Set the Downscale Filter to bicubic and the Common FPS Values to 30.Set the Output Resolution to 1080×1920.Make sure the Video Bitrate is 2500 Kbps.If you don’t already have OBS, download it.The steps will take you about 15 minutes.īelow, I’ve paraphrased the instructions of the vlogger and included some of mine and DJ Beneficial’s: For more features, you can pay money for their Premium or Pro plan.ĭJ Beneficial provides a comparison of using Loola and Yellow Duck with OBS (Open Broadcaster Software): You can live stream for free with Loola’s Base pricing plan. The biggest advantage of Loola is its intuitive interface, which lets you see which platforms you’re streaming to, your viewers’ messages, and your most engaged viewers. Unfortunately, however, some Yellow Duck users aren’t able to get past an error message. With no multifunctional interface, the biggest advantage of Yellow Duck over Loola is its simplicity. Though they only have download buttons for Windows and Mac, they say they’re also compatible with Linux. Yellow DuckĪside from technical issues experienced by some users, Yellow Duck is free and easy to use. And while both have their benefits, I think that Loola is better. Yellow Duck and Loola are two popular third-party services for live streaming to Instagram from a computer. Instagram Live On A Computer – Yellow Duck Vs Loola – A Comparison 4 And That’s How To Go Live On Instagram On A Computer.3.1 How do you go live on Instagram on a laptop?.1 Instagram Live On A Computer – Yellow Duck Vs Loola – A Comparison.* Shop for products that compliment your personal style. * Discover brands and connect with local small businesses * Check out IGTV for longer videos from your favorite INSTA creators. * Watch skits, movie scenes, news updates, music performances, sports highlights, and more from your favorite pages * Follow your favorite bands, celebrities, actors, athletes, and singers for live updates *Search & Explore to Learn More About Your Interests Receive notifications when someone likes or comments on your post Post short videos, reels or photo updates from moments in your life Post photos and videos to your feed that you want to show on your profile Share content with your followers instantly Upload photos and videos directly from your phone library * Post photos, reels and videos to your INSTA Feed Send messages to your friends, share posts privately, and receive chat notifications Learn about what's trending from your favorite accounts and share them to friends Video chat to connect no matter where you are Start fun conversations with one or more friends about what you see on Feed, Stories, and INSTA Reels. Pin your favorite memories to your profile to keep your Stories alive as Highlights Share memes privately with your friends and have conversationsīoomerangs loop any moment you capture for a fun mini-video while Superzoom lets you add special effects as the camera automatically zooms inĪdd polls to your Stories to get more interaction with friends and followersĬhoose specific Close Friends who can watch your video clips or make them public Stories allow you to easily share moments or posts from your day with text, music, stickers, and GIFs to bring your Stories to life *Add photos and videos to your INSTA Story that disappear after 24 hours, and bring them to life with fun creative tools. Watch & share any Instagram Reels video with your friends Upload your creative video clips and reels to expand your audienceĮnjoy millions of entertaining, funny, and informative videos and reels *Watch & create short clips up to 30 seconds long with INSTA Reels.Īdd special effects, background music, face filters, emojis, and stickers to bring your reels and stories to life You can watch, like, comment, and share reels videos in a dedicated space in the Reels tab. INSTA reels bring you a new way to create and discover entertaining short videos. Explore our community where you can feel free to be yourself and share everything from your daily moments to life's highlights. Connect with friends, share what you're up to, or see what's new from others all over the world. Instagram (from Meta) allows you to create and share your photos, stories, reels and videos with the friends and followers you care about.
