tile(${PRIMARY_TILE})
.channels(channels)
.input_offset(${next_prime(CHANNEL_TILE)})
.zero_index(zero_index)
.Test(${", ".join(TEST_ARGS)});
}
}
}
$if DATATYPE == "qu8":
TEST(${TEST_NAME}, channels_lt_${CHANNEL_TILE}_unipass_fulltile_with_input_scale) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t channels = 1; channels < ${CHANNEL_TILE}; channels++) {
for (float scale = 0.01f; scale < 100.0f; scale *= 3.14159265f) {
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE})
.pooling_tile(${PRIMARY_TILE})
.channels(channels)
.input_scale(scale)
.Test(${", ".join(TEST_ARGS)});
}
}
}
TEST(${TEST_NAME}, channels_lt_${CHANNEL_TILE}_unipass_fulltile_with_input_zero_point) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t channels = 1; channels < ${CHANNEL_TILE}; channels++) {
for (int32_t zero_point = 0; zero_point <= 255; zero_point += 51) {
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE})
.pooling_tile(${PRIMARY_TILE})
.channels(channels)
.input_zero_point(zero_point)
.Test(${", ".join(TEST_ARGS)});
}
}
}
TEST(${TEST_NAME}, channels_lt_${CHANNEL_TILE}_unipass_fulltile_with_output_scale) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t channels = 1; channels < ${CHANNEL_TILE}; channels++) {
for (float scale = 0.01f; scale < 100.0f; scale *= 3.14159265f) {
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE})
.pooling_tile(${PRIMARY_TILE})
.channels(channels)
.output_scale(scale)
.Test(${", ".join(TEST_ARGS)});
}
}
}
TEST(${TEST_NAME}, channels_lt_${CHANNEL_TILE}_unipass_fulltile_with_output_zero_point) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t channels = 1; channels < ${CHANNEL_TILE}; channels++) {
for (int32_t zero_point = 0; zero_point <= 255; zero_point += 51) {
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE})
.pooling_tile(${PRIMARY_TILE})
.channels(channels)
.output_zero_point(zero_point)
.Test(${", ".join(TEST_ARGS)});
}
}
}
TEST(${TEST_NAME}, channels_lt_${CHANNEL_TILE}_unipass_fulltile_with_qmin) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t channels = 1; channels < ${CHANNEL_TILE}; channels++) {
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE})
.pooling_tile(${PRIMARY_TILE})
.channels(channels)
.qmin(128)
.Test(${", ".join(TEST_ARGS)});
}
}
TEST(${TEST_NAME}, channels_lt_${CHANNEL_TILE}_unipass_fulltile_with_qmax) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t channels = 1; channels < ${CHANNEL_TILE}; channels++) {
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE})
.pooling_tile(${PRIMARY_TILE})
.channels(channels)
.qmax(128)
.Test(${", ".join(TEST_ARGS)});
}
}
TEST(${TEST_NAME}, channels_lt_${CHANNEL_TILE}_unipass_subtile) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t pooling_elements = 2; pooling_elements < ${PRIMARY_TILE}; pooling_elements++) {
for (size_t channels = 1; channels < ${CHANNEL_TILE}; channels++) {
AvgPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE})
.channels(channels)
.Test(${", ".join(TEST_ARGS)});
}
}
}
TEST(${TEST_NAME}, channels_lt_${CHANNEL_TILE}_unipass_subtile_with_input_offset) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t pooling_elements = 2; pooling_elements < ${PRIMARY_TILE}; pooling_elements++) {
for (size_t channels = 1; channels < ${CHANNEL_TILE}; channels++) {
AvgPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE})
.channels(channels)
.input_offset(${next_prime(CHANNEL_TILE)})
.Test(${", ".join(TEST_ARGS)});
}
}
}
TEST(${TEST_NAME}, channels_lt_${CHANNEL_TILE}_unipass_subtile_with_zero) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t pooling_elements = 2; pooling_elements < ${PRIMARY_TILE}; pooling_elements++) {
for (size_t channels = 1; channels < ${CHANNEL_TILE}; channels++) {
for (size_t zero_index = 0; zero_index < pooling_elements; zero_index++) {
AvgPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE})
.channels(channels)
.input_offset(${next_prime(CHANNEL_TILE)})
.zero_index(zero_index)
.Test(${", ".join(TEST_ARGS)});
}
}
}
}
TEST(${TEST_NAME}, channels_gt_${CHANNEL_TILE}_unipass_fulltile) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t channels = ${CHANNEL_TILE+1}; channels < ${10 if CHANNEL_TILE == 1 else CHANNEL_TILE*2}; channels++) {
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE})
.pooling_tile(${PRIMARY_TILE})
.channels(channels)
.Test(${", ".join(TEST_ARGS)});
}
}
TEST(${TEST_NAME}, channels_gt_${CHANNEL_TILE}_unipass_fulltile_with_input_offset) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t channels = ${CHANNEL_TILE+1}; channels < ${10 if CHANNEL_TILE == 1 else CHANNEL_TILE*2}; channels++) {
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE})
.pooling_tile(${PRIMARY_TILE})
.channels(channels)
.input_offset(${next_prime(CHANNEL_TILE*2)})
.Test(${", ".join(TEST_ARGS)});
}
}
TEST(${TEST_NAME}, channels_gt_${CHANNEL_TILE}_unipass_fulltile_with_zero) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t channels = ${CHANNEL_TILE+1}; channels < ${10 if CHANNEL_TILE == 1 else CHANNEL_TILE*2}; channels++) {
for (size_t zero_index = 0; zero_index < ${PRIMARY_TILE}; zero_index++) {
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE})
.pooling_tile(${PRIMARY_TILE})
.channels(channels)
.input_offset(${next_prime(CHANNEL_TILE*2)})
.zero_index(zero_index)
.Test(${", ".join(TEST_ARGS)});
}
}
}
$if DATATYPE == "qu8":
TEST(${TEST_NAME}, channels_gt_${CHANNEL_TILE}_unipass_fulltile_with_input_scale) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t channels = ${CHANNEL_TILE+1}; channels < ${10 if CHANNEL_TILE == 1 else CHANNEL_TILE*2}; channels++) {
for (float scale = 0.01f; scale < 100.0f; scale *= 3.14159265f) {
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE})
.pooling_tile(${PRIMARY_TILE})
.channels(channels)
.input_scale(scale)
.Test(${", ".join(TEST_ARGS)});
}
}
}
TEST(${TEST_NAME}, channels_gt_${CHANNEL_TILE}_unipass_fulltile_with_input_zero_point) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t channels = ${CHANNEL_TILE+1}; channels < ${10 if CHANNEL_TILE == 1 else CHANNEL_TILE*2}; channels++) {
for (int32_t zero_point = 0; zero_point <= 255; zero_point += 51) {
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE})
.pooling_tile(${PRIMARY_TILE})
.channels(channels)
.input_zero_point(zero_point)
.Test(${", ".join(TEST_ARGS)});
}
}
}
TEST(${TEST_NAME}, channels_gt_${CHANNEL_TILE}_unipass_fulltile_with_output_scale) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t channels = ${CHANNEL_TILE+1}; channels < ${10 if CHANNEL_TILE == 1 else CHANNEL_TILE*2}; channels++) {
for (float scale = 0.01f; scale < 100.0f; scale *= 3.14159265f) {
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE})
.pooling_tile(${PRIMARY_TILE})
.channels(channels)
.output_scale(scale)
.Test(${", ".join(TEST_ARGS)});
}
}
}
TEST(${TEST_NAME}, channels_gt_${CHANNEL_TILE}_unipass_fulltile_with_output_zero_point) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t channels = ${CHANNEL_TILE+1}; channels < ${10 if CHANNEL_TILE == 1 else CHANNEL_TILE*2}; channels++) {
for (int32_t zero_point = 0; zero_point <= 255; zero_point += 51) {
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE})
.pooling_tile(${PRIMARY_TILE})
.channels(channels)
.output_zero_point(zero_point)
.Test(${", ".join(TEST_ARGS)});
}
}
}
TEST(${TEST_NAME}, channels_gt_${CHANNEL_TILE}_unipass_fulltile_with_qmin) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t channels = ${CHANNEL_TILE+1}; channels < ${10 if CHANNEL_TILE == 1 else CHANNEL_TILE*2}; channels++) {
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE})
.pooling_tile(${PRIMARY_TILE})
.channels(channels)
.qmin(128)
.Test(${", ".join(TEST_ARGS)});
}
}
TEST(${TEST_NAME}, channels_gt_${CHANNEL_TILE}_unipass_fulltile_with_qmax) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t channels = ${CHANNEL_TILE+1}; channels < ${10 if CHANNEL_TILE == 1 else CHANNEL_TILE*2}; channels++) {
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE})
.pooling_tile(${PRIMARY_TILE})
.channels(channels)
.qmax(128)
.Test(${", ".join(TEST_ARGS)});
}
}
TEST(${TEST_NAME}, channels_gt_${CHANNEL_TILE}_unipass_subtile) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t pooling_elements = 2; pooling_elements < ${PRIMARY_TILE}; pooling_elements++) {
