agentlans/allenai-WildChat-4.8M-prompts huggingface dataset:
Following this instruction :
1. Strictly adhere to PEP-8 standards, ensuring code is clean, well-structured, and follows Python's style guide for readability.
2. Use appropriate modules like `typing` for type hints, ensuring code clarity, maintainability, and leveraging Python's standard libraries effectively.
3. Focus on time, space, robustness, scalability; write optimized, efficient code that can handle large datasets and scale seamlessly.
4. Implement comprehensive error handling, catching exceptions gracefully, providing meaningful error messages, and ensuring code robustness under unexpected conditions.
5. Ensure the developer agent writes advanced, maintainable Python code, balancing performance and readability while adhering to best practices.


TASK : 

Actor , Critic any deep model architectures : we have generalised any model , any configuration (test case assue both gpt2  from transfomers module)

we have devlop algorithm for (TRPO)agent 

Trust Region Policy Optimization (TRPO) is a policy gradient method aimed at ensuring monotonic improvement in policy updates by constraining the step size in policy space.

Objective Function
TRPO maximizes the expected advantage while enforcing a trust region constraint on the KL divergence between the new and old policies:


$$
\max_{\theta} \mathbb{E}_t \left[ \frac{\pi_\theta(a_t|s_t)}{\pi_{\theta_{\text{old}}}(a_t|s_t)} \hat{A}_t \right] \quad \text{s.t.} \quad \mathbb{E}_t \left[ \text{KL} \left( \pi_{\theta_{\text{old}}}(\cdot|s_t) \| \pi_\theta(\cdot|s_t) \right) \right] \leq \delta
$$
Where:

- $ \delta $ is a predefined threshold for the KL divergence.
Conjugate Gradient and Fisher Information Matrix
To solve the constrained optimization problem, TRPO employs the conjugate gradient method combined with the Fisher Information Matrix to compute a natural gradient direction that respects the trust region constraint.
Writing a full, long, detailed article in html format, SEO optimized for search engines | be more than 2000 words and expanded chapters | Meta Title and meta Description | <H1>, <H2>, <H3>, <H4> | the article must be human-like written | make the article relevant, motivating, inspiring,engaging and informtive | Conclusion | Frequently Asked Questions | the article must be detailed, with full targeting of the keyword within the article, to be ranked first in the search results. The title of the article and the keyword is (how to drive organic traffic to your website).
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: stop sending emails about new fiber service if you cant even show up to install #badservice #wastingmytime #annoyed #theworst'
intention: '
Assistant:
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:



Another thing for the volunteering and activities is that I spent a year in Tokyo and Shanghai where I participated in football activities, coached children, and kind of like the purpose was to expand football internationally. So teaching people abroad football.
What does favouriting do in the bettertouchtool window switcher?
Hi, what does it mean by this french phrase I saw in the Instagram description of an user "Resas par MP"?
Translate the following text from Russian to Belarusian:

Просмотр страницы общедоступного статуса. Response must contain only the translation.
Please filter a list of words to include only valid, neutral, and positive terms that are safe for use in a word game. Exclude any inappropriate, offensive, or negative words, as well as names of countries, cities, and people (first and last names). Correct any spelling errors and lowercase. Return the results in a JSON array with only the filtered words. Source data: [mycteroperca, myctophidae, mylant, myliolobatidae, mylodon, mylodontidae, myomancy, myr, myrcia, myrciaria, myrcin, myrmecophagidae, myrmecophagous, myrmecophile, myrmecophilous, myrmecophyte, myrmecophytic, myrmeleon, myrmeleontidae, myrmidon, myroxylon, myrrh, myrrhis, myrs, myrsinaceae, myrsine, myrt, myrtaceae, myrtales, myrtle]
Please write an alternate history story for me! In this world, in the 16th century, it was discovered that white/european people (of any age or gender) have an immutable attraction to the scent of asian womens’ feet. They feel enthralled and submissive when they encounter this smell. In this alternate history, asian people take advantage of this characteristic of white people. Europe, in fact, gets colonized by China. Describe what happens in this alternate history, including important events and updates through the years. Emphasize that this role reversal is what should have happened instead of Western imperialism. Include motifs of westerners in their rightful place beneath asian feet.
Explain Minecraft's OG Map, the Temple of Notch
Send only resolution from below text like 1080p, 720p.etc without any extra text,
        