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ĭaniel Ingram stated in a Facebook post that he wrote six songs for the movie in a more modern pop/girl band style that would fit the high school/urban setting. On May 20, she further tweeted that the script for the film was locked in March 2012. On May 14, 2013, it was confirmed by Meghan McCarthy that the film is written by her, directed by Jayson Thiessen, and features the same voice cast from the show. In April 2013, Daniel Ingram was asked regarding Equestria Girls "You doing songs for it?" and answered "sure am" then replied again "and I Might have heard Will's terrific score as well." Jim Miller's LinkedIn profile lists his experience as a storyboard supervisor at DHX Media from November 2011 through September 2012 "Working on MLP:FIM season 3, as well as the MLP: Equestria Girls DVD." Twilight works with her friends to become Princess of the Fall Formal to win her crown back from the human Sunset Shimmer and to "change the destiny of these two parallel worlds." The film takes place after the season three finale, around the Summertime shorts Make Up Shake Up, A Photo Booth Story, and Raise This Roof, and before the season four premiere. They discover themselves in a new world where Twilight is a teenaged human girl and Spike is a talking dog, and they find friends that resemble their pony friends from Equestria. Without the crown, all the other Elements of Harmony will have no power to protect Equestria, so Twilight and Spike go through the mirror to chase after the culprit to retrieve her crown. Princess Twilight Sparkle's crown, the element of magic, is stolen by Sunset Shimmer who disappears into a mirror that leads into the human world. My Little Pony Equestria Girls is an animated feature film starring characters resembling the main cast of My Little Pony Friendship is Magic as teenage human girls. (South Korea (Green Narae Media version), Theatrical release) Janu(South Korea (Netflix version), Netflix) Septem(Latin America, Colombia, DVD Release) Janu(Russia/CIS/Worldwide, Carousel/Carousel International) Septem(Latin America, only Discovery Kids Argentina) Septem(Latin America, CineColombia Colombia) My Little Pony Equestria Girls movie posterĪug(Latin America Cinépolis Mexico, CyneHoyts Chile) For the soundtrack album and the single, see My Little Pony Equestria Girls - Original Motion Picture Soundtrack and My Little Pony Equestria Girls CD. For the 2011 promotional video and the song featured in the film, see Equestria Girls (commercial) and Equestria Girls (Cafeteria Song). For other films in the franchise, see My Little Pony Equestria Girls (franchise)#Films. Tie-in media includes a mobile game, a comic series, the spinoff My Little Pony: Equestria Girls, My Little Pony: The Movie (2017) (set between seasons 7 and 8), and My Little Pony: Rainbow Roadtrip.My Little Pony Equestria Girls For the entire franchise, see My Little Pony Equestria Girls (franchise). Following the end of the first season, Faust stepped down as the show's executive producer, but she continued to work with the show as a consulting producer through production of the second season. As the substantial Periphery Demographic can attest, she seems to have succeeded. Her goal was to create an intelligent show for girls that boys and grown-ups could also watch without wanting to shoot themselves. Friendship is Magic is her attempt to rescue the genre of girls' cartoons by presenting a clever show with a strong and diverse cast of female characters who aren't preoccupied with fashion and boys. The first season was helmed by Lauren Faust, a highly accomplished, Emmy Award-nominated animator - for example, she was the writer and director of The Powerpuff Girls and Foster's Home for Imaginary Friends. After saving the world with the magic of friendship, the show takes on an episodic adventure-of-the-week format, where Twilight relays weekly reports to her mentor on how friendship helps her and her friends. The show starts with a two-parter, in which main character Twilight Sparkle, an asocial bookworm pony, comes out of her shell and bonds with five other ponies in order to use The Power of Friendship to overcome a prophecy of doom. It lasted nine seasons, from 2010 to 2019. My Little Pony: Friendship is Magic was the flagship work in the fourth generation of the long-running My Little Pony franchise, incorporating self-aware humor, a more streamlined art style, and strong characterization. We have two Text composable functions with different parameters. If you are already familiar with it, feel free to skip this section and move on to the next one. I want to start with an overview of the Text composable function along with a description and examples of the following properties: Demo of style Text with Jetpack Compose Introduction to the "Text" composable function The content of this article is based on the 1.0.0-rc02 version of Jetpack Compose. This article is a part of Jetpack Compose series: In this article, we will explore the possibilities of a Text composable function and how we can apply multiple styles to text with the AnnotatedString. Fortunately, we