Skip to content

Conversation

@kacperlukawski
Copy link

This PR introduces both methods for ColIdefics3Processor, making it possible to use interpretability on colsmol models as well. Since these models do not use a fixed number of patches, but it depends on the image resolution,

@kacperlukawski
Copy link
Author

CC @ManuelFay @tonywu71

@ManuelFay
Copy link
Collaborator

Awesome, thanks !
Do you have a few interpretability maps you were able to get ?
The pixel shuffling does not make them "too" noisy ?

@kacperlukawski
Copy link
Author

Well, it's definitely not ideal... Here are some maps for the most common examples I've seen (vidore/colSmol-500M):

Which hour of the day had the highest overall electricity generation in 2019?

hour_0_Which hour_1_Ġhour hour_2_Ġof hour_3_Ġthe hour_4_Ġday hour_5_Ġhad hour_6_Ġthe hour_7_Ġhighest hour_8_Ġoverall hour_9_Ġelectricity hour_10_Ġgeneration hour_11_Ġin hour_12_Ġ hour_13_2 hour_14_0 hour_15_1 hour_16_9 hour_17_token

Quelle partie de la production pétrolière du Kazakhstan provient de champs en mer ?

kazakhstan_0_Q kazakhstan_1_uel kazakhstan_2_le kazakhstan_3_Ġpart kazakhstan_4_ie kazakhstan_5_Ġde kazakhstan_6_Ġla kazakhstan_7_Ġproduction kazakhstan_8_Ġp kazakhstan_9_Ã_t kazakhstan_10_rol kazakhstan_11_i kazakhstan_12_Ã_re kazakhstan_13_Ġdu kazakhstan_14_ĠKazakhstan kazakhstan_15_Ġprov kazakhstan_16_ient kazakhstan_17_Ġde kazakhstan_18_Ġcham kazakhstan_19_ps kazakhstan_20_Ġen kazakhstan_21_Ġmer kazakhstan_22_Ġ

@ManuelFay ManuelFay self-requested a review November 2, 2025 22:41
Copy link
Collaborator

@ManuelFay ManuelFay left a comment

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

From the images, it seems this is not working at all. I suspect the signal is very noisy because of pixel shuffling. In all cases, I believe this should not be merged as is, because it is not functional.
@paultltc do you see if there is somethign wrong here ? do you think this would apply to modernvbert ?

Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment

Labels

None yet

Projects

None yet

Development

Successfully merging this pull request may close these issues.

2 participants