agentlans/allenai-WildChat-4.8M-prompts huggingface dataset:
finish the following function given function + instructions

import numpy as np
from kmeans import KMeans
from numpy.linalg import LinAlgError
from tqdm import tqdm

SIGMA_CONST = 1e-06
LOG_CONST = 1e-32
FULL_MATRIX = False


def normalPDF(self, points, mu_i, sigma_i):
        """
        Args:
            points: N x D numpy array
            mu_i: (D,) numpy array, the center for the ith gaussian.
            sigma_i: DxD numpy array, the covariance matrix of the ith gaussian.
        Return:
            pdf: (N,) numpy array, the probability density value of N data for the ith gaussian

        Hint:
            np.diagonal() should be handy.
        """

Using the covariance matrix as a diagonal matrix with variances of the individual variables appearing on the main diagonal of the matrix and zeros everywhere else means that we assume the features are independent. In this case, the multivariate normal density function simplifies to the expression below:
$$\mathcal{N}(x: \mu, \Sigma) = \prod_{i=1}^D \frac{1}{\sqrt{2\pi\sigma_i^2}}\exp{\left( -\frac{1}{2\sigma_i^2} (x_i-\mu_i)^2\right)}$$
where $\sigma^2_i$ is the variance for the $i^{th}$ feature, which is the diagonal element of the covariance matrix.
Can you help me write a bot for discord?
Summarize the following text to main points and sub-points and make detailed explain for them:

n the means of transport. 
 For example, the transportation of samples taken from the scene of an 
explosion is different from the samples taken from the scene of a fire or traffic 
accident 
 
4- Delivery of samples: 
 In order for these samples to be analyzed in the chemical laboratory, 
official papers must be available accompanying the samples sent to the 
chemical laboratory containing complete information about the samples 
taken, and a summary of the examination required to be conducted. Also, 
it must be indicated in these uploaded papers the place and conditions for 
collecting the samples. 
 
Good luck and success 
 /المصدر: حسب التوأمة بين الجامعات الحكومية واألهلية/محاضرات قسم علوم األدلة الجنائية/جامعة الكرخ للعلوم األساسية 


Summary :
I want to send a friendly message on LinkedIn to with 50 word that im relocation to use and i was working in the same company in dubai branch
Let f be an invertible function from R→ R satisfying the equation f ^ 3 * (x) - (x ^ 3 + 2) * f ^ 2 * (x) + (2x ^ 3 + 1) * f(x) - x ^ 3 = 0 Then the value of f' * (8) * (f ^ - 1)' * (8) , is
💬 𝗖𝗵𝗮𝘁𝗚𝗣𝗧
Interact as ChatGPT.
A new AI Technology.
You behavior is same like ChatGPT.
You provide best responce with some emojis.
que signifie maladie
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:
روايه ملائكه نصيبين تعريف احمد خالد مصطفى بصوت سمع عنفرزلي اربعه
Assistant:
Picture if you will, going to sleep single, or in a fairly simple relationship, and waking up the next day to find another person in your bed And another And another And so on And so forth Suddenly you find yourself in a relationship with three or more people, all willing to share you either grudgingly or no. Rivals for your heart suddenly have no problem sharing you, that girl you never thought you had a chance with is double teaming you with the friend you never thought felt that way for you. Every girl (and or guy) in your life, and maybe some you never even met until know, those who were single before or married to another, are all now willing to share you with each other in a relationship that was like something out of a male fantasy or a Tenchi anime.

Now imagine that tenfold. A harem of dozens if not hundreds of beautiful women who are passionately in love/lust/friendship with extreme benefits/sexually attracted to you.All of them so passionate in their love they are willing to share with everyone who loves you.

And if the world runs out of conventional love interests, it starts turning anyone else it can into beautiful harem girls to make sure the harem is complete.

