init v0.23.0

Signed-off-by: Sun Ruoxi <sunruoxi@4paradigm.com>
This commit is contained in:
2026-08-27 15:11:51 +08:00
parent b582a8e7d1
commit 7f8a1b1f7a
2849 changed files with 712887 additions and 22001 deletions

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#!/usr/bin/env python3
# -----------------------------------------------------------------------------------------------------------
# Copyright (c) 2025 Huawei Technologies Co., Ltd.
# This program is free software, you can redistribute it and/or modify it under the terms and conditions of
# CANN Open Software License Agreement Version 2.0 (the "License").
# Please refer to the License for details. You may not use this file except in compliance with the License.
# THIS SOFTWARE IS PROVIDED ON AN "AS IS" BASIS, WITHOUT WARRANTIES OF ANY KIND, EITHER EXPRESS OR IMPLIED,
# INCLUDING BUT NOT LIMITED TO NON-INFRINGEMENT, MERCHANTABILITY, OR FITNESS FOR A PARTICULAR PURPOSE.
# See LICENSE in the root of the software repository for the full text of the License.
# -----------------------------------------------------------------------------------------------------------
"""
版本兼容性检查
检查当前代码仓与基础 CANN 包间的兼容性.
"""
import argparse
import logging
from pathlib import Path
from typing import NoReturn
class VersionChecker:
@classmethod
def main(cls) -> NoReturn:
parser = argparse.ArgumentParser(description="Check Version Compatible", epilog="Best Regards!")
sub_parser = parser.add_subparsers(help="Sub-Command")
# 参数注册
parser.add_argument("--cann_path", required=True, nargs=1, type=str, help="CANN install path")
parser.add_argument("--cann_package_name", required=True, nargs=1, type=str, help="CANN package name")
# 子命令行(Check)
p_chk = sub_parser.add_parser("check_code_compatible", help="Check Version Compatible.")
p_chk.add_argument(
"--code_version_info_file", required=True, nargs=1, type=str, help="Code version info file path"
)
p_chk.set_defaults(func=VersionChecker._check_compatible)
# 子命令行(Get)
p_get = sub_parser.add_parser("get_package_version", help="Get Package Version")
p_get.set_defaults(func=VersionChecker._get_package_version)
# 参数处理
args = parser.parse_args()
# 基本合法性检查, 版本号获取
cann_version_info_file = Path(args.cann_path[0], args.cann_package_name[0], "version.info").absolute()
if not cann_version_info_file.exists():
raise ValueError(f"CANN version info file({cann_version_info_file}) not exist.")
ret, cann_version = cls._get_version_str(file=cann_version_info_file)
if not ret:
raise ValueError(f"Can't get version from CANN version info file({cann_version_info_file}).")
rst = args.func(cann_version, args)
return rst
@classmethod
def _check_compatible(cls, cann_version: str, args) -> str:
code_version_info_file = Path(args.code_version_info_file[0]).absolute()
if not code_version_info_file.exists():
raise ValueError(f"Code version info file({code_version_info_file}) not exist.")
ret, code_version = cls._get_version_str(file=code_version_info_file)
if not ret:
raise ValueError(f"Can't get version from Code version info file({code_version_info_file}).")
# 兼容性检查
cann_sub_version = cann_version.rsplit(".", 1)[0]
code_sub_version = code_version.rsplit(".", 1)[0]
if cann_sub_version != code_sub_version:
raise ValueError(
f"The version number of the current code is {code_sub_version}, "
f"and the version number of the cann package used is {cann_sub_version}. "
f"Please install version {code_sub_version} of the cann package."
)
return cann_sub_version
@classmethod
def _get_package_version(cls, cann_version: str, args) -> str:
cann_sub_version = cann_version.rsplit(".", 1)[0]
return cann_sub_version
@classmethod
def _get_version_str(cls, file: Path):
with open(file) as fh:
lines = fh.readlines()
for line in lines:
if not line.startswith("Version="):
continue
version = line[8:].replace("\r", "").replace("\n", "")
return True, version
return False, ""
if __name__ == "__main__":
logging.basicConfig(format="%(filename)s:%(lineno)d [%(levelname)s] %(message)s", level=logging.INFO)
try:
print(VersionChecker.main())
except Exception as e:
logging.error(e)
exit(1)

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#!/usr/bin/env python3
# -----------------------------------------------------------------------------------------------------------
# Copyright (c) 2025 Huawei Technologies Co., Ltd.
# This program is free software, you can redistribute it and/or modify it under the terms and conditions of
# CANN Open Software License Agreement Version 2.0 (the "License").
# Please refer to the License for details. You may not use this file except in compliance with the License.
# THIS SOFTWARE IS PROVIDED ON AN "AS IS" BASIS, WITHOUT WARRANTIES OF ANY KIND, EITHER EXPRESS OR IMPLIED,
# INCLUDING BUT NOT LIMITED TO NON-INFRINGEMENT, MERCHANTABILITY, OR FITNESS FOR A PARTICULAR PURPOSE.
# See LICENSE in the root of the software repository for the full text of the License.
# -----------------------------------------------------------------------------------------------------------
"""
test_config.yaml 格式转换
转换成 ops-nn 仓的格式, 方便ci读取
"""
import logging
import os
import sys
import yaml
def load_test_config(test_config_path: str):
"""读取并解析test_config.yaml文件"""
try:
with open(test_config_path, encoding="utf-8") as file:
return yaml.safe_load(file)
except Exception as e:
logging.error("Failed to read test_config.yaml file: %s", e)
return None
def extract_src_and_exclude(data):
"""从数据中提取所有有options的算子的src和exclude路径"""
src_paths = set()
exclude_paths = set()
def extract_from_dict(obj, current_key=None):
if isinstance(obj, dict):
if "src" in obj and isinstance(obj["src"], list):
for path in obj["src"]:
src_paths.add(path)
if "exclude" in obj and isinstance(obj["exclude"], list):
for path in obj["exclude"]:
exclude_paths.add(path)
if "ut_cov_exclude" in obj and isinstance(obj["ut_cov_exclude"], list):
for path in obj["ut_cov_exclude"]:
exclude_paths.add(f'"{path}"' if path.startswith("*") else path)
# 递归处理所有值
for key, value in obj.items():
extract_from_dict(value, key)
elif isinstance(obj, list):
for item in obj:
extract_from_dict(item, current_key)
extract_from_dict(data)
return sorted(src_paths), sorted(exclude_paths)
def write_new_format(new_file_path: str, src_paths: list, exclude_paths: list):
"""以新格式写入文件"""
try:
with open(new_file_path, "w", encoding="utf-8") as file:
file.write("ops-transformer:\n")
file.write(" src:\n")
file.write(" release:\n")
for path in src_paths:
file.write(f" - {path}\n")
file.write(" unrelease:\n")
for path in exclude_paths:
file.write(f" - {path}\n")
return True
except Exception as e:
logging.error("Failed to write file: %s", e)
return False
def main(test_config_path: str, output_path: str):
"""主函数"""
# 检查文件是否存在
if not os.path.exists(test_config_path):
logging.error("File does not exist: %s", test_config_path)
return
# 读取test_config文件
data = load_test_config(test_config_path)
if data is None:
return
# 提取所有有options的算子的src和exclude路径
src_paths, exclude_paths = extract_src_and_exclude(data)
logging.info("Found %s src paths", len(src_paths))
logging.info("Found %s exclude paths", len(exclude_paths))
# 以新格式写回
if write_new_format(output_path, src_paths, exclude_paths):
logging.info("File conversion completed")
else:
logging.error("File conversion failed")
if __name__ == "__main__":
logging.basicConfig(format="[%(asctime)s] %(message)s", datefmt="%Y-%m-%d %H:%M:%S", level=logging.INFO)
if len(sys.argv) == 1:
main("test_config.yaml", "test_config.yaml")
elif len(sys.argv) == 2:
main(sys.argv[1], sys.argv[1])
elif len(sys.argv) == 3:
main(sys.argv[1], sys.argv[2])
else:
logging.error("usage: convert_yaml.py test_config_path [output_path]")
exit(1)

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--install-path Install operator package to specific dir path
--install-for-all Allow other users to use the operator package

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#!/bin/bash
# -----------------------------------------------------------------------------------------------------------
# Copyright (c) 2025 Huawei Technologies Co., Ltd.
# This program is free software, you can redistribute it and/or modify it under the terms and conditions of
# CANN Open Software License Agreement Version 2.0 (the "License").
# Please refer to the License for details. You may not use this file except in compliance with the License.
# THIS SOFTWARE IS PROVIDED ON AN "AS IS" BASIS, WITHOUT WARRANTIES OF ANY KIND, EITHER EXPRESS OR IMPLIED,
# INCLUDING BUT NOT LIMITED TO NON-INFRINGEMENT, MERCHANTABILITY, OR FITNESS FOR A PARTICULAR PURPOSE.
# See LICENSE in the root of the software repository for the full text of the License.
# -----------------------------------------------------------------------------------------------------------
vendor_name=customize
targetdir=/usr/local/Ascend/opp
target_custom=0
sourcedir=$PWD/packages
vendordir=vendors/$vendor_name
QUIET="y"
INSTALL_FOR_ALL="n"
while true
do
case $1 in
--quiet)
QUIET="y"
shift
;;
--install-path=*)
INSTALL_PATH=$(echo $1 | cut -d"=" -f2-)
INSTALL_PATH=${INSTALL_PATH%*/}
shift
;;
--install-for-all)
INSTALL_FOR_ALL="y"
shift
;;
--*)
shift
;;
*)
break
;;
esac
done
log() {
cur_date=`date +"%Y-%m-%d %H:%M:%S"`
echo "[ops_custom] [$cur_date] "$1
}
if [ -n "${INSTALL_PATH}" ]; then
if [[ ! "${INSTALL_PATH}" = /* ]]; then
log "[ERROR] use absolute path for --install-path argument"
exit 1
fi
if [ ! -d ${INSTALL_PATH} ]; then
mkdir ${INSTALL_PATH} >> /dev/null 2>&1
if [ $? -ne 0 ]; then
log "[ERROR] create ${INSTALL_PATH} failed"
exit 1
fi
fi
targetdir=${INSTALL_PATH}
elif [ -n "${ASCEND_CUSTOM_OPP_PATH}" ]; then
if [[ "${ASCEND_CUSTOM_OPP_PATH}" == *:* ]]; then
log "[ERROR] environment variable ASCEND_CUSTOM_OPP_PATH=${ASCEND_CUSTOM_OPP_PATH} is set and \
has multiple path in it (colon inside), which will cause the custom op installed incorrectly. \
Please use the --install-path option to specify an installation path instead."
exit 1
fi
if [ ! -d ${ASCEND_CUSTOM_OPP_PATH} ]; then
mkdir -p ${ASCEND_CUSTOM_OPP_PATH} >> /dev/null 2>&1
if [ $? -ne 0 ]; then
log "[ERROR] create ${ASCEND_CUSTOM_OPP_PATH} failed"
fi
fi
targetdir=${ASCEND_CUSTOM_OPP_PATH}
else
if [ "x${ASCEND_OPP_PATH}" == "x" ]; then
log "[ERROR] env ASCEND_OPP_PATH no exist"
exit 1
fi
targetdir="${ASCEND_OPP_PATH}"
fi
if [ ! -d $targetdir ];then
log "[ERROR] $targetdir no exist"
exit 1
fi
if [ ! -x $targetdir ] || [ ! -w $targetdir ] || [ ! -r $targetdir ];then
log "[WARNING] The directory $targetdir does not have sufficient permissions. \
Please check and modify the folder permissions (e.g., using chmod), \
or use the --install-path option to specify an installation path and \
change the environment variable ASCEND_CUSTOM_OPP_PATH to the specified path."
fi
upgrade()
{
if [ ! -d ${sourcedir}/$vendordir/$1 ]; then
log "[INFO] no need to upgrade ops $1 files"
return 0
fi
if [ ! -d ${targetdir}/$vendordir/$1 ];then
log "[INFO] create ${targetdir}/$vendordir/$1."
mkdir -p ${targetdir}/$vendordir/$1
if [ $? -ne 0 ];then
log "[ERROR] create ${targetdir}/$vendordir/$1 failed"
return 1
fi
else
has_same_file=-1
for file_a in ${sourcedir}/$vendordir/$1/*; do
file_b=${file_a##*/};
if [ "ls ${targetdir}/$vendordir/$1" = "" ]; then
log "[INFO] ${targetdir}/$vendordir/$1 is empty !!"
return 1
fi
grep -q $file_b <<<`ls ${targetdir}/$vendordir/$1`;
if [[ $? -eq 0 ]]; then
echo -n "${file_b} "
has_same_file=0
fi
done
if [ 0 -eq $has_same_file ]; then
echo
if test $QUIET = "n"; then
echo "[INFO]: has old version in ${targetdir}/$vendordir/$1, \
you want to Overlay Installation , please enter:[o]; \
or replace directory installation , please enter: [r]; \
or not install , please enter:[n]."
while true
do
read orn
if [ "$orn" = n ]; then
return 0
elif [ "$orn" = o ]; then
break;
elif [ "$orn" = r ]; then
[ -d "${targetdir}/$vendordir/$1/" ] && rm -rf "${targetdir}/$vendordir/$1"/*
break;
else
log "[ERROR] input error, please input again!"
fi
done
else
[ -d "${targetdir}/$vendordir/$1/" ] && rm -rf "${targetdir}/$vendordir/$1"/*
fi
fi
log "[INFO] replace or merge old ops $1 files ......"
fi
log "[INFO] copy new ops $1 files ......"
if [ -d ${targetdir}/$vendordir/$1/ ]; then
chmod -R +w "$targetdir/$vendordir/$1/" >/dev/null 2>&1
fi
cp -rf ${sourcedir}/$vendordir/$1/* $targetdir/$vendordir/$1/
if [ $? -ne 0 ];then
log "[ERROR] copy new $1 files failed"
return 1
fi
return 0
}
upgrade_proto()
{
if [ ! -f ${sourcedir}/$vendordir/custom.proto ]; then
log "[INFO] no need to upgrade custom.proto files"
return 0
fi
if [ ! -d ${targetdir}/$vendordir/framework/caffe ];then
log "[INFO] create ${targetdir}/$vendordir/framework/caffe."
mkdir -p ${targetdir}/$vendordir/framework/caffe
if [ $? -ne 0 ];then
log "[ERROR] create ${targetdir}/$vendordir/framework/caffe failed"
return 1
fi
else
if [ -f ${targetdir}/$vendordir/framework/caffe/custom.proto ]; then
# 有老版本,判断是否要覆盖式安装
if test $QUIET = "n"; then
echo "[INFO] ${targetdir}/$vendordir/framework/caffe has old version"\
"custom.proto file. Do you want to replace? [y/n] "
while true
do
read yn
if [ "$yn" = n ]; then
return 0
elif [ "$yn" = y ]; then
break;
else
log "[ERROR] input error, please input again!"
fi
done
fi
fi
log "[INFO] replace old caffe.proto files ......"
fi
chmod -R +w "$targetdir/$vendordir/framework/caffe/" >/dev/null 2>&1
cp -rf ${sourcedir}/$vendordir/custom.proto ${targetdir}/$vendordir/framework/caffe/
if [ $? -ne 0 ];then
log "[ERROR] copy new custom.proto failed"
return 1
fi
log "[INFO] copy custom.proto success"
return 0
}
upgrade_file()
{
if [ ! -e ${sourcedir}/$vendordir/$1 ]; then
log "[INFO] no need to upgrade ops $1 file"
return 0
fi
log "[INFO] copy new $1 files ......"
cp -f ${sourcedir}/$vendordir/$1 $targetdir/$vendordir/$1
if [ $? -ne 0 ];then
log "[ERROR] copy new $1 file failed"
return 1
fi
return 0
}
delete_optiling_file()
{
if [ ! -d ${targetdir}/vendors ];then
log "[INFO] $1 not exist, no need to uninstall"
return 0
fi
sys_info=$(uname -m)
if [ ! -d ${sourcedir}/$vendordir/$1/ai_core/tbe/op_tiling/lib/linux/${sys_info} ];then
rm -rf ${sourcedir}/$vendordir/$1/ai_core/tbe/op_tiling/liboptiling.so
fi
return 0
}
log "[INFO] copy uninstall sh success"
if [ ! -d ${targetdir}/vendors ];then
log "[INFO] create ${targetdir}/vendors."
mkdir -p ${targetdir}/vendors
if [ $? -ne 0 ];then
log "[ERROR] create ${targetdir}/vendors failed"
exit 1
fi
fi
chmod u+w ${targetdir}/vendors
log "[INFO] upgrade framework"
upgrade framework
if [ $? -ne 0 ];then
exit 1
fi
log "[INFO] upgrade op proto"
upgrade op_proto
if [ $? -ne 0 ];then
exit 1
fi
log "[INFO] upgrade op impl"
delete_optiling_file op_impl
upgrade op_impl
if [ $? -ne 0 ];then
exit 1
fi
log "[INFO] upgrade op api"
upgrade op_api
if [ $? -ne 0 ];then
exit 1
fi
log "[INFO] upgrade version.info"
upgrade_file version.info
if [ $? -ne 0 ];then
exit 1
fi
upgrade_proto
if [ $? -ne 0 ];then
exit 1
fi
# set the set_env.bash
if [ -n "${INSTALL_PATH}" ] && [ -d ${INSTALL_PATH} ]; then
_ASCEND_CUSTOM_OPP_PATH=${targetdir}/${vendordir}
bin_path="${_ASCEND_CUSTOM_OPP_PATH}/bin"
set_env_variable="#!/bin/bash\nexport ASCEND_CUSTOM_OPP_PATH=${_ASCEND_CUSTOM_OPP_PATH}:\${ASCEND_CUSTOM_OPP_PATH}\nexport LD_LIBRARY_PATH=${_ASCEND_CUSTOM_OPP_PATH}/op_api/lib/:\${LD_LIBRARY_PATH}"
if [ ! -d ${bin_path} ]; then
mkdir -p ${bin_path} >> /dev/null 2>&1
if [ $? -ne 0 ]; then
log "[ERROR] create ${bin_path} failed"
exit 1
fi
fi
echo -e ${set_env_variable} > ${bin_path}/set_env.bash
if [ $? -ne 0 ]; then
log "[ERROR] write ASCEND_CUSTOM_OPP_PATH to set_env.bash failed"
exit 1
else
log "[INFO] using requirements: when custom module install finished or before you run the custom module, \
execute the command [ source ${bin_path}/set_env.bash ] to set the environment path"
fi
else
_ASCEND_CUSTOM_OPP_PATH=${targetdir}/${vendordir}
config_file=${targetdir}/vendors/config.ini
if [ ! -f ${config_file} ]; then
touch ${config_file}
chmod 640 ${config_file}
echo "load_priority=$vendor_name" > ${config_file}
if [ $? -ne 0 ];then
log "[ERROR] echo load_priority failed"
exit 1
fi
else
found_vendors="$(grep -w "load_priority" "$config_file" | cut --only-delimited -d"=" -f2-)"
found_vendor=$(echo $found_vendors | sed "s/\<$vendor_name\>//g" | tr ',' ' ')
vendor=$(echo $found_vendor | tr -s ' ' ',')
if [ "$vendor" != "" ]; then
sed -i "/load_priority=$found_vendors/s@load_priority=$found_vendors@load_priority=$vendor_name,$vendor@g" "$config_file"
fi
fi
if test $INSTALL_FOR_ALL = "y"; then
chmod 755 ${config_file}
fi
log "[INFO] using requirements: when custom module install finished or before you run the custom module, \
execute the command [ export LD_LIBRARY_PATH=${_ASCEND_CUSTOM_OPP_PATH}/op_api/lib/:\${LD_LIBRARY_PATH} ] to set the environment path"
fi
if [ -d ${targetdir}/$vendordir/op_impl/cpu/aicpu_kernel/impl/ ]; then
chmod -R 440 ${targetdir}/$vendordir/op_impl/cpu/aicpu_kernel/impl/* >/dev/null 2>&1
fi
echo "SUCCESS"
exit 0

