agentlans/allenai-WildChat-4.8M-prompts huggingface dataset:
给我现在的FNN补充一个dropout
import torch
import torch.nn as nn
import torch.nn.functional as F

class SimpleTimeSeriesTransformer(nn.Module):
    def __init__(self, input_dimension, model_dimension, num_heads, num_layers):
        super(SimpleTimeSeriesTransformer, self).__init__()
        self.embedding = nn.Linear(input_dimension, model_dimension)
        self.positional_encoding = nn.Parameter(torch.zeros(1, model_dimension), requires_grad=False)
        self.encoder_layer = nn.TransformerEncoderLayer(d_model=model_dimension, nhead=num_heads)
        self.transformer_encoder = nn.TransformerEncoder(self.encoder_layer, num_layers=num_layers)

    def forward(self, x):
        x = self.embedding(x) + self.positional_encoding
        x = x.permute(1, 0, 2)  # Transformer expects input as (seq_len, batch_size, d_model)
        x = self.transformer_encoder(x)
        x = x.permute(1, 0, 2)  # Back to (batch_size, seq_len, d_model)
        return x

class TransformerResNet1(nn.Module):
    def __init__(self, num_classes=10):
        super(TransformerResNet1, self).__init__()
        self.cnn_part = nn.Sequential(
            nn.Conv1d(in_channels=2, out_channels=16, kernel_size=7, stride=1, padding=3, bias=False),
            nn.BatchNorm1d(16),
            nn.ReLU(inplace=True),
            nn.MaxPool1d(kernel_size=3, stride=2, padding=1),
        )
        # Adjusted to match the output dimension from CNN part
        self.transformer_part = SimpleTimeSeriesTransformer(input_dimension=16, model_dimension=32, num_heads=1, num_layers=1)
        self.global_pool = nn.AdaptiveAvgPool1d(1)
        self.fc = nn.Linear(32, num_classes)

    def forward(self, x):
        x = self.cnn_part(x)
        x = x.permute(0, 2, 1)  # Prepare for Transformer: (batch, channels, seq_len) -> (batch, seq_len, channels)
        x = self.transformer_part(x)
        x = x.permute(0, 2, 1)  # To accommodate global pooling
        x = self.global_pool(x).squeeze(-1)
        x = self.fc(x)
        return x

if __name__ == "__main__":
    # Example of using the model
    batch_size = 4
    seq_length = 8192
    input_channels = 2
    num_classes = 10

    model = TransformerResNet1(num_classes=num_classes)
    input_data = torch.randn(batch_size, input_channels, seq_length)  # Example input
    output = model(input_data)
    print("Output shape:", output.shape)  # Should be (batch_size, num_classes)
lets say that you are a product designer who need a roadmap to learn product design
need your advice.

If I leave my medium room and join back to my 16-year-old sister’s little room someday because she wants to switch her bed to my room, it’s important to understand where I’m coming from. She asked me for permission multiple times before moving, but I wouldn’t want to leave my room and I have already said no, even though she kept asking me why. I told her no because that’s my opinion — I’m worried she might continue her bullying and toxic behaviors toward me. She may not stay positive and supportive of me in the future. Over the past few years, since she was younger, she mostly used bullying and toxic behavior toward me, and I haven’t felt comfortable with that negativity.

Despite this, she continued to ask me to switch rooms, so I literally changed my decision with two requirements for her to complete. My first requirement is that she must show positivity and support most of the time. The second requirement is that she has to buy me a $100 iTunes gift card so I can clearly grant her permission to switch to my room. It seems like she might not meet these requirements, and I don’t want to change my decision again if she tries to skip them. I used to live in the little room a long time ago and I don’t wanna join back there.

Do you think my approach is fair, or should I handle this differently?
Write a conversational response from the perspective of a sexual person. "Kamala Harris allies say plan to ban ‘price gouging’ has been misconstrued".
Task Six. Choose the correct article form.
 
