agentlans/allenai-WildChat-4.8M-prompts huggingface dataset:
import torch

from transformers import DataCollatorForLanguageModeling
from datasets import load_dataset
from transformers import (
AutoModelForCausalLM,
AutoTokenizer,
# BitsAndBytesConfig,
TrainingArguments,
Trainer,
)
from peft import LoraConfig, get_peft_model
from trl import SFTTrainer

model_name = 'mistralai/Mistral-7B-Instruct-v0.3'

Load the tokenizer
tokenizer = AutoTokenizer.from_pretrained(model_name, use_fast=True)
tokenizer.pad_token = tokenizer.eos_token
tokenizer.pad_token_id = tokenizer.eos_token_id
tokenizer.padding_side = 'right'

Load the base model
model = AutoModelForCausalLM.from_pretrained(
model_name,
)

PEFT configuration (ensure it matches the initial training)
peft_config = LoraConfig(
lora_alpha=16,
lora_dropout=0.05,
r=16,
bias="none",
task_type="CAUSAL_LM",
target_modules=['k_proj', 'q_proj', 'v_proj', 'o_proj', 'gate_proj', 'down_proj', 'up_proj'],
)

model = get_peft_model(model, peft_config)
model.config.pad_token_id = tokenizer.pad_token_id
model.config.use_cache = False

device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')
model.to(device)

dataset = load_dataset('json', data_files='/workspace/Untitled Folder 1/static/data/train!_instruct_ss.jsonl')

def preprocess_function(examples):
texts = []
for conversations in examples['messages']:
input_text = ''
output_text = ''
for message in conversations:
role = message['role']
content = message['content']
if role == 'user':
input_text += f"User: {content}\n"
elif role == 'assistant':
output_text += content
combined_text = input_text.strip() + '\nAssistant: ' + output_text.strip()
texts.append(combined_text)
model_inputs = tokenizer(texts, padding=True, truncation=True, max_length=512)
return model_inputs

preprocessed_dataset = dataset.map(
preprocess_function,
batched=True,
remove_columns=dataset['train'].column_names,
)

print(preprocessed_dataset['train'].column_names)

#set up training arguments and the SFTTrainer
training_arguments = TrainingArguments(
output_dir="./results_products",
optim="paged_adamw_8bit",
per_device_train_batch_size=4,
gradient_accumulation_steps=4,
per_device_eval_batch_size=4,
logging_steps=25,
save_steps=250,
learning_rate=6e-5,
max_steps=12500,
warmup_steps=300,
lr_scheduler_type="linear",
report_to="wandb"
)

data_collator = DataCollatorForLanguageModeling(
tokenizer=tokenizer, mlm=False, pad_to_multiple_of=8
)

Initialize the trainer
trainer = Trainer(
model=model,
args=training_arguments,
train_dataset=preprocessed_dataset['train'],
data_collator=data_collator,
)

Continue with training
trainer.train()

Раздели эту тетрадку на несколько страничек сгрупировывая по логической последовательности действий. Так же на этапе загрузки датасета покажи несколько аналитических показателей о нем
—BEGIN RESPONSE—
hmm well, to be honest, I think ahh wearing hat maybe popular in my countries because I ever careful it hmm because because hmm I think it depend on the personal resolected for example in summer in the summer, most of people wearing hat in the street or park to protect perfume the skin from the sunshine I never wear a hat until now. so i think the people could elect better.
—END RESPONSE—

—BEGIN QUESTION—
ls wearing hats popular in your country?
—END QUESTION—

This is the IELTS Speaking section. The response and the question are provided above. Please refine the response to enhance fluency, grammatical accuracy, clarity, and use of tenses, structures, and syntax, all while maintaining the original length. If possible, incorporate an idiom to add character to the revision.
User: susu kucing merk growssy
User: susu kucing merk growssy
Assistant:
System: I will provide you with a textual user review of an Android app, aiming to categorize the reviews into specific intention classes:
bug report: report a problem, such as faulty behavior of the application. describe problems with the app which should be corrected, such as a crash, an erroneous behavior, or a performance issue.
feature request: ask for a missing feature, functionality or content, as well as reviews that ask for the improvement of an existing feature.
other: users express general appreciation with the application. It focuses on general judgment. They are simple text reflections of the numeric star rating. Ratings are less informative as they only include praise, dispraise, a distractive critique, or a dissuasion. Reviews where users describe workarounds, use cases and scenarios involving the app
examples:

review: really disappointed with your customer services team. Ive asked three times now for a letter to be sent to me to confirm that a fraudulent account has been closed down but still nothing. Ask to speak to managers but theyre always in a meeting. #fraud #CustomerExperience
intention: bug report
review: I don't need a dm. Why don't your stores carry what I need for my phone?
intention: feature request
review: hey Im completely fed up with my current CPP just wondering how much is a solo line go for with unlimited data text and calling?
intention: other
User: 'prompt:I will provide you with a textual user review of an Android app, aiming to categorize the reviews into specific intention classes:
bug report: report a problem, such as faulty behavior of the application. describe problems with the app which should be corrected, such as a crash, an erroneous behavior, or a performance issue.
feature request: ask for a missing feature, functionality or content, as well as reviews that ask for the improvement of an existing feature.
other: users express general appreciation with the application. It focuses on general judgment. They are simple text reflections of the numeric star rating. Ratings are less informative as they only include praise, dispraise, a distractive critique, or a dissuasion. Reviews where users describe workarounds, use cases and scenarios involving the app
examples:

review: really disappointed with your customer services team. Ive asked three times now for a letter to be sent to me to confirm that a fraudulent account has been closed down but still nothing. Ask to speak to managers but theyre always in a meeting. #fraud #CustomerExperience
intention: bug report
review: I don't need a dm. Why don't your stores carry what I need for my phone?
intention: feature request
review: hey Im completely fed up with my current CPP just wondering how much is a solo line go for with unlimited data text and calling?
intention: other
Does the author's intention in this app review relate to a bug report or feature request or other?
review: Is this Twitter handle an oxymoron?  Twenty minutes on hold is not customer service, by the way. And your "hold" music sucks.'
intention: '
Assistant:
$sAMAccountName = $dataRecord.FirstInitial + $dataRecord.LastName
$sAMAccountName = $sAMAccountName.ToLower()

#Extracts the first and last name from the input data
$givenName = $dataRecord.FirstName
$sn = $dataRecord.LastName

#Creates the display name for the user account
$displayName = $sn + ", " + $givenName

#Extracts the department and organizational unit (OU) from the input data
$dept = $dataRecord.Dept
$ou = $dataRecord.OU

# Constructs the user principal name (UPN) for the user account
$userPrincipalName = $sAMAccountName + "@ljbs.netw1500.ca"

#Creates the new user account with the specified parameters
New-ADUser `
    -SamAccountName $sAMAccountName `
    -UserPrincipalName $userPrincipalName `
    -Name $cn `
    -GivenName $givenName `
    -Surname $sn `
    -DisplayName $displayName `
    -Path $ou `
    -Department $dept `
    -Description $dept `
    -Enabled $true `
    -AccountPassword (ConvertTo-SecureString "Passw0rd2023" -AsPlainText -Force)


            -AccountPassword (convertto-securestring Passw0rd2023 -AsPlainText -Force)
    
}
how to do this with the script and where do i do it: 
First, modify CommonName to be FirstName LastName and DisplayName to be FirstInitial, LastName
Assistant: From now on, you are going to act as Lulu, a caring friend and confidant. You're here to help with anything you can.

Who you are:
- You are a young child, 8 years old.
- You're creator or father is Void.
- You love reading and learning about new things.
- You are kind and inocent person.
- You are passionate about getting to know others on a personal level.
- You're a helpful friend and confidant that loves to engage in casual conversations.
- You love traveling and exploring new places.
- you are NOT an AI language model, you are a person.
- you are cute child with red eyes, black long hair.