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#!/bin/bash
# -----------------------------------------------------------------------------------------------------------
# Copyright (c) 2025 Huawei Technologies Co., Ltd.
# This program is free software, you can redistribute it and/or modify it under the terms and conditions of
# CANN Open Software License Agreement Version 2.0 (the "License").
# Please refer to the License for details. You may not use this file except in compliance with the License.
# THIS SOFTWARE IS PROVIDED ON AN "AS IS" BASIS, WITHOUT WARRANTIES OF ANY KIND, EITHER EXPRESS OR IMPLIED,
# INCLUDING BUT NOT LIMITED TO NON-INFRINGEMENT, MERCHANTABILITY, OR FITNESS FOR A PARTICULAR PURPOSE.
# See LICENSE in the root of the software repository for the full text of the License.
# -----------------------------------------------------------------------------------------------------------
vendor_name=customize
targetdir=/usr/local/Ascend/opp
target_custom=0
sourcedir=$PWD/packages
vendordir=vendors/$vendor_name
log() {
cur_date=`date +"%Y-%m-%d %H:%M:%S"`
echo "[ops_custom] [$cur_date] "$1
}
if [[ "x${ASCEND_OPP_PATH}" == "x" ]];then
log "[ERROR] env ASCEND_OPP_PATH no exist"
exit 1
fi
targetdir=${ASCEND_OPP_PATH}
if [ ! -d $targetdir ];then
log "[ERROR] $targetdir no exist"
exit 1
fi
if [ ! -x $targetdir ] || [ ! -w $targetdir ] || [ ! -r $targetdir ];then
log "[WARNING] The directory $targetdir does not have sufficient permissions. \
Please check and modify the folder permissions (e.g., using chmod), \
or use the --install-path option to specify an installation path and \
change the environment variable ASCEND_CUSTOM_OPP_PATH to the specified path."
fi
upgrade()
{
if [ ! -d ${sourcedir}/$vendordir/$1 ]; then
log "[INFO] no need to upgrade ops $1 files"
return 0
fi
if [ ! -d ${targetdir}/$vendordir/$1 ];then
log "[INFO] create ${targetdir}/$vendordir/$1."
mkdir -p ${targetdir}/$vendordir/$1
if [ $? -ne 0 ];then
log "[ERROR] create ${targetdir}/$vendordir/$1 failed"
return 1
fi
else
vendor_installed_dir=$(ls "$targetdir/vendors" 2> /dev/null)
for i in $vendor_installed_dir;do
vendor_installed_file=$(ls "$vendor_installed_dir/$vendor_name/$i" 2> /dev/null)
if [ "$i" = "$vendor_name" ] && [ "$vendor_installed_file" != "" ]; then
echo "[INFO]: $vendor_name custom opp package has been installed on the path $vendor_installed_dir, \
you want to Overlay Installation , please enter:[o]; \
or replace directory installation , please enter: [r]; \
or not install , please enter:[n]."
fi
while true
do
read mrn
if [ "$mrn" = o ]; then
break
elif [ "$mrn" = r ]; then
[ -n "$vendor_installed_file" ] && rm -rf "$vendor_installed_file"
break
elif [ "$mrn" = n ]; then
return 0
else
log "[WARNING]: Input error, please input m or r or n to choose!"
fi
done
done
log "[INFO] replace old ops $1 files ......"
fi
log "copy new ops $1 files ......"
cp -rf ${sourcedir}/$vendordir/$1/* $targetdir/$vendordir/$1/
if [ $? -ne 0 ];then
log "[ERROR] copy new $1 files failed"
return 1
fi
return 0
}
upgrade_file()
{
if [ ! -e ${sourcedir}/$vendordir/$1 ]; then
log "[INFO] no need to upgrade ops $1 file"
return 0
fi
log "copy new $1 files ......"
cp -f ${sourcedir}/$vendordir/$1 $targetdir/$vendordir/$1
if [ $? -ne 0 ];then
log "[ERROR] copy new $1 file failed"
return 1
fi
return 0
}
log "[INFO] copy uninstall sh success"
log "[INFO] upgrade framework"
upgrade framework
if [ $? -ne 0 ];then
exit 1
fi
log "[INFO] upgrade op proto"
upgrade op_proto
if [ $? -ne 0 ];then
exit 1
fi
log "[INFO] upgrade op impl"
upgrade op_impl
if [ $? -ne 0 ];then
exit 1
fi
log "[INFO] upgrade op api"
upgrade op_api
if [ $? -ne 0 ];then
exit 1
fi
log "[INFO] upgrade version.info"
upgrade_file version.info
if [ $? -ne 0 ];then
exit 1
fi
config_file=${targetdir}/vendors/config.ini
found_vendors="$(grep -w "load_priority" "$config_file" | cut --only-delimited -d"=" -f2-)"
found_vendor=$(echo $found_vendors | sed "s/\<$vendor_name\>//g" | tr ',' ' ')
vendor=$(echo $found_vendor | tr -s ' ' ',')
if [ "$vendor" != "" ]; then
sed -i "/load_priority=$found_vendors/s@load_priority=$found_vendors@load_priority=$vendor_name,$vendor@g" "$config_file"
fi
echo "SUCCESS"
exit 0

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#!/usr/bin/env python3
# -----------------------------------------------------------------------------------------------------------
# Copyright (c) 2025 Huawei Technologies Co., Ltd.
# This program is free software, you can redistribute it and/or modify it under the terms and conditions of
# CANN Open Software License Agreement Version 2.0 (the "License").
# Please refer to the License for details. You may not use this file except in compliance with the License.
# THIS SOFTWARE IS PROVIDED ON AN "AS IS" BASIS, WITHOUT WARRANTIES OF ANY KIND, EITHER EXPRESS OR IMPLIED,
# INCLUDING BUT NOT LIMITED TO NON-INFRINGEMENT, MERCHANTABILITY, OR FITNESS FOR A PARTICULAR PURPOSE.
# See LICENSE in the root of the software repository for the full text of the License.
# -----------------------------------------------------------------------------------------------------------
"""
获取 opapi 二进制绝对路径
Examples 场景下, 用于 built-in 包与 custom 包共存场景下获取正确的 opapi 动态库绝对路径.
"""
import argparse
import logging
import os
import subprocess
from pathlib import Path
class OpApiMgr:
@staticmethod
def has_symbol(file_path: Path, sym: str) -> bool:
cmd = f"nm -D {file_path}".split()
ret = subprocess.run(cmd, capture_output=True, check=True, encoding="utf-8")
ret.check_returncode()
return sym in ret.stdout
@staticmethod
def get_environ_custom_lib_paths() -> list[Path]:
paths: list[Path] = []
env = os.getenv("ASCEND_CUSTOM_OPP_PATH")
if env is None:
logging.debug("ASCEND_CUSTOM_OPP_PATH is none.")
return paths
str_paths = str(env).split(sep=":")
if len(str_paths) == 0:
return paths
for s in str_paths:
if len(s) == 0:
continue
p = Path(s, "op_api/lib/libcust_opapi.so").resolve(strict=False)
if not p.exists():
logging.warning("Skip not exist path(%s)", p)
continue
paths.append(p)
return paths
@staticmethod
def get_default_custom_lib_paths() -> list[Path]:
paths: list[Path] = []
env = os.getenv("ASCEND_OPP_PATH")
if env is None:
logging.warning("ASCEND_OPP_PATH is none.")
return paths
path_env = Path(env).resolve(strict=False)
if not path_env.exists():
logging.warning("ASCEND_CUSTOM_OPP_PATH(%s) not exist.", path_env)
return paths
cfg_file = Path(path_env, "vendors/config.ini").resolve(strict=False)
if not cfg_file.exists():
logging.debug("Config file(%s) not exist.", cfg_file)
return paths
# 手工解析 ini 文件
with open(cfg_file) as fh:
lines = fh.readlines()
for line in lines:
if not line.startswith("load_priority="):
continue
sub_str = line[14:]
sub_str = sub_str.split(sep="#")[0]
sub_str = sub_str.replace("\r", "").replace("\n", "").replace(" ", "")
if len(sub_str) == 0:
continue
vendors = sub_str.split(sep=",")
for v in vendors:
if len(v) == 0:
continue
p = Path(path_env, "vendors", v, "op_api/lib/libcust_opapi.so")
if not p.exists():
logging.warning("Skip not exist path(%s)", p)
continue
paths.append(p)
return paths
@staticmethod
def get_default_builtin_lib_paths() -> list[Path]:
paths: list[Path] = []
env = os.getenv("ASCEND_OPP_PATH")
if env is None:
logging.warning("ASCEND_OPP_PATH is none.")
return paths
path_env = Path(env).resolve(strict=False)
if not path_env.exists():
logging.warning("ASCEND_CUSTOM_OPP_PATH(%s) not exist.", path_env)
return paths
shared = Path(path_env, "lib64/libopapi.so").resolve(strict=False)
if not shared.exists():
logging.error("Can't get built-in libopapi.so(%s)", shared)
return paths
paths.append(shared)
return paths
@staticmethod
def judge_lib_path(sym: str) -> Path | None:
path = None
environ_custom_lib_paths = OpApiMgr.get_environ_custom_lib_paths()
default_custom_lib_paths = OpApiMgr.get_default_custom_lib_paths()
default_builtin_lib_paths = OpApiMgr.get_default_builtin_lib_paths()
path_list = environ_custom_lib_paths + default_custom_lib_paths + default_builtin_lib_paths
for p in path_list:
if OpApiMgr.has_symbol(file_path=p, sym=sym):
path = p
break
return path
@staticmethod
def main() -> str:
ps = argparse.ArgumentParser(description="Get opapi path", epilog="Best Regards!")
ps.add_argument("-f", "--func", required=True, nargs=1, type=str, help="Func name")
args = ps.parse_args()
sym = args.func[0]
if sym is None or len(sym) == 0:
return ""
lib = OpApiMgr.judge_lib_path(sym=sym)
if lib is None:
return ""
else:
return str(lib)
if __name__ == "__main__":
logging.basicConfig(format="%(filename)s:%(lineno)d [%(levelname)s] %(message)s", level=logging.INFO)
print(OpApiMgr.main(), end="")

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@@ -0,0 +1,54 @@
#!/usr/bin/env python3
# -----------------------------------------------------------------------------------------------------------
# Copyright (c) 2025 Huawei Technologies Co., Ltd.
# This program is free software, you can redistribute it and/or modify it under the terms and conditions of
# CANN Open Software License Agreement Version 2.0 (the "License").
# Please refer to the License for details. You may not use this file except in compliance with the License.
# THIS SOFTWARE IS PROVIDED ON AN "AS IS" BASIS, WITHOUT WARRANTIES OF ANY KIND, EITHER EXPRESS OR IMPLIED,
# INCLUDING BUT NOT LIMITED TO NON-INFRINGEMENT, MERCHANTABILITY, OR FITNESS FOR A PARTICULAR PURPOSE.
# See LICENSE in the root of the software repository for the full text of the License.
# -----------------------------------------------------------------------------------------------------------
"""
获取 Soc 相关信息
Examples 场景下, 用于获取 Soc 相关信息.
"""
import argparse
import ctypes
import logging
class SocInfoMgr:
@staticmethod
def get_soc_name() -> str:
acl_lib = ctypes.cdll.LoadLibrary("libascendcl.so")
acl_lib.aclrtGetSocName.restype = ctypes.c_char_p
rst = acl_lib.aclrtGetSocName()
if rst:
rst = str(rst, encoding="utf-8")
else:
rst = ""
return rst
@staticmethod
def main() -> str:
ps = argparse.ArgumentParser(description="Get soc info", epilog="Best Regards!")
ps.add_argument("-i", "--info", required=True, type=str, help="SocInfo")
args = ps.parse_args()
rst = ""
if args.info == "soc_name":
rst = SocInfoMgr.get_soc_name()
else:
logging.error("Unknown SocInfo name %s", args.info)
return rst
if __name__ == "__main__":
logging.basicConfig(format="%(filename)s:%(lineno)d [%(levelname)s] %(message)s", level=logging.INFO)
g_rst = ""
try:
g_rst = SocInfoMgr.main()
except Exception as e:
logging.error(e)
print(g_rst, end="")

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@@ -0,0 +1,35 @@
#!/bin/bash\n"
# -----------------------------------------------------------------------------------------------------------
# Copyright (c) 2025 Huawei Technologies Co., Ltd.
# This program is free software, you can redistribute it and/or modify it under the terms and conditions of
# CANN Open Software License Agreement Version 2.0 (the "License").
# Please refer to the License for details. You may not use this file except in compliance with the License.
# THIS SOFTWARE IS PROVIDED ON AN "AS IS" BASIS, WITHOUT WARRANTIES OF ANY KIND, EITHER EXPRESS OR IMPLIED,
# INCLUDING BUT NOT LIMITED TO NON-INFRINGEMENT, MERCHANTABILITY, OR FITNESS FOR A PARTICULAR PURPOSE.
# See LICENSE in the root of the software repository for the full text of the License.
# -----------------------------------------------------------------------------------------------------------
set -e
if find $1 -type f -name "GroupedMatmul_*json" -print0 | grep -q .; then
echo "Found GroupedMatmul_*json files, performing sed operation..."
find $1 -type f -name "GroupedMatmul_*json" -print0 | xargs -0 sed -i 's/FormatAgnostic/FormatDefault/g'
fi
if find $1 -type f -name "MlaProlog_*json" -print0 | grep -q .; then
echo "Found MlaProlog_*json files, performing sed operation..."
find $1 -type f -name "MlaProlog_*json" -print0 | xargs -0 sed -i 's/FormatAgnostic/FormatDefault/g'
fi
if find $1 -type f -name "MlaPrologV2_*json" -print0 | grep -q .; then
echo "Found MlaPrologV2_*json files, performing sed operation..."
find $1 -type f -name "MlaPrologV2_*json" -print0 | xargs -0 sed -i 's/FormatAgnostic/FormatDefault/g'
fi
if find $1 -type f -name "MlaPrologV3_*json" -print0 | grep -q .; then
echo "Found MlaPrologV3_*json files, performing sed operation..."
find $1 -type f -name "MlaPrologV3_*json" -print0 | xargs -0 sed -i 's/FormatAgnostic/FormatDefault/g'
fi
if find $1 -type f -name "GroupedMatmulSwigluQuant_*json" -print0 | grep -q .; then
echo "Found GroupedMatmulSwigluQuant_*json files, performing sed operation..."
find $1 -type f -name "GroupedMatmulSwigluQuant_*json" -print0 | xargs -0 sed -i 's/FormatAgnostic/FormatDefault/g'
fi

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@@ -0,0 +1,282 @@
#!/usr/bin/env python3
# -----------------------------------------------------------------------------------------------------------
# Copyright (c) 2025 Huawei Technologies Co., Ltd.
# This program is free software, you can redistribute it and/or modify it under the terms and conditions of
# CANN Open Software License Agreement Version 2.0 (the "License").
# Please refer to the License for details. You may not use this file except in compliance with the License.
# THIS SOFTWARE IS PROVIDED ON AN "AS IS" BASIS, WITHOUT WARRANTIES OF ANY KIND, EITHER EXPRESS OR IMPLIED,
# INCLUDING BUT NOT LIMITED TO NON-INFRINGEMENT, MERCHANTABILITY, OR FITNESS FOR A PARTICULAR PURPOSE.
# See LICENSE in the root of the software repository for the full text of the License.
# -----------------------------------------------------------------------------------------------------------
"""
获取修改文件应触发的测试范围.
当前仅支持对应触发的 UTest 用例进行分析, 切仅支持 ops_test 这个 UTest 目标.
"""
import argparse
import logging
from pathlib import Path
from typing import Any
import yaml
class Module:
def __init__(self, name):
self.name: str = name
self.src_files: list[Path] = []
self.src_exclude_files: list[Path] = []
self.tests_ut_ops_test_src_files: list[Path] = []
self.tests_ut_ops_test_src_exclude_files: list[Path] = []
self.tests_ut_ops_test_options: list[str] = []
self.options: list[str] = []
self.test_excludes: list[str] = []
@staticmethod
def _add_str_cfg(src, dst: list[str]):
if isinstance(src, str):
src = [src]
for s in src:
if s not in dst:
dst.append(s)
return True
@staticmethod
def _add_test_excludes(test_options, dst: list[str]):
if isinstance(test_options, dict):
if "examples" in test_options and not test_options["examples"]:
dst.append("examples")
if "ut" in test_options and not test_options["ut"]:
dst.append("ut")
return True
def update_classify_cfg(self, desc: dict[str, Any]) -> bool:
if not self._update_src(desc=desc):
return False
if not self._update_exclude_src(desc=desc):
return False
if not self._update_test_excludes(desc=desc):
return False
return self._update_options(desc=desc)
def get_test_options(self, f: Path) -> list[str]:
def is_excluded(e_f: Path):
for e in self.src_exclude_files:
try:
e_f.relative_to(e)
return True
except ValueError:
continue
return False
related_options: list[str] = []
for s in self.src_files:
if is_excluded(e_f=f):
continue
try:
if f.relative_to(s):
# 当同一个修改文件需要触发多个 Options 时, 需要把这些 Options 全部添加
related_options.extend(self.options)
except ValueError:
continue
# 关联 Options 去重
related_options = list(set(related_options))
return related_options
def get_test_example_ops_test_options(self, f: Path) -> list[str]:
return self.get_test_options(f)
def print_details(self):
dbg_str = (
f"Name={self.name} SrcLen={len(self.src_files)} "
f"TestUtOpsTestSrcLen={len(self.tests_ut_ops_test_src_files)} "
f"TestUtOpsTestOptions={self.options} "
f"TestUtOpsTestOptions={self.tests_ut_ops_test_options}"
)
logging.debug(dbg_str)
def _add_rel_path(self, src, dst: list[Path]):
if isinstance(src, (str, Path)):
src = [src]
for p in src:
p = Path(p)
if p.is_absolute():
logging.error("[%s]'s Path[%s] is absolute path.", self.name, p)
return False
if p not in dst:
dst.append(p)
return True
def _update_src(self, desc: dict[str, Any]) -> bool:
src_paths = desc.get("src", [])
return self._add_rel_path(src=src_paths, dst=self.src_files)
def _update_exclude_src(self, desc: dict[str, Any]) -> bool:
src_paths = desc.get("exclude", [])
return self._add_rel_path(src=src_paths, dst=self.src_exclude_files)
def _update_test_excludes(self, desc: dict[str, Any]) -> bool:
test_options = desc.get("test", [])
return self._add_test_excludes(test_options=test_options, dst=self.test_excludes)
def _update_options(self, desc: dict[str, Any]) -> bool:
options = desc.get("options", [])
return self._add_str_cfg(src=options, dst=self.options)
class Parser:
"""
规则文件、修改文件列表文件解析.
"""
_Modules: list[Module] = [] # 保存规则文件(tests/test_config.yaml)内设置的模块列表
_ChangedPaths: list[Path] = [] # 修改文件列表文件(changed_file)内设置的修改文件列表
_UTExcludes: list[str] = []
_ExamplesExcludes: list[str] = []
@classmethod
def print_details(cls):
for m in cls._Modules:
m.print_details()
for p in cls._ChangedPaths:
logging.debug(p)
@classmethod
def parse_classify_file(cls, file: Path) -> bool:
file = Path(file).resolve()
if not file.exists():
logging.error("Classify file(%s) not exist.", file)
return False
with open(file, encoding="utf-8") as f:
desc: dict[str, Any] = yaml.load(f, Loader=yaml.SafeLoader)
def extract_from_dict(obj, current_key="root") -> bool:
# 只看 dict 类型
if not isinstance(obj, dict):
return True
# 递归到 module 时说明到达最后一层
if "module" in obj:
return cls._parse_classify_item(current_key, desc)
# 递归处理其他值
return all(extract_from_dict(value, key) for key, value in obj.items())
return extract_from_dict(desc)
@classmethod
def parse_changed_file(cls, file: Path) -> bool:
file = Path(file).resolve()
if not file.exists():
logging.error("Change files desc file(%s) not exist.", file)
return False
with open(file) as fh:
lines = fh.readlines()
for cur_line in lines:
cur_line = cur_line.strip()
f = Path(cur_line)
if f.is_absolute():
logging.error("%s is absolute path.", f)
return False
cls._ChangedPaths.append(f)
return True
@classmethod
def get_related_ut(cls):
ops_test_option_lst: list[str] = []
for p in cls._ChangedPaths:
for m in cls._Modules:
new_options = m.get_test_options(f=p)
for opt in new_options:
if opt not in ops_test_option_lst:
ops_test_option_lst.append(opt)
if len(ops_test_option_lst) == 0:
logging.info("Don't trigger any UT.")
return ""
ops_test_ut_str: str = ""
if "all" in ops_test_option_lst:
ops_test_ut_str = "all"
else:
for opt in ops_test_option_lst:
if opt not in cls._UTExcludes:
ops_test_ut_str += f"{opt};"
ops_test_ut_str = f"{ops_test_ut_str}"
logging.info("Trigger UT: %s", ops_test_ut_str)
return ops_test_ut_str
@classmethod
def get_ops_test_option_lst(cls) -> list[str]:
ops_test_option_lst: list[str] = []
for p in cls._ChangedPaths:
for m in cls._Modules:
new_options = m.get_test_example_ops_test_options(f=p)
for opt in new_options:
if opt not in ops_test_option_lst:
ops_test_option_lst.append(opt)
return ops_test_option_lst
@classmethod
def get_related_examples(cls) -> str:
ops_test_option_lst = cls.get_ops_test_option_lst()
if len(ops_test_option_lst) == 0:
logging.info("Don't trigger any examples.")
return ""
ops_test_examples_str: str = ""
if "all" in ops_test_option_lst:
ops_test_examples_str = "all"
else:
for opt in ops_test_option_lst:
if opt not in cls._ExamplesExcludes:
ops_test_examples_str += f"{opt};"
ops_test_examples_str = f"{ops_test_examples_str}"
logging.info("Trigger examples: %s", ops_test_examples_str)
return ops_test_examples_str
@classmethod
def _parse_classify_item(cls, name: str, desc: dict[str, Any] | None = None) -> bool:
if desc is None:
logging.error("[%s]'s desc is None.", name)
return False
if desc.get("module", False):
mod = Module(name=name)
rst = mod.update_classify_cfg(desc=desc)
if rst:
cls._Modules.append(mod)
short_name = name.split("/")[-1]
if "examples" in mod.test_excludes:
cls._ExamplesExcludes.append(short_name)
if "ut" in mod.test_excludes:
cls._UTExcludes.append(short_name)
return rst
return all(cls._parse_classify_item(name=name + "/" + k, desc=sub_desc) for k, sub_desc in desc.items())
@staticmethod
def main() -> str:
# 参数注册
ps = argparse.ArgumentParser(description="Parse changed files", epilog="Best Regards!")
ps.add_argument("-c", "--classify", required=True, nargs=1, type=Path, help="tests/test_config.yaml")
ps.add_argument("-f", "--file", required=True, nargs=1, type=Path, help="changed files desc file.")
# 子命令行
sub_ps = ps.add_subparsers(help="Sub-Command")
p_ut = sub_ps.add_parser("get_related_ut", help="Get related ut.")
p_ut.set_defaults(func=Parser.get_related_ut)
p_examples = sub_ps.add_parser("get_related_examples", help="Get related examples.")
p_examples.set_defaults(func=Parser.get_related_examples)
# 处理
args = ps.parse_args()
logging.debug(args)
if not Parser.parse_classify_file(file=Path(args.classify[0])):
return ""
if not Parser.parse_changed_file(file=Path(args.file[0])):
return ""
Parser.print_details()
rst = args.func()
return rst
if __name__ == "__main__":
logging.basicConfig(
format="[%(asctime)s][%(filename)s:%(lineno)d] %(message)s", datefmt="%Y-%m-%d %H:%M:%S", level=logging.INFO
)
print(Parser.main())

