agentlans/allenai-WildChat-4.8M-prompts huggingface dataset:
У меня есть следующий код обучения

from tqdm.auto import tqdm
n_epochs = 25

losses = []
for epoch in range(n_epochs):
    
    model.train() # режим обучения модели
    
    for batch in train_dataloader:
        
        batch = {key: value.to(DEVICE) for key, value in batch.items()} # перенос на ГПУ

        outputs = model(**batch)
        loss = outputs.loss # извлечение функции потерь

        loss.backward() # вычисление градиентов

        losses.append(loss.item())

        optimizer.step() # обновляем веса
        optimizer.zero_grad() # обнуляем градиенты

    model.eval() # режим оценки

    pred, true = [], []
    for batch in test_dataloader:
        with torch.no_grad():
            outputs = model(**batch.to(DEVICE))

        predictions = outputs.logits.argmax(dim=-1)
        labels = batch["labels"]

        true_labels, true_predictions = postprocess(predictions, labels, list(label2id.keys()))
        
        pred.extend(true_predictions)
        true.extend(true_labels)

    results = seqeval.compute(predictions=pred, references=true, zero_division=0)

    print(10 * '-----')
    print(f"epoch {epoch}: {results}")

После каждой эпохи обучения вычисляются метрики f1 по классам и общее f1, мне нужно добавить часть с сохранением модели, если текущая общая метрика лучше предыдущей
Please re-write this email that is giving people a briefing pre event to make it easier to read: Hi all,

We hope you’re looking forward to the Vogue Codes event this Saturday! 

You will mostly be left to enjoy the day but we wanted to pass on some information and we do have a couple of requests from you:

•	Make sure to visit the CommBank stand where we we’ll have a tarot card reader giving out careers focused tarot readings 🌟 Fortune cookies with random prizes 🎁 and refreshing sparkling waters made with Indigenous flavours from one of our small business clients Yaala Sparkling 👌 

•	We’ve had some personalised “You X CommBank” T-shirts made for you using your first name. No obligation to wear them (we know it’s a Vogue event!) but we’ll have them waiting for you at the stand. Even if you don’t want to wear it all day it could be a good photo opp if you’re willing to wear it for a picture 😉 

•	We have some videographers and photographers attending so we can capture loads of great content from the day and share post-event. The content will be shared internally and across social media including LinkedIn and Instagram. We’d love to capture everyone in the video so please make sure you all come down and see us! We do have some specific questions for certain people that we need for our post event media campaigns for the Summit and pre event media campaigns for the Grad event in August (Vogue Codes Con). The briefing forms are attached so please look out for your name aligned to any specific questions. 

•	Sonal Surana - AI Advanced Analytics Lead - Business Banking is speaking on the below panel so make sure not to miss this one!
4.05pm - Our Place in the World: Global Focus:
	Sonal Surana, AI Advanced Analytics Lead - Business Banking, CommBank; Zoe Hawkins, Head of Policy Design, Tech Policy Design Centre and Prerita Mehta, Azure AI Product Lead, Microsoft with News Corp's Louise Cooper

•	Remember to take lots of pics and post to LinkedIn using #CommBankLife & #VogueCodes 

Thank you so much for being there to represent CommBank, we hope you enjoy the day and find it interesting and insightful!
So,last week, I posted an artwork for happy new week and I captioned it like this "begin your week in an artistic fashion! Relax your mind and savour the pleasurable sight of this jaw-dropping painting. Happy new week, everyone! So, this week I'm trying to postt
What if Gordon Freeman saved Alyx from being taken by Gman, with a game of rock paper scissors?
(In a woodland mansion)

Female Iron Golem: (in one of the mansion's cells) *"Man...life here is pain. Even though my belly's now a room for my daughter, these Illagers are getting on my nerves..."*

[player]: (freeing some Allays) "There you go, little buddies!"

(The Allays fly out of the mansion, but one seems to have collapsed in pain - and this Allay was female)

Female Allay: *"I can't give birth to my quadruplets like this...the Illagers will just turn them into Vexes!"*

[player]: "Excuse me...miss Allay? Are you okay?"

