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1086 lines
39 KiB
1086 lines
39 KiB
#!/usr/bin/env python
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# Copyright 2019 Google LLC
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#
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# This source code is licensed under the BSD-style license found in the
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# LICENSE file in the root directory of this source tree.
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import argparse
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import codecs
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import math
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import os
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import re
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import sys
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import yaml
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sys.path.insert(0, os.path.dirname(os.path.abspath(__file__)))
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from primes import next_prime
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import xngen
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import xnncommon
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parser = argparse.ArgumentParser(description='MaxPool microkernel test generator')
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parser.add_argument("-s", "--spec", metavar="FILE", required=True,
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help="Specification (YAML) file")
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parser.add_argument("-o", "--output", metavar="FILE", required=True,
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help='Output (C++ source) file')
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parser.set_defaults(defines=list())
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def split_ukernel_name(name):
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match = re.match(r"^xnn_(s8|u8|s16|f16|f32)_maxpool(_(minmax))?_ukernel_(\d+)p(\d+)x__(.+)_c(\d+)$", name)
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if match is None:
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raise ValueError("Unexpected microkernel name: " + name)
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primary_tile = int(match.group(4))
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incremental_tile = int(match.group(5))
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channel_tile = int(match.group(7))
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arch, isa = xnncommon.parse_target_name(target_name=match.group(6))
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return primary_tile, incremental_tile, channel_tile, arch, isa
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MAXPOOL_TEST_TEMPLATE = """\
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TEST(${TEST_NAME}, channels_eq_${CHANNEL_TILE}_unipass_fulltile) {
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$if ISA_CHECK:
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${ISA_CHECK};
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MaxPoolMicrokernelTester()
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.pooling_elements(${PRIMARY_TILE})
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.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
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.channels(${CHANNEL_TILE})
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.Test(${", ".join(TEST_ARGS)});
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}
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TEST(${TEST_NAME}, channels_eq_${CHANNEL_TILE}_unipass_fulltile_with_input_offset) {
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$if ISA_CHECK:
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${ISA_CHECK};
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MaxPoolMicrokernelTester()
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.pooling_elements(${PRIMARY_TILE})
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.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
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.channels(${CHANNEL_TILE})
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.input_offset(${next_prime(CHANNEL_TILE+1)})
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.Test(${", ".join(TEST_ARGS)});
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}
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TEST(${TEST_NAME}, channels_eq_${CHANNEL_TILE}_unipass_fulltile_with_qmin) {
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$if ISA_CHECK:
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${ISA_CHECK};
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MaxPoolMicrokernelTester()
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.pooling_elements(${PRIMARY_TILE})
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.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
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.channels(${CHANNEL_TILE})
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.qmin(192)
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.Test(${", ".join(TEST_ARGS)});
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}
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TEST(${TEST_NAME}, channels_eq_${CHANNEL_TILE}_unipass_fulltile_with_qmax) {
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$if ISA_CHECK:
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${ISA_CHECK};