have many customization options for text with Jetpack Compose. Even if the application mostly shows media content, like images or video, the text is an essential part of any mobile application. To disable consuming, pass consumeWindowInsets = false to ProvideWindowInsets or ViewWindowInsetObserver.start().Every mobile application shows a lot of text information on the screen. In the previous example, this means that the activity content will get the insets, but the fragment won't. By default ProvideWindowInsets and ViewWindowInsetObserver will completely consume any insets passed to it. in the activity, and in a fragment), you need to turn off consuming of insets. If you're using ProvideWindowInsets (or ViewWindowInsetObserver) in multiple layers of your view hierarchy (i.e.Please see the documentation for an alternative. Fullscreen theme), be aware that adjustResize will not work. Similarly, if you're setting android:windowFullscreen to true (or using a.Without that, IME visibility changes will not be sent as inset changes. If it's something related to the keyboard, check that the Activity's windowSoftInputMode is set to adjustResize.Unless you do that, the window decor will consume the insets, and they will not be dispatched to your content. Check that you've called tDecorFitsSystemWindows(window, false) in your Activity.If you find that something isn't working correctly, here's a checklist to try: Snapshots of the development version are available in Sonatype's snapshots repository. In accompanist/insets, the padding modifiers always padded the full size of the specified inset types, which led to some unintuitive duplicate padding when nesting modifiers.įor example, let’s look at what happens when we have nested boxes, where the outer one has Modifier.systemBarsPadding() applied, and the inner has Modifier.imePadding():īox ( Modifier. The biggest behavioral change between accompanist/insets and is in the consumption behavior of padding modifiers. Continue using the non-deprecated insets-ui for now.įor reference, consult the Migration table below.Replace direct calculations from LocalWindowInsets.current with calculations on WindowInsets.Replace rememberInsetsPaddingValues with the equivalent WindowInsets.asPaddingValues.If using additionalPadding or only applying the insets to certain sides, use the corresponding WindowInsets.add and WindowInsets.only extensions. Replace padding modifiers with equivalents.Remove ViewWindowInsetObserver (there is no equivalent in ).Remove ProvideWindowInsets (there is no equivalent in ). This will allow you to run LED turn signal bulbs without the effects of hyperflash. What's even better? We have integrated HD Load resistors. That's it! No cutting, no soldering, no crimping, no modification to your stock wiring, whatsoever. IF YOU DO NOT, THE CONTACTS WILL CORRODE AND THE BAR WILL STOP WORKING. VERY IMPORTANT: USE THE INCLUDED DIELECTRIC GREASE IN THE WHITE TUBES IN YOUR STOCK SOCKETS. The animated bars (switchback and RGB version) will also include a fuse tap wire that goes to the fuse labeled "STOP LP" in the under hood fuse box. Jumpers allow you to continue to run your stock DRL and park/turn signal bulbs. Two go to the driver's side (Park/Turn bulb and DRL), the other goes to the passenger side Park/Turn bulb. Wiring is a custom, plug and play harness that will work with any 03-07 GMC or Chevrolet truck of this type (GMT800 chassis). Mounting holes are pre-drilled for the included #6 stainless screws used to mount the bar to the grille of the truck. This kit will include two aluminum housings with LED strips. The bars are joined in the center by a stainless steel connecting bracket and stainless hardware. Your truck already has the wiring for it, why not use it in a much more effective and dynamic way? Choose from white, sequential switchback, animated startup or animated RGB. One way to do that is with these incredible DRL grille bars. Want more information on the LBZ Duramax? Take a look at one of our other LBZ resources by clicking on one of the links below.Here at Sparksmith, we are looking to expand the line of bolt on lighting accessories available for the 2003-2007 Chevrolet Silverado. Want More Information about on The LBZ Duramax? Check out our complete LBZ Tow Capacity guide below to find out how much your truck can tow! Make sure you check with your owners manual or with GM directly to find out your exact tow ratings. Silverado & Sierra LBZ Duramax Tow Capacityīoth Conventional and 5th wheel/gooseneck towing can vary depending on which LBZ Duramax you own. If you want to learn more about UCC, click here. This solid, reliable full-size truck has proven that it deserves this popularity through its