""" Gather Operator 相关用例 Golden 生成逻辑.
本脚本有 2 种执行模式:
1. CI批跑时, 由 cmake/scripts/golden_ctrl.py 调用, 为避免日志过多, 此时 logging 级别为 logging.INFO;
2. 单独调试时, 本脚本单独被调用, 此时 logging 级别为 logging.DEBUG;
"""
import sys
import logging
from pathlib import Path
from typing import List
import numpy as np
if __name__ == "__main__":
""" 单独调试时配置 """
logging.basicConfig(format='%(asctime)s - %(filename)s:%(lineno)d - %(levelname)s: %(message)s',
level=logging.DEBUG)
g_src_root: Path = Path(Path(__file__).parent, "../../../../../").resolve()
logging.debug("SrcRoot: %s", g_src_root)
g_ctrl_path: Path = Path(g_src_root, "cmake/scripts")
if str(g_ctrl_path) not in sys.path:
sys.path.append(str(g_ctrl_path))
from golden_register import GoldenRegister
else:
from golden_register import GoldenRegister
def operation_expand_32_1_to_32_32(output_dir: Path):
x_path = Path(output_dir, 'expand_x.bin')
o_path = Path(output_dir, 'expand_res.bin')
dtype = np.float32
x = np.random.uniform(-1, 1, [32, 1]).astype(dtype)
x.tofile(x_path)
x = np.broadcast_to(x, [32, 32])
x = np.copy(x)
x.tofile(o_path)
def operation_expand_32_8_1_to_32_8_32(output_dir: Path):
x_path = Path(output_dir, 'expand_x.bin')
o_path = Path(output_dir, 'expand_res.bin')
dtype = np.float32
x = np.random.uniform(-1, 1, [32, 8, 1]).astype(dtype)
x.tofile(x_path)
x = np.broadcast_to(x, [32, 8, 32])
x = np.copy(x)
x.tofile(o_path)
def operation_expand_32_1_to_32_23(output_dir: Path):
x_path = Path(output_dir, 'expand_x.bin')
o_path = Path(output_dir, 'expand_res.bin')
dtype = np.float32
x = np.random.uniform(-1, 1, [32, 1]).astype(dtype)
x.tofile(x_path)
x = np.broadcast_to(x, [32, 23])
x = np.copy(x)
x.tofile(o_path)
def operation_expand_1_1_to_1_16384(output_dir: Path):
x_path = Path(output_dir, 'expand_x.bin')
o_path = Path(output_dir, 'expand_res.bin')
dtype = np.float32
x = np.random.uniform(-1, 1, [1, 1]).astype(dtype)
x.tofile(x_path)
x = np.broadcast_to(x, [1, 16384])
x = np.copy(x)
x.tofile(o_path)
def operation_expand_32_8_1_to_32_8_23(output_dir: Path):
x_path = Path(output_dir, 'expand_x.bin')
o_path = Path(output_dir, 'expand_res.bin')
dtype = np.float32
x = np.random.uniform(-1, 1, [32, 8, 1]).astype(dtype)
x.tofile(x_path)
x = np.broadcast_to(x, [32, 8, 23])
x = np.copy(x)
x.tofile(o_path)
def operation_expand_for_4_dim(output_dir: Path):
x_path = Path(output_dir, 'expand_x.bin')
o_path = Path(output_dir, 'expand_res.bin')
dtype = np.float32
x = np.random.uniform(-1, 1, [1, 32, 400, 23]).astype(dtype)
x.tofile(x_path)
x = np.broadcast_to(x, [8, 32, 400, 23])
x = np.copy(x)
x.tofile(o_path)
@GoldenRegister.reg_golden_func(
case_names=[
"ExpandOnBoardTest.test_expand_32_1_to_32_32",
"ExpandOnBoardTest.test_expand_32_8_1_to_32_8_32",
"ExpandOnBoardTest.test_expand_32_1_to_32_23",
"ExpandOnBoardTest.test_expand_32_8_1_to_32_8_23",
"ExpandOnBoardTest.test_expand_for_4_dim",
"ExpandOnBoardTest.test_expand_1_1_to_1_16384",
]
)
def expand_operator_func1(case_name: str, output: Path) -> bool:
dtype = np.float32
x_path = Path(output, 'x.bin')
res_path = Path(output, 'res.bin')
complete = x_path.exists() and res_path.exists()
if complete:
logging.debug("Case(%s), Golden complete.", case_name)
else:
if case_name == "ExpandOnBoardTest.test_expand_32_1_to_32_32":
operation_expand_32_1_to_32_32(output)
elif case_name == "ExpandOnBoardTest.test_expand_32_8_1_to_32_8_32":
operation_expand_32_8_1_to_32_8_32(output)
elif case_name == "ExpandOnBoardTest.test_expand_32_8_1_to_32_8_23":
operation_expand_32_8_1_to_32_8_23(output)
elif case_name == "ExpandOnBoardTest.test_expand_32_1_to_32_23":
operation_expand_32_1_to_32_23(output)
elif case_name == "ExpandOnBoardTest.test_expand_for_4_dim":
operation_expand_for_4_dim(output)
elif case_name == "ExpandOnBoardTest.test_expand_1_1_to_1_16384":
operation_expand_1_1_to_1_16384(output)
else:
logging.error("Can't get func to gen golden, Case(%s)", case_name)
return False
return True
def main() -> bool:
"""
单独调试 入口函数
"""
case_name_list: List[str] = [
"ExpandOnBoardTest.test_expand_32_1_to_32_32",
]
ret: bool = True
for cs in case_name_list:
output: Path = Path(g_src_root, "build/output/bin/golden", cs).resolve()
output.mkdir(parents=True, exist_ok=True)
ret = expand_operator_func1(case_name=cs, output=output)
return ret
if __name__ == "__main__":
exit(0 if main() else 1)