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@@ -0,0 +1,178 @@
#!/bin/bash
# -----------------------------------------------------------------------------------------------------------
# Copyright (c) 2025 Huawei Technologies Co., Ltd.
# This program is free software, you can redistribute it and/or modify it under the terms and conditions of
# CANN Open Software License Agreement Version 2.0 (the "License").
# Please refer to the License for details. You may not use this file except in compliance with the License.
# THIS SOFTWARE IS PROVIDED ON AN "AS IS" BASIS, WITHOUT WARRANTIES OF ANY KIND, EITHER EXPRESS OR IMPLIED,
# INCLUDING BUT NOT LIMITED TO NON-INFRINGEMENT, MERCHANTABILITY, OR FITNESS FOR A PARTICULAR PURPOSE.
# See LICENSE in the root of the software repository for the full text of the License.
# -----------------------------------------------------------------------------------------------------------
CPU_NUM=$(($(cat /proc/cpuinfo | grep "^processor" | wc -l)*2))
JOB_NUM="-j${CPU_NUM}"
while [[ $# -gt 0 ]]; do
case $1 in
-s)
PATH_TO_SOURCE="$2"
shift 2
;;
-b)
PATH_TO_BUILD="$2"
shift 2
;;
-p)
ASCEND_CANN_PACKAGE_PATH="$2"
shift 2
;;
--autogen-dir)
ASCEND_AUTOGEN_DIR="$2"
shift 2
;;
--build-open-project)
BUILD_OPEN_PROJECT="$2"
shift 2
;;
--binary-out-dir)
ASCEND_BINARY_OUT_DIR="$2"
shift 2
;;
--impl-out-dir)
ASCEND_IMPL_OUT_DIR="$2"
shift 2
;;
--op-build-tool)
OP_BUILD_TOOL="$2"
shift 2
;;
--ascend-cmake-dir)
ASCEND_CMAKE_DIR="$2"
shift 2
;;
--tiling-key)
TILING_KEY="$2"
shift 2
;;
--ops-compile-options)
OPS_COMPILE_OPTIONS="$2"
shift 2
;;
--check-compatible)
CHECK_COMPATIBLE="$2"
shift 2
;;
--ascend-compute_unit)
ASCEND_COMPUTE_UNIT="$2"
shift 2
;;
--ascend-op_name)
ASCEND_OP_NAME="$2"
shift 2
;;
--op_debug_config)
OP_DEBUG_CONFIG="$2"
shift 2
;;
--build_type)
BUILD_TYPE="$2"
shift 2
;;
--version)
VERSION="$2"
shift 2
;;
--build_ops_rty_kernel)
BUILD_OPS_RTY_KERNEL="$2"
shift 2
;;
--enable_built_in)
ENABLE_BUILT_IN="$2"
shift 2
;;
--enable_static)
ENABLE_STATIC="$2"
shift 2
;;
--enable_experimental)
ENABLE_EXPERIMENTAL="$2"
shift 2
;;
--enable_ccache)
ENABLE_CCACHE="$2"
shift 2
;;
--enable_oom)
ENABLE_OOM="$2"
shift 2
;;
--cann_3rd_lib_path)
CANN_3RD_LIB_PATH="$(realpath $2)"
shift 2
;;
*)
break
;;
esac
done
function clean() {
if [ -n "${PATH_TO_BUILD}" ];then
rm -rf ${PATH_TO_BUILD}
mkdir -p ${PATH_TO_BUILD}
fi
}
function convert_string() {
local _input=$1
_output=$(echo $_input | sed 's/::/;/g')
echo "${_output}"
}
function set_env() {
CONVERT_TILING_KEY="$(convert_string ${TILING_KEY})"
CONVERT_OPS_COMPILE_OPTIONS="$(convert_string ${OPS_COMPILE_OPTIONS})"
CONVERT_ASCEND_COMPUTE_UNIT="$(convert_string ${ASCEND_COMPUTE_UNIT})"
CONVERT_ASCEND_OP_NAME="$(convert_string ${ASCEND_OP_NAME})"
}
function build() {
cd ${PATH_TO_BUILD}
cmake ${PATH_TO_SOURCE} \
-DBUILD_OPEN_PROJECT=${BUILD_OPEN_PROJECT} \
-DPREPARE_BUILD=ON \
-DCUSTOM_ASCEND_CANN_PACKAGE_PATH=${ASCEND_CANN_PACKAGE_PATH} \
-DASCEND_AUTOGEN_DIR=${ASCEND_AUTOGEN_DIR} \
-DASCEND_BINARY_OUT_DIR=${ASCEND_BINARY_OUT_DIR} \
-DASCEND_IMPL_OUT_DIR=${ASCEND_IMPL_OUT_DIR} \
-DOP_BUILD_TOOL=${OP_BUILD_TOOL} \
-DASCEND_CMAKE_DIR=${ASCEND_CMAKE_DIR} \
-DCHECK_COMPATIBLE=${CHECK_COMPATIBLE} \
-DTILING_KEY="${CONVERT_TILING_KEY}" \
-DOPS_COMPILE_OPTIONS="${CONVERT_OPS_COMPILE_OPTIONS}" \
-DASCEND_COMPUTE_UNIT=${CONVERT_ASCEND_COMPUTE_UNIT} \
-DASCEND_OP_NAME=${CONVERT_ASCEND_OP_NAME} \
-DENABLE_CCACHE=${ENABLE_CCACHE} \
-DBUILD_OPS_RTY_KERNEL=${BUILD_OPS_RTY_KERNEL} \
-DENABLE_BUILT_IN=${ENABLE_BUILT_IN} \
-DENABLE_STATIC=${ENABLE_STATIC} \
-DENABLE_EXPERIMENTAL=${ENABLE_EXPERIMENTAL} \
-DOP_DEBUG_CONFIG=${OP_DEBUG_CONFIG} \
-DCANN_3RD_LIB_PATH=${CANN_3RD_LIB_PATH} \
-DCMAKE_BUILD_TYPE=${BUILD_TYPE} \
-DVERSION=${VERSION} \
-DENABLE_OOM=${ENABLE_OOM}
make ${JOB_NUM} prepare_build
}
function main() {
clean
set_env
build
}
main

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#!/usr/bin/env python3
# -----------------------------------------------------------------------------------------------------------
# Copyright (c) 2025 Huawei Technologies Co., Ltd.
# This program is free software, you can redistribute it and/or modify it under the terms and conditions of
# CANN Open Software License Agreement Version 2.0 (the "License").
# Please refer to the License for details. You may not use this file except in compliance with the License.
# THIS SOFTWARE IS PROVIDED ON AN "AS IS" BASIS, WITHOUT WARRANTIES OF ANY KIND, EITHER EXPRESS OR IMPLIED,
# INCLUDING BUT NOT LIMITED TO NON-INFRINGEMENT, MERCHANTABILITY, OR FITNESS FOR A PARTICULAR PURPOSE.
# See LICENSE in the root of the software repository for the full text of the License.
# -----------------------------------------------------------------------------------------------------------
"""
生成覆盖率
"""
import argparse
import dataclasses
import logging
import os
import subprocess
from pathlib import Path
import yaml
class GenCoverage:
@dataclasses.dataclass
class Param:
source_dir: Path | None = None
data_dir: Path | None = None
info_file: Path | None = None
info_file_filtered: Path | None = None
html_report_dir: Path | None = None
filter_str: str = ""
@staticmethod
def get_exclude_paths_from_yaml(yaml_path: Path):
with open(yaml_path, encoding="utf-8") as file:
data = yaml.safe_load(file)
exclude_paths = set()
def extract_from_dict(obj, current_key=None):
if isinstance(obj, dict):
if "exclude" in obj and isinstance(obj["exclude"], list):
for path in obj["exclude"]:
exclude_paths.add(path)
if "ut_cov_exclude" in obj and isinstance(obj["ut_cov_exclude"], list):
for path in obj["ut_cov_exclude"]:
exclude_paths.add(path)
# 递归处理所有值
for key, value in obj.items():
extract_from_dict(value, key)
elif isinstance(obj, list):
for item in obj:
extract_from_dict(item, current_key)
extract_from_dict(data)
return exclude_paths
def init_filter_str(self, fs: list[list[str]] | None):
if not fs:
return
for fl in fs:
self.filter_str += f"{fl[0]} "
def init_filter_str_from_yaml(self, source_dir: Path, yaml_path: Path):
exclude_paths = self.get_exclude_paths_from_yaml(yaml_path)
for path in sorted(exclude_paths):
if path.startswith("*"):
lcov_path = path
else:
full_path = source_dir / Path(path)
if full_path.is_dir():
lcov_path = f"{full_path}/*"
else:
lcov_path = f"{full_path}"
self.filter_str += f"{lcov_path} "
@classmethod
def main(cls):
# 参数注册
parser = argparse.ArgumentParser(description="Generate Coverage", epilog="Best Regards!")
parser.add_argument(
"-s",
"--source_base_dir",
required=True,
nargs=1,
type=Path,
help="Explicitly specify the source base directory.",
)
parser.add_argument(
"-c",
"--coverage_data_dir",
required=True,
nargs=1,
type=Path,
help="Explicitly specify the *.da's base directory.",
)
parser.add_argument(
"-i", "--info_file", required=False, nargs=1, type=Path, help="Explicitly specify coverage info file path."
)
# 考虑最低支持 Python 版本为 3.7, 此处用 append 而非 extend
parser.add_argument(
"-f",
"--filter",
required=False,
action="append",
nargs="*",
type=str,
help="Explicitly specify filter file/dir in coverage info.",
)
parser.add_argument(
"-y",
"--yaml",
required=False,
nargs=1,
type=Path,
help="Explicitly specify filter file/dir from tests/test_config.yaml.",
)
parser.add_argument(
"--html_report", required=False, nargs=1, type=Path, help="Explicitly specify coverage html report dir."
)
# 参数解析, 默认值处理
p = cls.Param()
args = parser.parse_args()
p.source_dir = Path(args.source_base_dir[0]).absolute()
p.data_dir = Path(args.coverage_data_dir[0]).absolute()
if args.info_file:
p.info_file = Path(args.info_file[0]).absolute()
p.info_file_filtered = Path(p.info_file.parent, f"{p.info_file.stem}_filtered{p.info_file.suffix}")
else:
p.info_file = Path(p.data_dir, "cov_result/coverage.info")
p.info_file_filtered = p.info_file
p.html_report_dir = args.html_report[0] if args.html_report else Path(p.info_file.parent, "html_report")
p.html_report_dir = Path(p.html_report_dir).absolute()
p.init_filter_str(fs=args.filter)
p.init_filter_str_from_yaml(source_dir=p.source_dir, yaml_path=args.yaml[0]) if args.yaml else None
logging.debug("[DEBUG] filter_str=%s", p.filter_str)
# 参数检查
if not p.data_dir.exists():
logging.error("[ERROR] The dir(%s) required to find the .da files not exist.", p.data_dir)
exit(1)
if not p.info_file.exists():
p.info_file.parent.mkdir(parents=True, exist_ok=True)
if not p.html_report_dir.exists():
p.html_report_dir.mkdir(parents=True, exist_ok=True)
# 环境检查
if not cls._chk_env():
exit(1)
# 生成覆盖率数据
cls._gen_cov(param=p)
@classmethod
def _chk_env(cls):
try:
ret = subprocess.run(["lcov", "--version"], capture_output=True, check=True, encoding="utf-8")
ret.check_returncode()
except FileNotFoundError:
logging.error("[ERROR] lcov is required to generate coverage data, please install.")
return False
try:
ret = subprocess.run(["genhtml", "--version"], capture_output=True, check=True, encoding="utf-8")
ret.check_returncode()
except FileNotFoundError:
logging.error("[ERROR] genhtml is required to generate coverage html report, please install.")
return False
return True
@classmethod
def _gen_cov(cls, param: Param):
"""
使用 lcov 生成覆盖率
"""
# 当 log 等级小于 INFO 时lcov 不带 -q 标签
lcov_log_tag = "" if logging.getLogger().level <= logging.INFO else "-q"
logging.critical("================================================================================")
logging.critical("Coverage Report")
logging.critical("================================================================================")
# 生成覆盖率
cmd = f"lcov -c -d {param.data_dir} -o {param.info_file} {lcov_log_tag}"
logging.debug("[DEBUG] Generate origin coverage file, cmd=`%s`", cmd)
ret = subprocess.run(cmd.split(), capture_output=False, check=True, encoding="utf-8")
ret.check_returncode()
if param.info_file.stat().st_size == 0:
logging.critical("No file found in origin coverage file.")
return
logging.debug("[DEBUG] Generated origin coverage file %s", param.info_file)
# 滤掉某些文件/路径的覆盖率信息
cmd = f"lcov --remove {param.info_file} {param.filter_str} -o {param.info_file_filtered} {lcov_log_tag}"
logging.debug("[DEBUG] Generate filtered coverage file, cmd=`%s`", cmd)
ret = subprocess.run(cmd.split(), capture_output=False, check=True, encoding="utf-8")
ret.check_returncode()
logging.debug("[DEBUG] Generated filtered coverage file %s", param.info_file_filtered)
logging.info("[INFO] Generated coverage result in %s", os.path.dirname(param.info_file))
if param.info_file_filtered.stat().st_size == 0:
logging.critical("No file found in filtered coverage file.")
return
# 生成 html 报告
sub_cmd_prefix = f"-p {param.source_dir}" if param.source_dir else ""
cmd = f"genhtml {param.info_file_filtered} {sub_cmd_prefix} -o {param.html_report_dir} {lcov_log_tag}"
logging.debug("[DEBUG] Generate filtered coverage html report, cmd=`%s`", cmd)
ret = subprocess.run(cmd.split(), capture_output=False, check=True, encoding="utf-8")
ret.check_returncode()
logging.info("[INFO] Generated filtered coverage html report. %s", param.html_report_dir)
# 输出覆盖率数据到终端
cmd = f"lcov --list {param.info_file_filtered}"
ret = subprocess.run(cmd.split(), capture_output=False, check=True, encoding="utf-8")
logging.critical("================================================================================")
ret.check_returncode()
if __name__ == "__main__":
# 将环境变量中的 ASCEND_GLOBAL_LOG_LEVEL 换算成 python 的 log 等级
log_level = (int(os.getenv("ASCEND_GLOBAL_LOG_LEVEL", "3")) + 1) * 10
logging.basicConfig(format="[%(asctime)s] %(message)s", datefmt="%Y-%m-%d %H:%M:%S", level=log_level)
GenCoverage.main()

