What are the hardware requirements for RareBit V2 32B?

RareBit V2 32B requires approximately 65.7 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 RareBit V2 32B and how large is it?

RareBit V2 32B is developed by ParasiticRogue, a model with 32b 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 RareBit V2 32B?

RareBit V2 32B is hosted on Hugging Face and linked from this page. LLM Explorer also lists quantized variants and similar alternatives if available.

RareBit V2 32B by ParasiticRogue — VRAM 65.7GB, 128K context

Name: RareBit V2 32B
Author: ParasiticRogue

RareBit V2 32B is an open-source language model by ParasiticRogue. Features: 32b LLM, VRAM: 65.7GB, Context: 128K, License: apache-2.0, Merged, LLM Explorer Score: 0.18.

Merged Model Base model:arcee-ai/virtuoso-m... Base model:arliai/qwq-32b-arli... Base model:eva-unit-01/eva-qwe... Base model:qwen/qwq-32b Base model:trashpanda-org/qwq-... Chat Conversational En Endpoints compatible Qwen2 Region:us Roleplay Safetensors Sharded Tensorflow

Model Card on HF 🤗: https://huggingface.co/ParasiticRogue/RareBit-v2-32B

RareBit V2 32B Parameters and Internals

LLM Name	RareBit V2 32B
Repository 🤗	https://huggingface.co/ParasiticRogue/RareBit-v2-32B
Base Model(s)	QwQ 32B EVA-UNIT-01/EVA-Qwen2.5-32B-v0.2 Virtuoso Medium V2 QwQ 32B ArliAI RpR V4 QwQ 32B Snowdrop V0 Qwen/QwQ-32B EVA-UNIT-01/EVA-Qwen2.5-32B-v0.2 arcee-ai/Virtuoso-Medium-v2 ArliAI/QwQ-32B-ArliAI-RpR-v4 trashpanda-org/QwQ-32B-Snowdrop-v0
Merged Model	Yes
Model Size	32b
Required VRAM	65.7 GB
Updated	2026-07-10
Maintainer	ParasiticRogue
Model Type	qwen2
Model Files	5.0 GB: 1-of-14 4.9 GB: 2-of-14 4.9 GB: 3-of-14 4.9 GB: 4-of-14 4.9 GB: 5-of-14 4.9 GB: 6-of-14 4.9 GB: 7-of-14 4.9 GB: 8-of-14 4.9 GB: 9-of-14 4.9 GB: 10-of-14 4.9 GB: 11-of-14 4.9 GB: 12-of-14 4.9 GB: 13-of-14 1.9 GB: 14-of-14
Supported Languages	en
Model Architecture	Qwen2ForCausalLM
License	apache-2.0
Context Length	131072
Model Max Length	131072
Transformers Version	4.48.2
Tokenizer Class	Qwen2Tokenizer
Padding Token	<\|endoftext\|>
Vocabulary Size	151669
Torch Data Type	bfloat16
Errors	replace

Rank the RareBit V2 32B 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

Best Alternatives to RareBit V2 32B

Best Alternatives	Context / RAM	Downloads	Likes
Openbuddy Qwq 32B V24.2 200K	195K / 65.8 GB	9	3
Openbuddy Qwq 32B V24.1 200K	195K / 65.8 GB	10	3
Openbuddy Qwq 32B V25.2q 200K	195K / 65.8 GB	1	4
...y Qwen2.5coder 32B V24.1q 200K	195K / 65.8 GB	9	2
DeepSeek R1 Distill Qwen 32B	128K / 65.7 GB	841633	1584
Qwen2.5 32B	128K / 65.5 GB	49206	180
RomboUltima 32B	128K / 20.7 GB	12	6
...wen2.5 32B Inst BaseMerge TIES	128K / 65.8 GB	32	17
Ultiima 32B	128K / 65.8 GB	11	7
...wen2.5 32B Inst BaseMerge TIES	128K / 65.8 GB	44	4

Note: green Score (e.g. "73.2") means that the model is better than ParasiticRogue/RareBit-v2-32B.