Moonshot AI
Kimi K2.5
Frontier
1.4MDownloads2.8KCurtidasJan 2026Publicado256K tokensContextoCustomLicença100 ExcepcionalQualidade
Kimi K2.5 (1000B parameters) requires approximately 620.4 GB of VRAM with Q4_K_M quantization. As a Mixture of Experts model with 32B active parameters, it uses less memory than its total parameter count suggests. For the best balance of quality and speed, we recommend hardware with at least 714 GB of VRAM.
Comece agora
— copie e cole para rodar localmenteCopy-paste commands to run Kimi K2.5 on your machine.
Run
docker run --rm -it ghcr.io/ggerganov/llama.cpp:full \
--hf-repo "moonshotai/Kimi-K2.5" \
--hf-file "Kimi-K2.5-Q4_K_M.gguf" \
-c 4096 -ngl 99Quick specs
Parameters1000B (32B active)
Architecturemoe (MoE)
Context256K tokens
Modalitytext+vision
Min RAM390 GB
Rec. RAM610 GB (Q4_K_M)
LicenseCustom
FamilyKimi
✓ Vision✓ Code✓ Chat✓ Reasoning
About this model
- •Native Multimodality: Pre-trained on vision–language tokens, K2.5 excels in visual knowledge, cross-modal reasoning, and agentic tool use grounded...
- •Coding with Vision: K2.5 generates code from visual specifications (UI designs, video workflows) and autonomously orchestrates tools for visual...
- •Agent Swarm: K2.5 transitions from single-agent scaling to a self-directed, coordinated swarm-like execution scheme. It decomposes complex tasks...
Modelos relacionados
Opções de quantização
Estimativas de VRAM por nível de quantização
No hardware detected — fit column shows raw VRAM estimates
| Quant | Bits | VRAM | Quality | Fit |
|---|---|---|---|---|
Q2_K | 2 | 390.0 GB | Low | — |
Q3_K_S | 3 | 490.0 GB | Low | — |
NVFP4 | 4 | 560.0 GB | Medium | — |
Q4_K_M | 4 | 610.0 GB | Medium | — |
Q5_K_M | 5 | 720.0 GB | High | — |
Q6_K | 6 | 820.0 GB | High | — |
Q8_0 | 8 | 1070.0 GB | Very High | — |
F16 | 16 | 2050.0 GB | Maximum | — |
Quality benchmarks
Kimi K2.5 benchmark scores
Coding
SWE-bench Verified76.8%
HumanEval+99.0%
Aider Polyglot—
LiveCodeBench53.7%
Reasoning
MMLU-Pro87.1%
GPQA Diamond87.6%
MATH-50098.0%
ARC Challenge—
General
Chatbot Arena—
IFEval94.0%
Source: official · 2026-01-01
Compatibilidade de hardware
Estimativas de compatibilidade para todo o hardware
Computing compatibility...
Detalhamento de memória
Reference: RTX 2060 6GB
Weights610.0 GB
KV Cache7.4 GB
Runtime2.4 GB
Headroom0.6 GB
Perguntas frequentes
FAQ — Kimi K2.5
Veja também