What are the hardware requirements for Ling Coder Lite Base?

Ling Coder Lite Base requires approximately 33.6 GB of VRAM and supports a context window of 4K tokens. Quantized variants may run on less VRAM; see the Quantized Models section on this page.

Who developed Ling Coder Lite Base and how large is it?

Ling Coder Lite Base is developed by inclusionAI, a model with 16.8b 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 Coder Lite Base?

Ling Coder Lite Base is hosted on Hugging Face and linked from this page. LLM Explorer also lists quantized variants and similar alternatives if available.

Ling Coder Lite Base by inclusionAI — VRAM 33.6GB, 4K context

Name: Ling Coder Lite Base
Author: inclusionAI

Ling Coder Lite Base is an open-source language model by inclusionAI. Features: 16.8b LLM, VRAM: 33.6GB, Context: 4K, License: mit, Code Generating, LLM Explorer Score: 0.17.

Arxiv:2503.17793 Bailing moe Code Codegen Custom code Dataset:inclusionai/ling-coder... En Moe Region:us Safetensors Sharded Tensorflow Zh

Model Card on HF 🤗: https://huggingface.co/inclusionAI/Ling-Coder-lite-base

Ling Coder Lite Base Parameters and Internals

LLM Name	Ling Coder Lite Base
Repository 🤗	https://huggingface.co/inclusionAI/Ling-Coder-lite-base
Model Size	16.8b
Required VRAM	33.6 GB
Updated	2026-07-21
Maintainer	inclusionAI
Model Type	bailing_moe
Model Files	4.8 GB: 1-of-8 4.4 GB: 2-of-8 4.4 GB: 3-of-8 4.4 GB: 4-of-8 5.0 GB: 5-of-8 4.8 GB: 6-of-8 5.0 GB: 7-of-8 0.8 GB: 8-of-8
Supported Languages	en zh
Generates Code	Yes
Model Architecture	BailingMoeForCausalLM
License	mit
Context Length	4096
Model Max Length	4096
Transformers Version	4.36.0
Tokenizer Class	PreTrainedTokenizerFast
Padding Token	<\|endoftext\|>
Vocabulary Size	126464
Torch Data Type	bfloat16

Rank the Ling Coder Lite Base 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 Ling Coder Lite Base

Best Alternatives	Context / RAM	Downloads	Likes
Ling Coder Lite	4K / 33.6 GB	93	53

Note: green Score (e.g. "73.2") means that the model is better than inclusionAI/Ling-Coder-lite-base.