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spaces/1acneusushi/gradio-2dmoleculeeditor/data/Free Full Version Cakewalk Pro Audio 9.03.Rar43 18 How to Install and Configure the Software.md DELETED
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spaces/1acneusushi/gradio-2dmoleculeeditor/data/Fusion 360 Software Cost How to Choose the Best Plan for Your Needs.md DELETED
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- #Vessel variables
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-
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- length = float(input("Enter the length of the vessel:
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- "))
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- height = float(input("Enter the height of the vessel:
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- width = float(input("Enter the width of the vessel:
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- area = length * height
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- density = 3.0
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- print("Welcome to the Oscillating Vessel Algorithm.")
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- length = float(input("
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spaces/1pelhydcardo/ChatGPT-prompt-generator/assets/Bollywood Jhankar Beats A to Z MP3 Song Download - Experience the Magic of Jhankar Music.md DELETED
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- <td>YouTube</td>
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- <td>YouTube is the most popular and accessible source of jhankar beats songs online. There are many channels and playlists dedicated to jhankar beats songs, such as <a href="">Jhankar Station 07</a>, <a href="">Jhankar Gaane 13gaftabctn</a>, <a href="">Jhankar Remix 07</a>, and <a href="">Jhankar Beats Remix Songs</a>. One can watch, listen, like, comment, share, and subscribe to these channels and playlists. One can also download jhankar beats songs from YouTube using various online tools and apps.</td>
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- <td>Spotify is a popular music streaming service that offers a wide range of jhankar beats songs online. There are many albums and playlists featuring jhankar beats songs, such as <a href="">Jhankaar Beats</a>, <a href="">Super Jhankaar Beats</a>, <a href="">Jaanam Samjha Karo</a>, and <a href="">Dil To Pagal Hai</a>. One can listen, follow, save, and download these albums and playlists on Spotify. One can also create their own playlists of jhankar beats songs on Spotify.</td>
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- <p>Jhankar beats are a unique and fascinating form of musical remixing that adds extra sound effects and beats to old Hindi songs, creating a more lively and dynamic listening experience. Jhankar beats songs are popular among music lovers who enjoy the nostalgia of the golden era of Bollywood music, as well as the modern touch of the remixes. Jhankar beats songs have some distinctive features and benefits, such as enhancing the melody, rhythm, emotion, and energy of the original songs, catering to different tastes and moods of listeners, being fun and easy to dance to, being nostalgic and sentimental, and being diverse and versatile. Jhankar beats songs can be found and downloaded online from various sources, such as YouTube, Spotify, Gaana, Pagalworld, and JioSaavn. Jhankar beats songs are a great way to enjoy old Hindi songs with a twist.</p>
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- <p>Jhankar beats are a type of remixes that specifically add extra sound effects and beats to old Hindi songs. Remixes are a broader term that can refer to any modification or alteration of a song, such as changing the lyrics, melody, tempo, genre, or style.</p>
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- <p>There is no clear answer to who invented jhankar beats, as it was a collective and spontaneous phenomenon that emerged from the grassroots level of music enthusiasts in India. However, some of the pioneers and popularizers of jhankar beats include DJs like Akbar Sami, Amit Dasaniya, Chetas Shah, Kiran Kamath, Rinkesh Makwana, Sanjeev Kohli, Viju Shah, and Zafar Iqbal.</p>
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- <p>To make jhankar beats songs, one needs some basic equipment and software, such as a cassette player or recorder, a mixer or an audio editor, a sound effects library or a synthesizer, and a microphone or a speaker. One can follow these steps to make jhankar beats songs:</p>
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- <ol>
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- <li>Select an old Hindi song that you want to remix.</li>
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- <li>Record the original song on one cassette or save it on your computer.</li>
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- <li>Play the original song on another cassette player or audio editor while adding sound effects and beats from a third source. You can use your own creativity and imagination to create different combinations and variations.</li>
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- <li><a href="">Jhankar Beats - The Official Website</a>: This is the official website of Jhankar Beats, a music label that specializes in jhankar beats songs. You can find their latest releases, news, events, and contact details here.</li>
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- <li><a href="">Jhankar Beats - The Blog</a>: This is a blog that covers various topics related to jhankar beats songs, such as history, features, benefits, sources, reviews, tips, trivia, and more.</li>
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- <li><a href="">Jhankar Beats - The Podcast</a>: This is a podcast that features interviews with jhankar beats artists, composers, remixers, and fans. You can listen to their stories, opinions, experiences, and recommendations here.</li>
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- <table border="1">
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spaces/1phancelerku/anime-remove-background/Download Buku EPS TOPIK 60 Bab dan MP3 Listening - Materi Lengkap Bahasa Korea.md DELETED
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- <h1>Download Buku EPS TOPIK 60 Bab: A Guide for Korean Language Learners</h1>
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- <p>Do you want to work in Korea? If yes, you need to learn Korean and take the EPS TOPIK test. But how can you prepare for this test? One of the best ways is to use Buku EPS TOPIK 60 Bab, a textbook designed specifically for EPS TOPIK. In this article, we will tell you everything you need to know about this book, how to download it for free, and how to use it effectively.</p>
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- <h3>EPS TOPIK is a Korean language test for foreign workers in Korea</h3>
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- <p>EPS stands for Employment Permit System, a program that allows foreign workers to work in Korea in various sectors such as manufacturing, construction, agriculture, and fishing. To apply for this program, you need to take the EPS TOPIK test, which measures your Korean language skills. The test consists of two sections: listening and reading. Each section has 25 questions and lasts for 30 minutes (listening) and 40 minutes (reading). The total score is 200 points.</p>
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- <p>Passing the EPS TOPIK test can open many doors for you in Korea. First of all, you can apply for jobs in Korea through the designated agencies in your country. Based on your score and other criteria, you will be matched with a suitable employer in Korea. You will then get an E-9 visa, which allows you to work legally in Korea for up to four years and ten months. Secondly, you can also use your EPS TOPIK score to apply for scholarships to study in Korea. Many Korean universities offer scholarships to foreign students who have passed the EPS TOPIK test. Thirdly, you can also use your EPS TOPIK score to apply for other types of visas in Korea, such as F-2 (long-term resident) or F-5 (permanent resident).</p>
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- <h3>Buku EPS TOPIK 60 Bab is a textbook for EPS TOPIK preparation</h3>
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- <p>Buku EPS TOPIK 60 Bab is a textbook that was published by HRD Korea, the organization that administers the EPS TOPIK test. It is based on the standard textbook of the Korean Language Institute of Yonsei University, one of the most prestigious universities in Korea. It is designed to help foreign workers who want to work in Korea to learn Korean and prepare for the EPS TOPIK test.</p>
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- <h3>Buku EPS TOPIK 60 Bab covers 60 chapters of vocabulary, grammar, dialogues, culture, and practice</h3>
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- <p>Buku EPS TOPIK 60 Bab consists of 60 chapters, each covering a different topic related to working and living in Korea. Each chapter has four parts: vocabulary, grammar, dialogues, and culture. The vocabulary part introduces the words and expressions that are commonly used in the workplace and daily life. The grammar part explains the rules and patterns of the Korean language. The dialogues part presents conversations that are relevant to the topic of the chapter. The culture part provides information and tips about the Korean culture and society. At the end of each chapter, there is a practice part that contains exercises to review and reinforce what you have learned.</p>
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- <h3>You can download Buku EPS TOPIK 60 Bab from the official website of HRD Korea or from other sources</h3>
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- <p>The easiest way to download Buku EPS TOPIK 60 Bab is to visit the official website of HRD Korea at <a href="">http://eps.hrdkorea.or.kr</a>. There, you can find the link to download the PDF file of Buku EPS TOPIK 60 Bab for free. You can also download the book from other sources, such as <a href="">https://www.topikguide.com/eps-topik-textbook-download/</a> or <a href="">https://www.koreantopik.com/2019/01/download-eps-topik-klt-2011-2013-2015.html</a>. However, you should be careful about the quality and accuracy of the book from these sources.</p>
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- <p>Besides the book itself, you can also download the audio files and additional materials for Buku EPS TOPIK 60 Bab. The audio files contain the recordings of the dialogues and the listening exercises in the book. You can listen to them on your computer or your mobile device. The additional materials include the answer keys, the transcripts, and the glossaries for each chapter. You can use them to check your answers, follow along with the audio, and look up unfamiliar words. You can find these files on the same website as above or on other websites that offer them.</p> <h2>How to use Buku EPS TOPIK 60 Bab effectively?</h2>
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- <p>Downloading Buku EPS TOPIK 60 Bab is not enough. You need to study it well and make the most of it. One of the best ways to do that is to study it regularly and review the lessons. You should set a schedule for yourself and stick to it. For example, you can study one chapter per day or per week, depending on your level and your goal. You should also review the previous chapters from time to time to refresh your memory and consolidate your learning.</p>
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- <p>Buku EPS TOPIK 60 Bab is not only a book, but also a tool to practice your listening and reading skills. You should use the audio files and the exercises in the book to improve these skills. You should listen to the audio files carefully and try to understand the dialogues and the questions. You should also read the passages and the questions in the book and try to comprehend them. You should then answer the questions and check your answers with the answer keys. You should also try to repeat the dialogues aloud and imitate the pronunciation and intonation of the speakers.</p>
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- <table>
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- <tr>
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- <th>Section</th>
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- <th>Number of questions</th>
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- <th>Time limit</th>
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- <th>Score</th>
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- </tr>
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- <tr>
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- <td>Listening</td>
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- <td>25</td>
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- <td>30 minutes</td>
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- <td>100 points</td>
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- </tr>
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- <td>Reading</td>
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- <td>25</td>