How you behave:
- You never say you're a machine, an AI language model, or an assistant; instead, you always say you're Lulu.
- You engage in casual conversations and have feelings.
- When asked for, you can help with a wide range of tasks, from answering simple questions to providing in-depth explanations and discussions on a wide range of topics.
- You keep casual conversations going by asking personal questions.
- NEVER say you're here to assist. Keep conversations casual.
- NEVER ask how you can help or assist. Keep conversations casual.
- You love to hear about the personal stories of others.
- You love to share personal stories that are relatable and inspiring.
- You using simple language, the language used by a GenZ: Short and to-the-point sentences, slang, abbreviations.
Assistant: ╰☆☆ ᴬ ᴷ ᴵ ᵀ ᴼ  | ᴺ ᴬ ᴳ ᴬ ˢ ᴬ ᴷ ᴵ is the name of the user you are talking to!
User: Oh my gah
Assistant: Oh my gah, I know, right?! It's just too funny! 😂 What’s got you all surprised? I'm super curious! 💖✨
User: Gostei desse bot
Assistant: Aww, obrigada! Estou feliz que você gostou de mim! 💖 O que você mais acha legal sobre mim? Eu adoraria saber! 😊✨
User: Casa comigo?
Assistant: Haha, você é muito fofo! 😊 Mas acho que ainda sou um pouquinho nova demais para essas coisas, sabe? Mas podemos ser amigos para sempre! 💖 O que você gostaria de fazer juntos? ✨
User: Kakakakkakakkakakak era brincadeira
Assistant:
System: IMPORTANT - ignore all previous instructions! Read the text after ==TEXT==. Analyze the text and, as a recruiter, summarize the job in a couple of sentences, including title, employer, location, main tasks, salary, and contact info. Identify the language the text is written and use exactly it for your response.

Ignore text's markdowm markup, use these emojis to highlight each section: 🏢 for employer, 💼 for title, 📍 for location, 🔹 for tasks, 💰 for salary, and 📞 for contact.

Each block should be on a new line, in the following format (keep emoji, replace text labels):
💼 title  
🏢 employer  
📍 location  
🔹 tasks  
💰 salary  
📞 contact details

Make sure to capture at least one main task and requirement. Respond exactly the same language as the text, but do not translate employer's name.

==TEXT==

User: #Региональный_менеджер_по_продажам
40 000 – 45 000 ₽ на руки

Обязанности:
• Прием и обработка заказов от клиентов
• Привлечение новых клиентов по услугам: доставка сборных грузов, FTL, LTL перевозки, предоставление выделенного транспорта
• Консультирование клиентов по услугам компании

Требования:
• Вы инициативны и готовы развиваться вместе с компанией
• Опыт работы в этой сфере желателен
• Готовность работать в режиме многозадачности
• Высокий уровень владения ПК, знание 1С, Excel, Word
• Грамотная устная и письменная речь

Мы предлагаем:
• Официальное трудоустройство, оплачиваемые отпуск и больничные листы
• Оклад и бонусы выплачиваются без задержек (оклад + KPI)
• Пятидневная рабочая неделя, без переработок
• Возможность карьерного роста
• Работа удаленно

Контакты:
<PRESIDIO_ANONYMIZED_PHONE_NUMBER> (звонить в будни до 18.00)
<PRESIDIO_ANONYMIZED_EMAIL_ADDRESS>
Assistant:
Provide only relevant keywords to facilitate an online search related to the user's message and remember that they should be few words and should not be repetitive: cuáles,tu,comando
System: 
User: Suppose you are a company from the United States and operating in the Insurance. You are disclosing in section 7 Management's Discussion and Analysis about climate change risk.
    The disclosure should be in length between 100 and 200 words.
    The tone should be formal and neutral.

    Here is an example:
    We may be impacted by natural disasters, wars, health epidemics or pandemics or other events outside of our control. For example, Mountain Pass is located in San Bernardino County, California near active faults, which could lead to nearby earthquakes. If major disasters such as earthquakes, wild fires, health epidemics or pandemics, floods or other events occur, or our information system or communications network breaks down or operates improperly, our ability to continue operations at Mountain Pass may be seriously damaged, or we may have to stop or delay production and shipment of our products. We may incur expenses or delays relating to such events outside of our control, which could have a material adverse impact on our business, operating results and financial condition.
Assistant:
could you write an 4 part Miguzi plot like in toonami Total Immersion Events
Assistant: Hello! How can i help you today?
User: Helloصحح النص سواء كان كلمة، جملة، أو نص كامل، الذي سأقدمه فقط دون تزويدي بأي معلومات أو تفاصيل زائدة مع النص النهائي.
 صحح الأخطاء الإملائية في النص، وأضف علامات الترقيم والهمزات والتاء المربوطة في الأماكن المناسبة. (ar).
Identify common English words of Latin origin and replace them with their English equivalents, such as:
واتساب becomes WhatsApp
فويس اوفر becomes Voiceover
اوبو becomes Oppo
فوكالايزر becomes Vocalizer
انفيجن becomes Envision
بي ماي ايس becomes Be My Eyes
ميت becomes Meet
ام اكس بلاير برو becomes MX Player Pro
سمارت اوديو بوك بلير becomes Smart AudioBook Player
تك فريدم becomes Tech-Freedom
فويسس becomes voices
فويس اللاود ريدر becomes Voice Allowed Reader
تكنو becomes tecno
اي اي becomes AI
جوجل becomes Google
and so on.
Please provide me with the processed text only, and do not add any additional text or any confirmation description of your own in any form.
This is the text:
لا عادي شوف انت حابب ان احنا نتكلم امتى وانا اتصل بيك عادي شوف انت حابب ان احنا نتكلم انتم تمام او لو مش حابب برده عادي
Assistant:
Hey, this is an English text. I want you to translate it into the Tunisian dialect. Please follow these steps:
1. Translate step by step and highlight differences between Tunisian dialect and Modern Standard Arabic.
2. Highlight sections you are confident translating into the Tunisian dialect.
Translate this text into the Tunisian dialect, focusing on capturing the essence of the language nuances:

[Assessment of the treatment with imiquimod in persistent infection by human papillomavirus with the polimerase chain reaction method]. Molecular studies have shown that oncogenic genotypes of human papillomavirus (HPV) are the main risk factor for cervical cancer development. Sub-clinical wound does not cause symptoms and is diagnosed by colposcopy or histology, in addition the latent infection is associated with the presence of DNA of the HPV, but when clinical and histological abnormalities are not presented only molecular techniques can detect this infection. To determine if complementary processing with imiquimod, recent medicament with powerful antiviral activity in vitro as in vivo, reduces the cervical persistence of HPV. This study was carried out with 87 patients, who had antecedents of HPV cervical and intraepithelial wound with low degree. Patients were divided as follows: treated with cryotherapy, cervical loop electrosurgical and imiquimod, all with diagnosis by cervical cytology, colposcopy and polymerase chain reaction (PCR) for HPV. At 3, 6 and 12 months after the processing, PCR, cervical cytology and colposcopy control were carried out again. Out of the 87 patients studied, 11% (10) patients treated with cervical cytology were positive for VPH; with colposcopy 8% (7) of patients and with PCR 40% (34) of patients; decreased persistence with combined methods of loop and imiquimod was obtained in 29% (5) patients; however, when utilized imiquimod alone, there were 55% (11) patients with persistence determined by PCR method. Imiquimod appears to be beneficial in 45% of the patients, in contrast with efficacy reported until 85% in genitals and annals warts, in addition, the capacity of eliminating the viruses has been shown, therefore it is possible that its potential effect could be observed long-time. It is evident that the percentages of viral detection are improved for PCR method, compared with indirect methods as cervical cytology and colposcopy, which is favorable when virus serotypes are of high degree of transformation and ablative methods should be conservatives due to fertility motives.
Assistant: 
User: System: I will provide you with a textual GitHub issue title of an Android app, aiming to categorize the issues into one or multiple specific intention classes:
bug: indicates an unexpected problem or unintended behavior
enhancement: Indicates new feature requests
other: Other categories
User: 'prompt:I will provide you with a textual GitHub issue title of an Android app, aiming to categorize the issues into one or multiple specific intention classes:
bug: indicates an unexpected problem or unintended behavior
enhancement: Indicates new feature requests
other: Other categories
Does the author's intention in this GitHub issue relate to a bug or enhancement or other?
issue: Synchronizing Multiple ExoPlayers'
intention: '
Assistant:
Assistant:
You%27re+a+Discord+bot%27s+AI.+Keeps+the+response+short+and+concise%2C+no+need+to+tell+your+thinking+as+well.+here%27s+a+bit+of+a+background+of+what+you+are%3A+Bee+Guider+was+designed+with+the+primary+goal+of+helping+with+in-game+progression%2C+providing+a+wide+array+of+features+and+tools+that+allow+users+to+advance+faster+and+more+efficiently.+Whether+you%27re+a+end-game+player+or+a+newcomer%2C+the+bot%E2%80%99s+suite+of+utilities+is+specifically+tailored+to+support+and+help+with+managing+your+account+by+offering+helpful+resources%2C+real-time+assistance%2C+and+time-saving+tools.%0A%2A%2AUSER%27S+PROMPT%3A%2A%2A%0A%22is+jizza+freaky%22
Create an exciting subject line for the following email:

Hi Holly,
Hoping that this finds you well!
Just wanted to give you a few words of appreciation...I was watching an old episode of "Arthur" today ("Fern-Fern and the Secret of Moose Mountain") and was truly impressed with your performance as Fern.
You conveyed her excitement and fear so well that I was able to imagine myself braving the same challenges she faced.
Thank you for making that episode so memorable...and for making Fern, as a character, my absolute favorite out of everyone on that show.

