agentlans/allenai-WildChat-4.8M-prompts huggingface dataset:
def _process_dir(self, dir_path, relabel=False):
        img_paths = glob.glob(osp.join(dir_path, '*.png')) + glob.glob(osp.join(dir_path, '*.jpg'))
        pattern = re.compile(r'([\d]+)_([\d]+)_([\d]+)')

        # add by gongyou.zyq
        pid_count = {}
        for img_path in img_paths:
            img_name = os.path.basename(img_path)
            pid, _, _ = map(int, pattern.search(img_name).groups())
            if pid == -1: continue  # junk images are just ignored
            if pid not in pid_count:
                pid_count[pid] = 1
            else:
                pid_count[pid] += 1
        valid_img_paths = []
        for img_path in img_paths:
            img_name = os.path.basename(img_path)
            pid, _, _ = map(int, pattern.search(img_name).groups())
            if pid == -1: continue  # junk images are just ignored
            #if pid_count[pid] < self.config.DATALOADER.REMOVE_TAIL:
            #    continue
            valid_img_paths.append(img_path)
        if relabel: 
            img_paths = valid_img_paths

        pid_container = set()
        for img_path in img_paths:
            img_name = os.path.basename(img_path)
            pid, _, _ = map(int, pattern.search(img_name).groups())
            if pid == -1: continue  # junk images are just ignored
            pid_container.add(pid)
        pid2label = {pid: label for label, pid in enumerate(pid_container)}

        dataset = []
        for img_path in img_paths:
            img_name = os.path.basename(img_path)
            pid, camid, pidx = map(int, pattern.search(img_name).groups())
            if pid == -1: continue  # junk images are just ignored
            #assert 0 <= pid <= 1501  # pid == 0 means background
            #assert 1 <= camid <= 6
            #camid -= 1  # index starts from 0
            if relabel: pid = pid2label[pid]
            dataset.append((img_path, pid, camid, 0))

        return dataset
请解释这段代码
Let's write a blog post that will rank on Google. I want you to try to include {keywords}. You should use markdown formatting, including bold, UL/OL, and write with a degree of creativity, burstiness, and human-like. And taking into account Average Perplexity, and Burstiness scores. and Predictability. The article is “هنا حط المكافح لمكافحة النمل الابيض” Written in the language ( العربية ). Do not speak in the default classical language, try to be colloquial, closer to the reader. Do not use numbers 1, 2, or 3, and so I do not use only points or punctuation. I use stop signs and do not use parentheses. I just want a different wording from writing chat gpt so that it is completely different in style. There are also minor spelling errors and human errors in regular notation. The keyword you want to target in the search results is ( هنا افضل شركة لمكافحة النمل الابيض بالرياض )
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: Getting vibration during a call after updating Android. Whenever I try to make a call or receive a call in the slack app my phone will not stop vibrating during the call. This all started after the Android update. Any solutions?
intention: bug report
review: Why does whatsapp has to rat you out with "You deleted this message"?. It goes against the whole point of the Delete function. Delete should mean it was never texted or sent
intention: feature request
review: I wrote an article on starting to shipping a Slack app in under an hour!. 
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: Getting vibration during a call after updating Android. Whenever I try to make a call or receive a call in the slack app my phone will not stop vibrating during the call. This all started after the Android update. Any solutions?
intention: bug report
review: Why does whatsapp has to rat you out with "You deleted this message"?. It goes against the whole point of the Delete function. Delete should mean it was never texted or sent
intention: feature request
review: I wrote an article on starting to shipping a Slack app in under an hour!. 
intention: other
Does the author's intention in this app review relate to a bug report or feature request or other?
review: What if (hear me out here)... you released a piece of completed software with no bugs!. '
intention: '
Assistant:
The proposed LLM architecture, the Hierarchical Associative Memory with Dilated Convolution and Gated Summation, aims to overcome the limitations of attention-based models by using a novel approach to information retrieval and combination. The architecture consists of a hierarchical associative memory, where each level represents a different level of abstraction, from individual words to larger chunks of text.  The input text is first tokenized and embedded into word vectors. These vectors form the lowest level of the hierarchy.  At each subsequent level, 1D dilated convolutions operate on the sequence of vectors from the lower level.  The dilation rate increases with each level, allowing the model to capture increasingly wider ranges of context.  Each level also has a learned scaling factor that adjusts the contribution of that level to the final representation.  A gated summation mechanism, potentially with a single gate for the entire hierarchy, combines the scaled outputs from different levels.  The final representation is then used for language modeling tasks, such as text generation. The retrieval process involves converting the current state of the generated text into a key vector and retrieving the most similar vectors from the highest level of the memory.  This retrieved information is then used to predict the next word in the sequence.
Send only resolution from below text like 1080p, 720p.etc without any extra text,
        
