Moonshot AI
Kimi K2.5
前沿
1.4M下载量2.8K点赞Jan 2026发布日期256K tokens上下文Custom许可证100 卓越质量
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.
快速开始
— 复制粘贴即可本地运行Copy-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...
相关模型
量化选项
各量化级别的 VRAM 估算
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
硬件兼容性
全部硬件的适配估算
Computing compatibility...
内存详细分析
Reference: RTX 2060 6GB
Weights610.0 GB
KV Cache7.4 GB
Runtime2.4 GB
Headroom0.6 GB
常见问题
FAQ — Kimi K2.5
另请参阅