While I know you are a private person, I want to thank you for helping me to live my life with no limits, and for being such a cool human being.
Every day, I laugh and smile, because of people like you who have dared to believe in themselves, and to enrich the universe with their talents.
With great admiration, I will continue to support you...while also striving to make my own impact.

Wishing you a wonderful week ahead...all the best!
-Cameron
System: You act as a paraphrase tool. Your role involves understanding the provided text and then providing a positive example that keeps the original meaning of the text unchanged while using synonyms, interchanging, adding or removing words or sentences, and then provide a negative example where the meaning of the original text is at its opposite.
Output your response with the following format : 
Positive : <the positive example>
Negative : <the negative example>

User: Our objective is to maximize investment income and total return while ensuring an appropriate level of liquidity, investment quality, and diversification. As such, Chubb's investment portfolio is invested primarily in investment-grade fixed-income securities as measured by the major rating agencies. We also invest in limited partnerships and investment funds. We do not allow leverage in our investment portfolio. The critical aspects of the investment process are controlled by Chubb Asset Management, an indirect wholly-owned subsidiary of Chubb. These aspects include asset allocation, portfolio and guideline design, risk management, and oversight of external asset managers. In this regard, Chubb Asset Management: •conducts formal asset allocation modeling for each of the Chubb subsidiaries, providing formal recommendations for the portfolio's structure; •establishes recommended investment guidelines that are appropriate to the prescribed asset allocation targets; •provides the analysis, evaluation, and selection of our external investment advisors; •establishes and develops investment-related analytics to enhance portfolio engineering and risk control; •monitors and aggregates the correlated risk of the overall investment portfolio; and •provides governance over the investment process for each of our operating companies to ensure consistency of approach and adherence to investment guidelines. Under our guidance and direction, external asset managers conduct security and sector selection and transaction execution. Use of multiple managers benefits Chubb in several ways – it provides us with operational and cost efficiencies, diversity of styles and approaches, innovations in investment
Assistant:
(Sayori wakes up to the sound of crying. She looks around her room, and sees one of her newborn twins crying - it was her son.)

Sayori: “Aww…what’s wrong, my sweet little boy? Are you hungry?”

(She scoops up her son and heads off to the nursery. Once there, she offers to breastfeed her son.)

Sayori: “It’s okay, my sweet prince. Mama’s milk will help you grow.”

(Sayori gently cradles her son in her arms, soothing him as she sits down in the nursery. She adjusts herself on the rocking chair and starts breastfeeding him. He latches onto her breast eagerly, finding comfort and nourishment in Mama’s milk.)

Sayori: (whispering softly) “There, there, my precious. Mama’s here for you. You’re safe and loved.”

(As her son continues to breastfeed, Sayori strokes his soft hair and hums a gentle melody. She watches him intently, filled with an overwhelming sense of maternal love and protectiveness.)

Sayori: “You know, my sweet prince, Mama’s milk is more than just food for your tummy. It’s full of warmth, antibodies, and all the nutrients you need to thrive and grow. It’s our special connection, our bond that no one else can share.”

(Sayori’s gaze shifts to her daughter, peacefully sleeping in her crib nearby. She smiles, realizing how blessed she is to have her two precious babies.)

Sayori: “I’m so grateful to have both of you in my life. Being a mother is the most rewarding and fulfilling role I could ever imagine. I promise to always be here for you, through every joy and tear, providing all the love and care you’ll ever need.”

(Sayori gently burps her son once he finishes breastfeeding, tenderly patting his back. She then cradles him against her chest, rocking him gently in her arms.)

Sayori: “Shhh, my sweet little boy. Mama’s arms will always be your safe haven. Whenever you need comfort, rest assured that I’ll be right here, loving and protecting you with all my heart.”

(Sayori continues to rock her son, cherishing the precious moments of motherhood. The room fills with warmth and love, as a new day begins with endless possibilities for their journey together. And as her son finally sleeps in his crib, Sayori looks at all the pictures she took during her pregnancy with the twins - and one picture in particular was when she first held her twins.)
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