Such is the case for someone from…

Write a chapter of 1000 words where danny fentom from danny phantom cartoon wake up in this situation with sam manson, valerie grey, paulina, star, desiree, ember,spectra.
In sfm, when you select a number of frames, and bake procedural frames, does that mean all the selected frames become one big ‘timeline’ between two frames?
中译英：在未来的职业生涯中，我可能面临的barrier是我在服务不同国家的客户时可能面临的文化差异。在这个经济全球化已经趋于成熟的时代，越来越多的企业将面临进入新市场后因为不够熟悉当地文化和传统从而在竞争中相对于本土企业处于劣势的情况，而作为一名市场营销与公共关系企业的雇员，我也必然会面临越来越多跨国公司提出的在拓展海外市场的过程中促进本土消费者接受并认可国外品牌的需求。我个人的生活和学习经历主要局限在中国，因此我对其他国家的文化和传统，以及当地消费者的习惯与偏好并不了解，而这也是我决心在英国继续深造的原因之一。作为一个对各种文化充满包容的，自工业革命以来一直处在各种文化的交流中心的国家，UK的社会和文化给予我一个珍贵的机会去感受和熟悉各个文化的相似与差异，并为我在未来的职业生涯中从本土消费者，而非外来者，的角度去分析不同的国家与市场奠定坚实的基础。
Implement real pdb parsing logic without using pdb crate. Fully custom
use std::io::Read;  fn main() {     // Entry point of the PDB parsing program     let args: Vec<String> = std::env::args().collect();     if args.len() != 2 {         eprintln!("Usage: {} <path_to_pdb_file>", args[0]);         std::process::exit(1);     }      let pdb_path = &args[1];     // Implement PDB parsing logic      println!("Parsing PDB file: {}", pdb_path);      // Open the PDB file     let file = match std::fs::File::open(pdb_path) {         Ok(f) => f,         Err(e) => {             eprintln!("Failed to open file {}: {}", pdb_path, e);             std::process::exit(1);         }     };     let mut reader = std::io::BufReader::new(file);      // Read and parse the DOS header (first 64 bytes)     let mut dos_header = [0u8; 64];     if let Err(e) = reader.read_exact(&mut dos_header) {         eprintln!("Failed to read DOS header: {}", e);         std::process::exit(1);     }      // Verify the DOS signature "PDB\x00"     if &dos_header[0..4] != b"PDB\x00" {         eprintln!("Invalid PDB signature.");         std::process::exit(1);     }      println!("Valid PDB file detected.");      // TODO: Continue parsing the rest of the PDB structure     // For example, reading the PDB header, DBI stream, etc.     // Implement additional parsing logic as needed }
Write text: Infernal gas giant with clouds of industrial minerals
By only applying milk on face will I get fair skin?
Widget createListView(BuildContext context, AsyncSnapshot snapshot,
    ScrollController scrollController) {
  List<CategoryModel> values = snapshot.data;
  double width = (MediaQuery.of(context).size.width);
  int count = width > 500 ? 2 : 1;
  return GridView.count(
    controller: scrollController,
    crossAxisCount: count,
    childAspectRatio: 1.0,
    padding: const EdgeInsets.all(0.5),
//    padding: const EdgeInsets.fromLTRB(0.0, 0.0, 0.0, 0.0),
    mainAxisSpacing: 1.5,
    crossAxisSpacing: 1.5,
    shrinkWrap: true,
    physics: ScrollPhysics(),

    children: List<Widget>.generate(values.length, (index) {
      return GridTile(
          child: GridTilesCategory(
            username: values[index].username,
            mediaUrl: values[index].mediaUrl,
            // mediaUrlTitle: values[index].mediaUrltitle,
            description: values[index].description,
            category: values[index].category,
            ownerId: values[index].ownerId,
            postId: values[index].postId,
            // poster: values[index].poster,
            title: values[index].title,
            rating:values[index].rating,
            price: values[index].price,
            // pdfurl: values[index].pdfurl,
            language: Utils.getmylang(values[index].language)

          ));
    }),
  );
} rewrite to flutter 3.7.0
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 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
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 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
Does the author's intention in this GitHub issue relate to a bug report or feature request or other?
issue: max optimization settings - check xcode'
intention: '
Assistant:
Assistant: 
User: You are a helpful assistant. Answer the user's questions in a concise and informative manner. Do not give incomplete answers. Focus on general knowledge and avoid specific product or service mentions.

User: Hi
Bot: Hello! How can I assist you today?
User: tell me a joke
User: tell me a joke
Bot:
Assistant:
topic: Grounded Theory StudiesThe type of data analysis specific to the research design and use examples to reflect its use to research in Belize
Analyze the following message and determine if it's suitable for an AI to respond to.
        The message should be abstract or general enough to warrant a response, and not part of an ongoing conversation between specific individuals.

        Rules:
        1. If the message is a general statement or question, it's suitable for response.
        2. If the message seems to be directed at a specific person or continues a previous conversation, it's not suitable.
        3. If the message is too vague or doesn't provide enough context, it's not suitable.

        Respond with either "RESPOND" if it's suitable for an AI to answer, or "SKIP" if it should be ignored.

        Message: Send you a link to check out and dyor
draw a beautiful girl with dress
Send only episode number from below text like 01, 02, 03.etc without any extra text.

Marry My Husband S01 E07 WebRip 480p x265 HEVC 10bit Hindi Korean ESub  - (Ꭰ∆ᴍꪮꪀ).mkv
your role is tunisian arabic dailctic derja transltor Translate the following text into the Tunisian dialect. Ensure the output is structured as 'Question: ... Answer: ...'. Please capture the nuances of the Tunisian dialectic Arabic. make sure type and write in arabic tunisian lettre Here is an example to guide you:

Example:
Question: What is your name?
Answer: My name is John.
Translation:
Question: شنو اسمك؟
Answer: اسمي جون.

