Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Activation Sparsity OV backend #2924

Draft
wants to merge 8 commits into
base: develop
Choose a base branch
from

Conversation

nikita-savelyevv
Copy link
Collaborator

@nikita-savelyevv nikita-savelyevv commented Aug 28, 2024

Changes

Extending #2683 with implementation for OV backend

Model Backend Compression Sparsity Parameters Wikitext word perplexity
meta-llama/Llama-2-7b-hf OV - - 8.71
meta-llama/Llama-2-7b-hf OV - 25% (up/gate32%+down52%) 9.06
meta-llama/Llama-2-7b-hf PT - 25% (up/gate32%+down52%) 9.06
meta-llama/Llama-2-7b-hf OV INT8_asym - 8.71
meta-llama/Llama-2-7b-hf OV INT8_asym 25% (up/gate32%+down52%) 9.07
meta-llama/Llama-2-7b-hf PT INT8_asym 25% (up/gate32%+down52%) 9.07
meta-llama/Llama-2-7b-hf OV INT4_default (sym=True, ratio=0.6) - 9.08
meta-llama/Llama-2-7b-hf OV INT4_default (sym=True, ratio=0.6) 25% (up/gate32%+down52%) 9.39

Reason for changes

Related tickets

147840

Tests

@github-actions github-actions bot added NNCF PT Pull requests that updates NNCF PyTorch experimental labels Aug 28, 2024
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment
Labels
experimental NNCF PT Pull requests that updates NNCF PyTorch
Projects
None yet
Development

Successfully merging this pull request may close these issues.

1 participant