import warnings from .basic_utils import basicOperator, deep_copy_dicts, overwrite_dicts __all__ = ["SEelementmult"] default_params = { # op related "op": "SE_ELEMENT_MULT_2D", "input_idx": None, "input2_idx": None, "output_idx": None, # tensor related "input_dim": None, "input_h": None, "input_w": None, "input_c": None, "input2_dim": None, "input2_h": None, "input2_w": None, "input2_c": None, "output_dim": None, "output_h": None, "output_w": None, "output_c": None, "input_dtype": "int8", "input2_dtype": "int8", "output_dtype": "int8", # quantization related "input_zero_point": None, "input2_zero_point": None, "output_zero_point": None, "input_scale": None, "input2_scale": None, "output_scale": None, "input_multiplier": None, "input2_multiplier": None, "output_multiplier": None, "input_effective_scale": None, "input2_effective_scale": None, "output_effective_scale": None, "input_shift": None, "input2_shift": None, "output_shift": None, "left_shift": None, } class SEelementmult(basicOperator): 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_c"], self.params["input_w"], self.params["input_h"], ) self._add_input( self.params["input2_idx"], self.params["input2_dtype"], self.params["input2_c"], self.params["input2_w"], self.params["input2_h"], ) self._add_output( self.params["output_idx"], self.params["output_dtype"], self.params["output_c"], self.params["output_w"], self.params["output_h"], ) if None in default_params: warnings.warn(f"parameters are not all set for op {self.params['op']}") def get_macs(self) -> int: p = self.params return p["output_h"] * p["output_w"] * p["output_c"] def generate_inference_str(self): string = "" params = self.params string += ( f"element_mult_nx1({self._getBufferstr(params['input_buf_add'], params['input_buf_add_offset'])}," + f"{str(int(params['input_h']))}," + f"{str(int(params['input_w']))}," f"{str(int(params['input_c']))}," + f"{self._getBufferstr(params['input2_buf_add'], params['input2_buf_add_offset'])}," + f"{str(params['input_zero_point'])},{str(params['input2_zero_point'])}," + f"{str(params['output_zero_point'])},-127,128," + f"{str(params['output_effective_scale'])}," + f"{self._getBufferstr(params['output_buf_add'], params['output_buf_add_offset'])});\n" ) return string