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  3. I keep seeing lots of people saying "LLMs are like compilers/assemblers for prompts"

I keep seeing lots of people saying "LLMs are like compilers/assemblers for prompts"

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  • dryak@mstdn.scienceD dryak@mstdn.science

    @mcc @mntmn @cwebber speaking of expanding to more users and of assembler:

    An argument I've heard is that: in the past high level compiled languages have replaced assembler, and LLMs are the next step.

    Well, assembler -- and assembler-adjacent stuff like C's SIMD intrinsics -- are still relied upon (think finely optimised low-lvl libraries in some fields like gaming, video codecs, and number crunching in scientific data analysis).
    ...

    dryak@mstdn.scienceD This user is from outside of this forum
    dryak@mstdn.scienceD This user is from outside of this forum
    dryak@mstdn.science
    wrote sidst redigeret af
    #23

    @mcc @mntmn @cwebber ...
    It's not gone. I suspect there might be even more people with the know how than back in the days.
    It's just that thier numbers haven't grown as fast as, e.g., the number of people who nowadays know only Python or other high-lvl languages, and would never dare to learn anything lower-lvl and would be abandonning computing back in the days.
    ...

    dryak@mstdn.scienceD 1 Reply Last reply
    0
    • dryak@mstdn.scienceD dryak@mstdn.science

      @mcc @mntmn @cwebber ...
      It's not gone. I suspect there might be even more people with the know how than back in the days.
      It's just that thier numbers haven't grown as fast as, e.g., the number of people who nowadays know only Python or other high-lvl languages, and would never dare to learn anything lower-lvl and would be abandonning computing back in the days.
      ...

      dryak@mstdn.scienceD This user is from outside of this forum
      dryak@mstdn.scienceD This user is from outside of this forum
      dryak@mstdn.science
      wrote sidst redigeret af
      #24

      @mcc @mntmn @cwebber ...
      Proper software engineering done by human with brains that can hold an actual mental model of the design implication isn't going away.

      At best, what we have is a (very unreliable) tool that will allow people who are utterly allergic to programming languages to still be able to play around code.

      1 Reply Last reply
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      • cwebber@social.coopC cwebber@social.coop

        I keep seeing lots of people saying "LLMs are like compilers/assemblers for prompts"

        Noooooooooo
        Noooooooooooooooooooooooooooo

        LLMs are not compilers, and they're not assemblers. Determinism is a key aspect to assemblers and compilers.

        And they *certainly* can't be part of a reproducible pipeline

        smn@l3ib.orgS This user is from outside of this forum
        smn@l3ib.orgS This user is from outside of this forum
        smn@l3ib.org
        wrote sidst redigeret af
        #25

        @cwebber they're lossy pseudorandom decompression

        1 Reply Last reply
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        • cstanhope@social.coopC cstanhope@social.coop

          @drwho @mcc @mntmn @cwebber

          I once heard a joke that went something like:

          Q: What's the highest level language you can program in?

          A: Grad student.

          (I only mention the joke because the underlying truth of it seems to be exposed in many ways, including the current LLM mess we're in.)

          O This user is from outside of this forum
          O This user is from outside of this forum
          octorine@fosstodon.org
          wrote sidst redigeret af
          #26

          @cstanhope @drwho @mcc @mntmn @cwebber And to bring it full circle, grad students *can* be compilers.

          1 Reply Last reply
          0
          • mntmn@mastodon.socialM mntmn@mastodon.social

            @cwebber exactly this. on the flip side, there seemed to be a vast desire among management types and maybe hobbyists for some super easy super high level language. but idk if it's even worth going there. avoiding the details only works until it doesn't

            O This user is from outside of this forum
            O This user is from outside of this forum
            octorine@fosstodon.org
            wrote sidst redigeret af
            #27

            @mntmn @cwebber My company is 100% invested in ai. It's all management talks about. Before LLMs, we were all in on no-code or low code languages, web robots and such.

            It's basically the same fantasy as before, but this time the whole world is along for the ride.

            1 Reply Last reply
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            • cwebber@social.coopC cwebber@social.coop

              @joeyh I mean real talk that's why I don't play preset seeds in roguelikes, hooked on that RNG juice

              alina@girldick.gayA This user is from outside of this forum
              alina@girldick.gayA This user is from outside of this forum
              alina@girldick.gay
              wrote sidst redigeret af
              #28

              @cwebber @joeyh the binding of isaac, enter the gungeon and dead cells are worse than a slot machine for my adhd brain

              1 Reply Last reply
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              • cwebber@social.coopC cwebber@social.coop

                I keep seeing lots of people saying "LLMs are like compilers/assemblers for prompts"

                Noooooooooo
                Noooooooooooooooooooooooooooo

                LLMs are not compilers, and they're not assemblers. Determinism is a key aspect to assemblers and compilers.

