What are the hardware requirements for GrayLine Qwen3 0.6B BETA?

GrayLine Qwen3 0.6B BETA requires approximately 1.2 GB of VRAM and supports a context window of 40K tokens. Quantized variants may run on less VRAM; see the Quantized Models section on this page.

Who developed GrayLine Qwen3 0.6B BETA and how large is it?

GrayLine Qwen3 0.6B BETA is developed by soob3123, a model with 0.6b 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 GrayLine Qwen3 0.6B BETA?

GrayLine Qwen3 0.6B BETA is hosted on Hugging Face and linked from this page. LLM Explorer also lists quantized variants and similar alternatives if available.

GrayLine Qwen3 0.6B BETA by soob3123 — VRAM 1.2GB, 40K context

Name: GrayLine Qwen3 0.6B BETA
Author: soob3123

GrayLine Qwen3 0.6B BETA is an open-source language model by soob3123. Features: 0.6b LLM, VRAM: 1.2GB, Context: 40K, License: apache-2.0, LLM Explorer Score: 0.18.

Amoral-ai Autotrain compatible Base model:finetune:qwen/qwen3... Base model:qwen/qwen3-0.6b Conversational Dataset:soob3123/grayline-qa Dataset:soob3123/grayline-qa-r... Direct-answer En Endpoints compatible General-knowledge Information-retrieval Qwen3 Region:us Safetensors Uncensored Unfiltered

Model Card on HF 🤗: https://huggingface.co/soob3123/GrayLine-Qwen3-0.6B-BETA

GrayLine Qwen3 0.6B BETA Parameters and Internals

LLM Name	GrayLine Qwen3 0.6B BETA
Repository 🤗	https://huggingface.co/soob3123/GrayLine-Qwen3-0.6B-BETA
Base Model(s)	Qwen/Qwen3-0.6B Qwen/Qwen3-0.6B
Model Size	0.6b
Required VRAM	1.2 GB
Updated	2025-05-14
Maintainer	soob3123
Model Type	qwen3
Model Files	1.2 GB
Supported Languages	en
Model Architecture	Qwen3ForCausalLM
License	apache-2.0
Context Length	40960
Model Max Length	40960
Transformers Version	4.51.3
Tokenizer Class	Qwen2Tokenizer
Padding Token	<\|vision_pad\|>
Vocabulary Size	151936
Torch Data Type	bfloat16
Errors	replace

Rank the GrayLine Qwen3 0.6B BETA 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 GrayLine Qwen3 0.6B BETA

Best Alternatives	Context / RAM	Downloads	Likes
S1 Mini	40K / 1.5 GB	1136	180
Qwen3 Reranker 0.6B	40K / 1.2 GB	2508313	377
RIFA Edge 0.6B	40K / 1.2 GB	581	0
Meridian Ac Nano	40K / 1.2 GB	493	1
Blake Haiku 1	40K / 1.2 GB	386	0
Qwen3 0.6B FP8	40K / 1.1 GB	1581403	62
Tenorio 0.6B	40K / 1.2 GB	251	2
Quipu 0.6B	40K / 1.2 GB	351	4
Privasis Cleaner 0.6B	40K / 1.2 GB	1171	18
Clary 0.6 0.6B	40K / 1.2 GB	164	1

Note: green Score (e.g. "73.2") means that the model is better than soob3123/GrayLine-Qwen3-0.6B-BETA.