for (size_t channels = ${CHANNEL_TILE+1}; channels < ${10 if CHANNEL_TILE == 1 else CHANNEL_TILE*2}; channels++) {
AvgPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE})
.channels(channels)
.Test(${", ".join(TEST_ARGS)});
}
}
}
TEST(${TEST_NAME}, channels_gt_${CHANNEL_TILE}_unipass_subtile_with_input_offset) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t pooling_elements = 2; pooling_elements < ${PRIMARY_TILE}; pooling_elements++) {
for (size_t channels = ${CHANNEL_TILE+1}; channels < ${10 if CHANNEL_TILE == 1 else CHANNEL_TILE*2}; channels++) {
AvgPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE})
.channels(channels)
.input_offset(${next_prime(CHANNEL_TILE*2)})
.Test(${", ".join(TEST_ARGS)});
}
}
}
TEST(${TEST_NAME}, channels_gt_${CHANNEL_TILE}_unipass_subtile_with_zero) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t pooling_elements = 2; pooling_elements < ${PRIMARY_TILE}; pooling_elements++) {
for (size_t channels = ${CHANNEL_TILE+1}; channels < ${10 if CHANNEL_TILE == 1 else CHANNEL_TILE*2}; channels++) {
for (size_t zero_index = 0; zero_index < pooling_elements; zero_index++) {
AvgPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE})
.channels(channels)
.input_offset(${next_prime(CHANNEL_TILE*2)})
.zero_index(zero_index)
.Test(${", ".join(TEST_ARGS)});
}
}
}
}
TEST(${TEST_NAME}, few_output_pixels) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t output_pixels = 2; output_pixels <= 5; output_pixels++) {
for (size_t pooling_elements : std::vector<size_t>{{2, ${PRIMARY_TILE-1}, ${PRIMARY_TILE}}}) {
for (size_t channels = 1; channels <= ${CHANNEL_TILE*5}; channels += ${max(1, CHANNEL_TILE-1)}) {
AvgPoolMicrokernelTester()
.output_pixels(output_pixels)
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.Test(${", ".join(TEST_ARGS)});
}
}
}
}
TEST(${TEST_NAME}, few_output_pixels_with_input_offset) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t output_pixels = 2; output_pixels <= 5; output_pixels++) {
for (size_t pooling_elements : std::vector<size_t>{{2, ${PRIMARY_TILE-1}, ${PRIMARY_TILE}}}) {
for (size_t channels = 1; channels <= ${CHANNEL_TILE*5}; channels += ${max(1, CHANNEL_TILE-1)}) {
AvgPoolMicrokernelTester()
.output_pixels(output_pixels)
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.input_offset(${next_prime(CHANNEL_TILE*5+1)})
.Test(${", ".join(TEST_ARGS)});
}
}
}
}
TEST(${TEST_NAME}, few_output_pixels_with_zero) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t output_pixels = 2; output_pixels <= 5; output_pixels++) {
for (size_t pooling_elements : std::vector<size_t>{{2, ${PRIMARY_TILE-1}, ${PRIMARY_TILE}}}) {
for (size_t channels = 1; channels <= ${CHANNEL_TILE*5}; channels += ${max(1, CHANNEL_TILE-1)}) {
for (size_t zero_index = 0; zero_index < pooling_elements; zero_index++) {
AvgPoolMicrokernelTester()
.output_pixels(output_pixels)
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.input_offset(${next_prime(CHANNEL_TILE*5+1)})
.zero_index(zero_index)
.Test(${", ".join(TEST_ARGS)});
}
}
}
}
}
$if DATATYPE == "qu8":
TEST(${TEST_NAME}, few_output_pixels_with_input_scale) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t output_pixels = 2; output_pixels <= 5; output_pixels++) {
for (size_t pooling_elements : std::vector<size_t>{{2, ${PRIMARY_TILE-1}, ${PRIMARY_TILE}}}) {
for (size_t channels = 1; channels <= ${CHANNEL_TILE*5}; channels += ${max(1, CHANNEL_TILE-1)}) {
for (float scale = 0.01f; scale < 100.0f; scale *= 3.14159265f) {
AvgPoolMicrokernelTester()
.output_pixels(output_pixels)
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE})
.channels(channels)
.input_scale(scale)
.Test(${", ".join(TEST_ARGS)});
}
}
}
}
}
TEST(${TEST_NAME}, few_output_pixels_with_input_zero_point) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t output_pixels = 2; output_pixels <= 5; output_pixels++) {
for (size_t pooling_elements : std::vector<size_t>{{2, ${PRIMARY_TILE-1}, ${PRIMARY_TILE}}}) {
for (size_t channels = 1; channels <= ${CHANNEL_TILE*5}; channels += ${max(1, CHANNEL_TILE-1)}) {
for (int32_t zero_point = 0; zero_point <= 255; zero_point += 51) {
AvgPoolMicrokernelTester()
.output_pixels(output_pixels)
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE})
.channels(channels)
.input_zero_point(zero_point)
.Test(${", ".join(TEST_ARGS)});
}
}
}
}
}
TEST(${TEST_NAME}, few_output_pixels_with_output_scale) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t output_pixels = 2; output_pixels <= 5; output_pixels++) {
for (size_t pooling_elements : std::vector<size_t>{{2, ${PRIMARY_TILE-1}, ${PRIMARY_TILE}}}) {
for (size_t channels = 1; channels <= ${CHANNEL_TILE*5}; channels += ${max(1, CHANNEL_TILE-1)}) {
for (float scale = 0.01f; scale < 100.0f; scale *= 3.14159265f) {
AvgPoolMicrokernelTester()
.output_pixels(output_pixels)
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE})
.channels(channels)
.output_scale(scale)
.Test(${", ".join(TEST_ARGS)});
}
}
}
}
}
TEST(${TEST_NAME}, few_output_pixels_with_output_zero_point) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t output_pixels = 2; output_pixels <= 5; output_pixels++) {
for (size_t pooling_elements : std::vector<size_t>{{2, ${PRIMARY_TILE-1}, ${PRIMARY_TILE}}}) {
for (size_t channels = 1; channels <= ${CHANNEL_TILE*5}; channels += ${max(1, CHANNEL_TILE-1)}) {
for (int32_t zero_point = 0; zero_point <= 255; zero_point += 51) {
AvgPoolMicrokernelTester()
.output_pixels(output_pixels)
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE})
.channels(channels)
.output_zero_point(zero_point)
.Test(${", ".join(TEST_ARGS)});
}
}
}
}
}
TEST(${TEST_NAME}, few_output_pixels_with_qmin) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t output_pixels = 2; output_pixels <= 5; output_pixels++) {
for (size_t pooling_elements : std::vector<size_t>{{2, ${PRIMARY_TILE-1}, ${PRIMARY_TILE}}}) {
for (size_t channels = 1; channels <= ${CHANNEL_TILE*5}; channels += ${max(1, CHANNEL_TILE-1)}) {
AvgPoolMicrokernelTester()
.output_pixels(output_pixels)
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.qmin(128)
.Test(${", ".join(TEST_ARGS)});
}
}
}
}
TEST(${TEST_NAME}, few_output_pixels_with_qmax) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t output_pixels = 2; output_pixels <= 5; output_pixels++) {
for (size_t pooling_elements : std::vector<size_t>{{2, ${PRIMARY_TILE-1}, ${PRIMARY_TILE}}}) {
for (size_t channels = 1; channels <= ${CHANNEL_TILE*5}; channels += ${max(1, CHANNEL_TILE-1)}) {
AvgPoolMicrokernelTester()
.output_pixels(output_pixels)
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.qmax(128)
.Test(${", ".join(TEST_ARGS)});
}
}
}
}
TEST(${TEST_NAME}, few_output_pixels_with_output_stride) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t output_pixels = 2; output_pixels <= 5; output_pixels++) {
for (size_t pooling_elements : std::vector<size_t>{{2, ${PRIMARY_TILE-1}, ${PRIMARY_TILE}}}) {
for (size_t channels = 1; channels <= ${CHANNEL_TILE*5}; channels += ${max(1, CHANNEL_TILE-1)}) {
AvgPoolMicrokernelTester()
.output_pixels(output_pixels)
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.output_stride(${next_prime(CHANNEL_TILE*5+1)})
.Test(${", ".join(TEST_ARGS)});
}
}
}
}
TEST(${TEST_NAME}, few_output_pixels_with_step) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t output_pixels = 2; output_pixels <= 5; output_pixels++) {
for (size_t pooling_elements : std::vector<size_t>{{2, ${PRIMARY_TILE-1}, ${PRIMARY_TILE}}}) {
for (size_t channels = 1; channels <= ${CHANNEL_TILE*5}; channels += ${max(1, CHANNEL_TILE-1)}) {
for (size_t step = 2; step <= pooling_elements; step++) {
AvgPoolMicrokernelTester()
.output_pixels(output_pixels)
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.step(step)
.channels(channels)
.output_stride(${next_prime(CHANNEL_TILE*5+1)})
.Test(${", ".join(TEST_ARGS)});
}
}
}
}
}
$else:
TEST(${TEST_NAME}, channels_eq_${CHANNEL_TILE}_twopass_fulltile) {
$if ISA_CHECK:
${ISA_CHECK};
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE+INCREMENTAL_TILE})
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(${CHANNEL_TILE})