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MaxPoolMicrokernelTester()
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.pooling_elements(${PRIMARY_TILE})
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.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
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.channels(${CHANNEL_TILE})
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.qmax(192)
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.Test(${", ".join(TEST_ARGS)});
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}
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TEST(${TEST_NAME}, channels_eq_${CHANNEL_TILE}_unipass_subtile) {
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$if ISA_CHECK:
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${ISA_CHECK};
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for (size_t pooling_elements = 2; pooling_elements < ${PRIMARY_TILE}; pooling_elements++) {
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MaxPoolMicrokernelTester()
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.pooling_elements(pooling_elements)
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.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
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.channels(${CHANNEL_TILE})
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.Test(${", ".join(TEST_ARGS)});
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}
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}
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TEST(${TEST_NAME}, channels_eq_${CHANNEL_TILE}_unipass_subtile_with_input_offset) {
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$if ISA_CHECK:
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${ISA_CHECK};
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for (size_t pooling_elements = 2; pooling_elements < ${PRIMARY_TILE}; pooling_elements++) {
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MaxPoolMicrokernelTester()
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.pooling_elements(pooling_elements)
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.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
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.channels(${CHANNEL_TILE})
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.input_offset(${next_prime(CHANNEL_TILE+1)})
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.Test(${", ".join(TEST_ARGS)});
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}
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}
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$if CHANNEL_TILE > 1:
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TEST(${TEST_NAME}, channels_div_${CHANNEL_TILE}_unipass_fulltile) {
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$if ISA_CHECK:
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${ISA_CHECK};
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for (size_t channels = ${CHANNEL_TILE*2}; channels < ${CHANNEL_TILE*8}; channels += ${CHANNEL_TILE}) {
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MaxPoolMicrokernelTester()
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.pooling_elements(${PRIMARY_TILE})
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.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
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.channels(channels)
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.Test(${", ".join(TEST_ARGS)});
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}
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}
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TEST(${TEST_NAME}, channels_div_${CHANNEL_TILE}_unipass_fulltile_with_input_offset) {
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$if ISA_CHECK:
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${ISA_CHECK};
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for (size_t channels = ${CHANNEL_TILE*2}; channels < ${CHANNEL_TILE*8}; channels += ${CHANNEL_TILE}) {
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MaxPoolMicrokernelTester()
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.pooling_elements(${PRIMARY_TILE})
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.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
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.channels(channels)
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.input_offset(${next_prime(CHANNEL_TILE*8)})
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.Test(${", ".join(TEST_ARGS)});
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}
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}
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TEST(${TEST_NAME}, channels_div_${CHANNEL_TILE}_unipass_fulltile_with_qmin) {
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$if ISA_CHECK:
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${ISA_CHECK};
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for (size_t channels = ${CHANNEL_TILE*2}; channels < ${CHANNEL_TILE*8}; channels += ${CHANNEL_TILE}) {
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MaxPoolMicrokernelTester()
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.pooling_elements(${PRIMARY_TILE})
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.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
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.channels(channels)
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.qmin(192)
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.Test(${", ".join(TEST_ARGS)});
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}
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}