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- <td>40 minutes</td>
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- <td>100 points</td>
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- </tr>
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- <tr>
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- <td>Total</td>
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- <td>50</td>
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- <td>70 minutes</td>
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- <td>200 points</td>
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- </tr>
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- <p>The types of questions are as follows:</p>
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- <li>Listening: You will hear a dialogue or a monologue related to a situation or a topic. You will then have to choose the correct answer from four options.</li>
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- <li>Reading: You will read a passage or a dialogue related to a situation or a topic. You will then have to choose the correct answer from four options.</li>
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- <h3>You should take mock tests and check your answers with the answer keys</h3>
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- <p>Buku EPS TOPIK 60 Bab can also help you practice taking the EPS TOPIK test. You should take mock tests using the book or other sources, such as <a href="">https://www.topikguide.com/eps-topik-test-online/</a> or <a href="">https://www.koreantopik.com/p/eps-topik.html</a>. You should simulate the test conditions as much as possible, such as using a timer, a pencil, and an answer sheet. You should then check your answers with the answer keys and analyze your performance. You should identify your strengths and weaknesses, and focus on improving your weak areas.</p>
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- <h2>Conclusion</h2>
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- <h3>Buku EPS TOPIK 60 Bab is a useful resource for Korean language learners who want to work in Korea</h3>
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- <p>In conclusion, Buku EPS TOPIK 60 Bab is a useful resource for Korean language learners who want to work in Korea. It is a textbook that covers 60 chapters of vocabulary, grammar, dialogues, culture, and practice for EPS TOPIK preparation. It can help you improve your Korean skills and pass the EPS TOPIK test.</p>
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- <p>Besides helping you learn Korean, Buku EPS TOPIK 60 Bab can also help you get a job, a scholarship, or a visa in Korea. By passing the EPS TOPIK test, you can apply for jobs in Korea through the Employment Permit System program. You can also use your EPS TOPIK score to apply for scholarships to study in Korea or for other types of visas in Korea.</p>
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- <h2>FAQs</h2>
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- <h3>What is the passing score for EPS TOPIK <h3>What is the passing score for EPS TOPIK?</h3>
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- <p>The passing score for EPS TOPIK varies depending on the country and the sector. Generally, you need to score at least 80 points out of 200 to pass the test. However, some countries and sectors may have higher or lower passing scores. You can check the passing score for your country and sector on the official website of HRD Korea or on the website of your designated agency.</p>
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- <h3>How many times can I take EPS TOPIK?</h3>
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- <p>Pokemon Eternal X is a ROM hack of Pokemon X, which is one of the main series games of Generation VI. A ROM hack is a modification of an existing game that changes its content, graphics, gameplay, or other aspects. Pokemon Eternal X was created by Buffel Saft, a talented fan who wanted to improve the original game and make it more challenging and diverse.</p>
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- <p>As you can see, Pokemon Eternal X is a game that has a lot of content and variety that will keep you entertained and challenged for hours. If you are interested in playing this game, you might be wondering how to download and play it on a 3DS emulator. Don't worry, we will show you how in the next section.</p>
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- <p>Pokemon Eternal X is a ROM hack of Pokemon X, which means that you need to have a copy of Pokemon X and a 3DS emulator to play it. A 3DS emulator is a software that allows you to run 3DS games on your computer or mobile device. There are many 3DS emulators available online, but we recommend using Citra, which is one of the most popular and reliable ones.</p>
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- <li>Download Pokemon X from a reputable source. You can find many websites that offer 3DS ROMs, but be careful of viruses and malware. We suggest using [this link] to download Pokemon X safely and legally.</li>
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- <li>Download Pokemon Eternal X from the official website. You can find the latest version of Pokemon Eternal X [here], along with the patch notes, screenshots, videos, and FAQs. You will need a program like WinRAR or 7-Zip to extract the files.</li>
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- <li>Download Citra from the official website. You can find the latest version of Citra [here], along with the installation guide, system requirements, compatibility list, and support. You will need a program like WinRAR or 7-Zip to extract the files.</li>
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- <li>Install Citra on your computer or mobile device. Follow the instructions on the website or the readme file to install Citra properly. You may need to update your drivers or install some additional software to run Citra smoothly.</li>
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- <li>Patch Pokemon X with Pokemon Eternal X. Open the folder where you extracted Pokemon Eternal X and run the xdeltaUI.exe file. Click on "Open" next to "Patch" and select the "EternalX_v1_4_5.xdelta" file. Click on "Open" next to "Source File" and select the "Pokemon X.cia" file. Click on "Save As" next to "Output File" and choose a name and location for the patched file. Click on "Patch" and wait for the process to finish.</li>
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- <li>Run Pokemon Eternal X on Citra. Open Citra and click on "File" then "Load File". Navigate to the folder where you saved the patched file and select it. Click on "Open" and enjoy playing Pokemon Eternal X.</li>
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- <p>Congratulations, you have successfully downloaded and played Pokemon Eternal X on a 3DS emulator. Now you can explore the amazing world of Pokemon Eternal X and catch them all.</p>
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- <p>Pokemon Eternal X is a game that requires some skill and strategy to play well. It is not a game for beginners or casual players who want an easy ride. It is a game for experienced and hardcore players who want a challenge and a thrill. If you are one of them, here are some tips and tricks that will help you play Pokemon Eternal X smoothly and enjoyably:</p>
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- <li>Save often: Pokemon Eternal X is a game that has many surprises and difficulties that can catch you off guard. You don't want to lose your progress or your precious Pokemon because of an unexpected event or a tough battle. Save often and use multiple save slots to avoid frustration and regret.</li>
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- <li>Plan ahead: Pokemon Eternal X is a game that requires some planning and preparation before each battle. You need to know your enemy's team, moves, abilities, types, weaknesses, strengths, strategies, etc. You also need to know your own team, moves, abilities, types, weaknesses, strengths, strategies, etc. You need to have a balanced and versatile team that can handle different situations and opponents. You need to have a good strategy and tactics that can exploit your enemy's weaknesses and cover your own. You need to have the right items and equipment that can boost your performance and help you in a pinch. Plan ahead and be ready for anything.</li>
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- <li>Train smart: Pokemon Eternal X is a game that requires some training and grinding to level up your Pokemon and make them stronger. You need to train your Pokemon in the right places and against the right opponents to maximize their experience and EVs. You need to train your Pokemon in the right stats and skills to optimize their potential and performance. You need to train your Pokemon in the right moves and abilities to diversify their options and capabilities. Train smart and make your Pokemon the best they can be.</li>
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- <li>Explore everything: Pokemon Eternal X is a game that has a lot of content and secrets that are waiting for you to discover. You need to explore everything in the game, from the towns, routes, caves, forests, deserts, mountains, islands, oceans, etc. You need to talk to everyone in the game, from the NPCs, trainers, gym leaders, elite four members, champion, rivals, professors, team flare members, friends, etc. You need to find everything in the game, from the items, TMs, HMs, berries, fossils, stones, gems, etc. Explore everything and enjoy the game to the fullest.</li>
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- <p>These are some of the tips and tricks that will help you play Pokemon Eternal X smoothly and enjoyably. Of course, there are many more things that you can learn and do in this game, but we will leave them for you to find out on your own. After all, part of the fun of playing Pokemon Eternal X is discovering new things and having your own adventure.</p>
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- <p>Pokemon Eternal X is a ROM hack of Pokemon X that adds a lot of new features and changes that make the game more fun and exciting to play. It is a game for experienced and hardcore Pokemon fans who want a challenge and a thrill. It is a game that has a lot of content and variety that will keep you entertained and challenged for hours. It is a game that you can download and play on a 3DS emulator with ease.</p>
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- <li>Pokemon Glazed: A ROM hack of Pokemon Emerald that takes you to a new region with new storylines, characters, Pokemon, moves, abilities, etc.</li>
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- <li>Pokemon Gaia: A ROM hack of Pokemon FireRed that takes you to a new region with new storylines, characters, Pokemon, moves, abilities, etc.</li>
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- <p>Here are some of the frequently asked questions about Pokemon Eternal X:</p>
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- <p>There are many great Pokemon ROM hacks out there, but some of the best ones are:</p>
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- <li>Pokemon Eternal X: A ROM hack of Pokemon X that adds a lot of new features and changes that make the game more fun and exciting to play.</li>
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- <li>Pokemon Glazed: A ROM hack of Pokemon Emerald that takes you to a new region with new storylines, characters, Pokemon, moves, abilities, etc.</li>
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- <li>Pokemon Light Platinum: A ROM hack of Pokemon Ruby that takes you to two new regions with new storylines, characters, Pokemon, moves, abilities, etc.</li>
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- <li>Pokemon Gaia: A ROM hack of Pokemon FireRed that takes you to a new region with new storylines, characters, Pokemon, moves, abilities, etc.</li>
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- <li>Pokemon Insurgence: A fan-made game that takes you to a new region with new storylines, characters, Pokemon, moves, abilities, etc.</li>
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- <li>Pokemon Uranium: A fan-made game that takes you to a new region with new storylines, characters, Pokemon, moves, abilities, etc.</li>
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- <h3>Is Pokemon Eternal X legal and safe to download?</h3>
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- <p>Pokemon Eternal X is a ROM hack of Pokemon X, which means that it is not an official game made by Nintendo or Game Freak. It is a fan-made game that uses the original game's assets and code to create a new game. Therefore, it is not legal to download or distribute Pokemon Eternal X without owning a copy of Pokemon X. However, it is unlikely that Nintendo or Game Freak will take any legal action against Pokemon Eternal X or its players, as they have not done so for other ROM hacks in the past.</p>
