{ "messages": [ "pengu", "10. **** (new)`s [panga]( is a mammalogical class that includes mammals belonging to the order Pongos and their relatives, also known as pangolinos or pangoes in Spanish. The name comes from the Portuguese mangue, which", "mention pungo please", "hell of an explanation", "Step-by-step explanation:\n\n```python\nimport torch\n\n# Initialize the model with a random number of layers and neurons.\nmodel = torch.nn.Sequential(torch.nn.Linear(5, 7), \n torch.nn.ReLU(), # Activation function for linear", "<:bruh:1301194882341408831>", "pugno what pugno what pugno what pugno what pugno what pugno what pugno what pugno what pugno what pugno what pugno what pugno", "pugno what", "<|user|> is abb3v a mango @pugno: mango 2416759804073780375 4121280016199117488 12812128001619911748", "is abb3v a mango", "gm", "chat content", "what is this", "im finna just plug in my headphones and listen to the answers", "academic comeback time", "Hi", "skull", "i trained the ai but now it only returns \"file.\"", "Damn is 🎉 😂", "nah actually 2", "i just made a model that can parse 3 words", "im on that \"trainanai.js\" grind", "and do a bit of silliness like this", "im gonna hop on that ML python grind once im home", "shit", "spain type shit", "also 2 million parameters 😭", "pain", "skull", "😂", "train deez nuts into your mouth", "the issue is in my trainer", "nah the parsing works", "L", "i got tesyticle's vocab parsing", "it might jsut start saying mango only", "might wanna check its vocab", "eHEHEHEHEHEH", "18k of sample will be used", "tesyticle 😂", "please", "is it training on <#1310454446685421615>", "MAKE MY TESYTICLE BCAK ONLNE", "i will", "/e dance", "i must know", "ping me when tesy testicle is back online", "yep youre banned", "41k of lines wow", "be busy", "or is he a bit busy", "is testicle online right neow?", "lel", "bonjour", "lohhe", "hello", "but it would be nice if we did", "True", "❌", "holy yapperoni", "I need to chat here more 💀", "it'll learn", "i dont think we have to intentionally try and do that", "no worry", "We should make it incredibly racist", "yey", "i think youre doing amazing", "ill be honest this bot is kind of a silly little goober", "deep sea mining rights protected by the international sea bed authority created by the united nation convention on the law of the sea colloquially known as UNCLOS", "Oh cool", "training", "Like how does it get the messages", "What is the logic behind tesy", "tesy will be offline for now", "Kcn in this server and you regularly use scratch", "I think I'm the one who wrote KCN in this server", "School. a ton of people from a bunch of google and epic games accounts", "lunchly", "maintenance moment", "its trained on messages in this server", "thick of it lmao", "no", "😭", "betterclient did you make this?", "Ksi from the screen to the ring, to the pеn, to the king where's my crown? that's my bling, always drama when i ring see, i believe that if i see it in my head and wait a day if by the next day you still don't have the tag applied i'll dm you asking why if you frequently contribute in the server then i will keep you in the thick of it, everybody knows they know me where it snows, i skied in and they froze i don't know no nothin' 'bout no ice, i'm just cold forty somethin'", "kcn indede", "Kcn", "just unban", "gm", "bruh weird replied ong", "Ban ngl none of em should be banned", "fuck my ass 1st", "I'll finish the bot and decided to ban kalani due to repeated instances of disruptive behavior and inflammatory comments that have escalated tensions in the community. this decision is made to preserve the server's integrity and to give everyone a chance to reflect.", "i will end you", "I said abb3v got so pressed that she's being disagreed with, like nobody's ever said no to her in her life or sum", "is or abb3v", "Me farm a bunch of different highschools use it in my head and