ColossalAI/colossalai/fx/tracer/meta_patch/patched_function/python_ops.py

25 lines
840 B
Python

import operator
import torch
from ..registry import meta_patched_function
@meta_patched_function.register(operator.getitem)
def operator_getitem(a, b):
# copied from huggingface.utils.fx
def to_concrete(t):
if isinstance(t, torch.Tensor):
concrete = torch.ones_like(t, device="cpu")
if concrete.dtype in [torch.float16, torch.float32, torch.float64, torch.int32]:
concrete = concrete.to(torch.int64)
return concrete
return t
if isinstance(a, torch.Tensor):
# TODO: infer shape without performing the computation.
if isinstance(b, tuple):
b = tuple(map(to_concrete, b))
else:
b = to_concrete(b)
return operator.getitem(torch.empty_like(a, device="cpu"), b).to("meta")
return operator.getitem(a, b)