[HN Gopher] How a Stable Diffusion prompt changes its output for... ___________________________________________________________________ How a Stable Diffusion prompt changes its output for the style of 1500 artists Author : politelemon Score : 239 points Date : 2022-10-02 12:30 UTC (10 hours ago) (HTM) web link (gorgeous.adityashankar.xyz) (TXT) w3m dump (gorgeous.adityashankar.xyz) | jerpint wrote: | I wonder how constant everything else is kept, e.g. The seed. | It's interesting that all the poses seem to align | mjamesaustin wrote: | I noticed that too! I'm guessing they used the same seeds, | which does a great job of providing a comparison in style. | wccrawford wrote: | Yeah, they use the same seed, which is used to generate random | color pixels. Then they algorithm takes it from there. | EVa5I7bHFq9mnYK wrote: | Interesting, how with billions of nodes and supposed | "intelligence", the network hasn't been able to deduce a simple | concept of symmetry in human faces. All of the eyes and all of | the lips in all of the pictures are asymmetrical, which easily | gives AI generated images away. | pmoriarty wrote: | Midjourney is way better than this, though it too can produces | some weird results... but at its best it's absolutely | indistinguishable from photographs or art made by humans. | chaxor wrote: | Many of the artists in this list specifically _try_ not* to | have this symmetry present in the faces. It's what makes many | styles of art separate from just taking a photo or simply going | outside. | | The system used here is actually astoundingly good at producing | many artists styles _because_ it 's not going for symmetry. | MengerSponge wrote: | It feels like they really only track local continuity without | any meaningful knowledge. Hands are wonky and wrong in ways | that don't look like any drawing I've ever seen. Horses with | five or six legs. | | Humans also have a hilariously hard time drawing bicycles, but | at least we pretty much always nail the number of appendages. | capableweb wrote: | "Facial symmetry === beauty" is not that old of a scientific | concept, relatively new if you compared to how long humanity | has existed before someone started to really study it. | | And even so, too symmetrical faces will look just as un-human | as a face that is too asymmetric. You need a face that is just | the right amount of symmetrical in order for it to actually | look good. | | I think you make it sounds simpler than what it is. | | It's also not a model that is trained to make as realistic | people as possible, it's trained on a lot of different things, | so obviously it won't excel at making realistic people. But one | can easily imagine that some future models will be heavily | trained on making realistic people rather than semi-realistic | _everything_ , like Stable Diffusion is trained to do today. | pessimizer wrote: | From an artist to a brand identity. | pain2022 wrote: | ShamelessC wrote: | > What is this list?! No Picasso, Renoir or Vrubel present | | Comments like this are why people think HN is nothing but a | place to receive a shallow dismissal of your efforts. | | It's a list. Make your own. | jazzyjackson wrote: | > Comments like this are why people think HN is nothing but a | place to receive a shallow dismissal of your efforts. | | whatever | ShamelessC wrote: | What is this?! One word comments?! | the_only_law wrote: | Yes, it's been like this for a while. | kwertyoowiyop wrote: | "Be the change you want to see in the world" has kept me from | posting many unhelpful comments. | EGreg wrote: | How can we set up Stable Diffusion on our own Linux servers, so | we can generate NFTs or whatever? | layer8 wrote: | The result for H. R. Giger didn't quite live up to my | expectations. | krumbie wrote: | What's kind of crazy is how the images tend to have similarities | in small features that become very apparent when flipping back | and forth between images, but which are not obvious per se. | | For example, I flipped back and forth between Beatrix Potter and | Paulus Potter. A rounded white bonnet in one picture becomes a | couple of blossoms in the other. The roof of a house becomes some | shadowy wall with plants in the other. Two flower pots are very | similar, just with slightly different coloring. | | It makes it more apparent that the algorithm etches the images | out of noise, and if the seed is the same for two images with | different prompts, you're likely to see traces of that noise | represented differently but recognizable in both images. | djmips wrote: | So interesting, and really seems somehow related to how we | dream, hallucinate.. or even experience