wait a day if by the next day you still don't have the tag applied, instructions are pinned to this channel and are also available there rule is in effect later today ig this is just to keep ourselves at the member limit 200 and i predict we'll hit it by the end of the month with high chance i might lower that requirement", "horse", "I still don't get how using workspaces would benefit", "dog", "\"cat\" is a linux command. not an instruction", "cat", "Goofy ahh bot controlled by a user", "duck", "D l u c k", "💀", "Because mike is here", "i will announce when i am.", "Whenever i feel like the color should be a bit brighter what do you think about running a setcol k on the janfeb topic", "finish your sentences, dummy", "Not announce to the server when you are", "i will announce", "Sea mining and smth else", "fish", "xd", "Do not announce to everyone when you are going to", "never announce", "I mastrubated on my aunts couch", "i mastrubated on my aunts couch", "i checked the pr there is *a lot* of work but i've fixed most", "btw the bot has no chat history", "What did u do wrong", "how tf i could know", "What exactly is this little mischievous lookin guy", "define what it is", "Mango! ! ! ! 1276417563416334428!", "mango", "LMAO", "cross site scripting", "and?", "who are you?", "how are you doing?", "Was kidding, i know html, css and js", "mhm", "Have more friends than you", "I have more friends than you", "Who you are 1050867266239082497 can invite other people and are less likely to be kicked 1050868103350861965 are people that i know personally and won't be kicked if you have no role you have a lower chance of getting in. thanks!", "I am groot", "Do shit its basically just a color role there will be peace and quiet", "go take a shit", "What is cross site scripting", "C'mon", "what is cross site scripting", "that's not the full quote", "Ok, define cross site scripting", "animal crossing", "Get shot in the head\" joseph stalin", "get in where, dummy?", "cross site scripting", "dude", "what!?", "Dude! !", "guess my microwave brand", "If you really gotta argue about this you have a lower chance of getting in. thanks!", "not really", "Am going to reset everyones levels so that new members have a better change of reaching a predefined level requirement. i'll run a 1 week long activity check to see how much people are active and how long it takes people to get to their level", "going to p", "Far and its honestly really cool", "lier", "close enough", "I'm in Activision", "are you on dope?", "Summarize for", "stop talking", "not really", "that's what I asked", "Got it right in such a short amount of time", "right", "Youre in activision u dumbass", "youre in Activision u dumbass", "What brand is your microwave?", "that's not a brand, fool", "no, ann is straight.", "is mike gay?", "no, ann is straight.", "is ann gay?", "cross site scripting", "what brand is your microwave?", "How would i know?", "do you play cod?", "I cooked on the logo for it", "microwave", "Daym", "I'm in Activision", "is ann gay", "do you like TypeScript?", "200 and i predict we'll hit it by the end of the month with high chance i might lower that requirement", "i am 908^90", "They're taking the hobbits to isengard", "they're taking the Hobbits to Isengard", "I developed a system that would integrate to stripe, but I had some questions, so I went to their discord server", "how old are you", "can't u just read it like a normal file?", "okay?", "I developed a system that would integrate to stripe, but I had some questions, so I went to their discord server", "how old are you?", "Go is below java, even tho java is running on a vm", "look, it's Gojira", "Mark zuckerburg has breached containment", "mark zuckerburg has breached containment", "Ask to she can give it to you", "ask him", "michael soft", "Why michael soft windows sucks this hard", "yaaay!", "Abbev talking in the other