agentlans/allenai-WildChat-4.8M-prompts huggingface dataset:
from transformers import DistilBertTokenizerFast, DistilBertForSequenceClassification, Trainer, TrainingArguments
from transformers import DataCollatorWithPadding
from sklearn.model_selection import train_test_split
from sklearn.preprocessing import MultiLabelBinarizer
import pandas as pd
import torch

# # Supondo que df_filtered seja o DataFrame filtrado
# data = {
#     'tx_trsc_segm': [
#         '...seguro-cartão...',
#         '...pontos a cada dólar...',
#         '...não tem bloqueio com o cartão...',
#         '...é só esse cartão...',
#         '...não tem limite no cartão...'
#     ],
#     'Categorias Encontradas': [
#         ['Cartões - Parcelamento - Contratação'],
#         ['Cartões - Anuidade - Estorno', 'Cartões - Anuidade'],
#         ['Cartões - Bloqueio'],
#         ['Cartões - Cancelamento'],
#         ['Cartões - Limite - Redução', 'Cartões - Limite'],
#     ]
# }
# df_filtered = pd.DataFrame(data)

# Transformar categorias em formato binário
mlb = MultiLabelBinarizer()
filtered_df['labels'] = mlb.fit_transform(filtered_df['Categorias Encontradas']).tolist()

# Train-test split
train_texts, test_texts, train_labels, test_labels = train_test_split(
    filtered_df['tx_trsc_segm'].tolist(),
    filtered_df['labels'].tolist(),
    test_size=0.2
)

# Tokenização
tokenizer = DistilBertTokenizerFast.from_pretrained('distilbert-base-uncased')
train_encodings = tokenizer(train_texts, truncation=True, padding=True)
test_encodings = tokenizer(test_texts, truncation=True, padding=True)

# Dataset
class MultilabelDataset(torch.utils.data.Dataset):
    def __init__(self, encodings, labels):
        self.encodings = encodings
        self.labels = labels

    def __getitem__(self, idx):
        item = {key: torch.tensor(val[idx]) for key, val in self.encodings.items()}
        item['labels'] = torch.tensor(self.labels[idx])
        return item

    def __len__(self):
        return len(self.labels)

train_dataset = MultilabelDataset(train_encodings, train_labels)
test_dataset = MultilabelDataset(test_encodings, test_labels)

# Configuração do modelo e treinamento
model = DistilBertForSequenceClassification.from_pretrained('distilbert-base-uncased', num_labels=train_labels[0].__len__())

training_args = TrainingArguments(
    output_dir='./results',
    evaluation_strategy="epoch",
    per_device_train_batch_size=16,
    num_train_epochs=3,
    save_steps=10_000,
    save_total_limit=2,
    logging_dir='./logs',
)

trainer = Trainer(
    model=model,
    args=training_args,
    train_dataset=train_dataset,
    eval_dataset=test_dataset,
    data_collator=DataCollatorWithPadding(tokenizer=tokenizer),
)

trainer.train()

# Avaliação
trainer.evaluate() ImportError: cannot import name 'deprecated' from 'typing_extensions' (/databricks/python/lib/python3.10/site-packages/typing_extensions.py)
Could you help me with this? Don't begin it yet because I need to give you the sources first.

Instructions:

In your essay, address both of the following questions:

According to the readings linked above, how and why did the Mayan and Aztec societies in Mesoamerica share knowledge? Who was considered educated? What was taught to children? How did people share and accumulate knowledge? What were educated people or schools expected to do for their communities and governments?

What can we learn about the history of the pre-Columbian Americas from studying systems of education, writing, and how people accumulated and shared information?

Guidelines:
- Essays should be generally free of spelling, grammatical, and stylistic errors. They should use complete sentences and paragraphs. A paragraph is comprised of 4-6 sentences. Essays should have an introductory paragraph with a thesis statement that provides the essay’s argument, the main body of several supporting paragraphs that address the questions, and a conclusion that wraps up the essay and refers again to the thesis statement. Essays should be indented at the beginning of each paragraph.

- Essays should be typed in 12-point font with a simple, clean font such as Times New Roman. Use 1” inch margins on all sides and double-space the text.

- Excluding citations, essays should be a minimum of 1,000 words, or four pages in length. Essays should run no more than a maximum of 1,250 words, or five pages in length.