.Test(${", ".join(TEST_ARGS)});
}
TEST(${TEST_NAME}, channels_eq_${CHANNEL_TILE}_twopass_fulltile_with_input_offset) {
$if ISA_CHECK:
${ISA_CHECK};
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE+INCREMENTAL_TILE})
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(${CHANNEL_TILE})
.input_offset(${next_prime(CHANNEL_TILE+1)})
.Test(${", ".join(TEST_ARGS)});
}
TEST(${TEST_NAME}, channels_eq_${CHANNEL_TILE}_twopass_fulltile_with_zero) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t zero_index = 0; zero_index < ${PRIMARY_TILE+INCREMENTAL_TILE}; zero_index++) {
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE+INCREMENTAL_TILE})
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(${CHANNEL_TILE})
.input_offset(${next_prime(CHANNEL_TILE+1)})
.zero_index(zero_index)
.Test(${", ".join(TEST_ARGS)});
}
}
$if DATATYPE == "qu8":
TEST(${TEST_NAME}, channels_eq_${CHANNEL_TILE}_twopass_fulltile_with_input_scale) {
$if ISA_CHECK:
${ISA_CHECK};
for (float scale = 0.01f; scale < 100.0f; scale *= 3.14159265f) {
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE+INCREMENTAL_TILE})
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(${CHANNEL_TILE})
.input_scale(scale)
.Test(${", ".join(TEST_ARGS)});
}
}
TEST(${TEST_NAME}, channels_eq_${CHANNEL_TILE}_twopass_fulltile_with_input_zero_point) {
$if ISA_CHECK:
${ISA_CHECK};
for (int32_t zero_point = 0; zero_point <= 255; zero_point += 51) {
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE+INCREMENTAL_TILE})
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(${CHANNEL_TILE})
.input_zero_point(zero_point)
.Test(${", ".join(TEST_ARGS)});
}
}
TEST(${TEST_NAME}, channels_eq_${CHANNEL_TILE}_twopass_fulltile_with_output_scale) {
$if ISA_CHECK:
${ISA_CHECK};
for (float scale = 0.01f; scale < 100.0f; scale *= 3.14159265f) {
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE+INCREMENTAL_TILE})
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(${CHANNEL_TILE})
.output_scale(scale)
.Test(${", ".join(TEST_ARGS)});
}
}
TEST(${TEST_NAME}, channels_eq_${CHANNEL_TILE}_twopass_fulltile_with_output_zero_point) {
$if ISA_CHECK:
${ISA_CHECK};
for (int32_t zero_point = 0; zero_point <= 255; zero_point += 51) {
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE+INCREMENTAL_TILE})
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(${CHANNEL_TILE})
.output_zero_point(zero_point)
.Test(${", ".join(TEST_ARGS)});
}
}
TEST(${TEST_NAME}, channels_eq_${CHANNEL_TILE}_twopass_fulltile_with_qmin) {
$if ISA_CHECK:
${ISA_CHECK};
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE+INCREMENTAL_TILE})
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(${CHANNEL_TILE})
.qmin(128)
.Test(${", ".join(TEST_ARGS)});
}
TEST(${TEST_NAME}, channels_eq_${CHANNEL_TILE}_twopass_fulltile_with_qmax) {
$if ISA_CHECK:
${ISA_CHECK};
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE+INCREMENTAL_TILE})
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(${CHANNEL_TILE})
.qmax(128)
.Test(${", ".join(TEST_ARGS)});
}
TEST(${TEST_NAME}, channels_eq_${CHANNEL_TILE}_twopass_subtile) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t pooling_elements = ${PRIMARY_TILE+1}; pooling_elements < ${PRIMARY_TILE+INCREMENTAL_TILE}; pooling_elements++) {
AvgPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(${CHANNEL_TILE})
.Test(${", ".join(TEST_ARGS)});
}
}
TEST(${TEST_NAME}, channels_eq_${CHANNEL_TILE}_twopass_subtile_with_input_offset) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t pooling_elements = ${PRIMARY_TILE+1}; pooling_elements < ${PRIMARY_TILE+INCREMENTAL_TILE}; pooling_elements++) {
AvgPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(${CHANNEL_TILE})
.input_offset(${next_prime(CHANNEL_TILE+1)})
.Test(${", ".join(TEST_ARGS)});
}
}
TEST(${TEST_NAME}, channels_eq_${CHANNEL_TILE}_twopass_subtile_with_zero) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t pooling_elements = ${PRIMARY_TILE+1}; pooling_elements < ${PRIMARY_TILE+INCREMENTAL_TILE}; pooling_elements++) {
for (size_t zero_index = 0; zero_index < pooling_elements; zero_index++) {
AvgPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(${CHANNEL_TILE})
.input_offset(${next_prime(CHANNEL_TILE+1)})
.zero_index(zero_index)
.Test(${", ".join(TEST_ARGS)});
}
}
}
$if CHANNEL_TILE > 1:
TEST(${TEST_NAME}, channels_div_${CHANNEL_TILE}_twopass_fulltile) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t channels = ${CHANNEL_TILE*2}; channels < ${CHANNEL_TILE*8}; channels += ${CHANNEL_TILE}) {
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE+INCREMENTAL_TILE})
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.Test(${", ".join(TEST_ARGS)});
}
}
TEST(${TEST_NAME}, channels_div_${CHANNEL_TILE}_twopass_fulltile_with_input_offset) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t channels = ${CHANNEL_TILE*2}; channels < ${CHANNEL_TILE*8}; channels += ${CHANNEL_TILE}) {
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE+INCREMENTAL_TILE})
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.input_offset(${next_prime(CHANNEL_TILE*5)})
.Test(${", ".join(TEST_ARGS)});
}
}
TEST(${TEST_NAME}, channels_div_${CHANNEL_TILE}_twopass_fulltile_with_zero) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t channels = ${CHANNEL_TILE*2}; channels < ${CHANNEL_TILE*8}; channels += ${CHANNEL_TILE}) {
for (size_t zero_index = 0; zero_index < ${PRIMARY_TILE+INCREMENTAL_TILE}; zero_index++) {
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE+INCREMENTAL_TILE})
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.input_offset(${next_prime(CHANNEL_TILE*5)})
.zero_index(zero_index)
.Test(${", ".join(TEST_ARGS)});
}
}
}
$if DATATYPE == "qu8":
TEST(${TEST_NAME}, channels_div_${CHANNEL_TILE}_twopass_fulltile_with_input_scale) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t channels = ${CHANNEL_TILE*2}; channels < ${CHANNEL_TILE*8}; channels += ${CHANNEL_TILE}) {
for (float scale = 0.01f; scale < 100.0f; scale *= 3.14159265f) {
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE+INCREMENTAL_TILE})
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.input_scale(scale)
.Test(${", ".join(TEST_ARGS)});
}
}
}
TEST(${TEST_NAME}, channels_div_${CHANNEL_TILE}_twopass_fulltile_with_input_zero_point) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t channels = ${CHANNEL_TILE*2}; channels < ${CHANNEL_TILE*8}; channels += ${CHANNEL_TILE}) {
for (int32_t zero_point = 0; zero_point <= 255; zero_point += 51) {
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE+INCREMENTAL_TILE})
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.input_zero_point(zero_point)
.Test(${", ".join(TEST_ARGS)});
}
}
}
TEST(${TEST_NAME}, channels_div_${CHANNEL_TILE}_twopass_fulltile_with_output_scale) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t channels = ${CHANNEL_TILE*2}; channels < ${CHANNEL_TILE*8}; channels += ${CHANNEL_TILE}) {
for (float scale = 0.01f; scale < 100.0f; scale *= 3.14159265f) {
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE+INCREMENTAL_TILE})
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.output_scale(scale)
.Test(${", ".join(TEST_ARGS)});
}
}
}
TEST(${TEST_NAME}, channels_div_${CHANNEL_TILE}_twopass_fulltile_with_output_zero_point) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t channels = ${CHANNEL_TILE*2}; channels < ${CHANNEL_TILE*8}; channels += ${CHANNEL_TILE}) {
for (int32_t zero_point = 0; zero_point <= 255; zero_point += 51) {
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE+INCREMENTAL_TILE})
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.output_zero_point(zero_point)
.Test(${", ".join(TEST_ARGS)});
}
}
}
TEST(${TEST_NAME}, channels_div_${CHANNEL_TILE}_twopass_fulltile_with_qmin) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t channels = ${CHANNEL_TILE*2}; channels < ${CHANNEL_TILE*8}; channels += ${CHANNEL_TILE}) {
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE+INCREMENTAL_TILE})
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.qmin(128)
.Test(${", ".join(TEST_ARGS)});
}
}
