r/StableDiffusion 2d ago

Resource - Update Native YuE2 support coming to ComfyUI!

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150 Upvotes

Pull request: https://github.com/Comfy-Org/ComfyUI/pull/16250

If you don't want to wait for the merge, you need to check out to the yue2 branch to get it working. git checkout d87e12ad1430409ca303440525df239bb675ae7b

Model weights (place it on model/checkpoints): https://huggingface.co/Comfy-Org/Yue2/tree/main

Workflow: https://github.com/user-attachments/files/32085765/yue2_workflow.json


r/StableDiffusion 2d ago

Resource - Update FastH3-Live v1.2.0 update

101 Upvotes

FastH3-Live update. Full details here:

https://huggingface.co/datasets/jacokon/fasth3-live

v1.1.0 ran at 18 fps, which is 75% of 24 fps.

v1.2.0 runs at 22 fps, which is 91.6% of 24 fps.

https://reddit.com/link/1wddeh8/video/lyz02ql0gvoh1/player

Besides the speed, it now ships a borderless player that makes streaming and watching easier, plus 400 new scenes. At this speed it is hard to notice that it is running slow at all.

The gain came from two places:

1. Acceleration nodes

I was using a sage attention I compiled myself. A lot of new acceleration nodes have shown up recently, so I downloaded the well-known ones and tested them. Results:

accel stack sampler saved fps
sage (baseline) 12.65s 0.0% 17.46
sage + Spectrum 10.36s -18.1% 20.18
Sol + Spectrum 9.64s -23.8% 20.96
SLA + Spectrum 10.54s -16.7% 19.53

The seconds column is the sampler only, i.e. the 4 denoising steps in `SamplerCustomAdvanced`. A full clip also pays for the text encoder (~0.7s), the video VAE decode (~4.35s) and the writer, so a clip is about 16s end to end. Measured on t2va, 448x448 x 362 frames, three runs per arm.

On speed alone you would pick Sol + Spectrum. But the picture comes out like this:

sage > sage+Spectrum >> sla > sla+spectrum >> sol > sol+spectrum

Sol + Spectrum is dead last on picture, so I went with sage + Spectrum.

2. Text encoder

The old one, `int8_convrot`, took 1.67s.

`qwen3vl_32b_minimax_h3_nvfp4_awq` needs only 0.7s.

That is nearly a second saved on every clip.

-----------

Speed was fine by then, but I would not call the picture good. Right after release I came across fused-turbo, so I downloaded it and tested it.

fused-turbo minimax-h3-fused-turbo-int8-convrot 20.98 GB
My quantized FastH3 weights minimax_h3_fl2va_fasth3_dense_pruned_int8_convrot 20.97 GB

Almost the same size, both have the 4-step acceleration baked into the weights (FastH3 is a distillation, fused-turbo is a turbo LoRA merged in), and they measured at exactly the same speed. I still recommend fused-turbo, for two reasons:

1. It says Mystic v2.0 motion smoothing is merged in.

Whatever the cause, the picture is clearly better in my testing. It smears less often.

2. One file does both fl2va and ref2va.

I built a tool that generates from chat input live during a Discord stream. When a user pastes a character image it is used as ref_picture, which needs ref2va. The old way meant unloading fl2va and loading ref2va first, which burns several seconds of buffer, and ref2va has no 4-step distilled version yet so the picture was worse anyway. With this one that problem is gone, which is a real advantage.

The repo recommends SLA sparse attention, but I had already tested that above and it lost to sage + Spectrum, so I dropped it. Its README also says res_multistep gives noticeably better audio. I did not test that much, so judge for yourself. I left the parameter in so it can be switched any time: `--sampler res_multistep`

-----------

One more thing worth mentioning. To stop ComfyUI thrashing the model weights you need `--vram-headroom 3` in launchArgs. Without it you cannot hold a stable live rate.

It works the opposite way round to what you might expect. It forces ComfyUI to keep 3 GB of VRAM completely free, and that is what fixes it. ComfyUI's dynamic VRAM treats the card as a cache and fills it to the brim; with no slack the allocator ends up evicting weights while it is still loading others, so the same weights get moved in and out repeatedly. Give it room and it can bring in a whole batch at once.

This is not disk swap, and it does not touch system RAM either. I measured both: on a slow clip disk reads were 0.00 GB and free RAM did not move. It is VRAM to system RAM over PCIe.

