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Moonshot AI - Mixture of experts - verified

Run Kimi K2.6 locally

Kimi K2.6 is a 1.03T mixture-of-experts (32B active) model from Moonshot AI with a 262K-token context window, released under Modified MIT (commercial use is allowed with conditions set out in the license); the smallest listed download is 583.7 GB, the UD-Q4_K_XL GGUF build from unsloth/Kimi-K2.6-GGUF.

Official weights: moonshotai/Kimi-K2.6 - modalities: text, image, video

Total params
1.03T
Active params
32B
Context
262K
Smallest download
583.7 GB

Fits in

Smallest download at most 85% of memory

None of the tiers here. The smallest listed download is 583.7 GB, more than 85% of 256 GB.

Downloads

The official weights and every quantization listed for this model, with file sizes from Hugging Face.

Kimi K2.6 downloads and file sizes
DownloadFormatSizeRepo
Official weightsINT4595.2 GBmoonshotai/Kimi-K2.6
UD-Q4_K_XLSmallest listedGGUF583.7 GBunsloth/Kimi-K2.6-GGUF
UD-Q8_K_XLGGUF594.5 GBunsloth/Kimi-K2.6-GGUF

GB is decimal: 1 GB = 10^9 bytes. Add memory for the context and the operating system on top of the file size.

Run it

The official pages read for this directory publish no copyable run command for Kimi K2.6. Download the weights from moonshotai/Kimi-K2.6 and follow the model card's serving instructions.

Not sure which runtime to use? Compare local LLM runtimes by platform, API and features.

License

License
Modified MITother
Commercial use
Commercial use: ConditionsCommercial use is allowed with conditions set out in the license.
Gated download
No. The files download directly.

Worth knowing

Weights ship natively in INT4, so the HF parameter count reflects packed tensors rather than the 1T total stated on the card.

Released (Hugging Face repo creation date).

API pricing and specsHosted prices per 1M tokens for Kimi K2.6, if you would rather not run it yourself.

FAQ

How big is the Kimi K2.6 download?

The official INT4 weights in moonshotai/Kimi-K2.6 are 595.2 GB. The smallest listed download is 583.7 GB, the UD-Q4_K_XL GGUF build from unsloth/Kimi-K2.6-GGUF. Plan for more memory than the file size: the context (KV cache) and the operating system need room too.

Can I use Kimi K2.6 commercially?

Kimi K2.6 is released under Modified MIT, and commercial use is allowed with conditions set out in the license. The license text is at https://huggingface.co/moonshotai/Kimi-K2.6/blob/main/LICENSE.

How much memory do I need for Kimi K2.6?

Its smallest listed download is 583.7 GB, more than 85% of 256 GB, so it needs a multi-GPU server or a machine with more memory than the largest tier here.

What is the context length of Kimi K2.6?

262,144 tokens. A longer context needs more memory for the KV cache, so you can run with a shorter one when memory is tight.

Sources

Last verified from the pages below.

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