What are the hardware requirements for CyberBase 13B?

CyberBase 13B requires approximately 13.4 GB of VRAM and supports a context window of 16K tokens. Quantized variants may run on less VRAM; see the Quantized Models section on this page.

Who developed CyberBase 13B and how large is it?

CyberBase 13B is developed by CyberNative, a model with 13b 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 CyberBase 13B?

CyberBase 13B is hosted on Hugging Face and linked from this page. LLM Explorer also lists quantized variants and similar alternatives if available.

CyberBase 13B by CyberNative — VRAM 13.4GB, 16K context

Name: CyberBase 13B
Author: CyberNative

CyberBase 13B is an open-source language model by CyberNative. Features: 13b LLM, VRAM: 13.4GB, Context: 16K, License: llama2, LLM Explorer Score: 0.08.

Arxiv:2306.05685 Arxiv:2307.09288 8-bit Base model:lmsys/vicuna-13b-v1... Base model:quantized:lmsys/vic... Bitsandbytes Deploy:azure Endpoints compatible Llama Pytorch Region:us Sharded

Model Card on HF 🤗: https://huggingface.co/CyberNative/CyberBase-13b

CyberBase 13B Parameters and Internals

Model Type

Auto-regressive language model, Transformers

Use Cases

Areas:

Cyber security, Research

Applications:

Cybersecurity analysis, Penetration testing

Primary Use Cases:

Cyber security artificial intelligence assistant

Limitations:

Base model for fine-tuning, not recommended for standalone use

Training Details

Data Sources:

CyberNative/github_cybersecurity_READMEs

Methodology:

QLORA fine-tuning

Context Length:

4096

Hardware Used:

Single 3090

Input Output

Input Format:

Prompt-based input

Accepted Modalities:

Text

Output Format:

Text-based responses

LLM Name	CyberBase 13B
Repository 🤗	https://huggingface.co/CyberNative/CyberBase-13b
Base Model(s)	lmsys/vicuna-13b-v1.5-16k lmsys/vicuna-13b-v1.5-16k
Model Size	13b
Required VRAM	13.4 GB
Updated	2026-08-14
Maintainer	CyberNative
Model Type	llama
Model Files	10.0 GB: 1-of-2 3.4 GB: 2-of-2
Model Architecture	LlamaForCausalLM
License	llama2
Context Length	16384
Model Max Length	16384
Transformers Version	4.32.0.dev0
Tokenizer Class	LlamaTokenizer
Beginning of Sentence Token	<s>
End of Sentence Token	</s>
Unk Token	<unk>
Vocabulary Size	32001
Torch Data Type	float16

Rank the CyberBase 13B 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 CyberBase 13B

Best Alternatives	Context / RAM	Downloads	Likes
Luminaura RP 13B	128K / 26 GB	9	1
Yarn Llama 2 13B 128K	128K / 26 GB	184	113
Agent Llama2 13B 80K	80K / 26.4 GB	5	0
Chat Llama2 13B 80K	80K / 52.8 GB	5	0
LongAlign 13B 64K	64K / 26 GB	96	13
LongAlign 13B 64K Base	64K / 26 GB	89	3
LongAlign 13B 64K	64K / 26 GB	11	13
LongAlign 13B 64K Base	64K / 26 GB	6	3
Openbuddy Llama2 13B V15p1 64K	64K / 26.1 GB	4	4
Openbuddy Llama2 13b64k V15	64K / 26.1 GB	12	2

Note: green Score (e.g. "73.2") means that the model is better than CyberNative/CyberBase-13b.