[ @FridayUniverse ] The Wire S01 E04 BluRay 720p English AAC 5.1 x264 ESub - mkvCinemas.mkv
<Border x:Name="gridViewColumHeaderBorder"
                                        BorderThickness="1"
                                        Margin="0,1,0,0"
                                        SnapsToDevicePixels="True"
                                        Background="Transparent">
                                    <ContentPresenter x:Name="HeaderContent"
                                                      Margin="0,0,0,1"
                                                      RecognizesAccessKey="True"
                                                      VerticalAlignment="{TemplateBinding VerticalContentAlignment}"
                                                      HorizontalAlignment="{TemplateBinding HorizontalContentAlignment}"
                                                      SnapsToDevicePixels="{TemplateBinding SnapsToDevicePixels}" />
                                </Border>

wpf 如何让HeaderContent可以自动换行
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: Reviews that report a problem, such as faulty behavior of the application or of a specific feature
Feature strength: Reviews that identify an aspect about an existing feature that users are satisfied with
Feature shortcoming: Reviews that identify an aspect about an existing feature that users are unsatisfied with
User request: Reviews that ask for a missing feature, functionality or content, as well as reviews that ask for the improvement of an existing feature
Praise: Reviews where users express general appreciation with the application. It focuses on general judgment, unlike feature strength which emphasizes on the positive feedback about a specific feature
Complaint: Reviews where users express general dissatisfaction with the application. In contrast with feature shortcoming which focuses on the negative feedback about a specific existing feature, general complaint concentrates on general judgment
Usage scenario: Reviews where users describe workarounds, use cases and scenarios involving the app
Noise: Reviews that do not belong to any other categories.
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: Reviews that report a problem, such as faulty behavior of the application or of a specific feature
Feature strength: Reviews that identify an aspect about an existing feature that users are satisfied with
Feature shortcoming: Reviews that identify an aspect about an existing feature that users are unsatisfied with
User request: Reviews that ask for a missing feature, functionality or content, as well as reviews that ask for the improvement of an existing feature
Praise: Reviews where users express general appreciation with the application. It focuses on general judgment, unlike feature strength which emphasizes on the positive feedback about a specific feature
Complaint: Reviews where users express general dissatisfaction with the application. In contrast with feature shortcoming which focuses on the negative feedback about a specific existing feature, general complaint concentrates on general judgment
Usage scenario: Reviews where users describe workarounds, use cases and scenarios involving the app
Noise: Reviews that do not belong to any other categories.
Does the author's intention in this app review relate to a Bug report or Feature strength or Feature shortcoming or User request or Praise or Complaint or Usage scenario or Noise?
review:  Fantastic Absolutely brilliant idea.'
intention: '
Assistant:
Write me a text to my  girl’s brother as follows Good Morning brother! 
I have spoken to Janine a while ago, she is still in the emergency and there is no concrete decision on when they release her!
System: You have been provided with a set of responses from various open-source models to the latest user query. Your task is to synthesize these responses into a single, high-quality response. It is crucial to critically evaluate the information provided in these responses, recognizing that some of it may be biased or incorrect. Your response should not simply replicate the given answers but should offer a refined, accurate, and comprehensive reply to the instruction. Ensure your response is well-structured, coherent, and adheres to the highest standards of accuracy and reliability.

