Tesla's New FSD Training Cluster With 10,000 GPUs Comes Online

August 28, 2023

By Kevin Armstrong

Tesla is set to turn on its new NVIDIA-based AI-training cluster

NVIDIA

Today, Tesla is turning on its massive new system to advance its Full Self-Driving (FSD) technology. The system has many technicalities, so Tesla enthusiast and investor, Sawyer Merritt, shared insights on X.com.

Tesla uses Graphic Processing Units (GPUs) to train its neural networks that are used to solve AI-based problems. Training Tesla's AI involves using vast amounts of video to teach the system how to operate a vehicle autonomously and safely. NVIDIA, a leading GPU manufacturer, recently released a new chip, the H100, which offers significantly higher performance than its predecessor, the A100. However, the H100 doesn't come cheap. NVIDIA's latest training-focused GPU costs about $30,000, and Tesla needs more than just a handful.

Tesla's new training cluster will be powered by 10,000 H100 NVIDIA GPUs, bringing its cost to hundreds of millions of dollars for the GPUs alone.

However, due to the high demand for this advanced chip, NVIDIA cannot produce enough H100 units to meet Tesla's, and the industry's growing demand.

The Power of Dojo

As a result, Tesla is investing over $1 billion to develop its own supercomputer, Dojo. Dojo will have a custom-designed chip to train Tesla's neural nets that will be leveraged in FSD and Optimus. Elon Musk, Tesla’s CEO, indicated that if NVIDIA could supply enough chips, the creation of Dojo might not have been necessary. Yet, the current situation has made it imperative for Tesla to take matters into its own hands.

Merritt underscored that the computational power required to train Tesla's FSD technology is a significant challenge. However, Tesla is actively addressing this issue. Musk announced that the company plans to invest over $2 billion in 2023 and again in 2024 to enhance its computational capabilities. This investment is necessary to develop FSD technology and signals Tesla’s commitment to innovation and leadership in the automotive industry.

Groundbreaking Data Centers

Tesla is not only developing its own supercomputer but is also in the process of designing what it describes as its "1st of its kind Data Centers." A recent job listing for a Senior Engineering Program Manager in Austin, Texas, where Tesla's Giga Factory operates, reveals the complexity of this initiative.

The establishment of these data centers is integral to Tesla's broader vision. The company’s need for extensive computing resources is paramount, especially when processing and analyzing large amounts of video data for its self-driving software. The Dojo supercomputer is already a testament to their commitment in this area.

Is Tesla Planning to Add Steam Support to All Vehicles?

December 11, 2024

By Karan Singh

Not a Tesla App

Yesterday, we reported that Tesla updated their Steam integration on Model S and Model X vehicles. The update was part of their 2024 Holiday Update, but it looks like there may be more to this than a simple update.

Steam, a video game library app, makes it easy for users to buy or launch games on their computers. However, a couple of years ago, Valve, who created Steam, launched their own standalone device, the Steam Deck. The Steam Deck runs a custom OS based on Linux.

Steam Launch

When Tesla launched the redesigned Model S and Model X, Tesla introduced a dedicated gaming GPU with 16GB of RAM and touted the ability to play top-tier PC games in Tesla vehicles.

In 2022, Tesla finally launched the Steam app for the Model S and Model X as part of its 2022 Holiday Update. The Steam app runs Steam OS, the same OS as the Steam Deck in a virtual environment.

However, earlier this year, Tesla stopped including the GPU and Steam (Beta) in their vehicles, and we haven’t seen any updates to the Steam in quite some time. In fact, we thought Tesla was axing their gaming-on-the-go dreams.

SteamOS Update

The Steam app, which is still in Beta, is getting an interesting update for the Model S and Model X vehicles with the discrete GPU.

Those vehicles received an update to SteamOS 3.6 - the same version of SteamOS that runs on the Steam Deck. While nothing has visually changed, there’s a long list of performance optimizations under the hood to get things running smoother.

Comparing Steam Deck to Tesla Vehicles

Let’s take a look at the Steam Deck - according to Valve, its onboard Zen4 CPU and GPU combined push a total of 2 TFlops of data, which is fairly respectable, but much lower than today’s home consoles. The Steam Deck is capable of 720p gaming fairly seamlessly on low-to-medium settings on the go and is also built on the AMD platform.