reality? | kache_ wrote: | from "is your blue my blue" to "is the AI's blue our blue" :) | deltasevennine wrote: | Arguably it could be different from our experience. It could | even be a superior and more efficient methodology then the | things our brain uses to imagine things. | daveguy wrote: | The positioning seems very consistent, almost to the point | where I wonder if that was part of the selection process to | demonstrate the differences in style. There are only four per | style, where the position of a subject could be a selection | factor. Hard to tell if the position similarities are driven by | the Stable Diffusion model or by the selection of | representative images. | olejorgenb wrote: | Maybe it's based on img2img? Some are different enough that | it's not obvious that's the way it has been done though. | adityashankar wrote: | Hey, I'm the developer of this project, no this is not | based on img2img all the images just have the same seed | michael-ax wrote: | incredible job! i was just showing my own experiments | with sd to a friend and this just take the cake. thank | you so much for mixing in that artist list!! | tough wrote: | The composition and positioning come from the original seed. | If the same seed is used, the same background image noise is | applied for the initial image which is transformed into all | the styles. | | Thus the similarities you see would make sense if using also | the same seed for the tests. | [deleted] | norwalkbear wrote: | Truly impressive, though it gives me some great fear for all the | people whose career is art. This will likely take the pareto to a | new height instead of 20/80 maybe even 1/99 | SergeAx wrote: | Just read the "Profession" by Isaak Azimov :) | yaddaor wrote: | Art is rarely about the product. Some color on a canvas has | been traded for millions, while anyone could just have dropped | a bucket of paint to create a similar result. | otabdeveloper4 wrote: | After checking some 19th century artists I see it failed hard. | All of the responses look the same, there isn't enough data in | the training set to differentiate actual styles beyond "vaguely | realistic". | yieldcrv wrote: | Their career isn't art anymore. | | Just in case anyone needed to see this spelled out. | | The people making fliers have been replaced by AI prompting | overnight. | | The people doing contemporary fine art with their audience are | unaffected. | krisoft wrote: | > The people making fliers have been replaced by AI prompting | overnight. | | Hmm, no? Do go and try to make a flyer with any of the AI | generators. I'm not saying it can't happen one day, but the | current tech is not there. | pessimizer wrote: | Flyers are an extremely low bar that AI sails over. | [deleted] | theelous3 wrote: | show an example? | pessimizer wrote: | I used to draw the flyers when my band played shows. | People still went to the shows. If had iterated a few | times with one of these models to draw the thing that I | wanted to draw rather than deluding myself, and spent 5 | minutes polishing it in photoshop, the product would have | been orders of magnitude better imo. | theelous3 wrote: | So when you say flyers, you're talking about the kind of | flyer zero people are employed to make. We're talking | about paid artists here. | yieldcrv wrote: | Its a post about how artists monetize. | | That group will never be selling their own work as | contemporary fine art but want that prestige, and the one | way they had to make table scraps with that skillset is now | gone. | | A different person is doing their own flyer art with AI and | adding words around it themselves, as evidence by my last | months worth of fliers that have reached me. Promotion | companies have always been up on trendy tools for | differentiation. | fassssst wrote: | A lot of designers are artists that needed an income. Design | jobs will likely be dramatically impacted by this. | [deleted] | seanwilson wrote: | > The people making fliers have been replaced by AI prompting | overnight. | | I haven't seen good examples of that yet but I'm curious how | push-button you can make this. Flyers, web design and UI | design require the copy, layout, information hierarchy, | colours, illustrations, branding etc. to be cohesive so it's | a different problem space with way more constraints compared | to generating a single image. | | If getting the final design requires a lot of rounds of | prompting and tweaks, busy people are going to outsource this | still (in the hope the prompting and feedback needed to the | person doing the work will be less). | theelous3 wrote: | this seems exactly backwards | | SD isn't outputting