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Ability to update recommenders incrementally #5318

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reckart opened this issue Mar 2, 2025 · 0 comments
Open

Ability to update recommenders incrementally #5318

reckart opened this issue Mar 2, 2025 · 0 comments
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@reckart
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⭐️ Enhancement New feature or request Module: Recommender
Milestone
36.0

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@reckart
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reckart commented Mar 2, 2025

Is your feature request related to a problem? Please describe.
Currently, all recommenders train totally from scratch when annotations change. However, in some cases, it might be possible to just update the existing model.

Describe the solution you'd like
Implement the necessary APIs for recommenders to generate training instances only for that data that has changed and update themselves using these.
@reckart reckart added this to Kanban Mar 2, 2025
@github-project-automation github-project-automation bot moved this to 🔖 To do in Kanban Mar 2, 2025
@reckart reckart added this to the 36.0 milestone Mar 2, 2025
@reckart reckart moved this from 🔖 To do to 🏃‍♀️ In progress in Kanban Mar 2, 2025
@reckart reckart self-assigned this Mar 2, 2025
reckart added a commit that referenced this issue Mar 2, 2025
@reckart
#5318 - Ability to update recommenders incrementally
2baa3ee 
- Introduce APIs necessary for incremental updates
reckart added a commit that referenced this issue Mar 2, 2025
@reckart
#5318 - Ability to update recommenders incrementally
bb217e6 
- Introduce APIs necessary for incremental updates
reckart added a commit that referenced this issue Mar 2, 2025
@reckart
#5318 - Ability to update recommenders incrementally
5066b4a 
- Introduce APIs necessary for incremental updates
reckart added a commit that referenced this issue Mar 4, 2025
@reckart
#5318 - Ability to update recommenders incrementally
6ff8383 
- Introduce APIs necessary for incremental updates
reckart added a commit that referenced this issue Mar 4, 2025
@reckart
#5318 - Ability to update recommenders incrementally
a1f38a2 
- Introduce APIs necessary for incremental updates
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@reckart reckart

Labels
⭐️ Enhancement New feature or request Module: Recommender
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Status: 🏃‍♀️ In progress
Milestone
36.0
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@reckart