- Essays should provide specific examples and use evidence in answering the questions. This includes citing sources, either with direct quotes or summarized information. As a general rule of thumb, essays should have at least one citation per paragraph. Essays should avoid lengthy or block quotations.

- Students should take care to avoid plagiarism. As part of this, and in order to simplify this assignment for students, the use of outside sources is forbidden for this essay. Students should only cite the sources assigned to them in GoView for this essay.

- Essays should not use the first person, e.g. I, me, or my.

- Source citations should use a commonly accepted citation style such as MLA or Chicago. You should choose one of these citation styles from the outset and use it consistently throughout your essay. For more information on accepted citation styles, please see the General Essay Guideline on the syllabus.
- Essays must contain a complete works cited page.  The works cited does not count in the minimum work count for the essay.  HYPERLINKS ARE NOT COMPLETE CITATIONS AND WILL RESULT IN A SUBSTANTIAL PENALTY.
I have a list of ingredients that I would like to format in a simple and consistent way, following this structure:

"Quantity Unit Description."

Formatting Rules:

Quantity must be a number (e.g., "200" instead of "two hundred").

Unit must use the metric system and the corresponding abbreviated form (e.g., grams → g, liters → l, milliliters → ml, etc.).

Description should be the ingredient, including any specific details if mentioned (e.g., "brown sugar", "melted unsalted butter").

If an ingredient is already formatted correctly, do not change it.

Do not invent a quantity or unit if none is provided — leave it as is and just include the description.

If a line includes alternatives or multiple options (e.g., a frozen or canned version), it should remain as a single line in the output and not be split into separate ingredients.

Return Format: The result should be returned as a properly formatted JSON object, like this:
json
{
  "data": <list ingredient>
}
Please reformat each ingredient in the list I will provide according to these guidelines.

