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lukaszlew avatar lukaszlew commented on May 5, 2024

Yes, in the config, you can select it individually.

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chenho74 avatar chenho74 commented on May 5, 2024

Thanks for the speedy reply. Would you mind pointing me to the config field that toggles this?

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lukaszlew avatar lukaszlew commented on May 5, 2024

https://github.com/google/aqt/blob/main/aqt/common/aqt_config.py#L362

As you see lhs and rhs have completly separate quantization configs.

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chenho74 avatar chenho74 commented on May 5, 2024

Yes, but from what i see in the underlying dot product code, if activation is not quantized, a float * float dot product is used? https://github.com/google/aqt/blob/main/aqt/jax/aqt_dot_general.py#L91 Is this a fake quantization or is this also the arithmetic in serving time?

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lukaszlew avatar lukaszlew commented on May 5, 2024

Sorry that I missed your comment.
For the dot product to be accelerated, both sides need to have the same type.
You are probably most concerned about weight loading.
We will implement that in AQTv2 within a month.

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