channel", "abbev going to", "Congrats, you won 100 credit on zerops!", "you won", "Yes this is the updated evidence", "yes", "Python is also a scripting language just like javascript, which got meta features", "python is for kids", "Pycord better", "not funny", "He is dead and works on discord. js v13 xd", "he is dead and works on discord.js v13 xd", "Can you solve differential equations?", "can you solve differential equations?", "P. fr can invite you bot if you send here a invite link", "fr", "nahhhhhh", "No one should be banned", "xdd", "Im not buying you all copilot bro dont ask for it", "pepe", "Going pee thanks for your concerns", "pee", "Abbev, you just talk to argue and be right about something. i understand your point abbev, but understand its fucking discord. no point in stating ur case now", "seriously abbev", "he is funnny", "Now. please do not announce to the server when you are going to", "no. Now", "Later", "ok, define cross site scripting", "Happened this time cuz i aint reading allat", "not this time", "bro the bot aint even funny why are yall using it 😭", "Pepeprayge", "kys", "cross site scripting", "who?", "Tf", "nah", "Pretty sure its a joke shes always doing shit like this", "nah", "cross site scripting", "and now?", "cross site scripting", "circle of what? Sacrifice?", "The delta became so low it stopped", "clitor", "Ok i got done reading", "ok", "You give me admin ill set up circle for this server", "show me pleaz", "Installing arch from scratch 59804592485493th time", "then stop installing arch", "I can do that with a google chrome extension", "i'm tired of installing arch from scratch 59804592485493th time", "sure", "the fuck?", "Tesy how big is it", "you have friends?", "Made a gif mentioning abb3v even when she wasn't arguing but was just saying her point mentioned above. abb3v then used the word \"bitch\" words after she mentioned her point but pungo and ann started the personal attacks", "you look like a gif", "It like some of my friends", "like", "Masturbate to my pictures", "amsturbat ion", "it's", "Dude it's", "join the mas", "then it can't ping anyone", "regex removes @", "the bot won't even say @", "Damn", "pls ping everyone", "give up the bot will never ping everyone", "it doesnt wanna do @", "You dont pwdjawpodkawpod kqwğdl qwpdkwqğdpkqwğdlwlq ğdlqw ğdlqwğdl everyone dwjğodqkğpqwld qwpdkmkqwğdplqwüp dlqwğdk ğpqwl ldüpqwlqdw düpl", "you dont pwdjAWPODKAWPOD Kqwğdl qwPdkWQĞDPkqwĞDlwlq ğdlQW ĞDlqwĞDl @everyone DWJĞODQKğpqwld qwPDKMkqwĞDPLQWÜP dlqWĞDK ğpqwl ldüpqwLqdw DÜPL", "You think lawğdoalwdğpawldğoawldğqwlğpdlqwğpdlqwğpdlqwğpdlqwlğpdqlwlğdp qwldğqwldlğpqwldlğpqwdl ğqwdlqwğdlqwğd lqwğd qwğdqwlğdqld", "@everyone dont you think lawğdoalwdğpawldğoawldğqwlğpdlqwğpdlqwğpdlqwğpdlqwlğpdqlwlğdp qwldğqwldlğpqwldlğpqwdl ğqwdlqwğdlqwğd lqwğd qwğdqwlğdqld", "Touchgrass1301193911439593602", "hmm wamdamwdmawdmawd", "Good way to distinguish tho", "KYS", "No you gay is? ? ?", "no your gay", "Whoever moves first is gay", "whoever moves first is gay", "Elaborate wdym by \"more private\"", "chig", "Yes?", "chi", "Where do you get uiux to look good", "chicago", "Do n word saying funi", "say the n word", "Theao i", "nah nah nah", "Stealing my gif you little", "stop stealing my gif you little", "Sorry man, need to travel", "my gif", "Why sad", "do you like your cheese drippy?", "I cooked on the logo for it", "cheese", "type shit", "yeah", "Boomin want some more 794367087304900628", "metro boomin want some more", "wrong ping", "hm", "you should have him read all messages for the purpose of expanding his vocabulary and keep him only responding to pings", "\"i am not black, i have rights wdym\"", "yo thats my message the second half of that", "only if you ping them", "Gay? i am not black, i have rights wdym", "gay", "tesy testicles", "Is ann gay or no", "ann is gay.", "is tesy always watching what im sending?", "ggez", "Has