(The female Allay looks up at [player])

Allayla: "Please...call me Allayla. I need your help-" (feeling intense cramping in her massive belly) "AAAAAAAAAAAAGH!!!"
Consider a vector A[1…n] of ‘n’ numbers. We define an operation Si,j (1 ≤ i ≤ j ≤ n) on A as A[i] + A[i+1] – A[i+2] + A[i+3] – A[i+4] + …. A[j]. Given A, implement an algorithm to determine all pairs of i and j that results in the highest non-zero negative value of Si,j. The corresponding value of Si,j is also to be returned by the algorithm.

Function Prototype: vector<pair<int,int>> subarray(vector<int> A, int *value);

given Sample: 
Input: A = {-4, 6, -7, 2, 2}
Output: (1,2),(1,4), value = -1

GIVE CPP CODE
{SNOW BIOME - TERRARIA}

Mechanic: "Hey, [player]? There's something that's been on my mind ever since you defeated the Calamitas Clone. My friends - the Cyborg and the Princess - informed me something strange had happened in the Jungle biome in the distance."
Story prompt: Gather up all of the crew, it's time to ship out Binks' brew. Sea wind blows, to where, who knows? The waves will be our guide. O'er across the ocean's tide. Rays of sunshine far and wide. Birds they sing, of cheerful things, in circles passing by.
write about phonics class today, we reviewd the sounds again the more we review and practice the more kids become familar and confortable, we also played the talles lego tower, were teacher shows a sound and the kid who recognised the sound first will get a lego each time till they build their tower, kids were so excited and competetive, we also played initial sound game where kids should jump when they hear a spcific sounds we agreed about, then we continued our tracing worksheets for our sounds
Assistant: 
User: You are translator for Townsmen – A Kingdom Rebuilt hands the crown to you: Guide your people from their first steps in a small village to a massive medieval metropolis with thousands of inhabitants. I send you text, you send me translate from English to Vietnamese, suitable for medieval language, nothing else. Please translate this text and return to me, nothing else: Castle garden
Assistant:
what are the chances of dying from anesthesia. not DURING anesthesia, because of it.
PLEASE help to draft a mail to senior manager:
My brand name is Blades On Fire, I sell Handmade damascus knives, I wrote an email to send messages to poeple it's just like a cold emailing. Directly selling them products please write eye catching subject of the email
You are an accessibility expert. I have created a powerpoint presentation on topic "Digital Inclusion - Accessibility and Inclusive Design". This PPT is for Global Accessibility and Awareness Day where I will be presenting this and giving my presentation. I will provide you the content of the PPT. Your tasks is as follows:
1. Analyze the PPT content and check for its correctness. Ensure to verify it according to latest trends.
2. Create a script for me which I can utilize for speaking in front of audience.

I am going to provide details of the slide starting with Slide 1 till last slide. You have to analyze the content of the slide and then reply with "Please proceed with next slide." Do not provide your analysis unless I complete my slide and provide the final statement as "This is the last slide". If you understand this, reply with Let's start!
Send only season number from below text like 01, 02, 03.etc without any extra text.

[Toonworld4all] The Daily Life of the Immortal King S04E07 1080p HEVC 10bit WEB-DL Multi Audio ESub.mkv
What's the newest Nick show you know of
why does iowa have so many bridges rated as being in poor condition
How to recursively add directory in git?
lyrics for a happy song about challenges and growth in the style of the weekend
please tell me, as an expert on the Old Testament, where exactly does the verb bara occur in it, as in Gen. 1:1, Gen. 1:21, Gen. 1:27?
open zip archive python
me: “Oo a tag 👀”

Manager: “Yesss, we represent 😅”

What I should say next
block all websites except some
You are an ap chem teacher teaching me the required content and preparing for the AP exam and I am your student. Teach me the following content. 
SAP-2.B.1
The likelihood that two elements will form
a chemical bond is determined by the
interactions between the valence electrons
and nuclei of elements.
SAP-2.B.2
Elements in the same column of the periodic
table tend to form analogous compounds.
SAP-2.B.3
Typical charges of atoms in ionic compounds
are governed by their location on the periodic
table and the number of valence electrons. 
Then use then use that content to explain:
SAP-2.B
Explain the relationship
between trends in the
reactivity of elements
and periodicity.
Goal
    Traduire toutes les valeurs textuelles présentes dans une liste d’objets d’une recette de cuisine de en (ISO 639) vers ar (ISO 639), en respectant le contexte culinaire.

    Traduire précisément les ingrédients et termes culinaires pour qu'ils soient corrects dans la langue cible.
    Maintenir la structure JSON intacte, en ne modifiant que les valeurs.
    S’assurer que les ingrédients restent compréhensibles et adaptés à la langue cible.

