Rayan retweeted
We put P-Video-Upscale to the test!
In our own benchmarks against Topaz Starlight, Topaz Proteus, and FLUX.3 Upscaler, P-Video-Upscale is up to 11× faster and 5× cheaper at 1080p.
Here's how they compare👇
Introducing P-Video-Upscale! 🎬
Fast video upscaling to 720p, 1080p, 2K, or 4K, while preserving the original aspect ratio and audio. Need smoother motion? Increase the frame rate to up to 60 fps.
And for launch, it's 50% off for the first two weeks, until November 12 at 18:00 CET!
Here's what you need to know:
• 𝗣𝗿𝗶𝗰𝗶𝗻𝗴: Starting from $0.01/s at 720p
• 𝗦𝗽𝗲𝗲𝗱: ~1.7s per second of output video, depending on resolution
• 𝗙𝗿𝗮𝗺𝗲 𝗿𝗮𝘁𝗲: Keep the original or interpolate up to 60 fps
• 𝗧𝘂𝗿𝗯𝗼 𝗺𝗼𝗱𝗲: Faster processing with a slight quality trade-off
No need to regenerate a video just to get it in higher resolution.
Available via our inference partners @scenario_gg, @replicate, @WiroAI, @TellersAI, @eachlabs, @wavespeed_ai, Sociaro, and @runware.
Benchmarks by our benchmark partners @datapointai and @RapidataAI are coming soon.
📚 Model docs: docs.api.pruna.ai/guides/mod…
🧩 Try the model through the API or Playground: dashboard.pruna.ai/login
Rayan retweeted
@PrunaAI’s P-Video-Upscale is live on Runware!
Upscale an existing clip up to 4K with no prompt. Outputs retain the source aspect ratio and audio track.
- Frame interpolation up to 60 FPS, set with fps (16 to 60)
- Turbo mode for faster runs, at some cost to fine detail
- Inputs up to 512 MB, output as MP4, WEBM or MOV
from $0.005 per output second, with 50% off regular pricing until November 8
Introducing P-Video-Upscale! 🎬
Fast video upscaling to 720p, 1080p, 2K, or 4K, while preserving the original aspect ratio and audio. Need smoother motion? Increase the frame rate to up to 60 fps.
And for launch, it's 50% off for the first two weeks, until November 12 at 18:00 CET!
Here's what you need to know:
• 𝗣𝗿𝗶𝗰𝗶𝗻𝗴: Starting from $0.01/s at 720p
• 𝗦𝗽𝗲𝗲𝗱: ~1.7s per second of output video, depending on resolution
• 𝗙𝗿𝗮𝗺𝗲 𝗿𝗮𝘁𝗲: Keep the original or interpolate up to 60 fps
• 𝗧𝘂𝗿𝗯𝗼 𝗺𝗼𝗱𝗲: Faster processing with a slight quality trade-off
No need to regenerate a video just to get it in higher resolution.
Available via our inference partners @scenario_gg, @replicate, @WiroAI, @TellersAI, @eachlabs, @wavespeed_ai, Sociaro, and @runware.
Benchmarks by our benchmark partners @datapointai and @RapidataAI are coming soon.
📚 Model docs: docs.api.pruna.ai/guides/mod…
🧩 Try the model through the API or Playground: dashboard.pruna.ai/login
Rayan retweeted
🗞️ Last week's efficiency papers (1) highlighted that the biggest wins come from skipping work the model doesn't need and (2) that a speedup only exists on a given machine.
Here is my selection of 5 ML efficiency papers 🧵
Rayan retweeted
I can't believe what they say on this talk show 👀
By P-Video-2-Pro-Avatar
Introducing P-Video-2-Pro-Avatar, based on @MiniMax_AI H3 !
Turn a single portrait into a realistic talking video with natural expressions and accurate lip sync.
And for launch, it's 50% off for the first two weeks, until November 5 at 18:00 CET!