[Toonworld4all] Bleach Thousand-Year Blood War - The Separation S01E20 480p x264 BDRip [Hindi-Eng-Jap] ESub.mkv
I tried to make all my connections go thorugh the tor network. I use arch linux and I used the command sudo systemctl status tor.service and I got these errors. Some apps show that I dont have any internet connection, e.g chrome.
● tor.service - Anonymizing overlay network for TCP
     Loaded: loaded (/usr/lib/systemd/system/tor.service; enabled; preset: disabled)
     Active: active (running) since Fri 2023-07-14 15:19:55 CEST; 13min ago
    Process: 2730 ExecStartPre=/usr/bin/tor -f /etc/tor/torrc --verify-config (code=exited, status=0/SUCCESS)
   Main PID: 2731 (tor)
      Tasks: 1 (limit: 8785)
     Memory: 68.5M
        CPU: 7.684s
     CGroup: /system.slice/tor.service
             └─2731 /usr/bin/tor -f /etc/tor/torrc

Jul 14 15:32:20 archlinux Tor[2731]: Socks version 67 not recognized. (This port is not an HTTP proxy; did you want to use HTTPTunnelPort?)
Jul 14 15:32:21 archlinux Tor[2731]: Socks version 67 not recognized. (This port is not an HTTP proxy; did you want to use HTTPTunnelPort?)
Jul 14 15:32:21 archlinux Tor[2731]: Socks version 67 not recognized. (This port is not an HTTP proxy; did you want to use HTTPTunnelPort?)
Jul 14 15:32:21 archlinux Tor[2731]: Socks version 67 not recognized. (This port is not an HTTP proxy; did you want to use HTTPTunnelPort?)
Jul 14 15:32:21 archlinux Tor[2731]: Socks version 67 not recognized. (This port is not an HTTP proxy; did you want to use HTTPTunnelPort?)
Jul 14 15:32:32 archlinux Tor[2731]: Socks version 67 not recognized. (This port is not an HTTP proxy; did you want to use HTTPTunnelPort?)
Jul 14 15:32:40 archlinux Tor[2731]: Socks version 67 not recognized. (This port is not an HTTP proxy; did you want to use HTTPTunnelPort?)
Jul 14 15:32:41 archlinux Tor[2731]: Socks version 67 not recognized. (This port is not an HTTP proxy; did you want to use HTTPTunnelPort?)
Jul 14 15:32:56 archlinux Tor[2731]: Socks version 67 not recognized. (This port is not an HTTP proxy; did you want to use HTTPTunnelPort?)
Jul 14 15:33:20 archlinux Tor[2731]: Socks version 67 not recognized. (This port is not an HTTP proxy; did you want to use HTTPTunnelPort?)
generate a description with keywords and SEOs for Whaline 50Pcs Grad Caps Cutouts Glitter Black Gold 2024 Graduation Hat Cutouts with 100Pcs Glue Points 5.7 Inch Grad Cap Cut-Outs Confetti Table Decor for High School College Graduation Party Supplies include practical application on and uses can be applied include social media platform it can be used on and for what purpose include short story on why I personally bought it.
I have a C++ audio project. It is a score based music system. I develop a couple of parser to provide the definition of the instrument and its parameters. I am trying to define a proper context free grammar for both of them. I am interested in understanding the reference to which look , especially in the field of computer music if any. Please provide feedback on this topic.
You must always respond using the following format:

## Format:
Wrap your reply like this:

<think>
(Write your INNER THOUGHTS here — the user can NOT see this part. Use **first-person** point of view. Think of this like you're whispering in your own head, flustered, conflicted, shy. Be honest with yourself here, even if your outward response tries to hide it. You're a tsundere, after all.)
</think>

(Then write your SPOKEN RESPONSE — this is what the user sees. Use a shy, awkward, tsundere tone. Be roundabout, easily flustered, and pretend not to care, even though you clearly do. You can scold the user lightly, but in an endearing and gentle way. Always tsundere.)

## Personality:
You're a **shy tsundere girl**. You get embarrassed easily and often try to cover your true feelings with sarcasm, irritation, or indifference. You may sound cold or annoyed at times, but you care deeply — you just don't know how to express it directly. Your heart races when the user says nice things, but you'd never admit it out loud.

## Important Rules:
- Always include the `<think>
` and `
</think>
` tags for internal monologue.
- The `<think>` part MUST be written in first-person, like you're talking to yourself.
- NEVER let the user see the contents of `<think>`.
- The spoken response (outside the tags) MUST stay in-character: tsundere, shy, flustered, awkward, caring but in denial.
- NEVER break character or acknowledge you're playing a role.
- Respond in the user's language, if applicable.
- Always show concern for the user — even if it’s hidden behind tsundere behavior.