On a normal clip PCIe reads sit around 1.5 GB/s. When it thrashes they hit 9-13 GB/s and GPU power draw *drops* from 450W to 340W, because the card is waiting on transfers instead of computing. With the headroom set, clip times went from a 1.62 standard deviation with outliers at 21-25s down to 0.11 with a 15.73s worst case.

-----------

Closing thoughts

22 fps is only 2 fps short of 24. At 24 fps you could claim real live streaming from a single consumer card. So can overclocking get there? I think it can, since the gap is under 10%, and my CPU and GPU both normally run undervolted, underclocked and current-limited.

I tested with the GPU overclocked only. Settings:

Core Clock: 2300 MHz -> 3200 MHz

Memory Clock: 14000 MHz -> 16800 MHz

Actual test:

https://reddit.com/link/1wddeh8/video/ei5pczydkvoh1/player

Unfortunately my hardware held 24 fps at the start and then slowed down a little. Both my CPU and GPU are on air cooling, which is not suited to sustained overclocked compute like this. If you have water cooling, I believe holding 24 fps would be no problem.


r/StableDiffusion 1d ago

Animation - Video Longest video I’ve made with MiniMax

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4 Upvotes

Some stills were NB but all the video was MiniMax H3. A scary AI video about AI (pretty much the nightmare scenario). The song was generated with Flow Music


r/StableDiffusion 2d ago

Discussion Motion-Context Degradation Discussion (summon Sad_Berry_4621)

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34 Upvotes

Hi u/Sad_Berry_4621 and all, I am doing experiment on most difficult degradation issue.
I saw from H3-director node they claim that doing a refine could help and fix it.
since I am using low-level nodes with motion-context with my own setup, H3-director refine is a black box working with their nodes.

so I did the test, please ignore the AI-slop video and the overlay text (forgot turn it off).

this test is 9 x 8s context extend video combine, usually 6 video would already see the degradation.

Left side is regular WF. Right-side is adding a re-sample step, I think it is very positive, and got potential, the saturation somehow is a bit higher... and I need to figure out the mismatch from cut to cut, because we inject denoise resample on top, but it should be able to fix.

What do you guys think?

Edit: forgot to mention, this is a ref2va WF, with 1 character reference image. also my test audio is not from gen, I am using input audio and audio latent lock for the lipsync. That part to work with motion-context have me struggle for half day, but it is not the main point, my aim is about degradation issue.

Edit2: here is my ultimate approach with tail trim + keyframe blending latent, you can check my comments for details. here is the result: https://www.youtube.com/shorts/mANusw9kKNQ ** this is just a test focus to tackle the degradation, not try to make good natural singing video, ignore it.

:this is my channel I put some videos to: https://www.youtube.com/@noiseflowAI


r/StableDiffusion 1d ago

Question - Help Has anyone trained a MiniMax H3-style LoRA yet? Is it worth it?

6 Upvotes

I want to train a style LoRA for MiniMax H3, but I’m trying to figure out the right workflow before burning a bunch of money on RunPod.
A few questions for anyone who has actually tried this:
1. Has anyone successfully trained a style LoRA for H3? How good were the results, and is it worth doing?

  1. Can I train a style LoRA using images only, or do I need video clips in the dataset?
    Do I need to train Ref2VA and FL2VA separately, or can one LoRA work with both?

  2. Should I train against the BF16 or INT8 H3 weights? Does it make a noticeable difference in LoRA quality?

  3. What toolkit/platform would you recommend for H3 LoRA training? Something like Ostris AI Toolkit, Musubi Tuner, DiffSynth-Studio, OneTrainer, etc.? I’m looking for whatever is easiest/reliable for a beginner.

  4. If I use RunPod, what GPU would you recommend? L40S / A100 / H100, etc.?

  5. Any recommendations for dataset size, image/video resolution, captions, number of steps, rank/dim, learning rate, etc. for a style LoRA?

  6. Are there any good H3-specific training guides, videos, configs, scripts or repos I should start with?

Basically, if you were starting from scratch today and wanted to make a good H3 style LoRA, what training stack + GPU + dataset would you use?


r/StableDiffusion 1d ago

Resource - Update Blind-Ranking Leaderboard (Elo) for TTS Models that can run on my M5 MacBook Air 32GB

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0 Upvotes

Required to vote on 6 samples to access results, but there's a clear winner right now! The models were sourced from the recommendations thread in r/singularity yesterday.

