What are the hardware requirements for Airoboros L2 13B 2 1 YaRN 64K GPTQ?

Airoboros L2 13B 2 1 YaRN 64K GPTQ requires approximately 7.3 GB of VRAM and supports a context window of 64K tokens. Quantized variants may run on less VRAM; see the Quantized Models section on this page.

Who developed Airoboros L2 13B 2 1 YaRN 64K GPTQ and how large is it?

Airoboros L2 13B 2 1 YaRN 64K GPTQ is developed by TheBloke, 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 Airoboros L2 13B 2 1 YaRN 64K GPTQ?

Airoboros L2 13B 2 1 YaRN 64K GPTQ is hosted on Hugging Face and linked from this page. LLM Explorer also lists quantized variants and similar alternatives if available.

Airoboros L2 13B 2 1 YaRN 64K GPTQ by TheBloke — VRAM 7.3GB, 64K context

Name: Airoboros L2 13B 2 1 YaRN 64K GPTQ
Author: TheBloke

Airoboros L2 13B 2 1 YaRN 64K GPTQ is an open-source language model by TheBloke. Features: 13b LLM, VRAM: 7.3GB, Context: 64K, License: llama2, Quantized, LLM Explorer Score: 0.08.

4-bit Base model:bhenrym14/airoboros... Base model:quantized:bhenrym14... Custom code Dataset:jondurbin/airoboros-2.... Gptq Llama Quantized Region:us Safetensors Yarn

Model Card on HF 🤗: https://huggingface.co/TheBloke/Airoboros-L2-13B-2_1-YaRN-64K-GPTQ

Airoboros L2 13B 2 1 YaRN 64K GPTQ Parameters and Internals

Model Type

llama

Use Cases

Considerations:

Consider using `trust_remote_code=True` and ensure sufficient VRAM for extended context usage.

Additional Notes

The model includes extended context capabilities enabled by YaRN, and requires specific configurations for compatibility.

Training Details

Data Sources:

jondurbin/airoboros-2.1

Methodology:

Finetune of Llama-2-13b with airoboros-2.1

Context Length:

64000

Training Time:

~16 hours

Hardware Used:

1x RTX 6000 Ada

Model Architecture:

QLoRA fine-tuned model (rank 64)

LLM Name	Airoboros L2 13B 2 1 YaRN 64K GPTQ
Repository 🤗	https://huggingface.co/TheBloke/Airoboros-L2-13B-2_1-YaRN-64K-GPTQ
Model Name	Airoboros L2 13B 2.1 YaRN 64K
Model Creator	bhenrym14
Base Model(s)	bhenrym14/airoboros-l2-13b-2.1-YaRN-64k bhenrym14/airoboros-l2-13b-2.1-YaRN-64k
Model Size	13b
Required VRAM	7.3 GB
Updated	2026-07-28
Maintainer	TheBloke
Model Type	llama
Model Files	7.3 GB
GPTQ Quantization	Yes
Quantization Type	gptq
Model Architecture	LlamaForCausalLM
License	llama2
Context Length	65536
Model Max Length	65536
Transformers Version	4.33.0.dev0
Tokenizer Class	LlamaTokenizer
Beginning of Sentence Token	<s>
End of Sentence Token	</s>
Unk Token	<unk>
Vocabulary Size	32000
Torch Data Type	float16

Rank the Airoboros L2 13B 2 1 YaRN 64K GPTQ 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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Tinybra 13B GPTQ 32g 4BIT	16K / 8 GB	3	1
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WhiteRabbitNeo 13B GPTQ	16K / 7.3 GB	50	4

Note: green Score (e.g. "73.2") means that the model is better than TheBloke/Airoboros-L2-13B-2_1-YaRN-64K-GPTQ.