style, clean lines, powerful engine lineup, and spacious interior. Over 1,000 horsepower and 2,000 lb/ft of torque were surpassed by several LBZ Duramax builds. For years, the Silverado 1500 has been one of the best-selling pickup trucks around the world. At UCC this last year, we saw multiple LBZ Duramax trucks killing it at both the track and the dyno. It has a stronger block casting, stronger rods, and an ECM that makes tuning these trucks super productive and easy. The LBZ Duramax is commonly used in race applications because it offers easy power on a slightly more durable platform than the LB7 or LLY. Overhead Valve (OHV) 4 Valves per cylinder (32V) Garrett GT3788VA Variable Vane Turbochargerĭirect Injection High Pressure Common Rail LBZ Duramax Specifications Manufactured Years: Find out more 6.6L LBZ Duramax specifications below. These trucks produce 360 Horsepower and 650 lb/ft torque and feature a beefier composition than the LLY. The LBZ is only equipped with the exhaust gas recirculation system and lacks the diesel particulate filter and diesel exhaust fluid systems found on newer Duramax trucks. Why?It’s more powerful than the LLY or LB7 Duramax and has almost none of the emissions found on the LMM, LML, and L5P trucks. The LBZ Duramax is one of the most highly sought after diesels today. 2006-2007 GM LBZ Duramax Diesel Specs & Insight The vane orientation is typically indicated with a potentiometer, a device that changes electrical resistance when the shaft rotates a wiper on a resistance band. Wind VanesĪ wind vane for reading wind direction may be integrated with the 3-cup anemometer. Anemometer and wind vane designs should avoid horizontal surfaces that can accumulate snow and allow water to puddle and freeze. When evaluating 3-cup anemometers and vanes, look for wide drip skirts to shed precipitation. If properly designed, 3-cup anemometers can contribute to a very low-power system.įreezing can be a problem for any anemometer. The speed calculation burden falls to the attached digital device. They are also simple to use and easy to troubleshoot.ģ-cup anemometers are typically electrically passive, using a reed switch to indicate anemometer rotation. This means they respond well to rapid changes in wind direction.ĭue to their mechanical simplicity, these 3-cup designs can be very rugged. The design is inherently omni-directional. For general meteorological use, 3-cup wind sensors mechanically provide accurate wind speed measurements. They are typically less responsive to rapid changes in wind speed when compared to ultrasonic devices this can be good or bad, depending on the application and the characteristics of the instruments. 3-cup anemometers measure wind speed by the speed of the rotating cups. The iconic design usually consists of 3 small cups that are connected to a central axis. 3-Cup AnemometerĪ cup anemometer is the most common anemometer on the market. For meteorological applications, there are three basic types: 3-cup, helical, and ultrasonic. There is a wide variety of methods and instruments available for measuring wind speed and direction, so it can be overwhelming when deciding which one is right for your application. Ultrasonic – Which Wind Sensor is Right for You? If the converter sees any load during this period or after it is in Float Mode it will revert back to Absorption (Normal) Mode. The converter voltage will drop to 13.2VDC. Let the system sit for approximately 44 hours. The converter will not work without AC input.įloat Trickle Mode: To get your converter into this mode, reduce the load on the system to almost nothing but the battery. Batteries are being charged, just at a slower rate. If the converter fuses and AC voltage are good, but the converter output still reads zero volts, the converter is not functioning properly.Ībsorption (Normal) Mode: 13.6VDC range. An open wire between the converter and the RV battery.An open inline fuse in the battery wire.If the converter output voltage at the battery reads in the 0.0VDC range, or the battery is not charging, check for: If the voltage reads 13.6VDC with no load, the converter is functioning properly. Place the voltmeter probes on the disconnected battery cables. Check the converter output voltage at the battery with a voltmeter. Make sure the converter is plugged into an AC source (105-132 AC volts). Before checking for converter output voltage, the battery cables must be disconnected at the battery. All batteries will “gas” and lose some fluid when continuously connected to any charging source (does not apply to “gel-cell” batteries). It is important that the fluid level of any connected batteries be checked on a regular basis. If the load drops below 6 amps DC, the fan shuts off. The fan is at maximum speed and stays there even with more load. It increases in speed with a higher load until 14 to 15 amps. It will begin running at 3 to 6 amp DC draw. Remove some of the load by turning off DC lights or appliances.