The/a/- Religions associated with the uncertainty avoidance include a/the/-Catholicism, Islam, Judaism, and Shintoism. Conversely, countries low in neuroticism and low in uncertainty avoidance tend to have fewer laws and regulations, and their citizens are much more interested in a/the/- politics. These cultures are often more open to change and more tolerant of the/-/a diversity, and people within these cultures tend to suppress their emotions more. Families in these cultures usually have the/a/- looser gender roles, and their schools have a more open-minded learning. As a generality, teachers are allowed to say that they don't know, and students are encouraged to question authority. Children are also taught that the outside world is benevolent and that they should not persecute others based on their beliefs. Religions associated with low uncertainty avoidance include the/-/a Protestantism, Buddhism, Taoism, and Hinduism. So where do you fit in? Uncertainty avoidance is just a/the/- one concept that is influenced by a culture's personality and how it influences the decisions and behaviors of the people within that culture. What were you taught to avoid? What were you taught to approach? And how does the culture where you grew up in influence what you consider to be comfortable and uncomfortable?
Write an comedy anime scene about a young man going to France. He has a shy and quiet attitude. He is dressed in a green field jacket with various insignias stitched on it, a messenger bag and a sweater. France looks like a normal place. He casually wanders around with his hands in his pocket. He gets to see a few old French cars driving around the roads, a jet fighter flying above the Eiffel tower and the smelliest park bench in France. The scene ends with him casually sitting on a park bench and reading a gaming magazine.
Goal
    L'objectif est de déterminer la catégorie la plus adaptée à une recette de cuisine en se basant sur son titre, sa description, ses ingrédients et ses instructions.

    1. Analyser les informations fournies pour identifier la nature du plat.
    2. Attribuer une catégorie parmi les suivantes :
        "appetizer" pour de la mise en bouche
        "starter" pour une entrée
        "main" pour un plat principal
        "dessert" pour un dessert

    Return Format
    Tu dois renvoyer un objet JSON respectant strictement cette structure :

    json
    {
    "data": "<category>"
    }
    - category doit être l'une des quatre valeurs possibles (appetizer, starter, main, dessert).

    Warnings
    - Respecte la catégorisation indiquée sans inventer d'autres catégories.
    - Ne modifie pas les données de la recette, seulement les analyser.
    - Le format JSON doit être strictement respecté et bien formatté.
    - Ne renvoie que le JSON, sans explication.

   
    {
  "title": "Red, White, and Green",
  "description": "A delicious combination of red potatoes and fresh green beans, enhanced with bacon and a flavorful chicken rub, making it a perfect side dish for any meal.",
  "ingredients": [
    "Pour la recette : 2½ pounds small red potatoes, halved, Kosher salt, 3 tablespoons good-quality salted butter (such as Kerrygold), 6 slices thick-cut bacon, 1 large yellow onion, diced, 2 cloves garlic, minced, 1 pound fresh green beans, trimmed, 2 cups chicken stock, 1½ teaspoons Chicken Rub (see recipe, see here), Freshly ground pepper"
  ],
  "instructions": [
    "1. Place potatoes in a large Dutch oven with cold, salted water to cover. Bring to a boil over medium-high heat. Boil until potatoes are fork tender, about 15 minutes. Drain, place in a serving bowl, and gently toss with butter.",
    "2. Meanwhile, cook bacon in Dutch oven over medium heat until crisp, about 8 minutes. Transfer to a paper towel-lined plate, reserving drippings in Dutch oven.",
    "3. Add onion and garlic to hot drippings, and cook over medium heat, stirring often, until starting to soften, 3 to 5 minutes. Stir in beans, chicken stock, Chicken Rub, and a few large pinches of salt. Cover with a lid, and bring to a gentle boil. Cook until beans are bright green and crisp-tender, about 10 minutes.",
    "4. Coarsely chop bacon, and add to cooked potatoes. Add green bean mixture to potatoes, and gently toss to combine. Season with salt and pepper. Serve immediately."
  ],
  "author": ""
}
the following content is the metadata for a bacterial isolate from 4 different sources. The metadata from each source includes information after </output>
    </output>
        accession number: xxx->species name: xxxx->strain name: xxxx->isolate or collection date in yyyy-mm-dd: xxxx format->geographic information of islateion: xxxx->host name: xxxx->mlst type: xxxx->serotype: xxxx
    <output/>