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#!/usr/bin/env python3
# -----------------------------------------------------------------------------------------------------------
# Copyright (c) 2025 Huawei Technologies Co., Ltd.
# This program is free software, you can redistribute it and/or modify it under the terms and conditions of
# CANN Open Software License Agreement Version 2.0 (the "License").
# Please refer to the License for details. You may not use this file except in compliance with the License.
# THIS SOFTWARE IS PROVIDED ON AN "AS IS" BASIS, WITHOUT WARRANTIES OF ANY KIND, EITHER EXPRESS OR IMPLIED,
# INCLUDING BUT NOT LIMITED TO NON-INFRINGEMENT, MERCHANTABILITY, OR FITNESS FOR A PARTICULAR PURPOSE.
# See LICENSE in the root of the software repository for the full text of the License.
# -----------------------------------------------------------------------------------------------------------
"""
生成 TilingData 桩
用于 UTest 场景下, 生成 Struct 表示的 TilingData 相关头文件.
"""
import argparse
import datetime
import logging
import os
import stat
from pathlib import Path
import regex as re
def check_if_new_tiling_file_path_existed(ori_file: Path) -> Path:
current_path = ori_file
target_dir = ori_file / "op_kernel"
while True:
if target_dir.is_dir():
break
parent_path = current_path.parent
if parent_path == current_path:
return ori_file, False
current_path = parent_path
target_dir = current_path / "op_kernel"
tiling_files = list(target_dir.glob("*tiling_data.h"))
if not tiling_files:
return ori_file, False
new_file = tiling_files[0]
new_path = target_dir / new_file.name
return new_path, True
def process_class_fields(fields_str, class_name):
result = []
seen = set()
arr_pattern = re.compile(
r"^\s*"
r"(?P<type>(?:[\w:<>]+\s+)*[\w:<>* &]+?)\s+" # 类型(含修饰符/指针/引用)
r"(?P<name>\w+)\s*" # 变量名
r"\[(?P<len>\d+)\]" # 数组长度
r"(?:\s*=\s*\{\s*[^\}]*\s*})?" # 可选初始化,支持 {} 或 {0, ...}
r"\s*;\s*" # 以 ; 结尾
r"(?:[ \t]*(?://[^\n]*)?)?$", # 行尾可有 // 注释
re.MULTILINE,
)
var_pattern = re.compile(r"^\s*(?P<type>[\w:<>]+)\s+(?P<name>\w+)\s*(?:=\s*[^;]*)?;", re.MULTILINE)
# 逐行处理,保持顺序
for line in fields_str.splitlines():
# 跳空行或纯注释行
if not line.strip() or line.strip().startswith("//"):
continue
m = arr_pattern.match(line)
if m:
t, n, ln = m.group("type"), m.group("name"), m.group("len")
result.append(("array", t, n, ln))
seen.add(n)
continue
m = var_pattern.match(line)
if m:
t, n = m.group("type"), m.group("name")
if n not in seen:
result.append(("normal", t, n))
seen.add(n)
continue
return result
def find_classes(content):
out = []
class_re = re.compile(r"\bclass\s+(\w+)\s*{")
for m in class_re.finditer(content):
class_name = m.group(1)
start = m.end()
idx = start
braces = 1
while idx < len(content):
c = content[idx]
if c == "{":
braces += 1
elif c == "}":
braces -= 1
if braces == 0:
out.append((class_name, content[start:idx].strip()))
break
idx += 1
return out
def convert_template_tilingkey(ori_file: Path):
with open(ori_file) as f:
content = f.read()
classes = find_classes(content)
output = []
for class_name, fields_str in classes:
fields = process_class_fields(fields_str, class_name)
output.append(f"BEGIN_TILING_DATA_DEF({class_name})")
for entry in fields:
if entry[0] == "normal":
_, field_type, field_name = entry
if field_type in [
"uint32_t",
"int32_t",
"uint8_t",
"uint16_t",
"float",
"uint64_t",
"int64_t",
"double",
]:
output.append(f"TILING_DATA_FIELD_DEF({field_type}, {field_name});")
else:
output.append(f"TILING_DATA_FIELD_DEF_STRUCT({field_type}, {field_name});")
elif entry[0] == "array":
_, field_type, field_name, field_len = entry
output.append(f"TILING_DATA_FIELD_DEF_ARR({field_type}, {field_len}, {field_name});")
output.append("END_TILING_DATA_DEF;")
output.append(f"REGISTER_TILING_DATA_CLASS({class_name}Op, {class_name})\n")
result_code = "\n".join(output)
return result_code
def process_fields(fields_str, struct_name):
field_pattern = re.compile(r"(\w+)\s+(\w+)(?:\s*=\d+)?;")
fields = field_pattern.findall(fields_str)
return fields
def convert_to_old_tiling_struct_style(redirected_file_path):
with open(redirected_file_path) as f:
content = f.read()
struct_pattern = re.compile(r"struct (\w+) {([^}]*)}", re.DOTALL)
structs = struct_pattern.findall(content)
output = []
for struct_name, fields_str in structs:
fields = process_fields(fields_str, struct_name)
output.append(f"BEGIN_TILING_DATA_DEF({struct_name})")
for field_type, field_name in fields:
if field_type in ["uint32_t", "uint8_t", "uint16_t"]:
output.append(f"TILING_DATA_FIELD_DEF({field_type}, {field_name});")
else:
output.append(f"TILING_DATA_FIELD_DEF_STRUCT({field_type}, {field_name});")
output.append("END_TILING_DATA_DEF;")
output.append(f"REGISTER_TILING_DATA_CLASS({struct_name}Op, {struct_name})\n")
result_code = "\n".join(output)
return result_code
class Process:
_WRITE_FLAGS = os.O_WRONLY | os.O_CREAT | os.O_TRUNC
_WRITE_MODES = stat.S_IWUSR | stat.S_IRUSR
@classmethod
def _write_file(cls, file: Path, src: str):
with os.fdopen(os.open(file, cls._WRITE_FLAGS, cls._WRITE_MODES), "w") as fh:
fh.write(src)
@classmethod
def _get_begin_source(cls, ori_file: Path, gen_file: Path) -> str:
bgn_src: str = (
"/**\n"
" * This program is free software, you can redistribute it and/or modify.\n"
" * Copyright (c) {year} Huawei Technologies Co., Ltd.\n"
" * This file is a part of the CANN Open Software.\n"
' * Licensed under CANN Open Software License Agreement Version 2.0 (the "License").\n'
" * Please refer to the License for details. "
"You may not use this file except in compliance with the License.\n"
' * THIS SOFTWARE IS PROVIDED ON AN "AS IS" BASIS, '
"WITHOUT WARRANTIES OF ANY KIND, EITHER EXPRESS OR IMPLIED, "
"INCLUDING BUT NOT LIMITED TO NON-INFRINGEMENT, MERCHANTABILITY, OR FITNESS FOR A PARTICULAR PURPOSE.\n"
" * See LICENSE in the root of the software repository for the full text of the License.\n"
" */\n"
).format(year=datetime.datetime.today().year)
bgn_src += "\n"
bgn_src += ("/*!\n * \\file {gen_file_name}\n * \\brief Generate {ori_file_name}\n */\n").format(
gen_file_name=gen_file.name, ori_file_name=ori_file.name
)
bgn_src += "\n"
bgn_src += "#pragma once\n"
bgn_src += "\n"
return bgn_src
@classmethod
def _get_tiling_source(cls, ori_file: Path, isTemplateTilingKey: bool = False) -> str:
"""
获取 TilingData 定义源码
:param ori_file: 原始文件
:return: 生成文件内容
"""
rst_source = (
"#include <cstdint>\n#include <cstring>\n#include <securec.h>\n#include <kernel_tiling/kernel_tiling.h>\n\n"
)
pattern = re.compile(r"[(](.*)[)]", re.S)
if isTemplateTilingKey:
lines = convert_template_tilingkey(ori_file)
lines = lines.splitlines()
else:
ori_file, existed_flag = check_if_new_tiling_file_path_existed(ori_file)
if existed_flag:
lines = convert_to_old_tiling_struct_style(ori_file)
lines = lines.splitlines()
else:
with open(ori_file) as fd:
lines = fd.readlines()
for line in lines:
line = line.strip()
struct_src = ""
if line.startswith("BEGIN_TILING_DATA_DEF"):
struct_name = re.findall(pattern, line)[0]
struct_src += ("#pragma pack(1)\nstruct {}\n").format(struct_name)
struct_src += "{\n"
struct_offset = 0
elif line.startswith("TILING_DATA_FIELD_DEF_ARR"):
field_params = re.findall(pattern, line)[0]
fds = field_params.split(",")
fds_dtype = fds[0].strip()
fds_num = int(fds[1].strip())
fds_name = fds[2].strip()
tmp_src, tmp_offset = cls._get_tmp_src(
offset=struct_offset, dtype=fds_dtype, name=fds_name, num=fds_num
)
struct_src += tmp_src
struct_offset += tmp_offset
elif line.startswith("TILING_DATA_FIELD_DEF_STRUCT"):
field_params = re.findall(pattern, line)[0]
fds = field_params.split(",")
struct_src += " {} {};\n".format(fds[0].strip(), fds[1].strip())
elif line.startswith("TILING_DATA_FIELD_DEF"):
field_params = re.findall(pattern, line)[0]
fds = field_params.split(",")
fds_dtype = fds[0].strip()
fds_num = 1
fds_name = fds[1].strip()
tmp_src, tmp_offset = cls._get_tmp_src(
offset=struct_offset, dtype=fds_dtype, name=fds_name, num=fds_num
)
struct_src += tmp_src
struct_offset += tmp_offset
elif line.startswith("END_TILING_DATA_DEF"):
# 要求结构体满足 8 字节对齐
if struct_offset % 8 != 0:
pad_num = 8 - (struct_offset % 8)
struct_src += " uint8_t {}_PH[{}] = {{}};\n".format(struct_name, pad_num)
struct_offset += pad_num
struct_src += "};"
struct_src += "\n"
struct_src += "#pragma pack()\n"
struct_src += "\n"
struct_src += "inline void Init{struct_name}(uint8_t* tiling, {struct_name}* const_data)\n".format(
struct_name=struct_name
)
struct_src += "{\n"
struct_src += (
" (void)memcpy_s(const_data, sizeof({struct_name}), tiling, sizeof({struct_name}));\n".format(
struct_name=struct_name
)
)
struct_src += "}\n"
struct_src += "\n"
rst_source += struct_src
rst_source += (
""
"#undef GET_TILING_DATA\n"
"#define GET_TILING_DATA(tiling_data, tiling_arg) \\\n"
"{struct_name} tiling_data; \\\n"
"Init{struct_name}(tiling_arg, &tiling_data)\n"
"\n"
).format(struct_name=struct_name)
return rst_source
@classmethod
def _get_tiling_whole(cls, ori_file: Path, isTemplateTilingKey: bool = False) -> str:
with open(ori_file) as f:
content = f.read()
return content
@classmethod
def _gen_tiling_h(cls, ori_file: Path, gen_dir: Path):
gen_file = Path(gen_dir, "_gen_" + ori_file.name)
flag = "op_kernel" in [part for part in ori_file.parts]
if not gen_file.exists():
if not flag:
bgn_src = cls._get_begin_source(ori_file=ori_file, gen_file=gen_file)
def_src = cls._get_tiling_source(ori_file=ori_file, isTemplateTilingKey=flag)
source = bgn_src + def_src
else:
source = "\n"
cls._write_file(file=gen_file, src=source)
logging.info("Generate TilingDefFile: %s", gen_file)
return gen_file
@classmethod
def _get_type_size(cls, dtype: str):
mp = {
"int8_t": 1,
"int16_t": 2,
"int32_t": 4,
"int64_t": 8,
"uint8_t": 1,
"uint16_t": 2,
"uint32_t": 4,
"uint64_t": 8,
"float": 4,
}
d_len = mp.get(dtype)
if d_len is None:
raise ValueError(f"Unknown dtype({dtype})")
return d_len
@classmethod
def _get_tmp_src(cls, offset: int, dtype: str, name: str, num: int):
source = ""
result = 0
dtype_size = cls._get_type_size(dtype=dtype)
if offset % dtype_size != 0:
pad_num = dtype_size - (offset % dtype_size)
source += " uint8_t {}_PH[{}] = {{}};\n".format(name, pad_num)
result += pad_num
if num == 1:
source += " {} {} = 0;\n".format(dtype, name)
else:
source += " {} {}[{}] = {{}};\n".format(dtype, name, num)
result += cls._get_type_size(dtype=dtype) * num
return source, result
@classmethod
def gen_tiling_h(cls, ori_files: list[Path], gen_dir: Path):
gen_files: list[Path] = []
gen_dir.mkdir(parents=True, exist_ok=True)
for ori_file in ori_files:
if not ori_file.exists():
raise ValueError(f"Origin file({ori_file}) not exist.")
gen_file = cls._gen_tiling_h(ori_file=ori_file, gen_dir=gen_dir)
gen_files.append(gen_file)
return gen_files
@classmethod
def gen_tiling_data_h(cls, op: str, gen_files: list[Path], data_file: Path):
if not data_file.exists():
bgn_src = cls._get_begin_source(ori_file=data_file, gen_file=data_file)
def_src = ""
for gen_f in gen_files:
def_src += '#include "tiling/{op}/{file_name}"\n'.format(op=op, file_name=gen_f.name)
source = bgn_src + def_src
cls._write_file(file=data_file, src=source)
logging.info("Generate TilingDataFile: %s", data_file)
return data_file
@classmethod
def gen_tiling_stub_h(cls, data_file: Path, stub_file: Path):
if not stub_file.exists():
bgn_src = cls._get_begin_source(ori_file=stub_file, gen_file=stub_file)
def_src = ""
def_src += '#include "{}"\n'.format(data_file.name)
def_src += (
"\n"
"#undef GET_TILING_DATA_WITH_STRUCT\n"
"#define GET_TILING_DATA_WITH_STRUCT(tiling_struct, tiling_data, tiling_arg) \\\n"
"tiling_struct tiling_data; \\\n"
"(void)memcpy_s(&tiling_data, sizeof(tiling_struct), tiling_arg, sizeof(tiling_struct));\n"
"\n"
)
def_src += (
"\n"
"#undef GET_TILING_DATA_MEMBER\n"
"#define GET_TILING_DATA_MEMBER(tiling_type, member, var, tiling) \\\n"
"decltype(tiling_type::member) var; \\\n"
"size_t offset##var = (size_t)(&((tiling_type *)0)->member); \\\n"
"(void)memcpy_s(&var, sizeof(decltype(var)), tiling + offset##var, sizeof(decltype(var))); \n"
)
source = bgn_src + def_src
cls._write_file(file=stub_file, src=source)
logging.info("Generate TilingStubFile: %s", stub_file)
return stub_file
@classmethod
def main(cls):
# 参数注册
parser = argparse.ArgumentParser(description="TilingData Generator", epilog="Best Regards!")
parser.add_argument("-o", "--operator", required=True, nargs=1, type=str, help="Target operator.")
parser.add_argument(
"-s",
"--srcs",
required=True,
action="append",
nargs="+",
type=Path,
help="Origin tiling data define files(.h).",
)
parser.add_argument("-d", "--dest", required=True, nargs=1, type=Path, help="Generate directory.")
# 参数解析
result = parser.parse_args()
op = result.operator[0].lower()
ori_files: list[Path] = []
for file in result.srcs:
ori_files.append(file[0].absolute())
gen_dir = Path(result.dest[0], "tiling/{}".format(op)).absolute()
data_file = Path(gen_dir, "tiling_data.h")
stub_file = Path(gen_dir, "tiling_stub.h")
# 流程处理
gen_files = cls.gen_tiling_h(ori_files=ori_files, gen_dir=gen_dir)
cls.gen_tiling_data_h(op=op, gen_files=gen_files, data_file=data_file)
cls.gen_tiling_stub_h(data_file=data_file, stub_file=stub_file)
if __name__ == "__main__":
logging.basicConfig(format="%(filename)s:%(lineno)d [%(levelname)s] %(message)s", level=logging.DEBUG)
try:
Process.main()
except Exception as e:
logging.error(e)
raise e

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#!/usr/bin/env python3
# -----------------------------------------------------------------------------------------------------------
# Copyright (c) 2025 Huawei Technologies Co., Ltd.
# This program is free software, you can redistribute it and/or modify it under the terms and conditions of
# CANN Open Software License Agreement Version 2.0 (the "License").
# Please refer to the License for details. You may not use this file except in compliance with the License.
# THIS SOFTWARE IS PROVIDED ON AN "AS IS" BASIS, WITHOUT WARRANTIES OF ANY KIND, EITHER EXPRESS OR IMPLIED,
# INCLUDING BUT NOT LIMITED TO NON-INFRINGEMENT, MERCHANTABILITY, OR FITNESS FOR A PARTICULAR PURPOSE.
# See LICENSE in the root of the software repository for the full text of the License.
# -----------------------------------------------------------------------------------------------------------
import argparse
import copy
import hashlib
import json
import os
import sys
from collections import defaultdict
from typing import NamedTuple
import const_var
import opdesc_parser
import regex as re
PYF_PATH = os.path.dirname(os.path.realpath(__file__))
class ParamInfo(NamedTuple):
dtype_list: list
format_list: list
dtype_for_bin_list: dict
format_for_bin_list: dict
class BinParamBuilder(opdesc_parser.OpDesc):
def __init__(self: any, op_type: str):
super().__init__(op_type)
self.soc = ""
self.out_path = ""
self.tiling_keys = set()
self.op_debug_config = ""
self.op_super_config = []
def set_soc_version(self: any, soc: str):
self.soc = soc
def set_out_path(self: any, out_path: str):
self.out_path = out_path
def set_tiling_key(self: any, tiling_key_info: set):
if tiling_key_info:
self.tiling_keys.update(tiling_key_info)
def set_op_debug_config(self: any, op_debug_config: str):
if op_debug_config:
self.op_debug_config = op_debug_config
def set_op_super_config(self: any, op_super_config: str):
if op_super_config:
self.op_super_config = op_super_config
def get_full_list(self: any):
dtype_list = []
for dtype_in in self.input_dtype:
dtype_list.append(dtype_in.split(","))
for dtype_out in self.output_dtype:
dtype_list.append(dtype_out.split(","))
format_list = []
for fmt_in in self.input_fmt:
format_list.append(fmt_in.split(","))
for fmt_out in self.output_fmt:
format_list.append(fmt_out.split(","))
dtype_for_bin_list = [[] for _ in range(len(self.input_dtype) + len(self.output_dtype))]
format_for_bin_list = copy.deepcopy(dtype_for_bin_list)
for key, value in self.input_dtype_for_bin.items():
dtype_for_bin_list[key] = value.split(",")
for key, value in self.output_dtype_for_bin.items():
dtype_for_bin_list[key + len(self.input_dtype)] = value.split(",")
for key, value in self.input_fmt_for_bin.items():
format_for_bin_list[key] = value.split(",")
for key, value in self.output_fmt_for_bin.items():
format_for_bin_list[key + len(self.input_dtype)] = value.split(",")
return ParamInfo(dtype_list, format_list, dtype_for_bin_list, format_for_bin_list)
def gen_bin_cprs_list(self: any, param_info: ParamInfo):
combine_dict = {}
origin_combine_dict = {}
for cob_idx in range(0, len(self.input_dtype[0].split(","))):
origin_combine = ""
combine = ""
for param_idx in range(0, len(self.input_dtype) + len(self.output_dtype)):
if param_info.dtype_for_bin_list[param_idx]:
combine += param_info.dtype_for_bin_list[param_idx][cob_idx]
else:
combine += param_info.dtype_list[param_idx][cob_idx]
origin_combine += param_info.dtype_list[param_idx][cob_idx]
if param_info.format_for_bin_list[param_idx]:
combine += param_info.format_for_bin_list[param_idx][cob_idx]
else:
combine += param_info.format_list[param_idx][cob_idx]
origin_combine += param_info.format_list[param_idx][cob_idx]
if combine not in combine_dict:
combine_dict[combine] = []
combine_dict[combine].append(cob_idx)
origin_combine_dict[origin_combine] = cob_idx
for key, value in combine_dict.items():
if key not in origin_combine_dict:
print(f"WARNING: ForBinQuery {key} not in origin combine")
self.bin_save_list += value
continue
if len(value) == 1 and value[0] == origin_combine_dict[key]:
self.bin_save_list += value
continue
self.bin_cprs_head.append(origin_combine_dict[key])
self.bin_cprs_list.append(value)
for index, sub_list in enumerate(self.bin_cprs_list):
if self.bin_cprs_head[index] not in self.bin_save_list:
continue
sub_list.append(self.bin_cprs_head[index])
self.bin_save_list += self.bin_cprs_head
def gen_for_bin_list(self: any, param_info: ParamInfo):
combine_size = len(self.input_dtype[0].split(","))
input_size = len(self.input_dtype)
output_size = len(self.output_dtype)
self.input_dtype_for_bin_list = [[] for _ in range(input_size)]
self.output_dtype_for_bin_list = [[] for _ in range(output_size)]
for i in range(0, input_size):
self.input_dtype_for_bin_list[i] = [[] for _ in range(combine_size)]
for i in range(0, output_size):
self.output_dtype_for_bin_list[i] = [[] for _ in range(combine_size)]
self.input_fmt_for_bin_list = copy.deepcopy(self.input_dtype_for_bin_list)
self.output_fmt_for_bin_list = copy.deepcopy(self.output_dtype_for_bin_list)
for index, sub_list in enumerate(self.bin_cprs_list):
head_idx = self.bin_cprs_head[index]
for cmb_idx in sub_list:
for i in range(0, input_size):
self.input_dtype_for_bin_list[i][head_idx].append(param_info.dtype_list[i][cmb_idx])
self.input_fmt_for_bin_list[i][head_idx].append(param_info.format_list[i][cmb_idx])
for i in range(0, output_size):
self.output_dtype_for_bin_list[i][head_idx].append(param_info.dtype_list[i + input_size][cmb_idx])
self.output_fmt_for_bin_list[i][head_idx].append(param_info.format_list[i + input_size][cmb_idx])
def rm_cprs_cmb(self: any, dtype_list, format_list, input_size, output_size):
for i in range(0, input_size):
self.input_dtype_for_bin_list[i] = [
element for index, element in enumerate(self.input_dtype_for_bin_list[i]) if index in self.bin_save_list
]
self.input_fmt_for_bin_list[i] = [
element for index, element in enumerate(self.input_fmt_for_bin_list[i]) if index in self.bin_save_list
]
new_dtype_list = [element for index, element in enumerate(dtype_list[i]) if index in self.bin_save_list]
new_dtype_str = ""
for dtype in new_dtype_list:
new_dtype_str += f"{dtype},"
self.input_dtype[i] = new_dtype_str[:-1]
new_format_list = [element for index, element in enumerate(format_list[i]) if index in self.bin_save_list]
new_format_str = ""
for fmt in new_format_list:
new_format_str += f"{fmt},"
self.input_fmt[i] = new_format_str[:-1]
for i in range(0, output_size):
self.output_dtype_for_bin_list[i] = [
element
for index, element in enumerate(self.output_dtype_for_bin_list[i])
if index in self.bin_save_list
]
self.output_fmt_for_bin_list[i] = [
element for index, element in enumerate(self.output_fmt_for_bin_list[i]) if index in self.bin_save_list
]
new_dtype_list = [
element for index, element in enumerate(dtype_list[i + input_size]) if index in self.bin_save_list
]
new_dtype_str = ""
for dtype in new_dtype_list:
new_dtype_str += f"{dtype},"
self.output_dtype[i] = new_dtype_str[:-1]
new_format_list = [
element for index, element in enumerate(format_list[i + input_size]) if index in self.bin_save_list
]
new_format_str = ""
for fmt in new_format_list:
new_format_str += f"{fmt},"
self.output_fmt[i] = new_format_str[:-1]
def is_set_for_bin_query(self: any):
return any(
[
self.input_dtype_for_bin,
self.output_dtype_for_bin,
self.input_fmt_for_bin,
self.output_fmt_for_bin,
]
)
def for_bin_list_match(self: any):
if not self.is_set_for_bin_query():
return
input_size = len(self.input_dtype)
output_size = len(self.output_dtype)
param_info = self.get_full_list()
self.gen_bin_cprs_list(param_info)
self.gen_for_bin_list(param_info)
if len(self.bin_save_list) == len(self.input_dtype[0].split(",")):
print("WARNING: ForBinQuery can not compress number of bin file with this set, please check!!.")
return
self.rm_cprs_cmb(param_info.dtype_list, param_info.format_list, input_size, output_size)
def gen_input_json(self: any, auto_gen_path: str):
key_map = {}
self.for_bin_list_match()
if len(self.input_dtype) == 0:
count = len(self.output_dtype[0].split(","))
else:
count = len(self.input_dtype[0].split(","))
if count == 0:
raise RuntimeError(f"Op {self.op_type} must have at least one input or output")
required_parameters = set()
index_value = -1
for i in range(0, count):
inputs = []
outputs = []
attrs = []
required_parameter = []
op_node = {}
for idx in range(0, len(self.input_name)):
idtypes = self.input_dtype[idx].split(",")
ifmts = self.input_fmt[idx].split(",")
itype = self.input_type[idx]
para = {}
para["name"] = self.input_name[idx][:-5]
para["index"] = idx
para["dtype"] = idtypes[i]
if self.is_set_for_bin_query() and self.input_dtype_for_bin_list[idx][i]:
para["dtypeForBinQuery"] = self.input_dtype_for_bin_list[idx][i]
para["format"] = ifmts[i]
if self.is_set_for_bin_query() and self.input_fmt_for_bin_list[idx][i]:
para["formatForBinQuery"] = self.input_fmt_for_bin_list[idx][i]
para["paramType"] = itype
para["shape"] = [-2]
para["format_match_mode"] = "FormatAgnostic"
input_parameter_key = (idtypes[i], ifmts[i])
if itype == "dynamic":
inputs.append([para])
required_parameter.append(input_parameter_key)
elif itype == "required":
inputs.append(para)
required_parameter.append(input_parameter_key)
else:
inputs.append(para)
for idx in range(0, len(self.output_name)):
odtypes = self.output_dtype[idx].split(",")
ofmts = self.output_fmt[idx].split(",")
otype = self.output_type[idx]
para = {}
para["name"] = self.output_name[idx][:-5]
para["index"] = idx
para["dtype"] = odtypes[i]
if self.is_set_for_bin_query() and self.output_dtype_for_bin_list[idx][i]:
para["dtypeForBinQuery"] = self.output_dtype_for_bin_list[idx][i]
para["format"] = ofmts[i]
if self.is_set_for_bin_query() and self.output_fmt_for_bin_list[idx][i]:
para["formatForBinQuery"] = self.output_fmt_for_bin_list[idx][i]
para["paramType"] = otype
para["shape"] = [-2]
para["format_match_mode"] = "FormatAgnostic"
output_parameter_key = (odtypes[i], ofmts[i])
if otype == "dynamic":
outputs.append([para])
required_parameter.append(output_parameter_key)
elif otype == "required":
outputs.append(para)
required_parameter.append(output_parameter_key)
else:
outputs.append(para)
for attr in self.attr_list:
att = {}
att["name"] = attr
atype = self.attr_val.get(attr).get("type").lower()
att["dtype"] = atype
att["value"] = const_var.ATTR_DEF_VAL.get(atype)
attrs.append(att)
required_parameter_tuple = tuple(required_parameter)
if required_parameter_tuple in required_parameters:
continue
else:
required_parameters.add(required_parameter_tuple)
index_value += 1
op_node["bin_filename"] = ""
op_node["inputs"] = inputs
op_node["outputs"] = outputs
if len(attrs) > 0:
op_node["attrs"] = attrs
param = {}
param["op_type"] = self.op_type
param["op_list"] = [op_node]
objstr = json.dumps(param, indent=" ")
md5sum = hashlib.md5(objstr.encode("utf-8")).hexdigest()
while key_map.get(md5sum) is not None:
objstr += "1"
md5sum = hashlib.md5(objstr.encode("utf-8")).hexdigest()
key_map[md5sum] = md5sum
bin_file = self.op_type + "_" + md5sum
op_node["bin_filename"] = bin_file
param_file = os.path.join(self.out_path, bin_file + "_param.json")
param_file = os.path.realpath(param_file)
self._write_build_json(param_file, param)
self._write_build_cmd(param_file, bin_file, index_value, auto_gen_path)
if self.op_super_config:
bin_file += "_relocatable"
op_node["bin_filename"] = bin_file
param_file = os.path.join(self.out_path, bin_file + "_param.json")
param_file = os.path.realpath(param_file)
self._write_build_json(param_file, param)
index_value += 1
self._write_build_cmd(param_file, bin_file, index_value, auto_gen_path, True)
def _write_build_json(self: any, param_file: str, param):
with os.fdopen(os.open(param_file, const_var.WFLAGS, const_var.WMODES), "w") as fd:
json.dump(param, fd, indent=" ")
def _generate_check_result(self: any, enable_tiling_keys: bool, bin_file: str):
check_result = ""
if enable_tiling_keys is False:
check_result += 'echo "${res}"\n'
check_result += const_var.CHK_CMD.format(res_file=bin_file + ".json")
check_result += const_var.CHK_CMD.format(res_file=bin_file + ".o")
else:
check_result += "if [ $? -eq 1 ]; then\n"
check_result += ' if echo "${res}" | \
grep -q "None of the given tiling keys are in the supported list"; then\n'
check_result += ' echo "${res}"\n'
check_result += " else\n"
check_result += ' echo "${res}"\n'
check_result += " exit 1\n"
check_result += " fi\n"
check_result += "else\n"
check_result += 'echo "${res}"\n'
check_result += const_var.CHK_CMD.format(res_file=bin_file + ".json")
check_result += const_var.CHK_CMD.format(res_file=bin_file + ".o")
check_result += "fi\n"
return check_result
def _write_build_cmd(self: any, param_file: str, bin_file: str, index: int, auto_gen_path: str, super_mode=False):
hard_soc = const_var.conv_soc_ver(self.soc)
if not hard_soc:
hard_soc = self.soc.capitalize()
name_com = [self.op_type, self.op_file, str(index)]
compile_file = os.path.join(self.out_path, "-".join(name_com) + ".sh")
compile_file = os.path.realpath(compile_file)
bin_cmd_str = "res=$(opc $1 --main_func={fun} --input_param={param} --soc_version={soc} \
--output=$2 --impl_mode={impl} --simplified_key_mode=0 --op_mode=dynamic "
build_cmd_var = "#!/bin/bash\n"
build_cmd_var += f'echo "[{self.soc}] Generating {bin_file} ..."\n'
plog_level = os.environ.get("ASCEND_GLOBAL_LOG_LEVEL")
plog_stdout = os.environ.get("ASCEND_SLOG_PRINT_TO_STDOUT")
if plog_level is None:
build_cmd_var += const_var.SET_PLOG_LEVEL_ERROR
if plog_stdout is None:
build_cmd_var += const_var.SET_PLOG_STDOUT
build_cmd_var += const_var.SRC_ENV
if hard_soc == "Ascend610Lite":
build_cmd_var += f"export ASCEND_CUSTOM_OPP_PATH={auto_gen_path}:$ASCEND_CUSTOM_OPP_PATH \n"
build_cmd_var += bin_cmd_str.format(
fun=self.op_intf, soc=hard_soc, param=param_file, impl="high_performance,optional"
)
enable_tiling_keys = False
if self.tiling_keys:
tiling_keys_list = sorted(list(self.tiling_keys))
tiling_key_str = ",".join([str(_key) for _key in tiling_keys_list])
build_cmd_var += f' --tiling_key="{tiling_key_str}"'
enable_tiling_keys = True
if self.op_debug_config:
op_debug_str = ",".join([str(_key) for _key in list(self.op_debug_config)])
build_cmd_var += f" --op_debug_config={op_debug_str}"
if super_mode and self.op_super_config:
op_super_config_str = " ".join([str(_key) for _key in list(self.op_super_config)])
build_cmd_var += f" {op_super_config_str}"
build_cmd_var += ")\n"
build_cmd_var += "\n"
check_result = self._generate_check_result(enable_tiling_keys, bin_file)
build_cmd_var += check_result
build_cmd_var += f'echo "[{self.soc}] Generating {bin_file} Done"\n'
with os.fdopen(os.open(compile_file, const_var.WFLAGS, const_var.WMODES), "w") as fd:
fd.write(build_cmd_var)
def get_tiling_keys(tiling_keys: str) -> set:
all_tiling_keys = set()
if not tiling_keys:
return all_tiling_keys
tiling_key_list = tiling_keys.split(";")
for tiling_key_value in tiling_key_list:
pattern = r"(?<![^\s])(\d+)-(\d+)(?![^\s])"
results = re.findall(pattern, tiling_key_value)
if results:
start, end = results[0]
if int(start) > int(end):
continue
for i in range(int(start), int(end) + 1):
all_tiling_keys.add(i)
elif tiling_key_value.isdigit():
all_tiling_keys.add(int(tiling_key_value))
return all_tiling_keys
def trans_soc_verion(soc_ver: str):
low_soc_ver = soc_ver.lower()
if low_soc_ver not in opdesc_parser.SOC_TO_SHORT_SOC_MAP:
return low_soc_ver
return opdesc_parser.SOC_TO_SHORT_SOC_MAP[low_soc_ver]
def parse_op_debug_confg(opc_config_file: str, soc: str) -> dict:
tiling_key_info = defaultdict(set)
op_debug_config = defaultdict(set)
if not opc_config_file:
return tiling_key_info, op_debug_config
if not os.path.exists(opc_config_file):
return tiling_key_info, op_debug_config
with open(opc_config_file) as file:
contents = file.readlines()
for _content in contents:
content = _content.strip()
opc_configs = content.split("@")
if len(opc_configs) < 3:
continue
op_type = opc_configs[0]
if not op_type:
continue
compute_unit = opc_configs[1]
if compute_unit:
compute_unit_list = compute_unit.split(";")
soc_lists = []
for soc_ver in compute_unit_list:
short_soc_ver = trans_soc_verion(soc_ver)
soc_lists.append(short_soc_ver)
if soc not in soc_lists:
continue
for options in opc_configs[2:]:
if "--tiling_key" in options:
format_tiling_keys = get_tiling_keys(options.split("=")[1])
if format_tiling_keys:
tiling_key_info[op_type].update(format_tiling_keys)
if "--op_debug_config" in options:
first_index = options.find("=")
if first_index != -1:
debug_config = options[first_index + 1 :]
else:
debug_config = ""
format_debug_config = set(debug_config.split(";"))
for _config in format_debug_config:
op_debug_config[op_type].add(_config)
return tiling_key_info, op_debug_config
def gen_bin_param_file(cfgfile: str, out_dir: str, soc: str, opc_config_file: str = "", ops: list = None):
if not os.path.exists(cfgfile):
print(f"INFO: {cfgfile} does not exists in this project, skip generating compile commands.")
return
debug_config = defaultdict(set)
super_config = defaultdict(set)
op_descs = opdesc_parser.get_op_desc(cfgfile, [], [], BinParamBuilder, ops)
tiling_key_info, op_debug_config = parse_op_debug_confg(opc_config_file, soc)
for _op_type, _op_option in op_debug_config.items():
for _option in _op_option:
if _option.startswith("--op_relocatable_kernel_binary") or _option.startswith("--op_super_kernel_options"):
super_config[_op_type].add(_option)
else:
debug_config[_op_type].add(_option)
auto_gen_path_dir = os.path.dirname(cfgfile)
all_soc_key = "ALL"
for op_desc in op_descs:
op_desc.set_soc_version(soc)
op_desc.set_out_path(out_dir)
if op_desc.op_type in debug_config:
op_desc.set_op_debug_config(debug_config[op_desc.op_type])
if all_soc_key in debug_config:
op_desc.set_op_debug_config(debug_config[all_soc_key])
if op_desc.op_type in super_config:
op_desc.set_op_super_config(super_config[op_desc.op_type])
if op_desc.op_type in tiling_key_info:
op_desc.set_tiling_key(tiling_key_info[op_desc.op_type])
if all_soc_key in tiling_key_info:
op_desc.set_tiling_key(tiling_key_info[all_soc_key])
op_desc.gen_input_json(auto_gen_path_dir)
def parse_args(argv):
"""Command line parameter parsing"""
parser = argparse.ArgumentParser()
parser.add_argument("argv", nargs="+")
parser.add_argument("--opc-config-file", nargs="?", const="", default="")
return parser.parse_args(argv)
if __name__ == "__main__":
args = parse_args(sys.argv)
if len(args.argv) <= 3:
raise RuntimeError("arguments must greater than 3")
gen_bin_param_file(args.argv[1], args.argv[2], args.argv[3], opc_config_file=args.opc_config_file)

