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Groups > sci.math > #647003

miniTriton CUDA is an alternative to torch variants (Was: Why forget Bulgarians, never on my mind)

From Mild Shock <janburse@fastmail.fm>
Newsgroups sci.math, sci.physics.relativity
Subject miniTriton CUDA is an alternative to torch variants (Was: Why forget Bulgarians, never on my mind)
Date 2026-07-27 09:40 +0200
Message-ID <114721k$gc17$1@solani.org> (permalink)
References (1 earlier) <1140bc7$bdpp$1@solani.org> <1140ciu$bue1$1@solani.org> <1145hhc$fdqk$1@solani.org> <ZDGdnbf3T4PLTPv3nZ2dnZfqnPudnZ2d@giganews.com> <11470h4$gapi$1@solani.org>

Cross-posted to 2 groups.

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Hi,

Some counter PyTorch Python trends are
for example OpenAIs Triton. And the variant
miniTriton CUDA vibe produced by Kimi K3 (sic!):

"We further tested whether Kimi K3 could build
a GPU programming system from scratch. Kimi K3
developed MiniTriton, a compact Triton-like
compiler with its own tile-level IR layer over
MLIR, optimization passes, and a PTX code-
generation pipeline.

Across supported roofline benchmarks, MiniTriton
delivers performance on par with or better than
Triton and torch.compile — beating Triton on
certain workloads. Beyond microbenchmarks,
MiniTriton sustains end-to-end nanoGPT training
with stable convergence, the loss curve

closely tracking the reference with only minor
divergence — validating the full pipeline on a
realistic workload. These results demonstrate
that Kimi K3 can build a coherent end-to-end
compiler — from DSL frontend and IR passes to
PTX codegen and runtime — rather than isolated

kernels; its from-scratch Tensor Core path
already rivals Triton’s extensively optimized stack."

GPU Compiler Development
https://www.kimi.com/blog/kimi-k3

Although many GPU corporate stuff is anonymized,
and some AI papers have lists of 30 authors. Here
nanoGPT is mentioned which is tied to the name

Andrej Karpathy. See also here:

Update Nov 2025 nanoGPT has a new and
improved cousin called nanochat.
https://github.com/karpathy/nanogpt

But as can be seen, he moved on to another project.

