What are the hardware requirements for DiffuCoder 7B Instruct?

DiffuCoder 7B Instruct requires approximately 15.2 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 DiffuCoder 7B Instruct and how large is it?

DiffuCoder 7B Instruct is developed by apple, a model with 7b 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 DiffuCoder 7B Instruct?

DiffuCoder 7B Instruct is hosted on Hugging Face and linked from this page. LLM Explorer also lists quantized variants and similar alternatives if available.

DiffuCoder 7B Instruct by apple — VRAM 15.2GB, 128K context

Name: DiffuCoder 7B Instruct
Author: apple

DiffuCoder 7B Instruct is an open-source language model by apple. Features: 7b LLM, VRAM: 15.2GB, Context: 128K, License: apple-amlr, Instruction-Based, LLM Explorer Score: 0.21.

Arxiv:2506.20639 Base model:apple/diffucoder-7b... Base model:finetune:apple/diff... Code Custom code Diffusion large language model Dream Instruct Region:us Safetensors Sharded Tensorflow Text-diffusion-model

Model Card on HF 🤗: https://huggingface.co/apple/DiffuCoder-7B-Instruct

DiffuCoder 7B Instruct Parameters and Internals

LLM Name	DiffuCoder 7B Instruct
Repository 🤗	https://huggingface.co/apple/DiffuCoder-7B-Instruct
Base Model(s)	apple/DiffuCoder-7B-Base apple/DiffuCoder-7B-Base
Model Size	7b
Required VRAM	15.2 GB
Updated	2026-07-19
Maintainer	apple
Model Type	Dream
Instruction-Based	Yes
Model Files	4.9 GB: 1-of-4 4.9 GB: 2-of-4 4.3 GB: 3-of-4 1.1 GB: 4-of-4
Model Architecture	DreamModel
License	apple-amlr
Context Length	131072
Model Max Length	131072
Transformers Version	4.51.3
Tokenizer Class	DreamTokenizer
Padding Token	<\|dlm_pad\|>
Vocabulary Size	152064
Torch Data Type	bfloat16
Errors	replace

Rank the DiffuCoder 7B Instruct 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 DiffuCoder 7B Instruct

Best Alternatives	Context / RAM	Downloads	Likes
Dream V0 Instruct 7B	128K / 15.2 GB	99772	159
CADD Base 7B	128K / 15.2 GB	204	12
Bridge 7B Diffusion Full	128K / 30.5 GB	11	3
DiffuCoder 7B CpGRPO	128K / 15.2 GB	1042	319

Note: green Score (e.g. "73.2") means that the model is better than apple/DiffuCoder-7B-Instruct.