                And they *certainly* can't be part of a reproducible pipeline

                mirabilos@toot.mirbsd.orgM This user is from outside of this forum
                mirabilos@toot.mirbsd.orgM This user is from outside of this forum
                mirabilos@toot.mirbsd.org
                wrote sidst redigeret af
                #29

                @cwebber oh, they could… if you operated them yourself. Snapshotting, and saving the PRNG seed.

                1 Reply Last reply
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                • cwebber@social.coopC cwebber@social.coop

                  I keep seeing lots of people saying "LLMs are like compilers/assemblers for prompts"

                  Noooooooooo
                  Noooooooooooooooooooooooooooo

                  LLMs are not compilers, and they're not assemblers. Determinism is a key aspect to assemblers and compilers.

                  And they *certainly* can't be part of a reproducible pipeline

                  rdviii@famichiki.jpR This user is from outside of this forum
                  rdviii@famichiki.jpR This user is from outside of this forum
                  rdviii@famichiki.jp
                  wrote sidst redigeret af
                  #30

                  @cwebber mostly agree, especially about them not being compilers, but some compilers aren't deterministic. You'll get a different result in memory layout or optimization sometimes. Especially for quantum compilers, where the compilation process itself is known to be NP hard, so heuristics are used.

                  yaleman@mastodon.socialY 1 Reply Last reply
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                  • eramdam@social.erambert.meE eramdam@social.erambert.me

                    @cwebber If I hear "LLMs are like higher level languages" one more time I will end up on the news, i think

                    kkarhan@infosec.spaceK This user is from outside of this forum
                    kkarhan@infosec.spaceK This user is from outside of this forum
                    kkarhan@infosec.space
                    wrote sidst redigeret af
                    #31

                    @eramdam @cwebber +1

                    1 Reply Last reply
                    0
                    • cwebber@social.coopC cwebber@social.coop

                      I keep seeing lots of people saying "LLMs are like compilers/assemblers for prompts"

                      Noooooooooo
                      Noooooooooooooooooooooooooooo

                      LLMs are not compilers, and they're not assemblers. Determinism is a key aspect to assemblers and compilers.

                      And they *certainly* can't be part of a reproducible pipeline

                      nobody@mastodon.acm.orgN This user is from outside of this forum
                      nobody@mastodon.acm.orgN This user is from outside of this forum
                      nobody@mastodon.acm.org
                      wrote sidst redigeret af
                      #32

                      @cwebber
                      PGO go brrrrr

                      1 Reply Last reply
                      0
                      • cwebber@social.coopC cwebber@social.coop

                        I keep seeing lots of people saying "LLMs are like compilers/assemblers for prompts"

                        Noooooooooo
                        Noooooooooooooooooooooooooooo

                        LLMs are not compilers, and they're not assemblers. Determinism is a key aspect to assemblers and compilers.

                        And they *certainly* can't be part of a reproducible pipeline

                        baloouriza@social.tulsa.ok.usB This user is from outside of this forum
                        baloouriza@social.tulsa.ok.usB This user is from outside of this forum
                        baloouriza@social.tulsa.ok.us
                        wrote sidst redigeret af
                        #33

                        @cwebber This is more like the Pentium 4 idea of predictive branching, but with even larger pipeline stalls. Except the P4 could still do math.

                        1 Reply Last reply
                        0
                        • drwho@masto.hackers.townD drwho@masto.hackers.town

                          @cstanhope @mcc @mntmn @cwebber I like it.

                          ryanc@infosec.exchangeR This user is from outside of this forum
                          ryanc@infosec.exchangeR This user is from outside of this forum
                          ryanc@infosec.exchange
                          wrote sidst redigeret af
                          #34

                          @drwho @cstanhope @mcc @mntmn @cwebber Honestly, I would prefer LLM generated code over grad student generated code.

                          1 Reply Last reply
                          0
                          • rdviii@famichiki.jpR rdviii@famichiki.jp

                            @cwebber mostly agree, especially about them not being compilers, but some compilers aren't deterministic. You'll get a different result in memory layout or optimization sometimes. Especially for quantum compilers, where the compilation process itself is known to be NP hard, so heuristics are used.

                            yaleman@mastodon.socialY This user is from outside of this forum
                            yaleman@mastodon.socialY This user is from outside of this forum
                            yaleman@mastodon.social
                            wrote sidst redigeret af
                            #35

                            @rdviii Ok but who's actually talking about *quantum compilers* when they are just saying "compilers" as a general term? ... other than people who work exclusively on QC's, who would be ... an incredibly tiny minority 🙂

                            1 Reply Last reply
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                            • cwebber@social.coopC cwebber@social.coop

                              I keep seeing lots of people saying "LLMs are like compilers/assemblers for prompts"

                              Noooooooooo
                              Noooooooooooooooooooooooooooo

                              LLMs are not compilers, and they're not assemblers. Determinism is a key aspect to assemblers and compilers.

                              And they *certainly* can't be part of a reproducible pipeline

                              kkarhan@infosec.spaceK This user is from outside of this forum
                              kkarhan@infosec.spaceK This user is from outside of this forum
                              kkarhan@infosec.space
                              wrote sidst redigeret af
                              #36

                              @cwebber precisely that!

