import os
import numpy as np
from utils import NumExt
np.random.seed(19)
def gen_golden_data_trowprod(case_name, param):
dtype = param.dtype
tile_row, tile_col = [param.tile_row, param.tile_col]
h_valid, w_valid = [param.valid_row, param.valid_col]
input_arr = NumExt.astype(np.random.randint(1, 10, size=[tile_row, tile_col]), dtype)
golden = NumExt.zeros([tile_row, tile_col], dtype)
golden[:, 0] = NumExt.astype(np.prod(input_arr, axis=1, dtype=np.float32), dtype)
output = NumExt.zeros([tile_row, tile_col], dtype)
for h in range(tile_row):
for w in range(tile_col):
if h > h_valid or w > w_valid:
golden[h][w] = output[h][w]
NumExt.write_array("input.bin", input_arr, dtype)
NumExt.write_array("golden.bin", golden, dtype)
return output, input_arr, golden
class TrowprodParams:
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"TROWPRODTest.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__":
script_dir = os.path.dirname(os.path.abspath(__file__))
testcases_dir = os.path.join(script_dir, "testcases")
if not os.path.exists(testcases_dir):
os.makedirs(testcases_dir)
case_params_list = [
TrowprodParams(np.float32, 64, 64, 64, 64, 64, 64),
TrowprodParams(np.float16, 16, 256, 16, 256, 16, 256),
]
if os.getenv("PTO_CPU_SIM_ENABLE_BF16") == "1":
case_params_list.append(TrowprodParams(NumExt.bf16, 16, 256, 16, 256, 16, 256))
for i, param in enumerate(case_params_list):
case_name = generate_case_name(param)
if not os.path.exists(case_name):
os.makedirs(case_name)
original_dir = os.getcwd()
os.chdir(case_name)
gen_golden_data_trowprod(case_name, param)
os.chdir(original_dir)