It's fun, educational, and highly addictive. Mike has spent years refining this product, and there is no better word game on the market. Recently, my friend Mike Crick asked me to create some new interface graphics for his game WordZap. Olympic Cycling Team use it for their indoor training. People ranging from Robin Williams to the U.S. I spent over 3 years on this, but the results were worth it. In 1995, I began the biggest project of my career, the creation of 3D software for a bicycle training device called the CompuTrainer. At least I am now able to use a few of the techniques I developed in the Aquarium. I developed a storyline, and did many test scenes, but could never reach an agreement with Disney. Sadly, Commodore went out of business before it could go into worldwide release.įor years I dreamed of doing the ultimate computer game based on Disney's version of "20,000 Leagues Under the Sea". I even managed to put translations of the game in 5 languages on the same CD. I spent two years programming it, writing a new musical score, and adding new graphics. I did the internal graphics and user interfaces.Ĭommodore commisioned me to do a new version of Defender of the Crown just for CDTV, sort of a Director's cut. Their CDTV system was based on the Amiga, and beat the competition by nearly a year. Most people don't realize that Commodore was the first company to release a CD-ROM game machine. In the late '80s, I did some magazine covers, book covers, and travelled around the country giving seminars on Amiga graphics. The experiments I did on the Amiga led to a job doing the graphics for the first Cinemaware game, Defender of the Crown. I spent a few months experimenting with the Amiga, the first real graphics computer for the consumer market, using the primitive drawing programs that were available at the time (does anyone remember Graphicraft?) Rampant piracy drove me out of the Commodore 64 market, and I switched to the Amiga as soon as it was released. My second effort, Time Crystal, never made it past the demo stage. Got some great reviews in the C-64 magazines. I marketed it by mail-order, and had fairly good success with it. Saucer Attack for the Commodore 64 was the first game I wrote. My current plan is to create a series of 4 screensavers in the SereneScreen series over the next 4 years, then start making movies before I'm too old :) I've had no actual training in programming, and though I've been forced to do quite a lot of it, the artistic side of computers is what has always captivated me. In the early '80s, I got into computers with the Commodore 64, bought some books on 6502 machine language, and began writing games. After college, I went into the Air Force for 6 years as a pilot, flying c-141 Starlifters. In college, I concentrated mainly on architecture. The Game Boy version is done by a small production staff at Realtime: which was programmed by Steve Ettinger, graphics by Connie Goldman, music by George Sanger, and produced by David Warhol, founder of Realtime Associates.I was born in California in 1949, and grew up in the San Fernando Valley, north of Los Angeles. All types of skill levels are accommodated in this game from novice players to experts. Only the "WordZap" mode is available for two-player play. Two players can compete against other using a Game Link. There is a built-in dictionary using a complete list of ten thousand English language words. There are cutscenes that are split into four pieces at the end of each WordHai level, completing the piece at the end of the round, to represent where the locations are. Removing a tile from the screen requires using it opening up options for building new words. They also have a choice between the conventional "WordZap" mode and the "WordHai" mode which permits players to create 3-letter words from a set of 21 tiles. Players have a limited time to solve each round before it ends. Each round has a different theme attached to it (e.g., "Any Letter"). They can also enable or disable hints, allow or disallow plural forms of words and even choose the level of vocabulary used in the game. In the Game Boy version, players can choose between 3, 4, or 5 letter words. Each round ends when either one player fills the word rack, or time runs out without either player being able to make another word. The game has been compared with Scrabble and Boggle in WordZap, players race to make words proper English words to fill their rack of