github-starred/ollama
2
0
Fork 0
mirror of https://github.com/ollama/ollama.git synced 2026-05-06 16:11:34 -05:00
Code Issues 14.5k Packages Projects Releases 120 Wiki Activity

[GH-ISSUE #15189] TurboQuant-MoE: SOTA 8.5x KV-cache compression with Residual Correction #71783

New Issue
Open
opened 2026-05-05 02:29:35 -05:00 by GiteaMirror · 0 comments
GiteaMirror commented 2026-05-05 02:29:35 -05:00
Owner
Copy Link

Originally created by @RemizovDenis on GitHub (Apr 1, 2026).
Original GitHub issue: https://github.com/ollama/ollama/issues/15189

Hi, I am the author of the TurboQuant-MoE repository. I noticed the ongoing work on TurboQuant integration (PR 15090). We have a production-ready implementation that achieves 8.5x compression with high fidelity through a specialized Residual Correction stage.

As mentioned in the PR discussions, quality at 3-bit/4-bit is a priority. Our implementation with randomized Hadamard rotations and residual correction dramatically improves accuracy for tq3/tq4 formats compared to basic rotation methods. I would be happy to contribute our residual correction logic to the Ollama backend to bring the implementation to industrial-grade quality and performance.

Originally created by @RemizovDenis on GitHub (Apr 1, 2026). Original GitHub issue: https://github.com/ollama/ollama/issues/15189 Hi, I am the author of the TurboQuant-MoE repository. I noticed the ongoing work on TurboQuant integration (PR 15090). We have a production-ready implementation that achieves 8.5x compression with high fidelity through a specialized Residual Correction stage. As mentioned in the PR discussions, quality at 3-bit/4-bit is a priority. Our implementation with randomized Hadamard rotations and residual correction dramatically improves accuracy for tq3/tq4 formats compared to basic rotation methods. I would be happy to contribute our residual correction logic to the Ollama backend to bring the implementation to industrial-grade quality and performance.
GiteaMirror added the feature request label 2026-05-05 02:29:35 -05:00
Sign in to join this conversation.
No Branch/Tag Specified
Branches Tags
Labels
Clear labels
amd
api
app
bug
build
cli
cloud
compatibility
context-length
create
docker
documentation
embeddings
feature request
feedback wanted
good first issue
gpt-oss
gpu
harmony
help wanted
image
install
intel
js
launch
linux
macos
memory
mlx
model
needs more info
networking
nvidia
ollama.com
performance
pull-request
Mirrored from GitHub Pull Request
 python
question
registry
rendering
thinking
tools
top
vulkan
windows
wsl
No Label feature request
Milestone
No items
No Milestone
Projects
Clear projects
No project
Assignees
Clear assignees
GiteaMirror ninjasurge
No Assignees
1 Participants
Notifications
Due Date
No due date set.
Dependencies

No dependencies set.

Reference: github-starred/ollama#71783
Delete Branch "%!s()"

Deleting a branch is permanent. Although the deleted branch may continue to exist for a short time before it actually gets removed, it CANNOT be undone in most cases. Continue?