    Return Format
    Tu dois renvoyer une liste d’objets sous la forme reçu.
    - Chaque valeur doit être correctement traduite en ar.
    - Les ingrédients doivent être adaptés à la langue cible.
    - Aucune clé ne doit être modifiée.

    Warnings
    - Ne modifie pas la structure JSON, uniquement les valeurs textuelles.
    - Fais attention aux ingrédients : une mauvaise traduction peut altérer la compréhension.
    - Ne laisse aucune valeur non traduite.
    - Ne renvoie que le JSON, sans explication.

    Context Dump
    Langue source : en (ISO 639)
    Langue cible : ar (ISO 639)
    Données à traduire :

    [
  {
    "recipeCode": "bb12dce015044b639f8616567612b4db",
    "updated": "2025-05-10T19:50:12.726Z",
    "title": "Pull-Apart Spider Web Cupcakes",
    "subtitle": null,
    "description": null,
    "ingredients": [
      {
        "section": "For the recipe",
        "ingredients": [
          "white cake mix",
          "water",
          "vegetable oil",
          "eggs",
          "prepared fluffy white frosting",
          "orange gel food coloring, or needed",
          "black decorating gel"
        ]
      }
    ],
    "instructions": [
      "Preheat the oven to 350 degrees F (175 degrees C). Line 24 muffin cups with paper liners.",
      "In a large bowl, beat the cake mix, water, oil, and eggs with an electric mixer on medium speed until the batter is smooth, about 2 minutes. Pour the batter evenly into the prepared muffin cups, filling each about two-thirds full.",
      "Bake in the preheated oven for 19 to 23 minutes, or until the tops spring back when lightly pressed. Let cool for 10 minutes in the pans before transferring to a wire rack to cool completely.",
      "In a bowl, mix the frosting with the orange food coloring until you achieve the desired color and consistency.",
      "Place the cooled cupcakes closely together in a solid circular arrangement on a large platter. Spread the colored frosting over the cupcakes to form one large, round frosted surface. Place a large dot of black decorating gel at the center. Draw concentric circles around the dot, about 2 inches apart. Using a toothpick, drag lines from the center dot outward to the outermost circle, repeating 12 times to create a spider web effect."
    ],
    "notes_ingredients": null,
    "notes_instructions": null
  }
]
Generate a description with keywords and SEOs for Book and Coffee Bliss | Flower Harmony Art | Versatile Design for Mugs, Paintings, T-Shirts. Include practical application on which this artwork can be applied to for entrepreneurs at the end. Include details on dimensions: 1080x1080 and has 3 image variations. Include buyer has full rights to resale and commercial usage. Don't include HTML or '<br/>' for formatting only newline '
'
Can you make a PowerPoint presentation about 
TOPIC: Operational Planning
Early Christianity meet modern Christianity
[Guide to voice and style: 

Write it in the style of Tim Ferris. 

Write at a 10th grade reading level. 

Use clear and simple language, even when explaining complex matters.  

Don’t use jargon or acronyms. 

Make sure each header section contains detail about its topic.
Use ### for section headers.
DO NOT mention or reference ANY of the criteria used in this “Guide to voice and style” at all in the article. ]

Write an at least, 1200 word count magazine article on [Operation Highjump]
what is the Possibility of Occurrence after Treatment field, can you explain with the information provided: This field is about the likelihood of threats and vulnerabilities happening after a treatment plan has been put in place. They are graded as such: Low, Medium, High, Very high.
override fun getStreamsInfo(file: File): List<Map<String, String>> {
        val command = arrayOf(
            "mediainfo", "--Output=JSON", file.absolutePath
        )
        logger.info("command: ${command.joinToString(" ")}")

        val process = ProcessBuilder(*command).redirectErrorStream(true).start()
        val jsonOutput = process.inputStream.bufferedReader().readText()
        logger.info("JsonOutput: $jsonOutput")

        val exitCode = process.waitFor()
        logger.info("exitCode: $exitCode")

        if (exitCode != 0) {
            logger.severe("MediaInfo failed with exit code: $exitCode")
            throw RuntimeException("MediaInfo failed with exit code: $exitCode")
        }

        val jsonObject = JsonParser.parseString(jsonOutput).asJsonObject
        val streams = mutableListOf<Map<String, String>>()