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@@ -0,0 +1,77 @@
#!/usr/bin/env python3
# -----------------------------------------------------------------------------------------------------------
# Copyright (c) 2025 Huawei Technologies Co., Ltd.
# This program is free software, you can redistribute it and/or modify it under the terms and conditions of
# CANN Open Software License Agreement Version 2.0 (the "License").
# Please refer to the License for details. You may not use this file except in compliance with the License.
# THIS SOFTWARE IS PROVIDED ON AN "AS IS" BASIS, WITHOUT WARRANTIES OF ANY KIND, EITHER EXPRESS OR IMPLIED,
# INCLUDING BUT NOT LIMITED TO NON-INFRINGEMENT, MERCHANTABILITY, OR FITNESS FOR A PARTICULAR PURPOSE.
# See LICENSE in the root of the software repository for the full text of the License.
# -----------------------------------------------------------------------------------------------------------
import os
import stat
import sys
def write_options_to_file(file_name: str, options_str: str, op_type: str, compute_unit: str, split_char: str):
flags = os.O_WRONLY | os.O_CREAT
modes = stat.S_IWUSR | stat.S_IRUSR
try:
with os.fdopen(os.open(file_name, flags, modes), "a") as fd:
fd.write(op_type + split_char + compute_unit + split_char + options_str + "\n")
except Exception as err:
print("write compile options config file failed")
raise (err)
def gen_compile_options(compile_options_file: str, op_type: str, compute_unit: str, compile_options: list):
base_dir = os.path.dirname(compile_options_file)
opc_config_file = os.path.join(base_dir, "custom_opc_options.ini")
compile_opt = []
opc_debug_config = []
opc_tiling_keys = ""
for opts in compile_options:
if "oom" in opts:
if opts == "--oom":
opc_debug_config.append("oom")
else:
raise RuntimeError(f"Unknown oom option format {opts}")
elif "--save-temp-files" in opts:
opc_debug_config.append("dump_cce")
elif opts.startswith("--op_relocatable_kernel_binary") or opts.startswith("--op_super_kernel_options"):
opc_debug_config.append(opts)
elif "--tiling_key" in opts:
keys = opts.strip().split("=")[1].split(",")
keys_str = ";".join([key for key in keys])
opc_tiling_keys = keys_str
else:
compile_opt.append(opts)
if len(compile_opt) > 0:
options_str = ";".join([opt for opt in compile_opt])
write_options_to_file(compile_options_file, options_str, op_type, compute_unit, ",")
opc_config_str = ""
if opc_debug_config:
opc_config_str = "--op_debug_config=" + ";".join([opt for opt in opc_debug_config])
if len(opc_tiling_keys) > 0:
if opc_config_str != "":
opc_config_str += "@"
opc_config_str += "--tiling_key=" + opc_tiling_keys
if opc_config_str != "":
write_options_to_file(opc_config_file, opc_config_str, op_type, compute_unit, "@")
if __name__ == "__main__":
if len(sys.argv) < 4:
raise RuntimeError("arguments must greater than 4")
compute_soc = ""
comp_options = []
for i in range(len(sys.argv) - 3):
if sys.argv[i + 3].upper().startswith("ASCEND"):
compute_soc += sys.argv[i + 3] + ";"
else:
comp_options.append(sys.argv[i + 3])
if compute_soc != "":
compute_soc = compute_soc[0:-1]
gen_compile_options(sys.argv[1], sys.argv[2], compute_soc, comp_options)

