What are the hardware requirements for K2 Horizon MoVA 36B A4B MLA?

K2 Horizon MoVA 36B A4B MLA requires approximately 64.6 GB of VRAM and supports a context window of 512K tokens. Quantized variants may run on less VRAM; see the Quantized Models section on this page.

Who developed K2 Horizon MoVA 36B A4B MLA and how large is it?

K2 Horizon MoVA 36B A4B MLA is developed by txgsync, a model with 36b parameters. The model is published as open weights on Hugging Face and indexed on LLM Explorer with full benchmark history.

Where can I download or evaluate K2 Horizon MoVA 36B A4B MLA?

K2 Horizon MoVA 36B A4B MLA is hosted on Hugging Face and linked from this page. LLM Explorer also lists quantized variants and similar alternatives if available.

K2 Horizon MoVA 36B A4B MLA by txgsync — VRAM 64.6GB, 512K context

Name: K2 Horizon MoVA 36B A4B MLA
Author: txgsync

K2 Horizon MoVA 36B A4B MLA is an open-source language model by txgsync. Features: 36b LLM, VRAM: 64.6GB, Context: 512K, License: apache-2.0, LLM Explorer Score: 0.32.

Arxiv:2502.07864 Apple-silicon Base model:finetune:ifm/k2-hor... Base model:ifm/k2-horizon-mova... Conversational Dataset:ifm/k2-horizon-midtrai... Dataset:ifm/k2-horizon-pretrai... En K2-horizon K2 horizon Mla Mlx Moe Mova Multi-head-latent-attention Omlx Region:us Research-preview Safetensors Sharded Tensorflow Transmla

Model Card on HF 🤗: https://huggingface.co/txgsync/K2-Horizon-MoVA-36B-A4B-MLA

K2 Horizon MoVA 36B A4B MLA Parameters and Internals

LLM Name	K2 Horizon MoVA 36B A4B MLA
Repository 🤗	https://huggingface.co/txgsync/K2-Horizon-MoVA-36B-A4B-MLA
Base Model(s)	K2 Horizon MoVA 36B A4B IFM/K2-Horizon-MoVA-36B-A4B
Model Size	36b
Required VRAM	64.6 GB
Updated	2026-10-13
Maintainer	txgsync
Model Type	k2_horizon
Model Files	0.2 GB: 1-of-48 0.2 GB: 2-of-48 0.2 GB: 3-of-48 1.6 GB: 4-of-48 1.6 GB: 5-of-48 1.6 GB: 6-of-48 1.6 GB: 7-of-48 1.6 GB: 8-of-48 1.6 GB: 9-of-48 1.6 GB: 10-of-48 1.6 GB: 11-of-48 1.6 GB: 12-of-48 1.6 GB: 13-of-48 1.6 GB: 14-of-48 1.6 GB: 15-of-48 1.6 GB: 16-of-48 1.6 GB: 17-of-48 1.6 GB: 18-of-48 1.6 GB: 19-of-48 1.6 GB: 20-of-48 1.6 GB: 21-of-48 1.6 GB: 22-of-48 1.6 GB: 23-of-48 1.6 GB: 24-of-48 1.6 GB: 25-of-48 1.6 GB: 26-of-48 1.6 GB: 27-of-48 1.6 GB: 28-of-48 1.6 GB: 29-of-48 1.6 GB: 30-of-48 1.6 GB: 31-of-48 1.6 GB: 32-of-48 1.6 GB: 33-of-48 1.6 GB: 34-of-48 1.6 GB: 35-of-48 1.6 GB: 36-of-48 1.6 GB: 37-of-48 1.6 GB: 38-of-48 1.6 GB: 39-of-48 1.6 GB: 40-of-48 1.6 GB: 41-of-48 1.6 GB: 42-of-48 1.6 GB: 43-of-48
Supported Languages	en
Model Architecture	K2HorizonForCausalLM
License	apache-2.0
Context Length	524288
Model Max Length	524288
Transformers Version	5.13.0
Vocabulary Size	250624

Rank the K2 Horizon MoVA 36B A4B MLA capabilities

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Instruction Following and Task Automation
Factuality and Completeness of Knowledge
Censorship and Alignment
Data Analysis and Insight Generation
Text Generation
Text Summarization and Feature Extraction
Code Generation
Multi-Language Support and Translation

Best Alternatives to K2 Horizon MoVA 36B A4B MLA

Best Alternatives	Context / RAM	Downloads	Likes
K2 Horizon MoVA 36B A4B	512K / 63 GB	433	139
...zon MoVA 36B A4B DERISKED BF16	512K / 64.6 GB	524	3
K2 Horizon MoVA 36B A4B OQ4e	512K / 22 GB	1098	2
...on MoVA 36B A4B DERISKED NVFP4	512K / 33.8 GB	242	1
...2 Horizon MoVA 36B A4B Heretic	512K / 74.9 GB	210	1
K2 Horizon MoVA 36B A4B FP8	512K / 40.6 GB	129	6
...n MoVA 36B A4B Mixed NVFP4 FP8	512K / 44.5 GB	81	1
K2 Horizon MoVA 36B A4B 4bit	512K / 26.5 GB	315	3
... Horizon MoVA 36B A4B MLX 4bit	512K / 15.6 GB	692	3
K2 Horizon MoVA 36B A4B 8bit	512K / 39.8 GB	126	1

Note: green Score (e.g. "73.2") means that the model is better than txgsync/K2-Horizon-MoVA-36B-A4B-MLA.