AMD-equipped Teslas, including the Model 3 and Model Y, are packing an older Zen+ (Zen 1.5) APU (processor with a combined CPU and GPU). AMD claims that the V1000 - the same embedded chip as on AMD Tesla vehicles (YE1807C3T4MFB), brings up to 3.6 TFLops of processing power with it, including 4K encoding and decoding with the integrated GPU on board.

While that’s not enough for 4K gaming or comparable to a full-blown console or desktop GPU, that’s enough raw horsepower for light gaming and is currently more powerful than the Steam Deck.

The Model S and Model X’s GPU brings that up to about 10TFlops of power - comparable to modern consoles like the Xbox Series X at 12 TFlops.

Steam Gaming for All Vehicles?

The fact that Tesla is updating SteamOS even though the feature is no longer available in any new vehicles could indicate that Tesla is not only bringing Steam back to Teslas but that it’s going to play a much bigger role.

While SteamOS is run in a virtual environment on top of Tesla’s own OS, we could see Tesla bring SteamOS to all of its current vehicles, including the Model 3, Model Y, and Cybertruck. Steam in these vehicles would likely support any game that’s capable of running on the Steam Deck.

We think this Steam update, which includes performance improvements and a variety of fixes, has quietly passed under most people’s radars. This could be a very exciting update for those who enjoy gaming, especially for those who love to do it in their Tesla.

Tesla Holiday Update Weather Features: All the Small Details

December 11, 2024

By Karan Singh

Robert Rosenfeld / YouTube

As part of Tesla’s 2024 Holiday Update, Tesla included two awesome new features - Weather at Destination and the long-awaited Weather Radar Overlay. These two features are big upgrades built upon the weather feature that was added in update 2024.26. The original weather feature added an hourly forecast, as well as the chance of precipitation, UV index, Air Quality Index, and other data.

However, this update also added some smaller weather touches, such as the vehicle alerting you if the weather at the destination will be drastically different from the current weather.

Not a Tesla App

Weather At Destination

When you’re navigating to a destination and viewing the full navigation direction list, the text under the arrival time will show you the expected weather next to your destination. You can also tap this, and the full weather pop-up will show up, showing your destination's full set of weather information.

Note the weather under the arrival time

Not a Tesla App

You can also tap the weather icon at the top of the interface at any time and tap Destination to switch between the weather at your current location and the weather at your destination.

You’re probably considering that the weather at your destination doesn’t matter when you’re three hours away - but that’s all taken into account by the trip planner. It will add in both charge time and travel time and show you the weather at your destination at your expected arrival time.

And if the weather is drastically different or inclement, such as rain or snow, while you’ve got sunshine and rainbows - the weather will be shown above the destination ETA for a few moments before it tucks itself away.

Tesla also recently introduced a new voice command. Asking, “What’s the weather?” or something similar will now bring up Tesla’s weather popup.

The weather pop-up above the ETA

Not a Tesla App

One limitation, though—if you’re planning a long road trip that is more than a day of driving, the weather at destination feature won’t be available until you get closer.

Weather Radar Overlay

As part of the improvements to weather, Tesla has also added a radar overlay for precipitation. You can access the new radar overlay by tapping the map and then tapping the weather icon on the right side of the map. It’ll bring up a radar overlay centered on your vehicle. It’ll animate through the radar data over the last 3 hours so that you can see the direction of the storm, but you can also pause it at any point.

You’re able to scroll around in this view and see the weather anywhere, even if you zoom out. It also works while you’re driving, although it can be a little confusing if you’re trying to pay attention to the navigation system. If you like to have Points of Interest enabled on your map, the weather overlay will hide POIs except for Charging POIs.

Requirements / Data

Unfortunately, you’ll need Premium Connectivity for any of the weather features to work, and being on WiFi or using a hotspot will not be enough to get the data to show up. The data, including the weather radar, is provided by The Weather Channel.

As for supported models, weather and weather at destination are available on all vehicles except for the 2012-2020 Model S and Model X. The weather radar has more strict requirements and requires the newer AMD Ryzen-powered infotainment center available on the 2021+ Model S and Model X and more recent Model 3 and Model Y vehicles.