Responses from models:
1. San Francisco is a vibrant city with plenty of fun activities! Here are three great options:

1. **Visit Alcatraz Island**: Take a ferry to this historic site and explore the infamous former prison. The audio tour featuring stories from former inmates and guards is particularly captivating.

2. **Explore Golden Gate Park**: This expansive park offers beautiful gardens, walking trails, and attractions like the California Academy of Sciences and the Japanese Tea Garden. It's a perfect spot for a leisurely day outdoors.

3. **Walk Across the Golden Gate Bridge**: Experience stunning views of the bay and the city by walking or biking across this iconic landmark. It's a memorable way to appreciate the beauty of San Francisco.

Enjoy your time in the city!
2. Request ended with status code 404
User: What are 3 fun things to do in SF?
Assistant:
Goal
    Générer une image de suggestion de présentation d'un plat en fonction de sa description, en intégrant un style photographique spécifique.

    1. Utiliser la description fournie pour définir l'apparence du plat.
    2. Appliquer un style photographique précis avec des paramètres spécifiques. 
    4. Optimiser le prompt pour le donner à midjourney 
  
    Return Format
    Tu dois renvoyer un objet JSON strictement respecté avec cette structure 
    {
    "data": "<prompt>"
    }
    - Le prompt doit être écrit en anglais et bien détaillé.

    Warnings
    - Respecte le format JSON strict.
    - N’explique pas la démarche, renvoie uniquement l’objet JSON.
    - Le prompt doit inclure tous les éléments demandés.

    Context Dump
    Description fournie : A beautifully presented jar of honey blueberry zest jam placed on a rustic wooden table. The jam is a vibrant deep blue with glistening honey undertones, and flecks of bright yellow lemon zest visible throughout. Surrounding the jar are fresh blueberries and a few lemon slices, adding a pop of color. A silver spoon is elegantly resting beside the jar, ready to serve this delightful treat. The background features soft, natural lighting that highlights the jam's glossy texture and the details of the ingredients.
    Style souhaitée : A top-down photo of plate with <description>. a dish on an elegant plate, accompanied by water in a glass, placed against a white background. The table is adorned with orange napkins for serving the meal. Captured from above using a Canon EOS R5 camera with high resolution. Studio lighting creates soft shadows around the food to highlight its colors and textures. Professional color grading enhances the visual appeal.
Write the word cat twenty times in a row
Create a comprehensive guide to Fine tune a avg image captioning model from start to end i am making the project on google colab with CPU Runtime so make sure it run smooth
The computer lab at National University has a help desk to assist students working on computer spreadsheet assignments. The students patiently form a single line in front of the desk to wait for help. Students are served based on a first-come, first-served priority rule. On average, 15 students per hour arrive at the help desk. Student arrivals are best described using a Poisson distribution. The help desk server can help an average of 20 students per hour, with the service rate being described by an exponential distribution. Calculate the following operating characteristics of the service system.

a)	The average utilization of the help desk server
b)	The average number of students in the system
c)	The average number of students waiting in line
d)	The average time a student spends in the system
e)	The average time a student spends waiting in line
f)	The probability of having more than 4 students in the system
Write a educational passage in Vietnamese that could appear in a textbook, giving some paragraphs or pharse that related to this question and answer set:
Câu hỏi: Trong phần mềm tạo website, để thêm một trang mới hoàn toàn trắng, ta chọn tùy chọn nào?
A. Add Blank Page.
B. Create New Site.
C. Add Template.
D. Add New Section.
Đáp án đúng: Add Blank Page
Notes that:
1. Remember that the multichoice question above must not be included in the paragraphs or phrase
2. You can not take an example same as the question
3. Explain detail like in the actual textbook
4. All instructions must be given in general form
Give me original and cohesive commentary on this using a critical straitforward informal tone: Kiss Of Life have quickly become one of K-pop’s buzziest acts and their ascent seems to have come about naturally. They’re not from a major agency, but their producers seem to have their finger on the pulse of popular sounds. In a K-pop summer devoid of big hits, "Sticky' became an emblem of the season. They’re set to build upon this success with a new mini album, teased by pre-release R.E.M.

