import os
import numpy as np
np.random.seed(19)
def gen_golden_data(case_name, param):
dtype = param.dtype
dst_tile_row, dst_tile_col = param.dst_tile_row, param.dst_tile_col
src0_tile_row, src0_tile_col = param.src0_tile_row, param.src0_tile_col
src1_tile_row, src1_tile_col = param.src1_tile_row, param.src1_tile_col
h_valid, w_valid = param.valid_row, param.valid_col
input1 = np.random.randint(1, 10, size=[src0_tile_row, src0_tile_col]).astype(dtype)
input2 = np.random.randint(1, 10, size=[src1_tile_row, src1_tile_col]).astype(dtype)
golden = np.zeros([dst_tile_row, dst_tile_col]).astype(dtype)
golden[0:h_valid, 0:w_valid] = input1[0:h_valid, 0:w_valid] * input2[0:h_valid, 0:w_valid]
input1.tofile("input1.bin")
input2.tofile("input2.bin")
golden.tofile("golden.bin")
class TMulParams:
def __init__(self, dtype, dstH, dstW, src0H, src0W, src1H, src1W, vRow, vCol):
self.dtype = dtype
self.dst_tile_row = dstH
self.dst_tile_col = dstW
self.src0_tile_row = src0H
self.src0_tile_col = src0W
self.src1_tile_row = src1H
self.src1_tile_col = src1W
self.valid_row = vRow
self.valid_col = vCol
def generate_case_name(param):
dtype_str = {
np.float32: 'float',
np.float16: 'half',
np.int8: 'int8',
np.int32: 'int32',
np.int16: 'int16'
}[param.dtype]
return f"TMULTest.case_{dtype_str}_{param.dst_tile_row}x{param.dst_tile_col}_\
{param.src0_tile_row}x{param.src0_tile_col}_{param.src1_tile_row}x{param.src1_tile_col}_\
{param.valid_row}x{param.valid_col}"
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 = [
TMulParams(np.float32, 64, 64, 64, 64, 64, 64, 64, 64),
TMulParams(np.int32, 64, 64, 64, 64, 64, 64, 64, 64),
TMulParams(np.int16, 64, 64, 64, 64, 64, 64, 64, 64),
TMulParams(np.float16, 16, 256, 16, 256, 16, 256, 16, 256),
TMulParams(np.float16, 16, 64, 16, 128, 16, 128, 16, 64),
TMulParams(np.float32, 16, 32, 16, 64, 16, 32, 16, 32),
TMulParams(np.int16, 32, 128, 32, 128, 32, 256, 32, 128),
TMulParams(np.int32, 16, 32, 16, 64, 16, 32, 16, 32),
TMulParams(np.float16, 16, 64, 16, 128, 16, 128, 16, 63),
TMulParams(np.float32, 16, 32, 16, 64, 16, 32, 16, 31),
TMulParams(np.int16, 32, 128, 32, 128, 32, 256, 32, 127),
TMulParams(np.int32, 16, 32, 16, 64, 16, 32, 16, 31),
]
for param in 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(case_name, param)
os.chdir(original_dir)