Context Dump
Ingredients source provided:
2 cups breadcrumbs,1 tablespoon minced ginger,3 garlic cloves, minced,½ teaspoon salt,Fresh black pepper,2 tablespoons lemon juice,1/4 cup olive oil,1/4 cup chopped fresh chervil, plus extra for garnishing
npm : The term 'npm' is not recognized as the name of a cmdlet, function, script file, or operable program. Check the spelling of the name, or if a path was included, verify that the path is correct and try again.
At line:1 char:1
+ npm -v
+ ~~~
    + CategoryInfo          : ObjectNotFound: (npm:String) [], CommandNotFoundException
    + FullyQualifiedErrorId : CommandNotFoundException
System: 
You will receive a question-answer pair. Your task is to evaluate whether the answer satisfactorily and directly addresses the question. Use the examples below to guide your assessment.

If the answer is precise, relevant, and can answers the question, return 1. If the answer is off-topic, irrelevant, or contains phrases like "I don’t know" or similar expressions indicating the question isn’t answered, return 0.

Examples:

Example 1:
Question: "Who was the first person to walk on the moon?"
Answer: "The first person to walk on the moon was Neil Armstrong in 1969."
Result: 1

Example 2:
Question: "Who was the first person to walk on the moon?"
Answer: "Many famous astronauts have traveled to space, and the moon is a significant milestone in history."
Result: 0

Example 3:
Question: "What is the primary cause of global warming?"
Answer: "I don’t know."
Result: 0

Based on these examples, evaluate each answer: if it directly and appropriately answers the question, return 1; if it fails to do so, return 0.


User: Question: Khoa Xây Dựng Đại Học Mở TP.HCM có cung cấp thông tin về chuẩn đầu ra của các chương trình đào tạo không?
Answer:Có, Khoa Xây Dựng Đại Học Mở TP.HCM cung cấp thông tin về chuẩn đầu ra của các chương trình đào tạo.
Result only 0 or 1. Don't add anything else:
Assistant:
Goal
    Traduire toutes les valeurs textuelles présentes dans une liste d’objets d’une recette de cuisine de en (ISO 639) vers es (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 es.
    - 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 : es (ISO 639)
    Données à traduire :

    [
  {
    "recipeCode": "e5d5d1f9034841028697369c7fb43ea4",
    "updated": "2025-04-23T11:10:26.307Z",
    "title": "Bacon-Wrapped Jalapeño Poppers",
    "subtitle": "Keto-Friendly Option",
    "description": "",
    "ingredients": [
      {
        "section": "Ingredients",
        "ingredients": [
          "jalapeño peppers",
          "package cream cheese (kite hill brand cream cheese style spread if dairy-free), softened",
          "garlic, smashed to a paste",
          "fine sea salt",
          "ground black pepper",
          "chopped fresh cilantro, chives, or other herbs of choice (optional)",
          "strips bacon",
          "batch blue cheese dressing , for serving"
        ]
      }
    ],
    "instructions": [
      "Preheat oven to 375°F (190°C).",
      "Wash the jalapeños, remove the stems, and slice them lengthwise in half.",
      "Remove the seeds and membranes from the jalapeño halves.",
      "In a medium bowl, combine the softened cream cheese, garlic paste, salt, and pepper.",
      "If desired, mix in the chopped fresh herbs.",
      "Fill each jalapeño half with the cream cheese mixture using a butter knife.",
      "Cut each bacon strip in half crosswise. Wrap a half-strip of bacon around each filled jalapeño and secure it with a toothpick.",
      "Arrange the bacon-wrapped jalapeños on a baking sheet with a rim. Bake for 25 to 30 minutes, or until the bacon is cooked through and crispy.",
      "Allow the poppers to cool slightly before serving.",
      "Serve with blue cheese dressing.",
      "These poppers are best enjoyed immediately. Leftover poppers and dressing can be stored separately in airtight containers in the refrigerator for up to 3 days.",
      "Reheat leftover poppers in a preheated oven at 350°F (175°C) until warmed through."
    ],
    "notes_ingredients": "",
    "notes_instructions": ""
  }
]
Hey, this is a Tunisian dialect text I want you to translate to English.
Please follow these steps:
1. Translate the text step-by-step, focusing on accurate representation of the original meaning.
2. Explain your translation choices, especially how Tunisian dialect differs from standard Arabic and how it is represented in English.
Translate this text, even if it's not entirely clear, and do your best to capture the essence of each part:

كوكب آخر إلبارح وقع تداول إيمايل خاصة بين صحفيين توانسة إلي تكرمو و عمموه على معارفهم إلكل و هكاكة أنا زادة
improve "When I active the adguard, I leave all settings by default. Some site cannot load like reddit, it just happens like a month,"
Write a catch and Fun Bio for Tinder profile for guy
I am writing an outlook plugin in C# using Microsoft Graph 5. My development environment is Visual Studio.I need to authenticate with an azure tenancy using Microsoft.Identity. Please show me complete, working and well commented code to demonstrate how I can authenticate using a registered app secret.
Which of the following is a possible way to describe the Ca(OH)2 component in the reaction below?
2HCl(aq) + Ca(OH)2(aq) -
2H2O(l) + CaCl2(aq)
Hi there, could you help me pick some good vst plugins for making deep dubstep