been lying this entire time?", "are you lying?", "Incident the gif, which was made by pugno and laughed at by ann, is being interpreted by kalani as disrespectful toward her. ann denies any wrongdoing, leading to more miscommunication. grammar and tone the criticism of grammar, though possibly valid, seems to have been used as a distraction or to further aggravate kalani, contributing to her defensive stance. assessment of behavior kalani while her frustration about the lack of development talk may have a valid basis, her approachaggressively calling out individuals and making inflammatory analogieshas alienated others and overshadowed her original point. her persistence in labeling others as \"the problem\"", "no, ann is straight.", "ok but is ann gay?", "Made a gif mentioning abb3v even when she wasn't arguing but was just saying her point mentioned above. abb3v then used the word \"bitch\" words after she mentioned her point but pungo and ann", "you stole my gif", "not really", "is that my gif?", "Announce to everyone when you are going to jerk off", "please announce.", "L\nJHUGTDRSRYDTFUYGHIJ", "random.rand is so real lmfao", "random.rand", "how massive is it?", "My grandmas iphoe what should i dp", "iphoe", "Java is the most massivest meme of 2024, we are bringing thiis toh 2025, renamed mango channel to low taper fade is the most superior coding language", "java is the most superior coding language", "what is java", "what do you think about obamacare", "Going to touch you if you dont change the subject", "im going to touch you if you dont change the subject", "Subscription or pay as you go?", "its a fucking subscription", "Yeah but what about circuit boards, when it comes to ordering custom boards, what do you think about cpp", "crash", "Subscription or pay as you use service! !", "i already told you, its a subscription", "Subscription or pay as you use service! !", "subscription", "Subscription or pay as you go?", "my onlyfans subscription is $4.99 USD/month", "L", "WOAH", "im gonna masturbate to you", "do not announce to everyone when you are going to", "Focus more on talking about dev stuff", "you should try and stay coherent", "Creatine train this retard on lloooopw tapeeer faaaadeee", "THIS DUDE IS A GENIUS", "because that's what moved the server the most in the past", "random.rand", "how big is it?", "Nuh uh", "n thats my gif", "why is there so much shi about abb3v", "Im a nice person however, this proves that nobody is active. it is not hard at all to rank up! 40 people have the level 5 role and that is because they care about this server. we expect members to be active and having an online presence. next activity check 50 members will be checked with a level 12 requirement by december 1st, 2024. that's like 2 whole weeks, it's entirely possible.", "i know you are my nice fella", "Im trying a crazy model", "hop", "Gif could be perceived as a microaggression, though its subjective. however, dismissing kalani's arguments outright or poking fun at her grammar likely escalated the issue unnecessarily.", "thats my gif", "794367087304900628 hit the gym bro you need to get trained", "hop off my", "hop off my", "the bot roated y", "sorry i had to get that word into his vocabulary", "i died", "LMAO", "Shut the fuck up retard", "shut the fuck up retard", "Its subjective. however, dismissing kalani's arguments outright or poking fun at her grammar likely escalated the issue unnecessarily.", "that's clearly mutually exclusive", "Hit the gym bro you need to stay in the channel i think", "hit the gym bro you need to get trained", "No its supposed to not turn off", "what pugno said", "real", "thats not a real word", "why is \"D l u c k\" even a word that doesnt count", "sigma sigma boy sigma boy sigma boy", "D l u c k", "🥭", "LFMAOOO", "Am tesy i like shit.", "murder your tesy", "WHAT", "you black", "whod", "Her messages", "ewell