Editor's note: This post is part of the AI Decoded series, which demystifies AI by making the technology more accessible, and which showcases new hardware, software, tools and accelerations for RTX PC users.
As generative AI advances and becomes widespread across industries, the importance of running generative AI applications on local PCs and workstations grows. Local inference gives consumers reduced latency, eliminates their dependency on the network and enables more control over their data.
NVIDIA GeForce and NVIDIA RTX GPUs feature Tensor Cores, dedicated AI hardware accelerators that provide the horsepower to run generative AI locally.
Stable Video Diffusion is now optimized for the NVIDIA TensorRT software development kit, which unlocks the highest-performance generative AI on the more than 100 million Windows PCs and workstations powered by RTX GPUs.
Now, the TensorRT extension for the popular Stable Diffusion WebUI by Automatic1111 is adding support for ControlNets, tools that give users more control to refine generative outputs by adding other images as guidance.
TensorRT acceleration can be put to the test in the new UL Procyon AI Image Generation benchmark, which internal tests have shown accurately replicates real-world performance. It delivered speedups of 50% on a GeForce RTX 4080 SUPER GPU compared with the fastest non-TensorRT implementation.
More Efficient and Precise AI TensorRT enables developers to access the hardware that provides fully optimized AI experiences. AI performance typically doubles compared with running the application on other frameworks.
It also accelerates the most popular generative AI models, like Stable Diffusion and SDXL. Stable Video Diffusion, Stability AI's image-to-video generative AI model, experiences a 40% speedup with TensorRT.
The optimized Stable Video Diffusion 1.1 Image-to-Video model can be downloaded on Hugging Face.
Plus, the TensorRT extension for Stable Diffusion WebUI boosts performance by up to 2x - significantly streamlining Stable Diffusion workflows.
With the extension's latest update, TensorRT optimizations extend to ControlNets - a set of AI models that help guide a diffusion model's output by adding extra conditions. With TensorRT, ControlNets are 40% faster.
TensorRT optimizations extend to ControlNets for improved customization. Users can guide aspects of the output to match an input image, which gives them more control over the final image. They can also use multiple ControlNets together for even greater control. A ControlNet can be a depth map, edge map, normal map or keypoint detection model, among others.
Download the TensorRT extension for Stable Diffusion Web UI on GitHub today.
Other Popular Apps Accelerated by TensorRT Blackmagic Design adopted NVIDIA TensorRT acceleration in update 18.6 of DaVinci Resolve. Its AI tools, like Magic Mask, Speed Warp and Super Scale, run more than 50% faster and up to 2.3x faster on RTX GPUs compared with Macs.
In addition, with TensorRT integration, Topaz Labs saw an up to 60% performance increase in its Photo AI and Video AI apps - such as photo denoising, sharpening, photo super resolution, video slow motion, video super resolution, video stabilization and more - all running on RTX.
Combining Tensor Cores with TensorRT software brings unmatched generative AI performance to local PCs and workstations. And by running locally, several advantages are unlocked:
Performance: Users experience lower latency, since latency becomes independent of network quality when the entire model runs locally. This can be important for real-time use cases such as gaming or video conferencing. NVIDIA RTX offers the fastest AI accelerators, scaling to more than 1,300 AI trillion operations per second, or TOPS.
Cost: Users don't have to pay for cloud services, cloud-hosted application programming interfaces or infrastructure costs for large language model inference.
Always on: Users can access LLM capabilities anywhere they go, without relying on high-bandwidth network connectivity.
Data privacy: Private and proprietary data can always stay on the user's device.
Optimized for LLMs What TensorRT brings to deep learning, NVIDIA TensorRT-LLM brings to the latest LLMs.
TensorRT-LLM, an open-source library that accelerates and optimizes LLM inference, includes out-of-the-box support for popular community models, including Phi-2, Llama2, Gemma, Mistral and Code Llama. Anyone - from developers and creators to enterprise employees and casual users - can experiment with TensorRT-LLM-optimized models in the NVIDIA AI Foundation models. Plus, with the NVIDIA ChatRTX tech demo, users can see the performance of various models running locally on a Windows PC. ChatRTX is built on TensorRT-LLM for optimized performance on RTX GPUs.
