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  | import torch | |
| import torch.nn as nn | |
| from torch import einsum | |
| import einops | |
| from dataclasses import dataclass | |
| @dataclass | |
| class KDACache: | |
| S: torch.Tensor | |
| past_len: torch.Tensor | None = None |