What are the hardware requirements for SHBA?

SHBA requires approximately 16.1 GB of VRAM and supports a context window of 128K tokens. Quantized variants may run on less VRAM; see the Quantized Models section on this page.

Who developed SHBA and how large is it?

SHBA is developed by Aryanne, a model with 8b 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 SHBA?

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

SHBA by Aryanne — VRAM 16.1GB, 128K context

Name: SHBA
Author: Aryanne

SHBA is an open-source language model by Aryanne. Features: 8b LLM, VRAM: 16.1GB, Context: 128K, Merged, LLM Explorer Score: 0.24.

Merged Model Base model:aryanne/superheartb... Base model:koboldai/llama-3.1-... Conversational Endpoints compatible Llama Region:us Safetensors Sharded Tensorflow

Model Card on HF 🤗: https://huggingface.co/Aryanne/SHBA

SHBA Parameters and Internals

LLM Name	SHBA
Repository 🤗	https://huggingface.co/Aryanne/SHBA
Base Model(s)	SuperHeartBerg KoboldAI/Llama-3.1-8B-BookAdventures Aryanne/SuperHeartBerg KoboldAI/Llama-3.1-8B-BookAdventures
Merged Model	Yes
Model Size	8b
Required VRAM	16.1 GB
Updated	2026-08-25
Maintainer	Aryanne
Model Type	llama
Model Files	1.1 GB: 1-of-17 1.1 GB: 2-of-17 1.0 GB: 3-of-17 1.0 GB: 4-of-17 1.0 GB: 5-of-17 0.9 GB: 6-of-17 1.0 GB: 7-of-17 1.0 GB: 8-of-17 1.0 GB: 9-of-17 0.9 GB: 10-of-17 1.0 GB: 11-of-17 1.0 GB: 12-of-17 1.0 GB: 13-of-17 0.9 GB: 14-of-17 1.0 GB: 15-of-17 1.0 GB: 16-of-17 0.2 GB: 17-of-17
Model Architecture	LlamaForCausalLM
Context Length	131072
Model Max Length	131072
Transformers Version	4.47.1
Tokenizer Class	PreTrainedTokenizerFast
Vocabulary Size	128256
Torch Data Type	bfloat16

Rank the SHBA 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

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