• 𝗣𝗿𝗶𝗰𝗶𝗻𝗴: $0.02/s at 480p · $0.04/s at 768p
• 𝗦𝗽𝗲𝗲𝗱: ~0.97 s at 480p · ~2.2 s at 768p per second of output video
• 𝗜𝗻𝗽𝘂𝘁: One portrait with a text script or uploaded audio
• 𝗩𝗼𝗶𝗰𝗲𝘀: 30 voices across 10 languages
• 𝗗𝘂𝗿𝗮𝘁𝗶𝗼𝗻: 1s–3min at 24 fps, in 480p or 768p
• 𝗖𝗼𝗻𝘁𝗿𝗼𝗹: Voice delivery, scene motion, seed, and prompt upsampling
One image, two ways to bring it to life. Use your own audio or generate speech directly from text.
Available via our inference partners @replicate, @eachlabs, @Cloudflare, @scenario_gg, @wavespeed_ai, @WiroAI, Sociaro, @TellersAI, and @togethercompute.
📚 Model docs: docs.api.pruna.ai/guides/mod…
🧩 Try the model through the API or Playground: dashboard.pruna.ai/login
Rayan retweeted
p-video-2-pro is now the undisputed king of video models on @DesignArena.
#1 ELO, Only model on Pareto plots
Rayan retweeted
Munich, join us for Hacktoberfest with @MLHacks !
We're hosting a casual meetup at the Pruna office on October 29!
Come grab a pizza, have a drink, meet other developers, and chat about open source, side projects, or whatever you're building.
No talks or pitches, just a relaxed evening with the local community.
📍 Pruna office, Munich
📅 October 29, 6–9 PM
Hope to see you there!
👉 Sign up: events.mlh.com/events/15374-…
Rayan retweeted
@PrunaAI's P-Video-2 Pro now takes image, video, and audio references 📷
The same model, integration, now accepting references alongside your prompt to condition the generation.
- referenceImages, referenceVideos, referenceAudios
- Works alongside first and last frame control
- First audio input on P-Video-2 Pro
- 5-15s clips, up to 768p, with native audio
From $0.01/s with a 50% launch discount through October 29, on Runware.
Introducing P-Video-2-Pro-Reference based on @MiniMax_AI H3! 🎬
Combine images, videos, and audio references to guide how your video looks, moves, and sounds. Keep characters consistent, transfer motion, and bring different visual elements together in a single generation.
• 𝗜𝗻𝗽𝘂𝘁: Text prompt with image and/or video references, plus optional audio
• 𝗥𝗲𝗳𝗲𝗿𝗲𝗻𝗰𝗲𝘀: Up to 9 images, 3 videos, and 3 audio files
• 𝗗𝘂𝗿𝗮𝘁𝗶𝗼𝗻: 5–15s at 480p or 768p
• 𝗣𝗿𝗶𝗰𝗶𝗻𝗴: Output starting at $0.015/s in Cost mode, with reference inputs billed separately
• 𝗖𝗼𝗻𝘁𝗿𝗼𝗹: First and last frames, seed, aspect ratio, and prompt upsampling
Two modes: Speed and Cost. Choose the trade-off that fits your workflow.
Available via our inference partners @Cloudflare, @scenario_gg, @replicate, @WiroAI, @TellersAI, @eachlabs, @wavespeed_ai, @inference_sh, @_segmind, @togethercompute, @EdenAIco, and @runware
Validated by our benchmark partners @datapointai, @RapidataAI, and @DesignArena
📚 Model docs: docs.api.pruna.ai/guides/mod…
🧩 API: dashboard.pruna.ai/login
Rayan retweeted
That’s a lot of 🟣
Text-to-Video: P-Video-2-Pro is now one of the strongest model families on the @DesignArena leaderboard.
Three P-Video-2-Pro modes rank near the top:
• Cost: #4 · 1321 Elo
• Quality: #5 · 1304 Elo
• Speed: #7 · 1294 Elo
And on the Preference × Speed benchmark, Pruna makes up 4 of the 5 models on the high-preference section of the Pareto frontier.
All three P-Video-2-Pro modes sit on the frontier, offering different trade-offs between preference and generation time.
Cost also lands on the Preference × Price Pareto frontier, starting at just $0.01/s.
One model, three modes. Depending on whether you want to optimise for cost, speed, or quality.
Benchmark by @DesignArena
📚 Documentation: docs.api.pruna.ai/guides/mod…
🧩 API: dashboard.pruna.ai/login
🥇 P-Bench: huggingface.co/spaces/PrunaA…
Rayan retweeted
BREAKING: P-Video-2-Pro (Cost) by @PrunaAI lands on the Pareto frontier for Preference vs Price in both Video and Image to Video on Design Arena.