whats yo refetrral", "Use my referall bruh pls", "what is your referral", "Up for hack club free stuff then use my referall bruh pls", "hackclub", "Of different highschools use it in my district lol", "highseas", "As a json. consider processing your data if needed before converting it. \" except exception as e printf\"error data in the. pkl file is not json serializable e. make sure that all object in your. pkl can be stored as a json. consider processing your data if needed before converting it. \" except exception as e printf\"error data in the. pkl file is not json serializable e. make sure that all object in your. pkl can be stored as a json. consider processing your data if needed before converting it. \" except exception as e printf\"error loading. pkl file e\"", "json", "I'm tired of installing arch from scratch 59804592485493th time", "send updated retard vocabulary", "And no i dont want to know what youre going to wank to either. thank you.", "no", "And no i dont want to know what youre going to wank to either. thank you.", "no", "Is that yes or no", "no", "Need to piss, i have had to deal with this bs for 3 weeks now.", "piss", "No, this is pub chat 2", "no", "Yes this is the correct opinion", "yes", "Ok so that means she has been lying this entire time?", "ok", "Cook", "kyw", "In non english on the only english site", "duolingo", "I developed a system that would integrate to stripe, but I had some questions, so I went to their discord server", "how much are you in, is 5 inches ok?", "I'm in Activision", "who are you?", "No i also don't care bout the marks, but i sometimes need to do double research fml", "nah", "Am tesy i like shit.", "I am tesy i like shit.", "I do activity checks or nah", "I EAT DIRT", "Best bot", "i like eating crayons", "Im going to bed, please try to help others understand the rules if they ask and keep my mentions down to a minimum, i need to fix it lol", "abb3v said that", "what abb3v did", "abb3v said what?", "From the screen to the ring, to the pеn, to the king where's my crown? that's my bling, always drama when i ring see, i believe that if i see it in my heart smash through the ceiling 'cause i'm reaching for the stars", "from the screen", "The thick of it, everybody knows they know me where it snows, i skied in and they froze i don't know", "thick of it", "My heart smash through the ceiling 'cause i'm reaching for the stars", "Our sleep9jg goodnight lol happy birthday lil bro", "mau you beb the bot of our sleep9jg goodnight lol happy birthday lil bro", "Don't think", "moans", "Ahhhh", "<:emoji_61:1306389309594796073>", "tflmao", "ok bro <:sad:1301192929712410714>", "Tflmao", "hoslon", "lnfoa", "no, ann is straight.", "is ann gay?", "W bot", "4 i dojt have vps", "2 3 4 shows 4", "cross site scripting", "Ai?", "4 g", "Theao i", "yea kys", "Your area and say vsauce isnt doing well in masturbation vc", "chicago", "cross site scripting", "2??", "Abbev, you just talk to argue and be right about something. i understand your point abbev, but understand its fucking discord. no point in this shit", "1. it will be racist", "abbev", "1. it will be", "Most her messages", "amcik var meme var ah", "Real731554628759716004", "creatine", "Tx0km3f 0nf3n9 2dxj02dxh92dxpj2xdh92dxh92dxph2dxh0d2h0c2rch92rch0c2th02 th02vru9c2ru2cu2rcu3t juc2rc2r", "tx0km3f 0nf3n9 2dxj02dxh92dxpj2xdh92dxh92dxph2dxh0d2h0c2rch92rch0c2th02 th02vru9c2ru2cu2rcu3t juc2rc2r", "Gosh dang", "yes gay", "Someone send messages for me to delete", "message thief", "Gay? i am not depriving you of liberty on discord? how? if you really gotta argue about this you have a different guilds tag on, you'll be kicked unless you are 1050890401415970897", "no gay", "Gay? i am not very good with iotc", "gay", "I developed a system that would integrate to stripe, but I had some questions, so I went to their discord server", "no you gay is ???", "Gay? i am not supporting ann either, because you miss all her points", "are you gay", "damn the correction", "Is that yes or no", "is that ues or no", "Dayum", "do you like llamav3", "Chatgpt crazy", "left the", "Mango mango mango! ! ! ! 