clean graphic designs with sensible | content | | And haven't there already been people winning contemporary | fine art contests with SD? lol | | https://www.reddit.com/r/StableDiffusion/comments/x2n0r1/aig. | .. | marginalia_nu wrote: | > The people doing contemporary fine art with their audience | are unaffected. | | It's not a particularly well hidden secret that the | contemporary fine art is really not about the art or the | artist. | | https://www.youtube.com/watch?v=ZZ3F3zWiEmc | sva_ wrote: | The Jackson Pollock one amuses me. He didn't really draw such | symbolic pictures afaik, so applying the style makes little | sense. | antman wrote: | Nice, list could be sorted though | j5155 wrote: | It's sorted by last name | biztos wrote: | I've been idly working on a similar list but with a much more | basic prompt. | | The results vary wildly, even run by run, but I might put them in | a few buckets: | | 1. Similar enough that someone who doesn't know much about art | could be fooled | | 2. Amateur knockoff but recognizable style | | 3. Influence is there if you know what to look for | | 4. Artist probably not in the training data at all | | The last one kinda surprised me, for artists whose work is online | and who have unusual names. I would have thought those cases | would be really good. Maybe they ran out of disk space with all | the porn? | | Also interesting that it gets much closer for figurative painters | than for abstract painters. | akie wrote: | It would be _so_ much better to just have all of these 1500 | pictures next to each other in a list with the artist 's name | under it. | [deleted] | wilg wrote: | I think the idea is for the comparison to remain spatially | consistent because that's what it's trying to highlight! | amelius wrote: | Including a few real sample pictures from the artist, or a link | to a google image search of the artist name, so you can check | if the generated style matches. | ralfd wrote: | YES! I got mildly irritated using that clunky list. | gvv wrote: | Indeed, what I ended up doing was Inspect Element > Search the | name I want > Add the "selected" attribute to the option. | FiReaNG3L wrote: | Or at the very least with the list of artists alphabetically | sorted! | kjeetgill wrote: | They're sorted by last name, it took me a second too! I just | wish I knew more of them. | ido wrote: | Sorted by last name but listed by first name means you can | start typing the artist's name and get to the right place | in the list... | Kerbonut wrote: | You can do it anyway assuming they used a moment js | framework and took 2 seconds to configure the list order | and search order | klyrs wrote: | Most of the names are sorted! Scroll to the very end... | theiz wrote: | Wish there was some AI tool that could do some proper ligne | Claire. It seems to be quite impossible. Oh, as is Escher, but I | do understand that one. | bee_rider wrote: | It is sort of funny/interesting -- I only tried a few, but famous | anime or manga artists (try "Junji Ito" or "Hayao Miyazaki") seem | to have at least one picture that is clearly the result of the | algorithm picking up on their fans' art. | amelius wrote: | This website should include a google-image-search link to the | artist, so you can compare the styles more easily. | logisticpeach wrote: | Hate to say it but when i see stuff like this it only reminds me | of what we could have achieved if this ingenuity had been applied | in another domain. | | Can't help feeling that this accidentally harms creative types | and risks swamping us with visual junk. | | The technical achievment is astounding but no-one would seriously | claim that crafting an image via a short prompt is creative | except in the most cursory way. | | I'm probably missing some life changing use-case, but apeing art | in random styles can't be it. | educaysean wrote: | I'm of the opposite opinion. AI assisted art is simply the | natural next chapter for "art" as a whole. It will finally | kickstart the public discourse about what being an artist means | in the perspective of artistic vision vs execution. | | Most artists spend their lives not refining their brush stroke, | but rather their eyes. The way I see it, the impact of curation | and artistic direction will matter more and more in the future. | intelVISA wrote: | As with programming, an AI model cannot replace the key parts | but can help automate the monotony. | | For me it's exciting to use as placeholder art and then have | a 'real' artist review it. | victor9000 wrote: | Well, robots have been better than humans at playing chess for | decades now, and we still have chess players. | capitalsigma wrote: | I don't know why everyone assumes that ML researchers have some | big map of the future where they can make decisions like "yeah, | let's choose this branch over here, where AI gets good at | generating art first, rather than that other one where it cures | cancer a decade earlier." The breakthroughs come where they | come, and no one knows where some model architecture will have | an application in the future. | bawolff wrote: | > only reminds me of what we could have achieved if this | ingenuity had been applied in another domain. | | I hate arguments like this. Even ignoring how dismisive it is | of the achievement at hand, why would you assume ingenuity is | transferable like that? Someone who makes a breakthrough in | physics is by no means likely to have made an equivalently | ground breaking advance in biology if they had decided to study | that field instead. | logisticpeach wrote: | Aside from the fact that I explicitly praised the achievment, | my point actually relies on said appreciation. | | I guess my musing was hypothetical but I was careless in | communicating that. I get that we can't centrally plan | innovation or human effort - and I certainly wouldn't want to | live in a society where this was the case. | nopenopenopeno wrote: | I am a filmmaker and most films are essentially crafted this | way. Beyond hiring and securing resources, directors | essentially create by communicating ideas in short prompts | because there isn't enough time to do anything more. | | I could absolutely see an AI model doing the job of an entire | film crew. I have issues with this, but only with respect to | the longer term aggregate affects on culture in the broad | sense. I cannot honestly believe that much would be lost from | the perspective of one project or another. | kchod wrote: | I would look at it as more of "allowing normal people access to | unbefore-dreamed-of levels of draftsmanship" vs some comment on | capital-A Art. It allows non-artists to express themselves | visually. | | I'm biased: I've been working on an image generation app. But | the beta users I've had so far will generate fifty or a hundred | images in a day. That isn't a use case traditional artists | support. | soulofmischief wrote: | People said this about cameras. About digital cameras. About | digital photo editing software. The next generation will | normalize these tools and find incredible ways to be creative | within their new cutting edge medium. | | The post-art world is here! Just think about how history books | will remember this period! The styles that will be borne of | necessity, of the need to break down art and find what makes it | tick. | LeoPanthera wrote: | > People said this about cameras. About digital cameras. | About digital photo editing software. | | Did they? Because I don't think they did. I think most people | were amazed by all these technologies. | wpietri wrote: | Both reactions always happen. With basically anything new, | people will select some points via happenstance or bias, | draw one of a few basic trend lines [1], and give a hot | take. Because they generally think only about first-order | effects and don't imagine other things that could happen, | the hot takes are often of the utopia/dystopia variety. | | These hot takes generally tell you more about the opiner | (or the audience they're playing to) than the reality to | come. It turns out it's hard to model en entire universe | using 3 pounds of meat. | | [1] Heinlein listed some of them way back in 1952: https:// | archive.org/details/galaxymagazine-1952-02/page/n19/... | derac wrote: | https://daily.jstor.org/when-photography-was-not-art/ | | Research beats idle speculation. | | Google "photography skeptics early history" | p1esk wrote: | Most people haven't heard about recent advancements in | image generation. When they do, I expect they will be | amazed. | logisticpeach wrote: | True, but then we've essentialy had limitless image | generation capabilities since we've had the tools to make | marks. I guess this is faster, and in other ways it | offers promising new opportinities for people who can't / | don't want to learn to create stuff directly. | | Others are interpreting my original comment as "this is | not art", but I'm not really trying to make that | argument. Art is entirely subjective and i don't presume | to define what is or isn't art. | | I guess my point is more specifically "what itch does | this scratch"? | | It's really cool, and that may well be the answer tbh. | pmoriarty wrote: | _" People said this about cameras. About digital cameras. | About digital photo editing software."