<rss version="2.0" xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Hacker News: jiant</title><link>https://news.ycombinator.com/user?id=jiant</link><description>Hacker News RSS</description><docs>https://hnrss.org/</docs><generator>hnrss v2.1.1</generator><lastBuildDate>Mon, 09 Nov 2026 17:12:41 +0000</lastBuildDate><atom:link href="https://hnrss.org/user?id=jiant" rel="self" type="application/rss+xml"></atom:link><item><title><![CDATA[New comment by jiant in "Show HN: We compressed a 31B video+audio diffusion model to 14B, 6 steps, INT8"]]></title><description><![CDATA[
<p>Hi HN, I’m Jian, one of the engineers on this.<p>MiniMax-H3 is an open model that generates video and audio together, but its transformer is ~31B parameters and sampling takes a long trajectory, so it’s slow and heavy to run locally. HyperFlow H3 Flash is our compressed version.<p>What we changed:<p>Pruning + low-rank factorization: dropped 3 of 50 blocks and factored 102 linear layers, down to 13.7B params.
Two-time (t, r) conditioning: each step knows both the current noise level and where it should land, so it samples in 4–8 steps without CFG.
W8A8 INT8 with a Hadamard rotation on 180 linear layers.<p>End-to-end numbers for a 5.2 s clip at 1344×768, 6 steps: 8.7 s on 4× B200, 36 s on 1× H200, 92 s on an RTX 5090, 266 s on an RTX 3090. The Q4_K_M GGUF is 9.1 GB and runs in ComfyUI on 24 GB cards. 16 GB GPUs aren’t measured yet.<p>To be clear about “real time”: our package does 8.7 s for a 5.2 s clip on 4× B200. Real-time playback speed uses NVIDIA’s SOL-H3 runtime, which supports the model from day 0.<p>License: code is Apache-2.0 (ComfyUI nodes GPL-3.0). The weights are a derivative of MiniMax-H3 under its Community License, which does not cover the US, EU, UK or South Korea without MiniMax’s authorization. Please check before using.<p>Demos and an overview: <a href="https://www.videorebirth.com/lp/hyperflow-flash" rel="nofollow">https://www.videorebirth.com/lp/hyperflow-flash</a><p>Happy to answer questions about the compression or the numbers.</p>
]]></description><pubDate>Sat, 07 Nov 2026 15:16:23 +0000</pubDate><link>https://news.ycombinator.com/item?id=50405264</link><dc:creator>jiant</dc:creator><comments>https://news.ycombinator.com/item?id=50405264</comments><guid isPermaLink="false">https://news.ycombinator.com/item?id=50405264</guid></item><item><title><![CDATA[Show HN: We compressed a 31B video+audio diffusion model to 14B, 6 steps, INT8]]></title><description><![CDATA[
<p>Article URL: <a href="https://github.com/Video-Rebirth/hyperflow-h3-flash">https://github.com/Video-Rebirth/hyperflow-h3-flash</a></p>
<p>Comments URL: <a href="https://news.ycombinator.com/item?id=50405263">https://news.ycombinator.com/item?id=50405263</a></p>
<p>Points: 80</p>
<p># Comments: 14</p>
]]></description><pubDate>Sat, 07 Nov 2026 15:16:01 +0000</pubDate><link>https://github.com/Video-Rebirth/hyperflow-h3-flash</link><dc:creator>jiant</dc:creator><comments>https://news.ycombinator.com/item?id=50405263</comments><guid isPermaLink="false">https://news.ycombinator.com/item?id=50405263</guid></item><item><title><![CDATA[HyperFlow – one LoRA for all MiniMax-H3 tasks (ref2va/t2va/fl2va)]]></title><description><![CDATA[
<p>Article URL: <a href="https://github.com/Video-Rebirth/hyperflow">https://github.com/Video-Rebirth/hyperflow</a></p>
<p>Comments URL: <a href="https://news.ycombinator.com/item?id=49756840">https://news.ycombinator.com/item?id=49756840</a></p>
<p>Points: 2</p>
<p># Comments: 0</p>
]]></description><pubDate>Fri, 18 Sep 2026 16:37:42 +0000</pubDate><link>https://github.com/Video-Rebirth/hyperflow</link><dc:creator>jiant</dc:creator><comments>https://news.ycombinator.com/item?id=49756840</comments><guid isPermaLink="false">https://news.ycombinator.com/item?id=49756840</guid></item></channel></rss>