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[fx] Add common node in model linearize #1542
Merged
super-dainiu
merged 28 commits into
hpcaitech:main
from
Cypher30:feature/add_common_node_to_linearize
Sep 5, 2022
Merged
[fx] Add common node in model linearize #1542
super-dainiu
merged 28 commits into
hpcaitech:main
from
Cypher30:feature/add_common_node_to_linearize
Sep 5, 2022
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Merge ColossalAI
Daily merge
super-dainiu
reviewed
Sep 5, 2022
…her30/ColossalAI into feature/add_common_node_to_linearize
super-dainiu
approved these changes
Sep 5, 2022
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What's New
We were inspired by the common node idea in merak, and modify the naive process of defining a common node in merak's source code. Now we are able to address the attention mask problem in hugginface BERT model, separating each attention block and MLP in the encoder.
Moreover, I also fixed the problem that our solver might repeatedly count the memory for combination like "BN-RELU", as the current linearize strategy will generate more isolated in-place RELU node in the linearized node list.