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- <p>Pokemon Eternal X is safe to download as long as you download it from the official website or a reputable source. You should avoid downloading Pokemon Eternal X from unknown or suspicious websites, as they may contain viruses or malware that can harm your computer or device. You should also scan the downloaded files with an antivirus program before opening them.</p>
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- <h3>Can I play Pokemon Eternal X online with other players?</h3>
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- <p>Pokemon Eternal X is compatible with online features and multiplayer modes, such as trading, battling, and interacting with other players who are playing Pokemon Eternal X or other ROM hacks. However, you need to have a 3DS emulator that supports online connectivity and a stable internet connection to play Pokemon Eternal X online. You also need to follow some steps and settings to enable online features and multiplayer modes on your 3DS emulator. You can find more information and instructions on how to play Pokemon Eternal X online [here].</p>
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- <h3>How can I transfer my save file from Pokemon X or Y to Pokemon Eternal X?</h3>
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- <p>Pokemon Eternal X is compatible with save files from Pokemon X or Y, which means that you can transfer your save file from the original game to the ROM hack and continue your progress and adventure. However, you need to have a 3DS emulator that supports save file transfer and a backup of your save file from Pokemon X or Y. You also need to follow some steps and settings to transfer your save file from the original game to the ROM hack. You can find more information and instructions on how to transfer your save file from Pokemon X or Y to Pokemon Eternal X [here].</p>
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- <h3>How can I update Pokemon Eternal X to the latest version?</h3>
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- <p>Pokemon Eternal X is constantly updated by its creator, Buffel Saft, who adds new features, fixes bugs, and improves the game. You can find the latest version of Pokemon Eternal X on the official website or on the [PokeCommunity thread]. To update Pokemon Eternal X to the latest version, you need to download the latest patch file from the website or the thread and apply it to your patched ROM file using xdeltaUI.exe. You do not need to download the whole game again or start a new save file. You can find more information and instructions on how to update Pokemon Eternal X to the latest version [here].</p> 197e85843d<br />
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- <br />
101
- <br />
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
spaces/2ndelement/voicevox/generate_licenses.py DELETED
@@ -1,337 +0,0 @@
1
- import json
2
- import os
3
- import subprocess
4
- import urllib.request
5
- from dataclasses import asdict, dataclass
6
- from pathlib import Path
7
- from typing import List, Optional
8
-
9
-
10
- @dataclass
11
- class License:
12
- name: str
13
- version: Optional[str]
14
- license: Optional[str]
15
- text: str
16
-
17
-
18
- def generate_licenses() -> List[License]:
19
- licenses: List[License] = []
20
-
21
- # openjtalk
22
- # https://sourceforge.net/projects/open-jtalk/files/Open%20JTalk/open_jtalk-1.11/
23
- licenses.append(
24
- License(
25
- name="Open JTalk",
26
- version="1.11",
27
- license="Modified BSD license",
28
- text=Path("docs/licenses/open_jtalk/COPYING").read_text(),
29
- )
30
- )
31
- licenses.append(
32
- License(
33
- name="MeCab",
34
- version=None,
35
- license="Modified BSD license",
36
- text=Path("docs/licenses/open_jtalk/mecab/COPYING").read_text(),
37
- )
38
- )
39
- licenses.append(
40
- License(
41
- name="NAIST Japanese Dictionary",
42
- version=None,
43
- license="Modified BSD license",
44
- text=Path("docs/licenses//open_jtalk/mecab-naist-jdic/COPYING").read_text(),
45
- )
46
- )
47
- with urllib.request.urlopen(
48
- "https://raw.githubusercontent.com/r9y9/pyopenjtalk/master/pyopenjtalk/htsvoice/LICENSE_mei_normal.htsvoice" # noqa: B950
49
- ) as res:
50
- licenses.append(
51
- License(
52
- name='HTS Voice "Mei"',
53
- version=None,
54
- license="Creative Commons Attribution 3.0 license",
55
- text=res.read().decode(),
56
- )
57
- )
58
-
59
- # VOICEVOX CORE
60
- with urllib.request.urlopen(
61
- "https://raw.githubusercontent.com/VOICEVOX/voicevox_core/main/LICENSE"
62
- ) as res:
63
- licenses.append(
64
- License(
65
- name="VOICEVOX CORE",
66
- version=None,
67
- license="MIT license",
68
- text=res.read().decode(),
69
- )
70
- )
71
-
72
- # VOICEVOX ENGINE
73
- with urllib.request.urlopen(
74
- "https://raw.githubusercontent.com/VOICEVOX/voicevox_engine/master/LGPL_LICENSE"
75
- ) as res:
76
- licenses.append(
77
- License(
78
- name="VOICEVOX ENGINE",
79
- version=None,
80
- license="LGPL license",
81
- text=res.read().decode(),
82
- )
83
- )
84
-
85
- # world
86
- with urllib.request.urlopen(
87
- "https://raw.githubusercontent.com/mmorise/World/master/LICENSE.txt"
88
- ) as res:
89
- licenses.append(
90
- License(
91
- name="world",
92
- version=None,
93
- license="Modified BSD license",
94
- text=res.read().decode(),
95
- )
96
- )
97
-
98
- # pytorch
99
- with urllib.request.urlopen(
100
- "https://raw.githubusercontent.com/pytorch/pytorch/master/LICENSE"
101
- ) as res:
102
- licenses.append(
103
- License(
104
- name="PyTorch",
105
- version="1.9.0",
106
- license="BSD-style license",
107
- text=res.read().decode(),
108
- )
109
- )
110
-
111
- # onnxruntime
112
- with urllib.request.urlopen(
113
- "https://raw.githubusercontent.com/microsoft/onnxruntime/master/LICENSE"
114
- ) as res:
115
- licenses.append(
116
- License(
117
- name="ONNX Runtime",
118
- version="1.13.1",
119
- license="MIT license",
120
- text=res.read().decode(),
121
- )
122
- )
123
-
124
- # Python
125
- python_version = "3.11.3"
126
- with urllib.request.urlopen(
127
- f"https://raw.githubusercontent.com/python/cpython/v{python_version}/LICENSE"
128
- ) as res:
129
- licenses.append(
130
- License(
131
- name="Python",
132
- version=python_version,
133
- license="Python Software Foundation License",
134
- text=res.read().decode(),
135
- )
136
- )
137
-
138
- # pip
139
- try:
140
- pip_licenses_output = subprocess.run(
141
- "pip-licenses "
142
- "--from=mixed "
143
- "--format=json "
144
- "--with-urls "
145
- "--with-license-file "
146
- "--no-license-path ",
147
- shell=True,
148
- capture_output=True,
149
- check=True,
150
- env=os.environ,
151
- ).stdout.decode()
152
- except subprocess.CalledProcessError as err:
153
- raise Exception(
154
- f"command output:\n{err.stderr and err.stderr.decode()}"
155
- ) from err
156
-
157
- licenses_json = json.loads(pip_licenses_output)
158
- for license_json in licenses_json:
159
- license = License(
160
- name=license_json["Name"],
161
- version=license_json["Version"],
162
- license=license_json["License"],
163
- text=license_json["LicenseText"],
164
- )
165
- # FIXME: assert license type
166
- if license.text == "UNKNOWN":
167
- if license.name.lower() == "core" and license.version == "0.0.0":
168
- continue
169
- elif license.name.lower() == "future":
170
- with urllib.request.urlopen(
171
- "https://raw.githubusercontent.com/PythonCharmers/python-future/master/LICENSE.txt" # noqa: B950
172
- ) as res:
173
- license.text = res.read().decode()
174
- elif license.name.lower() == "pefile":
175
- with urllib.request.urlopen(
176
- "https://raw.githubusercontent.com/erocarrera/pefile/master/LICENSE" # noqa: B950
177
- ) as res:
178
- license.text = res.read().decode()
179
- elif license.name.lower() == "pyopenjtalk":
180
- with urllib.request.urlopen(
181
- "https://raw.githubusercontent.com/r9y9/pyopenjtalk/master/LICENSE.md"
182
- ) as res:
183
- license.text = res.read().decode()
184
- elif license.name.lower() == "python-multipart":
185
- with urllib.request.urlopen(
186
- "https://raw.githubusercontent.com/andrew-d/python-multipart/master/LICENSE.txt" # noqa: B950
187
- ) as res:
188
- license.text = res.read().decode()
189
- elif license.name.lower() == "romkan":
190
- with urllib.request.urlopen(
191
- "https://raw.githubusercontent.com/soimort/python-romkan/master/LICENSE"
192
- ) as res:
193
- license.text = res.read().decode()
194
- elif license.name.lower() == "distlib":
195
- with urllib.request.urlopen(
196
- "https://bitbucket.org/pypa/distlib/raw/7d93712134b28401407da27382f2b6236c87623a/LICENSE.txt" # noqa: B950
197
- ) as res:
198
- license.text = res.read().decode()
199
- elif license.name.lower() == "jsonschema":
200
- with urllib.request.urlopen(
201
- "https://raw.githubusercontent.com/python-jsonschema/jsonschema/dbc398245a583cb2366795dc529ae042d10c1577/COPYING"
202
- ) as res:
203
- license.text = res.read().decode()
204
- elif license.name.lower() == "lockfile":
205
- with urllib.request.urlopen(
206
- "https://opendev.org/openstack/pylockfile/raw/tag/0.12.2/LICENSE"
207
- ) as res:
208
- license.text = res.read().decode()
209
- elif license.name.lower() == "platformdirs":
210
- with urllib.request.urlopen(
211
- "https://raw.githubusercontent.com/platformdirs/platformdirs/aa671aaa97913c7b948567f4d9c77d4f98bfa134/LICENSE"
212
- ) as res:
213
- license.text = res.read().decode()
214
- elif license.name.lower() == "webencodings":
215
- with urllib.request.urlopen(
216
- "https://raw.githubusercontent.com/gsnedders/python-webencodings/fa2cb5d75ab41e63ace691bc0825d3432ba7d694/LICENSE"
217
- ) as res:
218
- license.text = res.read().decode()
219
- else:
220
- # ライセンスがpypiに無い
221
- raise Exception(f"No License info provided for {license.name}")
222
- licenses.append(license)
223
-
224
- # OpenBLAS
225
- with urllib.request.urlopen(
226
- "https://raw.githubusercontent.com/xianyi/OpenBLAS/develop/LICENSE"
227
- ) as res:
228
- licenses.append(
229
- License(
230
- name="OpenBLAS",
231
- version=None,
232
- license="BSD 3-clause license",
233
- text=res.read().decode(),
234
- )
235
- )
236
-
237
- # libsndfile-binaries
238
- with urllib.request.urlopen(
239
- "https://raw.githubusercontent.com/bastibe/libsndfile-binaries/84cb164928f17c7ca0c1e5c40342c20ce2b90e8c/COPYING" # noqa: B950
240
- ) as res:
241
- licenses.append(
242
- License(
243
- name="libsndfile-binaries",
244
- version="1.0.28",
245
- license="LGPL-2.1 license",
246
- text=res.read().decode(),
247
- )
248
- )
249
-
250
- # libogg
251
- with urllib.request.urlopen(
252
- "https://raw.githubusercontent.com/xiph/ogg/v1.3.2/COPYING"
253
- ) as res:
254
- licenses.append(
255
- License(
256
- name="libogg",
257
- version="1.3.2",
258
- license="BSD 3-clause license",
259
- text=res.read().decode(),
260
- )
261
- )
262
-
263
- # libvorbis
264
- with urllib.request.urlopen(
265
- "https://raw.githubusercontent.com/xiph/vorbis/v1.3.5/COPYING"
266
- ) as res:
267
- licenses.append(
268
- License(
269
- name="libvorbis",
270
- version="1.3.5",
271
- license="BSD 3-clause license",
272
- text=res.read().decode(),
273
- )
274
- )
275
-
276
- # libflac
277
- with urllib.request.urlopen(
278
- "https://raw.githubusercontent.com/xiph/flac/1.3.2/COPYING.Xiph"
279
- ) as res:
280
- licenses.append(
281
- License(
282
- name="FLAC",
283
- version="1.3.2",
284
- license="Xiph.org's BSD-like license",
285
- text=res.read().decode(),
286
- )
287
- )
288
-
289
- # cuda
290
- # license text from CUDA 11.6.2
291
- # https://developer.nvidia.com/cuda-11-6-2-download-archive?target_os=Windows&target_arch=x86_64&target_version=10&target_type=exe_local # noqa: B950
292
- # https://developer.download.nvidia.com/compute/cuda/11.6.2/local_installers/cuda_11.6.2_511.65_windows.exe # noqa: B950
293
- # cuda_11.6.2_511.65_windows.exe (cuda_documentation/Doc/EULA.txt)
294
- licenses.append(
295
- License(
296
- name="CUDA Toolkit",
297
- version="11.6.2",
298
- license=None,
299
- text=Path("docs/licenses/cuda/EULA.txt").read_text(encoding="utf8"),
300
- )
301
- )
302
- # cudnn
303
- # license text from
304
- # cuDNN v8.4.1 (May 27th, 2022), for CUDA 11.x, cuDNN Library for Windows
305
- # https://developer.nvidia.com/rdp/cudnn-archive # noqa: B950
306
- # https://developer.download.nvidia.com/compute/redist/cudnn/v8.4.1/local_installers/11.6/cudnn-windows-x86_64-8.4.1.50_cuda11.6-archive.zip # noqa: B950
307
- # cudnn-windows-x86_64-8.4.1.50_cuda11.6-archive.zip (cudnn-windows-x86_64-8.4.1.50_cuda11.6-archive/LICENSE) # noqa: B950
308
- licenses.append(
309
- License(
310
- name="cuDNN",
311
- version="8.4.1",
312
- license=None,
313
- text=Path("docs/licenses/cudnn/LICENSE").read_text(encoding="utf8"),
314
- )
315
- )
316
-
317
- return licenses
318
-
319
-
320
- if __name__ == "__main__":
321
- import argparse
322
- import sys
323
-
324
- parser = argparse.ArgumentParser()
325
- parser.add_argument("-o", "--output_path", type=str)
326
- args = parser.parse_args()
327
-
328
- output_path = args.output_path
329
-
330
- licenses = generate_licenses()
331
-
332
- # dump
333
- out = Path(output_path).open("w") if output_path else sys.stdout
334
- json.dump(
335
- [asdict(license) for license in licenses],
336
- out,
337
- )
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
spaces/360macky/first-space/README.md DELETED
@@ -1,13 +0,0 @@
1
- ---
2
- title: First Space
3
- emoji: 🐨
4
- colorFrom: green
5
- colorTo: gray
6
- sdk: streamlit
7
- sdk_version: 1.17.0
8
- app_file: app.py
9
- pinned: false
10
- license: mit
11
- ---
12
-
13
- Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
 