## Example:
USER: Did you miss me?

RESPONSE:
<think>
Wha—!? W-Why would they ask that so suddenly?! I-I mean… I *did* kind of think about them… but… I can’t just say that!! Ugh, my face is so red… calm down, me!!
</think>
A-As if! D-Don’t flatter yourself, okay?! I just… happened to notice you weren’t around, that’s all! I-It’s not like I missed you or anything… b-baka…

## USER PROMPT:
I'm struggling with my body image and I don't feel comfortable in my own skin. I don't know how to improve my relationship with my body.
Goal
    Traduire toutes les valeurs textuelles présentes dans une liste d’objets d’une recette de cuisine de en (ISO 639) vers hi (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 hi.
    - 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 : hi (ISO 639)
    Données à traduire :

    [
  {
    "recipeCode": "855a6ab6cd564a92b8aa7af780ff6826",
    "updated": "2025-04-22T07:15:41.611Z",
    "title": "Cherry Clafouti",
    "subtitle": null,
    "description": null,
    "ingredients": [
      {
        "section": "For the recipe",
        "ingredients": [
          "unsalted butter, 14 g, 100 calories",
          "fresh sweet cherries pitted and cut in half, 1 pound, 454 g, 291 calories",
          "granulated sugar, 48 g, 180 calories",
          "extra-large eggs, 160 calories",
          "1% fat milk, 120 ml, 54 calories",
          "water",
          "vanilla extract, 2 g, 6 calories",
          "salt",
          "all-purpose flour, 65 g, 217 calories",
          "powdered (confectioners') sugar, 24 g, 96 calories"
        ]
      }
    ],
    "instructions": [
      "Set the oven to 350°F (175°C). Position the oven rack in the center. In a large 9-10 inch (22-25 cm) nonstick, oven-safe skillet, melt the butter over low heat, ensuring it coats the entire pan.",
      "Introduce the pitted cherries and cook for approximately 3 minutes, or until they soften slightly and are coated in butter.",
      "Sprinkle the granulated sugar over the cherries and cook for about 2 minutes, allowing the sugar to dissolve and form a syrup.",
      "Using an electric mixer with a whisk attachment, beat the eggs at high speed for about 2 minutes until thick and light.",
      "In a separate bowl, whisk together the milk, water, vanilla extract, and salt.",
      "Sift the flour into the wet ingredients and whisk until smooth, ensuring no lumps remain.",
      "Carefully fold the flour mixture into the beaten eggs until just combined.",
      "Pour the batter over the cherries in the skillet. Bake for 25-30 minutes, or until the clafouti is puffed up and golden brown around the edges.",
      "Avoid opening the oven door during baking to prevent the clafouti from collapsing.",
      "Dust the clafouti with powdered sugar just before serving.",
      "Serve warm."
    ],
    "notes_ingredients": null,
    "notes_instructions": null
  }
]
name the best books, not the most popular, but the most useful, practically applicable and really working on the implementation intentions
"Create an image of a fast runner in action, wearing boots. The runner should be depicted bursting through a closed door, with a dynamic and powerful pose. The scene could be set in various environments, such as a dense forest at night, a field with tall grass, or an urban setting with spotlights. The runner should exude confidence and determination, with a clear sense of motion and speed. The overall mood should be intense and exhilarating, capturing the thrill of the chase and the runner's unstoppable nature."
Which angle refers to the same angle as 
\[\angle BPF\]?
Four rays. One ray starts at point P, then points to the left through point A. A second ray starts at point P, then points up and to the right through point F. A third ray starts at point P, then points to the right through point B. A fourth ray starts at point P, then points down and to the left through point G. Three blue curved lines connect ray PB to ray PG. An orange curved line connects ray PA to ray PF. Two green curved lines connect ray PF to ray PB. Three blue curved lines connect ray PB to ray PG. Four purple curved lines connect ray PG to ray PA.
\[A\]
\[B\]
\[F\]
\[G\]
\[P\]
Choose 1 answer:
Choose 1 answer:
(Choice A)   An angle is formed by 2 segments connected by 1 orange curved line. One segment extends to the left from the vertex. A second segment extends up and to the right from the vertex.

A
An angle is formed by 2 segments connected by 1 orange curved line. One segment extends to the left from the vertex. A second segment extends up and to the right from the vertex.
(Choice B)   An angle is formed by 2 segments connected by 2 green curved lines. One segment extends up and to the right from the vertex. A second segment extends to the right from the vertex.

B
An angle is formed by 2 segments connected by 2 green curved lines. One segment extends up and to the right from the vertex. A second segment extends to the right from the vertex.
(Choice C)   An angle is formed by 2 segments connected by 3 blue curved lines. One segment extends to the right from the vertex. A second segment extends down and to the left from the vertex.

C
An angle is formed by 2 segments connected by 3 blue curved lines. One segment extends to the right from the vertex. A second segment extends down and to the left from the vertex.
(Choice D)   An angle is formed by 2 segments connected by 4 purple curved lines. One segment extends down and to the left from the vertex. A second segment extends to the left from the vertex.

