Moonshot/Dense

MKimi-K2 1026.5B

chat
1026.5B
Parameters
128K
Context length
8
Benchmarks
17
Quantizations
95K
HF downloads
Architecture
Dense
Released
2025-07-11
Layers
61
KV Heads
64
Head Dim
112
Family
kimi

Quantization Options

QuantBitsVRAMQuality
IQ2_XXS2.38305.9 GBlow
IQ2_M2.93376.4 GBlow
Q2_K3.16406.0 GBlow
IQ3_XXS3.25417.5 GBlow
IQ3_XS3.5449.6 GBlow
Q3_K_S3.64467.5 GBlow
IQ3_M3.76482.9 GBlow
Q3_K_M4513.7 GBlow
Q3_K_L4.3552.2 GBmoderate
IQ4_XS4.46572.8 GBmoderate
Q4_K_S4.67599.7 GBmoderate
Q4_K_M4.89627.9 GBgood
Q5_K_S5.57715.2 GBgood
Q5_K_M5.7731.9 GBgood
Q6_K6.56842.2 GBexcellent
Q8_08.51091.1 GBlossless
FP16162053.5 GBlossless

Select your GPU above to see speed estimates and compatibility for each quantization.

Benchmarks (8)

MATH-50097.4
IFEval89.8
MMLU-PRO81.1
GPQA Diamond75.1
SWE-bench65.8
LiveCodeBench53.7
AIME49.5
HLE4.7

Run this model

Easiest way to get starteddocs →
curl -fsSL https://ollama.com/install.sh | sh
$ollama run kimi:1026b-q4_k_m

Downloads and runs automatically. Add --verbose for speed stats.

Setup guide

Find the best GPU for Kimi-K2 1026.5B

Build Hardware for Kimi-K2 1026.5B

Kimi-K2 1026.5B1026.5B Parameter Dense LLM

Model Specifications

Parameters
1026.5B
Architecture
Dense Transformer
Context Length
128K tokens
Capabilities
chat
Release Date
2025-07-11
Provider
Moonshot
Family
kimi

VRAM Requirements

QuantizationBPWVRAMQuality
IQ2_XXS2.38305.9 GB65%
IQ2_M2.93376.4 GB75%
Q2_K3.16406.0 GB78%
IQ3_XXS3.25417.5 GB82%
IQ3_XS3.5449.6 GB84%
Q3_K_S3.64467.5 GB85%
IQ3_M3.76482.9 GB86%
Q3_K_M4513.7 GB88%
Q3_K_L4.3552.2 GB90%
IQ4_XS4.46572.8 GB92%
Q4_K_S4.67599.7 GB93%
Q4_K_M4.89627.9 GB94%
Q5_K_S5.57715.2 GB96%
Q5_K_M5.7731.9 GB96%
Q6_K6.56842.2 GB97%
Q8_08.51091.1 GB100%
FP16162053.5 GB100%

Benchmark Scores

MMLU-PRO81.1
IFEval89.8
MATH-50097.4
GPQA Diamond75.1
LiveCodeBench53.7
SWE-bench65.8
AIME49.5
HLE4.7

How to Run Kimi-K2 1026.5B

Run Kimi-K2 1026.5B locally with Ollama (needs 627.9 GB VRAM at Q4_K_M):

ollama run kimi:1026b