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#!/usr/bin/env python
# Copyright 2022 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='VLog 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.fullmatch(r"xnn_u32_vlog_ukernel__(.+)_x(\d+)", name)
assert match is not None
batch_tile = int(match.group(2))
arch, isa = xnncommon.parse_target_name(target_name=match.group(1))
return batch_tile, arch, isa
VLOG_TEST_TEMPLATE = """\
TEST(${TEST_NAME}, batch_eq_${BATCH_TILE}) {
$if ISA_CHECK:
${ISA_CHECK};
VLogMicrokernelTester()
.batch(${BATCH_TILE})
.Test(${", ".join(TEST_ARGS)});
}
$if BATCH_TILE > 1:
TEST(${TEST_NAME}, batch_div_${BATCH_TILE}) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t batch = ${BATCH_TILE*2}; batch < ${BATCH_TILE*10}; batch += ${BATCH_TILE}) {
VLogMicrokernelTester()
.batch(batch)
.Test(${", ".join(TEST_ARGS)});
}
}
TEST(${TEST_NAME}, batch_lt_${BATCH_TILE}) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t batch = 1; batch < ${BATCH_TILE}; batch++) {
VLogMicrokernelTester()
.batch(batch)
.Test(${", ".join(TEST_ARGS)});
}
}
TEST(${TEST_NAME}, batch_gt_${BATCH_TILE}) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t batch = ${BATCH_TILE+1}; batch < ${10 if BATCH_TILE == 1 else BATCH_TILE*2}; batch++) {
VLogMicrokernelTester()
.batch(batch)
.Test(${", ".join(TEST_ARGS)});
}
}
TEST(${TEST_NAME}, input_lshift) {
$if ISA_CHECK:
${ISA_CHECK};
for (uint32_t input_lshift = 0; input_lshift < 32; input_lshift++) {
VLogMicrokernelTester()
.batch(${BATCH_TILE})
.input_lshift(input_lshift)
.Test(${", ".join(TEST_ARGS)});
}
}
TEST(${TEST_NAME}, output_scale) {
$if ISA_CHECK:
${ISA_CHECK};
for (uint32_t output_scale = 0; output_scale < 65536; output_scale += ${next_prime(BATCH_TILE + 1)}) {
VLogMicrokernelTester()
.batch(${BATCH_TILE})
.output_scale(output_scale)
.Test(${", ".join(TEST_ARGS)});
}
}
TEST(${TEST_NAME}, inplace) {
$if ISA_CHECK:
${ISA_CHECK};
for (size_t batch = ${BATCH_TILE+1}; batch < ${10 if BATCH_TILE == 1 else BATCH_TILE*2}; batch++) {
VLogMicrokernelTester()
.batch(batch)
.inplace(true)
.Test(${", ".join(TEST_ARGS)});
}
}
"""
def generate_test_cases(ukernel, batch_tile, isa):
"""Generates all tests cases for a VLog micro-kernel.
Args:
ukernel: C name of the micro-kernel function.
batch_tile: Number of batch processed per one iteration of the inner
loop 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)
return xngen.preprocess(VLOG_TEST_TEMPLATE, {
"TEST_NAME": test_name.upper().replace("UKERNEL_", ""),
"TEST_ARGS": [ukernel],
"DATATYPE": datatype,
"BATCH_TILE": batch_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 2022 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/vlog.h>
#include "vlog-microkernel-tester.h"
""".format(specification=options.spec, generator=sys.argv[0])
for ukernel_spec in spec_yaml:
name = ukernel_spec["name"]
batch_tile, arch, isa = split_ukernel_name(name)
# specification can override architecture
arch = ukernel_spec.get("arch", arch)
test_case = generate_test_cases(name, batch_tile, isa)
tests += "\n\n" + xnncommon.postprocess_test_case(test_case, arch, isa)
txt_changed = True
if os.path.exists(options.output):
with codecs.open(options.output, "r", encoding="utf-8") as output_file:
txt_changed = output_file.read() != tests
if txt_changed:
with codecs.open(options.output, "w", encoding="utf-8") as output_file:
output_file.write(tests)
if __name__ == "__main__":
main(sys.argv[1:])
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