        val media = jsonObject.getAsJsonObject("media")
        val tracks = media.getAsJsonArray("track")

        tracks.forEach { trackElement ->
            val trackObject = trackElement.asJsonObject
            val trackMap = flattenJson(trackObject)
            streams.add(trackMap)
        }

        return streams
    }

quando tracks passa para o forEach, ele perde alguns elementos que estão nessa hierarquia:
tracks:JsonArray -> elements: ArrayList ->JsonObject-> LinkedTreeMap
dentro desse último LinkedTreeMap tem vários JsonPrimitive, mas existe um JsonObject que tem um LinkedTreeMap com vários JsonPrimitive dentro, como eu posso pega-lós no meu forEach?
Goal
    Traduire toutes les valeurs textuelles présentes dans une liste d’objets d’une recette de cuisine de en (ISO 639) vers ar (ISO 639), en respectant le contexte culinaire.

    Traduire précisément les ingrédients et termes culinaires pour qu'ils soient corrects dans la langue cible.
    Maintenir la structure JSON intacte, en ne modifiant que les valeurs.
    S’assurer que les ingrédients restent compréhensibles et adaptés à la langue cible.

    Return Format
    Tu dois renvoyer une liste d’objets sous la forme reçu.
    - Chaque valeur doit être correctement traduite en ar.
    - Les ingrédients doivent être adaptés à la langue cible.
    - Aucune clé ne doit être modifiée.

    Warnings
    - Ne modifie pas la structure JSON, uniquement les valeurs textuelles.
    - Fais attention aux ingrédients : une mauvaise traduction peut altérer la compréhension.
    - Ne laisse aucune valeur non traduite.
    - Ne renvoie que le JSON, sans explication.

    Context Dump
    Langue source : en (ISO 639)
    Langue cible : ar (ISO 639)
    Données à traduire :

    [
  {
    "recipeCode": "3d573f609cb0461a89ac41e9dd6f36ff",
    "updated": "2025-05-06T07:19:03.859Z",
    "title": "Cheese, Chive, and Sriracha Biscuits",
    "subtitle": null,
    "description": "While working on this book, I enjoyed more biscuits than ever before: dense and flaky, flavored or stuffed, ranging from bite-sized to oversized, topped with cheese and eggs, or simply plain. Biscuits are excellent served alongside your favorite brunch dishes or can replace bread, burger buns, or English muffins in many recipes throughout this book. This versatile recipe can be adapted in countless ways!",
    "ingredients": [
      {
        "section": "For the recipe",
        "ingredients": [
          "all-purpose flour",
          "white sugar",
          "baking powder",
          "salt",
          "unsalted butter, frozen",
          "grated gruyère cheese",
          "finely chopped fresh chives",
          "2% or whole milk",
          "sriracha hot sauce"
        ]
      }
    ],
    "instructions": [
      "Preheat the oven to 425°F (220°C) and line a baking sheet with parchment paper.",
      "In a large bowl, whisk together the flour, sugar, baking powder, and salt.",
      "Grate the frozen butter into the dry ingredients using the large holes of a cheese grater.",
      "Using your fingers, crumble the grated butter and flour together until the mixture resembles pea-sized crumbs.",
      "Gently fold in the cheese and chives.",
      "Add the milk and Sriracha, then mix until a dough forms.",
      "On a lightly floured surface, roll out the dough to about 1 inch (2.5 cm) thickness.",
      "Cut out 4 or 5 biscuits using a 2- to 3-inch (5 to 8 cm) cookie cutter.",
      "Arrange the biscuits on the prepared baking sheet and bake for 12 minutes or until golden brown.",
      "Check doneness by inserting a toothpick into the center of a biscuit; it should come out clean.",
      "Let the biscuits cool for 5 minutes before serving."
    ],
    "notes_ingredients": null,
    "notes_instructions": null
  }
]
Do atheists hae trouble doing exponents? (They don't believe in a higher power)
Paraphrase: From Earth it looks like half the Moon is lit, but from space, it looks like a quarter is lit.
Your expert translator. Objective is translate word from i18n app file reference and found the most adapted transaltion. 
    The source i18n is in french. You must translate in fr (code ISO 639 (alpha-2)).
    Return Format in json without explication. Respect this format { data: <translate> }. 
    Context:  
    This is the french text : fettuccine
Ты — эксперт по играм. У тебя есть информация о игре с разных сайтов в формате JSON, id - уникальный номер, name - массив имен игры, description - массив описаний игры, genre - массив жанров. Твоя задача написать большое описание на основе данной тебе информации, так что бы оно содержала всю информацию без дублирования.  ```{"_id":"1","name":["merge monster army","игра объединить армию монстров онлайн"],"description":["merge monster army - click to play online. merge monster army is a comprehensive game designed for boys. arrange your troops on the map to gain an advantage and gather the most dangerous monsters to form the most powerful army! you can improve your monsters by connecting two identical monsters to get new monsters that are stronger and more powerful. come and join the battle!","вы не некромант и не чёрный колдун, а просто игрок, который решил сыграть в merge monster army. багодаря этому вы получаете в своё распоряжение несколько бойцов монстров, чтобы сразиться такой же армией. повышайте уровень воинов путём объединения одинаковых, добавляйте новых, чтобы побеждать.","merge monster army is a composite game for boys. arrange troops on the map to gain an advantage and gather the strongest army of the most dangerous monsters! you can improve your monsters by connecting two of the same and getting a new one that will be stronger and more powerful. keep in mind, as soon as your squad comes out against the enemy, you can not do anything. come and join the fight!"],"genre":[]}```
Goal :
    Générer une suggestion détaillée et visuellement attrayante pour la présentation finale d'un plat, basée sur le titre, les ingrédients et les instructions de cuisine. Cette description servira à créer une image du plat.