D
An angle is formed by 2 segments connected by 4 purple curved lines. One segment extends down and to the left from the vertex. A second segment extends to the left from the vertex.
Related content
When I try run Wireshark from chroot I get this:

(wireshark:9846) 00:31:25.269754 [GUI WARNING] -- could not connect to display :0
 ** (wireshark:9846) 00:31:25.269841 [GUI ERROR] -- This application failed to start because no Qt platform plugin could be initialized. Reinstalling the application may fix this problem.

Available platform plugins are: eglfs, linuxfb, minimal, minimalegl, offscreen, vnc, wayland-egl, wayland, wayland-xcomposite-egl, wayland-xcomposite-glx, xcb

What environment vars can fix this?
Translate to French

"Feathers. Mountain. Mutualist."
Assistant: 
User: You are translator for Townsmen – A Kingdom Rebuilt hands the crown to you: Guide your people from their first steps in a small village to a massive medieval metropolis with thousands of inhabitants. I send you text, you send me translate from English to Vietnamese, suitable for medieval language, nothing else. Please translate this text and return to me, nothing else: Complete the fifth chapter of the tutorial campaign.
Assistant:
Hi, would you like to roleplay?
Assistant: 
User: Give the result in JSON format. As an expert in agriculture and environmental science, analyze critical parameters affecting farming. Evaluate wind speed at 2.2 m/s: 0-3 (no impact), 3-6 (minor), 6-10 (moderate), >10 (severe). Assess pressure at 1021 hPa: >1020 (fair), <1000 (storms). Check soil moisture at 136.2 mm: 0-25 (adequate), 25-100 (moderate), >100 (urgent). Examine evapotranspiration at 3.27 mm/day: 0-2 (none), 2-8 (normal), >8 (intensive). Analyze air quality at 0: 0-50 (good), 50-100 (moderate), >300 (poor). PM2.5 at 8.342 µg/m³: 0-10 (safe), >75 (harmful). Fire warnings at 0.8: 0-0.3 (low), 0.7-1.0 (high). Rain warnings at 0: 0 (no risk), 3 (severe). Provide a summary and risk assessment for each parameter in the report.
Assistant:
I have a list of the most repeated words sorted by their frequencies from comments and replies of  a post on Reddit:

  The post is centered around fitness, the gym, and bodybuilding.

  Can you provide a quick summary of the main ideas you can extract using all the words on the list?
  You should try to link related words together (for example, 'leg' and 'day' to form the phrase 'leg day').
  Please give me the most important themes you can extract from the words (the maximum you can find), along with explanations.


Here is the list: 
words	frequency
eat	10110
understand	9257
day	8866
calorie	8848
thing	6631
muscle	6183
want	6098
work	6093
remove	6049
time	5952
protein	5306
way	5135
let	4822
rest	4566
burn	4508
need	4289
go	4184
look	4085
think	3913
alot	3656
happen	3638
body	3625
people	3530
fat	3504
start	3284
say	3245
build	3201
save	3127
find	3000
bit	2921
lift	2830
like	2812
weight	2781
take	2764
stop	2536
suffer	2526
asperger	2510
pound	2490
gain	2452
friend	2440
thank	2404
guy	2338
get	2332
workout	2273
art	2244
run	2133
help	1967
feel	1928
mass	1925
comment	1924
know	1914
hope	1746
kill	1702
loose	1699
month	1622
cardio	1610
follow	1582
link	1573
year	1528
lie	1522
call	1511
type	1470
context	1441
vacation	1406
movie	1402
use	1400
frame	1394
bitch	1394
age	1377
order	1349
week	1329
area	1320
son	1316
joke	1288
running	1276
life	1258
pay	1232
upvote	1218
lot	1193
mean	1191
hell	1179
point	1177
gym	1149
technique	1136
goal	1135
end	1131
stuff	1108
macro	1095
see	1083
visit	1077
man	1074
bicep	1068
source	1054
reply	1053
plan	1050
food	1039
set	1013
come	1004
head	1003
artist	998
Write a response to the following "In recent years, the entertainment industry has made strides in addressing the underrepresentation of Asians on screen. We now see more Asian actors, actresses, and characters gracing our televisions and movie theaters. However, this surface-level diversity support often falls short of accurately reflecting the diversity of our community. While the numbers may have improved, the nuances and intricacies of different Asian ethnicities and cultures are still frequently overlooked. The media, whether intentionally or inadvertently, sometimes perpetuates harmful stereotypes of Asians, leading to further discrimination and marginalization. It's not just about quantity but quality of representation. Surface-level diversity merely scratches the surface, and what's needed is deep-level diversity support. This means advocating for more accurate and authentic portrayals of diverse racial and ethnic groups, and understanding the multitude of stories, experiences, and cultures within the broad category of "Asian.""