2023-03-07 16:07:15 -05:00

26 lines
815 B
Python

from typing import Dict
import torch
import torch.nn as nn
from diffusion_policy.model.common.module_attr_mixin import ModuleAttrMixin
from diffusion_policy.model.common.normalizer import LinearNormalizer
class BaseImagePolicy(ModuleAttrMixin):
# init accepts keyword argument shape_meta, see config/task/*_image.yaml
def predict_action(self, obs_dict: Dict[str, torch.Tensor]) -> Dict[str, torch.Tensor]:
"""
obs_dict:
str: B,To,*
return: B,Ta,Da
"""
raise NotImplementedError()
# reset state for stateful policies
def reset(self):
pass
# ========== training ===========
# no standard training interface except setting normalizer
def set_normalizer(self, normalizer: LinearNormalizer):
raise NotImplementedError()