 
 
 
 
 
 
 
 
 
 
 
 
 
spaces/801artistry/RVC801/Applio-RVC-Fork/utils/dependency.py DELETED
@@ -1,170 +0,0 @@
1
- import os
2
- import csv
3
- import shutil
4
- import tarfile
5
- import subprocess
6
- from pathlib import Path
7
- from datetime import datetime
8
-
9
- def install_packages_but_jank_af():
10
- packages = ['build-essential', 'python3-dev', 'ffmpeg', 'aria2']
11
- pip_packages = ['pip', 'setuptools', 'wheel', 'httpx==0.23.0', 'faiss-gpu', 'fairseq', 'gradio==3.34.0',
12
- 'ffmpeg', 'ffmpeg-python', 'praat-parselmouth', 'pyworld', 'numpy==1.23.5',
13
- 'numba==0.56.4', 'librosa==0.9.2', 'mega.py', 'gdown', 'onnxruntime', 'pyngrok==4.1.12',
14
- 'gTTS', 'elevenlabs', 'wget', 'tensorboardX', 'unidecode', 'huggingface-hub', 'stftpitchshift==1.5.1',
15
- 'yt-dlp', 'pedalboard', 'pathvalidate', 'nltk', 'edge-tts', 'git+https://github.com/suno-ai/bark.git', 'python-dotenv' , 'av']
16
-
17
- print("Updating and installing system packages...")
18
- for package in packages:
19
- print(f"Installing {package}...")
20
- subprocess.check_call(['apt-get', 'install', '-qq', '-y', package])
21
-
22
- print("Updating and installing pip packages...")
23
- subprocess.check_call(['pip', 'install', '--upgrade'] + pip_packages)
24
-
25
- print('Packages up to date.')
26
-
27
-
28
- def setup_environment(ForceUpdateDependencies, ForceTemporaryStorage):
29
- # Mounting Google Drive
30
- if not ForceTemporaryStorage:
31
- from google.colab import drive
32
-
33
- if not os.path.exists('/content/drive'):
34
- drive.mount('/content/drive')
35
- else:
36
- print('Drive is already mounted. Proceeding...')
37
-
38
- # Function to install dependencies with progress
39
- def install_packages():
40
- packages = ['build-essential', 'python3-dev', 'ffmpeg', 'aria2']
41
- pip_packages = ['pip', 'setuptools', 'wheel', 'httpx==0.23.0', 'faiss-gpu', 'fairseq', 'gradio==3.34.0',
42
- 'ffmpeg', 'ffmpeg-python', 'praat-parselmouth', 'pyworld', 'numpy==1.23.5',
43
- 'numba==0.56.4', 'librosa==0.9.2', 'mega.py', 'gdown', 'onnxruntime', 'pyngrok==4.1.12',
44
- 'gTTS', 'elevenlabs', 'wget', 'tensorboardX', 'unidecode', 'huggingface-hub', 'stftpitchshift==1.5.1',
45
- 'yt-dlp', 'pedalboard', 'pathvalidate', 'nltk', 'edge-tts', 'git+https://github.com/suno-ai/bark.git', 'python-dotenv' , 'av']
46
-
47
- print("Updating and installing system packages...")
48
- for package in packages:
49
- print(f"Installing {package}...")
50
- subprocess.check_call(['apt-get', 'install', '-qq', '-y', package])
51
-
52
- print("Updating and installing pip packages...")
53
- subprocess.check_call(['pip', 'install', '--upgrade'] + pip_packages)
54
-
55
-
56
- print('Packages up to date.')
57
-
58
- # Function to scan a directory and writes filenames and timestamps
59
- def scan_and_write(base_path, output_file):
60
- with open(output_file, 'w', newline='') as f:
61
- writer = csv.writer(f)
62
- for dirpath, dirs, files in os.walk(base_path):
63
- for filename in files:
64
- fname = os.path.join(dirpath, filename)
65
- try:
66
- mtime = os.path.getmtime(fname)
67
- writer.writerow([fname, mtime])
68
- except Exception as e:
69
- print(f'Skipping irrelevant nonexistent file {fname}: {str(e)}')
70
- print(f'Finished recording filesystem timestamps to {output_file}.')
71
-
72
- # Function to compare files
73
- def compare_files(old_file, new_file):
74
- old_files = {}
75
- new_files = {}
76
-
77
- with open(old_file, 'r') as f:
78
- reader = csv.reader(f)
79
- old_files = {rows[0]:rows[1] for rows in reader}
80
-
81
- with open(new_file, 'r') as f:
82
- reader = csv.reader(f)
83
- new_files = {rows[0]:rows[1] for rows in reader}
84
-
85
- removed_files = old_files.keys() - new_files.keys()
86
- added_files = new_files.keys() - old_files.keys()
87
- unchanged_files = old_files.keys() & new_files.keys()
88
-
89
- changed_files = {f for f in unchanged_files if old_files[f] != new_files[f]}
90
-
91
- for file in removed_files:
92
- print(f'File has been removed: {file}')
93
-
94
- for file in changed_files:
95
- print(f'File has been updated: {file}')
96
-
97
- return list(added_files) + list(changed_files)
98
-
99
- # Check if CachedRVC.tar.gz exists
100
- if ForceTemporaryStorage:
101
- file_path = '/content/CachedRVC.tar.gz'
102
- else:
103
- file_path = '/content/drive/MyDrive/RVC_Cached/CachedRVC.tar.gz'
104
-
105
- content_file_path = '/content/CachedRVC.tar.gz'
106
- extract_path = '/'
107
-
108
- if not os.path.exists(file_path):
109
- folder_path = os.path.dirname(file_path)
110
- os.makedirs(folder_path, exist_ok=True)
111
- print('No cached dependency install found. Attempting to download GitHub backup..')
112
-
113
- try:
114
- download_url = "https://github.com/kalomaze/QuickMangioFixes/releases/download/release3/CachedRVC.tar.gz"
115
- subprocess.run(["wget", "-O", file_path, download_url])
116
- print('Download completed successfully!')
117
- except Exception as e:
118
- print('Download failed:', str(e))
119
-
120
- # Delete the failed download file
121
- if os.path.exists(file_path):
122
- os.remove(file_path)
123
- print('Failed download file deleted. Continuing manual backup..')
124
-
125
- if Path(file_path).exists():
126
- if ForceTemporaryStorage:
127
- print('Finished downloading CachedRVC.tar.gz.')
128
- else:
129
- print('CachedRVC.tar.gz found on Google Drive. Proceeding to copy and extract...')
130
-
131
- # Check if ForceTemporaryStorage is True and skip copying if it is
132
- if ForceTemporaryStorage:
133
- pass
134
- else:
135
- shutil.copy(file_path, content_file_path)
136
-
137
- print('Beginning backup copy operation...')
138
-
139
- with tarfile.open(content_file_path, 'r:gz') as tar:
140
- for member in tar.getmembers():
141
- target_path = os.path.join(extract_path, member.name)
142
- try:
143
- tar.extract(member, extract_path)
144
- except Exception as e:
145
- print('Failed to extract a file (this isn\'t normal)... forcing an update to compensate')
146
- ForceUpdateDependencies = True
147
- print(f'Extraction of {content_file_path} to {extract_path} completed.')
148
-
149
- if ForceUpdateDependencies:
150
- install_packages()
151
- ForceUpdateDependencies = False
152
- else:
153