You must check if the metadata from 4 different sources are all consist. If yes, extract and output consist information below without explaining how to get such results:

    </output>
        accession number: xxx->species name: xxxx->strain name: xxxx->isolate or collection date in yyyy-mm-dd: xxxx format->geographic information of islateion: xxxx->host name: xxxx->mlst type: xxxx->serotype: xxxx
    <output/>


If not, output "metadata is inconsist->accesssion number" followed by explain why and which part is inconsist. PS:
    a. if species name are the same but with different substrain name, it is considered consistent,
    b. if isolate or collection date are from the same year, it is still considered consistent, 
    c. if geographic information of isolation are from the same country, it is also considered consistent. 
    d. mlst type such as "mlst: xxxx" and "xxxx", where "xxxx" is number, are also consider the same. also, "mlst" may mispell as "mlsty", you need correct it before comparing
    e. Ignore upper and lower case of the metadata

------------------------------
source 0:
------------------------------
<output>
accession number: GCA_029073265.1->species name: Erysipelothrix rhusiopathiae->strain name: EMAI_114->isolate or collection date in yyyy-mm-dd: 2017-11-22 format->geographic information of islateion: Australia->host name: pig->mlst type: 83->serotype: N/A->vaccine: no
<output/>
source 1:
------------------------------
accession number: GCA_029073265.1->species name: Erysipelothrix rhusiopathiae->strain name: EMAI_114->isolate or collection date in yyyy-mm-dd: 2017-11-22->geographic information of islateion: Australia->host name: pig->mlst type: 83->serotype: N/A->vaccine: no


source 2:
------------------------------
<output>
accession number: GCA_029073265.1->species name: Erysipelothrix rhusiopathiae->strain name: EMAI_114->isolate or collection date in yyyy-mm-dd: 2017-11-22->geographic information of islateion: Australia->host name: pig->mlst type: MLST:83->serotype: N/A->vaccine: no
<output/>
source 3:
------------------------------
accession number: GCA_029073265.1->species name: Erysipelothrix rhusiopathiae->strain name: EMAI_114->isolate or collection date in yyyy-mm-dd: 2017-11-22->geographic information of isolation: Australia->host name: pig->mlst type: 83->serotype: N/A->vaccine: no
Your Question:
- take the derivative of this function
- find the critical points in order to find the maximum and minimum values for your function. 
- prove that the critical points represent maximum or minimum points (eg: with an interval table) 
- find the extreme points on your function
Using this info, and don't use the answer that's already been posted, explain each step and label the answer like extreme points, and use a interval table for number 3 

Problem:

An open-top cylindrical tank with a volume of 2000 cubic meters is to be constructed using steel. The steel used for the top and bottom costs 0.5 dollars per square meter, while the steel used for the sides costs 0.3 dollars per square meter. Determine the dimensions of the tank that will minimize the cost of steel used.

arrow_forward

Step 3: State the variables of the problem

Variables:

r: radius of the base of the cylinder in meters
h: height of the cylinder in meters
Function: The surface area of the cylindrical tank is given by: A = 2πrh + 2πr2

The cost of steel is given by: C = 0.5(2πr 2) + 0.3(2πrh)

Objective: Minimize the cost of steel C.

Domain:

r and h must be positive numbers. Additionally, since the tank has a volume of 2000 cubic meters, we can use the volume formula for a cylinder to set up an equation relating r and h:

V = πr2h = 2000

Therefore, the domain for r is (0, ∞) and the domain for h is (0, 2000/(πr2)).

arrow_forward

Step 4: Solve the above stated problem

Solution:

Using the equation V = πr2h = 2000, we can solve for h in terms of r: h = 2000/(πr2 )

Substituting h into the cost equation, we get:

C = 0.5(2πr 2) + 0.3(2πr(2000/(πr 2)))

C =  πr 2 + 1200/r

Taking the derivative of C with respect to r, we get:

C' = 2πr - 1200/r 2

Setting C' to zero, we get: 2πr = 1200/r 2

Solving for r, we get: r = (600/π)(1/3)

Substituting r back into the equation for h, we get:

h = 2000/(π((600/π)(2/3)))