Bye

Mild Shock schrieb:
> Hi,
> 
> Whats this "forget" trope of glue sniffing
> Rossy Boy with his herpes blisters?
> 
>  > Bulgarians, that's some real Boris and Natasha crap,
>  > forget Hungarians and Bulgarians.
> 
> Why should I forget Bulgarians,
> they are never on my mind. Do you
> see me doing ggml stuff?
> 
> I only hypothesized that it is
> over for Python as the machine
> learning language or AI inferencing
> 
> locally on AI laptops language, and
> made the ggml case, so I already forgot
> about them. Which might give you a glimps,
> 
> why WebGPU was used for this here:
> 
> 11.4 Giga Lips with a Budget Laptop
> https://github.com/Jean-Luc-Picard-2021/gigabudget
> 
> Is an interesting choice. Even
> github has some Languages statistics,
> giving an account what I used:
> 
> HTML 67.5% JavaScript 23.1% CSS 9.4%
> 
> Have Fun!
> 
> Bye
> 
> P.S.: The example below is not p-adics,
> you complete imbecil moron. Its just:
> 
> 7-11 cubic Solution by Pritchard & Gries
> https://www.cs.cornell.edu/gries/TechReports/83-574.pdf
> 
> Ross Finlayson schrieb:
>> On 07/26/2026 10:52 AM, Mild Shock wrote:
>>> Hi,
>>>
>>> You see it all boils down to find your inner peace
>>> by an immaculate inception of some queue datatype.
>>>
>>> KOAN/Fortran-S was an early 1990s research programming
>>> system for distributed-memory multiprocessors . Developed
>>> at ENS Lyon in the early 1990s . Often listed alongside
>>> other historical parallel programming efforts.
>>>
>>> The Message Passing: The research explicitly
>>> compared the SVM approach against message passing
>>> on the same hardware . The finding was that SVM
>>> could achieve good performance without the low-level
>>>
>>> complexity of managing explicit messages, though
>>> the best results often came from a hybrid approach (sic!)
>>> Here is an interesting baseline, from Java,
>>> a class ElevenSingle that only does:
>>>
>>>      public static void run() {
>>>          for (int A = 1; A < 192; A++) {
>>>              int Y = (771-A)/3;
>>>              for (int B = A; B < Y; B++) {
>>>                  int Z = (771-A-B)/2;
>>>                  for (int C = B; C < Z; C++) {
>>>                      int D = 711-A-B-C;
>>>                      if (A*B*C == 711000000/D &&
>>>                            711000000 % D == 0)
>>>      System.out.println("A="+A+", B="+B+", C="+C+", D="+D);
>>>                  }
>>>              }
>>>          }
>>>      }
>>>
>>> And then compare it to ElevenMulti, doing some
>>> Work Balancing Scheduler Tetris Game with 8 cores:
>>>
>>> ElevenSingle
>>> A=120, B=125, C=150, D=316
>>> 6.628 ms
>>>
>>> ElevenMulti
>>> A=120, B=125, C=150, D=316
>>> 1.941 ms
>>>
>>> Not great, not terrible!
>>>
>>> Bye
>>
>> Oh, that's just "tricks of p-adic arithmetic".
>>
>> Like other sock-puppet howler trolls, when confronted
>> with its base incredulity, it will descend to its
>> lower levers of the pathos variety.
>>
>> You might be happier learning about Julia trees and
>> raster ops, instead of shilling yet another Ramanujan
>> series without saying how it's made.
>>
>> Bulgarians, that's some real Boris and Natasha crap,
>> forget Hungarians and Bulgarians.
>>
>>
> 