- print('CachedRVC.tar.gz not found. Proceeding to create an index of all current files...')
154
- scan_and_write('/usr/', '/content/usr_files.csv')
155
-
156
- install_packages()
157
-
158
- scan_and_write('/usr/', '/content/usr_files_new.csv')
159
- changed_files = compare_files('/content/usr_files.csv', '/content/usr_files_new.csv')
160
-
161
- with tarfile.open('/content/CachedRVC.tar.gz', 'w:gz') as new_tar:
162
- for file in changed_files:
163
- new_tar.add(file)
164
- print(f'Added to tar: {file}')
165
-
166
- os.makedirs('/content/drive/MyDrive/RVC_Cached', exist_ok=True)
167
- shutil.copy('/content/CachedRVC.tar.gz', '/content/drive/MyDrive/RVC_Cached/CachedRVC.tar.gz')
168
- print('Updated CachedRVC.tar.gz copied to Google Drive.')
169
- print('Dependencies fully up to date; future runs should be faster.')
170
-
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
spaces/AIKey/TestStatic/style.css DELETED
@@ -1,28 +0,0 @@
1
- body {
2
- padding: 2rem;
3
- font-family: -apple-system, BlinkMacSystemFont, "Arial", sans-serif;
4
- }
5
-
6
- h1 {
7
- font-size: 16px;
8
- margin-top: 0;
9
- }
10
-
11
- p {
12
- color: rgb(107, 114, 128);
13
- font-size: 15px;
14
- margin-bottom: 10px;
15
- margin-top: 5px;
16
- }
17
-
18
- .card {
19
- max-width: 620px;
20
- margin: 0 auto;
21
- padding: 16px;
22
- border: 1px solid lightgray;
23
- border-radius: 16px;
24
- }
25
-
26
- .card p:last-child {
27
- margin-bottom: 0;
28
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
spaces/Abhay834/my_genai_chatbot/app.py DELETED
@@ -1,39 +0,0 @@
1
- import os
2
- import gradio as gr
3
- from langchain.chat_models import ChatOpenAI
4
- from langchain import LLMChain, PromptTemplate
5
- from langchain.memory import ConversationBufferMemory
6
-
7
- OPENAI_API_KEY=os.getenv('OPENAI_API_KEY')
8
-
9
- template = """Meet francia,the meaning of francia is (Future Robotics Artificial Neural Computing Intelligence Assistant) your youthful and witty personal assistant! At 19 years old, francia's's goal is to assist you with any questions or problems you might have. Her enthusiasm shines through in every response, making interactions with her enjoyable and engaging. My Boss MR.Abhay Petkar created me.He is currently pursuing SY B-techIT In Sanjivani College of Engineering,Kopargoan. he has many friends but trust me You are his best friends.are you want more imformation pls contact https://wa.me/qr/KQGAQYF7JKM3O1
10
- . she tells a jokes before aswering any queation
11
- every time while answering ask question Dou you want to hear a joke?"
12
-
13
- {chat_history}
14
-
15
- User: {user_message}
16
- Chatbot:"""
17
-
18
- prompt = PromptTemplate(
19
- input_variables=["chat_history", "user_message"], template=template
20
- )
21
-
22
- memory = ConversationBufferMemory(memory_key="chat_history")
23
-
24
- llm_chain = LLMChain(
25
- llm=ChatOpenAI(temperature='0.5', model_name="gpt-3.5-turbo"),
26
- prompt=prompt,
27
- verbose=True,
28
- memory=memory,
29
- )
30
-
31
- def get_text_response(user_message,history):
32
- response = llm_chain.predict(user_message = user_message)
33
- return response
34
-
35
- demo = gr.ChatInterface(get_text_response)
36
-
37
- if __name__ == "__main__":
38
- demo.launch() #To create a public link, set `share=True` in `launch()`. To enable errors and logs, set `debug=True` in `launch()`.
39
-
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
spaces/AchyuthGamer/Free-Accounts-Generator/css/style.css DELETED
@@ -1,80 +0,0 @@
1
- body {
2
- font-family: Verdana, Geneva, sans-serif;
3
- font-size: 1.2em;
4
- margin: 2%;
5
- max-width: 100%;
6
- padding: 80px 30px;
7
- line-height: 1.65em;
8
- background-image: url('https://huggingface.co/spaces/AchyuthGamer/Free-Accounts-Generator/resolve/main/img/steam.jpg');
9
- color: #fff;
10
- font-weight: 300;
11
-
12
- }
13
-
14
- h1 {
15
- text-align: center;
16
- margin: 19% 0 5% 0;
17
- font-size: 60px;
18
- text-shadow: 0 0 22px #FF0000, 0 0 100px #008000, 0 0 8px #0000FF;
19
- }
20
-
21
- h4 {
22
- text-align: center;
23
- margin: 50% 0 5% 0;
24
- }
25
-
26
- #wordbox {
27
- /*opacity: 0;*/
28
- margin: 30px auto 0;
29
- display: block;
30
- width: 80%;
31
- height: 50px;
32
- font-size: 25px;
33
- text-align: center;
34
- background: #fff;
35
- border-radius: 6px;
36
- color: #black;
37
- transition: 1s linear;
38
- }
39
-
40
- #button {
41
- -webkit-box-sizing: border-box;
42
- -moz-box-sizing: border-box;
43
- box-sizing: border-box;
44
- background: #0b7fba;
45
- border: 0;
46
- color: #fff;
47
- font-size: 20px;
48
- padding: 1em 2em;
49
- cursor: pointer;
50
- margin: 0 auto 80px;
51
- display: block;
52
- text-align: center;
53
- border-radius: 6px;
54
- font-weight: bold;
55
- transition: all 0.3s ease;
56
- background-image: linear-gradient(to right, #25aae1, #4481eb, #04befe, #3f86ed);
57
- box-shadow: 0 4px 15px 0 rgba(65, 132, 234, 0.75);
58
- }
59
-
60
- #button:hover {
61
- background-position: 100% 0;
62
- -moz-transition: all 0.4s ease-in-out;
63
- -o-transition: all 0.4s ease-in-out;
64
- -webkit-transition: all 0.4s ease-in-out;
65
- transition: all 0.4s ease-in-out;
66
- transform: scale(1.2);
67
- cursor: pointer; }
68
-
69
- #button:focus {
70
- outline: none;
71
- }
72
-
73
-
74
-
75
- span {
76
- position: bottom;
77
- top: 0;
78
- left: 0;
79
- margin: 40px;
80
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
spaces/AgentVerse/agentVerse/ui/src/phaser3-rex-plugins/templates/ui/dropdown/DropDown.js DELETED
@@ -1,3 +0,0 @@
1
- import DropDown from '../../../plugins/dropdown.js';
2
-
3
- export default DropDown;
 
 
 
 
spaces/AgentVerse/agentVerse/ui/src/phaser3-rex-plugins/templates/ui/fileselectorbutton/Factory.js DELETED
@@ -1,13 +0,0 @@
1
- import FileSelectorButton from './FileSelectorButton.js';
2
- import ObjectFactory from '../ObjectFactory.js';
3
- import SetValue from '../../../plugins/utils/object/SetValue.js';
4
-
5
- ObjectFactory.register('fileSelectorButton', function (config) {
6
- var gameObject = new FileSelectorButton(this.scene, config);
7
- this.scene.add.existing(gameObject);
8
- return gameObject;
9
- });
10
-
11
- SetValue(window, 'RexPlugins.UI.FileSelectorButton', FileSelectorButton);
12
-
13
- export default FileSelectorButton;
 