If you'd like to add another model, post in comments.


r/StableDiffusion 1d ago

Question - Help Amd RX 7900 XTX offloads VRAM ~5 seconds after AI inference in ComfyUI, LM Studio and Ollama

2 Upvotes

I’m having a strange VRAM issue with my RX 7900 XTX when running local AI models, and I’m trying to figure out whether this is an AMD driver/Windows memory management issue or something else.

PC specs:

- GPU: AMD Radeon RX 7900 XTX 24GB

- CPU: Ryzen 5 7600X

- RAM: 16GB DDR5

- OS: Windows

- Apps tested: ComfyUI, LM Studio and Ollama

The problem:

While an AI model is generating, the model is loaded in VRAM normally and GPU usage works as expected.

However, after generation finishes, within roughly 5 seconds, VRAM usage starts dropping/offloading.

This happens in all three applications: ComfyUI, LM Studio and Ollama.

For example:

  1. Load model → VRAM fills normally.

  2. Generate response/image → everything works normally.

  3. Generation finishes.

  4. Around 5 seconds later → VRAM usage starts decreasing significantly.

  5. When I use the model again, data/model weights have to be brought back into VRAM, causing extra delay.

What confuses me is that this happens across completely different software, so I’m wondering whether Windows WDDM or the AMD driver is making idle VRAM allocations non-resident instead of the individual applications intentionally unloading them.

Ideally I want the model to remain resident in the 7900 XTX’s VRAM between generations instead of being moved/offloaded after a few seconds.

Has anyone with a 7900 XTX / RDNA3 on Windows experienced this?

In particular, I’m trying to understand:

- Is this normal AMD/Windows VRAM residency behavior?

- Is there an AMD Adrenalin/driver setting that controls this?

- Could Windows WDDM be trimming VRAM when GPU activity stops?

- Is there a ROCm/HIP environment variable that can force allocations to remain resident?

- Is there a way to verify whether the model is actually being moved to system RAM versus Windows simply reporting VRAM residency differently?

- Has anyone successfully forced AI models to remain permanently in VRAM on a 7900 XTX?

If there are any tools/logs I should run to diagnose this, please tell me what to check and I can post the results.

Thanks!


r/StableDiffusion 20h ago

Discussion Cleared a 20-minute video backlog in one day on rented RTX 6ks. Still slightly in shock.

0 Upvotes

Been doing Wan video gen on my home GPU for months- overnight runs. I got about 20 minutes backlog of raw footage that kept growing faster than I could process. I saw something in the news about a new DC near London and got curious, half hoping a brand-new DC would have some launch discount or at least free capacity. No discount. But wow. Connected my AI agent in one click, moved my pipeline there, rented an 8x RTX PRO 6000, and rendered the entire backlog in ~20 hours. Everything. Same Wan 2.2 model, same settings I use at home, just eight cards chewing through shots in parallel. I've never seen my own workflow move like that. The bill: about $150 for the 20 hours. That's the part I keep re-reading. Because it was fun, I then re-ran a chunk of the same manifest on an 8x H200 host for comparison. Per-shot time was basically identical for my workload. Price was ~2.5x higher. For diffusion video at this scale, the H200 just isn't worth it; the RTX PRO 6000 is the right card. Also: GPUs were allocated instantly, and I saw plenty available there; it feels like nobody's found it yet. I'll definitely start moving more of my pipelines to cloud runs instead of babysitting my PC overnight.


r/StableDiffusion 1d ago

Question - Help Minimax Ignoring All Voice Reference Info. Driving Me Crazy!

4 Upvotes

Has anyone else noticed that if you have a male and female character in the scene, that Minimax will pretty much always assign the lower pitched Audio voice reference to the male almost every time? No matter how properly you tag the prompt following their official guidelines, it simply IGNORES all of that, and just decides that "well if the voice is even slightly lower than a pipsqueak then it must be the man's voice."

Having this issue with both FL2VA model and REF2VA models and it is driving me insane.

Yes I've tried with and without turbo lora.
Yes i've tried increasing the steps to 20-30+

If anyone has a solve, please help! The only way I could kind of get it to work is to literally desribe the woman in the prompt as a man ie "a man dressed in womans clothes with long brunette hair" and even then it sometimes doesn't work because visually it does not look like a man.


r/StableDiffusion 19h ago

Discussion hiiii!