                              A #shitposting - Program is anything but #reproduceable and I want #ReproduceableBuilds for #auditability, #security and #transparency.

                              • That's the whole reason I do @OS1337: To have something so fundamentally simple and compact that it is (at least in theory - at some point) financially feasible to crowdfund complete code audits of the entire system.
                                • I don't want people to trust me blindly, but to earn trust in the few things I code.

                              That's why I treat any "#AI" / #AIslop the same way @dolphin treat any leaks from Nintendo:

                              • I'm not even gonna look at it!
                              1 Reply Last reply
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                              • cwebber@social.coopC cwebber@social.coop

                                I keep seeing lots of people saying "LLMs are like compilers/assemblers for prompts"

                                Noooooooooo
                                Noooooooooooooooooooooooooooo

                                LLMs are not compilers, and they're not assemblers. Determinism is a key aspect to assemblers and compilers.

                                And they *certainly* can't be part of a reproducible pipeline

                                pautasso@scholar.socialP This user is from outside of this forum
                                pautasso@scholar.socialP This user is from outside of this forum
                                pautasso@scholar.social
                                wrote sidst redigeret af
                                #37

                                @cwebber if, just like with asm, reading and reviewing generated code is not longer a necessary thing, then the productivity bottleneck shifts to how much time is spent "engineering" the prompt.

                                1 Reply Last reply
                                0
                                • cwebber@social.coopC cwebber@social.coop

                                  @joeyh I mean real talk that's why I don't play preset seeds in roguelikes, hooked on that RNG juice

                                  eviloatmeal@ak.angelstrapped.comE This user is from outside of this forum
                                  eviloatmeal@ak.angelstrapped.comE This user is from outside of this forum
                                  eviloatmeal@ak.angelstrapped.com
                                  wrote sidst redigeret af
                                  #38
                                  @cwebber @joeyh If someone invented an LLM that gave me powerups and metaprogression, I might be slightly interested.
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                                  0
                                  • cwebber@social.coopC This user is from outside of this forum
                                    cwebber@social.coopC This user is from outside of this forum
                                    cwebber@social.coop
                                    wrote sidst redigeret af
                                    #39

                                    @ansuz @joeyh And of course there is the question, what is and isn't a compiler? Aren't all functions compilers?

                                    Indeed, Blender's rendering system is in many ways a compiler for images.

                                    But we don't use that way, because it's not helpful, even though Blender and ffmpeg are MORE of compilers than LLMs are. People are reaching for "LLMs might be compilers!" because of the thing they want it to *do* rather than how it *acts*, even though Blender and ffmpeg are by far, under those definitions, much more of compilers than LLMs are.

                                    cwebber@social.coopC 1 Reply Last reply
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                                    • cwebber@social.coopC cwebber@social.coop

                                      @ansuz @joeyh And of course there is the question, what is and isn't a compiler? Aren't all functions compilers?

                                      Indeed, Blender's rendering system is in many ways a compiler for images.

                                      But we don't use that way, because it's not helpful, even though Blender and ffmpeg are MORE of compilers than LLMs are. People are reaching for "LLMs might be compilers!" because of the thing they want it to *do* rather than how it *acts*, even though Blender and ffmpeg are by far, under those definitions, much more of compilers than LLMs are.

                                      cwebber@social.coopC This user is from outside of this forum
                                      cwebber@social.coopC This user is from outside of this forum
                                      cwebber@social.coop
                                      wrote sidst redigeret af
                                      #40

                                      @ansuz @joeyh To put it another way: even though we could call Blender and ffmpeg compilers in a way that would be hard to argue with, we don't, and it wouldn't be useful if we did because we wouldn't understand each other well.

                                      Please don't call LLMs compilers.

                                      1 Reply Last reply
                                      0
                                      • hackbod@mastodon.socialH This user is from outside of this forum
                                        hackbod@mastodon.socialH This user is from outside of this forum
                                        hackbod@mastodon.social
                                        wrote sidst redigeret af
                                        #41

                                        @ansuz @joeyh @cwebber

                                        Ah but even if you can use a specific seed and try to use this to call it a "compiler", your compiler here is the very specific sets of weights within that model, and any change breaks its determinism. I think there being one and exactly one possible implementation to get the specified set of outputs can count as an actual compiler.

                                        1 Reply Last reply
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                                        • eramdam@social.erambert.meE eramdam@social.erambert.me

                                          @cwebber If I hear "LLMs are like higher level languages" one more time I will end up on the news, i think

                                          fiore@brain.worm.pinkF This user is from outside of this forum
                                          fiore@brain.worm.pinkF This user is from outside of this forum
                                          fiore@brain.worm.pink
                                          wrote sidst redigeret af
                                          #42

                                          @eramdam@erambert.me @cwebber@social.coop Twitter tech influencers have been saying this for years already

                                          1 Reply Last reply
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