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Thread

The Wuhan Virus that destroyed Python [ggml Manifesto] Mild Shock <janburse@fastmail.fm> - 2026-07-22 21:00 +0200
  Deadlock Exorcism: Switch from Push to Pull [A pi-calculus Specification of Prolog] (Re: The Wuhan Virus that destroyed Python [ggml Manifesto]) Mild Shock <janburse@fastmail.fm> - 2026-07-23 00:23 +0200
    Why do you even need a mpmc queue? [Thunder Kittens] (Re: Deadlock Exorcism: Switch from Push to Pull) Mild Shock <janburse@fastmail.fm> - 2026-07-23 08:43 +0200
      Trivial balancing example for (int i=0; i<global_id; i++) (Re: Why do you even need a mpmc queue? [Thunder Kittens]) Mild Shock <janburse@fastmail.fm> - 2026-07-23 08:57 +0200
        Enqueue/dequeue need not be fast and can spinn ["fairness" questions] (Was: Trivial balancing example for (int i=0; i<global_id; i++)) Mild Shock <janburse@fastmail.fm> - 2026-07-23 09:11 +0200
          The Pixel Phone AI Experiment Song (Re: Enqueue/dequeue need not be fast and can spinn ["fairness" questions] ) Mild Shock <janburse@fastmail.fm> - 2026-07-23 09:21 +0200
      Re: Why do you even need a mpmc queue? [Thunder Kittens] (Re: Deadlock Exorcism: Switch from Push to Pull) Ross Finlayson <ross.a.finlayson@gmail.com> - 2026-07-23 08:24 -0700
  Potential Python Recovery: Free Threading [3.13 release] (Was: The Wuhan Virus that destroyed Python [ggml Manifesto]) Mild Shock <janburse@fastmail.fm> - 2026-07-23 10:19 +0200
    Re: Potential Python Recovery: Free Threading [3.13 release] (Was: The Wuhan Virus that destroyed Python [ggml Manifesto]) Ross Valikhanov <kavna@rl.ru> - 2026-07-23 16:01 +0000
  Re: The Wuhan Virus that destroyed Python [ggml Manifesto] Ramon Dubenkov <omd@nnk.ru> - 2026-07-23 13:38 +0000
  The things XILINX braught to the AMD table (Was: The Wuhan Virus that destroyed Python [ggml Manifesto]) Mild Shock <janburse@fastmail.fm> - 2026-07-23 18:47 +0200
    NIVIDIA evacuated its Chinese market [Tau Scaling] (Was: The things XILINX braught to the AMD table) Mild Shock <janburse@fastmail.fm> - 2026-07-23 19:11 +0200
    NVIDIA evacuated its Chinese market [Tau Scaling] (Re: The things XILINX braught to the AMD table) Mild Shock <janburse@fastmail.fm> - 2026-07-23 19:12 +0200
      Re: NVIDIA evacuated its Chinese market [Tau Scaling] (Re: The things XILINX braught to the AMD table) Lane W <cactus_DAC@yahoo.com> - 2026-07-23 11:22 -0600
        Micro penis mother sung arias (Was: NVIDIA evacuated its Chinese market [Tau Scaling]) Mild Shock <janburse@fastmail.fm> - 2026-07-24 14:38 +0200
          Re: Micro penis mother sung arias (Was: NVIDIA evacuated its Chinese market [Tau Scaling]) Lane W <cactus_DAC@yahoo.com> - 2026-07-24 07:15 -0600
            Micro penis brain is in constant hiatus (Was: Micro penis mother sung arias) Mild Shock <janburse@fastmail.fm> - 2026-07-24 15:24 +0200
              Re: Micro penis brain is in constant hiatus (Was: Micro penis mother sung arias) Mild Shock <janburse@fastmail.fm> - 2026-07-24 15:36 +0200
              Ignoramus or Ignorabimus: I don't care (π-WAM) (Re: Micro penis brain is in constant hiatus) Mild Shock <janburse@fastmail.fm> - 2026-07-24 15:38 +0200
                Re: Ignoramus or Ignorabimus: I don't care (π-WAM) (Re: Micro penis brain is in constant hiatus) Lane W <cactus_DAC@yahoo.com> - 2026-07-24 08:31 -0600
                You are a moron, brainless putin payed (Was: Ignoramus or Ignorabimus: I don't care (π-WAM)) Mild Shock <janburse@fastmail.fm> - 2026-07-24 18:01 +0200
                Re: You are a moron, brainless putin payed (Was: Ignoramus or Ignorabimus: I don't care (π-WAM)) Lane W <cactus_DAC@yahoo.com> - 2026-07-24 10:27 -0600
                Yeah keep reading my posts, uninspired fool (Was: You are a moron, brainless putin payed) Mild Shock <janburse@fastmail.fm> - 2026-07-24 19:45 +0200
                Re: Yeah keep reading my posts, uninspired fool (Was: You are a moron, brainless putin payed) Lane W <cactus_DAC@yahoo.com> - 2026-07-24 12:11 -0600
                LoL (Was: Yeah keep reading my posts, uninspired fool ) Mild Shock <janburse@fastmail.fm> - 2026-07-24 20:12 +0200