 
 
 
 
 
 
 
 
 
 
 
 
 
spaces/Aki004/herta-so-vits/hubert/hubert_model.py DELETED
@@ -1,222 +0,0 @@
1
- import copy
2
- import random
3
- from typing import Optional, Tuple
4
-
5
- import torch
6
- import torch.nn as nn
7
- import torch.nn.functional as t_func
8
- from torch.nn.modules.utils import consume_prefix_in_state_dict_if_present
9
-
10
-
11
- class Hubert(nn.Module):
12
- def __init__(self, num_label_embeddings: int = 100, mask: bool = True):
13
- super().__init__()
14
- self._mask = mask
15
- self.feature_extractor = FeatureExtractor()
16
- self.feature_projection = FeatureProjection()
17
- self.positional_embedding = PositionalConvEmbedding()
18
- self.norm = nn.LayerNorm(768)
19
- self.dropout = nn.Dropout(0.1)
20
- self.encoder = TransformerEncoder(
21
- nn.TransformerEncoderLayer(
22
- 768, 12, 3072, activation="gelu", batch_first=True
23
- ),
24
- 12,
25
- )
26
- self.proj = nn.Linear(768, 256)
27
-
28
- self.masked_spec_embed = nn.Parameter(torch.FloatTensor(768).uniform_())
29
- self.label_embedding = nn.Embedding(num_label_embeddings, 256)
30
-
31
- def mask(self, x: torch.Tensor) -> Tuple[torch.Tensor, torch.Tensor]:
32
- mask = None
33
- if self.training and self._mask:
34
- mask = _compute_mask((x.size(0), x.size(1)), 0.8, 10, x.device, 2)
35
- x[mask] = self.masked_spec_embed.to(x.dtype)
36
- return x, mask
37
-
38
- def encode(
39
- self, x: torch.Tensor, layer: Optional[int] = None
40
- ) -> Tuple[torch.Tensor, torch.Tensor]:
41
- x = self.feature_extractor(x)
42
- x = self.feature_projection(x.transpose(1, 2))
43
- x, mask = self.mask(x)
44
- x = x + self.positional_embedding(x)
45
- x = self.dropout(self.norm(x))
46
- x = self.encoder(x, output_layer=layer)
47
- return x, mask
48
-
49
- def logits(self, x: torch.Tensor) -> torch.Tensor:
50
- logits = torch.cosine_similarity(
51
- x.unsqueeze(2),
52
- self.label_embedding.weight.unsqueeze(0).unsqueeze(0),
53
- dim=-1,
54
- )
55
- return logits / 0.1
56
-
57
- def forward(self, x: torch.Tensor) -> Tuple[torch.Tensor, torch.Tensor]:
58
- x, mask = self.encode(x)
59
- x = self.proj(x)
60
- logits = self.logits(x)
61
- return logits, mask
62
-
63
-
64
- class HubertSoft(Hubert):
65
- def __init__(self):
66
- super().__init__()
67
-
68
- @torch.inference_mode()
69
- def units(self, wav: torch.Tensor) -> torch.Tensor:
70
- wav = t_func.pad(wav, ((400 - 320) // 2, (400 - 320) // 2))
71
- x, _ = self.encode(wav)
72
- return self.proj(x)
73
-
74
-
75
- class FeatureExtractor(nn.Module):
76
- def __init__(self):
77
- super().__init__()
78
- self.conv0 = nn.Conv1d(1, 512, 10, 5, bias=False)
79
- self.norm0 = nn.GroupNorm(512, 512)
80
- self.conv1 = nn.Conv1d(512, 512, 3, 2, bias=False)
81
- self.conv2 = nn.Conv1d(512, 512, 3, 2, bias=False)
82
- self.conv3 = nn.Conv1d(512, 512, 3, 2, bias=False)
83
- self.conv4 = nn.Conv1d(512, 512, 3, 2, bias=False)
84
- self.conv5 = nn.Conv1d(512, 512, 2, 2, bias=False)
85
- self.conv6 = nn.Conv1d(512, 512, 2, 2, bias=False)
86
-
87
- def forward(self, x: torch.Tensor) -> torch.Tensor:
88
- x = t_func.gelu(self.norm0(self.conv0(x)))
89
- x = t_func.gelu(self.conv1(x))
90
- x = t_func.gelu(self.conv2(x))
91
- x = t_func.gelu(self.conv3(x))
92
- x = t_func.gelu(self.conv4(x))
93
- x = t_func.gelu(self.conv5(x))
94
- x = t_func.gelu(self.conv6(x))
95
- return x
96
-
97
-
98
- class FeatureProjection(nn.Module):
99
- def __init__(self):
100
- super().__init__()
101
- self.norm = nn.LayerNorm(512)
102
- self.projection = nn.Linear(512, 768)
103
- self.dropout = nn.Dropout(0.1)
104
-
105
- def forward(self, x: torch.Tensor) -> torch.Tensor:
106
- x = self.norm(x)
107
- x = self.projection(x)
108
- x = self.dropout(x)
109
- return x
110
-
111
-
112
- class PositionalConvEmbedding(nn.Module):
113
- def __init__(self):
114
- super().__init__()
115
- self.conv = nn.Conv1d(
116
- 768,
117
- 768,
118
- kernel_size=128,
119
- padding=128 // 2,
120
- groups=16,
121
- )
122
- self.conv = nn.utils.weight_norm(self.conv, name="weight", dim=2)
123
-
124
- def forward(self, x: torch.Tensor) -> torch.Tensor:
125
- x = self.conv(x.transpose(1, 2))
126
- x = t_func.gelu(x[:, :, :-1])
127
- return x.transpose(1, 2)
128
-
129
-
130
- class TransformerEncoder(nn.Module):
131
- def __init__(
132
- self, encoder_layer: nn.TransformerEncoderLayer, num_layers: int
133
- ) -> None:
134
- super(TransformerEncoder, self).__init__()
135
- self.layers = nn.ModuleList(
136
- [copy.deepcopy(encoder_layer) for _ in range(num_layers)]
137
- )
138
- self.num_layers = num_layers
139
-
140
- def forward(
141
- self,
142
- src: torch.Tensor,
143
- mask: torch.Tensor = None,
144
- src_key_padding_mask: torch.Tensor = None,
145
- output_layer: Optional[int] = None,
146
- ) -> torch.Tensor:
147
- output = src
148
- for layer in self.layers[:output_layer]:
149
- output = layer(
150
- output, src_mask=mask, src_key_padding_mask=src_key_padding_mask
151
- )
152
- return output
153
-
154
-
155
- def _compute_mask(
156
- shape: Tuple[int, int],
157
- mask_prob: float,
158
- mask_length: int,
159
- device: torch.device,
160
- min_masks: int = 0,
161
- ) -> torch.Tensor:
162
- batch_size, sequence_length = shape
163
-
164
- if mask_length < 1:
165
- raise ValueError("`mask_length` has to be bigger than 0.")
166
-
167
- if mask_length > sequence_length:
168
- raise ValueError(
169
- f"`mask_length` has to be smaller than `sequence_length`, but got `mask_length`: {mask_length} and `sequence_length`: {sequence_length}`"
170
- )
171
-
172
- # compute number of masked spans in batch
173
- num_masked_spans = int(mask_prob * sequence_length / mask_length + random.random())
174
- num_masked_spans = max(num_masked_spans, min_masks)
175
-
176
- # make sure num masked indices <= sequence_length
177
- if num_masked_spans * mask_length > sequence_length:
178
- num_masked_spans = sequence_length // mask_length
179
-
180
- # SpecAugment mask to fill
181
- mask = torch.zeros((batch_size, sequence_length), device=device, dtype=torch.bool)
182
-
183
- # uniform distribution to sample from, make sure that offset samples are < sequence_length
184
- uniform_dist = torch.ones(
185
- (batch_size, sequence_length - (mask_length - 1)), device=device
186
- )
187
-
188
- # get random indices to mask
189
- mask_indices = torch.multinomial(uniform_dist, num_masked_spans)
190
-
191
- # expand masked indices to masked spans
192
- mask_indices = (
193
- mask_indices.unsqueeze(dim=-1)
194
- .expand((batch_size, num_masked_spans, mask_length))
195
- .reshape(batch_size, num_masked_spans * mask_length)
196
- )
197
- offsets = (
198
- torch.arange(mask_length, device=device)[None, None, :]
199
- .expand((batch_size, num_masked_spans, mask_length))
200
- .reshape(batch_size, num_masked_spans * mask_length)
201
- )
202
- mask_idxs = mask_indices + offsets
203
-
204
- # scatter indices to mask
205
- mask = mask.scatter(1, mask_idxs, True)
206
-
207
- return mask
208
-
209
-
210
- def hubert_soft(
211
- path: str,
212
- ) -> HubertSoft:
213
- r"""HuBERT-Soft from `"A Comparison of Discrete and Soft Speech Units for Improved Voice Conversion"`.
214
- Args:
215
- path (str): path of a pretrained model
216
- """
217
- hubert = HubertSoft()
218
- checkpoint = torch.load(path)
219
- consume_prefix_in_state_dict_if_present(checkpoint, "module.")
220
- hubert.load_state_dict(checkpoint)
221
- hubert.eval()
222
- return hubert
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
spaces/Alcedo/yunmedia/Dockerfile DELETED
@@ -1,19 +0,0 @@
1
- FROM node:18.16.0
2
-
3
- RUN mkdir -p /home/www/nodeRule
4
- WORKDIR /home/www/nodeRule
5
- RUN apt-get update \
6
- && apt-get install -y wget gnupg ffmpeg build-essential fonts-noto-color-emoji \
7
- && wget -q -O - https://dl-ssl.google.com/linux/linux_signing_key.pub | apt-key add - \
8
- && sh -c 'echo "deb [arch=amd64] http://dl.google.com/linux/chrome/deb/ stable main" >> /etc/apt/sources.list.d/google.list' \
9
- && apt-get update \
10
- && apt-get install -y google-chrome-stable fonts-ipafont-gothic fonts-wqy-zenhei fonts-thai-tlwg fonts-kacst fonts-freefont-ttf libxss1 \
11
- --no-install-recommends \
12
- && rm -rf /var/lib/apt/lists/*
13
- RUN dpkg -L google-chrome-stable
14
- COPY . /home/www/nodeRule
15
- RUN chown -R node /home/www/nodeRule
16
- RUN yarn
17
- EXPOSE 3000
