Text Generation
Trellis
Safetensors
kimi_k31
exl3
2-bit
kimi-k3.1
flare
blackwell
dflash2
custom_code
Instructions to use local-inference-lab/Kimi-K3.1-Pro-EXL3-2bit with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Trellis
How to use local-inference-lab/Kimi-K3.1-Pro-EXL3-2bit with Trellis:
# No code snippets available yet for this library. # To use this model, check the repository files and the library's documentation. # Want to help? PRs adding snippets are welcome at: # https://github.com/huggingface/huggingface.js
- Notebooks
- Google Colab
- Kaggle
DGX Spark (GB10 / SM121) path: gb10 revision or multi-host (RoCE) DCP timeline?
#1
by jungletsubasa - opened
We run an 8x DGX Spark (GB10, SM121) cluster on a switched CX-7 RoCE fabric (one rank per host) and would love to serve this model there.
What we validated so far on Sparks, at this release's pins (flare 01327bf2 / flashinfer 6a842a7d):
- Flare builds and runs natively on arm64/SM121; the
flarebinary correctly detects hardware revisiongb10(then 404s, since onlygb202-tp8-*is published). - The Ignition prep environment works on GB10: torch 2.14.1+cu132 on driver 580.x, the b12x io_uring loader, and the b12x RoCE proxy all run; b12x kernel autotune (attention.varlen, gemm.blockscaled_precision) compiles and measures on sm_121, observed during a GLM-5.3-Flash TP2 multi-host prep across two Sparks (rendezvous and fabric checkpoint streaming working end to end).
- For Kimi K3.1 we attempted an 8-rank multi-host export (one rank per Spark). The HostRendezvous 2-4 rank guard was easy to widen experimentally (collective_ladder already accepts world size 8), but
kimi3.recipe.prepare_variantrejects multi-host, and from the code the reason looks structural: the DCP latent/index page pools are exchanged through CUDA IPC (pool/dcp/routing), which cannot cross hosts.
Questions:
- Is a
gb10revision of this repo planned (givenflare downloadalready resolves@gb10)? Any rough timeline? - Are the fabric-gather work branches (tagged-dcp-gather, pcie-sequence-gather, experimental-spark-ring) headed toward multi-host kimi31 prep/serve over RoCE?
- Anything you'd like tested on an 8-Spark switched RoCE fabric? Happy to run experiments and report numbers.
Thanks for publishing the full stack - the multi-host, preparation, and handoff docs made it straightforward to get this far.
Hi,
I do not plan to support of this model for GB10