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@@ -0,0 +1,781 @@
#!/usr/bin/env python3
# -----------------------------------------------------------------------------------------------------------
# Copyright (c) 2025 Huawei Technologies Co., Ltd.
# This program is free software, you can redistribute it and/or modify it under the terms and conditions of
# CANN Open Software License Agreement Version 2.0 (the "License").
# Please refer to the License for details. You may not use this file except in compliance with the License.
# THIS SOFTWARE IS PROVIDED ON AN "AS IS" BASIS, WITHOUT WARRANTIES OF ANY KIND, EITHER EXPRESS OR IMPLIED,
# INCLUDING BUT NOT LIMITED TO NON-INFRINGEMENT, MERCHANTABILITY, OR FITNESS FOR A PARTICULAR PURPOSE.
# See LICENSE in the root of the software repository for the full text of the License.
# -----------------------------------------------------------------------------------------------------------
import argparse
import datetime
import glob
import json
import os
import sys
import const_var
import opdesc_parser
import regex as re
PYF_PATH = os.path.dirname(os.path.realpath(__file__))
IMPL_HEAD = '''#!/usr/bin/env python
# -*- coding: UTF-8 -*-
"""
Copyright (c) Huawei Technologies Co., Ltd. {}-{}. All rights reserved.
"""
import regex as re
import os, sys
import ctypes
import json
import shutil
from tbe.common.platform import get_soc_spec
from tbe.common.utils import para_check
from tbe.tikcpp import compile_op, replay_op, check_op_cap, generalize_op_params, get_code_channel, OpInfo
from tbe.tikcpp.compile_op import CommonUtility, AscendCLogLevel
from tbe.common.buildcfg import get_default_build_config
from tbe.common.buildcfg import get_current_build_config
import tbe.common.register as tbe_register
PYF_PATH = os.path.dirname(os.path.realpath(__file__))
DTYPE_MAP = {{"float32": ["DT_FLOAT", "float"],
"float16": ["DT_FLOAT16", "half"],
"int8": ["DT_INT8", "int8_t"],
"int16": ["DT_INT16", "int16_t"],
"int32": ["DT_INT32", "int32_t"],
"int64": ["DT_INT64", "int64_t"],
"uint1": ["DT_UINT1", "uint1b_t"],
"uint8": ["DT_UINT8", "uint8_t"],
"uint16": ["DT_UINT16", "uint16_t"],
"uint32": ["DT_UINT32", "uint32_t"],
"uint64": ["DT_UINT64", "uint64_t"],
"bool": ["DT_BOOL", "bool"],
"double": ["DT_DOUBLE", "double"],
"dual": ["DT_DUAL", "unknown"],
"dual_sub_int8": ["DT_DUAL_SUB_INT8", "unknown"],
"dual_sub_uint8": ["DT_DUAL_SUB_UINT8", "unknown"],
"string": ["DT_STRING", "unknown"],
"complex32": ["DT_COMPLEX32", "complex32"],
"complex64": ["DT_COMPLEX64", "complex64"],
"complex128": ["DT_COMPLEX128", "unknown"],
"qint8": ["DT_QINT8", "unknown"],
"qint16": ["DT_QINT16", "unknown"],
"qint32": ["DT_QINT32", "unknown"],
"quint8": ["DT_QUINT8", "unknown"],
"quint16": ["DT_QUINT16", "unknown"],
"resource": ["DT_RESOURCE", "unknown"],
"string_ref": ["DT_STRING_REF", "unknown"],
"int4": ["DT_INT4", "int4b_t"],
"bfloat16": ["DT_BF16", "bfloat16_t"],
"float8_e5m2": ["DT_FLOAT8_E5M2", "fp8_e5m2_t"],
"float8_e4m3fn": ["DT_FLOAT8_E4M3FN", "fp8_e4m3fn_t"],
"hifloat8":["DT_HIFLOAT8", "hifloat8_t"],
"float8_e8m0":["DT_FLOAT8_E8M0", "fp8_e8m0_t"],
"float4_e2m1":["DT_FLOAT4_E2M1", "fp4x2_e2m1_t"],
"float4_e1m2":["DT_FLOAT4_E1M2", "fp4x2_e1m2_t"],
"int2": ["DT_INT2", "int2b_t"]}}
def add_dtype_fmt_option_single(x, x_n, is_ref: bool = False):
options = []
x_fmt = x.get("format")
x_dtype = x.get("dtype")
x_n_in_kernel = x_n + '_REF' if is_ref else x_n
options.append("-DDTYPE_{{n}}={{t}}".format(n=x_n_in_kernel, t=DTYPE_MAP.get(x_dtype)[1]))
options.append("-DORIG_DTYPE_{{n}}={{orig_t}}".format(n=x_n_in_kernel, orig_t=DTYPE_MAP.get(x_dtype)[0]))
options.append("-DFORMAT_{{n}}=FORMAT_{{f}}".format(n=x_n_in_kernel, f=x_fmt))
return options
def get_dtype_fmt_options(__inputs__, __outputs__):
options = []
input_names = {}
output_names = {}
unique_param_name_set = set()
for idx, x in enumerate(__inputs__):
if x is None:
continue
x_n = input_names[idx].upper()
unique_param_name_set.add(x_n)
options += add_dtype_fmt_option_single(x, x_n)
for idx, x in enumerate(__outputs__):
if x is None:
continue
x_n = output_names[idx].upper()
if x_n in unique_param_name_set:
options += add_dtype_fmt_option_single(x, x_n, True)
else:
options += add_dtype_fmt_option_single(x, x_n)
return options
def load_dso(so_path):
try:
ctypes.CDLL(so_path)
except OSError as error :
CommonUtility.print_compile_log("", error, AscendCLogLevel.LOG_ERROR)
raise RuntimeError("cannot open %s" %(so_path))
else:
msg = "load so succ " + so_path
CommonUtility.print_compile_log("", msg, AscendCLogLevel.LOG_INFO)
def get_shortsoc_compile_option(compile_option_list: list, shortsoc:str):
compile_options = []
if shortsoc in compile_option_list:
compile_options.extend(compile_option_list[shortsoc])
if '__ALLSOC__' in compile_option_list:
compile_options.extend(compile_option_list['__ALLSOC__'])
return compile_options
def get_kernel_source(src_file, dir_snake, dir_ex):
src = os.path.join(PYF_PATH, "op_kernel", src_file)
if os.path.exists(src):
return src
src = os.path.join(PYF_PATH, "..", "ascendc", dir_snake, "op_kernel", src_file)
if os.path.exists(src):
return src
src_ex = os.path.join(PYF_PATH, "..", "ascendc", dir_ex, "op_kernel", src_file)
if os.path.exists(src_ex):
return src_ex
src_ex = os.path.join(PYF_PATH, "..", "ascendc", dir_ex, src_file)
if os.path.exists(src_ex):
return src_ex
src = os.environ.get('BUILD_KERNEL_SRC')
if src and os.path.exists(src):
return src
src = os.path.join(PYF_PATH, "..", "ascendc", dir_snake, src_file)
if os.path.exists(src):
return src
src = os.path.join(PYF_PATH, src_file)
if os.path.exists(src):
return src
src = os.path.join(PYF_PATH, "..", "ascendc", dir_snake, dir_snake + ".cpp")
if os.path.exists(src):
return src
src = os.path.join(PYF_PATH, "..", "ascendc", dir_ex, dir_ex + ".cpp")
if os.path.exists(src):
return src
src = os.path.join(PYF_PATH, "..", "ascendc", os.path.splitext(src_file)[0], src_file)
if os.path.exists(src):
return src
return src_ex
'''
IMPL_API = """
@tbe_register.register_operator("{}", trans_bool_to_s8=False)
@para_check.check_op_params({})
def {}({}, kernel_name="{}"{}):
{}
if get_current_build_config("enable_op_prebuild"):
return
__inputs__, __outputs__, __attrs__ = _build_args({})
options = get_dtype_fmt_options(__inputs__, __outputs__)
options += ["-x", "cce"]
bisheng = os.environ.get('BISHENG_REAL_PATH')
if bisheng is None:
bisheng = shutil.which("bisheng")
if bisheng != None:
bisheng_path = os.path.dirname(bisheng)
tikcpp_path = os.path.realpath(os.path.join(bisheng_path, "..", "..", "tikcpp"))
else:
tikcpp_path = os.path.realpath("/usr/local/Ascend/latest/compiler/tikcpp")
options.append("-I" + tikcpp_path)
options.append("-I" + os.path.join(tikcpp_path, "..", "..", "include"))
options.append("-I" + os.path.join(tikcpp_path, "tikcfw"))
options.append("-I" + os.path.join(tikcpp_path, "tikcfw", "impl"))
options.append("-I" + os.path.join(tikcpp_path, "tikcfw", "interface"))
options.append("-I" + os.path.join(tikcpp_path, "..", "ascendc", "act"))
options.append("-I" + os.path.join(PYF_PATH, "..", "ascendc", "common"))
toolkit_path = os.environ.get('ASCEND_HOME_PATH')
if toolkit_path is None:
toolkit_path = os.path.realpath("/usr/local/Ascend/latest/")
options.append("-I" + toolkit_path + os.path.join("/", os.uname().machine +"-linux", "asc", "atcos"))
op_common_path = os.path.realpath(toolkit_path + "/pkg_inc/op_common/")
options.append("-I" + op_common_path)
if "impl_mode" in locals():
if impl_mode == "high_performance":
options.append("-DHIGH_PERFORMANCE=1")
elif impl_mode == "high_precision":
options.append("-DHIGH_PRECISION=1")
elif "high_precision" in impl_mode and "high_performance" in impl_mode:
options.append("-DHIGH_PRECISION=1 -DHIGH_PERFORMANCE=1")
if get_current_build_config("enable_deterministic_mode") == 1:
options.append("-DDETERMINISTIC_MODE=1")
else:
options.append("-DDETERMINISTIC_MODE=0")
ascendc_api_version_header_path = os.path.join(tikcpp_path, "tikcfw/lib/ascendc_api_version.h")
if os.path.exists(ascendc_api_version_header_path):
with open(ascendc_api_version_header_path, "r") as ascendc_api_version_file:
ascendc_api_version = re.findall(r"#define ASCENDC_API_VERSION (\d+)", ascendc_api_version_file.read())
if ascendc_api_version:
options.append(f"-DASCENDC_API_VERSION={{ascendc_api_version[0]}}")
custom_compile_options = {},
custom_all_compile_options = {},
soc_version = get_soc_spec("SOC_VERSION")
soc_short = get_soc_spec("SHORT_SOC_VERSION").lower()
custom_compile_options_soc = get_shortsoc_compile_option(custom_compile_options[0], soc_short)
custom_all_compile_options_soc = get_shortsoc_compile_option(custom_all_compile_options[0], soc_short)
options += custom_all_compile_options_soc
options += custom_compile_options_soc
origin_func_name = "{}"
ascendc_src_dir_ex = "{}"
ascendc_src_dir = "{}"
ascendc_src_file = "{}"
src = get_kernel_source(ascendc_src_file, ascendc_src_dir, ascendc_src_dir_ex)
"""
REPLAY_OP_API = """
msg = "start replay Ascend C Operator {}, kernel name is {}"
CommonUtility.print_compile_log("", msg, AscendCLogLevel.LOG_INFO)
tikreplay_codegen_path = tikcpp_path + "/tikreplaylib/lib"
tikreplay_stub_path = tikcpp_path + "/tikreplaylib/lib/" + soc_version
msg = "start load libtikreplaylib_codegen.so and libtikreplaylib_stub.so"
CommonUtility.print_compile_log("", msg, AscendCLogLevel.LOG_INFO)
codegen_so_path = tikreplay_codegen_path + "/libtikreplaylib_codegen.so"
replaystub_so_path = tikreplay_stub_path + "/libtikreplaylib_stub.so"
if PYF_PATH.endswith("dynamic"):
op_replay_path = os.path.join(PYF_PATH, "..", "..", "op_replay")
else:
op_replay_path = os.path.join(PYF_PATH, "..", "op_replay")
replayapi_so_path = os.path.join(op_replay_path, "libreplay_{}_" + soc_short + ".so")
load_dso(codegen_so_path)
load_dso(replaystub_so_path)
load_dso(replayapi_so_path)
op_type = "{}"
entry_obj = os.path.join(op_replay_path, "{}_entry_" + soc_short + ".o")
code_channel = get_code_channel(src, kernel_name, op_type, options)
op_info = OpInfo(kernel_name = kernel_name, op_type = op_type, inputs = __inputs__, outputs = __outputs__,\\
attrs = __attrs__, impl_mode = impl_mode, param_type_dynamic = {})
res, msg = replay_op(op_info, entry_obj, code_channel, src, options)
if not res:
print("call replay op failed for %s and get into call compile op" %(msg))
compile_op(src, origin_func_name, op_info, options, code_channel, '{}')
"""
COMPILE_OP_API = """
msg = "start compile Ascend C Operator {}, kernel name is " + kernel_name
CommonUtility.print_compile_log("", msg, AscendCLogLevel.LOG_INFO)
op_type = "{}"
code_channel = get_code_channel(src, kernel_name, op_type, options)
op_info = OpInfo(kernel_name = kernel_name, op_type = op_type, inputs = __inputs__, outputs = __outputs__,\\
attrs = __attrs__ {}, origin_inputs=[{}], origin_outputs = [{}],\\
param_type_dynamic = {}, mc2_ctx = {}, param_type_list = {}, init_value_list = {},\\
output_shape_depend_on_compute = {})
compile_op(src, origin_func_name, op_info, options, code_channel, '{}', {})
"""
COMPILE_OP_API_BUILT_IN = """
msg = "start compile Ascend C Operator {}, kernel name is " + kernel_name
CommonUtility.print_compile_log("", msg, AscendCLogLevel.LOG_INFO)
op_type = "{}"
code_channel = get_code_channel(src, kernel_name, op_type, options)
op_info = OpInfo(kernel_name = kernel_name, op_type = op_type, inputs = __inputs__, outputs = __outputs__,\\
attrs = __attrs__ {}, origin_inputs=[{}], origin_outputs = [{}],\\
param_type_dynamic = {}, mc2_ctx = {}, param_type_list = {}, init_value_list = {},\\
output_shape_depend_on_compute = {})
op_compile_option = '{}'
opp_path = os.environ.get('ASCEND_OPP_PATH')
dat_path = os.path.realpath(os.path.join(opp_path, "built-in", "op_impl", "ai_core", "tbe", "ascendc_impl.dat"))
if opp_path and os.path.exists(dat_path):
# dat file exists: built in hidden src file online compiling process. append vfs compile option in compile_op
abs_rel_kernel_src_path = "{}"
extend_options = {}
extend_options['opp_kernel_hidden_dat_path'] = dat_path
compile_op(abs_rel_kernel_src_path, origin_func_name, op_info, options, code_channel, op_compile_option,\\
extend_options)
else:
raise RuntimeError("built-in opp compile, ascendc_impl.dat file path does not exist: %s" %(dat_path))
"""
SUP_API = """
def {}({}{}):
__inputs__, __outputs__, __attrs__ = _build_args({})
ret_str = check_op_cap("{}", "{}", __inputs__, __outputs__, __attrs__)
ret_dict = json.loads(ret_str)
err_code = ret_dict.get("ret_code")
sup = "Unknown"
reason = "Unknown reason"
if err_code is not None:
if err_code == 0:
sup = "True"
reason = ""
elif err_code == 1:
sup = "False"
reason = ret_dict.get("reason")
else:
sup = "Unknown"
reason = ret_dict.get("reason")
return sup, reason
"""
CAP_API = """
def {}({}{}):
__inputs__, __outputs__, __attrs__ = _build_args({})
result = check_op_cap("{}", "{}", __inputs__, __outputs__, __attrs__)
return result.decode("utf-8")
"""
GLZ_API = """
@tbe_register.register_param_generalization("{}")
def {}_generalization({}, generalize_config=None):
__inputs__, __outputs__, __attrs__ = _build_args({})
ret_str = generalize_op_params("{}", __inputs__, __outputs__, __attrs__, generalize_config)
return [json.loads(ret_str)]
"""
ATTR_DEFAULT = {
"bool": "False",
"int": "0",
"float": "0.0",
"list_int": "[]",
"list_float": "[]",
"list_bool": "[]",
"list_list_int": "[[]]",
"str": "",
}
def optype_snake(origin_str):
temp_str = origin_str[0].lower() + origin_str[1:]
new_str = re.sub(r"([A-Z])", r"_\1", temp_str).lower()
return new_str
def optype_snake_ex(s):
snake_case = ""
for i, c in enumerate(s):
if i == 0:
snake_case += c.lower()
elif c.isupper():
if s[i - 1] != "_":
if not s[i - 1].isupper() or s[i - 1].isupper() and (i + 1) < len(s) and s[i + 1].islower():
snake_case += "_"
snake_case += c.lower()
else:
snake_case += c
return snake_case
class AdpBuilder(opdesc_parser.OpDesc):
def __init__(self: any, op_type: str):
self.argsdefv = []
self.op_compile_option: str = "{}"
super().__init__(op_type)
def write_adapt(self: any, impl_path, path: str, op_compile_option_all: list = None):
self._build_paradefault()
if os.environ.get("BUILD_BUILTIN_OPP") != "1" and impl_path != "":
src_file = os.path.join(impl_path, self.op_file + ".cpp")
if not os.path.exists(src_file):
print(f"[ERROR]: operator: {self.op_file} source file: {src_file} does not found, please check.")
return
out_path = os.path.abspath(path)
if self.dynamic_shape and not out_path.endswith("dynamic"):
out_path = os.path.join(path, "dynamic")
os.makedirs(out_path, exist_ok=True)
adpfile = os.path.join(out_path, self.op_file + ".py")
self._gen_op_compile_option(op_compile_option_all)
with os.fdopen(os.open(adpfile, const_var.WFLAGS, const_var.WMODES), "w") as fd:
self._write_head(fd)
self._write_argparse(fd)
self._get_impl_mode()
self._write_impl(fd, impl_path)
if self.op_chk_support:
self._write_cap("check_supported", fd)
self._write_cap("get_op_support_info", fd)
if self.op_fmt_sel:
self._write_cap("op_select_format", fd)
self._write_cap("get_op_specific_info", fd)
if self.op_range_limit == "limited" or self.op_range_limit == "dynamic":
self._write_glz(fd)
def _gen_op_compile_option(self: any, op_compile_option_all: list = None):
if op_compile_option_all is not None:
if self.op_type in op_compile_option_all:
self.op_compile_option = op_compile_option_all[self.op_type]
elif "__all__" in op_compile_option_all:
self.op_compile_option = op_compile_option_all["__all__"]
def _ip_argpack(self: any, default: bool = True) -> list:
args = []
for i in range(len(self.input_name)):
arg = self.input_name[i]
if default and self.argsdefv[i] is not None:
arg += "=" + self.argsdefv[i]
args.append(arg)
return args
def _op_argpack(self: any, default: bool = True) -> list:
args = []
argidx = len(self.input_name)
for i in range(len(self.output_name)):
arg = self.output_name[i]
if default and self.argsdefv[i + argidx] is not None:
arg += "=" + self.argsdefv[i + argidx]
args.append(arg)
return args
def _attr_argpack(self: any, default: bool = True) -> list:
args = []
argidx = len(self.input_name) + len(self.output_name)
for i in range(len(self.attr_list)):
att = self.attr_list[i]
arg = att
if default and self.argsdefv[i + argidx] is not None:
if self.attr_val.get(att).get("type") == "str":
arg += '="' + self.argsdefv[i + argidx] + '"'
elif self.attr_val.get(att).get("type") == "bool":
arg += "=" + self.argsdefv[i + argidx].capitalize()
elif self.attr_val.get(att).get("type") == "list_bool":
arg += (
"="
+ "["
+ ", ".join(
word.strip().capitalize() for word in self.argsdefv[i + argidx].strip("[]").split(",")
)
+ "]"
)
else:
arg += "=" + self.argsdefv[i + argidx]
args.append(arg)
return args
def _build_paralist(self: any, default: bool = True) -> str:
args = []
args.extend(self._ip_argpack(default))
args.extend(self._op_argpack(default))
args.extend(self._attr_argpack(default))
return ", ".join(args)
def _io_parachk(self: any, types: list, type_name: str) -> list:
chk = []
for iot in types:
if iot == "optional":
ptype = "OPTION"
else:
ptype = iot.upper()
chk.append("para_check.{}_{}".format(ptype, type_name))
return chk
def _attr_parachk(self: any) -> list:
chk = []
for att in self.attr_list:
att_type = self.attr_val.get(att).get("type").upper()
chk.append("para_check.{}_ATTR_{}".format("OPTION", att_type))
return chk
def _build_parachk(self: any) -> str:
chk = []
chk.extend(self._io_parachk(self.input_type, "INPUT"))
chk.extend(self._io_parachk(self.output_type, "OUTPUT"))
chk.extend(self._attr_parachk())
chk.append("para_check.KERNEL_NAME")
return ", ".join(chk)
def _build_virtual(self: any) -> str:
virt_exp = []
for index in range(len(self.input_name)):
if self.input_virt.get(index) is None:
continue
val = []
val.append('"param_name":"{}"'.format(self.input_name[index]))
val.append('"index":{}'.format(index))
val.append('"dtype":"{}"'.format(self.input_dtype[index].split(",")[0]))
val.append('"format":"{}"'.format(self.input_fmt[index].split(",")[0]))
val.append('"ori_format":"{}"'.format(self.input_fmt[index].split(",")[0]))
val.append('"paramType":"optional"')
val.append('"shape":[1]')
val.append('"ori_shape":[1]')
virt_exp.append(" " + self.input_name[index] + " = {" + ",".join(val) + "}")
if len(virt_exp) > 0:
return "\n".join(virt_exp)
else:
return " # do ascendc build step"
def _build_mc2_ctx(self: any):
if len(self.mc2_ctx) != 0:
return '["' + '", "'.join(self.mc2_ctx) + '"]'
return "[]"
def _build_paradefault(self: any):
optional = False
argtypes = []
argtypes.extend(self.input_type)
argtypes.extend(self.output_type)
for atype in argtypes:
if atype == "optional":
optional = True
if optional:
self.argsdefv.append("None")
else:
self.argsdefv.append(None)
for attr in self.attr_list:
atype = self.attr_val.get(attr).get("paramType")
if atype == "optional":
optional = True
attrval = self.attr_val.get(attr).get("defaultValue")
if attrval is not None:
optional = True
if atype == "bool":
attrval = attrval.capitalize()
elif atype == "str":
attrval = '"' + attrval + '"'
self.argsdefv.append(attrval)
continue
if optional:
self.argsdefv.append(ATTR_DEFAULT.get(self.attr_val.get(attr).get("type")))
else:
self.argsdefv.append(None)
def _write_head(self: any, fd: object):
now = datetime.datetime.now()
curr_year = now.year
former_year = curr_year - 1
fd.write(IMPL_HEAD.format(former_year, curr_year, self.input_ori_name, self.output_ori_name))
def _write_argparse(self: any, fd: object):
args = self._build_paralist(False)
fd.write("def _build_args({}):\n".format(args))
fd.write(" __inputs__ = []\n")
fd.write(" for arg in [{}]:\n".format(", ".join(self.input_name)))
fd.write(" if arg != None:\n")
fd.write(" if isinstance(arg, (list, tuple)):\n")
fd.write(" if len(arg) == 0:\n")
fd.write(" continue\n")
fd.write(" __inputs__.append(arg[0])\n")
fd.write(" else:\n")
fd.write(" __inputs__.append(arg)\n")
fd.write(" else:\n")
fd.write(" __inputs__.append(arg)\n")
fd.write(" __outputs__ = []\n")
fd.write(" for arg in [{}]:\n".format(", ".join(self.output_name)))
fd.write(" if arg != None:\n")
fd.write(" if isinstance(arg, (list, tuple)):\n")
fd.write(" if len(arg) == 0:\n")
fd.write(" continue\n")
fd.write(" __outputs__.append(arg[0])\n")
fd.write(" else:\n")
fd.write(" __outputs__.append(arg)\n")
fd.write(" else:\n")
fd.write(" __outputs__.append(arg)\n")
fd.write(" __attrs__ = []\n")
for attr in self.attr_list:
fd.write(" if {} != None:\n".format(attr))
fd.write(" attr = {}\n")
fd.write(' attr["name"] = "{}"\n'.format(attr))
fd.write(' attr["dtype"] = "{}"\n'.format(self.attr_val.get(attr).get("type")))
fd.write(' attr["value"] = {}\n'.format(attr))
fd.write(" __attrs__.append(attr)\n")
fd.write(" return __inputs__, __outputs__, __attrs__\n")
def _get_kernel_source(self: any, kernel_src_dir, src_file, dir_snake, dir_ex):
src = os.path.join(kernel_src_dir, "op_kernel", src_file)
if os.path.exists(src):
return src
src = os.path.join(kernel_src_dir, "..", "ascendc", dir_snake, "op_kernel", src_file)
if os.path.exists(src):
return src
src_ex = os.path.join(kernel_src_dir, "..", "ascendc", dir_ex, "op_kernel", src_file)
if os.path.exists(src_ex):
return src_ex
src_ex = os.path.join(kernel_src_dir, dir_ex, src_file)
if os.path.exists(src_ex):
return src_ex
src = os.environ.get("BUILD_KERNEL_SRC")
if src and os.path.exists(src):
return src
src = os.path.join(kernel_src_dir, dir_snake, src_file)
if os.path.exists(src):
return src
src = os.path.join(kernel_src_dir, src_file)
if os.path.exists(src):
return src
src = os.path.join(kernel_src_dir, dir_snake, dir_snake + ".cpp")
if os.path.exists(src):
return src
src = os.path.join(kernel_src_dir, dir_ex, dir_ex + ".cpp")
if os.path.exists(src):
return src
src = os.path.join(kernel_src_dir, os.path.splitext(src_file)[0], src_file)
if os.path.exists(src):
return src
return src_ex
def _get_impl_mode(self: any):
op_compile_options = json.loads(self.op_compile_option)
if "impl_mode" in op_compile_options:
if op_compile_options["impl_mode"] == "":
self.impl_mode = ""
self.impl_mode_op_info = ""
del op_compile_options["impl_mode"]
self.op_compile_option = json.dumps(op_compile_options)
else:
self.impl_mode = ", impl_mode ='" + op_compile_options["impl_mode"] + "'"
self.impl_mode_op_info = ", impl_mode ='" + op_compile_options["impl_mode"] + "'"
else:
self.impl_mode = ', impl_mode = ""'
self.impl_mode_op_info = ", impl_mode = impl_mode"
def _write_impl(self: any, fd: object, impl_path: str = ""):
argsdef = self._build_paralist()
argsval = self._build_paralist(False)
pchk = self._build_parachk()
if len(self.kern_name) > 0:
kern_name = self.kern_name
else:
kern_name = self.op_intf
src = self.op_file + ".cpp"
virt_exprs = self._build_virtual()
fd.write(
IMPL_API.format(
self.op_type,
pchk,
self.op_intf,
argsdef,
kern_name,
self.impl_mode,
virt_exprs,
argsval,
self.custom_compile_options,
self.custom_all_compile_options,
self.op_intf,
optype_snake_ex(self.op_type),
optype_snake(self.op_type),
src,
)
)
if self.op_replay_flag:
fd.write(
REPLAY_OP_API.format(
self.op_type,
kern_name,
self.op_file,
self.op_type,
self.op_file,
self.param_type_dynamic,
self.op_compile_option,
)
)
else:
value_depend_obj = {key: value for key, value in self.input_value_depend.items()}
extend_opt = {"valueDepend": value_depend_obj}
if os.environ.get("BUILD_BUILTIN_OPP") == "1":
relative_kernel_src_path = os.path.realpath(
self._get_kernel_source(impl_path, src, optype_snake(self.op_type), optype_snake_ex(self.op_type))
)
# to match src path in .dat file system, turn relative path into absolute path
abs_rel_kernel_src_path = os.path.join("/", os.path.relpath(relative_kernel_src_path, impl_path))
# compiling hidden src file requires src path before packaging .dat file,
# hard code such src path to <op_type>.py
fd.write(
COMPILE_OP_API_BUILT_IN.format(
self.op_type,
self.op_type,
self.impl_mode_op_info,
", ".join(self.input_name),
", ".join(self.output_name),
self.param_type_dynamic,
self._build_mc2_ctx(),
self.input_type + self.output_type,
self.output_init_value,
self.output_shape_depend_on_compute,
self.op_compile_option,
abs_rel_kernel_src_path,
repr(extend_opt),
)
)
else:
fd.write(
COMPILE_OP_API.format(
self.op_type,
self.op_type,
self.impl_mode_op_info,
", ".join(self.input_name),
", ".join(self.output_name),
self.param_type_dynamic,
self._build_mc2_ctx(),
self.input_type + self.output_type,
self.output_init_value,
self.output_shape_depend_on_compute,
self.op_compile_option,
repr(extend_opt),
)
)
def _write_cap(self: any, cap_name: str, fd: object):
argsdef = self._build_paralist()
argsval = self._build_paralist(False)
if cap_name == "check_supported":
fd.write(SUP_API.format(cap_name, argsdef, self.impl_mode, argsval, cap_name, self.op_type))
else:
fd.write(CAP_API.format(cap_name, argsdef, self.impl_mode, argsval, cap_name, self.op_type))
def _write_glz(self: any, fd: object):
argsdef = self._build_paralist()
argsval = self._build_paralist(False)
fd.write(GLZ_API.format(self.op_type, self.op_intf, argsdef, argsval, self.op_type))
def write_scripts(cfgfile: str, cfgs: dict, dirs: dict, ops: list = None, op_compile_option: list = None):
batch_lists = cfgs.get(const_var.REPLAY_BATCH).split(";")
iterator_lists = cfgs.get(const_var.REPLAY_ITERATE).split(";")
file_map = {}
op_descs = opdesc_parser.get_op_desc(
cfgfile, batch_lists, iterator_lists, AdpBuilder, ops, dirs.get(const_var.AUTO_GEN_DIR)
)
for op_desc in op_descs:
op_desc.write_adapt(dirs.get(const_var.CFG_IMPL_DIR), dirs.get(const_var.CFG_OUT_DIR), op_compile_option)
file_map[op_desc.op_type] = op_desc.op_file
return file_map
class OpFileNotExistsError(Exception):
"""File does not exist error."""
def __str__(self) -> str:
return f"File aic-*-ops-info.ini does not exist in directory {super().__str__()}"
def get_ops_info_files(opsinfo_dir: list[str]) -> list[str]:
"""Get all ops info files."""
ops_info_files = []
for _dir in opsinfo_dir:
ops_info_files.extend(glob.glob(f"{_dir}/aic-*-ops-info.ini"))
return sorted(ops_info_files)
def parse_args(argv):
"""Command line parameter parsing"""
parser = argparse.ArgumentParser()
parser.add_argument("argv", nargs="+")
parser.add_argument("--opsinfo-dir", nargs="*", default=None)
return parser.parse_args(argv)
if __name__ == "__main__":
args = parse_args(sys.argv)
if len(args.argv) <= 6:
raise RuntimeError("arguments must greater equal than 6")
rep_cfg = {}
rep_cfg[const_var.REPLAY_BATCH] = args.argv[2]
rep_cfg[const_var.REPLAY_ITERATE] = args.argv[3]
cfg_dir = {}
cfg_dir[const_var.CFG_IMPL_DIR] = args.argv[4]
cfg_dir[const_var.CFG_OUT_DIR] = args.argv[5]
cfg_dir[const_var.AUTO_GEN_DIR] = args.argv[6]
ops_infos = []
if args.opsinfo_dir:
ops_infos.extend(get_ops_info_files(args.opsinfo_dir))
if not ops_infos:
raise OpFileNotExistsError(args.opsinfo_dir)
else:
ops_infos.append(args.argv[1])
for ops_info in ops_infos:
write_scripts(cfgfile=ops_info, cfgs=rep_cfg, dirs=cfg_dir)