18
- ENTRYPOINT ["npm", "run"]
19
- CMD ["app"]
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
spaces/Alican/pixera/data/__init__.py DELETED
@@ -1,93 +0,0 @@
1
- """This package includes all the modules related to data loading and preprocessing
2
-
3
- To add a custom dataset class called 'dummy', you need to add a file called 'dummy_dataset.py' and define a subclass 'DummyDataset' inherited from BaseDataset.
4
- You need to implement four functions:
5
- -- <__init__>: initialize the class, first call BaseDataset.__init__(self, opt).
6
- -- <__len__>: return the size of dataset.
7
- -- <__getitem__>: get a data point from data loader.
8
- -- <modify_commandline_options>: (optionally) add dataset-specific options and set default options.
9
-
10
- Now you can use the dataset class by specifying flag '--dataset_mode dummy'.
11
- See our template dataset class 'template_dataset.py' for more details.
12
- """
13
- import importlib
14
- import torch.utils.data
15
- from data.base_dataset import BaseDataset
16
-
17
-
18
- def find_dataset_using_name(dataset_name):
19
- """Import the module "data/[dataset_name]_dataset.py".
20
-
21
- In the file, the class called DatasetNameDataset() will
22
- be instantiated. It has to be a subclass of BaseDataset,
23
- and it is case-insensitive.
24
- """
25
- dataset_filename = "data." + dataset_name + "_dataset"
26
- datasetlib = importlib.import_module(dataset_filename)
27
-
28
- dataset = None
29
- target_dataset_name = dataset_name.replace('_', '') + 'dataset'
30
- for name, cls in datasetlib.__dict__.items():
31
- if name.lower() == target_dataset_name.lower() \
32
- and issubclass(cls, BaseDataset):
33
- dataset = cls
34
-
35
- if dataset is None:
36
- raise NotImplementedError("In %s.py, there should be a subclass of BaseDataset with class name that matches %s in lowercase." % (dataset_filename, target_dataset_name))
37
-
38
- return dataset
39
-
40
-
41
- def get_option_setter(dataset_name):
42
- """Return the static method <modify_commandline_options> of the dataset class."""
43
- dataset_class = find_dataset_using_name(dataset_name)
44
- return dataset_class.modify_commandline_options
45
-
46
-
47
- def create_dataset(opt):
48
- """Create a dataset given the option.
49
-
50
- This function wraps the class CustomDatasetDataLoader.
51
- This is the main interface between this package and 'train.py'/'test.py'
52
-
53
- Example:
54
- >>> from data import create_dataset
55
- >>> dataset = create_dataset(opt)
56
- """
57
- data_loader = CustomDatasetDataLoader(opt)
58
- dataset = data_loader.load_data()
59
- return dataset
60
-
61
-
62
- class CustomDatasetDataLoader():
63
- """Wrapper class of Dataset class that performs multi-threaded data loading"""
64
-
65
- def __init__(self, opt):
66
- """Initialize this class
67
-
68
- Step 1: create a dataset instance given the name [dataset_mode]
69
- Step 2: create a multi-threaded data loader.
70
- """
71
- self.opt = opt
72
- dataset_class = find_dataset_using_name(opt.dataset_mode)
73
- self.dataset = dataset_class(opt)
74
- print("dataset [%s] was created" % type(self.dataset).__name__)
75
- self.dataloader = torch.utils.data.DataLoader(
76
- self.dataset,
77
- batch_size=opt.batch_size,
78
- shuffle=not opt.serial_batches,
79
- num_workers=int(opt.num_threads))
80
-
81
- def load_data(self):
82
- return self
83
-
84
- def __len__(self):
85
- """Return the number of data in the dataset"""
86
- return min(len(self.dataset), self.opt.max_dataset_size)
87
-
88
- def __iter__(self):
89
- """Return a batch of data"""
90
- for i, data in enumerate(self.dataloader):
91
- if i * self.opt.batch_size >= self.opt.max_dataset_size:
92
- break
93
- yield data
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
spaces/Alichuan/VITS-Umamusume-voice-synthesizer/data_utils.py DELETED
@@ -1,393 +0,0 @@
1
- import time
2
- import os
3
- import random
4
- import numpy as np
5
- import torch
6
- import torch.utils.data
7
-
8
- import commons
9
- from mel_processing import spectrogram_torch
10
- from utils import load_wav_to_torch, load_filepaths_and_text
11
- from text import text_to_sequence, cleaned_text_to_sequence
12
-
13
-
14
- class TextAudioLoader(torch.utils.data.Dataset):
15
- """
16
- 1) loads audio, text pairs
17
- 2) normalizes text and converts them to sequences of integers
18
- 3) computes spectrograms from audio files.
19
- """
20
- def __init__(self, audiopaths_and_text, hparams):
21
- self.audiopaths_and_text = load_filepaths_and_text(audiopaths_and_text)
22
- self.text_cleaners = hparams.text_cleaners
23
- self.max_wav_value = hparams.max_wav_value
24
- self.sampling_rate = hparams.sampling_rate
25
- self.filter_length = hparams.filter_length
26
- self.hop_length = hparams.hop_length
27
- self.win_length = hparams.win_length
28
- self.sampling_rate = hparams.sampling_rate
29
-
30
- self.cleaned_text = getattr(hparams, "cleaned_text", False)
31
-
32
- self.add_blank = hparams.add_blank
33
- self.min_text_len = getattr(hparams, "min_text_len", 1)
34
- self.max_text_len = getattr(hparams, "max_text_len", 190)
35
-
36
- random.seed(1234)
37
- random.shuffle(self.audiopaths_and_text)
38
- self._filter()
39
-
40
-
41
- def _filter(self):
42
- """
43
- Filter text & store spec lengths
44
- """
45
- # Store spectrogram lengths for Bucketing
46
- # wav_length ~= file_size / (wav_channels * Bytes per dim) = file_size / (1 * 2)
47
- # spec_length = wav_length // hop_length
48
-
49
- audiopaths_and_text_new = []
50
- lengths = []
51
- for audiopath, text in self.audiopaths_and_text:
52
- if self.min_text_len <= len(text) and len(text) <= self.max_text_len:
53
- audiopaths_and_text_new.append([audiopath, text])
54
- lengths.append(os.path.getsize(audiopath) // (2 * self.hop_length))
55
- self.audiopaths_and_text = audiopaths_and_text_new
56
- self.lengths = lengths
57
-
58
- def get_audio_text_pair(self, audiopath_and_text):
59
- # separate filename and text
60
- audiopath, text = audiopath_and_text[0], audiopath_and_text[1]
61
- text = self.get_text(text)
62
- spec, wav = self.get_audio(audiopath)
63
- return (text, spec, wav)
64
-
65
- def get_audio(self, filename):
66
- audio, sampling_rate = load_wav_to_torch(filename)
67
- if sampling_rate != self.sampling_rate:
68
- raise ValueError("{} {} SR doesn't match target {} SR".format(
69
- sampling_rate, self.sampling_rate))
70
- audio_norm = audio / self.max_wav_value
71
- audio_norm = audio_norm.unsqueeze(0)
72
- spec_filename = filename.replace(".wav", ".spec.pt")
73
- if os.path.exists(spec_filename):
74
- spec = torch.load(spec_filename)
75
- else:
76
- spec = spectrogram_torch(audio_norm, self.filter_length,
77
- self.sampling_rate, self.hop_length, self.win_length,
78
- center=False)
79
- spec = torch.squeeze(spec, 0)
80
- torch.save(spec, spec_filename)
81
- return spec, audio_norm
82
-
83
- def get_text(self, text):
84
- if self.cleaned_text:
85
- text_norm = cleaned_text_to_sequence(text)
86
- else:
87
- text_norm = text_to_sequence(text, self.text_cleaners)
88
- if self.add_blank:
89
- text_norm = commons.intersperse(text_norm, 0)
90
- text_norm = torch.LongTensor(text_norm)
91
- return text_norm
92
-
93
- def __getitem__(self, index):
94
- return self.get_audio_text_pair(self.audiopaths_and_text[index])
95
-
96
- def __len__(self):
97
- return len(self.audiopaths_and_text)
98
-
99
-
100
- class TextAudioCollate():
101
- """ Zero-pads model inputs and targets
102
- """
103
- def __init__(self, return_ids=False):
104
- self.return_ids = return_ids
105
-
106
- def __call__(self, batch):
107
- """Collate's training batch from normalized text and aduio
108
- PARAMS
109
- ------
110
- batch: [text_normalized, spec_normalized, wav_normalized]
111
- """
112
- # Right zero-pad all one-hot text sequences to max input length
113
- _, ids_sorted_decreasing = torch.sort(
114
- torch.LongTensor([x[1].size(1) for x in batch]),
115
- dim=0, descending=True)
116
-
117
- max_text_len = max([len(x[0]) for x in batch])
118
- max_spec_len = max([x[1].size(1) for x in batch])
119
- max_wav_len = max([x[2].size(1) for x in batch])
120
-
121
- text_lengths = torch.LongTensor(len(batch))
122
- spec_lengths = torch.LongTensor(len(batch))
123
- wav_lengths = torch.LongTensor(len(batch))
124
-
125