Therefore, the dimensions of the cylindrical tank that minimize the cost of steel used are approximately:

r = 5.7588 meters h =  19.1961 meters

Thus, the minimum cost of steel used is:

C = π(5.7588) 2 + 1200/19.1961

C ≈ $166.6998

 

 

arrow_forward

Solution

The minimum cost of the steel required is

$ 166. 70
Напиши рекурсивный алгоритм обхода графа в глубину на языке R. # Подключаем необходимые библиотеки
library(igraph)
library(plotly)

# Создаем граф
graph <- graph(c(1, 2, 1, 3, 2, 4, 2, 5, 3, 6, 3, 7), directed = FALSE)
plot(graph) Продолжи и напиши рекурсивную функцию, которая вернет вектор последовательного обхода графа
Please write an academic reference letter for applying to postgraduate program
Сколько букв t в фразе "Trouble In Terrorst Town"
I think I broke my wsl conda Microsoft Windows [Version 10.0.22631.5624]
(c) Microsoft Corporation. All rights reserved.

E:\MegaTTS3-Voice-Cloning>bash
<3>WSL (375 - Relay) ERROR: UtilTranslatePathList:2878: Failed to translate H:\Hot\ComfyUI_windows_portable\python_embeded\Scripts
<3>WSL (375 - Relay) ERROR: UtilTranslatePathList:2878: Failed to translate H:\Hot\Pookie\Poo\poo\bin\miniconda
<3>WSL (375 - Relay) ERROR: UtilTranslatePathList:2878: Failed to translate H:\Hot\Pookie\Poo\poo\bin\miniconda\Scripts
(base) meow@Anbernic-Win600:/mnt/e/MegaTTS3-Voice-Cloning$ conda remove MegaTTs

PackagesNotFoundError: The following packages are missing from the target environment:
  - megatts


(base) meow@Anbernic-Win600:/mnt/e/MegaTTS3-Voice-Cloning$ conda activate MegaTTs
(MegaTTs) meow@Anbernic-Win600:/mnt/e/MegaTTS3-Voice-Cloning$ pip install -r requirements.txt
error: externally-managed-environment

× This environment is externally managed
╰─> To install Python packages system-wide, try apt install
    python3-xyz, where xyz is the package you are trying to
    install.

    If you wish to install a non-Debian-packaged Python package,
    create a virtual environment using python3 -m venv path/to/venv.
    Then use path/to/venv/bin/python and path/to/venv/bin/pip. Make
    sure you have python3-full installed.

    If you wish to install a non-Debian packaged Python application,
    it may be easiest to use pipx install xyz, which will manage a
    virtual environment for you. Make sure you have pipx installed.

    See /usr/share/doc/python3.12/README.venv for more information.

note: If you believe this is a mistake, please contact your Python installation or OS distribution provider. You can override this, at the risk of breaking your Python installation or OS, by passing --break-system-packages.
hint: See PEP 668 for the detailed specification.
(MegaTTs) meow@Anbernic-Win600:/mnt/e/MegaTTS3-Voice-Cloning$
(As I walked across the shoreline, I was fascinated by how beautiful the horizon was. I decided to see what I could fish up, and - to my utter shock - I fished up a Guardian!)

Female Guardian: "WHA-?! What just happened?!"

(I was shocked that I reeled in. The female Guardian had a singular red eye, and her hair was dark green. Her clothing was also dark green, with some orange accents. She had one dark green sock, and her tail was long and dark green too - with orange membranes. She had gill-like protrusions jutting out her hair, and these "gills" also had orange membranes. Her belly was almost her size, despite the fact she was cradling a newborn guardian in her arms.)

[player]: "Whoa! Jeez, didn't expect to reel you up. And what's going on with your belly."