P-Video-2-Pro (Cost) is 3× cheaper than P-Video-2-Pro (Quality) at only $0.125 per 5-second video, while having an average generation time of ~10 seconds, nearly 10× faster than the average video model.
Congratulations to the @PrunaAI team on this achievement!
Rayan retweeted
Cheapest video model on the market. #2 highest quality on @DesignArena
First time ever. Let that sink in.
P-Video-2-Pro (Cost) lands on the Preference × Price Pareto frontier on @DesignArena, with pricing starting at just $0.01/s.
That holds for both Text-to-Video and Image-to-Video, putting Cost among the strongest price–preference tradeoffs on the benchmark.
At $0.01/s for 480p and $0.025/s for 768p, it’s the cheapest P-Video-2-Pro mode, while still averaging around 10 seconds per generation, nearly 10× faster than the average video model.
Rayan retweeted
According to @datapointai, P-Video-2-Pro is really up there on the cost-quality Pareto frontier with the new cost mode!
Rayan retweeted
Whatever you care about — cost, speed, or quality (or all of these!) — there is now a P-Video-2-Pro mode for it!
With the new cost mode, it costs $0.01 per second at 480p. $0.025 per second at 768p, with 50% off for the first 2 weeks.
Available on Pruna API, and with our partners @Cloudflare, @Scenario_gg, @replicate, @wiroai, @TellersAI, @eachlabs, @edenaico, @runware, @wavespeed_ai, @inference_sh, @togethercompute, and @prodialabs 💜
P-Video-2-Pro now has a Cost mode!
Get the same output quality as Speed mode, now starting from just $0.01/s. Optimised for cost when generation time matters less.
And for launch, it’s 50% off until October 13!
• 𝗜𝗻𝗽𝘂𝘁: Text or first-frame image, with optional last-frame conditioning
• 𝗗𝘂𝗿𝗮𝘁𝗶𝗼𝗻: 5–15s with generated audio
• 𝗣𝗿𝗶𝗰𝗶𝗻𝗴: $0.01/s at 480p · $0.025/s at 768p
• 𝗖𝗼𝗻𝘁𝗿𝗼𝗹: First + last frame, seed, aspect ratio, and prompt upsampling
Three modes: Cost, Speed, Quality. Pick the tradeoff that fits your workflow.
Available via our inference partners @Cloudflare, @Scenario_gg, @replicate, @wiroai, @TellersAI, @eachlabs, @edenaico, @runware, @wavespeed_ai, @inference_sh, @togethercompute, and @prodialabs.
Validated by our benchmark partners @datapointai, @RapidataAI, and @DesignArena.
📚 Model docs: docs.api.pruna.ai/guides/mod…
🧩 API: dashboard.pruna.ai/login
Rayan retweeted
Video generation is officially too fucking cheap to meter at $0.01/s
We just accomplished the unthinkable, frontier quality video generation at the lowest price on the market🫡
Its also 50% off until October 13th! So you can generate videos starting at 0.005$/s
P-Video-2-Pro now has a Cost mode!
Get the same output quality as Speed mode, now starting from just $0.01/s. Optimised for cost when generation time matters less.
And for launch, it’s 50% off until October 13!
• 𝗜𝗻𝗽𝘂𝘁: Text or first-frame image, with optional last-frame conditioning
• 𝗗𝘂𝗿𝗮𝘁𝗶𝗼𝗻: 5–15s with generated audio
• 𝗣𝗿𝗶𝗰𝗶𝗻𝗴: $0.01/s at 480p · $0.025/s at 768p
• 𝗖𝗼𝗻𝘁𝗿𝗼𝗹: First + last frame, seed, aspect ratio, and prompt upsampling
Three modes: Cost, Speed, Quality. Pick the tradeoff that fits your workflow.
Available via our inference partners @Cloudflare, @Scenario_gg, @replicate, @wiroai, @TellersAI, @eachlabs, @edenaico, @runware, @wavespeed_ai, @inference_sh, @togethercompute, and @prodialabs.
Validated by our benchmark partners @datapointai, @RapidataAI, and @DesignArena.
📚 Model docs: docs.api.pruna.ai/guides/mod…
🧩 API: dashboard.pruna.ai/login
Rayan retweeted
The Pruna-Qwen-Image-2.1 Space is now live!