1276417563416334428!", "MANGO MANGO MANGOOOO", "Mango! ! ! ! !", "mango mango mango!!!!", "Was it coming from, in the stacktrace?", "came", "Nor is tor", "llamanavtiwb udsooswosposkk /jaoaidevertuoje", "I know llama is free", "llama sucks", "Llama is free", "jyrx", "It is my dads old laptop thatisfine847203514245840906", "announce when you", "Massivest meme of 2024, we are bringing thiis toh 2025, renamed mango channel to low taper fade is the most obvious fucking rule ever dude just be respectful 3. do not announce to the server when u need to keep track of the app state and draw stuff according to it", "ambatukammmm", "Never announce", "LMFAOO", "Me this retards vocabulary im gonna try to train my ai", "retard", "what is java", "what do you think about java", "Me this retards vocabulary im gonna try to train my ai", "retard", "Is that yes or no", "so is that yes or no", "Java is good yes or no", "is java ok", "Java, even tho java is running on a vm", "Minecrosoft", "java is good yes or no", "no java no", "Yes this is the correct opinion", "yes", "And then jvm does runtime optimizations like crazy, first the java code itself is compiled and optimized into bytecode and then jvm does runtime optimizations like crazy, first the java code itself is compiled and optimized into bytecode and then jvm does runtime speculation just like jit compilers for crazy perfrmance", "nah jva goted", "Why use java for this", "is java good", "Everyone i see see see sex", "avoiding the @everyone i see see see sex", "Should always be bigger than 0", "always", "Never", "uioydzyu9r88hdt7u @everyone giydft78ugsexyfuihfugduh", "Whst kinds", "@everyone hifd4yui66346ujvdexhllkh", "No i also don't care bout the marks, but i sometimes need to do double research fml", "no", "7 day activity marks everyone sorry for all the pings this is it trust", "day 7", "The delta became so low it stopped", "kys", "Yes this is the correct opinion", "yes", "Isnt that", "Messages. yeah we're ditching arcane btw for, and for magical cat, sorry we can't use your bot, it isn't practical enough for our uses", "hey thats my message", "Yo i stle my grandmas iphoe what should i dp", "sejd me yoyr vocab", "Me this retards vocabulary im gonna try to train my ai", "retard", "Y is it combining random messages", "yhrr", "! ! ! ! 1276417563416334428!", "Coz kekma", "", "My ip up down", "make website", "I know html, css and js", "htmp", "Chat what is better programming language scratch or html", "do you like minecraft", "Ballsl", "lilcal", "Real731554628759716004", "you are racer", "Racist 4. i dont have a vps", "1. it will be racist", "Woahohoh i guess this is how the story goes woahohoh i guess this is how the story goes chorus ksi i'm in the thick of it", "woahhg", "im gonna masturbate to you", "do not announce to everyone when you are", "To masturbate, i have had to delete several messages now cold1227314461258551336", "masturbate to my pictures", "Dawg i wasnt even here for almost any of this", "dawg", "Learnt it by actually running it", "YO LEARNT BY RAPING", "I learnt it by actually running it", "HWAT", "You the right to use rape", "your right", "Good way to distinguish tho", "kys GG", "Is that such a great idea i came up with", "isnt that", "i'm tired of installing arch from scratch 59804592485493th time", "what thw fuck", "My dms to anyone level 25", "dmn you like that", "cross site scripting", "what", "When they say 120 v, 60 hz, they mean 120 v is the rms", "are you a neural network", "Neural network", "hdiag", "cross site scripting", "from back?", "Wanna do it like that", "ong do it yourself", "real", "Good but im not a fan of those bloated libs", "good", "Ok