AMD ROCm
Ranked 2 of 12 GPU compute frameworks by recommenders
AMD's open-source GPU compute stack for running AI models and CUDA-style code on AMD cards; support has improved a lot, but newer chips and consumer cards often lag behind.
AMD's open-source GPU compute stack for running AI models and CUDA-style code on AMD cards; support has improved a lot, but newer chips and consumer cards often lag behind.
144 people gave an opinion
- recommend it
- 47
- criticize it
- 97
- approval share
- 33%
Recommended in 11 of 13 months
- November 2025: recommended
- December 2025: not recommended
- January 2026: recommended
- February 2026: recommended
- March 2026: recommended
- April 2026: recommended
- May 2026: recommended
- June 2026: recommended
- July 2026: recommended
- August 2026: recommended
- September 2026: recommended
- October 2026: recommended
- November 2026: not recommended (month in progress)
Owned for 3 years
Median of the 4 owners who said how long they have had it.
Each square is one year.
Why it doesn’t carry the badge
- 47 people recommend itNeeds 10 or more, met.
- 0.4 recommenders for every criticNeeds 2 to 1 or better, not met.
- Recommended in 11 of 13 monthsNeeds 4 or more, met.
The same three rules apply to every product, and the badge can’t be bought. How the badge works
What people say about it
The reasons people give, with the number of comments that give each one. Open a reason to read what they said.
Why people recommend it
Each mark is one comment
Support has improved markedly recently
“The "ROCm" situation with Strix Halo was pretty bad for a while. I think it finally stabilized late last year.”
Comment from 7 Jul 2026 in “AMD Ryzen AI Halo – $4k AI Dev Kit” “around 7.2 it became reliable and as fast as or faster than ROCm 6.4.”
Comment from 19 Apr 2026 in “My first impressions on the ROCm and Strix Halo” “It's a LOT less bad than it used to be, amd deserves serious credit.”
Comment from 18 Feb 2026 in “BarraCUDA Open-source CUDA compiler targeting AMD GPUs” - Comment from 30 Sep 2026 in “Gemini 4 Argon”
- Comment from 19 Feb 2026 in “Show HN: A physically-based GPU ray tracer written in Julia”
- Comment from 19 Apr 2026 in “My first impressions on the ROCm and Strix Halo”
Runs most AI models and frameworks
“Been able to run all models on day 0 at comparable speeds to Nvidia with similar memory bandwidth.”
Comment from 29 Sep 2026 in “World Labs is Joining AMD” “Yes, ROCm can be used to run frontier models and is being used by OpenAI, Anthropic, and Meta.”
Comment from 4 Aug 2026 in “DeepSeek V4 Flash on a Single AMD MI300X” “ROCM can be installed from the regular repo, and most AI software has ROCM builds by now.”
Comment from 13 Aug 2026 in “We Have AI at Home Chapter 1: A Box of Scraps” - Comment from 13 Aug 2026 in “We Have AI at Home Chapter 1: A Box of Scraps”
- Comment from 19 Apr 2026 in “My first impressions on the ROCm and Strix Halo”
- Comment from 13 Apr 2026 in “Taking on CUDA with ROCm: 'One Step After Another'”
AMD backing and production use
“it's first party supported by AMD (ROCm LLVM, with a lot upstreamed as well) where it's fairly widely used in production”
Comment from 18 Feb 2026 in “BarraCUDA Open-source CUDA compiler targeting AMD GPUs” “Yes, ROCm can be used to run frontier models and is being used by OpenAI, Anthropic, and Meta.”
Comment from 4 Aug 2026 in “DeepSeek V4 Flash on a Single AMD MI300X” “they're actually trying to invest in ROCm and their Instinct ecosystem”
Comment from 15 Nov 2025 in “HipKittens: Fast and furious AMD kernels” Packages for Windows, Linux and Debian
“ROCM can be installed from the regular repo, and most AI software has ROCM builds by now.”
Comment from 13 Aug 2026 in “We Have AI at Home Chapter 1: A Box of Scraps” “AMD's drivers actually come with a recent version of torch that 'just works' on windows”
Comment from 17 Feb 2026 in “Async/Await on the GPU” “Debian build their ROCm with support for all possible devices.”
Comment from 18 Apr 2026 in “(AMD) Build AI Agents That Run Locally”
What people warn about
Each mark is one comment
Lags on newer and consumer GPUs
“ROCm is up and coming, but support ... is still a work in progress, especially for newer chips.”
Comment from 5 Mar 2026 in “AMD will bring its "Ryzen AI" processors to standard desktop PCs for first time” “Supporting only Server grade hardware and ignoring laptop/consumer grade GPU/APU for ROCm was a terrible strategical mistake.”
Comment from 13 Apr 2026 in “Taking on CUDA with ROCm: 'One Step After Another'” “The day ROCm supports EVERY AMD card on release, just like CUDA does, is the day I will actually believe this marketing hype.”
Comment from 13 Apr 2026 in “Taking on CUDA with ROCm: 'One Step After Another'” - Comment from 13 Apr 2026 in “Taking on CUDA with ROCm: 'One Step After Another'”
- Comment from 18 Feb 2026 in “BarraCUDA Open-source CUDA compiler targeting AMD GPUs”
Crashes and breakage after updates
“ROCm works great too, the only issue i have had is that my machine froze a couple of times”
Comment from 28 Apr 2026 in “Microsoft to Stop Sharing Revenue with Main AI Partner OpenAI” “imo it's been a buggy mess, and I'm talking bugs that make your entire system lock up until you hard reboot”
Comment from 4 Feb 2026 in “Intel will start making GPUs” “it is way less reliable; any upgrade in kernel version or AMD driver and suddenly everything is broken”
Comment from 19 Apr 2026 in “My first impressions on the ROCm and Strix Halo” - Comment from 12 Aug 2026 in “llama.cpp”
Hard setup and manual patching
“ROCm stack is not for people though who aren't willing to dig in and patch things themselves.”
