What are the hardware requirements for JoyAI LLM Flash 4bit DWQ?

JoyAI LLM Flash 4bit DWQ requires approximately 27.6 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 JoyAI LLM Flash 4bit DWQ and how large is it?

JoyAI LLM Flash 4bit DWQ is developed by mlx-community, a model with 48.9b 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 JoyAI LLM Flash 4bit DWQ?

JoyAI LLM Flash 4bit DWQ is hosted on Hugging Face and linked from this page. LLM Explorer also lists quantized variants and similar alternatives if available.

JoyAI LLM Flash 4bit DWQ by mlx-community — VRAM 27.6GB, 128K context

Name: JoyAI LLM Flash 4bit DWQ
Author: mlx-community

JoyAI LLM Flash 4bit DWQ is an open-source language model by mlx-community. Features: 48.9b LLM, VRAM: 27.6GB, Context: 128K, Quantized, LLM Explorer Score: 0.23.

4-bit 4bit Base model:jdopensource/joyai-... Base model:quantized:jdopensou... Conversational Custom code En Joyai llm flash Mlx Quantized Region:us Safetensors Sharded Tensorflow Zh

Model Card on HF 🤗: https://huggingface.co/mlx-community/JoyAI-LLM-Flash-4bit-DWQ

JoyAI LLM Flash 4bit DWQ Parameters and Internals

LLM Name	JoyAI LLM Flash 4bit DWQ
Repository 🤗	https://huggingface.co/mlx-community/JoyAI-LLM-Flash-4bit-DWQ
Base Model(s)	JoyAI LLM Flash jdopensource/JoyAI-LLM-Flash
Model Size	48.9b
Required VRAM	27.6 GB
Updated	2026-06-20
Maintainer	mlx-community
Model Type	joyai_llm_flash
Model Files	5.3 GB: 1-of-6 5.4 GB: 2-of-6 5.3 GB: 3-of-6 5.4 GB: 4-of-6 5.4 GB: 5-of-6 0.8 GB: 6-of-6
Supported Languages	zh en
Quantization Type	4bit
Model Architecture	DeepseekV3ForCausalLM
Context Length	131072
Model Max Length	131072
Transformers Version	4.44.2
Tokenizer Class	TokenizersBackend
Padding Token	<\|▁pad▁\|>
Vocabulary Size	129280
Torch Data Type	bfloat16

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Best Alternatives to JoyAI LLM Flash 4bit DWQ

Best Alternatives	Context / RAM	Downloads	Likes
JoyAI LLM Flash 8bit	128K / 52.3 GB	15	1
JoyAI LLM Flash 5bit	128K / 33.6 GB	13	1