_ | | Also about desktop publishing. | | Remember all the printers (ie. people working in the printing | industry operating printing machines) that were put out of a | job when you could just buy a (electronic) printer for your | home computer and just print whatever you wanted yourself? | | People were wringing their hands about that too back then... | now we take it for granted that we can instantly print | whatever we want whenever we want, without having to pay an | expensive professional to do it for us (something most people | couldn't afford). | | Has it resulted in more junk being printed? Absolutely. But | it also let people print all sorts of fantastic not to | mention useful things that would almost never have seen the | light of day without cheap and easy access to home printers. | | The xerox copier was similarly revolutionary... as was the | printing press itself, which put a lot of scribes out of | business. | | Photoshop put a lot of airbrush artists out of business, and | who does copy and paste with physical glue and paper anymore? | | As with photography, printers, copiers and photoshop, artists | who embrace this technology will be able to use it to enhance | their creativity and speed up their creative process. | | There'll be a lot more competition, a lot more junk but also | a lot more fantastic art that we can't even dream of yet. | etrautmann wrote: | Yep, I see this as a start, and very curious to see the ways | in which it'll get used with a human in the loop, and also | the ways human artists will be pushed to creat art that's out | of distribution for these models. | pizza wrote: | > reminds me of what we could have achieved if this ingenuity | had been applied in another domain | | It will; I think the reason we're seeing diffusion models | applied to image generation first, is that it's a task that | meshes well with the models. But also in general I think people | will still be guided by the principle "use the right tool for | the job" - this is just another tool. I doubt that the set of | paths toward realization for any given needed creative imagery | collapses to just "use a model" | _zoltan_ wrote: | what other domain would you suggest which requires roughly the | same skill set? | Wistar wrote: | Music composition? | whywhywhywhy wrote: | UI should allow you to choose from the images and get the artist | name. | boplicity wrote: | The concept of "derivative work" is pretty important in copyright | law. I wonder if anyone has thoughts on this, in terms of this | type of project. Should there be legal implications to this? | | I know someone -- a completely unknown artist -- who used to make | a fair portion of their living by drawing D&D characters for | people. Unfortunately, orders slowed down, because someone can | input one of his images into software like this, and generate | endless variations in the same style. Should this be allowed? | | Are images created "in the style of" a certain artist completely | dependent on images created by that artist? If so, should that | artist be compensated? Why or why not? | pmoriarty wrote: | _" Should there be legal implications to this? ... Should this | be allowed?"_ | | Even if there are laws against it, the cat's out of the bag. | | There's no stopping billions of people all over the world | making derivative works at the push of a button. | amelius wrote: | > the cat's out of the bag. | | Yeah, just wait until Disney characters get copied and mixed. | | I wouldn't be surprised if their lawyers are preparing to | change copyright law ... again ... | robbles wrote: | Interesting that it seems to have no concept of the filmmakers | they tried to include here - Tim Burton and Walt Disney didn't | produce anything recognizable and look to me like the default | stuff you get without providing a style. | yieldcrv wrote: | We need to solve more captchas | sexangel wrote: | egypturnash wrote: | How a Stable Diffusion prompt makes working artists sad and | grumpy about huge abuses of "fair use" in 1500 ways. | llanowarelves wrote: | Fix the list: Hunter Biden is missing | dr_dshiv wrote: | I sure would love to see this systematically improved. | | Angel Adams, for instance, clearly wasn't too present in the | dataset. | ttoinou wrote: | How come the faces features and body parts are almost always at | the same place on the image ? | Anunayj wrote: | I suspect they're used the same seed for every iteration, which | is great cause it shows the same context in different styles. | tener wrote: | Likely generated from the same random seed. | nopenopenopeno wrote: | David Hockney was a big disappointment. | | Edward Hopper was pretty impressive. | alexmolas