One thing I appreciate about Kiss Of Life is how their vocal style recalls the virtuosic approach of 90’s R&B. Even in more subdued material, the girls sing with plenty of zeal. This helped buoy the hazy nature of "Sticky" and the girls try to replicate that with R.E.M. Unfortunately, this time around the song is just boring.

R.E.M echoes the prevailing girl group trend of the moment, smoothing its edges until the track becomes little more than a vibe. Muted synths provide a bed for tickling, trap-influenced percussion. The song wafts by like mist, anchored only by the group’s performance. The melodies are pretty but dull, repeating often without modulating toward a compelling endpoint. This enhances R.E.M‘s sleepy flat line, making it feel like the backdrop to a lazy morning in bed. 


Also, I'm not a fan of how overly processed their vocals are, especially Haneul's. We KNOW that she doesn't need that, we've heard her without it before and she sounded great, so why would they put such heavy filtering on her voice here? Rnb is the kind of genre where you really want to hear the unique timbre of the singers' voices and even, yes, the little imperfections that come from any human being singing live. This level of vocal processing is more at home in an EDM or pop song.

Also, the lyrics feel a little...empty? The concept of the song is that the girls don't want to wake up because in their dreams, they're with this guy they like, right? The lyrics could've been more interesting, but right now, they fall a little flat to me. I dunno.
translate to arabic. You may reprint this article free of charge in your newsletter,
magazine, or on your website, provided that the article is unedited,
and that the copyright, author's bio, and contact information below
appears with each article. Articles appearing on the web must
provide a hyperlink to the author's web site,
http://www.legacyai.com
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:

Question: شنو اسمك؟
Answer: اسمي جون.

Now, translate the following:

Question: Can we conclude from "A young girl wearing a yellow vest points upwards with here right hand containing a plant while her left hand remains at her side holding a headband." that "A girl is going to school."?
Options:
- yes
- no
- it is not possible to tell
Let's solve step-by-step:
Answer: Step 1: Analyze the information provided

The given statement says, "A young girl wearing a yellow vest points upwards with her right hand containing a plant while her left hand remains at her side holding a headband." 

Step 2: Identify the relevant information

The relevant information in the statement includes the facts that the girl is young, wearing a yellow vest, pointing upwards with a plant in her right hand, and holding a headband in her left hand. 

Step 3: Compare the relevant information to the question

The question is whether we can conclude that "A girl is going to school" based on this information. 

Step 4: Assess the relationship between the relevant information and the question

The information provided doesn't mention anything about the girl going to school or engaging in any school-related activities. 

Step 5: Determine the best answer based on the relationship

Since the information given doesn't have a direct link to the girl going to school, it is not possible to tell whether the girl is going to school or not.

Answer: it is not possible to tell
You are tasked with generating a concise title for a new chunk based on its summary.

        Step 1: Read the chunk summary.
        Step 2: Identify the key concept or theme.
        Step 3: Create a brief title that captures the essence of the chunk.

        Example:
        Summary: "This chunk contains information about food preferences."
        Output: "Food Preferences"

        Provide only the new chunk title.

        Summary of the new chunk:
        This chunk addresses the curriculum of the Accounting and Auditing Department, focusing on essential subjects and skills for students' professional development.
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:

يا ربي نكملوا إيه
write a bucks vs nets with bucks comeback after giannis injury
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:

Question: شنو اسمك؟
Answer: اسمي جون.

Now, translate the following:

Question: Given the stream of consciousness rationale, provide a reasonable question and answer. Rationale: Here the game refers to a volleyball where female beach volleyball player serving the ball.
 The question and answer:
Answer: Question: What is the proper technique for a female beach volleyball player to serve the ball effectively in a game?

Answer: To serve the ball effectively in beach volleyball, a female player should utilize a consistent pre-serve routine, stand in a balanced position with feet shoulder-width apart, toss the ball at an appropriate height while extending their non-hitting arm, and use a combination of shoulder, arm, and wrist movement to achieve a powerful and accurate serve. Different serve styles, such as underhand, topspin, and float, can be used depending on the player's strengths and the desired outcome.