|
|
|
|
|
|
|
|
|
|
|
|
|
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='PackB/ZeroB 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_(x8|x16|x32)_(packb|zerob)_gemm_ukernel_(\d+)c(\d+)s(\d+)r__(.+)", name) |
|
assert match is not None |
|
channel_tile = int(match.group(3)) |
|
channel_subtile = int(match.group(4)) |
|
channel_round = int(match.group(5)) |
|
arch, isa, assembly = xnncommon.parse_target_name(target_name=match.group(4)) |
|
return channel_tile, channel_subtile, channel_round, arch, isa |
|
|
|
|
|
PACKB_TEST_TEMPLATE = """\ |
|
TEST(${TEST_NAME}, n_eq_${CHANNEL_TILE}) { |
|
$if ISA_CHECK: |
|
${ISA_CHECK}; |
|
for (size_t k = 1; k < 4; k++) { |
|
PackBMicrokernelTester() |
|
.channels(${CHANNEL_TILE}) |
|
.kernel_tile(k) |
|
.channel_tile(${CHANNEL_TILE}) |
|
.channel_subtile(${CHANNEL_SUBTILE}) |
|
.channel_round(${CHANNEL_ROUND}) |
|
.Test(${", ".join(TEST_ARGS)}); |
|
} |
|
} |
|
|
|
$if CHANNEL_TILE > 1: |
|
TEST(${TEST_NAME}, n_div_${CHANNEL_TILE}) { |
|
$if ISA_CHECK: |
|
${ISA_CHECK}; |
|
for (size_t k = 1; k < 4; k++) { |
|
PackBMicrokernelTester() |
|
.channels(${CHANNEL_TILE*2}) |
|
.kernel_tile(k) |
|
.channel_tile(${CHANNEL_TILE}) |
|
.channel_subtile(${CHANNEL_SUBTILE}) |
|
.channel_round(${CHANNEL_ROUND}) |
|
.Test(${", ".join(TEST_ARGS)}); |
|
} |
|
} |
|
|
|
TEST(${TEST_NAME}, n_lt_${CHANNEL_TILE}) { |
|
$if ISA_CHECK: |
|
${ISA_CHECK}; |
|
for (size_t k = 1; k < 4; k++) { |
|
for (size_t n = 1; n < ${CHANNEL_TILE}; n++) { |
|
PackBMicrokernelTester() |
|
.channels(n) |
|
.kernel_tile(k) |
|
.channel_tile(${CHANNEL_TILE}) |
|
.channel_subtile(${CHANNEL_SUBTILE}) |
|
.channel_round(${CHANNEL_ROUND}) |
|
.Test(${", ".join(TEST_ARGS)}); |
|
} |
|
} |
|
} |
|
|
|
TEST(${TEST_NAME}, n_gt_${CHANNEL_TILE}) { |
|
$if ISA_CHECK: |
|
${ISA_CHECK}; |
|
for (size_t k = 1; k < 4; k++) { |
|
for (size_t n = ${CHANNEL_TILE+1}; n < ${10 if CHANNEL_TILE == 1 else CHANNEL_TILE*2}; n++) { |
|
PackBMicrokernelTester() |
|
.channels(n) |
|
.kernel_tile(k) |
|
.channel_tile(${CHANNEL_TILE}) |
|
.channel_subtile(${CHANNEL_SUBTILE}) |
|
.channel_round(${CHANNEL_ROUND}) |
|
.Test(${", ".join(TEST_ARGS)}); |
|
} |
|
} |
|
} |
|
|
|
TEST(${TEST_NAME}, groups_gt_1) { |
|
$if ISA_CHECK: |
|
${ISA_CHECK}; |
|
for (size_t g = 2; g <= 3; g++) { |
|
for (size_t kernel_tile = 1; kernel_tile < 4; kernel_tile++) { |
|
for (size_t n = ${CHANNEL_TILE+1}; n < ${10 if CHANNEL_TILE == 1 else CHANNEL_TILE*2}; n++) { |
|
PackBMicrokernelTester() |
|
.groups(g) |
|
.channels(n) |
|
.kernel_tile(kernel_tile) |
|
.channel_tile(${CHANNEL_TILE}) |
|
.channel_subtile(${CHANNEL_SUBTILE}) |
|
.channel_round(${CHANNEL_ROUND}) |
|
.Test(${", ".join(TEST_ARGS)}); |
|
} |
|
} |
|
} |
|
} |
|
""" |
|
|
|
|
|
def generate_test_cases(ukernel, channel_tile, channel_subtile, channel_round, isa): |
|
"""Generates all tests cases for a PACKB/ZEROB micro-kernel. |
|
|
|
Args: |
|
ukernel: C name of the micro-kernel function. |
|
channel_tile: channel_tile parameter of the PACKB/ZEROB micro-kernel. |
|
channel_subtile: channel_subtile parameter of the PACKB/ZEROB micro-kernel. |
|
channel_round: channel_round parameter of the PACKB/ZEROB 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(PACKB_TEST_TEMPLATE, { |
|
"TEST_NAME": test_name.upper().replace("UKERNEL_", ""), |
|
"TEST_ARGS": [ukernel], |
|
"CHANNEL_TILE": channel_tile, |
|
"CHANNEL_SUBTILE": channel_subtile, |
|
"CHANNEL_ROUND": channel_round, |
|
"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") |
|
is_packb = 'packb' in options.spec |
|
|
|
tests = """\ |
|
// Copyright 2023 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/{packb}.h> |
|
#include "packb-microkernel-tester.h" |
|
""".format(specification=options.spec, generator=sys.argv[0], packb=("packb" if is_packb else "zerob")) |
|
|
|
for ukernel_spec in spec_yaml: |
|
name = ukernel_spec["name"] |
|
channel_tile, channel_subtile, channel_round, arch, isa = split_ukernel_name(name) |
|
|
|
test_case = generate_test_cases(name, channel_tile, channel_subtile, channel_round, 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:]) |
|
|