Kevin Gilper
aa8dc49f72
Researched how Krea 2's 12-layer text conditioning is designed, from authoritative sources, so the tables can be improved against the real design: - Krea 2 Technical Report: the 12 taps are a learned "shallow attention layer that aggregates hidden features across layers" for "coarse-to-fine text representations," explicitly inspired by UniFusion. - UniFusion (the method): Layerwise Attention Pooling over "every third layer" (matches hidden_states[2,5,8,...,35]); empirically favors EARLY-TO-MIDDLE layers, with the penultimate contributing LEAST. - This is misaligned with the shipped tables, which spike the deep taps: the table's biggest spike (tap 8/layer 26) is only the model's #5, it suppresses tap 4/layer 14 (the model's #3 and a UniFusion-favored layer), and over-weights tap 11/layer 35 (penultimate, ranked nearly last). The model's own learned projector (Stage 0) corroborates. README section 3.5 adds the sourced design basis and three improvement directions (track the learned weighting, differentiate recipes along the coarse-to-fine axis, and add per-tap magnitude normalization so early-layer gains actually bite). Full research + per-tap comparison in local_records.
Documentation
Start here if you want to understand, install, or extend Krea Reference.
Choose A Path
| I want to... | Read this |
|---|---|
| See what the nodes can do | V10 visual HTML guide or V10 Markdown guide |
| Learn the core mental model | V9 visual HTML guide or V9 Markdown guide |
| Load a workflow quickly | Example workflows |
| Understand every recipe | Recipe section in the V9 Markdown guide plus the new V10 recipes |
| Configure a guide card | Guide Card V10 or Guide Card V9 |
| Configure the stack encoder | Stack Encoder V10 or Stack Encoder V9 |
| Understand how and why it works, or extend it | V9 technical paper (shared architecture) and V10 technical companion |
| Run maintainer checks | Testing guide |
Core Guides
- Krea 2 V10 documentation index
- Krea 2 V10 visual user guide
- Krea 2 V10 Markdown user guide
- Krea 2 V10 technical companion
- Krea 2 V9 documentation index
- Krea 2 V9 visual user guide
- Krea 2 V9 Markdown user guide
- Krea 2 V9 technical paper
- Node documentation
- Example workflows
Included Node Pages
- KG Krea 2 Image Guide Card V10
- KG Krea 2 Reference Stack Encoder V10
- KG Krea 2 Image Guide Card V9
- KG Krea 2 Reference Stack Encoder V9
Demo Assets
- V10 demo journeys with embedded workflows - input, settings, prompt, and result per demo
- V9 recipe demo PNGs with embedded workflows
- Synthetic source images