""" CastOperator 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 gen_rint(x, dst_dtype):
res = np.rint(x).astype(dst_dtype)
return res
def gen_none(x, dst_dtype):
res = x.astype(dst_dtype)
return res
def gen_trunc(x, dst_dtype):
res = np.trunc(x).astype(dst_dtype)
return res
@GoldenRegister.reg_golden_func(
case_names=[
"CastOnBoard.test_cast_fp32toint32rint_1_4608",
"CastOnBoard.test_cast_int32tofp16none_1_4608",
"CastOnBoard.test_cast_fp16toint8trunc_1_4608",
"CastOnBoard.test_cast_fp16tofp32_unalign",
"CastOnBoard.test_cast_fp32toint32rint_1_16384",
]
)
def cast_operator_func(case_name: str, output: Path) -> bool:
if case_name == "CastOnBoard.test_cast_fp32toint32rint_1_4608":
shape = [1, 4608]
src_dtype = np.float32
dst_dtype = np.int32
x_path = Path(output, 'fp32toint32rint_x.bin')
y_path = Path(output, 'fp32toint32rint_golden.bin')
complete = x_path.exists() and y_path.exists()
if complete:
logging.debug("Case(%s), Golden complete.", case_name)
else:
x = np.random.uniform(-128, 127, shape).astype(src_dtype)
x.tofile(x_path)
y = gen_rint(x, dst_dtype)
y.tofile(y_path)
elif case_name == "CastOnBoard.test_cast_int32tofp16none_1_4608":
shape = [1, 4608]
src_dtype = np.int32
dst_dtype = np.float16
x_path = Path(output, 'int32tofp16none_x.bin')
y_path = Path(output, 'int32tofp16none_golden.bin')
complete = x_path.exists() and y_path.exists()
if complete:
logging.debug("Case(%s), Golden complete.", case_name)
else:
x = np.random.randint(-128, 128, shape).astype(src_dtype)
x.tofile(x_path)
y = gen_none(x, dst_dtype)
y.tofile(y_path)
elif case_name == "CastOnBoard.test_cast_fp16toint8trunc_1_4608":
shape = [1, 4608]
src_dtype = np.float16
dst_dtype = np.int8
x_path = Path(output, 'fp16toint8trunc_x.bin')
y_path = Path(output, 'fp16toint8trunc_golden.bin')
complete = x_path.exists() and y_path.exists()
if complete:
logging.debug("Case(%s), Golden complete.", case_name)
else:
x = np.random.uniform(-128, 127, shape).astype(src_dtype)
x.tofile(x_path)
y = gen_trunc(x, dst_dtype)
y.tofile(y_path)
elif case_name == "CastOnBoard.test_cast_fp16tofp32_unalign":
shape = [4, 130]
src_dtype = np.float16
dst_dtype = np.float32
x1_path = Path(output, 'fp16tofp32_unalign_x1.bin')
y_path = Path(output, 'fp16tofp32_unalign_golden.bin')
complete = x1_path.exists() and y_path.exists()
if complete:
logging.debug("Case(%s), Golden complete.", case_name)
else:
x1 = np.random.uniform(-10, 10, shape).astype(src_dtype)
x1.tofile(x1_path)
y = gen_none(x1, dst_dtype)
y.tofile(y_path)
elif case_name == "CastOnBoard.test_cast_fp32toint32rint_1_16384":
shape = [1, 16384]
src_dtype = np.float32
dst_dtype = np.int32
x_path = Path(output, 'fp32toint32rint_x.bin')
y_path = Path(output, 'fp32toint32rint_golden.bin')
complete = x_path.exists() and y_path.exists()
if complete:
logging.debug("Case(%s), Golden complete.", case_name)
else:
x = np.random.uniform(-128, 127, shape).astype(src_dtype)
x.tofile(x_path)
y = gen_rint(x, dst_dtype)
y.tofile(y_path)
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] = [
"CastOnBoard.test_cast_int32tofp16none_1_4608",
]
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 = cast_operator_func(case_name=cs, output=output)
return ret
if __name__ == "__main__":
exit(0 if main() else 1)