Model ID
IFM/K2-Horizon-MoVA-36B-A4B
Capabilities
K2 Horizon MoVA 36B A4B
K2 Horizon MoVA 36B A4B is a sparse Mixture-of-Experts model designed for agentic workflows, reasoning, coding, and efficient long-context inference. It features 36B total parameters with 4B activated per token, using a 48-layer architecture with 2,560 hidden size, 32 attention heads, and 8 KV heads. The architecture combines Mixture-of-Values Attention with 100 routed experts, 8 activated per token, 1 shared expert, and 64 MoVA experts with 4 selected per token. Supporting a native 512K-token context, it uses SiLU-activated 6,144-dimensional feed-forward layers for efficient high-capability inference.
About this model
K2 Horizon MoVA 36B A4B is a sparse Mixture-of-Experts model designed for agentic workflows, reasoning, coding, and efficient long-context inference. It features 36B total parameters with 4B activated per token, using a 48-layer architecture with 2,560 hidden size, 32 attention heads, and 8 KV heads. The architecture combines Mixture-of-Values Attention with 100 routed experts, 8 activated per token, 1 shared expert, and 64 MoVA experts with 4 selected per token. Supporting a native 512K-token context, it uses SiLU-activated 6,144-dimensional feed-forward layers for efficient high-capability inference.
Model specifications and capabilities are published by the model author and reproduced here from HF Model Card (IFM/K2-Horizon-MoVA-36B-A4B). Released under Apache 2.0. Further reading: Blog
Deploy Private Inference Endpoint
Choose your hardware and inference engine to get deployment commands and performance benchmarks tailored to your infrastructure
Hardware
B200
1,440 GB
Engine
vLLM
SGLang
Deployment code
Access Restricted
Enter your email to get access to this content
Requires vllm/vllm-openai:nightly or any standard vLLM image v0.30.0+ to support this model configuration.
Performance under load
Tokens/s (total)
Benchmarks measured by Vultr on B200 · vLLM. Throughput and latency vary with concurrency, input length and engine configuration, so treat these as a comparison baseline, not a service guarantee.
NVIDIA HGX B200
Unlock Next-Generation AI Power on Vultr Cloud GPU