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TEST(${TEST_NAME}, channels_div_${CHANNEL_TILE}_unipass_fulltile_with_qmax) {
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$if ISA_CHECK:
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${ISA_CHECK};
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for (size_t channels = ${CHANNEL_TILE*2}; channels < ${CHANNEL_TILE*8}; channels += ${CHANNEL_TILE}) {
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MaxPoolMicrokernelTester()
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.pooling_elements(${PRIMARY_TILE})
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.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
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.channels(channels)
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.qmax(192)
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.Test(${", ".join(TEST_ARGS)});
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}
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}
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TEST(${TEST_NAME}, channels_div_${CHANNEL_TILE}_unipass_subtile) {
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$if ISA_CHECK:
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${ISA_CHECK};
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for (size_t pooling_elements = 2; pooling_elements < ${PRIMARY_TILE}; pooling_elements++) {
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for (size_t channels = ${CHANNEL_TILE*2}; channels < ${CHANNEL_TILE*8}; channels += ${CHANNEL_TILE}) {
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MaxPoolMicrokernelTester()
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.pooling_elements(pooling_elements)
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.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
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.channels(channels)
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.Test(${", ".join(TEST_ARGS)});
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}
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}
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}
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TEST(${TEST_NAME}, channels_div_${CHANNEL_TILE}_unipass_subtile_with_input_offset) {
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$if ISA_CHECK:
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${ISA_CHECK};
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for (size_t pooling_elements = 2; pooling_elements < ${PRIMARY_TILE}; pooling_elements++) {
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for (size_t channels = ${CHANNEL_TILE*2}; channels < ${CHANNEL_TILE*8}; channels += ${CHANNEL_TILE}) {
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MaxPoolMicrokernelTester()
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.pooling_elements(pooling_elements)
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.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
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.channels(channels)
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.input_offset(${next_prime(CHANNEL_TILE*8)})
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.Test(${", ".join(TEST_ARGS)});
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}
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}
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}
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TEST(${TEST_NAME}, channels_lt_${CHANNEL_TILE}_unipass_fulltile) {
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$if ISA_CHECK:
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${ISA_CHECK};
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for (size_t channels = 1; channels < ${CHANNEL_TILE}; channels++) {
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MaxPoolMicrokernelTester()
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.pooling_elements(${PRIMARY_TILE})
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.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
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.channels(channels)
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.Test(${", ".join(TEST_ARGS)});
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}
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}
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TEST(${TEST_NAME}, channels_lt_${CHANNEL_TILE}_unipass_fulltile_with_input_offset) {
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$if ISA_CHECK:
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${ISA_CHECK};
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for (size_t channels = 1; channels < ${CHANNEL_TILE}; channels++) {
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MaxPoolMicrokernelTester()
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.pooling_elements(${PRIMARY_TILE})
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.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
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.channels(channels)
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.input_offset(${next_prime(CHANNEL_TILE)})
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.Test(${", ".join(TEST_ARGS)});
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}
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}
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TEST(${TEST_NAME}, channels_lt_${CHANNEL_TILE}_unipass_fulltile_with_qmin) {
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$if ISA_CHECK:
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${ISA_CHECK};
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for (size_t channels = 1; channels < ${CHANNEL_TILE}; channels++) {
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MaxPoolMicrokernelTester()
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.pooling_elements(${PRIMARY_TILE})
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.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
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.channels(channels)
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.qmin(192)
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.Test(${", ".join(TEST_ARGS)});
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}
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}
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TEST(${TEST_NAME}, channels_lt_${CHANNEL_TILE}_unipass_fulltile_with_qmax) {
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$if ISA_CHECK:
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${ISA_CHECK};
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for (size_t channels = 1; channels < ${CHANNEL_TILE}; channels++) {
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MaxPoolMicrokernelTester()
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.pooling_elements(${PRIMARY_TILE})
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.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
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.channels(channels)
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.qmax(192)
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.Test(${", ".join(TEST_ARGS)});
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}
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}
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TEST(${TEST_NAME}, channels_lt_${CHANNEL_TILE}_unipass_subtile) {
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$if ISA_CHECK:
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${ISA_CHECK};
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for (size_t pooling_elements = 2; pooling_elements < ${PRIMARY_TILE}; pooling_elements++) {
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for (size_t channels = 1; channels < ${CHANNEL_TILE}; channels++) {
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MaxPoolMicrokernelTester()
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.pooling_elements(pooling_elements)
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.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
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.channels(channels)
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.Test(${", ".join(TEST_ARGS)});
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}
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}
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}
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TEST(${TEST_NAME}, channels_lt_${CHANNEL_TILE}_unipass_subtile_with_input_offset) {
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$if ISA_CHECK:
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${ISA_CHECK};
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for (size_t pooling_elements = 2; pooling_elements < ${PRIMARY_TILE}; pooling_elements++) {
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for (size_t channels = 1; channels < ${CHANNEL_TILE}; channels++) {
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MaxPoolMicrokernelTester()
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.pooling_elements(pooling_elements)
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.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
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.channels(channels)
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.input_offset(${next_prime(CHANNEL_TILE)})
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.Test(${", ".join(TEST_ARGS)});
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}
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}
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}
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TEST(${TEST_NAME}, channels_gt_${CHANNEL_TILE}_unipass_fulltile) {
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$if ISA_CHECK:
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${ISA_CHECK};
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for (size_t channels = ${CHANNEL_TILE+1}; channels < ${10 if CHANNEL_TILE == 1 else CHANNEL_TILE*2}; channels++) {
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MaxPoolMicrokernelTester()
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.pooling_elements(${PRIMARY_TILE})
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.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
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.channels(channels)
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.Test(${", ".join(TEST_ARGS)});
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}
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}
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TEST(${TEST_NAME}, channels_gt_${CHANNEL_TILE}_unipass_fulltile_with_input_offset) {
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$if ISA_CHECK:
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${ISA_CHECK};
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for (size_t channels = ${CHANNEL_TILE+1}; channels < ${10 if CHANNEL_TILE == 1 else CHANNEL_TILE*2}; channels++) {
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MaxPoolMicrokernelTester()
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.pooling_elements(${PRIMARY_TILE})
