What are the hardware requirements for Glowing Forest 2 12B?

Glowing Forest 2 12B requires approximately 24.7 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 Glowing Forest 2 12B and how large is it?

Glowing Forest 2 12B is developed by Ateron, 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 Glowing Forest 2 12B?

Glowing Forest 2 12B is hosted on Hugging Face and linked from this page. LLM Explorer also lists quantized variants and similar alternatives if available.

Glowing Forest 2 12B by Ateron — VRAM 24.7GB, 1000K context

Name: Glowing Forest 2 12B
Author: Ateron

Glowing Forest 2 12B is an open-source language model by Ateron. Features: 12b LLM, VRAM: 24.7GB, Context: 1000K, Merged, LLM Explorer Score: 0.17.

Merged Model Arxiv:2203.05482 Base model:delta-vector/rei-12... Base model:mradermacher/glowin... En Endpoints compatible Mistral Region:us Safetensors Sharded Tensorflow

Model Card on HF 🤗: https://huggingface.co/Ateron/Glowing-Forest-2-12B

Glowing Forest 2 12B Parameters and Internals

LLM Name	Glowing Forest 2 12B
Repository 🤗	https://huggingface.co/Ateron/Glowing-Forest-2-12B
Base Model(s)	mradermacher/Glowing-Forest-12B-GGUF Rei 12B mradermacher/Glowing-Forest-12B-GGUF Delta-Vector/Rei-12B
Merged Model	Yes
Model Size	12b
Required VRAM	24.7 GB
Updated	2026-08-25
Maintainer	Ateron
Model Type	mistral
Model Files	4.9 GB: 1-of-5 4.9 GB: 2-of-5 5.0 GB: 3-of-5 4.9 GB: 4-of-5 5.0 GB: 5-of-5
Supported Languages	en
Model Architecture	MistralForCausalLM
Context Length	1024000
Model Max Length	1024000
Transformers Version	4.48.3
Tokenizer Class	PreTrainedTokenizerFast
Vocabulary Size	131072
Torch Data Type	float16

Rank the Glowing Forest 2 12B capabilities

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Instruction Following and Task Automation
Factuality and Completeness of Knowledge
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Data Analysis and Insight Generation
Text Generation
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Multi-Language Support and Translation

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...r Nemo 12B Instruct R 21 09 24	1000K / 24.5 GB	396277	141
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...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 Ateron/Glowing-Forest-2-12B.