wrote: | Nice experiment! I would only change two things: (1) sort the | artists in alphabetical order, and (2) allow users to write the | name of the artist and show if it's in the list. | | I'm saying that because it's a little bit tedious to search for | the artist you're looking for. | | A part from that, I find the idea super-interesting :) | MattPalmer1086 wrote: | They are in alphabetical order, but by last name. Took me a | while to see that though. | layer8 wrote: | Only up to a point, it consists of at least three | concatenated separately sorted lists (the first one being the | largest by far). | ghusbands wrote: | Though with names like "de Hooch" under "d" and names like | "van Gogh" under "v". | sva_ wrote: | You can also just focus the select element and enter the full | name to make it jump to the right name. But a real input would | be better. | LegitShady wrote: | Honestly I don't think its very good at emulating style. It picks | up some things but often times misses the heart of the matter. | | Did some spot checking with some of my favorite artists. | Rockwell's paintings are all about storytelling, clearly not | present in the work. Their emulation for frazetta doesn't look | like frazetta's work at all. HR Giger emulation is a joke. David | finch at least gets a penciler's style but misses the use of | solid blacks and dynamic posing. Frank Miller doesn't look like | miller's work at all. etc etc etc | | This list goes on and on. Personally while I understand using the | 'in the style of' as a way to change the image results, I think | in many many cases the results just don't look like the art of | that artist. | wcedmisten wrote: | Very cool! I recently made a game kind of like AI "pictionary" | where the user has to guess the "artist", subject, and | description of a piece of art generated by stable diffusion: | | https://wcedmisten.fyi/project/paintingGuesser/ | | I tried to make something more general, but stable diffusion is | fairly inconsistent in how well the output matches the semantics | of the input. | shawnz wrote: | This could be a good candidate for a wordle-style scoring | system | MarcoZavala wrote: | ForRealsies wrote: | matthewfcarlson wrote: | This is really awesome | [deleted] | seydor wrote: | I wonder who is analyzing the weights of the model. At what level | is the dimension of "artist name" represented, what is above it | and what is below ? | hecanjog wrote: | Funny that the Bob Ross version just makes them look like Bob | Ross. Maybe there are more pictures of Bob Ross in the training | set than his actual paintings. | chris_overseas wrote: | The same thing happens for Vincent van Gogh, and presumably | others too. | pessimizer wrote: | A good measure for whether you're more of a celebrity or an | artist is how much of your face a google-image trained AI | thinks belongs in your work. | pmoriarty wrote: | _> A good measure for whether you 're more of a celebrity | or an artist is how much of your face a google-image | trained AI thinks belongs in your work._ | | That this happens at all is evidence that the training data | hasn't been curated, cleaned, or labeled well enough. | malikNF wrote: | Well what if the artist has a popular self portrait? | pessimizer wrote: | Smoke comes out of the computer, and Captain Kirk notches | another victory for humanity. | kjeetgill wrote: | Frida Kahlo comes to mind. | pmoriarty wrote: | She's a rare exception in that she's mostly known for her | self-portraits. Most other famous artists are mostly | known for other things. | | Again, if the training data was labeled well enough, | confusion about this sort of thing shouldn't happen. | joosters wrote: | Not a problem with the Banksy images! | SergeAx wrote: | Bosch is marvelous. Mucha and Monet are good. Michelangelo tries | to be more like his sculptures. Not sure about Walt Disney and | Roy Lichtenstein, and Rembrandt version is especially ugly. Maybe | it will worth to get rid of "van Rijn" in that sample. | | Overall: the impression is better with author's popularity. I | think if we train the model only with well-tagged filtered | dataset - results may be much better, but we effectively will get | a 5-year old Prizm app. | smilespray wrote: | Features John Wayne Gacy... | jhbadger wrote: | What frustrates me about Stable Diffusion is there doesn't seem | to be any documentation as to what artists or vocabulary it | understands. Generally people say "look at existing prompts or | use various prompt generators" but that doesn't really solve the | problem. I don't want to just look at what other people have | randomly discovered; I want to know what the program