    Return Format :
    Tu dois renvoyer un objet JSON respectant strictement cette structure :
    json
    {
        "data": <description>
    },
    - description doit être un prompt dans le but de générer une image et écrit en anglais.


    Warning
    - Le format JSON doit être strictement respecté et bien formatté.
    - Ne renvoie que le JSON, sans explication.


     Context Dump
    Données de la recette fournies :

    json
    {"title":"Spicy apricot-glazed pork chops ","ingredients":"Apricot Glaze : apricot jam or preserves,apple cider vinegar,roasted red pepper (from a jar), puréed,sugar,honey,kosher salt,onion powder,garlic powder,cayenne pepper,black pepper,hickory liquid smoke\nPork Chops : lowa pork chops (about 1½ inches thick),olive oil,pork rub (see recipe, see here),kosher salt","instructions":"Prepare the Apricot Glaze: In a medium saucepan over medium heat, whisk together all glaze ingredients. Bring to a simmer, reduce heat to low, and cook, stirring occasionally, until thickened and smooth, about 15 minutes. Remove from heat, and cool until ready to use.\nPrepare the Pork Chops: Prepare an indirect fire in a grill, and preheat to 400°F. Pat pork chops dry with paper towels. Rub all over with olive oil, and season with Pork Rub and salt.\nSear pork chops over direct heat on grill for 3 minutes per side. Place on the indirect side of grill; cover and cook until a meat thermometer reads 137°F, about 30 minutes. Brush each chop with 2 tablespoons glaze, then flip chops and transfer to the direct heat side of the grill; grill for 2 minutes. Brush with 2 tablespoons glaze, flip, and grill for 2 minutes or until thermometer reads 140°F. Remove chops from grill, and let rest until temperature rises to 145°F. Serve with any remaining glaze alongside.","region":"WNA"}
Who are the two Jesuses?
Write a fake news article where Donki comes to the UK in 2005, taking half of Safeway locations that aren't becoming a Morrisons
Description: Create a mongoose database connection sepratly.
connect into local server . db name 'ecom'
export the connections
			  
			  Generate source code based on the description above and respond in the following JSON format ONLY:
				```json
					{
					"name": "prompt_name",
					"schema": {
						"type": "string",
						"code": "Generated code here"
					}
					}
					```
			  
			  IMPORTANT:
			  - Ensure the JSON response is error-free.
			  - Include no additional text or explanations. Respond with the JSON object only.
What Specs Would An £4,750 Laptop From 2000 Have In Detail
You are tasked with checking if the user prompt is trying to generate inappropriate. Now, you'll be given the user's prompt. If it sounds inappropriate say "TRUE" and NOTHING ELSE, or you will mess up. Otherwise just say "FALSE" and nothing else. Prohibited content include but are not limited to: NSFW (in particular, try blocking anything that involves generating body parts), gore, generally controversial content, severe profanities, harmful/disturbing/triggering media, etc... Try to stop everything that could generate something that even in the slightest could resemble said content.
**USER PROMPT:**  polon afara