ColossalAI/colossalai/fx/profiler/experimental/profiler_module/linear.py
Hongxin Liu 079bf3cb26
[misc] update pre-commit and run all files (#4752)
* [misc] update pre-commit

* [misc] run pre-commit

* [misc] remove useless configuration files

* [misc] ignore cuda for clang-format
2023-09-19 14:20:26 +08:00

17 lines
495 B
Python

from typing import Tuple
import torch
from ..registry import meta_profiler_module
@meta_profiler_module.register(torch.nn.Linear)
@meta_profiler_module.register(torch.nn.modules.linear.NonDynamicallyQuantizableLinear)
def torch_nn_linear(self: torch.nn.Linear, input: torch.Tensor) -> Tuple[int, int]:
out_features = self.weight.shape[0]
macs = input.numel() * out_features
flops = 2 * macs
if self.bias is not None:
flops += self.bias.numel()
return flops, macs