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.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
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.channels(channels)
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.input_offset(${next_prime(CHANNEL_TILE*2)})
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.Test(${", ".join(TEST_ARGS)});
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}
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}
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TEST(${TEST_NAME}, channels_gt_${CHANNEL_TILE}_unipass_fulltile_with_qmin) {
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$if ISA_CHECK:
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${ISA_CHECK};
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for (size_t channels = ${CHANNEL_TILE+1}; channels < ${10 if CHANNEL_TILE == 1 else CHANNEL_TILE*2}; channels++) {
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MaxPoolMicrokernelTester()
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.pooling_elements(${PRIMARY_TILE})
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.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
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.channels(channels)
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.qmin(192)
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.Test(${", ".join(TEST_ARGS)});
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}
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}
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TEST(${TEST_NAME}, channels_gt_${CHANNEL_TILE}_unipass_fulltile_with_qmax) {
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$if ISA_CHECK:
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${ISA_CHECK};
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for (size_t channels = ${CHANNEL_TILE+1}; channels < ${10 if CHANNEL_TILE == 1 else CHANNEL_TILE*2}; channels++) {
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MaxPoolMicrokernelTester()
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.pooling_elements(${PRIMARY_TILE})
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.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
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.channels(channels)
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.qmax(192)
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.Test(${", ".join(TEST_ARGS)});
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}
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}
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TEST(${TEST_NAME}, channels_gt_${CHANNEL_TILE}_unipass_subtile) {
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$if ISA_CHECK:
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${ISA_CHECK};
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for (size_t pooling_elements = 2; pooling_elements < ${PRIMARY_TILE}; pooling_elements++) {
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for (size_t channels = ${CHANNEL_TILE+1}; channels < ${10 if CHANNEL_TILE == 1 else CHANNEL_TILE*2}; channels++) {
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MaxPoolMicrokernelTester()
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.pooling_elements(pooling_elements)
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.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
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.channels(channels)
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.Test(${", ".join(TEST_ARGS)});
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}
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}
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}
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TEST(${TEST_NAME}, channels_gt_${CHANNEL_TILE}_unipass_subtile_with_input_offset) {
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$if ISA_CHECK:
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${ISA_CHECK};
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for (size_t pooling_elements = 2; pooling_elements < ${PRIMARY_TILE}; pooling_elements++) {
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for (size_t channels = ${CHANNEL_TILE+1}; channels < ${10 if CHANNEL_TILE == 1 else CHANNEL_TILE*2}; channels++) {
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MaxPoolMicrokernelTester()
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.pooling_elements(pooling_elements)
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.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
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.channels(channels)
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.input_offset(${next_prime(CHANNEL_TILE*2)})
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.Test(${", ".join(TEST_ARGS)});
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}
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}
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}
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TEST(${TEST_NAME}, channels_eq_${CHANNEL_TILE}_twopass_fulltile) {
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$if ISA_CHECK:
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${ISA_CHECK};
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MaxPoolMicrokernelTester()
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.pooling_elements(${PRIMARY_TILE+INCREMENTAL_TILE})
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.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
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.channels(${CHANNEL_TILE})