TEST(${TEST_NAME}, channels_div_${CHANNEL_TILE}_twopass_fulltile_with_qmax) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t channels = ${CHANNEL_TILE*2}; channels < ${CHANNEL_TILE*8}; channels += ${CHANNEL_TILE}) {
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE+INCREMENTAL_TILE})
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.qmax(128)
.Test(${", ".join(TEST_ARGS)});
}
}
TEST(${TEST_NAME}, channels_div_${CHANNEL_TILE}_twopass_subtile) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t pooling_elements = ${PRIMARY_TILE+1}; pooling_elements < ${PRIMARY_TILE+INCREMENTAL_TILE}; pooling_elements++) {
for (size_t channels = ${CHANNEL_TILE*2}; channels < ${CHANNEL_TILE*8}; channels += ${CHANNEL_TILE}) {
AvgPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.Test(${", ".join(TEST_ARGS)});
}
}
}
TEST(${TEST_NAME}, channels_div_${CHANNEL_TILE}_twopass_subtile_with_input_offset) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t pooling_elements = ${PRIMARY_TILE+1}; pooling_elements < ${PRIMARY_TILE+INCREMENTAL_TILE}; pooling_elements++) {
for (size_t channels = ${CHANNEL_TILE*2}; channels < ${CHANNEL_TILE*8}; channels += ${CHANNEL_TILE}) {
AvgPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.input_offset(${next_prime(CHANNEL_TILE*8)})
.Test(${", ".join(TEST_ARGS)});
}
}
}
TEST(${TEST_NAME}, channels_div_${CHANNEL_TILE}_twopass_subtile_with_zero) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t pooling_elements = ${PRIMARY_TILE+1}; pooling_elements < ${PRIMARY_TILE+INCREMENTAL_TILE}; pooling_elements++) {
for (size_t channels = ${CHANNEL_TILE*2}; channels < ${CHANNEL_TILE*8}; channels += ${CHANNEL_TILE}) {
for (size_t zero_index = 0; zero_index < pooling_elements; zero_index++) {
AvgPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.input_offset(${next_prime(CHANNEL_TILE*8)})
.zero_index(zero_index)
.Test(${", ".join(TEST_ARGS)});
}
}
}
}
TEST(${TEST_NAME}, channels_lt_${CHANNEL_TILE}_twopass_fulltile) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t channels = 1; channels < ${CHANNEL_TILE}; channels++) {
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE+INCREMENTAL_TILE})
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.Test(${", ".join(TEST_ARGS)});
}
}
TEST(${TEST_NAME}, channels_lt_${CHANNEL_TILE}_twopass_fulltile_with_input_offset) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t channels = 1; channels < ${CHANNEL_TILE}; channels++) {
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE+INCREMENTAL_TILE})
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.input_offset(${next_prime(CHANNEL_TILE)})
.Test(${", ".join(TEST_ARGS)});
}
}
TEST(${TEST_NAME}, channels_lt_${CHANNEL_TILE}_twopass_fulltile_with_zero_index) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t channels = 1; channels < ${CHANNEL_TILE}; channels++) {
for (size_t zero_index = 0; zero_index < ${PRIMARY_TILE+INCREMENTAL_TILE}; zero_index++) {
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE+INCREMENTAL_TILE})
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.input_offset(${next_prime(CHANNEL_TILE)})
.zero_index(zero_index)
.Test(${", ".join(TEST_ARGS)});
}
}
}
$if DATATYPE == "qu8":
TEST(${TEST_NAME}, channels_lt_${CHANNEL_TILE}_twopass_fulltile_with_input_scale) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t channels = 1; channels < ${CHANNEL_TILE}; channels++) {
for (float scale = 0.01f; scale < 100.0f; scale *= 3.14159265f) {
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE+INCREMENTAL_TILE})
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.input_scale(scale)
.Test(${", ".join(TEST_ARGS)});
}
}
}
TEST(${TEST_NAME}, channels_lt_${CHANNEL_TILE}_twopass_fulltile_with_input_zero_point) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t channels = 1; channels < ${CHANNEL_TILE}; channels++) {
for (int32_t zero_point = 0; zero_point <= 255; zero_point += 51) {
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE+INCREMENTAL_TILE})
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.input_zero_point(zero_point)
.Test(${", ".join(TEST_ARGS)});
}
}
}
TEST(${TEST_NAME}, channels_lt_${CHANNEL_TILE}_twopass_fulltile_with_output_scale) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t channels = 1; channels < ${CHANNEL_TILE}; channels++) {
for (float scale = 0.01f; scale < 100.0f; scale *= 3.14159265f) {
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE+INCREMENTAL_TILE})
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.output_scale(scale)
.Test(${", ".join(TEST_ARGS)});
}
}
}
TEST(${TEST_NAME}, channels_lt_${CHANNEL_TILE}_twopass_fulltile_with_output_zero_point) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t channels = 1; channels < ${CHANNEL_TILE}; channels++) {
for (int32_t zero_point = 0; zero_point <= 255; zero_point += 51) {
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE+INCREMENTAL_TILE})
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.output_zero_point(zero_point)
.Test(${", ".join(TEST_ARGS)});
}
}
}
TEST(${TEST_NAME}, channels_lt_${CHANNEL_TILE}_twopass_fulltile_with_qmin) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t channels = 1; channels < ${CHANNEL_TILE}; channels++) {
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE+INCREMENTAL_TILE})
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.qmin(128)
.Test(${", ".join(TEST_ARGS)});
}
}
TEST(${TEST_NAME}, channels_lt_${CHANNEL_TILE}_twopass_fulltile_with_qmax) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t channels = 1; channels < ${CHANNEL_TILE}; channels++) {
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE+INCREMENTAL_TILE})
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.qmax(128)
.Test(${", ".join(TEST_ARGS)});
}
}
TEST(${TEST_NAME}, channels_lt_${CHANNEL_TILE}_twopass_subtile) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t pooling_elements = ${PRIMARY_TILE+1}; pooling_elements < ${PRIMARY_TILE+INCREMENTAL_TILE}; pooling_elements++) {
for (size_t channels = 1; channels < ${CHANNEL_TILE}; channels++) {
AvgPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.Test(${", ".join(TEST_ARGS)});
}
}
}
TEST(${TEST_NAME}, channels_lt_${CHANNEL_TILE}_twopass_subtile_with_input_offset) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t pooling_elements = ${PRIMARY_TILE+1}; pooling_elements < ${PRIMARY_TILE+INCREMENTAL_TILE}; pooling_elements++) {
for (size_t channels = 1; channels < ${CHANNEL_TILE}; channels++) {
AvgPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.input_offset(${next_prime(CHANNEL_TILE)})
.Test(${", ".join(TEST_ARGS)});
}
}
}
TEST(${TEST_NAME}, channels_lt_${CHANNEL_TILE}_twopass_subtile_with_zero) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t pooling_elements = ${PRIMARY_TILE+1}; pooling_elements < ${PRIMARY_TILE+INCREMENTAL_TILE}; pooling_elements++) {
for (size_t channels = 1; channels < ${CHANNEL_TILE}; channels++) {
for (size_t zero_index = 0; zero_index < pooling_elements; zero_index++) {
AvgPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.input_offset(${next_prime(CHANNEL_TILE)})
.zero_index(zero_index)
.Test(${", ".join(TEST_ARGS)});
}
}
}
}
TEST(${TEST_NAME}, channels_gt_${CHANNEL_TILE}_twopass_fulltile) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t channels = ${CHANNEL_TILE+1}; channels < ${10 if CHANNEL_TILE == 1 else CHANNEL_TILE*2}; channels++) {
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE+INCREMENTAL_TILE})
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.Test(${", ".join(TEST_ARGS)});
}
}
TEST(${TEST_NAME}, channels_gt_${CHANNEL_TILE}_twopass_fulltile_with_input_offset) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t channels = ${CHANNEL_TILE+1}; channels < ${10 if CHANNEL_TILE == 1 else CHANNEL_TILE*2}; channels++) {
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE+INCREMENTAL_TILE})
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.input_offset(${next_prime(CHANNEL_TILE*2)})
.Test(${", ".join(TEST_ARGS)});
}
}
TEST(${TEST_NAME}, channels_gt_${CHANNEL_TILE}_twopass_fulltile_with_zero) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t channels = ${CHANNEL_TILE+1}; channels < ${10 if CHANNEL_TILE == 1 else CHANNEL_TILE*2}; channels++) {
