What are the hardware requirements for Llama2 7B KTO?

Llama2 7B KTO requires approximately 27 GB of VRAM and supports a context window of 4K tokens. Quantized variants may run on less VRAM; see the Quantized Models section on this page.

Who developed Llama2 7B KTO and how large is it?

Llama2 7B KTO is developed by sabersaleh, a model with 7b 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 Llama2 7B KTO?

Llama2 7B KTO is hosted on Hugging Face and linked from this page. LLM Explorer also lists quantized variants and similar alternatives if available.

Llama2 7B KTO by sabersaleh — VRAM 27GB, 4K context

Name: Llama2 7B KTO
Author: sabersaleh

Llama2 7B KTO is an open-source language model by sabersaleh. Features: 7b LLM, VRAM: 27GB, Context: 4K, License: mit, LLM Explorer Score: 0.17.

Base model:finetune:meta-llama... Base model:meta-llama/llama-2-... Dataset:tatsu-lab/alpaca Llama Pytorch Region:us Sharded

Model Card on HF 🤗: https://huggingface.co/sabersaleh/Llama2-7B-KTO

Llama2 7B KTO Parameters and Internals

LLM Name	Llama2 7B KTO
Repository 🤗	https://huggingface.co/sabersaleh/Llama2-7B-KTO
Base Model(s)	Llama 2 7B meta-llama/Llama-2-7b
Model Size	7b
Required VRAM	27 GB
Updated	2026-08-07
Maintainer	sabersaleh
Model Type	llama
Model Files	9.9 GB: 1-of-3 9.9 GB: 2-of-3 7.2 GB: 3-of-3 0.0 GB
Model Architecture	LlamaForCausalLM
License	mit
Context Length	4096
Model Max Length	4096
Transformers Version	4.29.2
Tokenizer Class	LlamaTokenizer
Beginning of Sentence Token	<s>
End of Sentence Token	</s>
Unk Token	<unk>
Vocabulary Size	32001
Torch Data Type	float32

Rank the Llama2 7B KTO 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 Llama2 7B KTO

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124	1024K / 16.1 GB	93
162	1024K / 16.1 GB	60
157	1024K / 16.1 GB	101
118	1024K / 16.1 GB	15
A5.4	1024K / 16.1 GB	12
A3.4	1024K / 16.1 GB	13
A2.4	1024K / 16.1 GB	12
A6 L	1024K / 16.1 GB	201
M	1024K / 16.1 GB	127
2 Very Sci Fi	1024K / 16.1 GB	317

Note: green Score (e.g. "73.2") means that the model is better than sabersaleh/Llama2-7B-KTO.