What are the hardware requirements for Ling 3.1 Flash 1019?

Ling 3.1 Flash 1019 requires approximately 481.4 GB of VRAM and supports a context window of 256K tokens. Quantized variants may run on less VRAM; see the Quantized Models section on this page.

Who developed Ling 3.1 Flash 1019 and how large is it?

Ling 3.1 Flash 1019 is developed by inclusionAI, a model with 572.1b 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 Ling 3.1 Flash 1019?

Ling 3.1 Flash 1019 is hosted on Hugging Face and linked from this page. LLM Explorer also lists quantized variants and similar alternatives if available.

Ling 3.1 Flash 1019 by inclusionAI — VRAM 481.4GB, 256K context

Name: Ling 3.1 Flash 1019
Author: inclusionAI

Ling 3.1 Flash 1019 is an open-source language model by inclusionAI. Features: 572.1b LLM, VRAM: 481.4GB, Context: 256K, License: mit, LLM Explorer Score: 0.46.

Bailing hybrid Conversational Custom code Eval-results Fp8 Region:us Safetensors Sharded Tensorflow

Model Card on HF 🤗: https://huggingface.co/inclusionAI/Ling-3.1-flash-1019

Ling 3.1 Flash 1019 Parameters and Internals

LLM Name	Ling 3.1 Flash 1019
Repository 🤗	https://huggingface.co/inclusionAI/Ling-3.1-flash-1019
Model Size	572.1b
Required VRAM	481.4 GB
Updated	2026-10-31
Maintainer	inclusionAI
Model Type	bailing_hybrid
Model Files	10.7 GB: 1-of-54 10.6 GB: 2-of-54 10.7 GB: 3-of-54 10.7 GB: 4-of-54 10.7 GB: 5-of-54 10.7 GB: 6-of-54 10.7 GB: 7-of-54 10.7 GB: 8-of-54 10.7 GB: 9-of-54 10.7 GB: 10-of-54 10.7 GB: 11-of-54 10.7 GB: 12-of-54 10.7 GB: 13-of-54 10.7 GB: 14-of-54 10.7 GB: 15-of-54 10.7 GB: 16-of-54 10.7 GB: 17-of-54 10.7 GB: 18-of-54 10.7 GB: 19-of-54 10.7 GB: 20-of-54 10.7 GB: 21-of-54 10.7 GB: 22-of-54 10.7 GB: 23-of-54 10.7 GB: 24-of-54 10.7 GB: 25-of-54 10.7 GB: 26-of-54 10.7 GB: 27-of-54 10.7 GB: 28-of-54 10.7 GB: 29-of-54 10.7 GB: 30-of-54 10.7 GB: 31-of-54 10.7 GB: 32-of-54 10.7 GB: 33-of-54 10.7 GB: 34-of-54 10.7 GB: 35-of-54 10.7 GB: 36-of-54 10.7 GB: 37-of-54 10.7 GB: 38-of-54 10.7 GB: 39-of-54 10.7 GB: 40-of-54 10.7 GB: 41-of-54 10.7 GB: 42-of-54 10.7 GB: 43-of-54 10.7 GB: 44-of-54 10.7 GB: 45-of-54
Model Architecture	BailingMoeV3ForCausalLM
License	mit
Context Length	262144
Model Max Length	262144
Transformers Version	4.45.0
Vocabulary Size	157184
Torch Data Type	bfloat16

Rank the Ling 3.1 Flash 1019 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

Quantized Models of the Ling 3.1 Flash 1019

Model	Likes	Downloads	VRAM
Ling 3.1 Flash 1019 VQ GGUF	2	2153	1 GB

Best Alternatives to Ling 3.1 Flash 1019

Best Alternatives	Context / RAM	Downloads	Likes
Ling 3.1 Flash	256K / 481.4 GB	3497	147
Ling 3.1 Flash Base	256K / 456.1 GB	241	13