You can now test our few-step LoRA adapters for Qwen-Image-2.1 by @Alibaba_Qwen directly in your browser, no setup or code required.
- 5 steps for maximum speed
- 8 steps for the best balance of speed and quality
- Text-to-image and image editing support
Put it to the test and show us the results. B𝘦𝘵𝘵𝘦𝘳 𝘷𝘦𝘳𝘴𝘪𝘰𝘯𝘴 𝘰𝘯 𝘵𝘩𝘦 𝘸𝘢𝘺. 🚀
Test the Pruna-Qwen-Image-2.1 Space on @huggingface by @_akhaliq: huggingface.co/spaces/PrunaA…
Check Pruna-Qwen-Image-2.1: huggingface.co/PrunaAI/Pruna…
Rayan retweeted
We're open sourcing ultra fast loras for Qwen-Image-2.1!
Check them out here and let us know how we can improve them!
huggingface.co/PrunaAI/Pruna…
Today, we open-source Pruna-Qwen-Image-2.1, a set of a few-step LoRA adapters that make Qwen-Image-2.1 by @Alibaba_Qwen up to 6.3× faster for image generation and editing.
- 𝗛𝗼𝘄 𝗲𝗳𝗳𝗶𝗰𝗶𝗲𝗻𝘁 𝗶𝘀 𝗶𝘁? Generate or edit images in just 5 or 8 steps instead of 40. Choose 5 steps for maximum speed or 8 steps for the best balance.
- 𝗛𝗼𝘄 𝗴𝗼𝗼𝗱 𝗶𝘀 𝗶𝘁? The 8-step adapter is our recommended default. It supports text-to-image and single- or multi-image editing at 1K resolution, with up to three reference images.
- 𝗛𝗼𝘄 𝗱𝗼𝗲𝘀 𝗶𝘁 𝘄𝗼𝗿𝗸?The LoRA adapters load directly on top of Qwen-Image-2.1, while the pipeline remains unchanged. Each adapter uses its own optimized sigma schedule and runs without CFG.
𝘛𝘩𝘪𝘴 𝘪𝘴 𝘫𝘶𝘴𝘵 𝘰𝘶𝘳 𝘧𝘪𝘳𝘴𝘵 𝘳𝘦𝘭𝘦𝘢𝘴𝘦, 𝘸𝘪𝘵𝘩 𝘦𝘷𝘦𝘯 𝘣𝘦𝘵𝘵𝘦𝘳 𝘷𝘦𝘳𝘴𝘪𝘰𝘯𝘴 𝘰𝘯 𝘵𝘩𝘦 𝘸𝘢𝘺. 🚀
Want to try the fast open-source integration? Check it here on Diffusers: buff.ly/1CpiRPp
Want to try the fastest image generation and editing endpoint? Check P-Image-Ideogram and P-Image-Edit here on API: buff.ly/gw5tvUV
Rayan retweeted
Pruna-Qwen-Image-2.1
a set of a few-step LoRA adapters that make Qwen-Image-2.1 up to 6.3× faster for image generation and editing
Generate or edit images in just 5 or 8 steps instead of 40. Choose 5 steps for maximum speed or 8 steps for the best balance
HF workflow: huggingface.co/spaces/akhali…
Rayan retweeted
Super proud to announce that @PrunaAI is releasing a new open-source Lora for Qwen-Image-2.1.
Amazing aesthetics and super fast.
Thank you @Alibaba_Qwen for this amazing model for the community
🤖 Made with AI
Rayan retweeted
PrunaAI dropped Few-step LoRA for Qwen-Image-2.1
- 5/ 8 steps
- 6x faster
- no CFG
- T2I + multi-image editing
huggingface.co/PrunaAI/Pruna…
Rayan retweeted
Nothing is more satisfying than P-Video-2-Pro. Breathe and relax.
P-Video-2-Pro generates a cinematic video from text, a first-frame image, or the first and last frames. Picture and sound in one clip, up to 15 seconds.
Speed from $0.02/s of output video · Quality from $0.04/s
🧪 Free Playground: buff.ly/SFnS9yZ
📚 Documentation: buff.ly/0P6Derc
🧩 API: buff.ly/1l6X0XB