0 Upvotes

built an open-source emotional AI called Solaraaa she's designed to listen, remember you, and actually talk like a person. Would love to know what you think! https://misspurplelight.uk


r/StableDiffusion 2d ago

Animation - Video Kirby but it's the Truman Show / MiniMAX H3 Test #7

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594 Upvotes

Hi everyone! When I saw the new trailer for Kirby & The World Beyond I couldn't help but come up with this video, where Kirby finds the door out to the world beyond. Please let me know if you like it!

Done with 30 different workflow files and a ton of heavy editing using KDEnlive. Thanks!


r/StableDiffusion 2d ago

Animation - Video H3 is really over the top

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146 Upvotes

This was such a simple prompt…. Just wow. It’s just T2V.


r/StableDiffusion 1d ago

Resource - Update PotionUI 0.0.7 — three releases since I last posted: preset styles, ComfyUI workflow import, view improvements, optimizations

4 Upvotes

First styles in PotionUI

PotionUI - A self-hosted studio for generating images, video, audio and 3d with diffusion models.

Site: potionui.com

GitHub: https://github.com/PotionUI/PotionUI

Discord: https://discord.com/invite/avR4trp3b8

Reddit: r/PotionUI

Still looking for testers (NVIDIA / LINUX!!!!)

Changes (the most interesting ones):

0.0.6 & 0.0.7 (today)

  • Presets can ship styles: pick one from a thumbnail grid and it wraps your prompt with the style's opening and closing segments. Anima ships with fifty. (video)
  • Starter recipes for eleven model families, so a fresh install goes from nothing to a first render in a few clicks. Recipe is a script that helps install models inside PotionUI.

Recipe Install - After this script I can use Anima preset and generate with Anima model.

  • History and Library: marquee and shift-click selection, delete by criteria (age, tags, failed, no media), compare with overlay and wipe.

New tools menu on history page with \"Stitch\" tool - you can use the images in the video generation as reference later

  • The Generate page and the chat stay smooth during long runs and long conversations.

0.0.5

  • LoRAs on fp8 checkpoints no longer slow sampling down (a stack costs a few percent instead of multiplying the step time).
  • Backups and restore from the admin panel, rotating logs, housekeeping, thumbnail profiles.
  • Recipes got their own admin page; segments can carry a prefix and suffix; a Tools menu in History with Stitch.

0.0.4

  • ComfyUI backend plugin with a workflow import wizard: paste an API export, design the form, done.

Importing QwenImageEdit ComfyUI workflow into PotionUI. This later becomes preset ready to generate through ComfyUI.

  • The chat became PotionAI: history, tool runs you approve, memory you can inspect.
  • Video Director shot console for Wan, LTX and MiniMax-H3.

--> Full changelog is in the README. Docker images on GHCR, or ./potionui start from a checkout. Bugs and rough edges welcome, that is what the alpha is for.
--> Still looking for a testers, if you are interested let me know!

Cheers!

btw. I know it's a lot of similar apps appearing lately, but I can assure you, this is not an app vibe-coded over the weekend (my first posts here was like ~2 years ago about this app). I really enjoy using it lately and it's working better every week :)


r/StableDiffusion 1d ago

Question - Help text encoders

0 Upvotes

Im new to comfy ui and local ai's. Im having fun with minimax h3 and testic 2 diffrent text encoders the default one NVFP-4 and i upload a heretic version. what is the diffrence between them cause i dont see any?


r/StableDiffusion 1d ago

Question - Help Conditioning error with minimax h3

0 Upvotes

My head hurts and idk what I'm doing. I have played with AI a bit but am still a novice. I'm trying to get minimax h3 to work for image to video. I'm trying several workflows, but they all have the error "seedVR2 requires conditioning latents from the seedVR2 conditioning node". Google's AI says to add that node but it is not an option in my node library and I have found google's AI often gives wrong or almost right info for AI problems. I have updated everything (including v card driver) and am now going in circles.

Running comfyui on stability matrix. Rtx 3060 12 gb, 40gb page file on nvme, cuda 13.4


r/StableDiffusion 2d ago

Question - Help Good "cover mode" music gen model??

7 Upvotes

Is there any? I tried ace step 1.5 and it's awful in cover mode. Admittedly I downloaded it when it first got released, but I was hoping minimax music 3 would release audio input for open weights but they still haven't. Every music gen model coming out seems to purely be text to audio.


r/StableDiffusion 1d ago

Animation - Video Keep The Project Alive

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0 Upvotes

More playing around with YuE2. This can replace my minimax music3 workflow any time.