Comment from 16 Jun 2026 in “Running local models is good now” “It has been a bit of a nightmare and had to package like 30+ deps”
Comment from 12 Apr 2026 in “Taking on CUDA with ROCm: 'One Step After Another'” “I guess it counts if you can find the information from one of the many conflicting wikis out there and then figure out how to hack support for your card”
Comment from 13 Apr 2026 in “Taking on CUDA with ROCm: 'One Step After Another'” - Comment from 13 Apr 2026 in “Taking on CUDA with ROCm: 'One Step After Another'”
Slow bug fixes from AMD
“I have been trying to use Jax on AMD/ROCM since 2023 and still can't because of the countless ROCM bugs and terrible response time of their team.”
Comment from 16 Apr 2026 in “AMD ROCm: 40x slower at linear algebra than older Nvidia GPUs” “ROCm didn't have such a team until hyperscalers lost their shit over our visibly poor development practices.”
Comment from 14 Nov 2025 in “HipKittens: Fast and furious AMD kernels” “how AMD and Intel keep failing to understand what CUDA, the whole ecosystem, is actually about”
Comment from 13 Apr 2026 in “Taking on CUDA with ROCm: 'One Step After Another'”
Other GPU compute frameworks people recommend
The four most recommended other GPU compute frameworks, with the same counts for each, so you can compare like for like. The tick on each bar marks the 2 to 1 line the badge needs.
| Product | Recommend | Criticize | Approval | Months | Owned | Badge |
|---|---|---|---|---|---|---|
| NVIDIA CUDA | 91 | 73 | 55% | 12 | 18 yrs3 owners | — |
| AMD ROCmThis page | 47 | 97 | 33% | 11 | 3 yrs4 owners | — |
| BarraCUDA | 21 | 7 | 75% | 2 | — | — |
| Triton | 18 | 2 | 90% | 8 | — | Approved |
| ZLUDA | 13 | 6 | 68% | 8 | — | Approved |
What people said
40 of the 185 comments that mention it, newest first. Each links to the original comment.
“The build uses my machine's ROCM and I just link it instead of embedded all that in an image”
“Support has gotten much better in just the last couple months.”
“Been able to run all models on day 0 at comparable speeds to Nvidia with similar memory bandwidth.”
“ROCm nightlies do actually support these old cards, just not the ROCm stable releases.”
“ROCm runs most things just fine without any ceremony or difficulty.”
“ROCM can be installed from the regular repo, and most AI software has ROCM builds by now.”
“there are frequent/constant regressions on the main branch, especially for gfx1151 (Strix Halo)”
“Yes, ROCm can be used to run frontier models and is being used by OpenAI, Anthropic, and Meta.”
“HIP and ROCm have actually made amazing strides in making CUDA developers' porting work easy”
“lack of a PTX analogue for ROCm was so painful that it set back adoption of AMD GPUs”
“The "ROCm" situation with Strix Halo was pretty bad for a while. I think it finally stabilized late last year.”
“ROCm stack is not for people though who aren't willing to dig in and patch things themselves.”
“ROCm works great too, the only issue i have had is that my machine froze a couple of times”
“around 7.2 it became reliable and as fast as or faster than ROCm 6.4.”
“it is way less reliable; any upgrade in kernel version or AMD driver and suddenly everything is broken”
“I've found 0 models or tasks I haven't been able to use with ROCm.”
“Current ROCm, 7.2.1, works quite well on the Strix Halo.”
“It is now faster than ROCm - both tg and pp over 16k ctx - on Strix Halo”
“Debian build their ROCm with support for all possible devices.”
“I have been trying to use Jax on AMD/ROCM since 2023 and still can't because of the countless ROCM bugs and terrible response time of their team.”
“Right now the entire source base is literally throw a bunch of crap into the rocm brand and hope it builds together”
“I got plenty of AI stuff working on my 6750XT years ago.”
“I guess it counts if you can find the information from one of the many conflicting wikis out there and then figure out how to hack support for your card”
“I can take a new, officially unsupported version of ROCm and just use it with my 7900 XT”
“The day ROCm supports EVERY AMD card on release, just like CUDA does, is the day I will actually believe this marketing hype.”
“how AMD and Intel keep failing to understand what CUDA, the whole ecosystem, is actually about”
“Supporting only Server grade hardware and ignoring laptop/consumer grade GPU/APU for ROCm was a terrible strategical mistake.”
“ROCm usually only supports two generations of consumer GPUs, and sometimes the latest generation is slow to gain support.”
“It has been a bit of a nightmare and had to package like 30+ deps”
“It's okay for inference, and okay for training if you don't stray too far beyond plain torch.”
“ROCm is up and coming, but support ... is still a work in progress, especially for newer chips.”
“ROCM finally shaking off its reputation for poor support”
“ROCm is supported by the minority of AMD GPUs, and is accelerated inconsistently across GPU models.”
“It's a LOT less bad than it used to be, amd deserves serious credit.”
“it's first party supported by AMD (ROCm LLVM, with a lot upstreamed as well) where it's fairly widely used in production”
“AMD's drivers actually come with a recent version of torch that 'just works' on windows”
“imo it's been a buggy mess, and I'm talking bugs that make your entire system lock up until you hard reboot”
“if vllm is not provided and built against ROCm dependencies it's going to be time consuming”
“they're actually trying to invest in ROCm and their Instinct ecosystem”
“ROCm didn't have such a team until hyperscalers lost their shit over our visibly poor development practices.”
Counts come from 1,795,640 Hacker News comments, November 2025 to November 2026. How we count. Report a mistake.