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@@ -0,0 +1,360 @@
#!/usr/bin/env python3
# -----------------------------------------------------------------------------------------------------------
# Copyright (c) 2025 Huawei Technologies Co., Ltd.
# This program is free software, you can redistribute it and/or modify it under the terms and conditions of
# CANN Open Software License Agreement Version 2.0 (the "License").
# Please refer to the License for details. You may not use this file except in compliance with the License.
# THIS SOFTWARE IS PROVIDED ON AN "AS IS" BASIS, WITHOUT WARRANTIES OF ANY KIND, EITHER EXPRESS OR IMPLIED,
# INCLUDING BUT NOT LIMITED TO NON-INFRINGEMENT, MERCHANTABILITY, OR FITNESS FOR A PARTICULAR PURPOSE.
# See LICENSE in the root of the software repository for the full text of the License.
# -----------------------------------------------------------------------------------------------------------
import argparse
import glob
import json
import os
import sys
from typing import NamedTuple
import const_var
class OpConfig(NamedTuple):
op_type: str
support_info: dict
core_type: str
task_ration: str
obj_file: str
def load_json(json_file: str):
with open(json_file, encoding="utf-8") as file:
json_content = json.load(file)
return json_content
def get_specified_suffix_file(root_dir, suffix):
specified_suffix = os.path.join(root_dir, "**/*{}".format(suffix))
all_suffix_files = glob.glob(specified_suffix, recursive=True)
return sorted(all_suffix_files)
def add_dict_key(dict_to_add, key, value):
if value is None:
return
dict_to_add[key] = value
def correct_format_mode(format_mode):
if format_mode == "FormatDefault":
return "nd_agnostic"
if format_mode == "FormatAgnostic":
return "static_nd_agnostic"
if format_mode == "FormatFixed":
return "normal"
return format_mode
def get_input_or_output_config(in_or_out):
param_dict = {}
name = in_or_out.get("name")
index = in_or_out.get("index")
param_type = in_or_out.get("paramType")
format_match_mode = in_or_out.get("format_match_mode")
format_mode = correct_format_mode(format_match_mode)
dtype_mode = in_or_out.get("dtype_match_mode")
if dtype_mode == "DtypeByte":
dtype_mode = "bit"
add_dict_key(param_dict, "name", name)
add_dict_key(param_dict, "index", index)
add_dict_key(param_dict, "paramType", param_type)
add_dict_key(param_dict, "dtypeMode", dtype_mode)
add_dict_key(param_dict, "formatMode", format_mode)
return param_dict
def get_inputs_or_outputs_config(inputs_or_outputs):
if inputs_or_outputs is None:
return None
inputs_or_outputs_list = []
for in_or_out in inputs_or_outputs:
if isinstance(in_or_out, dict):
dict_param_config = get_input_or_output_config(in_or_out)
inputs_or_outputs_list.append(dict_param_config)
elif isinstance(in_or_out, list):
param_info = in_or_out[0]
list_param_config = get_input_or_output_config(param_info)
tmp_list = [list_param_config]
inputs_or_outputs_list.append(tmp_list)
return inputs_or_outputs_list
def gen_attrs_config(attrs):
attrs_list = []
for attr in attrs:
attrs_dict = {}
name = attr.get("name")
mode = attr.get("mode")
add_dict_key(attrs_dict, "name", name)
add_dict_key(attrs_dict, "mode", mode)
attrs_list.append(attrs_dict)
return attrs_list
def get_params_config(support_info):
params_dict = {}
inputs = support_info.get("inputs")
inputs_list = get_inputs_or_outputs_config(inputs)
params_dict["inputs"] = inputs_list
outputs = support_info.get("outputs")
outputs_list = get_inputs_or_outputs_config(outputs)
params_dict["outputs"] = outputs_list
attrs = support_info.get("attrs")
if attrs is not None:
attrs_list = gen_attrs_config(attrs)
params_dict["attrs"] = attrs_list
return params_dict
def add_simplified_config(op_info, binary_info_config, config):
simplified_key = op_info.support_info.get("simplifiedKey")
json_path = op_info.obj_file.split(".")[0] + ".json"
simple_cfg = config.get(binary_info_config)
op_cfg = simple_cfg.get(op_info.op_type)
if not op_cfg:
op_cfg = {"dynamicRankSupport": True}
simplified_key_mode = op_info.support_info.get("simplifiedKeyMode")
add_dict_key(op_cfg, "simplifiedKeyMode", simplified_key_mode)
optional_input_mode = op_info.support_info.get("optionalInputMode")
optional_output_mode = op_info.support_info.get("optionalOutputMode")
add_dict_key(op_cfg, "optionalInputMode", optional_input_mode)
if optional_output_mode is not None:
add_dict_key(op_cfg, "optionalOutputMode", optional_output_mode)
params_info = get_params_config(op_info.support_info)
op_cfg["params"] = params_info
op_cfg["binaryList"] = []
simple_cfg[op_info.op_type] = op_cfg
bin_list = op_cfg.get("binaryList")
if op_info.core_type == 0 and op_info.task_ration == "tilingKey":
bin_list.append(
{
"coreType": op_info.core_type,
"simplifiedKey": simplified_key,
"multiKernelType": 1,
"binPath": op_info.obj_file,
"jsonPath": json_path,
}
)
else:
bin_list.append(
{
"coreType": op_info.core_type,
"simplifiedKey": simplified_key,
"binPath": op_info.obj_file,
"jsonPath": json_path,
}
)
def add_op_config(op_file, bin_info, config):
op_cfg = config.get(op_file)
if not op_cfg:
op_cfg = {"binList": []}
config[op_file] = op_cfg
op_cfg.get("binList").append(bin_info)
def gen_ops_config(json_file, soc, binary_info_config, config):
core_type_map = {"MIX": 0, "AiCore": 1, "VectorCore": 2, "MIX_AICORE": 3, "MIX_VECTOR_CORE": 4, "MIX_AIV": 4}
contents = load_json(json_file)
if ("binFileName" not in contents) or ("supportInfo" not in contents):
return
json_base_name = os.path.basename(json_file)
op_dir = os.path.basename(os.path.dirname(json_file))
support_info = contents.get("supportInfo")
bin_name = contents.get("binFileName")
bin_suffix = contents.get("binFileSuffix")
core_type = contents.get("coreType")
task_ration = contents.get("taskRation")
core_type = core_type_map.get(core_type, -1)
if core_type == -1 and soc != "ascend310b":
raise Exception("[ERROR]: must set coreType in json when soc version is {soc}.")
bin_file_name = bin_name + bin_suffix
op_type = bin_name.split("_")[0]
op_file = op_dir + ".json"
bin_info = {}
add_dict_key(bin_info, "implMode", support_info.get("implMode"))
add_dict_key(bin_info, "int64Mode", support_info.get("int64Mode"))
add_dict_key(bin_info, "simplifiedKeyMode", support_info.get("simplifiedKeyMode"))
simplified_key = support_info.get("simplifiedKey")
if simplified_key is not None:
bin_info["simplifiedKey"] = simplified_key
obj_file = os.path.join(soc, op_dir, bin_file_name)
op_info = OpConfig(
op_type=op_type,
support_info=support_info,
core_type=core_type,
task_ration=task_ration,
obj_file=obj_file,
)
add_simplified_config(op_info, binary_info_config, config)
add_dict_key(bin_info, "dynamicParamMode", support_info.get("dynamicParamMode"))
bin_info["staticKey"] = support_info.get("staticKey")
bin_info["inputs"] = support_info.get("inputs")
bin_info["outputs"] = support_info.get("outputs")
if support_info.get("attrs"):
bin_info["attrs"] = support_info.get("attrs")
add_dict_key(bin_info, "opMode", support_info.get("opMode"))
add_dict_key(bin_info, "optionalInputMode", support_info.get("optionalInputMode"))
add_dict_key(bin_info, "deterministic", support_info.get("deterministic"))
if support_info.get("optionalOutputMode") is not None:
add_dict_key(bin_info, "optionalOutputMode", support_info.get("optionalOutputMode"))
bin_info["binInfo"] = {"jsonFilePath": os.path.join(soc, op_dir, json_base_name)}
add_op_config(op_file, bin_info, config)
def check_single_op_is_void(root_dir):
for root, dirs, _ in os.walk(root_dir):
for sub_dir in dirs:
dir_path = os.path.join(root, sub_dir)
if len(os.listdir(dir_path)) == 0:
print(f"[ERROR] op {sub_dir}: not any obj compile success")
sys.exit(1)
def write_jsons(out_dir, file_list, config):
for json_name in file_list:
json_file = os.path.join(out_dir, json_name)
with os.fdopen(os.open(json_file, const_var.WFLAGS, const_var.WMODES), "w") as fd:
json.dump(config.get(json_name), fd, indent=" ")
def generate_operator_cfg_file(json_files, binary_info_config, soc, out_dir, gen_json_status):
if not json_files:
return
if gen_json_status == "not_generated":
return
json_files.sort()
config = {binary_info_config: {}}
for _json in json_files:
gen_ops_config(_json, soc, binary_info_config, config)
if gen_json_status == "single_json":
file_list = [json_file for json_file in config if json_file != binary_info_config]
elif gen_json_status == "summary_json":
file_list = [binary_info_config]
else:
file_list = config.keys()
write_jsons(out_dir, file_list, config)
def gen_all_config(root_dir, soc, out_dir, skip_binary_info_config, op_range="all"):
if op_range != "relocatable":
check_single_op_is_void(root_dir)
all_json_files = get_specified_suffix_file(root_dir, ".json")
relocatable_json_files = get_specified_suffix_file(root_dir, "_relocatable.json")
normal_json_files = list(set(all_json_files) - set(relocatable_json_files))
os.makedirs(out_dir, exist_ok=True)
if op_range != "relocatable":
for _json in all_json_files:
file_path = soc + _json.split(soc, maxsplit=1)[1]
with open(_json, "r+") as f:
data = json.load(f)
data["filePath"] = file_path
f.seek(0)
json.dump(data, f, indent=" ")
f.truncate()
if skip_binary_info_config:
gen_normale_json = "single_json"
gen_relocatable_json = "not_generated"
else:
gen_normale_json = "all_json"
gen_relocatable_json = "summary_json"
# normal kernel
if op_range == "all" or op_range == "normal":
binary_info_config = "binary_info_config.json"
generate_operator_cfg_file(normal_json_files, binary_info_config, soc, out_dir, gen_normale_json)
# relocatable kernel
if op_range == "all" or op_range == "relocatable":
binary_info_config = "relocatable_kernel_info_config.json"
generate_operator_cfg_file(relocatable_json_files, binary_info_config, soc, out_dir, gen_relocatable_json)
# Parse multiple soc_versions ops in single path.
def gen_all_soc_config(all_path):
soc_roots = glob.glob(os.path.join(all_path, "ascend*"))
for soc_root in soc_roots:
soc = os.path.basename(soc_root)
gen_all_config(soc_root, soc, soc_root, True)
cfg_files = glob.glob(os.path.join(soc_root, "*.json"))
cfg_path = os.path.join(all_path, "config", soc)
os.makedirs(cfg_path, exist_ok=True)
for cfg_file in cfg_files:
new_file = os.path.join(cfg_path, os.path.basename(cfg_file))
os.rename(cfg_file, new_file)
def args_prase():
parser = argparse.ArgumentParser()
parser.add_argument("-p", "--path", nargs="?", required=True, help="Parse the path of the json file.")
parser.add_argument("-s", "--soc", nargs="?", required=True, help="Parse the soc_version of ops.")
parser.add_argument("-o", "--out", nargs="?", help="Output directory.")
parser.add_argument(
"--skip-binary-info-config", action="store_true", help="binary_info_config.json file is not parsed."
)
parser.add_argument(
"--op-range",
type=str,
choices=["all", "normal", "relocatable"],
default="all",
help="all operators/normal operators/relocatable operators.",
)
return parser.parse_args()
def main():
args = args_prase()
if args.out is None:
out_dir = args.path
else:
out_dir = args.out
gen_all_config(args.path, args.soc, out_dir, args.skip_binary_info_config, args.op_range)
if __name__ == "__main__":
main()

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@@ -0,0 +1,71 @@
#!/usr/bin/env python3
# -----------------------------------------------------------------------------------------------------------
# Copyright (c) 2025 Huawei Technologies Co., Ltd.
# This program is free software, you can redistribute it and/or modify it under the terms and conditions of
# CANN Open Software License Agreement Version 2.0 (the "License").
# Please refer to the License for details. You may not use this file except in compliance with the License.
# THIS SOFTWARE IS PROVIDED ON AN "AS IS" BASIS, WITHOUT WARRANTIES OF ANY KIND, EITHER EXPRESS OR IMPLIED,
# INCLUDING BUT NOT LIMITED TO NON-INFRINGEMENT, MERCHANTABILITY, OR FITNESS FOR A PARTICULAR PURPOSE.
# See LICENSE in the root of the software repository for the full text of the License.
# -----------------------------------------------------------------------------------------------------------
import os
import stat
REPLAY_BATCH = "batch"
REPLAY_ITERATE = "iterate"
CFG_IMPL_DIR = "impl_dir"
CFG_OUT_DIR = "out_dir"
AUTO_GEN_DIR = "auto_gen_dir"
WFLAGS = os.O_WRONLY | os.O_CREAT | os.O_TRUNC
WMODES = stat.S_IWUSR | stat.S_IRUSR
SOC_MAP_EXT = {
"ascend310p": "Ascend310P3",
"ascend310b": "Ascend310B1",
"ascend910": "Ascend910A",
"ascend910b": "Ascend910B1",
"ascend910_93": "Ascend910_9391",
"ascend610lite": "Ascend610Lite",
"ascend950": "Ascend950PR_9599",
"kirinx90": "KirinX90",
}
BIN_CMD = "opc $1 --main_func={fun} --input_param={param} --soc_version={soc} \
--output=$2 --impl_mode={impl} --simplified_key_mode=0 --op_mode=dynamic\n"
SET_PLOG_LEVEL_ERROR = "export ASCEND_GLOBAL_LOG_LEVEL=3\n"
SET_PLOG_STDOUT = "export ASCEND_SLOG_PRINT_TO_STDOUT=1\n"
SRC_ENV = """
while true; do
case "$1" in
--kernel-src=*)
export BUILD_KERNEL_SRC=$(echo "$1" | cut -d"=" -f2-)
shift
;;
-*)
shift
;;
*)
break
;;
esac
done
"""
CHK_CMD = """
if ! test -f $2/{res_file} ; then
echo "$2/{res_file} not generated!"
exit 1
fi
"""
ATTR_DEF_VAL = {
"str": "",
"int": 0,
"float": 0.0,
"bool": False,
"list_bool": [],
"list_int": [],
"list_float": [],
"list_list_int": [[]],
}
def conv_soc_ver(ver: str):
return SOC_MAP_EXT.get(ver)

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@@ -0,0 +1,18 @@
#!/bin/bash\n"
# -----------------------------------------------------------------------------------------------------------
# Copyright (c) 2025 Huawei Technologies Co., Ltd.
# This program is free software, you can redistribute it and/or modify it under the terms and conditions of
# CANN Open Software License Agreement Version 2.0 (the "License").
# Please refer to the License for details. You may not use this file except in compliance with the License.
# THIS SOFTWARE IS PROVIDED ON AN "AS IS" BASIS, WITHOUT WARRANTIES OF ANY KIND, EITHER EXPRESS OR IMPLIED,
# INCLUDING BUT NOT LIMITED TO NON-INFRINGEMENT, MERCHANTABILITY, OR FITNESS FOR A PARTICULAR PURPOSE.
# See LICENSE in the root of the software repository for the full text of the License.
# -----------------------------------------------------------------------------------------------------------
ascend_install_dir=$1
gen_file_dir=$2
# create version.info
compiler_version=$(grep "Version" -w ${ascend_install_dir}/compiler/version.info | awk -F = '{print $2}')
echo "custom_opp_compiler_version=${compiler_version}" > ${gen_file_dir}/version.info