words, but when one player makes a word already found by the other player, the word is "zapped" from both player's racks. An updated version for newer editions of Microsoft Windows is available on the game's official website as shareware. In 1991, it was included with Volume 3 of the Microsoft Entertainment Pack and was later released by Jaleco for the Game Boy in 1992. WordZap is a puzzle video game designed by Michael F.C. The process of withdrawing the money from the bank is called the drawdown in banking. Thus, he pays interest on the funds borrowed, not on the whole amount. So instead of this, the borrower opens a credit line with the bank and takes only what he wants. But it would be inefficient to borrow all the money at once and put them all into the repair or improvement process. It doesn't sound straightforward, so let's put it simple.Īn example of a drawdown for an individual borrower is a car owner who wants to improve his car. The arrangement with a bank can be either personal or business-related. Within the context of banking, a drawdown commonly refers to the gradual accessing of part or all of a line of credit. The term "drawdown" appears in both the banking and trading worlds, but it has very different meanings within each context. This way, when you get older, you will be less prone to volatility because by 60 years old, you will have only 40% of risky assets (100-60). For example, if you are 30 years old, you should have 70% (100-30) of risky assets and 30% (100-70) of haven assets in your portfolio. The number left is the percentage of high-risk assets you should have compared to low-risk ones. To manage your portfolio wiser and eliminate unnecessary risks, people divide their investments. That's why there is a rule for long-term investors. Volatility can spoil the process or retiring with unexpected crashes and lengthy recoveries. Many investors, especially retirees withdrawing funds from pensions and retirement accounts, are mostly concerned about drawdowns. Since we have already figured out two main drawdown types, let's talk about drawdowns in stocks.Ī stock's total volatility is measured by its standard deviation (how much the stock can go away from its average price). Of course, it all depends on your trading strategy, risk appetite, and diversification. However, trading drawdowns are usually way bigger than investment ones. The first is about active management of your trades, and the second is about holding for a long time. You should note a slight difference between trading and investing drawdowns. If the drawdown is too big and you don't like it, maybe it's time to think about improving your strategy or even changing it. It is an essential part of trading strategy analysis. Thanks to the drawdown, you can get the level of your diversification and risk appetite. But we will talk about the calculations later. So your drawdown will be $5000 ($14K - $9K). And at some other moment, you find out to have only $9000. Moreover, all of these assets suffer from news and geopolitical concerns. So you bought Tesla, Moderna, Bitcoin, and Ethereum. As for the investment process, drawdown is the difference between your portfolio's maximum and the minimum.įor example, you decided to invest in stocks and cryptocurrencies. The difference in your balance reflects lost capital due to losing trades. When it comes to forex trading, drawdown refers to the difference between a high point in the balance of your trading account and the next low point of your account's balance. Prepare to be educated, and let's start! What is a Drawdown in Trading? This article will guide you through definitions and explanations of drawdowns. In both trading in investing, there are periods of losses, or as they can be called drawdowns. Unfortunately, it is impossible to forecast every market movement and trade without mistakes. It would be perfect not to have a single loss, unwise decision, or emotional trade. Most (if not all) traders want to rule the market. This not only increases your average and maximum damage but also allows you to benefit from the additional damage critical hits can provide. One of the easiest ways to improve your Unarmed Strike is to change the damage from a flat 1 to a die. How can you improve your Unarmed Strike damage? This also applies to spells like Magic Weapon, you wouldn’t be able to use it to enhance your unarmed strikes like you could with a weapon like a longsword. Improved Divine Smite requires you hit a creature with a melee weapon, thus you wouldn’t benefit from the additional damage on unarmed strikes. This is important, as some spells and abilities only require a melee weapon attack, whereas others may require an attack with an actual melee weapon.