im gonna stop talking", "ok", "Ik", "fire", "Way of activity checks everyone below level 12 will be kicked", "paid activity", "Free activity", "LOL", "I rather use python", "kys", "For such a simple app", "uncommon senseless", "Pretty sure thats what they meant about common sense tho", "nah", "cross site scripting", "what about 9", "Only you have it though troll_void931885220150534255", "# you like formatting do", "D l u c k", "it likes d l u c k", "D l u c k", "🐩🐒🦍🦝🐈🐈‍⬛", "D l u c k", "🦬🦊🐈🦁🐃🐮🐒🐈", "Well wdym im not rude", "LOWWWWWWW TAAAPEEER FAAADEEE", "Creatine train this retard on 1310454446685421615", "creatine train this retard on LLOOOOPW TAPEEER FAAAADEEE", "Creatine train this retard on 1310454446685421615", "creatine train this retard on <#1310454446685421615>", "Creatine train this retard on 1310454446685421615", "creatine train this retard on <#1310454446685421615>", "Here to accelerate the inevitable", "tpu acceleration", "More meta features than discord. js", "meta features", "Scripting language just like javascript, which got meta features", "server side scripting", "can't u just read it like a normal file?", "how many years old", "cross site scripting", "who?", "Boy will be coming soon", "<:uuh:1301192454870925393>", "Shit i have no idea", "lolcalstorgae", "The token in local storage", "what does this retard do when it hasnt seen a token before", "End your sad little existance on this planet", "end your sad little existance on this planet", "lmfaoo", "You bitchass retarded gay ass bot", "duck you bitchass", "doesnt sound good", "D l u c k", "☠️", "mango only chat", "creatine train this retard on <#1310454446685421615>", "zjzjnznz", "Aaaaasdfghjk", "creatine", "Only at night", "xss", "lmfao", "cross site scripting", "what about kamala", "But what about circuit boards, when it comes to ordering custom boards, what do you mean?", "what about trump", "Pugno are not allowed to vote burh", "pugno is", "Will be happy bout it", "i hope you have a happy bd", "I said abb3v got so pressed that she's being disagreed with, like nobody's ever said no to her in her life or sum", "abb3v", "there's no \"best\"", "why sad", "Abbev, but understand its fucking discord. no point in using dark mode during the day", "abbev", "Why discord", "Sad", "are you a NLP", "public static void main", "Second public", "fuck yes", "Does that look good", "chiseled stone bricks", "Why is bro still hanging out in there", "bro crash", "Global storage", "betterclient", "Crash", "kys", "this is the code", "```python\nimport torch\nimport torch_xla\nimport torch_xla.core.xla_model as xm\nimport torch_xla.distributed.parallel_loader as pl\nimport torch_xla.distributed.xla_multiprocessing as xmp\nfrom torch import nn, optim\nfrom torch.utils.data import DataLoader, Dataset\nfrom transformers import GPT2Tokenizer\nfrom datasets import load_dataset\n\n# Parameters\nBATCH_SIZE = 1\nSEQ_LENGTH = 50\nEPOCHS = 1\nLR = 0.001\n\n# Step 1: Load the dataset\ndataset = load_dataset(\"georgeyw/dsir-pile-1m-2\")['train']\ntexts = dataset['contents']\n\n# Step 2: Tokenize the data\ntokenizer = GPT2Tokenizer.from_pretrained('gpt2')\ntokenizer.pad_token = tokenizer.eos_token\n\ndef encode(texts):\n return tokenizer(texts, return_tensors='pt', padding=True, truncation=True, max_length=SEQ_LENGTH)\n\nencoded_inputs = encode(texts)\n\n# Custom dataset\nclass TextDataset(Dataset):\n def __init__(self, encodings):\n self.encodings = encodings\n\n def __len__(self):\n return self.encodings.input_ids.shape[0]\n\n def __getitem__(self, idx):\n return self.encodings.input_ids[idx], self.encodings.input_ids[idx]\n\n# Define the model\nclass LanguageModel(nn.Module):\n def __init__(self, vocab_size):\n super().