really | knows. | novok wrote: | You can by searching the training image set and their text tags | essentially. | | https://laion-aesthetic.datasette.io/laion-aesthetic-6pls/im... | dopidopHN wrote: | Honest question, would a solid understanding of the open | training data help? | | Having the art vocabulary down as well. | | In effect, knowing what is present and how it's tagged so you | can << invoke >> it more readily in the prompt-result. | | Maybe I'm out of my depth. I know the corpus of tagged image | used for training is enormous ... but I still think that would | help the user ( a prompt-crafter ) | [deleted] | pwinnski wrote: | It's the nature of ML models--nobody is 100% sure what it | understands until they try something and get results. | | It was given a _lot_ of tagged data: 600 million captioned | images from LAION-5B. So if you want to know what it _might_ | support, you could try any one of the captions from those 600 | million images. | jhbadger wrote: | But why isn't the list of words from those captions available | anywhere (at least as far as I can tell)? There may be 600 | million captions, but the number of unique words would | probably be 10 or 20 thousand at most, completely feasible to | browse or grep. | spijdar wrote: | I don't think the underlying model is word based, but | character based. You could download the caption data for | LAION and grep that, but it's not strictly 1:1 with what SD | was trained against. | thedorkknight wrote: | I haven't downloaded the database myself, but I imagine if | you did it wouldn't be too hard to get that data. Looks | like you can get the torrent here | https://laion.ai/blog/laion-400-open-dataset/ | bawolff wrote: | Its kind of a weird complaint. If i am having a | conversation with someone, i wouldn't be concerned about | knowing the set of all possible nouns. | spijdar wrote: | The simple answer is that there is no clean cut list of artists | that it "understands". The model has no explicitly programmed | concept of artist or style -- just the CLIP based text encoding | used to train the conditional autoencoding part of the denoiser | network, trained on (AFAIK) caption data recorded with the | image. | | So in practice asking for art "in the style of <x>" is sort of | limiting the denoiser to statistical pathways resembling other | images captioned "in the style of <x>". At least, that's my | understanding. Still trying to grok ML and diffusion models. | astrange wrote: | You can create (or discover) explicit vocabulary in the model | using "textual inversion", or train more into it using fine | tuning. | smoldesu wrote: | You can't really debug an AI. The dimensions of it's | understanding are quite literally beyond human interpretation, | which makes it both smarter/more efficient than humans while | also extremely dumb and context-unaware. Most of our attempts | at adding a 'memory' to AI has been a hack thus far, which is | why all of these prompts consist of people force-feeding word | salad down the AI's throat for generally reproducible results. | the8472 wrote: | They're debuggable, with effort. Here's the finance neuron in | CLIP: https://microscope.openai.com/models/contrastive_4x/ima | ge_bl... | sdenton4 wrote: | For memory, check out: | | 1) Retro, which is essentially attention over large | databases, and fast as hell. | | 2) S4 Layers, explicitly designed for handling long | dependencies. | | These are orthogonal approaches to memory, and both very | effective at what they do. | otabdeveloper4 wrote: | "It" doesn't understand anything. | | It's just a very advanced madlibs engine based on a database of | a billion of already known images. | bawolff wrote: | Some people would probably argue that humans are essentially | the same. | krapp wrote: | Whatever else this emergent "creative AI" phenomenon may or | may not do, it's definitely touching nerves in people who | still believe there's something ineffable and transcendent | about the creative experience. | kvetching wrote: | We are going to need a new patent system. | jenny91 wrote: | Patents have nothing to do with protecting art: they are | supposed to protect inventions. | [deleted] | vtuulos wrote: | If you want to experiment with something similar by yourself and | you don't have the patience to wait for Stable Diffusion to | crunch through thousands of images on your laptop or in a Colab | notebook, here's how you can parallelize processing relatively | easily on AWS Batch or Kubernetes: | https://outerbounds.com/blog/parallelizing-stable-diffusion-... ___________________________________________________________________ (page generated 2022-10-02 23:00 UTC)