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.Test(${", ".join(TEST_ARGS)});
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}
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TEST(${TEST_NAME}, channels_eq_${CHANNEL_TILE}_twopass_fulltile_with_input_offset) {
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$if ISA_CHECK:
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${ISA_CHECK};
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MaxPoolMicrokernelTester()
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.pooling_elements(${PRIMARY_TILE+INCREMENTAL_TILE})
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.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
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.channels(${CHANNEL_TILE})
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.input_offset(${next_prime(CHANNEL_TILE+1)})
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.Test(${", ".join(TEST_ARGS)});
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}
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TEST(${TEST_NAME}, channels_eq_${CHANNEL_TILE}_twopass_fulltile_with_qmin) {
|
|
$if ISA_CHECK:
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${ISA_CHECK};
|
|
MaxPoolMicrokernelTester()
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|
.pooling_elements(${PRIMARY_TILE+INCREMENTAL_TILE})
|
|
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
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.channels(${CHANNEL_TILE})
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|
.qmin(192)
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.Test(${", ".join(TEST_ARGS)});
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}
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|
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|
TEST(${TEST_NAME}, channels_eq_${CHANNEL_TILE}_twopass_fulltile_with_qmax) {
|
|
$if ISA_CHECK:
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${ISA_CHECK};
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|
MaxPoolMicrokernelTester()
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.pooling_elements(${PRIMARY_TILE+INCREMENTAL_TILE})
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.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
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.channels(${CHANNEL_TILE})
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.qmax(192)
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.Test(${", ".join(TEST_ARGS)});
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}
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TEST(${TEST_NAME}, channels_eq_${CHANNEL_TILE}_twopass_subtile) {
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$if ISA_CHECK:
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${ISA_CHECK};
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for (size_t pooling_elements = ${PRIMARY_TILE+1}; pooling_elements < ${PRIMARY_TILE+INCREMENTAL_TILE}; pooling_elements++) {
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MaxPoolMicrokernelTester()
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.pooling_elements(pooling_elements)
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.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
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.channels(${CHANNEL_TILE})
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.Test(${", ".join(TEST_ARGS)});
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}
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}
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TEST(${TEST_NAME}, channels_eq_${CHANNEL_TILE}_twopass_subtile_with_input_offset) {
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|
$if ISA_CHECK:
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${ISA_CHECK};
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for (size_t pooling_elements = ${PRIMARY_TILE+1}; pooling_elements < ${PRIMARY_TILE+INCREMENTAL_TILE}; pooling_elements++) {
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|
MaxPoolMicrokernelTester()
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.pooling_elements(pooling_elements)
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.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
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.channels(${CHANNEL_TILE})
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.input_offset(${next_prime(CHANNEL_TILE+1)})
|
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.Test(${", ".join(TEST_ARGS)});
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}
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}
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$if CHANNEL_TILE > 1:
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TEST(${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 += ${CHANNEL_TILE}) {
|
|
MaxPoolMicrokernelTester()
|
|
.pooling_elements(${PRIMARY_TILE+INCREMENTAL_TILE})
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|
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
|
|
.channels(channels)
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|
.Test(${", ".join(TEST_ARGS)});
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}
|
|
}
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|
|
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 += ${CHANNEL_TILE}) {
|
|
MaxPoolMicrokernelTester()
|
|
.pooling_elements(${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_qmin) {
|
|
$if ISA_CHECK:
|
|
${ISA_CHECK};
|
|
for (size_t channels = ${CHANNEL_TILE*2}; channels < ${CHANNEL_TILE*8}; channels += ${CHANNEL_TILE}) {
|
|
MaxPoolMicrokernelTester()