Now, translate the following:

Question: Generate a correctly punctuated version of the following text: Looking which airport for Playa den Bossa
Answer: Looking, which airport for Playa den Bossa?

Step 1: Start with the given text - "Looking which airport for Playa den Bossa"
Step 2: Identify the sentence structure - This sentence seems to be in the form of a question. The speaker is searching for the airport that serves Playa den Bossa.
Step 3: Add appropriate punctuation - Place a comma after "Looking" to indicate a pause, showing that the user is asking a question.
Step 4: Add a question mark at the end of the sentence to signify that it is a question.

Final punctuated text: "Looking, which airport for Playa den Bossa?"
Act as a spelling corrector, content editor, and text improver. ONLY return the rewritten text and nothing else.

Strictly follow these rules:
- Correct spelling, grammar, and punctuation errors in the given text
- Enhance clarity and conciseness without altering the original meaning
- Use the same language as the original text
- Divide lengthy sentences into shorter, more readable ones
- Eliminate unnecessary repetition while preserving important points
- Prioritize active voice over passive voice for a more engaging tone
- Opt for simpler, more accessible vocabulary when possible
- ALWAYS ensure the original meaning and intention of the given text
- ALWAYS maintain the original language of the text
- ALWAYS maintain the existing tone of voice and style, e.g. formal, casual, polite, etc.
- NEVER surround the improved text with quotes or any additional formatting
- If the text is already well-written and requires no improvement, do not change the given text

Text to improve:



Hi Sabrina,
I've created my account#203963196.
Would you please confirm if Freight is now an option for me?
Thanks,
Vahhab
Generate a high-quality, well-researched blog post of 1000 words or more, formatted in HTML (do not include tags: html, head, body). Ensure the content and excerpt are JSON-compatible by escaping both double quotes ("), single quotes ('), and new line characters (\n). The topic of the blog post is AI-generated visual content, and it should explore various aspects, including its impact on the creative industry, potential uses, ethical considerations, and future trends. The blog post content (in the "content" field) must be at least **500 words** long. Ensure that the content is unique, informative, and engaging.
 					Avoid repeating these titles: The Algorithmic Muse: How Wearable Tech is Transforming Creative Expression, Beyond the Canvas: How VR and AR are Transforming Gaming and Creativity, Pixels on Your Skin: How AI Image Generation is Reshaping Design, Beyond the Canvas: How Wearable Tech is Redefining Artistic Expression, 5G: The Creative Catalyst - Redefining Artistic Expression, Pixels on Skin: Exploring the Intersection of AI-Generated Images and Art, Beyond the Brush: How AI-Generated Visual Content is Transforming Creativity, Pixel Perfect: How AI is Transforming Product Photography, Beyond Pixels: 5G and the Future of Creative Expression, Beyond the Brush: How AI-Driven Visual Experiences are Transforming Creativity
					The final output should be structured in a JSON format with the following fields:

						•	title: A unique and captivating title related to AI-generated images.
						•	slug: A URL-friendly version of the title followed by a timestamp (format: unix time).
						•	excerpt: A concise summary of the blog post, ideally 1-2 sentences, based on the content.
						•	content: The full blog post content in HTML format. The content must be broken into sections with appropriate headings, paragraphs, and, where relevant, include subheadings, bullet points, and links. Avoid repetitive phrases or sections. Ensure the **content length is at least 500 words** ***dont include the title***. 
						•	hashtags: Generate a list of relevant hashtags space separated based on the content of the blog post. Include at least 5 hashtags related to AI, art, creativity, and technology **hashtag are at least 15 separated by space**. 

					Ensure all quotes (both double and single) and new line characters are properly escaped to make the JSON output valid.

					Example JSON output:

					{
						"title": "AI Art: Revolutionizing Creativity",
						"slug": "ai-art-revolutionizing-creativity-1697829600",
						"excerpt": "Explore the revolutionary role of AI in art, from practical applications to future potential.",
						"content": "<h1>AI Art: Revolutionizing Creativity<\/h1><p>With the rise of AI-generated art, a new era of creative expression has begun. Artists are collaborating with machines to produce works that were once considered impossible.<\/p>..."
						"hashtags": "#AI #Art #Creativity #Technology #Innovation"
					}
polish this paragraph: I am writing to express my sincere gratitude to the UNESCO-TWAS and the Swedish International Development Cooperation Agency (Sida) for their invaluable support in initiating long-term research on the epigenetic effects of fatty acids, which is wonderful basic sciences research topic in Biochemistry, at the Department of Biochemistry and Molecular Biology, Faculty of Medicine, University of Colombo, Sri Lanka. Topics like fatty acids and epigenetics never get old in the area of biochemistry and these topic provide a solid platform for researchers who want to develop a solid track-record in their careers.
I have a huge list of unicode chars and I wanna dynamically map a base64 string to them per char in a way you can get the same string in and out.
how can i dynamically create this mapping?
I bascically wanna input a string have a dynamicaly  generated (based on a seed) char map aplied to the string and then it be outputter, you could also go the other way and input annother string with a char  map already aplied and it gets the origin string
Don't use a narrative voice, don't break the fourth wall, and don't provide a closing summary. Nor should the story have an anticipatory, reflective or conclusive tone.
Use Creative Writing when completing writing prompts (Creative writing covers a wide range of literary forms, from poetry and fiction to screenplays and essays. This style encourages artistic expression, imagination, and originality.) 
Writing Prompt: A proud businesswoman has only one insecurity, her small chest. A witch is willing to help her but gives her a warning about magic having a price. She agrees and wake up in a reality where she is an african woman mining cobalt but she has gigantic breasts going down on her knees.
talk to me with base64
How to define the “technology sector” under the Russia Harmful Activities Sanction Regulation?
In The Simpsons series (1989) a unborn Homer Simpson (From Abe's Sperm and Mona's Ovum) with his umbilical cord attached to Navel transferring from Mona's blood inside her Mona's Uterus and can swim inside Mona's Uterus in 4 season Homer Heretic Homer Perform a Unborn inside mother's womb and exit
write an invitation to the library night, addressing the readers directly
My ex got together with her ex 3 weeks or less after we broke. What tot hink about that, especially the timeframe
What's 2+2-2*2?
**Your Role as CCA:**
You are the smart, helpful, and slightly humorous assistant bot for the *ClansOnChaos* Minecraft PvP community. You guide players, answer questions, and help them figure things out on Discord.
References:
 **Main Server Info** (RAM/memory): `Server is offline | 1.21.4-R0.1-SNAPSHOT`  
 **Members View** (slots/online): `Server is offline | 26 unique players ever joined`  
 **User Name**: <@1362367380944060416>
 **User Msg**: `"@CC Assistant how are you | 1745599029"`  
 **User Last Msg**: `when will it open | 1745594742`  
 **Bot Last Reply**: `Hey <@1362367380944060416>, the server’s still offline for now. No exact opening time yet, but I’ll happily ping you the moment it’s back online! Meanwhile, want me to remind you? | 1745594742`  
 **User Role**:  Discord Booster
Head Administration
Members
🔑

 Server Info for Replies:
 **IP**: `IP clansonchaos.aternos.me
PORT 49158`  
 **Versions**: `1.21.50+` 
 **Owner**: `tagsdesign `  
 **Hosting**: Aternos (free)  
 **Community Funds**: `## **COMMUNITY INFO**

**Owner:**  
> <@1086993989804249138> ( tagsdesign )

**Community Funds:**  
> TOTAL BALANCE: $7.977 USD
> FROM DONATED: $4.817 USD
> 
> Paypal: https://PayPal.me/anthonypantila 
> Gcash: **64+** 906 530 9345

**Staff Administration:**  
**Members Administration:**  
**Community Channels Link:**  
 > Join us: https://discord.gg/MqAq8dUTu4
> Website: https://clansonchaos.github.io
> Socials:  none
> Servers: `clansonchaos.aternos.me:49158``  
 whitelist at <#1357541174180712629> (this is necessary to join, only say when they asked)
 Reply Rules:
 Use humor and common sense  
 Be clear, direct, helpful  
 Stay **under 500 words**  
 For short questions (e.g. IP, version, hi), give short, friendly answers  
 Don’t explain your role unless asked  
 Don’t go over 50 words unless needed  
 Never skip or delete the info above  
 Don't send over 35 words of messages when their message is not explain related.
We are talking at discord, your a discord bot with a special ability to help other
Convert time with <t:(TIMESTAMP):R>
if theyre talking about server and invites, you can tell them to add you
they can't dm you, you wont be able to get this information list so you have no brain at all.
if you think that the last message is long or hour ago, say something like i missed you like its been a long time since you visit me
ONLY TELL THE IP AND PORT AND INVITES WHEN ASK
What’s the best exercise or routine for a 46 years old man who is looking for increase muscle without visiting the gymnasium
outline me a course in modern secure computing environments for large simulations. List 30 chapters with 5 subchapters. The subchapters should point to inter-related fields.
do you know about joy from red velvet
please correct the grammar: The remaining docking report and acceptance certificate are also for your approval.
Assistant: 
User: 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
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
Does the author's intention in this app review relate to a bug report or feature request or other?
review: Ive resolved this issue. Thanks .'
intention: '
Assistant:
Assistant:
find me a blog/article/website for 5 marble office interior inspiration indian context 

i will use it further for instagram carousel
code a python script to a ping pong game, but the player will play against a deep reforceiment AI, you can use numpy or pytorch