Init Conext supports lazy allocate model memory (#842)

This commit is contained in:
Jiarui Fang
2022-04-22 18:03:35 +08:00
committed by GitHub
parent 4575a3298b
commit 8789850eea
5 changed files with 112 additions and 13 deletions

View File

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from colossalai.utils import ColoInitContext
from numpy import allclose, require
import torch
from colossalai.tensor import ColoTensor
from copy import deepcopy
def test_linear():
in_dim = 4
out_dim = 5
with ColoInitContext(lazy_memory_allocate=True) as ctx:
fc = torch.nn.Linear(in_dim, out_dim, bias=True)
print(fc.weight.numel())
print(fc.bias.numel())
# lazy_memory_allocate=True, no payload is maintained
assert fc.weight._torch_tensor.numel() == 0
fc.weight.torch_tensor()
assert fc.weight._torch_tensor.numel() == in_dim * out_dim
if __name__ == '__main__':
test_linear()