|
|
.pooling_elements(${PRIMARY_TILE+INCREMENTAL_TILE})
|
|
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
|
|
.channels(channels)
|
|
.qmin(192)
|
|
.Test(${", ".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 += ${CHANNEL_TILE}) {
|
|
MaxPoolMicrokernelTester()
|
|
.pooling_elements(${PRIMARY_TILE+INCREMENTAL_TILE})
|
|
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
|
|
.channels(channels)
|
|
.qmax(192)
|
|
.Test(${", ".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 += ${CHANNEL_TILE}) {
|
|
MaxPoolMicrokernelTester()
|
|
.pooling_elements(pooling_elements)
|
|
.pooling_tile(${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 += ${CHANNEL_TILE}) {
|
|
MaxPoolMicrokernelTester()
|
|
.pooling_elements(pooling_elements)
|
|
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
|
|
.channels(channels)
|
|
.input_offset(${next_prime(CHANNEL_TILE*8)})
|
|
.Test(${", ".join(TEST_ARGS)});
|
|
}
|
|
}
|
|
}
|
|
|
|
TEST(${TEST_NAME}, channels_lt_${CHANNEL_TILE}_twopass_fulltile) {
|
|
$if ISA_CHECK:
|
|
${ISA_CHECK};
|
|
for (size_t channels = 1; channels < ${CHANNEL_TILE}; channels++) {
|
|
MaxPoolMicrokernelTester()
|
|
.pooling_elements(${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 < ${CHANNEL_TILE}; channels++) {
|
|
MaxPoolMicrokernelTester()
|
|
.pooling_elements(${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_qmin) {
|
|
$if ISA_CHECK:
|
|
${ISA_CHECK};
|
|
for (size_t channels = 1; channels < ${CHANNEL_TILE}; channels++) {
|
|
MaxPoolMicrokernelTester()
|
|
.pooling_elements(${PRIMARY_TILE+INCREMENTAL_TILE})
|
|
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
|
|
.channels(channels)
|
|
.qmin(192)
|
|
.Test(${", ".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 < ${CHANNEL_TILE}; channels++) {
|
|
MaxPoolMicrokernelTester()
|
|
.pooling_elements(${PRIMARY_TILE+INCREMENTAL_TILE})
|
|
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
|
|
.channels(channels)
|
|
.qmax(192)
|
|
.Test(${", ".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 < ${CHANNEL_TILE}; channels++) {
|
|
MaxPoolMicrokernelTester()
|
|
.pooling_elements(pooling_elements)
|
|
.pooling_tile(${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 < ${CHANNEL_TILE}; channels++) {
|
|
MaxPoolMicrokernelTester()
|
|
.pooling_elements(pooling_elements)
|
|
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
|
|
.channels(channels)
|
|
.input_offset(${next_prime(CHANNEL_TILE)})
|
|
.Test(${", ".join(TEST_ARGS)});
|
|
}
|
|
}
|
|
}
|
|
|
|
TEST(${TEST_NAME}, channels_gt_${CHANNEL_TILE}_twopass_fulltile) {
|
|
$if ISA_CHECK:
|
|
${ISA_CHECK};
|
|
for (size_t channels = ${CHANNEL_TILE+1}; channels < ${10 if CHANNEL_TILE == 1 else CHANNEL_TILE*2}; channels++) {
|
|
MaxPoolMicrokernelTester()
|
|
.pooling_elements(${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 < ${10 if CHANNEL_TILE == 1 else CHANNEL_TILE*2}; channels++) {
|
|
MaxPoolMicrokernelTester()
|
|
.pooling_elements(${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_qmin) {
|
|
$if ISA_CHECK:
|
|
${ISA_CHECK};
|
|
for (size_t channels = ${CHANNEL_TILE+1}; channels < ${10 if CHANNEL_TILE == 1 else CHANNEL_TILE*2}; channels++) {
|
|
MaxPoolMicrokernelTester()
|
|
.pooling_elements(${PRIMARY_TILE+INCREMENTAL_TILE})
|
|
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
|
|
.channels(channels)
|
|
.qmin(192)
|
|
.Test(${", ".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 < ${10 if CHANNEL_TILE == 1 else CHANNEL_TILE*2}; channels++) {
|
|
MaxPoolMicrokernelTester()
|
|
.pooling_elements(${PRIMARY_TILE+INCREMENTAL_TILE})
|
|
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
|
|
.channels(channels)
|
|
.qmax(192)
|
|
.Test(${", ".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 < ${10 if CHANNEL_TILE == 1 else CHANNEL_TILE*2}; channels++) {
|
|
MaxPoolMicrokernelTester()
|
|
.pooling_elements(pooling_elements)
|
|
.pooling_tile(${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 < ${10 if CHANNEL_TILE == 1 else CHANNEL_TILE*2}; channels++) {
|
|
MaxPoolMicrokernelTester()
|
|
.pooling_elements(pooling_elements)
|
|
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
|
|
.channels(channels)
|
|
.input_offset(${next_prime(CHANNEL_TILE*2)})
|
|
.Test(${", ".join(TEST_ARGS)});
|
|
}
|
|
}
|
|
}
|
|
|
|
TEST(${TEST_NAME}, channels_eq_${CHANNEL_TILE}_multipass) {
|
|
$if ISA_CHECK:
|
|
${ISA_CHECK};
|
|
for (size_t pooling_elements = ${PRIMARY_TILE+INCREMENTAL_TILE+1}; pooling_elements <= ${PRIMARY_TILE+INCREMENTAL_TILE*3}; pooling_elements += 3) {
|
|
MaxPoolMicrokernelTester()
|
|
.pooling_elements(pooling_elements)
|
|
.pooling_tile(${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 <= ${PRIMARY_TILE+INCREMENTAL_TILE*3}; pooling_elements += 3) {
|
|
MaxPoolMicrokernelTester()
|
|
.pooling_elements(pooling_elements)
|
|
.pooling_tile(${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_qmin) {
|
|
$if ISA_CHECK:
|
|
${ISA_CHECK};
|
|
for (size_t pooling_elements = ${PRIMARY_TILE+INCREMENTAL_TILE+1}; pooling_elements <= ${PRIMARY_TILE+INCREMENTAL_TILE*3}; pooling_elements += 3) {
|
|
MaxPoolMicrokernelTester()
|
|
.pooling_elements(pooling_elements)
|
|
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
|
|
.channels(${CHANNEL_TILE})
|
|
.qmin(192)
|
|
.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 <= ${PRIMARY_TILE+INCREMENTAL_TILE*3}; pooling_elements += 3) {
|
|
MaxPoolMicrokernelTester()
|
|
.pooling_elements(pooling_elements)
|
|
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
|
|
.channels(${CHANNEL_TILE})
|
|
.qmax(192)
|
|
.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 += ${CHANNEL_TILE}) {
|
|