for (size_t zero_index = 0; zero_index < ${PRIMARY_TILE+INCREMENTAL_TILE}; zero_index++) {
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE+INCREMENTAL_TILE})
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.input_offset(${next_prime(CHANNEL_TILE*2)})
.zero_index(zero_index)
.Test(${", ".join(TEST_ARGS)});
}
}
}
$if DATATYPE == "qu8":
TEST(${TEST_NAME}, channels_gt_${CHANNEL_TILE}_twopass_fulltile_with_input_scale) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t channels = ${CHANNEL_TILE+1}; channels < ${10 if CHANNEL_TILE == 1 else CHANNEL_TILE*2}; channels++) {
for (float scale = 0.01f; scale < 100.0f; scale *= 3.14159265f) {
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE+INCREMENTAL_TILE})
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.input_scale(scale)
.Test(${", ".join(TEST_ARGS)});
}
}
}
TEST(${TEST_NAME}, channels_gt_${CHANNEL_TILE}_twopass_fulltile_with_input_zero_point) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t channels = ${CHANNEL_TILE+1}; channels < ${10 if CHANNEL_TILE == 1 else CHANNEL_TILE*2}; channels++) {
for (int32_t zero_point = 0; zero_point <= 255; zero_point += 51) {
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE+INCREMENTAL_TILE})
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.input_zero_point(zero_point)
.Test(${", ".join(TEST_ARGS)});
}
}
}
TEST(${TEST_NAME}, channels_gt_${CHANNEL_TILE}_twopass_fulltile_with_output_scale) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t channels = ${CHANNEL_TILE+1}; channels < ${10 if CHANNEL_TILE == 1 else CHANNEL_TILE*2}; channels++) {
for (float scale = 0.01f; scale < 100.0f; scale *= 3.14159265f) {
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE+INCREMENTAL_TILE})
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.output_scale(scale)
.Test(${", ".join(TEST_ARGS)});
}
}
}
TEST(${TEST_NAME}, channels_gt_${CHANNEL_TILE}_twopass_fulltile_with_output_zero_point) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t channels = ${CHANNEL_TILE+1}; channels < ${10 if CHANNEL_TILE == 1 else CHANNEL_TILE*2}; channels++) {
for (int32_t zero_point = 0; zero_point <= 255; zero_point += 51) {
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE+INCREMENTAL_TILE})
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.output_zero_point(zero_point)
.Test(${", ".join(TEST_ARGS)});
}
}
}
TEST(${TEST_NAME}, channels_gt_${CHANNEL_TILE}_twopass_fulltile_with_qmin) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t channels = ${CHANNEL_TILE+1}; channels < ${10 if CHANNEL_TILE == 1 else CHANNEL_TILE*2}; channels++) {
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE+INCREMENTAL_TILE})
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.qmin(128)
.Test(${", ".join(TEST_ARGS)});
}
}
TEST(${TEST_NAME}, channels_gt_${CHANNEL_TILE}_twopass_fulltile_with_qmax) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t channels = ${CHANNEL_TILE+1}; channels < ${10 if CHANNEL_TILE == 1 else CHANNEL_TILE*2}; channels++) {
AvgPoolMicrokernelTester()
.pooling_elements(${PRIMARY_TILE+INCREMENTAL_TILE})
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.qmax(128)
.Test(${", ".join(TEST_ARGS)});
}
}
TEST(${TEST_NAME}, channels_gt_${CHANNEL_TILE}_twopass_subtile) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t pooling_elements = ${PRIMARY_TILE+1}; pooling_elements < ${PRIMARY_TILE+INCREMENTAL_TILE}; pooling_elements++) {
for (size_t channels = ${CHANNEL_TILE+1}; channels < ${10 if CHANNEL_TILE == 1 else CHANNEL_TILE*2}; channels++) {
AvgPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.Test(${", ".join(TEST_ARGS)});
}
}
}
TEST(${TEST_NAME}, channels_gt_${CHANNEL_TILE}_twopass_subtile_with_input_offset) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t pooling_elements = ${PRIMARY_TILE+1}; pooling_elements < ${PRIMARY_TILE+INCREMENTAL_TILE}; pooling_elements++) {
for (size_t channels = ${CHANNEL_TILE+1}; channels < ${10 if CHANNEL_TILE == 1 else CHANNEL_TILE*2}; channels++) {
AvgPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.input_offset(${next_prime(CHANNEL_TILE*2)})
.Test(${", ".join(TEST_ARGS)});
}
}
}
TEST(${TEST_NAME}, channels_gt_${CHANNEL_TILE}_twopass_subtile_with_zero) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t pooling_elements = ${PRIMARY_TILE+1}; pooling_elements < ${PRIMARY_TILE+INCREMENTAL_TILE}; pooling_elements++) {
for (size_t channels = ${CHANNEL_TILE+1}; channels < ${10 if CHANNEL_TILE == 1 else CHANNEL_TILE*2}; channels++) {
for (size_t zero_index = 0; zero_index < pooling_elements; zero_index++) {
AvgPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.input_offset(${next_prime(CHANNEL_TILE*2)})
.zero_index(zero_index)
.Test(${", ".join(TEST_ARGS)});
}
}
}
}
TEST(${TEST_NAME}, channels_eq_${CHANNEL_TILE}_multipass) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t pooling_elements = ${PRIMARY_TILE+INCREMENTAL_TILE+1}; pooling_elements <= ${PRIMARY_TILE+INCREMENTAL_TILE*3}; pooling_elements += 3) {
AvgPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(${CHANNEL_TILE})
.Test(${", ".join(TEST_ARGS)});
}
}
TEST(${TEST_NAME}, channels_eq_${CHANNEL_TILE}_multipass_with_input_offset) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t pooling_elements = ${PRIMARY_TILE+INCREMENTAL_TILE+1}; pooling_elements <= ${PRIMARY_TILE+INCREMENTAL_TILE*3}; pooling_elements += 3) {
AvgPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(${CHANNEL_TILE})
.input_offset(${next_prime(CHANNEL_TILE+1)})
.Test(${", ".join(TEST_ARGS)});
}
}
TEST(${TEST_NAME}, channels_eq_${CHANNEL_TILE}_multipass_with_zero) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t pooling_elements = ${PRIMARY_TILE+INCREMENTAL_TILE+1}; pooling_elements <= ${PRIMARY_TILE+INCREMENTAL_TILE*3}; pooling_elements += 3) {
for (size_t zero_index = 0; zero_index < pooling_elements; zero_index++) {
AvgPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(${CHANNEL_TILE})
.input_offset(${next_prime(CHANNEL_TILE+1)})
.zero_index(zero_index)
.Test(${", ".join(TEST_ARGS)});
}
}
}
$if DATATYPE == "qu8":
TEST(${TEST_NAME}, channels_eq_${CHANNEL_TILE}_multipass_with_input_scale) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t pooling_elements = ${PRIMARY_TILE+INCREMENTAL_TILE+1}; pooling_elements <= ${PRIMARY_TILE+INCREMENTAL_TILE*3}; pooling_elements += 3) {
for (float scale = 0.01f; scale < 100.0f; scale *= 3.14159265f) {
AvgPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(${CHANNEL_TILE})
.input_scale(scale)
.Test(${", ".join(TEST_ARGS)});
}
}
}
TEST(${TEST_NAME}, channels_eq_${CHANNEL_TILE}_multipass_with_input_zero_point) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t pooling_elements = ${PRIMARY_TILE+INCREMENTAL_TILE+1}; pooling_elements <= ${PRIMARY_TILE+INCREMENTAL_TILE*3}; pooling_elements += 3) {
for (int32_t zero_point = 0; zero_point <= 255; zero_point += 51) {
AvgPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(${CHANNEL_TILE})
.input_zero_point(zero_point)
.Test(${", ".join(TEST_ARGS)});
}
}
}
TEST(${TEST_NAME}, channels_eq_${CHANNEL_TILE}_multipass_with_output_scale) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t pooling_elements = ${PRIMARY_TILE+INCREMENTAL_TILE+1}; pooling_elements <= ${PRIMARY_TILE+INCREMENTAL_TILE*3}; pooling_elements += 3) {
for (float scale = 0.01f; scale < 100.0f; scale *= 3.14159265f) {
AvgPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(${CHANNEL_TILE})
.output_scale(scale)
.Test(${", ".join(TEST_ARGS)});
}
}
}
TEST(${TEST_NAME}, channels_eq_${CHANNEL_TILE}_multipass_with_output_zero_point) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t pooling_elements = ${PRIMARY_TILE+INCREMENTAL_TILE+1}; pooling_elements <= ${PRIMARY_TILE+INCREMENTAL_TILE*3}; pooling_elements += 3) {
for (int32_t zero_point = 0; zero_point <= 255; zero_point += 51) {
AvgPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(${CHANNEL_TILE})
.output_zero_point(zero_point)
.Test(${", ".join(TEST_ARGS)});
}
}
}
TEST(${TEST_NAME}, channels_eq_${CHANNEL_TILE}_multipass_with_qmin) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t pooling_elements = ${PRIMARY_TILE+INCREMENTAL_TILE+1}; pooling_elements <= ${PRIMARY_TILE+INCREMENTAL_TILE*3}; pooling_elements += 3) {
AvgPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(${CHANNEL_TILE})
.qmin(128)
.Test(${", ".join(TEST_ARGS)});
}
}
TEST(${TEST_NAME}, channels_eq_${CHANNEL_TILE}_multipass_with_qmax) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t pooling_elements = ${PRIMARY_TILE+INCREMENTAL_TILE+1}; pooling_elements <= ${PRIMARY_TILE+INCREMENTAL_TILE*3}; pooling_elements += 3) {
AvgPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(${CHANNEL_TILE})
.qmax(128)
.Test(${", ".join(TEST_ARGS)});
}
}
$if CHANNEL_TILE > 1:
TEST(${TEST_NAME}, channels_div_${CHANNEL_TILE}_multipass) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t pooling_elements = ${PRIMARY_TILE+INCREMENTAL_TILE+1}; pooling_elements <= ${PRIMARY_TILE+INCREMENTAL_TILE*3}; pooling_elements += 3) {
for (size_t channels = ${CHANNEL_TILE*2}; channels < ${CHANNEL_TILE*8}; channels += ${CHANNEL_TILE}) {
AvgPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.Test(${", ".join(TEST_ARGS)});
}
}
}
TEST(${TEST_NAME}, channels_div_${CHANNEL_TILE}_multipass_with_input_offset) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t pooling_elements = ${PRIMARY_TILE+INCREMENTAL_TILE+1}; pooling_elements <= ${PRIMARY_TILE+INCREMENTAL_TILE*3}; pooling_elements += 3) {
for (size_t channels = ${CHANNEL_TILE*2}; channels < ${CHANNEL_TILE*8}; channels += ${CHANNEL_TILE}) {
AvgPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.input_offset(${next_prime(CHANNEL_TILE*8)})
.Test(${", ".join(TEST_ARGS)});
}
}
}
TEST(${TEST_NAME}, channels_div_${CHANNEL_TILE}_multipass_with_zero) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t pooling_elements = ${PRIMARY_TILE+INCREMENTAL_TILE+1}; pooling_elements <= ${PRIMARY_TILE+INCREMENTAL_TILE*3}; pooling_elements += 3) {
for (size_t channels = ${CHANNEL_TILE*2}; channels < ${CHANNEL_TILE*8}; channels += ${CHANNEL_TILE}) {
for (size_t zero_index = 0; zero_index < pooling_elements; zero_index++) {
AvgPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.input_offset(${next_prime(CHANNEL_TILE*8)})
.zero_index(zero_index)
.Test(${", ".join(TEST_ARGS)});
}
}
}
}
$if DATATYPE == "qu8":
TEST(${TEST_NAME}, channels_div_${CHANNEL_TILE}_multipass_with_input_scale) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t pooling_elements = ${PRIMARY_TILE+INCREMENTAL_TILE+1}; pooling_elements <= ${PRIMARY_TILE+INCREMENTAL_TILE*3}; pooling_elements += 3) {
for (size_t channels = ${CHANNEL_TILE*2}; channels < ${CHANNEL_TILE*8}; channels += ${CHANNEL_TILE}) {
for (float scale = 0.01f; scale < 100.0f; scale *= 3.14159265f) {
AvgPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.input_scale(scale)
.Test(${", ".join(TEST_ARGS)});
}
}
}
}
TEST(${TEST_NAME}, channels_div_${CHANNEL_TILE}_multipass_with_input_zero_point) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t pooling_elements = ${PRIMARY_TILE+INCREMENTAL_TILE+1}; pooling_elements <= ${PRIMARY_TILE+INCREMENTAL_TILE*3}; pooling_elements += 3) {
for (size_t channels = ${CHANNEL_TILE*2}; channels < ${CHANNEL_TILE*8}; channels += ${CHANNEL_TILE}) {
for (int32_t zero_point = 0; zero_point <= 255; zero_point += 51) {
AvgPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.input_zero_point(zero_point)
.Test(${", ".join(TEST_ARGS)});
}
}
}
}
TEST(${TEST_NAME}, channels_div_${CHANNEL_TILE}_multipass_with_output_scale) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t pooling_elements = ${PRIMARY_TILE+INCREMENTAL_TILE+1}; pooling_elements <= ${PRIMARY_TILE+INCREMENTAL_TILE*3}; pooling_elements += 3) {
for (size_t channels = ${CHANNEL_TILE*2}; channels < ${CHANNEL_TILE*8}; channels += ${CHANNEL_TILE}) {
for (float scale = 0.01f; scale < 100.0f; scale *= 3.14159265f) {
AvgPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.output_scale(scale)
.Test(${", ".join(TEST_ARGS)});
}
}
}
}
TEST(${TEST_NAME}, channels_div_${CHANNEL_TILE}_multipass_with_output_zero_point) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t pooling_elements = ${PRIMARY_TILE+INCREMENTAL_TILE+1}; pooling_elements <= ${PRIMARY_TILE+INCREMENTAL_TILE*3}; pooling_elements += 3) {
for (size_t channels = ${CHANNEL_TILE*2}; channels < ${CHANNEL_TILE*8}; channels += ${CHANNEL_TILE}) {
for (int32_t zero_point = 0; zero_point <= 255; zero_point += 51) {
AvgPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.output_zero_point(zero_point)
.Test(${", ".join(TEST_ARGS)});
}
}
}
}
TEST(${TEST_NAME}, channels_div_${CHANNEL_TILE}_multipass_with_qmin) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t pooling_elements = ${PRIMARY_TILE+INCREMENTAL_TILE+1}; pooling_elements <= ${PRIMARY_TILE+INCREMENTAL_TILE*3}; pooling_elements += 3) {
for (size_t channels = ${CHANNEL_TILE*2}; channels < ${CHANNEL_TILE*8}; channels += ${CHANNEL_TILE}) {
AvgPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.qmin(128)
.Test(${", ".join(TEST_ARGS)});
}
}
}
TEST(${TEST_NAME}, channels_div_${CHANNEL_TILE}_multipass_with_qmax) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t pooling_elements = ${PRIMARY_TILE+INCREMENTAL_TILE+1}; pooling_elements <= ${PRIMARY_TILE+INCREMENTAL_TILE*3}; pooling_elements += 3) {
for (size_t channels = ${CHANNEL_TILE*2}; channels < ${CHANNEL_TILE*8}; channels += ${CHANNEL_TILE}) {
AvgPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.qmax(128)
.Test(${", ".join(TEST_ARGS)});
}
}
}
TEST(${TEST_NAME}, channels_lt_${CHANNEL_TILE}_multipass) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t pooling_elements = ${PRIMARY_TILE+INCREMENTAL_TILE+1}; pooling_elements <= ${PRIMARY_TILE+INCREMENTAL_TILE*3}; pooling_elements += 3) {
for (size_t channels = 1; channels < ${CHANNEL_TILE}; channels++) {
AvgPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.Test(${", ".join(TEST_ARGS)});
}
}
}
TEST(${TEST_NAME}, channels_lt_${CHANNEL_TILE}_multipass_with_input_offset) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t pooling_elements = ${PRIMARY_TILE+INCREMENTAL_TILE+1}; pooling_elements <= ${PRIMARY_TILE+INCREMENTAL_TILE*3}; pooling_elements += 3) {
for (size_t channels = 1; channels < ${CHANNEL_TILE}; channels++) {
AvgPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.input_offset(${CHANNEL_TILE})
.Test(${", ".join(TEST_ARGS)});
}
}
}
TEST(${TEST_NAME}, channels_lt_${CHANNEL_TILE}_multipass_with_zero) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t pooling_elements = ${PRIMARY_TILE+INCREMENTAL_TILE+1}; pooling_elements <= ${PRIMARY_TILE+INCREMENTAL_TILE*3}; pooling_elements += 3) {
for (size_t channels = 1; channels < ${CHANNEL_TILE}; channels++) {
for (size_t zero_index = 0; zero_index < pooling_elements; zero_index++) {
AvgPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.input_offset(${CHANNEL_TILE})
.zero_index(zero_index)
.Test(${", ".join(TEST_ARGS)});
}
}
}
}
$if DATATYPE == "qu8":
TEST(${TEST_NAME}, channels_lt_${CHANNEL_TILE}_multipass_with_input_scale) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t pooling_elements = ${PRIMARY_TILE+INCREMENTAL_TILE+1}; pooling_elements <= ${PRIMARY_TILE+INCREMENTAL_TILE*3}; pooling_elements += 3) {
for (size_t channels = 1; channels < ${CHANNEL_TILE}; channels++) {
for (float scale = 0.01f; scale < 100.0f; scale *= 3.14159265f) {
AvgPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.input_scale(scale)
.Test(${", ".join(TEST_ARGS)});
}
}
}
}
TEST(${TEST_NAME}, channels_lt_${CHANNEL_TILE}_multipass_with_input_zero_point) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t pooling_elements = ${PRIMARY_TILE+INCREMENTAL_TILE+1}; pooling_elements <= ${PRIMARY_TILE+INCREMENTAL_TILE*3}; pooling_elements += 3) {
for (size_t channels = 1; channels < ${CHANNEL_TILE}; channels++) {
for (int32_t zero_point = 0; zero_point <= 255; zero_point += 51) {
AvgPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.input_zero_point(zero_point)
.Test(${", ".join(TEST_ARGS)});
}
}
}
}
TEST(${TEST_NAME}, channels_lt_${CHANNEL_TILE}_multipass_with_output_scale) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t pooling_elements = ${PRIMARY_TILE+INCREMENTAL_TILE+1}; pooling_elements <= ${PRIMARY_TILE+INCREMENTAL_TILE*3}; pooling_elements += 3) {
