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SGLang Adds Day-0 Support For DiffusionGemma Text-Diffusion Model

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Original postYing Sheng#654
LMSYS Org@lmsysorg

🎉 SGLang has Day-0 support for DiffusionGemma, a text-diffusion variant of @googlegemma 's Gemma 4 (26B A4B MoE), built for blazing low-batch generation speed!

Instead of token-by-token decoding, it denoises blocks of tokens in parallel for much faster generation. 1️⃣ Discrete text diffusion: block-parallel multi-canvas sampling 2️⃣ Multimodal: text, image & video in, text out 3️⃣ Sparse MoE (8 of 128 experts): strong reasoning, low memory 4️⃣ Configurable thinking mode

Run it now with SGLang!

Google Gemma@googlegemma

Meet DiffusionGemma!

An experimental open model that explores a fast approach to text generation, released under an Apache 2.0 license.

Moving beyond sequential, token-by-token processes to generate entire blocks of text simultaneously. Here’s what’s new with DiffusionGemma: 👇

9:16 AM · Jun 10, 2026 · 3.3K Views
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LMSYS Org@lmsysorg

Cookbook is live: https://docs.sglang.io/cookbook/autoregressive/Google/DiffusionGemma

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Nate Keating@Nate_Keating

@lmsysorg @googlegemma Day0⃣❤️

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