                Re: LoL (Was: Yeah keep reading my posts, uninspired fool ) Lane W <cactus_DAC@yahoo.com> - 2026-07-24 12:53 -0600
                Out of the blue accusation span 15 days [Empirical USENET study] (Was: Ignoramus or Ignorabimus: I don't care (π-WAM)) Mild Shock <janburse@fastmail.fm> - 2026-07-24 20:26 +0200
  Little Data Center on Your Palm [AI Laptops for 500 USD] (Was: The Wuhan Virus that destroyed Python [ggml Manifesto] Mild Shock <janburse@fastmail.fm> - 2026-07-24 17:58 +0200
    2008: 4 Blades + Tesla S1070 versus 2026: 1 AI Laptop (Re: Little Data Center on Your Palm [AI Laptops for 500 USD]) Mild Shock <janburse@fastmail.fm> - 2026-07-24 18:16 +0200
    Re: Little Data Center on Your Palm [AI Laptops for 500 USD] (Was: The Wuhan Virus that destroyed Python [ggml Manifesto] Bradford Babkoff <ffb@odbb.ru> - 2026-07-24 18:05 +0000
      LoL (Was: Little Data Center on Your Palm [AI Laptops for 500 USD]) Mild Shock <janburse@fastmail.fm> - 2026-07-24 20:11 +0200
  Hurry the blue bus doesnt stop indefinitely (Was: The Wuhan Virus that destroyed Python [ggml Manifesto]) Mild Shock <janburse@fastmail.fm> - 2026-07-24 20:36 +0200
    Not SIMD, a MIMD design for NVIDIA Volta (Re: Hurry the blue bus doesnt stop indefinitely) Mild Shock <janburse@fastmail.fm> - 2026-07-24 20:57 +0200
      Could take 3-4 months find machine / browser (Was Not SIMD, a MIMD design for NVIDIA Volta) Mild Shock <janburse@fastmail.fm> - 2026-07-24 21:15 +0200
      The Koan of pi-WAM queues [FORTRAN-S] (Was: Not SIMD, a MIMD design for NVIDIA Volta) Mild Shock <janburse@fastmail.fm> - 2026-07-26 19:52 +0200
        The turbo capping of AI Laptops (Re: The Koan of pi-WAM queues [FORTRAN-S]) Mild Shock <janburse@fastmail.fm> - 2026-07-26 20:01 +0200
        Re: The Koan of pi-WAM queues [FORTRAN-S] (Was: Not SIMD, a MIMD design for NVIDIA Volta) Ross Finlayson <ross.a.finlayson@gmail.com> - 2026-07-26 20:33 -0700
          Why forget Bulgarians, never on my mind (Re: The Koan of pi-WAM queues [FORTRAN-S] (Was: Not SIMD, a MIMD design for NVIDIA Volta) Mild Shock <janburse@fastmail.fm> - 2026-07-27 09:14 +0200
            miniTriton CUDA is an alternative to torch variants (Was: Why forget Bulgarians, never on my mind) Mild Shock <janburse@fastmail.fm> - 2026-07-27 09:40 +0200
              Andrej Karpathy original gangster of Budget Laptop (Was: miniTriton CUDA is an alternative to torch variants) Mild Shock <janburse@fastmail.fm> - 2026-07-27 09:51 +0200
                Re: Andrej Karpathy original gangster of Budget Laptop (Was: miniTriton CUDA is an alternative to torch variants) Ross Finlayson <ross.a.finlayson@gmail.com> - 2026-07-27 01:41 -0700
            Re: Why forget Bulgarians, never on my mind (Re: The Koan of pi-WAM queues [FORTRAN-S] (Was: Not SIMD, a MIMD design for NVIDIA Volta) Ross Finlayson <ross.a.finlayson@gmail.com> - 2026-07-27 01:38 -0700
            The evolution of hardware and GPT-2 training (Was: Why forget Bulgarians, never on my mind) Mild Shock <janburse@fastmail.fm> - 2026-07-27 10:56 +0200
              How speed up π-WAM with vector operations (Was: The evolution of hardware and GPT-2 training) Mild Shock <janburse@fastmail.fm> - 2026-07-27 11:08 +0200
                AI accelerator extend from GPU to CPU [Zero Copying] (Was: How speed up π-WAM with vector operations) Mild Shock <janburse@fastmail.fm> - 2026-07-27 11:21 +0200
                The invention of vector and matrix registers [NVIDIA Volta] (Was: AI accelerator extend from GPU to CPU [Zero Copying]) Mild Shock <janburse@fastmail.fm> - 2026-07-27 13:20 +0200
                Maybe they should have named it NVIDIA Einstein [Rossy Boy Toe Sucking] (Re: The invention of vector and matrix registers [NVIDIA Volta] (Was: AI accelerator extend from GPU to CPU [Zero Copying]) Mild Shock <janburse@fastmail.fm> - 2026-07-27 17:14 +0200
    Potato Computer owner impressed by Ukraine Tech [Rossy Boys Brother?] (Re: Hurry the blue bus doesnt stop indefinitely) Mild Shock <janburse@fastmail.fm> - 2026-07-27 16:57 +0200

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