NVIDIA is collaborating with the open-source community to develop native TensorRT-LLM connectors to popular application frameworks, including LlamaIndex and LangChain.
These innovations make it easy for developers to use TensorRT-LLM with their applications and experience the best LLM performance with RTX.
Get weekly updates directly in your inbox by subscribing to the AI Decoded newsletter.
North America Stories
27/04/2024
PORTLAND, Oregon Audinate Group Limited, the developer of the Dante AV-over-IP solution, announced significant new additions to Dante Connect, its cloud-based D...
27/04/2024
TORONTO Bell Media has launched 10 English and French-language FAST channels featuring entertainment, factual, news, and sports programming. The new free stream...
27/04/2024
An extensive new analysis of the news segments in the broadcast evening news programs of ABC, CBS, NBC and PBS has found that broadcasters devoted most of their...
27/04/2024
GERMANTOWN, Md. EchoStar's Hughes Network Systems has opened a new manufacturing facility and private 5G incubation center in Germantown, Maryland....
27/04/2024
Harry Pappas, one of three brothers who founded Pappas Telecasting Companies in 1971, died April 24. He was 78 years old....
27/04/2024
ATLANTA and LONDON Mexican telecommunications and broadcast company Televisa has selected Synamedia for an overhaul of its broadcast distribution....
27/04/2024
Participate in the Survey - The Impact of AI on Media and the Creative Industry
Pascal Wagner April 26, 2024
0 Comments
By participating in this surve...
27/04/2024
SDVI Rally Access Workstation Earns Two Top Awards at 2024 NAB Show
Brie Clayton April 26, 2024
0 Comments
SDVI, the leading platform provider for clo...
27/04/2024
Berklee's Music and Health Institute Launches Community Health Musician Cert...
27/04/2024
Charter Communications reported higher first-quarter profits despite continued cord-cutting and competition for broadband customers....
27/04/2024
Two environmentally-focused groups are partnering to engage the unscripted TV world in finding better ways to address climate change. Reality of Change is an ec...
27/04/2024
Sarah Garcia has been promoted to weekend anchor at KTLM McAllen, Texas, known as Telemundo 40. Starting April 27, she will anchor Noticias Telemundo 40 weekend...
27/04/2024
CBS Sports said it launched a new 24-hour free, ad supported streaming television (FAST) channel devoted to the UEFA Champions League....
27/04/2024
Comcast chairman and CEO Brian Roberts received $35.4 million in compensation in 2023, up 11% from the previous year, according to a proxy statement filed by th...
27/04/2024
Art Happens Here With John Lithgow, which sees the actor study dance, ceramics, silk-screen printing and vocal jazz with students in Los Angeles, debuts on PBS ...
27/04/2024
Remember Leave It to Beaver? Bewitched? Dragnet? When cable ratings were rising?...
27/04/2024
Next up for the weekend binge at Catchy Comedy is Gomer Pyle, U.S.M.C. Every weekend, Catchy Comedy features The Catchy Binge, a marathon of a classic sitcom....
26/04/2024
Sundance Film Festival CDMX 2024 kicks-off today with screenings in 5 theaters in Mexico City and the opening-night film, FRIDA, directed by Carla Guti rrez...
26/04/2024
[Editor's Note: This interview is part of a larger feature about the women d...
26/04/2024
Orders1 of $5.5 billion; book-to-bill of 1.06x
Revenue of $5.2 billion, up 17%,...
26/04/2024
Five Considerations For Communications Modernization In The 21st Century
In the digital-enabled battlespace, the Joint Force needs to shoot, move and communica...
26/04/2024
CBS Sports has launched Champions League as a new, 24-hour streaming channel that will serve as the year-round destination for nonstop highlights of the UEFA ...
26/04/2024
Despite tough competition in the streaming space, Roku reported solid results in Q1 2024, beating revenue expectations, with total net revenue up 19% YoY to $88...
