LAMP
sliders
LAMP | sliders | |
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2 | 3 | |
223 | 729 | |
- | - | |
7.5 | 8.3 | |
12 days ago | 19 days ago | |
Python | Jupyter Notebook | |
GNU General Public License v3.0 or later | MIT License |
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LAMP
sliders
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Are we at peak vector database?
> Always felt they're more like hashes/fingerprints for the RAG use cases.
Yes, I see where you’re coming from. Perceptual hashes[0] are pretty similar, the key is that similar documents should have similar embedding (unlike cryptographic hashes, where a single bit flip should produce a completely different hash).
Nice embeddings encode information spatially, a classic example of embedding arithmetic is: king - man + woman = queen[1]. “Concept Sliders” is a cool application of this to image generation [2].
Personally I’ve not had _too_ much trouble with running out of RAM due to embeddings themselves, but I did spend a fair amount of time last week profiling memory usage to make sure I didn’t run out in prod, so it is on my mind!
[0] https://en.m.wikipedia.org/wiki/Perceptual_hashing
[1] https://www.technologyreview.com/2015/09/17/166211/king-man-...
[2] https://github.com/rohitgandikota/sliders
- LoRA Adaptors for Precise Control in Diffusion Models
- List of Stable Diffusion research softwares that I don't think gotten widespread adoption.
What are some alternatives?
collage-diffusion-ui - An open source, layer-based web interface for Collage Diffusion - use a familiar Photoshop-like interface and let the AI harmonize the details.
stable-diffusion-reference-only - img2img version of stable diffusion. Anime Character Remix. Line Art Automatic Coloring. Style Transfer.
ReVersion - ReVersion: Diffusion-Based Relation Inversion from Images
ziplora-pytorch - Implementation of "ZipLoRA: Any Subject in Any Style by Effectively Merging LoRAs"
zero123plus - Code repository for Zero123++: a Single Image to Consistent Multi-view Diffusion Base Model.
SEED - Official implementation of SEED-LLaMA (ICLR 2024).
Gen-L-Video - The official implementation for "Gen-L-Video: Multi-Text to Long Video Generation via Temporal Co-Denoising".
RIVAL - [NeurIPS 2023 Spotlight] Real-World Image Variation by Aligning Diffusion Inversion Chain
YiVal - Your Automatic Prompt Engineering Assistant for GenAI Applications
DemoFusion - Let us democratise high-resolution generation! (CVPR 2024)
ComfyUI_experiments - Some experimental custom nodes.