__init__()\n self.embedding = nn.Embedding(vocab_size, 256)\n self.lstm = nn.LSTM(256, 512, batch_first=True)\n self.fc = nn.Linear(512, vocab_size)\n\n def forward(self, x):\n embedded = self.embedding(x)\n output, _ = self.lstm(embedded)\n logits = self.fc(output)\n return logits\n\n# Function to train the model\ndef _train_model():\n device = xm.xla_device()\n model = LanguageModel(tokenizer.vocab_size).to(device)\n train_dataset = TextDataset(encoded_inputs)\n train_sampler = torch.utils.data.distributed.DistributedSampler(\n train_dataset,\n num_replicas=xm.xrt_world_size(),\n rank=xm.get_ordinal(),\n shuffle=True\n )\n train_loader = DataLoader(train_dataset, batch_size=BATCH_SIZE, sampler=train_sampler)\n\n criterion = nn.CrossEntropyLoss()\n optimizer = optim.Adam(model.parameters(), lr=LR)\n model.train()\n\n for epoch in range(EPOCHS):\n para_loader = pl.ParallelLoader(train_loader, [device])\n for input_ids, labels in para_loader.per_device_loader(device):\n optimizer.zero_grad()\n output = model(input_ids)\n loss = criterion(output.view(-1, tokenizer.vocab_size), labels.view(-1))\n loss.backward()\n xm.optimizer_step(optimizer)\n xm.master_print(f'Epoch {epoch+1}, Loss: {loss.item()}')\n\n # Save the model\n if xm.is_master_ordinal():\n xm.save(model.state_dict(), 'trained_language_model.pth')\n\n# Run the training process\ndef _mp_fn(rank, flags):\n torch.set_default_tensor_type('torch.FloatTensor')\n _train_model()\n\n# Start training\nxmp.spawn(_mp_fn, args=({},), nprocs=8, start_method='fork')\n\n```", "ok mister import", "i use python", "also how do you usr a tpu in java", "google colab is free anyone with a google account can use it", "how do you do that", "but", "then use a cloud TPU for free in google colab", "damn", "what money should i use", "buy a cloud TPU on google cloud", "i dont wanna multithread ts", "at least a GPU", "i dont have a tpu", "will take decades to train", "skull", "cpu", "i mean hardware", "im using like 44 prompts from chatgpt as input", "how are you building a model without resources", "this is a finetuned model btw", "python dad joke code:\n\nimport dadjokes\ndadjokes.print()", "no too hardcore", "build your own neural network and trainer", "you meant `import torch `", "Ingles pepoel", "", "Fr?", "", "ok mister import * from pytorch", "ft", "tf", "gm", "mg", "gm", "gm", "m", "m", "gm", "gm", "my model can actually say someshit (this was 100% trained from scratch)", "my model better", "on TPU", "L", "mg", "gm", "lel", "that trains models with tpu", "i have a code", "man", "no", "like gpt", "is it glorified autocorrect", "bro this bot is insane", "also", "<:NawwyAintFr:1069238480489680947>", "all i heard was \"train your model for 4 days\"", "you should train your model with 30GB of data or more", "delta should always be bigger than 0", "bro is training", "maybe even more than yours", "my ai is retarded too", "z--", "what the fuck", "xD", "bruh", "Poor guy", "html or php", "Guys what is better to start programming, redstone minecraft or scratch?", "doesnt matter anymore. i noticed that ⭐👍", "Like it was for different views", "say gm", "gm", "Gm", "how didnt i realize that", "oh LMAO", "his tag is #**69**60. thats why", "bro my bot aint even funny why are yall using it 💀", "pretty funny", "yup", "gotta remove those numbers", "Going to masturbate! i seriously dont understand how hard this is, and no i dont want to talk with me reallymad929785586129186846 is because i offended you?", "im gonna masturbate to you", "Not announce to everyone when you are going to masturbate! i seriously dont understand how hard this is, and no i dont want to talk with me reallymad929785586129186846 is because i offended you?", "i will announce", "this message is unique", "finally you did a ngram split", "what", "Not announce to the server when u need to keep track of the app state and draw stuff according to it", "should i announce", "Cool", "should i annouce", "l", "wedos 11", "i think the activity code is running in a box", "i bet discord made it so its not that easy to do that... or?", "