import os
import numpy as np
from utils import NumExt
np.random.seed(19)
def gen_golden_data_tcolmin(param):
dtype = param.dtype
row, col = [param.tile_row, param.tile_col]
h_valid, w_valid = [min(row, param.valid_row), min(col, param.valid_col)]
input1 = NumExt.astype(np.random.uniform(low=-16, high=16, size=[row, col]), dtype)
max_value = np.finfo(np.float32).max if dtype == NumExt.bf16 else np.finfo(dtype).max
golden = NumExt.astype(np.full((w_valid,), max_value, dtype=np.float32), dtype)
for j in range(w_valid):
golden[j] = NumExt.astype(np.min(input1[:h_valid, j]), dtype)
NumExt.write_array("input1.bin", input1, dtype)
NumExt.write_array("golden.bin", golden, dtype)
class TColminParams:
def __init__(self, dtype, global_row, global_col, tile_row, tile_col, valid_row, valid_col):
self.dtype = dtype
self.global_row = global_row
self.global_col = global_col
self.tile_row = tile_row
self.tile_col = tile_col
self.valid_row = valid_row
self.valid_col = valid_col
def generate_case_name(param):
dtype_str = NumExt.get_short_type_name(param.dtype)
def substring(a, b) -> str:
return f"_{a}x{b}"
name = f"TCOLMINTest.case_{dtype_str}"
name += substring(param.global_row, param.global_col)
name += substring(param.tile_row, param.tile_col)
name += substring(param.valid_row, param.valid_col)
return name
if __name__ == "__main__":
case_params_list = [
TColminParams(np.float32, 64, 64, 64, 64, 64, 64),
TColminParams(np.float16, 64, 64, 64, 64, 64, 64),
TColminParams(np.float32, 32, 32, 32, 16, 32, 32),
]
if os.getenv("PTO_CPU_SIM_ENABLE_BF16") == "1":
case_params_list.append(TColminParams(NumExt.bf16, 64, 64, 64, 64, 64, 64))
for param in case_params_list:
case_name = generate_case_name(param)
os.makedirs(case_name, exist_ok=True)
original_dir = os.getcwd()
os.chdir(case_name)
gen_golden_data_tcolmin(param)
os.chdir(original_dir)