MaxPoolMicrokernelTester()
|
|
.pooling_elements(pooling_elements)
|
|
.pooling_tile(${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 += ${CHANNEL_TILE}) {
|
|
MaxPoolMicrokernelTester()
|
|
.pooling_elements(pooling_elements)
|
|
.pooling_tile(${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_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 += ${CHANNEL_TILE}) {
|
|
MaxPoolMicrokernelTester()
|
|
.pooling_elements(pooling_elements)
|
|
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
|
|
.channels(channels)
|
|
.qmin(192)
|
|
.Test(${", ".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 += ${CHANNEL_TILE}) {
|
|
MaxPoolMicrokernelTester()
|
|
.pooling_elements(pooling_elements)
|
|
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
|
|
.channels(channels)
|
|
.qmax(192)
|
|
.Test(${", ".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 < ${CHANNEL_TILE}; channels++) {
|
|
MaxPoolMicrokernelTester()
|
|
.pooling_elements(pooling_elements)
|
|
.pooling_tile(${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 < ${CHANNEL_TILE}; channels++) {
|
|
MaxPoolMicrokernelTester()
|
|
.pooling_elements(pooling_elements)
|
|
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
|
|
.channels(channels)
|
|
.input_offset(${CHANNEL_TILE})
|
|
.Test(${", ".join(TEST_ARGS)});
|
|
}
|
|
}
|
|
}
|
|
|
|
TEST(${TEST_NAME}, channels_lt_${CHANNEL_TILE}_multipass_with_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 < ${CHANNEL_TILE}; channels++) {
|
|
MaxPoolMicrokernelTester()
|
|
.pooling_elements(pooling_elements)
|
|
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
|
|
.channels(channels)
|
|
.qmin(192)
|
|
.Test(${", ".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 < ${CHANNEL_TILE}; channels++) {
|
|
MaxPoolMicrokernelTester()
|
|
.pooling_elements(pooling_elements)
|
|
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
|
|
.channels(channels)
|
|
.qmax(192)
|
|
.Test(${", ".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 < ${10 if CHANNEL_TILE == 1 else CHANNEL_TILE*2}; channels++) {
|
|
MaxPoolMicrokernelTester()
|
|
.pooling_elements(pooling_elements)
|
|
.pooling_tile(${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 < ${10 if CHANNEL_TILE == 1 else CHANNEL_TILE*2}; channels++) {
|
|
MaxPoolMicrokernelTester()
|
|
.pooling_elements(pooling_elements)
|
|
.pooling_tile(${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_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 < ${10 if CHANNEL_TILE == 1 else CHANNEL_TILE*2}; channels++) {
|
|
MaxPoolMicrokernelTester()
|
|
.pooling_elements(pooling_elements)
|
|
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
|
|
.channels(channels)
|
|
.qmin(192)
|
|
.Test(${", ".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 < ${10 if CHANNEL_TILE == 1 else CHANNEL_TILE*2}; channels++) {
|
|
MaxPoolMicrokernelTester()
|
|
.pooling_elements(pooling_elements)
|
|
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
|
|
.channels(channels)
|
|
.qmax(192)
|
|
.Test(${", ".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}, ${PRIMARY_TILE+INCREMENTAL_TILE-1}}}) {
|
|
for (size_t channels = 1; channels <= ${CHANNEL_TILE*5}; channels += ${max(1, CHANNEL_TILE-1)}) {
|
|
MaxPoolMicrokernelTester()
|
|
.output_pixels(output_pixels)
|
|
.pooling_elements(pooling_elements)
|
|
.pooling_tile(${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}, ${PRIMARY_TILE+INCREMENTAL_TILE-1}}}) {
|
|
for (size_t channels = 1; channels <= ${CHANNEL_TILE*5}; channels += ${max(1, CHANNEL_TILE-1)}) {
|
|
MaxPoolMicrokernelTester()
|
|
.output_pixels(output_pixels)
|
|
.pooling_elements(pooling_elements)
|
|
.pooling_tile(${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_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}, ${PRIMARY_TILE+INCREMENTAL_TILE-1}}}) {
|
|
for (size_t channels = 1; channels <= ${CHANNEL_TILE*5}; channels += ${max(1, CHANNEL_TILE-1)}) {
|
|
MaxPoolMicrokernelTester()
|
|
.output_pixels(output_pixels)
|
|
.pooling_elements(pooling_elements)
|
|
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
|
|
.channels(channels)
|
|
.qmin(192)
|
|
.Test(${", ".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}, ${PRIMARY_TILE+INCREMENTAL_TILE-1}}}) {
|
|
for (size_t channels = 1; channels <= ${CHANNEL_TILE*5}; channels += ${max(1, CHANNEL_TILE-1)}) {
|
|
MaxPoolMicrokernelTester()
|
|
.output_pixels(output_pixels)
|
|
.pooling_elements(pooling_elements)
|
|
.pooling_tile(${PRIMARY_TILE}, ${INCREMENTAL_TILE})
|
|
.channels(channels)
|
|
.qmax(192)
|
|
.Test(${", ".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}, ${PRIMARY_TILE+INCREMENTAL_TILE-1}}}) {
|
|
for (size_t channels = 1; channels <= ${CHANNEL_TILE*5}; channels += ${max(1, CHANNEL_TILE-1)}) {
|
|
MaxPoolMicrokernelTester()
|
|
.output_pixels(output_pixels)
|
|
.pooling_elements(pooling_elements)
|
|
.pooling_tile(${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}, ${PRIMARY_TILE+INCREMENTAL_TILE-1}}}) {
|
|
for (size_t channels = 1; channels <= ${CHANNEL_TILE*5}; channels += ${max(1, CHANNEL_TILE-1)}) {
|
|
for (size_t step = 2; step <= pooling_elements; step++) {
|
|
MaxPoolMicrokernelTester()
|
|
.output_pixels(output_pixels)
|
|
.pooling_elements(pooling_elements)
|
|
.pooling_tile(${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 MAXPOOL 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("MaxPoolMicrokernelTester::Variant::Scalar")
|
|
return xngen.preprocess(MAXPOOL_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 2019 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/maxpool.h>
|
|
#include "maxpool-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:])
|