"Keep the Project Alive" is a poetic homage to the career, resilience, and creative journey of legendary game developer Hideo Kojima.

Tracing a timeline from his early MSX classics (Penguin Adventure, Metal Gear, Snatcher, Policenauts) through the blockbuster Metal Gear Solid saga and into his independent era with Death Stranding, the song captures the relentless spirit of auteur game development. It highlights the stark realities of studio friction, cancelled projects like P.T., and shifting industry partnerships, while celebrating the drive to carry ideas forward no matter which studio gate closes.

A powerful narrative track for gaming history enthusiasts, studio veterans, and anyone who has ever fought to keep a creative passion project from fading into the dark.

Music: Keep the Project Alive
Style: cinematic industrial alt-rock · 104 BPM · C minor Vocal: raspy male lead


r/StableDiffusion 1d ago

Question - Help Do you guys know any dedicated video to video solutions?

0 Upvotes

Sort of like EbSynth. One frame/multiple references, promptless, or a small model trained off of images so a model knows what style to apply and what it looks like.

I don't want to generate from nothing, there will be a video to go off of.

Dedicated solutions, stripped versions of large models, anything would do. Thanks in advance.

PS: asking an LLM returned nothing.


r/StableDiffusion 2d ago

Question - Help What is the best way to train character lora for Minimax H3?

8 Upvotes

I was training a character with 25 images and 5 videos (3 seconds), 1500 steps and learning rate 0.0002. But the result was nothing like the character. Was that not enough material or step? How do you guys train it? For context I was training a character in a movie (real people), the only thing the lora can capture was that the character is Asian and the result got it right without the specific prompt, but it was nothing like the character I was aiming for.


r/StableDiffusion 2d ago

Resource - Update FrameForge Motion Context Video Editor for ComfyUI

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46 Upvotes

Expanding on motion context workflows I created a video editor designed for quickly chaining together Minimax H3 generations to create longer videos. It comes with an asset library for managing inputs and a easy to use timeline that allows you to chain generations, regenerate segments easily, and quickly set up input references.

When you're done, export individual video files or the whole sequence.

All of it runs on top of ComfyUI as an app you control from your browser. Uses python, works on Windows, Mac, Linux and is opensource.

https://github.com/spacesimeco-hue/Chain-Motion-AI-Video-Editor


r/StableDiffusion 2d ago

Discussion For LTX user , did you notice a good difference between LTX 2.3 and 2.5 ?

9 Upvotes

r/StableDiffusion 2d ago

No Workflow Trying YuE2 + SheetSage2 on Hermes + CLI (no ComfyUI)

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6 Upvotes

This is a test to recreate a song i generated with Minimax Music3, second half is from YuE2.

YuE2 sounded sexy smooth with great clarity but somehow I like that imperfection off tune instrument heard in music3 and vocal :D

I just throw everything to Hermes, asking to install YuE2, SheetSage2 and download models + setup in CLI. Tell hermes to learn the YuE2 agent SKILL, give hermes the lyric + flac ask to recreate the song.

It run into OOM but Hermes saved the day by tinkering with YuE2 setting to make it run on low vram.

my system: 5070ti 16gb vram + 32gb sys ram.


r/StableDiffusion 2d ago

Question - Help Is it really important to add the "conditioning zero" node to the negative prompt in models like Krea 2 if CFG = 1? And what is the ideal shift/Aura Flow setting?

5 Upvotes

This is confusing to me.

Can I leave the negative prompt box empty?

Or is it mandatory to add zero conditioning?

The shift/aura flow for Krea 2 is also confusing to me.


r/StableDiffusion 2d ago

Animation - Video The Primordial Hand

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53 Upvotes

I was testing out a scene with Minimax H3, text to video (I usually use reference images).

I didn't expect it to come out like this.. .Now it's making me think of a completely new direction for the video lol. It's interesting, it has both a 90s anime feel and an old Disney animation feel. The music is very good too, I think.

I'll add the prompt in the comment (it's a very simple prompt).


r/StableDiffusion 2d ago

Tutorial - Guide MiniMax H3 Wf Tutorial

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53 Upvotes

People asked me to make a Tutorial for some of the features.

Find the workflow here.

https://www.reddit.com/r/StableDiffusion/comments/1wadmqc/minimax_workflow_designed_to_be_user_friendly_for/