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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%
Each figure is one person. RecommendsCriticizes

Recommended in 11 of 13 months

  1. November 2025: recommended
  2. December 2025: not recommended
  3. January 2026: recommended
  4. February 2026: recommended
  5. March 2026: recommended
  6. April 2026: recommended
  7. May 2026: recommended
  8. June 2026: recommended
  9. July 2026: recommended
  10. August 2026: recommended
  11. September 2026: recommended
  12. October 2026: recommended
  13. 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”
  • 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”
  • 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'”
  • 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”
  • 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'”
  • 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.

AMD ROCm compared with 4 alternatives
ProductRecommendCriticizeApprovalMonthsOwnedBadge
NVIDIA CUDA917355%1218 yrs3 owners—
AMD ROCmThis page479733%113 yrs4 owners—
BarraCUDA21775%2——
Triton18290%8—Approved
ZLUDA13668%8—Approved
See all 12 GPU compute frameworks, ranked

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”

RecommendsComment from 27 Oct 2026 in “IBM CEO says open weight models are now good and cheap on-prem”

“Support has gotten much better in just the last couple months.”

RecommendsComment from 30 Sep 2026 in “Gemini 4 Argon”

“Been able to run all models on day 0 at comparable speeds to Nvidia with similar memory bandwidth.”

RecommendsComment from 29 Sep 2026 in “World Labs is Joining AMD”

“ROCm nightlies do actually support these old cards, just not the ROCm stable releases.”

RecommendsComment from 28 Aug 2026 in “Run Qwen3.8 27B locally: real numbers from my Mac Studio”

“ROCm runs most things just fine without any ceremony or difficulty.”

RecommendsComment from 13 Aug 2026 in “We Have AI at Home Chapter 1: A Box of Scraps”

“ROCM can be installed from the regular repo, and most AI software has ROCM builds by now.”

RecommendsComment from 13 Aug 2026 in “We Have AI at Home Chapter 1: A Box of Scraps”

“there are frequent/constant regressions on the main branch, especially for gfx1151 (Strix Halo)”

CriticizesComment from 12 Aug 2026 in “llama.cpp”

“Yes, ROCm can be used to run frontier models and is being used by OpenAI, Anthropic, and Meta.”

RecommendsComment from 4 Aug 2026 in “DeepSeek V4 Flash on a Single AMD MI300X”

“HIP and ROCm have actually made amazing strides in making CUDA developers' porting work easy”

RecommendsComment from 1 Aug 2026 in “Attention Decode on AMD MI450 GPUs: A Gluon Kernel Optimization Guide”

“lack of a PTX analogue for ROCm was so painful that it set back adoption of AMD GPUs”

MixedComment from 20 Jul 2026 in “SPIR-V on ROCm: A Portable IR for AMD GPUs”

“The "ROCm" situation with Strix Halo was pretty bad for a while. I think it finally stabilized late last year.”

MixedComment from 7 Jul 2026 in “AMD Ryzen AI Halo – $4k AI Dev Kit”

“ROCm stack is not for people though who aren't willing to dig in and patch things themselves.”

MixedComment from 16 Jun 2026 in “Running local models is good now”

“ROCm works great too, the only issue i have had is that my machine froze a couple of times”

MixedComment from 28 Apr 2026 in “Microsoft to Stop Sharing Revenue with Main AI Partner OpenAI”

“around 7.2 it became reliable and as fast as or faster than ROCm 6.4.”

RecommendsComment from 19 Apr 2026 in “My first impressions on the ROCm and Strix Halo”

“it is way less reliable; any upgrade in kernel version or AMD driver and suddenly everything is broken”

CriticizesComment from 19 Apr 2026 in “My first impressions on the ROCm and Strix Halo”

“I've found 0 models or tasks I haven't been able to use with ROCm.”

RecommendsComment from 19 Apr 2026 in “My first impressions on the ROCm and Strix Halo”

“Current ROCm, 7.2.1, works quite well on the Strix Halo.”

