-
-
Notifications
You must be signed in to change notification settings - Fork 11.7k
Support W8A8 INT8 MoE for compressed-tensors #16745
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
Support W8A8 INT8 MoE for compressed-tensors #16745
Conversation
Signed-off-by: mgoin <[email protected]>
|
👋 Hi! Thank you for contributing to the vLLM project. 💬 Join our developer Slack at https://slack.vllm.ai to discuss your PR in #pr-reviews, coordinate on features in #feat- channels, or join special interest groups in #sig- channels. Just a reminder: PRs would not trigger full CI run by default. Instead, it would only run Once the PR is approved and ready to go, your PR reviewer(s) can run CI to test the changes comprehensively before merging. To run CI, PR reviewers can either: Add 🚀 |
Signed-off-by: mgoin <[email protected]>
bnellnm
left a comment
There was a problem hiding this comment.
Choose a reason for hiding this comment
The reason will be displayed to describe this comment to others. Learn more.
LGTM. Is there a test for this?
|
|
||
| # WEIGHT_SCALES | ||
| assert self.weight_quant.strategy == QuantizationStrategy.CHANNEL | ||
| w13_weight_scale = torch.nn.Parameter(torch.ones( |
There was a problem hiding this comment.
Choose a reason for hiding this comment
The reason will be displayed to describe this comment to others. Learn more.
Why is this ones? Are the scales not always present?
There was a problem hiding this comment.
Choose a reason for hiding this comment
The reason will be displayed to describe this comment to others. Learn more.
Good catch, this is just copied from FP8. I don't think it matters as scales should always be present
Signed-off-by: mgoin <[email protected]> Signed-off-by: Mu Huai <[email protected]>
Signed-off-by: mgoin <[email protected]>
Signed-off-by: mgoin <[email protected]> Signed-off-by: Yuqi Zhang <[email protected]>
Enables INT8 W8A8 channelwise weights and dynamic per-token activations for MoE models quantized with compressed-tensors.