What are the hardware requirements for UltraPatriMerge 12B?

UltraPatriMerge 12B requires approximately 24.5 GB of VRAM and supports a context window of 1000K tokens. Quantized variants may run on less VRAM; see the Quantized Models section on this page.

Who developed UltraPatriMerge 12B and how large is it?

UltraPatriMerge 12B is developed by pot99rta, a model with 12b 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 UltraPatriMerge 12B?

UltraPatriMerge 12B is hosted on Hugging Face and linked from this page. LLM Explorer also lists quantized variants and similar alternatives if available.

UltraPatriMerge 12B by pot99rta — VRAM 24.5GB, 1000K context

Name: UltraPatriMerge 12B
Author: pot99rta

UltraPatriMerge 12B is an open-source language model by pot99rta. Features: 12b LLM, VRAM: 24.5GB, Context: 1000K, Merged, LLM Explorer Score: 0.19.

Merged Model Arxiv:2403.19522 Base model:auriaetherwiing/mn-... Base model:doppelreflex/mn-12b... Base model:intervitensinc/mist... Base model:pocketdoc/dans-pers... Base model:pot99rta/patrislush... Endpoints compatible Mistral Region:us Safetensors Sharded Tensorflow

Model Card on HF 🤗: https://huggingface.co/pot99rta/UltraPatriMerge-12B

UltraPatriMerge 12B Parameters and Internals

LLM Name	UltraPatriMerge 12B
Repository 🤗	https://huggingface.co/pot99rta/UltraPatriMerge-12B
Base Model(s)	PocketDoc/Dans-PersonalityEngine-V1.1.0-12b MN 12B Starcannon V3 ...h DarkLorablated LongStock 12B NemoMix Lumimaid 12B Mistral Nemo Base 2407 Chatml MN 12B FoxFrame Miyuri PocketDoc/Dans-PersonalityEngine-V1.1.0-12b AuriAetherwiing/MN-12B-Starcannon-v3 pot99rta/PatriSlush-DarkLorablated-LongStock-12B mrcuddle/NemoMix-Lumimaid-12B IntervitensInc/Mistral-Nemo-Base-2407-chatml DoppelReflEx/MN-12B-FoxFrame-Miyuri
Merged Model	Yes
Model Size	12b
Required VRAM	24.5 GB
Updated	2026-05-30
Maintainer	pot99rta
Model Type	mistral
Model Files	4.9 GB: 1-of-5 4.9 GB: 2-of-5 4.9 GB: 3-of-5 4.9 GB: 4-of-5 4.9 GB: 5-of-5
Model Architecture	MistralForCausalLM
Context Length	1024000
Model Max Length	1024000
Transformers Version	4.53.0
Tokenizer Class	PreTrainedTokenizerFast
Vocabulary Size	131075
Torch Data Type	bfloat16

Rank the UltraPatriMerge 12B capabilities

Have you tried this model? Rate its performance — this feedback helps the ML community find the right model for their needs.

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 UltraPatriMerge 12B

Best Alternatives	Context / RAM	Downloads	Likes
...r Nemo 12B Instruct R 21 09 24	1000K / 24.5 GB	396277	141
MN 12B Mag Mell R1	1000K / 24.5 GB	69558	238
Riverfish Rocinante 12B SFT	1000K / 49.4 GB	166	1
Riverfish Rocinante 12B	1000K / 49.4 GB	111	1
MN 12B LucidFaun RP RU	1000K / 24.5 GB	1005	6
Qliphoth 12B V1.2	1000K / 24.5 GB	107	7
Captain Eris BMO Violent 12B	1000K / 24.5 GB	305	2
Shining Gold Sakura 12B	1000K / 24.5 GB	52	2
Dans SakuraKaze V1.0.0 12B	1000K / 24.5 GB	7	21
...n Eris BMO Violent GRPO V0.420	1000K / 24.5 GB	92	3

Note: green Score (e.g. "73.2") means that the model is better than pot99rta/UltraPatriMerge-12B.