for (size_t channels = 1; channels < ${CHANNEL_TILE}; channels++) {
for (float scale = 0.01f; scale < 100.0f; scale *= 3.14159265f) {
AvgPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.output_scale(scale)
.Test(${", ".join(TEST_ARGS)});
}
}
}
}
TEST(${TEST_NAME}, channels_lt_${CHANNEL_TILE}_multipass_with_output_zero_point) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t pooling_elements = ${PRIMARY_TILE+INCREMENTAL_TILE+1}; pooling_elements <= ${PRIMARY_TILE+INCREMENTAL_TILE*3}; pooling_elements += 3) {
for (size_t channels = 1; channels < ${CHANNEL_TILE}; channels++) {
for (int32_t zero_point = 0; zero_point <= 255; zero_point += 51) {
AvgPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.output_zero_point(zero_point)
.Test(${", ".join(TEST_ARGS)});
}
}
}
}
TEST(${TEST_NAME}, channels_lt_${CHANNEL_TILE}_multipass_with_qmin) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t pooling_elements = ${PRIMARY_TILE+INCREMENTAL_TILE+1}; pooling_elements <= ${PRIMARY_TILE+INCREMENTAL_TILE*3}; pooling_elements += 3) {
for (size_t channels = 1; channels < ${CHANNEL_TILE}; channels++) {
AvgPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.qmin(128)
.Test(${", ".join(TEST_ARGS)});
}
}
}
TEST(${TEST_NAME}, channels_lt_${CHANNEL_TILE}_multipass_with_qmax) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t pooling_elements = ${PRIMARY_TILE+INCREMENTAL_TILE+1}; pooling_elements <= ${PRIMARY_TILE+INCREMENTAL_TILE*3}; pooling_elements += 3) {
for (size_t channels = 1; channels < ${CHANNEL_TILE}; channels++) {
AvgPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.qmax(128)
.Test(${", ".join(TEST_ARGS)});
}
}
}
TEST(${TEST_NAME}, channels_gt_${CHANNEL_TILE}_multipass) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t pooling_elements = ${PRIMARY_TILE+INCREMENTAL_TILE+1}; pooling_elements <= ${PRIMARY_TILE+INCREMENTAL_TILE*3}; pooling_elements += 3) {
for (size_t channels = ${CHANNEL_TILE+1}; channels < ${10 if CHANNEL_TILE == 1 else CHANNEL_TILE*2}; channels++) {
AvgPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.Test(${", ".join(TEST_ARGS)});
}
}
}
TEST(${TEST_NAME}, channels_gt_${CHANNEL_TILE}_multipass_with_input_offset) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t pooling_elements = ${PRIMARY_TILE+INCREMENTAL_TILE+1}; pooling_elements <= ${PRIMARY_TILE+INCREMENTAL_TILE*3}; pooling_elements += 3) {
for (size_t channels = ${CHANNEL_TILE+1}; channels < ${10 if CHANNEL_TILE == 1 else CHANNEL_TILE*2}; channels++) {
AvgPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.input_offset(${next_prime(CHANNEL_TILE*2)})
.Test(${", ".join(TEST_ARGS)});
}
}
}
TEST(${TEST_NAME}, channels_gt_${CHANNEL_TILE}_multipass_with_zero) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t pooling_elements = ${PRIMARY_TILE+INCREMENTAL_TILE+1}; pooling_elements <= ${PRIMARY_TILE+INCREMENTAL_TILE*3}; pooling_elements += 3) {
for (size_t channels = ${CHANNEL_TILE+1}; channels < ${10 if CHANNEL_TILE == 1 else CHANNEL_TILE*2}; channels++) {
for (size_t zero_index = 0; zero_index < pooling_elements; zero_index++) {
AvgPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.input_offset(${next_prime(CHANNEL_TILE*2)})
.zero_index(zero_index)
.Test(${", ".join(TEST_ARGS)});
}
}
}
}
$if DATATYPE == "qu8":
TEST(${TEST_NAME}, channels_gt_${CHANNEL_TILE}_multipass_with_input_scale) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t pooling_elements = ${PRIMARY_TILE+INCREMENTAL_TILE+1}; pooling_elements <= ${PRIMARY_TILE+INCREMENTAL_TILE*3}; pooling_elements += 3) {
for (size_t channels = ${CHANNEL_TILE+1}; channels < ${10 if CHANNEL_TILE == 1 else CHANNEL_TILE*2}; channels++) {
for (float scale = 0.01f; scale < 100.0f; scale *= 3.14159265f) {
AvgPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.input_scale(scale)
.Test(${", ".join(TEST_ARGS)});
}
}
}
}
TEST(${TEST_NAME}, channels_gt_${CHANNEL_TILE}_multipass_with_input_zero_point) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t pooling_elements = ${PRIMARY_TILE+INCREMENTAL_TILE+1}; pooling_elements <= ${PRIMARY_TILE+INCREMENTAL_TILE*3}; pooling_elements += 3) {
for (size_t channels = ${CHANNEL_TILE+1}; channels < ${10 if CHANNEL_TILE == 1 else CHANNEL_TILE*2}; channels++) {
for (int32_t zero_point = 0; zero_point <= 255; zero_point += 51) {
AvgPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.input_zero_point(zero_point)
.Test(${", ".join(TEST_ARGS)});
}
}
}
}
TEST(${TEST_NAME}, channels_gt_${CHANNEL_TILE}_multipass_with_output_scale) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t pooling_elements = ${PRIMARY_TILE+INCREMENTAL_TILE+1}; pooling_elements <= ${PRIMARY_TILE+INCREMENTAL_TILE*3}; pooling_elements += 3) {
for (size_t channels = ${CHANNEL_TILE+1}; channels < ${10 if CHANNEL_TILE == 1 else CHANNEL_TILE*2}; channels++) {
for (float scale = 0.01f; scale < 100.0f; scale *= 3.14159265f) {
AvgPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.output_scale(scale)
.Test(${", ".join(TEST_ARGS)});
}
}
}
}
TEST(${TEST_NAME}, channels_gt_${CHANNEL_TILE}_multipass_with_output_zero_point) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t pooling_elements = ${PRIMARY_TILE+INCREMENTAL_TILE+1}; pooling_elements <= ${PRIMARY_TILE+INCREMENTAL_TILE*3}; pooling_elements += 3) {
for (size_t channels = ${CHANNEL_TILE+1}; channels < ${10 if CHANNEL_TILE == 1 else CHANNEL_TILE*2}; channels++) {
for (int32_t zero_point = 0; zero_point <= 255; zero_point += 51) {
AvgPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.output_zero_point(zero_point)
.Test(${", ".join(TEST_ARGS)});
}
}
}
}
TEST(${TEST_NAME}, channels_gt_${CHANNEL_TILE}_multipass_with_qmin) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t pooling_elements = ${PRIMARY_TILE+INCREMENTAL_TILE+1}; pooling_elements <= ${PRIMARY_TILE+INCREMENTAL_TILE*3}; pooling_elements += 3) {
for (size_t channels = ${CHANNEL_TILE+1}; channels < ${10 if CHANNEL_TILE == 1 else CHANNEL_TILE*2}; channels++) {
AvgPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.qmin(128)
.Test(${", ".join(TEST_ARGS)});
}
}
}
TEST(${TEST_NAME}, channels_gt_${CHANNEL_TILE}_multipass_with_qmax) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t pooling_elements = ${PRIMARY_TILE+INCREMENTAL_TILE+1}; pooling_elements <= ${PRIMARY_TILE+INCREMENTAL_TILE*3}; pooling_elements += 3) {
for (size_t channels = ${CHANNEL_TILE+1}; channels < ${10 if CHANNEL_TILE == 1 else CHANNEL_TILE*2}; channels++) {
AvgPoolMicrokernelTester()
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.qmax(128)
.Test(${", ".join(TEST_ARGS)});
}
}
}
TEST(${TEST_NAME}, few_output_pixels) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t output_pixels = 2; output_pixels <= 5; output_pixels++) {
for (size_t pooling_elements : std::vector<size_t>{{${PRIMARY_TILE+1}, ${PRIMARY_TILE+INCREMENTAL_TILE-1}, ${PRIMARY_TILE+INCREMENTAL_TILE+1}}}) {
for (size_t channels = 1; channels <= ${CHANNEL_TILE*5}; channels += ${max(1, CHANNEL_TILE-1)}) {
AvgPoolMicrokernelTester()
.output_pixels(output_pixels)
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.Test(${", ".join(TEST_ARGS)});
}
}
}
}
TEST(${TEST_NAME}, few_output_pixels_with_input_offset) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t output_pixels = 2; output_pixels <= 5; output_pixels++) {
for (size_t pooling_elements : std::vector<size_t>{{${PRIMARY_TILE+1}, ${PRIMARY_TILE+INCREMENTAL_TILE-1}, ${PRIMARY_TILE+INCREMENTAL_TILE+1}}}) {
for (size_t channels = 1; channels <= ${CHANNEL_TILE*5}; channels += ${max(1, CHANNEL_TILE-1)}) {
AvgPoolMicrokernelTester()
.output_pixels(output_pixels)
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.input_offset(${next_prime(CHANNEL_TILE*5+1)})
.Test(${", ".join(TEST_ARGS)});
}
}
}
}
TEST(${TEST_NAME}, few_output_pixels_with_zero) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t output_pixels = 2; output_pixels <= 5; output_pixels++) {
for (size_t pooling_elements : std::vector<size_t>{{${PRIMARY_TILE+1}, ${PRIMARY_TILE+INCREMENTAL_TILE-1}, ${PRIMARY_TILE+INCREMENTAL_TILE+1}}}) {
for (size_t channels = 1; channels <= ${CHANNEL_TILE*5}; channels += ${max(1, CHANNEL_TILE-1)}) {