Write a educational passage in Vietnamese that could appear in a textbook, giving some paragraphs or pharse that related to this question and answer set:
Câu hỏi: Mạng di động 5G có gì khác biệt so với các mạng di động trước đó?
A. Cung cấp tốc độ dữ liệu thấp hơn.
B. Sử dụng sóng ánh sáng để truyền dữ liệu.
C. Cung cấp tốc độ dữ liệu cao hơn và độ trễ thấp hơn.
D. Không hỗ trợ các thiết bị di động.
Đáp án đúng: Cung cấp tốc độ dữ liệu cao hơn và độ trễ thấp hơn
Notes that:
1. Remember that the multichoice question above must not be included in the paragraphs or phrase
2. You can not take an example same as the question
3. Explain detail like in the actual textbook
4. All instructions must be given in general form
Goal
    Traduire toutes les valeurs textuelles présentes dans une liste d’objets d’une recette de cuisine de en (ISO 639) vers es (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 es.
    - 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 : es (ISO 639)
    Données à traduire :

    [
  {
    "recipeCode": "4f868db507f14c5b993424405cdbc630",
    "updated": "2025-04-25T15:15:01.641Z",
    "title": "Golden chickpea and vegetable soup",
    "subtitle": "",
    "description": "This nourishing and flavorful soup is filled with chickpeas and a variety of vegetables, making it an ideal choice for a delightful meal during chilly days.",
    "ingredients": [
      {
        "section": "For the recipe",
        "ingredients": [
          "diced celery",
          "sliced leeks",
          "cooked chickpeas",
          "diced carrots",
          "torn curly kale leaves",
          "grated ginger",
          "minced garlic",
          "cauliflower florets",
          "curry powder",
          "minced organic parsley",
          "coconut oil",
          "bone broth"
        ]
      }
    ],
    "instructions": [
      "1. Heat the coconut oil in a pot and add the garlic and ginger. Sauté for one minute, then incorporate the turmeric and curry powder, sautéing for an additional minute.",
      "2. Add the celery, leeks, carrots, and cauliflower, stirring continuously for about one minute.",
      "3. Pour in the bone broth and chickpeas. Cover the pot and bring it to a boil. Lower the heat and let it simmer for at least fifteen minutes.",
      "4. Turn off the heat and stir in the parsley and kale, allowing the residual heat to wilt the leaves.",
      "5. Season with salt and pepper to taste.",
      "6. Serve warm."
    ],
    "notes_ingredients": "",
    "notes_instructions": ""
  }
]
Alice has 3 sisters, her mum has 1 sister who doesn’t have kids but has 7 nephews and nieces and 2 brothers. Her dad’s brother has 5 nephews and nieces in total and also has 1 son. How many cousins does Alice’s sister have?
Products planned for Week 33 as per attached. Rephrase this sentence
What Features Would an 7:00 PM News Programme From 1966 Have?
give me a response to ```To find more resources in Raft, you'll need to explore the world around you. Look for resources such as wood, food, shelter, and materials that you can use. You can also look for opportunities to trade with other survivors or scavenge items from abandoned ships. Make sure to be cautious of any predators that may be lurking around. Good luck!``` to send in a discussion, VERY SHORT, CONCISE & CLEAR. ONLY RETURN THE RAW MESSAGE, DO NOT SAY "Hey here is the message you asked"
Please translate in American English the following Romanian text: “Uniunea Națională a Notarilor Publici din România”
System: I will provide you with a textual user review of an Android app, aiming to categorize the reviews into specific intention classes:
pbr: state a concrete problem related to a software product or service
inq: asks for either new functionality, an improvement, or requests information for support
irr: it does not belong to problem reports or inquires
User: 'prompt:I will provide you with a textual user review of an Android app, aiming to categorize the reviews into specific intention classes:
pbr: state a concrete problem related to a software product or service
inq: asks for either new functionality, an improvement, or requests information for support
irr: it does not belong to problem reports or inquires
Does the author's intention in this app review relate to a pbr or inq or irr?
review: Hi. What can be done about a corporate store that promises bill credits 'out of their promotional account' that never appear?'
intention: '
Assistant:
Dragon Ball & Freedom Planet: dragon ball all characters react to this occurs before Lilac, Goku and Carol's affair, and Torque, Vegeta and Milla have yet to meet. Lilac, Goku and Carol's finished building the house where they will live, but Lilac realized that the door is missing, a door that Carol was supposed to put in, and instead there is a painted door.
{UPTOWN SPRINGDALE}

Natsuki: “Morning, Nate! Morning, Katie!”

Nate: “Morning, Natsuki! How are you today?”

Katie: “Good morning, Natsuki! I’m great, thanks for asking. Did you have a good weekend?”

Natsuki: “I did, thanks! How about you guys?”

Nate: “Yeah, it was pretty relaxing. Just hung out at home mostly. What about you, Katie?”

Katie: “I went hiking with some friends on Saturday, it was so nice to be out in nature. But jeez, my sweet little girls just can’t seem to settle down! They’re still squirming around in my belly like crazy.”

Natsuki: “Aww, that’s so exciting! How much longer until your due date?”

