mirror of
https://github.com/mit-han-lab/tinyengine.git
synced 2025-05-11 09:51:23 +08:00
80 lines
2.4 KiB
Python
80 lines
2.4 KiB
Python
import warnings
|
|
|
|
from .basic_utils import basicOperator, deep_copy_dicts, overwrite_dicts
|
|
|
|
__all__ = ["tile"]
|
|
|
|
default_params = {
|
|
# op related
|
|
"op": "TILE",
|
|
"input_idx": None,
|
|
"output_idx": None,
|
|
# tensor related
|
|
"input_dim": None,
|
|
"input_h": None,
|
|
"input_w": None,
|
|
"input_c": None,
|
|
"output_dim": None,
|
|
"output_h": None,
|
|
"output_w": None,
|
|
"output_c": None,
|
|
"output_size": None,
|
|
"reps_size": None,
|
|
"reps": None,
|
|
"input_dtype": "float32",
|
|
"output_dtype": "float32",
|
|
# quantization related
|
|
"weight_value": None,
|
|
"bias": None,
|
|
"input_zero_point": None,
|
|
"output_zero_point": None,
|
|
"input_scale": None,
|
|
"output_scale": None,
|
|
"multiplier": None,
|
|
"shift": None,
|
|
}
|
|
|
|
|
|
class tile(basicOperator):
|
|
rep_cnt = 0
|
|
|
|
def __init__(self, params: dict) -> None:
|
|
self.params = deep_copy_dicts(default_params)
|
|
overwrite_dicts(self.params, params)
|
|
super().__init__()
|
|
# handle input/output tensors in HWC format
|
|
self._add_input(
|
|
self.params["input_idx"],
|
|
self.params["input_dtype"],
|
|
self.params["input_h"],
|
|
self.params["input_w"],
|
|
self.params["input_c"],
|
|
)
|
|
self._add_output(
|
|
self.params["output_idx"],
|
|
self.params["output_dtype"],
|
|
self.params["output_h"],
|
|
self.params["output_w"],
|
|
self.params["output_c"],
|
|
)
|
|
|
|
self.params["output_size"] = self.params["output_c"] * self.params["output_h"] * self.params["output_w"]
|
|
if None in default_params:
|
|
warnings.warn(f"parameters are not all set for op {self.params['op']}")
|
|
|
|
def generate_inference_str(self):
|
|
params = self.params
|
|
if params["input_dtype"] == "float32":
|
|
string = (
|
|
f"tile_3D({self._getBufferstrCast(params['input_buf_add'], params['input_buf_add_offset'])},"
|
|
+ f"{self.params['input_h']},{self.params['input_w']},{self.params['input_c']},"
|
|
+ f"{self._getBufferstrCast(params['output_buf_add'], params['output_buf_add_offset'])},"
|
|
+ f"{self.params['output_h']},"
|
|
+ f"{self.params['output_w']},{self.params['output_c']});\n"
|
|
)
|
|
tile.rep_cnt += 1
|
|
else:
|
|
raise NotImplementedError
|
|
|
|
return string
|