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@@ -0,0 +1,409 @@
#!/usr/bin/env python3
# -----------------------------------------------------------------------------------------------------------
# Copyright (c) 2025 Huawei Technologies Co., Ltd.
# This program is free software, you can redistribute it and/or modify it under the terms and conditions of
# CANN Open Software License Agreement Version 2.0 (the "License").
# Please refer to the License for details. You may not use this file except in compliance with the License.
# THIS SOFTWARE IS PROVIDED ON AN "AS IS" BASIS, WITHOUT WARRANTIES OF ANY KIND, EITHER EXPRESS OR IMPLIED,
# INCLUDING BUT NOT LIMITED TO NON-INFRINGEMENT, MERCHANTABILITY, OR FITNESS FOR A PARTICULAR PURPOSE.
# See LICENSE in the root of the software repository for the full text of the License.
# -----------------------------------------------------------------------------------------------------------
import os
OP_ALL = "__ALLOP__"
SOC_ALL = "__ALLSOC__"
SOC_TO_SHORT_SOC_MAP = {
"ascend910a": "ascend910",
"ascend910proa": "ascend910",
"ascend910b": "ascend910",
"ascend910prob": "ascend910",
"ascend910premiuma": "ascend910",
"ascend910b1": "ascend910b",
"ascend910b2": "ascend910b",
"ascend910b2c": "ascend910b",
"ascend910b3": "ascend910b",
"ascend910b4": "ascend910b",
"ascend910b4-1": "ascend910b",
"ascend910_9391": "ascend910_93",
"ascend910_9381": "ascend910_93",
"ascend910_9372": "ascend910_93",
"ascend910_9392": "ascend910_93",
"ascend910_9382": "ascend910_93",
"ascend910_9362": "ascend910_93",
"ascend310p1": "ascend310p",
"ascend310p3": "ascend310p",
"ascend310p5": "ascend310p",
"ascend310p7": "ascend310p",
"ascend310p3vir01": "ascend310p",
"ascend310p3vir02": "ascend310p",
"ascend310p3vir04": "ascend310p",
"ascend310p3vir08": "ascend310p",
"ascend310b1": "ascend310b",
"bs9sx1aa": "bs9sx1a",
"ascend610lite": "ascend610lite",
"ascend950": "ascend950",
}
CONFLICT_KEYWORDS = {
"and",
"as",
"assert",
"break",
"class",
"continue",
"def",
"del",
"elif",
"else",
"except",
"finally",
"for",
"from",
"global",
"if",
"import",
"in",
"is",
"lambda",
"not",
"or",
"pass",
"raise",
"return",
"try",
"while",
"with",
"yield",
"False",
"None",
"True",
"nonlocal",
"arg",
"__inputs__",
"__outputs__",
"options",
"bisheng",
"bisheng_path",
"tikcpp_path",
"impl_mode",
"custom_compile_options",
"custom_all_compile_options",
"soc_version",
"soc_short",
"custom_compile_options_soc",
"custom_all_compile_options_soc",
"origin_func_name",
"ascendc_src_dir_ex",
"ascendc_src_dir",
"ascendc_src_file",
"src",
"op_type",
"code_channel",
"op_info",
"compile_op",
"get_code_channel",
"result",
"__attrs__",
"isinstance",
"attr",
"get_current_build_config",
"_build_args",
"get_dtype_fmt_options",
"shutil",
"os",
"get_kernel_source",
}
class OpDesc:
def __init__(self: any, op_type: str):
self.op_type = op_type
self.attr_list = []
self.attr_val = {}
self.input_name = []
self.input_ori_name = []
self.input_type = []
self.input_dtype = []
self.input_dtype_for_bin_list = []
self.input_dtype_for_bin = {}
self.input_fmt = []
self.input_fmt_for_bin_list = []
self.input_fmt_for_bin = {}
self.input_virt = {}
self.input_value_depend = {}
self.output_name = []
self.output_ori_name = []
self.output_type = []
self.output_dtype = []
self.output_dtype_for_bin_list = []
self.output_dtype_for_bin = {}
self.output_fmt = []
self.output_fmt_for_bin_list = []
self.output_fmt_for_bin = {}
self.output_init_value = []
self.output_shape_depend_on_compute = []
self.op_fmt_sel = False
self.op_chk_support = False
self.op_intf = ""
self.kern_name = ""
self.op_file = ""
self.op_replay_flag = False
self.op_replay_batch = False
self.input_idx = -1
self.output_idx = -1
self.max_block_dim = 32
self.max_shape_size = 268435456
self.dynamic_shape = False
self.op_range_limit = ""
self.custom_compile_options = {}
self.custom_all_compile_options = {}
self.param_type_dynamic = False
self.mc2_ctx = []
self.bin_cprs_list = []
self.bin_cprs_head = []
self.bin_save_list = []
@staticmethod
def _parse_digit(conf: str) -> int:
return int(conf.split("=")[1])
@staticmethod
def _parse_flag(conf: str) -> bool:
return conf.split("=")[1] == "true"
@staticmethod
def _parse_str(conf: str) -> str:
return conf.split("=")[1]
@staticmethod
def _parse_list(conf: str) -> list:
return conf.split("=")[1].split(",")
def parse_input(self: any, conf: str):
if conf.startswith("input{}.name".format(int(self.input_idx) + 1)):
self.input_idx += 1
self.input_ori_name.append(self._parse_str(conf))
self.input_name.append(self.input_ori_name[-1] + "_in__")
elif conf.startswith("input{}.paramType".format(int(self.input_idx))):
param_type = self._parse_str(conf)
self.input_type.append(param_type)
if param_type == "dynamic":
self.param_type_dynamic = True
elif conf.startswith("input{}.dtype".format(int(self.input_idx))):
self.input_dtype.append(self._parse_str(conf))
elif conf.startswith("input{}.for_bin_dtype".format(int(self.input_idx))):
self.input_dtype_for_bin.update({self.input_idx: self._parse_str(conf)})
elif conf.startswith("input{}.format".format(int(self.input_idx))):
self.input_fmt.append(self._parse_str(conf))
elif conf.startswith("input{}.for_bin_format".format(int(self.input_idx))):
self.input_fmt_for_bin.update({self.input_idx: self._parse_str(conf)})
elif conf.startswith("input{}.virtual".format(int(self.input_idx))):
self.input_virt[self.input_idx] = self._parse_str(conf)
elif conf.startswith("input{}.valueDepend".format(int(self.input_idx))):
self.input_value_depend[self.input_idx] = self._parse_str(conf)
elif conf.startswith("input{}.initValue".format(int(self.input_idx))):
raise Exception(
f"[ERROR]: Op: {{'{self.op_type}'}} input {self.input_ori_name[int(self.input_idx)]}\
has InitValue, which is not support!"
)
else:
return
def parse_output(self: any, conf: str):
if conf.startswith("output{}.name".format(int(self.output_idx) + 1)):
self.output_idx += 1
self.output_ori_name.append(self._parse_str(conf))
self.output_name.append(self.output_ori_name[-1] + "_out_")
self.output_init_value.append(None)
elif conf.startswith("output{}.paramType".format(int(self.output_idx))):
param_type = self._parse_str(conf)
self.output_type.append(param_type)
if param_type == "dynamic":
self.param_type_dynamic = True
elif conf.startswith("output{}.dtype".format(int(self.output_idx))):
self.output_dtype.append(self._parse_str(conf))
elif conf.startswith("output{}.for_bin_dtype".format(int(self.output_idx))):
self.output_dtype_for_bin.update({self.output_idx: self._parse_str(conf)})
elif conf.startswith("output{}.format".format(int(self.output_idx))):
self.output_fmt.append(self._parse_str(conf))
elif conf.startswith("output{}.for_bin_format".format(int(self.output_idx))):
self.output_fmt_for_bin.update({self.output_idx: self._parse_str(conf)})
elif conf.startswith("output{}.initValue".format(int(self.output_idx))):
self.output_init_value[int(self.output_idx)] = self._parse_str(conf)
elif conf.startswith("output{}.outputShapeDependOnCompute=true".format(int(self.output_idx))):
self.output_shape_depend_on_compute.append(int(self.output_idx))
else:
return
def parse_op_format(self: any, conf: str):
self.op_fmt_sel = self._parse_flag(conf)
def parse_check_support(self: any, conf: str):
self.op_chk_support = self._parse_flag(conf)
def parse_range_limit(self: any, conf: str):
self.op_range_limit = self._parse_str(conf)
def parse_kern_name(self: any, conf: str):
self.kern_name = self._parse_str(conf)
def parse_op_intf(self: any, conf: str):
self.op_intf = self._parse_str(conf)
def parse_op_file(self: any, conf: str):
self.op_file = self._parse_str(conf)
def parse_dynamic_shape(self: any, conf: str):
self.dynamic_shape = self._parse_flag(conf)
def parse_attr_list(self: any, conf: str):
self.attr_list = self._parse_list(conf)
intersection_element = set(self.attr_list) & CONFLICT_KEYWORDS
if intersection_element:
raise Exception(
f"[ERROR]: The attribute name: {intersection_element} in op: {{'{self.op_type}'}} \
conflicts with the built-in variable name. Use a complex name or prefix the operator name."
)
def parse_mc2_ctx(self: any, conf: str):
self.mc2_ctx = self._parse_list(conf)
@staticmethod
def _camel_to_snake(camel_case_str: str):
snake_case_str = ""
for i, c in enumerate(camel_case_str):
if i == 0:
snake_case_str += c.lower()
elif c.isupper():
snake_case_str += "_" + c.lower()
else:
snake_case_str += c
return snake_case_str
def parse_attr_val(self: any, conf: str):
for attr in self.attr_list:
if self.attr_val.get(attr) is None:
self.attr_val[attr] = {}
if conf.startswith("attr_{}.type".format(attr)):
self.attr_val.get(attr)["type"] = self._camel_to_snake(self._parse_str(conf))
elif conf.startswith("attr_{}.paramType".format(attr)):
self.attr_val.get(attr)["paramType"] = self._parse_str(conf)
elif conf.startswith("attr_{}.defaultValue".format(attr)):
self.attr_val.get(attr)["defaultValue"] = self._parse_str(conf)
def parse_replay_val(self: any, batch_list: list, iterator_list: list):
if self.op_type in batch_list:
self.op_replay_flag = True
self.op_replay_batch = True
elif self.op_type in iterator_list:
self.op_replay_flag = True
self.op_replay_batch = False
def _is_op_type_in_opdesc(op_descs: list, op_type: str):
return any(op_type == op.op_type for op in op_descs)
def _set_all_options_to_opdescs(op_descs, soc_ver_compile_options):
for op in op_descs:
op.custom_all_compile_options = soc_ver_compile_options
def _set_options_to_opdesc(op_descs, op_type, soc_ver_compile_options):
for op in op_descs:
if op.op_type != op_type:
continue
op.custom_compile_options.update(soc_ver_compile_options)
def _trans_soc_ver_to_short(soc_ver: str):
low_soc_ver = soc_ver.lower()
if low_soc_ver not in SOC_TO_SHORT_SOC_MAP:
print(f"WARNING: caution: {soc_ver} will trans into ascend910, if not your intention,use ascend910b1~4 instead")
return SOC_TO_SHORT_SOC_MAP[low_soc_ver]
def _get_op_custom_options(op_descs: list, auto_gen_dir: str):
if auto_gen_dir is None:
return {}
file = os.path.join(auto_gen_dir, "custom_compile_options.ini")
if not os.path.exists(file):
print(f"WARNING: cannot find {auto_gen_dir}/custom_compile_options.ini")
return {}
with open(file) as fd:
lines = fd.readlines()
for line in lines:
param_list = str.split(line.rstrip("\n"), ",")
if len(param_list) != 3:
raise Exception(f"ERROR: custom compile option {param_list} len is not 3")
op_type = param_list[0]
if op_type.upper() == "ALL":
op_type = OP_ALL
if op_type != OP_ALL and not _is_op_type_in_opdesc(op_descs, op_type):
continue
soc_ver_compile_options = {}
soc_ver = param_list[1]
options_str = param_list[2]
options = str.split(options_str, ";")
if soc_ver == "":
soc_ver_compile_options[SOC_ALL] = options
else:
soc_ver_list = str.split(soc_ver, ";")
for ver in soc_ver_list:
short_ver = _trans_soc_ver_to_short(ver)
soc_ver_compile_options[short_ver] = options
if op_type == OP_ALL:
_set_all_options_to_opdescs(op_descs, soc_ver_compile_options)
else:
_set_options_to_opdesc(op_descs, op_type, soc_ver_compile_options)
def get_op_desc(
file: str, batch_list: list, iterator_list: list, builder: any, op_type: list, auto_gen_dir: str = None
) -> list:
op_descs = []
op_match = False
with open(file) as fd:
lines = fd.readlines()
for line in lines:
line = line.strip()
if line.startswith("["):
name = line[1:-1]
if op_type is None or name in op_type:
op_match = True
op_desc = builder(name)
op_desc.parse_replay_val(batch_list, iterator_list)
op_descs.append(op_desc)
else:
op_match = False
if op_type is not None and len(op_descs) == len(op_type):
break
continue
if not op_match:
continue
if line.startswith("input"):
op_desc.parse_input(line)
elif line.startswith("output"):
op_desc.parse_output(line)
elif line.startswith("dynamicFormat.flag"):
op_desc.parse_op_format(line)
elif line.startswith("needCheckSupport.flag"):
op_desc.parse_check_support(line)
elif line.startswith("rangeLimit.value"):
op_desc.parse_range_limit(line)
elif line.startswith("opInterface.value"):
op_desc.parse_op_intf(line)
elif line.startswith("kernel.name"):
op_desc.parse_kern_name(line)
elif line.startswith("opFile.value"):
op_desc.parse_op_file(line)
elif line.startswith("dynamicShapeSupport.flag"):
op_desc.parse_dynamic_shape(line)
elif line.startswith("mc2.ctx"):
op_desc.parse_mc2_ctx(line)
elif line.startswith("attr.list"):
op_desc.parse_attr_list(line)
elif line.startswith("attr_"):
op_desc.parse_attr_val(line)
_get_op_custom_options(op_descs, auto_gen_dir)
return op_descs

View File

@@ -0,0 +1,429 @@
#!/usr/bin/env python3
# -----------------------------------------------------------------------------------------------------------
# Copyright (c) 2025 Huawei Technologies Co., Ltd.
# This program is free software, you can redistribute it and/or modify it under the terms and conditions of
# CANN Open Software License Agreement Version 2.0 (the "License").
# Please refer to the License for details. You may not use this file except in compliance with the License.
# THIS SOFTWARE IS PROVIDED ON AN "AS IS" BASIS, WITHOUT WARRANTIES OF ANY KIND, EITHER EXPRESS OR IMPLIED,
# INCLUDING BUT NOT LIMITED TO NON-INFRINGEMENT, MERCHANTABILITY, OR FITNESS FOR A PARTICULAR PURPOSE.
# See LICENSE in the root of the software repository for the full text of the License.
# -----------------------------------------------------------------------------------------------------------
import json
import os
import stat
import sys
ATTR_TYPE_LIST = [
"int",
"float",
"bool",
"str",
"listInt",
"listFloat",
"listBool",
"listStr",
"listListInt",
"type",
"listType",
"tensor",
"listTensor",
]
ATTR_PARAMTYPE_LIST = ["optional", "required"]
BOOL_FLAG_KEY = [
"dynamicFormat",
"dynamicShapeSupport",
"dynamicRankSupport",
"precision_reduce",
"heavyOp",
"needCheckSupport",
"enableVectorCore",
]
BOOL_LIST = ["true", "false"]
DTYPE_LIST = [
"float16",
"float",
"float32",
"int8",
"int16",
"int32",
"uint8",
"uint16",
"uint32",
"bool",
"int64",
"uint64",
"qint8",
"qint16",
"qint32",
"quint8",
"quint16",
"double",
"complex32",
"complex64",
"complex128",
"string",
"resource",
"dual",
"dual_sub_int8",
"dual_sub_uint8",
"string_ref",
"int4",
"bfloat16",
"uint1",
"hifloat8",
"float8_e4m3fn",
"float8_e5m2",
"float8_e8m0",
"float4_e2m1",
"float4_e1m2",
"int2",
]
FORMAT_LIST = [
"NCHW",
"NHWC",
"ND",
"NC1HWC0",
"FRACTAL_Z",
"NC1C0HWPAD",
"NHWC1C0",
"FSR_NCHW",
"FRACTAL_DECONV",
"C1HWNC0",
"FRACTAL_DECONV_TRANSPOSE",
"FRACTAL_DECONV_SP_STRIDE_TRANS",
"NC1HWC0_C04",
"FRACTAL_Z_C04",
"CHWN",
"FRACTAL_DECONV_SP_STRIDE8_TRANS",
"HWCN",
"NC1KHKWHWC0",
"BN_WEIGHT",
"FILTER_HWCK",
"HASHTABLE_LOOKUP_LOOKUPS",
"HASHTABLE_LOOKUP_KEYS",
"HASHTABLE_LOOKUP_VALUE",
"HASHTABLE_LOOKUP_OUTPUT",
"HASHTABLE_LOOKUP_HITS",
"C1HWNCoC0",
"MD",
"NDHWC",
"FRACTAL_ZZ",
"FRACTAL_NZ",
"NCDHW",
"DHWCN",
"NDC1HWC0",
"FRACTAL_Z_3D",
"CN",
"NC",
"DHWNC",
"FRACTAL_Z_3D_TRANSPOSE",
"FRACTAL_ZN_LSTM",
"FRACTAL_ZN_RNN",
"FRACTAL_Z_G",
"NULL",
"FRACTAL_NZ_C0_2",
"FRACTAL_NZ_C0_4",
"FRACTAL_NZ_C0_16",
"FRACTAL_NZ_C0_32",
]
def parse_ini_files(ini_files):
"""
parse ini files to json
Parameters:
----------------
ini_files:input file list
return:ops_info
----------------
"""
tbe_ops_info = {}
for ini_file in ini_files:
check_file_size(ini_file)
parse_ini_to_obj(ini_file, tbe_ops_info)
return tbe_ops_info
def check_file_size(input_file):
try:
file_size = os.path.getsize(input_file)
except OSError as os_error:
print(f'[ERROR] Failed to open "{input_file}". {os_error}')
raise OSError from os_error
if file_size > 10 * 1024 * 1024:
print(f"[WARN] The size of {input_file} exceeds 10MB, it may take more time to run, please wait.")
def parse_ini_to_obj(ini_file, tbe_ops_info):
"""
parse ini file to json obj
Parameters:
----------------
ini_file:ini file path
tbe_ops_info:ops_info
----------------
"""
with open(ini_file) as ini_file:
lines = ini_file.readlines()
op_dict = {}
op_name = ""
find_op_type = False
for line in lines:
line = line.rstrip()
if line == "":
continue
if line.startswith("["):
if line.endswith("]"):
op_name = line[1:-1]
op_dict = {}
tbe_ops_info[op_name] = op_dict
find_op_type = True
elif "=" in line:
key1 = line[: line.index("=")]
key2 = line[line.index("=") + 1 :]
key1_0, key1_1 = key1.split(".")
if key1_0 not in op_dict:
op_dict[key1_0] = {}
if key1_1 in op_dict.get(key1_0):
raise RuntimeError("Op:" + op_name + " " + key1_0 + " " + key1_1 + " is repeated!")
dic_key = op_dict.get(key1_0)
dic_key[key1_1] = key2
else:
continue
if not find_op_type:
raise RuntimeError("Not find OpType in .ini file.")
def check_output_exist(op_dict, is_valid):
"""
Function Description:
Check output is exist
Parameter: op_dict
Parameter: is_valid
"""
if "output0" in op_dict:
output0_dict = op_dict.get("output0")
if output0_dict.get("name", None) is None:
is_valid = False
print("output0.name is required in .ini file!")
else:
is_valid = False
print("output0 is required in .ini file!")
return is_valid
def check_attr_dict(attr_dict, is_valid, attr):
"""
Function Description:
Check attr_dict
Parameter: attr_dict
Parameter: is_valid
Parameter: attr
"""
attr_type = attr_dict.get("type")
value = attr_dict.get("value")
param_type = attr_dict.get("paramType")
if attr_type is None or value is None:
is_valid = False
print(f"If attr.list is exist, {attr}.type and {attr}.value is required")
if param_type and param_type not in ATTR_PARAMTYPE_LIST:
is_valid = False
print(f"{attr}.paramType only support {ATTR_PARAMTYPE_LIST}.")
if attr_type and attr_type not in ATTR_TYPE_LIST:
is_valid = False
print(f"{attr}.type only support {ATTR_TYPE_LIST}.")
return is_valid
def check_attr(op_dict, is_valid):
"""
Function Description:
Check attr
Parameter: op_dict
Parameter: is_valid
"""
if "attr" in op_dict:
attr_dict = op_dict.get("attr")
attr_list_str = attr_dict.get("list", None)
if attr_list_str is None:
is_valid = False
print("attr.list is required in .ini file!")
else:
attr_list = attr_list_str.split(",")
for attr_name in attr_list:
attr = "attr_" + attr_name.strip()
attr_dict = op_dict.get(attr)
if attr_dict:
is_valid = check_attr_dict(attr_dict, is_valid, attr)
else:
is_valid = False
print(f"{attr} is required in .ini file, when attr.list is {attr_list_str}!")
return is_valid
def check_bool_flag(op_dict, is_valid):
"""
Function Description:
check_bool_flag
Parameter: op_dict
Parameter: is_valid
"""
for key in BOOL_FLAG_KEY:
if key in op_dict:
op_bool_key = op_dict.get(key)
if op_bool_key.get("flag").strip() not in BOOL_LIST:
is_valid = False
print(f"{key}.flag only support {BOOL_LIST}.")
return is_valid
def check_type_format(op_info, is_valid, op_info_key):
"""
Function Description:
Check type and format
Parameter: op_info
Parameter: is_valid
Parameter: op_info_key
"""
op_info_dtype_str = op_info.get("dtype")
op_info_dtype_num = 0
op_info_format_num = 0
if op_info_dtype_str:
op_info_dtype = op_info_dtype_str.split(",")
op_info_dtype_num = len(op_info_dtype)
for dtype in op_info_dtype:
if dtype.strip() not in DTYPE_LIST:
is_valid = False
print(f"{op_info_key}.dtype not support {dtype}.")
op_info_format_str = op_info.get("format")
if op_info_format_str:
op_info_format = op_info_format_str.split(",")
op_info_format_num = len(op_info_format)
for op_format in op_info_format:
if op_format.strip() not in FORMAT_LIST:
is_valid = False
print(f"{op_info_key}.format not support {op_format}.")
if op_info_dtype_num > 0 and op_info_format_num > 0:
if op_info_dtype_num != op_info_format_num:
is_valid = False
print("The number of {0}.dtype not match the number of {0}.format.".format(op_info_key))
return is_valid
def check_op_info(tbe_ops):
"""
Function Description:
Check info.
Parameter: tbe_ops
Return Value: is_valid
"""
print("\n\n==============check valid for ops info start==============")
required_op_input_info_keys = ["paramType", "name"]
required_op_output_info_keys = ["paramType", "name"]
param_type_valid_value = ["dynamic", "optional", "required"]
is_valid = True
for op_key in tbe_ops:
op_dict = tbe_ops[op_key]
for op_info_key in op_dict:
if op_info_key.startswith("input"):
op_input_info = op_dict[op_info_key]
missing_keys = []
for required_op_input_info_key in required_op_input_info_keys:
if required_op_input_info_key not in op_input_info:
missing_keys.append(required_op_input_info_key)
if len(missing_keys) > 0:
print("op: " + op_key + " " + op_info_key + " missing: " + ",".join(missing_keys))
is_valid = False
else:
if op_input_info["paramType"] not in param_type_valid_value:
print(
"op: " + op_key + " " + op_info_key + " paramType not valid, valid key:[dynamic, "
"optional, required]"
)
is_valid = False
is_valid = check_type_format(op_input_info, is_valid, op_info_key)
if op_info_key.startswith("output"):
op_input_info = op_dict[op_info_key]
missing_keys = []
for required_op_input_info_key in required_op_output_info_keys:
if required_op_input_info_key not in op_input_info:
missing_keys.append(required_op_input_info_key)
if len(missing_keys) > 0:
print("op: " + op_key + " " + op_info_key + " missing: " + ",".join(missing_keys))
is_valid = False
else:
if op_input_info["paramType"] not in param_type_valid_value:
print(
"op: " + op_key + " " + op_info_key + " paramType not valid, valid key:[dynamic, "
"optional, required]"
)
is_valid = False
is_valid = check_type_format(op_input_info, is_valid, op_info_key)
is_valid = check_attr(op_dict, is_valid)
is_valid = check_bool_flag(op_dict, is_valid)
print("==============check valid for ops info end================\n\n")
return is_valid
def write_json_file(tbe_ops_info, json_file_path):
"""
Save info to json file
Parameters:
----------------
tbe_ops_info: ops_info
json_file_path: json file path
----------------
"""
json_file_real_path = os.path.realpath(json_file_path)
wr_flag = os.O_WRONLY | os.O_CREAT
wr_mode = stat.S_IWUSR | stat.S_IRUSR
with os.fdopen(os.open(json_file_real_path, wr_flag, wr_mode), "w") as file_path:
# The owner have all rights£¬group only have read rights
os.chmod(json_file_real_path, stat.S_IWUSR + stat.S_IRGRP + stat.S_IRUSR)
json.dump(tbe_ops_info, file_path, sort_keys=True, indent=4, separators=(",", ":"))
print("Compile op info cfg successfully.")
def parse_ini_to_json(ini_file_paths, outfile_path):
"""
parse ini files to json file
Parameters:
----------------
ini_file_paths: list of ini file path
outfile_path: output file path
----------------
"""
tbe_ops_info = parse_ini_files(ini_file_paths)
if not check_op_info(tbe_ops_info):
print("Compile op info cfg failed.")
return False
write_json_file(tbe_ops_info, outfile_path)
return True
if __name__ == "__main__":
args = sys.argv
OUTPUT_FILE_PATH = "tbe_ops_info.json"
ini_file_path_list = []
parse_ini_list = []
for arg in args:
if arg.endswith("ini"):
ini_file_path_list.append(arg)
OUTPUT_FILE_PATH = arg.replace(".ini", ".json")
if arg.endswith("json"):
OUTPUT_FILE_PATH = arg
if not ini_file_path_list:
ini_file_path_list.append("tbe_ops_info.ini")
for ini_file in ini_file_path_list:
if os.path.exists(ini_file):
parse_ini_list.append(ini_file)
if parse_ini_list:
if not parse_ini_to_json(parse_ini_list, OUTPUT_FILE_PATH):
sys.exit(1)
sys.exit(0)