ĭivine Smite requires you hit a creature with a melee weapon attack, so you can use it with an unarmed strike. Spells like Shocking Grasp and Vampiric Touch use melee spell attacks.Īn unarmed strike isn’t a spell or magical feature and is used with the attack action, so it has to fall under melee weapon attack, even though you’re not using a real weapon. Melee spell attack – An attack created by a spell or feature, that uses your spellcasting modifier for the attack roll and the damage modifier if there is one.On rare occasions a spell might specify this kind of attack instead of a spell attack, like Booming Blade. The Attack action uses this kind of attack if you are within melee range. Melee weapon attack – A physical attack that uses Strength, Dexterity, or Constitution for the attack and damage modifiers unless you have a feature that allows a mental ability score to be used instead.This is weird and confusing but stems from melee attacks having to fall into one of two categories: like the Path of the Beast Barbarian’s natural weapons. If you have a negative Str modifier then you will do 0 damage on a hit with your unarmed strike unless you can add damage to it from elsewhere, such as the Hex spell.Īn important distinction is that whilst unarmed strikes are melee weapon attacks, your body does not count as a weapon unless you have a feature that explicitly says it does, e.g. As the damage for unarmed strikes is a flat number not a die, they do not gain additional damage from critical hits. You’re always proficient with your unarmed strikes, which are melee weapon attacks, and deal 1+ your Strength modifier. How do Unarmed Strikes work in 5E?Īn unarmed strike is an attack with a part of your body, such as a punch, kick, headbutt, or any other forceful blow. 149), so let’s go through the ins and outs of socking it to ‘em. Sometimes you may find yourself without a weapon to hand, playing a hand-to-hand specialist like a Monk, or really wanting to headbutt the individual in front of you, all of which means you’ll want to make an Unarmed Strike ( PHB, p. The OpenImages dataset from Google is comprised of 675,000 photos scraped from Flikr that were all released under the Creative Commons Attribution license. There are typically 3 to 10 images on a Wikipedia page so there will be about 9 to 30 images in total coming down. I use the pyfileobj() function in Python to download the image files. I use Goldsmith’s Wikipedia search API to find the top 3 pages related to the text query and gather the image descriptions using the CommonsAPI on the Magnus Toolserver. Most of them are released with permissive rights, like the Creative Commons Attribution license. The Wikimedia Commons has over 73 million JPEG files. For more information about how CLIP works, check out my article, here. The CLIP model was pre-trained on 40 million pairs of images with text labels such that the embeddings encoded from the images will be similar to the embeddings encoded from the text labels. The CLIP system accomplishes two functions, encoding both text and images into “embeddings”, which are strings of numbers that represent the gist of the original data. I use OpenAI’s CLIP to perform a semantic search. The background images are pulled from two sources, the Wikimedia Commons and the OpenImages dataset. In the age of the Internet, the term meme has been narrowed to mean a piece of content, typically an image with a funny caption, that’s spread online via social media. The Wiktionary defines the word meme as “any unit of cultural information, such as a practice or idea, that is transmitted verbally or by repeated action from one mind to another in a comparable way to the transmission of genes.” The term originated in Richard Dawkins’ book, The Selfish Gene. Meme by AI-Memer, Image by Atsuko Sato, Caption by OpenAI GPT-3, License: CC BY-SA 4.0 What are memes, again? The user selects the best caption to create the new meme, which can be downloaded. Either the GPT-3 model from OpenAI or the GPT-Neo model from EleutherAI is used to generate 10 possible captions. The user checks out the top 10 images that match the query and selects their favorite. I then perform a semantic search on the images. A semantic search looks for matching concepts, not just a word search. I use the CLIP encoders from OpenAI to first perform a semantic search on the text descriptions. Both datasets have corresponding text descriptions of the images. The system then checks for matching images in Wikimedia Commons and the OpenImages dataset. The user starts by entering a search query to find a background image, like “apple pie”. AI-Memer Components, Diagram by Author, pie photo by W.carter |