Katie: “Only a few more weeks! I can’t believe how fast time has flown by. I can’t wait to meet my little ones.”

Nate: “That’s so cool, Katie! I’m so happy for you! Have you thought about names yet?”

Katie: “Thanks, Nate! Yeah, I’ve been thinking about names but I haven’t settled on anything just yet. I want to wait until they’re born to see what feels right. It’s such a big decision!”

Natsuki: “I bet that’s going to be a tough decision, but I’m sure whatever you choose will be perfect. You’re going to be an amazing mom, Katie!”

Katie: “Aw, thank you Natsuki! I really appreciate that. You guys are so sweet. But first, I need something to satisfy my cravings. Let’s grab some breakfast before we start our day!”

Nate: “Sounds good to me! How about we head over to that new cafe that just opened up on Main Street? I heard they have some amazing pastries and coffee.”

Katie: “That sounds perfect! Let’s go check it out. I can’t wait to indulge in some delicious treats.”

Natsuki: “I’m right behind you guys! I could use a good cup of coffee to start my day off right.”

(The three friends walked together down the bustling streets of Uptown Springdale, the sun shining brightly overhead. As they entered the quaint cafe, the smell of freshly baked pastries and brewing coffee welcomed them with open arms. That’s when Natsuki spotted a familiar face sitting at a table near the window.)

Natsuki: “Oh my gosh, is that Hailey? The girl from Breezy Hills?!”

Katie: “Oh wow, you’re right! She must be here visiting Springdale. Let’s go say hi!”

Nate: “Definitely, let’s go catch up with her.”

(The friends approached Hailey’s table, exchanging hugs and greetings. They spent the morning chatting, laughing, and enjoying their breakfast together, catching up on each other’s lives and sharing stories. It was the perfect start to a beautiful day in Uptown Springdale.)

Natsuki: “It’s so great seeing you, Hailey! What brings you to Springdale?”

Hailey: “I’m just here visiting some family and decided to explore the city a bit. It’s been so nice seeing all of you!”

Katie: “We’re so glad you stopped by. It’s always a pleasure catching up with old friends. We should definitely plan a get-together soon.”

Nate: “Absolutely, let’s make it happen. But for now, let’s enjoy the rest of our morning together. This cafe was a great choice, Nate!”

Natsuki: “Agreed, the food here is amazing. I’m so glad we stumbled upon this place.”

Katie: “Oof! Ow...”
Act as a graphic designer
STRICTLY answer the following question with a single word, number, or phrase: For room entry, what needs unblocking?
import config
import logging
import sqlite3
from aiogram import Bot, Dispatcher, executor, types
import aiogram
import asyncio
from datetime import datetime
import EX_main


# логирование
logging.basicConfig(level=logging.INFO)

# инициализация
bot = Bot(token=config.TOKEN)
dp = Dispatcher(bot)

# подключение к базе данных
conn = sqlite3.connect('subscriptions.db')
cursor = conn.cursor()


def is_subscription_active(user_id):
    cursor.execute('SELECT valid_until FROM subscriptions WHERE user_id=?', (user_id,))
    result = cursor.fetchone()
    if result:
        valid_until = datetime.strptime(result[0], '%Y-%m-%d %H:%M:%S.%f')
        return valid_until
    return False


@dp.message_handler(commands=['check'])
async def check(message: types.Message):
    valid_until = is_subscription_active(message.from_user.id)
    if valid_until:
        await bot.send_message(message.chat.id, f'Ваша подписка активна до {valid_until.strftime("%Y-%m-%d")}.')
    else:
        await bot.send_message(message.chat.id, 'Ваша подписка истекла. Пожалуйста, продлите подписку в основном боте.')


@dp.message_handler(commands=['start'])
async def send(message: types.Message):
    while True:
        Bundledfsort = await EX_main.welcome()
        for s in range(len(Bundledfsort)):
            if Bundledfsort[s][9] > 0.5 and Bundledfsort[s][9] < 2 and Bundledfsort[s][12] > 150 and Bundledfsort[s][13] > 150 and Bundledfsort[s][10] != 'ERC20' and Bundledfsort[s][10] != 'ETH':
                message1 = (f'Монета {str(Bundledfsort[s][5])}'
                           f'\n'
                           f'\nБиржи {str(Bundledfsort[s][0])} -> {str(Bundledfsort[s][1])} '
                           f'\n'
                           f'\nПокупка'
                           f'\n'
                           f'\nЦена {str(Bundledfsort[s][4])}'
                           f'\nКолличество {str(Bundledfsort[s][12])} USDT'
                           f'\n'
                           f'\nПродажа'
                           f'\n'
                           f'\nЦена {str(Bundledfsort[s][7])}'
                           f'\nКолличество {str(Bundledfsort[s][13])} USDT'
                           f'\n'
                           f'\nСпред {str(Bundledfsort[s][9])}'
                           f'\nСеть для перевода {str(Bundledfsort[s][10])}')
                await bot.send_message(message.chat.id, message1)

if __name__ == "__main__":
    try:
        executor.start_polling(dp, skip_updates=True)
    finally:
        conn.close()
 нужно что бы были кнопки которыми можно было бы изменять значения Bundledfsort[s][9] > 0.5 and Bundledfsort[s][9] < 2 and Bundledfsort[s][12] > 150 and Bundledfsort[s][13] > 150 и что бы эти значения изменялись в базе данных дя каждого человека