for (size_t zero_index = 0; zero_index < pooling_elements; zero_index++) {
AvgPoolMicrokernelTester()
.output_pixels(output_pixels)
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.input_offset(${next_prime(CHANNEL_TILE*5+1)})
.zero_index(zero_index)
.Test(${", ".join(TEST_ARGS)});
}
}
}
}
}
$if DATATYPE == "qu8":
TEST(${TEST_NAME}, few_output_pixels_with_input_scale) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t output_pixels = 2; output_pixels <= 5; output_pixels++) {
for (size_t pooling_elements : std::vector<size_t>{{${PRIMARY_TILE+1}, ${PRIMARY_TILE+INCREMENTAL_TILE-1}, ${PRIMARY_TILE+INCREMENTAL_TILE+1}}}) {
for (size_t channels = 1; channels <= ${CHANNEL_TILE*5}; channels += ${max(1, CHANNEL_TILE-1)}) {
for (float scale = 0.01f; scale < 100.0f; scale *= 3.14159265f) {
AvgPoolMicrokernelTester()
.output_pixels(output_pixels)
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.input_scale(scale)
.Test(${", ".join(TEST_ARGS)});
}
}
}
}
}
TEST(${TEST_NAME}, few_output_pixels_with_input_zero_point) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t output_pixels = 2; output_pixels <= 5; output_pixels++) {
for (size_t pooling_elements : std::vector<size_t>{{${PRIMARY_TILE+1}, ${PRIMARY_TILE+INCREMENTAL_TILE-1}, ${PRIMARY_TILE+INCREMENTAL_TILE+1}}}) {
for (size_t channels = 1; channels <= ${CHANNEL_TILE*5}; channels += ${max(1, CHANNEL_TILE-1)}) {
for (int32_t zero_point = 0; zero_point <= 255; zero_point += 51) {
AvgPoolMicrokernelTester()
.output_pixels(output_pixels)
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.input_zero_point(zero_point)
.Test(${", ".join(TEST_ARGS)});
}
}
}
}
}
TEST(${TEST_NAME}, few_output_pixels_with_output_scale) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t output_pixels = 2; output_pixels <= 5; output_pixels++) {
for (size_t pooling_elements : std::vector<size_t>{{${PRIMARY_TILE+1}, ${PRIMARY_TILE+INCREMENTAL_TILE-1}, ${PRIMARY_TILE+INCREMENTAL_TILE+1}}}) {
for (size_t channels = 1; channels <= ${CHANNEL_TILE*5}; channels += ${max(1, CHANNEL_TILE-1)}) {
for (float scale = 0.01f; scale < 100.0f; scale *= 3.14159265f) {
AvgPoolMicrokernelTester()
.output_pixels(output_pixels)
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.output_scale(scale)
.Test(${", ".join(TEST_ARGS)});
}
}
}
}
}
TEST(${TEST_NAME}, few_output_pixels_with_output_zero_point) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t output_pixels = 2; output_pixels <= 5; output_pixels++) {
for (size_t pooling_elements : std::vector<size_t>{{${PRIMARY_TILE+1}, ${PRIMARY_TILE+INCREMENTAL_TILE-1}, ${PRIMARY_TILE+INCREMENTAL_TILE+1}}}) {
for (size_t channels = 1; channels <= ${CHANNEL_TILE*5}; channels += ${max(1, CHANNEL_TILE-1)}) {
for (int32_t zero_point = 0; zero_point <= 255; zero_point += 51) {
AvgPoolMicrokernelTester()
.output_pixels(output_pixels)
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.output_zero_point(zero_point)
.Test(${", ".join(TEST_ARGS)});
}
}
}
}
}
TEST(${TEST_NAME}, few_output_pixels_with_qmin) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t output_pixels = 2; output_pixels <= 5; output_pixels++) {
for (size_t pooling_elements : std::vector<size_t>{{${PRIMARY_TILE+1}, ${PRIMARY_TILE+INCREMENTAL_TILE-1}, ${PRIMARY_TILE+INCREMENTAL_TILE+1}}}) {
for (size_t channels = 1; channels <= ${CHANNEL_TILE*5}; channels += ${max(1, CHANNEL_TILE-1)}) {
AvgPoolMicrokernelTester()
.output_pixels(output_pixels)
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.qmin(128)
.Test(${", ".join(TEST_ARGS)});
}
}
}
}
TEST(${TEST_NAME}, few_output_pixels_with_qmax) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t output_pixels = 2; output_pixels <= 5; output_pixels++) {
for (size_t pooling_elements : std::vector<size_t>{{${PRIMARY_TILE+1}, ${PRIMARY_TILE+INCREMENTAL_TILE-1}, ${PRIMARY_TILE+INCREMENTAL_TILE+1}}}) {
for (size_t channels = 1; channels <= ${CHANNEL_TILE*5}; channels += ${max(1, CHANNEL_TILE-1)}) {
AvgPoolMicrokernelTester()
.output_pixels(output_pixels)
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.qmax(128)
.Test(${", ".join(TEST_ARGS)});
}
}
}
}
TEST(${TEST_NAME}, few_output_pixels_with_output_stride) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t output_pixels = 2; output_pixels <= 5; output_pixels++) {
for (size_t pooling_elements : std::vector<size_t>{{${PRIMARY_TILE+1}, ${PRIMARY_TILE+INCREMENTAL_TILE-1}, ${PRIMARY_TILE+INCREMENTAL_TILE+1}}}) {
for (size_t channels = 1; channels <= ${CHANNEL_TILE*5}; channels += ${max(1, CHANNEL_TILE-1)}) {
AvgPoolMicrokernelTester()
.output_pixels(output_pixels)
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.channels(channels)
.output_stride(${next_prime(CHANNEL_TILE*5+1)})
.Test(${", ".join(TEST_ARGS)});
}
}
}
}
TEST(${TEST_NAME}, few_output_pixels_with_step) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t output_pixels = 2; output_pixels <= 5; output_pixels++) {
for (size_t pooling_elements : std::vector<size_t>{{${PRIMARY_TILE+1}, ${PRIMARY_TILE+INCREMENTAL_TILE-1}, ${PRIMARY_TILE+INCREMENTAL_TILE+1}}}) {
for (size_t channels = 1; channels <= ${CHANNEL_TILE*5}; channels += ${max(1, CHANNEL_TILE-1)}) {
for (size_t step = 2; step <= pooling_elements; step++) {
AvgPoolMicrokernelTester()
.output_pixels(output_pixels)
.pooling_elements(pooling_elements)
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
.step(step)
.channels(channels)
.output_stride(${next_prime(CHANNEL_TILE*5+1)})
.Test(${", ".join(TEST_ARGS)});
}
}
}
}
}
"""
def generate_test_cases(ukernel, primary_tile, incremental_tile, channel_tile,
isa):
"""Generates all tests cases for a AVGPOOL micro-kernel.
Args:
ukernel: C name of the micro-kernel function.
primary_tile: Number of rows (pixels) processed per one iteration of the
primary outer loop of the micro-kernel.
incremental_tile: Number of rows (pixels) processed per one iteration of
the incremental outer loop of the micro-kernel.
channel_tile: Number of channels processed per one iteration of the inner
loops of the micro-kernel.
isa: instruction set required to run the micro-kernel. Generated unit test
will skip execution if the host processor doesn't support this ISA.
Returns:
Code for the test case.
"""
_, test_name = ukernel.split("_", 1)
_, datatype, ukernel_type, _ = ukernel.split("_", 3)
test_args = [ukernel]
if not isa:
test_args.append("AvgPoolMicrokernelTester::Variant::Scalar")
return xngen.preprocess(AVGPOOL_TEST_TEMPLATE, {
"TEST_NAME": test_name.upper().replace("UKERNEL_", ""),
"TEST_ARGS": test_args,
"DATATYPE": datatype,
"PRIMARY_TILE": primary_tile,
"INCREMENTAL_TILE": incremental_tile,
"CHANNEL_TILE": channel_tile,
"ISA_CHECK": xnncommon.generate_isa_check_macro(isa),
"next_prime": next_prime,
})
def main(args):
options = parser.parse_args(args)
with codecs.open(options.spec, "r", encoding="utf-8") as spec_file:
spec_yaml = yaml.safe_load(spec_file)
if not isinstance(spec_yaml, list):
raise ValueError("expected a list of micro-kernels in the spec")
tests = """\
// Copyright (c) Facebook, Inc. and its affiliates.
// All rights reserved.
//
// Copyright 2020 Google LLC
//
// This source code is licensed under the BSD-style license found in the
// LICENSE file in the root directory of this source tree.
//
// Auto-generated file. Do not edit!
// Specification: {specification}
// Generator: {generator}
#include <gtest/gtest.h>
#include <xnnpack/common.h>
#include <xnnpack/isa-checks.h>
#include <xnnpack/avgpool.h>
#include <xnnpack/pavgpool.h>
#include "avgpool-microkernel-tester.h"
""".format(specification=options.spec, generator=sys.argv[0])
for ukernel_spec in spec_yaml:
name = ukernel_spec["name"]
primary_tile, incremental_tile, channel_tile, arch, isa = \
split_ukernel_name(name)
# specification can override architecture
arch = ukernel_spec.get("arch", arch)
test_case = generate_test_cases(name, primary_tile, incremental_tile,
channel_tile, isa)
tests += "\n\n" + xnncommon.postprocess_test_case(test_case, arch, isa)
with codecs.open(options.output, "w", encoding="utf-8") as output_file:
output_file.write(tests)
if __name__ == "__main__":
main(sys.argv[1:])