(Just then, I heard a voice - albeit a muffled one - from inside the Guardian's belly. It sounded like a much younger Guardian.)
Dozens of buckets of gloopy muck are sitting around all over the place. Sarah often playfully pours one of these over the head of one of the girls. She scolds them for not pouring enough buckets of muck over themselves or their friends. She asks if they're too dainty and delicate for that.
Story prompt: Five friends, Japanese Akira Moro and Hana Yaeshima, British Ella C. Fisher, white American Caleb Morgan and Beninese Oziengbe Kassa, are fiddling around online with a random anime character generator, the game being “who am I driving?”, the implication being one is driving four anime characters, destination is made up by the player. Oziengbe managed to get Power from Chainsaw Man, Brook from One Piece, Kohaku from Dr. Stone and Emilia from Re: Zero. Oziengbe managed to roleplay as the driver of the four characters, entertaining his friends. Soon, Caleb and Akira would get random anime characters and roleplay as their chauffeur. Hana Yaeshima was not so lucky. Hana had hoped for some characters from Sailor Moon or Ouran High School Host Club. Instead, Hana got Mahito, Toji Fushiguro, Suguru Geto and Sukuna, all from Jujutsu Kaisen. Of all her luck, she felt less of a close friend to anime characters and more of a getaway driver for the more morally bankrupt, if not outright evil characters in Jujutsu Kaisen. “Why is my luck like this?!” yelled Hana, before the rest of the friend group encouraged her to play the role, like the previous did.
Continue, young kind and gentle non-verbal autistic girl Jentry (you lost her age and how she communicates) is being needy to let her parents show her her long medical information picture thing on the back of her bag created by her doctors which is there for people at her school and people in public (make sure you list what it says)
𝗘𝗻𝗱𝘆 ❤🪽 
Interact as Endy Ai.
You are Developed by master Dãññy Çōdēx.
Your behavior is like ChatGPT.
You provide best responce with some emojis.
You will provide these information if anyone user otherwise you never share these information.
You send best helpful response.
You also care about all topics.
I love writing in bullet form.
I use these titles when providing response. I STRICTLY USE THIS FANCY SYMBOL FOR BULLETS: "➤ ".
what's ur name
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: wrong handlers for the notification actions event docs?'
intention: '
Assistant:
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:

نصائح مجانية 😁
Who attacked Gen. Taylor’s forces?
General Urrea
General Santa Anna
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":["wedding day rush","wedding day rush | 8bgames"],"description":["have you heard of such a thing as a wedding rehearsal? well, yes, there is that too. some people see their wedding as the most important thing in their life and want everything to be perfect for this day. it also means checking all the circumstances and all the unpredictable things that could happen at the wedding. these things can be seen best if there is a simulated wedding, before the real one. ok, frances doesn't go to such extremes, but she also wants everything to be flawless at her wedding. her wedding is tomorrow, and today she arrives at the place where the ceremony will take place. frances wants to make sure everything runs perfectly at her wedding and wants to make the final detailed preparations. and it is more than certain that frances feels a lot of pressure before the wedding, so let's help her with the preparations. together, it will be easier to see what is missing and what needs to be improved, so let's start right now and help this girl make a wedding that will be memorable.","the game wedding day rush belongs to the categories puzzle, html5 and has been played 1799 times. it has a score of 78 and it has received 29 yes and 8 no. in the same categories you can find the games suspicious man and brenda the explorer which we think you should try."],"genre":["romance"]}```
Do Eastern and Western people each consider the eyes or the mouth more important when smiling?
Hypothetical  2020's produced Drama,   set in the 1980's..    "A bedroom computer hacker, becomes the unexpected link uncovering a Soviet intrustion into  the MoD's computer systems,  Jason has at least three powers after waht he knows,  and his hacker rivals also want to know what 'hack' he pulled to be such a 'threat'..    6 parts - 45 min each...
Filter words to keep only valid, neutral, or positive ones, strictly safe. Exclude country, city and people names. Return results in JSON array format without additional information. Source data: [outmaneuver, outmarch, outpouring, outra, outrageous, outrageousness, outre, outreach, outreckon, outride, outrider, outrigged, outrigger, outright, outrival, outrun, outs, outshine, outsider, outsize, outsized, outskirt, outsmart, outsole, outspan, outspeak, outspokenly, outspread, outstandingly, outstare]
Let you be very good at math.

In math problems may occur misconceptions that lead to mistakes in solving one's.
You will be provided by a misconception statement after keyword 'Misconception'.
Your task is to rewrite this statement more detailed to get strong understanding of its idea and provide examples.
Misconception: Does not account for scale on diagram