26/04/2024
LONDON AND TORONTO Pinewood Toronto Studios has appointed Sarah Farrell as general manager of the Studios in downtown Toronto....
26/04/2024
Quantum to Offer Advanced Filesharing Technology and Performance in StorNext and...
26/04/2024
FilmLight Colour Awards welcomes 2024 entries and introduces new Emerging Talen...
26/04/2024
Picture Shop Announces Chris Evans as Head of Unscripted
Brie Clayton April 26, 2024
0 Comments
Picture Shop announced Chris Evans will lead Unscripte...
26/04/2024
Participate in a Survey - The Impact of AI on Media and the Creative Industry
Pascal Wagner April 26, 2024
0 Comments
By participating in this survey,...
26/04/2024
Toy maker Mattel said it is working with Samsung to launch its first free ad-supported streaming television (FAST) channels later this year....
26/04/2024
Trusted Media Brands (TMB) said it named Marty Moe as president....
26/04/2024
Ron Howard is the director on Jim Henson Idea Man, a documentary that premieres on Disney Plus May 31. Henson of course created Kermit the Frog, Miss Piggy, Big...
26/04/2024
The ice continues to melt under the regional sports network business as the Seattle Kraken of the National Hockey League have made a long-term deal to broadcast...
26/04/2024
Heading into the upfronts, Warner Bros. Discovery said it launched Olli, a first-party data platform advertiser can use for converged, targeted advertising camp...
26/04/2024
CBS has renewed the drama The Equalizer, which will see season five on in 2024-2025. Queen Latifah stars....
26/04/2024
The CW has entered into an exclusive multiyear broadcast partnership for the Miss USA Pageant and the Miss Teen USA Pageant. The 73rd Miss USA Pageant will air ...
26/04/2024
Fuse Media isn't mincing words in a campaign urging its young viewers to register and participate in the 2024 elections....
26/04/2024
Dead Boy Detectives, a series from Neil Gaiman about a detective agency staffed by ghosts, debuts on Netflix April 25. George Rexstrew and Jayden Revri are in t...
26/04/2024
Teradek, the industry leader in wireless video transmitters and receivers, announced today the launch of new Bolt 6 LT 750 and Bolt 6 Monitor Module 750 RX with...
26/04/2024
NEW YORK Amagi has appointed Richard Perkett chief product officer (CPO)....
26/04/2024
WASHINGTON, D.C. The National Association of Broadcasters (NAB) has announced the results of the 2024 NAB Radio and Television Board of Directors elections. The...
26/04/2024
EL SEGUNDO, Calif. & NEW YORK Mattel has announced a deal to launch its first three 24/7 free ad supported streaming (FAST) channels on Samsung TV Plus, Samsung...
26/04/2024
PORTLAND, Maine Viewers here can now receive the NextGen TV signals of five local stations with the launch of ATSC 3.0 service from host station WPFO, which is ...
26/04/2024
TORONTO Rogers Communications has signed a 10-year agreement with Comcast to bring the latest Xfinity products and technology to Canadians....
26/04/2024
Calrec is very pleased to announce the benefits of its highly flexible approach to customer service has been recognized with a third award for the Argo range. T...
26/04/2024
New Adobe Photoshop with Advanced Generative Fill and Generate Image Brings New ...
26/04/2024
Trends And Takeaways From NAB Show 2024
Melanie Ciotti April 25, 2024
0 Comments
NAB's Eric Trabb (right) awards SNS with two NAB Show Product of ...
26/04/2024
Sony's Ci Media Cloud Keeps NHRA Moving
Brie Clayton April 25, 2024
0 Comments
Cloud-Based Media Asset Management and Collaboration Platform Accel...
26/04/2024
Capitol Broadcasting & Leadership Triangle Collaborate for Third Year
Capitol B...
26/04/2024
The staff at CBC Radio have been hard at work creating several new features for listeners and viewers. Several debuts are taking place this spring.
I have nev...
Editor's note: This post is part of the AI Decoded series, which demystifies AI by making the technology more accessible, and which showcases new hardware, software, tools and accelerations for RTX PC users.
