Making large AI models cheaper, faster and more accessible
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from abc import abstractmethod
from typing import Any, Callable, Iterator, Optional
import torch
from colossalai.interface import ModelWrapper, OptimizerWrapper
from .plugin_base import Plugin
class PipelinePluginBase(Plugin):
@abstractmethod
def execute_pipeline(
self,
data_iter: Iterator,
model: ModelWrapper,
criterion: Callable[[Any, Any], torch.Tensor],
optimizer: Optional[OptimizerWrapper] = None,
return_loss: bool = True,
return_outputs: bool = False,
) -> dict:
pass