RecommendsComment from 19 Apr 2026 in “My first impressions on the ROCm and Strix Halo”

“It is now faster than ROCm - both tg and pp over 16k ctx - on Strix Halo”

MixedComment from 18 Apr 2026 in “(AMD) Build AI Agents That Run Locally”

“Debian build their ROCm with support for all possible devices.”

RecommendsComment from 18 Apr 2026 in “(AMD) Build AI Agents That Run Locally”

“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.”

CriticizesComment from 16 Apr 2026 in “AMD ROCm: 40x slower at linear algebra than older Nvidia GPUs”

“Right now the entire source base is literally throw a bunch of crap into the rocm brand and hope it builds together”

CriticizesComment from 13 Apr 2026 in “Taking on CUDA with ROCm: 'One Step After Another'”

“I got plenty of AI stuff working on my 6750XT years ago.”

RecommendsComment from 13 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”

CriticizesComment from 13 Apr 2026 in “Taking on CUDA with ROCm: 'One Step After Another'”

“I can take a new, officially unsupported version of ROCm and just use it with my 7900 XT”

MixedComment 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.”

CriticizesComment from 13 Apr 2026 in “Taking on CUDA with ROCm: 'One Step After Another'”

“how AMD and Intel keep failing to understand what CUDA, the whole ecosystem, is actually about”

CriticizesComment from 13 Apr 2026 in “Taking on CUDA with ROCm: 'One Step After Another'”

“Supporting only Server grade hardware and ignoring laptop/consumer grade GPU/APU for ROCm was a terrible strategical mistake.”

CriticizesComment from 13 Apr 2026 in “Taking on CUDA with ROCm: 'One Step After Another'”

“ROCm usually only supports two generations of consumer GPUs, and sometimes the latest generation is slow to gain support.”

CriticizesComment from 13 Apr 2026 in “Taking on CUDA with ROCm: 'One Step After Another'”

“It has been a bit of a nightmare and had to package like 30+ deps”

MixedComment from 12 Apr 2026 in “Taking on CUDA with ROCm: 'One Step After Another'”

“It's okay for inference, and okay for training if you don't stray too far beyond plain torch.”

MixedComment from 28 Mar 2026 in “Intel Announces Arc Pro B70 and Arc Pro B65 GPUs”

“ROCm is up and coming, but support ... is still a work in progress, especially for newer chips.”

MixedComment from 5 Mar 2026 in “AMD will bring its "Ryzen AI" processors to standard desktop PCs for first time”

“ROCM finally shaking off its reputation for poor support”

RecommendsComment from 19 Feb 2026 in “Show HN: A physically-based GPU ray tracer written in Julia”

“ROCm is supported by the minority of AMD GPUs, and is accelerated inconsistently across GPU models.”

CriticizesComment from 18 Feb 2026 in “BarraCUDA Open-source CUDA compiler targeting AMD GPUs”

“It's a LOT less bad than it used to be, amd deserves serious credit.”

MixedComment from 18 Feb 2026 in “BarraCUDA Open-source CUDA compiler targeting AMD GPUs”

“it's first party supported by AMD (ROCm LLVM, with a lot upstreamed as well) where it's fairly widely used in production”

RecommendsComment from 18 Feb 2026 in “BarraCUDA Open-source CUDA compiler targeting AMD GPUs”

“AMD's drivers actually come with a recent version of torch that 'just works' on windows”

RecommendsComment from 17 Feb 2026 in “Async/Await on the GPU”

“imo it's been a buggy mess, and I'm talking bugs that make your entire system lock up until you hard reboot”

CriticizesComment from 4 Feb 2026 in “Intel will start making GPUs”

“if vllm is not provided and built against ROCm dependencies it's going to be time consuming”

MixedComment from 19 Jan 2026 in “GLM-4.7-Flash”

“they're actually trying to invest in ROCm and their Instinct ecosystem”

MixedComment from 15 Nov 2025 in “HipKittens: Fast and furious AMD kernels”

“ROCm didn't have such a team until hyperscalers lost their shit over our visibly poor development practices.”

CriticizesComment from 14 Nov 2025 in “HipKittens: Fast and furious AMD kernels”

Counts come from 1,795,640 Hacker News comments, November 2025 to November 2026. How we count. Report a mistake.