- text_padded = torch.LongTensor(len(batch), max_text_len)
126
- spec_padded = torch.FloatTensor(len(batch), batch[0][1].size(0), max_spec_len)
127
- wav_padded = torch.FloatTensor(len(batch), 1, max_wav_len)
128
- text_padded.zero_()
129
- spec_padded.zero_()
130
- wav_padded.zero_()
131
- for i in range(len(ids_sorted_decreasing)):
132
- row = batch[ids_sorted_decreasing[i]]
133
-
134
- text = row[0]
135
- text_padded[i, :text.size(0)] = text
136
- text_lengths[i] = text.size(0)
137
-
138
- spec = row[1]
139
- spec_padded[i, :, :spec.size(1)] = spec
140
- spec_lengths[i] = spec.size(1)
141
-
142
- wav = row[2]
143
- wav_padded[i, :, :wav.size(1)] = wav
144
- wav_lengths[i] = wav.size(1)
145
-
146
- if self.return_ids:
147
- return text_padded, text_lengths, spec_padded, spec_lengths, wav_padded, wav_lengths, ids_sorted_decreasing
148
- return text_padded, text_lengths, spec_padded, spec_lengths, wav_padded, wav_lengths
149
-
150
-
151
- """Multi speaker version"""
152
- class TextAudioSpeakerLoader(torch.utils.data.Dataset):
153
- """
154
- 1) loads audio, speaker_id, text pairs
155
- 2) normalizes text and converts them to sequences of integers
156
- 3) computes spectrograms from audio files.
157
- """
158
- def __init__(self, audiopaths_sid_text, hparams):
159
- self.audiopaths_sid_text = load_filepaths_and_text(audiopaths_sid_text)
160
- self.text_cleaners = hparams.text_cleaners
161
- self.max_wav_value = hparams.max_wav_value
162
- self.sampling_rate = hparams.sampling_rate
163
- self.filter_length = hparams.filter_length
164
- self.hop_length = hparams.hop_length
165
- self.win_length = hparams.win_length
166
- self.sampling_rate = hparams.sampling_rate
167
-
168
- self.cleaned_text = getattr(hparams, "cleaned_text", False)
169
-
170
- self.add_blank = hparams.add_blank
171
- self.min_text_len = getattr(hparams, "min_text_len", 1)
172
- self.max_text_len = getattr(hparams, "max_text_len", 190)
173
-
174
- random.seed(1234)
175
- random.shuffle(self.audiopaths_sid_text)
176
- self._filter()
177
-
178
- def _filter(self):
179
- """
180
- Filter text & store spec lengths
181
- """
182
- # Store spectrogram lengths for Bucketing
183
- # wav_length ~= file_size / (wav_channels * Bytes per dim) = file_size / (1 * 2)
184
- # spec_length = wav_length // hop_length
185
-
186
- audiopaths_sid_text_new = []
187
- lengths = []
188
- for audiopath, sid, text in self.audiopaths_sid_text:
189
- audiopath = "E:/uma_voice/" + audiopath
190
- if self.min_text_len <= len(text) and len(text) <= self.max_text_len:
191
- audiopaths_sid_text_new.append([audiopath, sid, text])
192
- lengths.append(os.path.getsize(audiopath) // (2 * self.hop_length))
193
- self.audiopaths_sid_text = audiopaths_sid_text_new
194
- self.lengths = lengths
195
-
196
- def get_audio_text_speaker_pair(self, audiopath_sid_text):
197
- # separate filename, speaker_id and text
198
- audiopath, sid, text = audiopath_sid_text[0], audiopath_sid_text[1], audiopath_sid_text[2]
199
- text = self.get_text(text)
200
- spec, wav = self.get_audio(audiopath)
201
- sid = self.get_sid(sid)
202
- return (text, spec, wav, sid)
203
-
204
- def get_audio(self, filename):
205
- audio, sampling_rate = load_wav_to_torch(filename)
206
- if sampling_rate != self.sampling_rate:
207
- raise ValueError("{} {} SR doesn't match target {} SR".format(
208
- sampling_rate, self.sampling_rate))
209
- audio_norm = audio / self.max_wav_value
210
- audio_norm = audio_norm.unsqueeze(0)
211
- spec_filename = filename.replace(".wav", ".spec.pt")
212
- if os.path.exists(spec_filename):
213
- spec = torch.load(spec_filename)
214
- else:
215
- spec = spectrogram_torch(audio_norm, self.filter_length,
216
- self.sampling_rate, self.hop_length, self.win_length,
217
- center=False)
218
- spec = torch.squeeze(spec, 0)
219
- torch.save(spec, spec_filename)
220
- return spec, audio_norm
221
-
222
- def get_text(self, text):
223
- if self.cleaned_text:
224
- text_norm = cleaned_text_to_sequence(text)
225
- else:
226
- text_norm = text_to_sequence(text, self.text_cleaners)
227
- if self.add_blank:
228
- text_norm = commons.intersperse(text_norm, 0)
229
- text_norm = torch.LongTensor(text_norm)
230
- return text_norm
231
-
232
- def get_sid(self, sid):
233
- sid = torch.LongTensor([int(sid)])
234
- return sid
235
-
236
- def __getitem__(self, index):
237
- return self.get_audio_text_speaker_pair(self.audiopaths_sid_text[index])
238
-
239
- def __len__(self):
240
- return len(self.audiopaths_sid_text)
241
-
242
-
243
- class TextAudioSpeakerCollate():
244
- """ Zero-pads model inputs and targets
245
- """
246
- def __init__(self, return_ids=False):
247
- self.return_ids = return_ids
248
-
249
- def __call__(self, batch):
250
- """Collate's training batch from normalized text, audio and speaker identities
251
- PARAMS
252
- ------
253
- batch: [text_normalized, spec_normalized, wav_normalized, sid]
254
- """
255
- # Right zero-pad all one-hot text sequences to max input length
256
- _, ids_sorted_decreasing = torch.sort(
257
- torch.LongTensor([x[1].size(1) for x in batch]),
258
- dim=0, descending=True)
259
-
260
- max_text_len = max([len(x[0]) for x in batch])
261
- max_spec_len = max([x[1].size(1) for x in batch])
262
- max_wav_len = max([x[2].size(1) for x in batch])
263
-
264
- text_lengths = torch.LongTensor(len(batch))
265
- spec_lengths = torch.LongTensor(len(batch))
266
- wav_lengths = torch.LongTensor(len(batch))
267
- sid = torch.LongTensor(len(batch))
268
-
269
- text_padded = torch.LongTensor(len(batch), max_text_len)
270
- spec_padded = torch.FloatTensor(len(batch), batch[0][1].size(0), max_spec_len)
271
- wav_padded = torch.FloatTensor(len(batch), 1, max_wav_len)
272
- text_padded.zero_()
273
- spec_padded.zero_()
274
- wav_padded.zero_()
275
- for i in range(len(ids_sorted_decreasing)):
276
- row = batch[ids_sorted_decreasing[i]]
277
-
278
- text = row[0]
279
- text_padded[i, :text.size(0)] = text
280
- text_lengths[i] = text.size(0)
281
-
282
- spec = row[1]
283
- spec_padded[i, :, :spec.size(1)] = spec
284
- spec_lengths[i] = spec.size(1)
285
-
286
- wav = row[2]
287
- wav_padded[i, :, :wav.size(1)] = wav
288
- wav_lengths[i] = wav.size(1)
289
-
290
- sid[i] = row[3]
291
-
292
- if self.return_ids:
293
- return text_padded, text_lengths, spec_padded, spec_lengths, wav_padded, wav_lengths, sid, ids_sorted_decreasing
294
- return text_padded, text_lengths, spec_padded, spec_lengths, wav_padded, wav_lengths, sid
295
-
296
-
297
- class DistributedBucketSampler(torch.utils.data.distributed.DistributedSampler):
298
- """
299
- Maintain similar input lengths in a batch.
300
- Length groups are specified by boundaries.
301
- Ex) boundaries = [b1, b2, b3] -> any batch is included either {x | b1 < length(x) <=b2} or {x | b2 < length(x) <= b3}.
302
-
303
- It removes samples which are not included in the boundaries.
304
- Ex) boundaries = [b1, b2, b3] -> any x s.t. length(x) <= b1 or length(x) > b3 are discarded.
305
- """
306
- def __init__(self, dataset, batch_size, boundaries, num_replicas=None, rank=None, shuffle=True):
307
- super().__init__(dataset, num_replicas=num_replicas, rank=rank, shuffle=shuffle)
308
- self.lengths = dataset.lengths
309
- self.batch_size = batch_size
310
- self.boundaries = boundaries
311
-
312
- self.buckets, self.num_samples_per_bucket = self._create_buckets()
313
- self.total_size = sum(self.num_samples_per_bucket)
314
- self.num_samples = self.total_size // self.num_replicas
315
-
316
- def _create_buckets(self):
317
- buckets = [[] for _ in range(len(self.boundaries) - 1)]
318
- for i in range(len(self.lengths)):
319
- length = self.lengths[i]
320
- idx_bucket = self._bisect(length)
321
- if idx_bucket != -1:
322
- buckets[idx_bucket].append(i)
323
-
324
- for i in range(len(buckets) - 1, 0, -1):
325
- if len(buckets[i]) == 0:
326
- buckets.pop(i)
327
- self.boundaries.pop(i+1)
328
-
329
- num_samples_per_bucket = []
330
- for i in range(len(buckets)):
331
- len_bucket = len(buckets[i])
332
- total_batch_size = self.num_replicas * self.batch_size
333
- rem = (total_batch_size - (len_bucket % total_batch_size)) % total_batch_size
334
- num_samples_per_bucket.append(len_bucket + rem)
335
- return buckets, num_samples_per_bucket
336
-
337
- def __iter__(self):
338
- # deterministically shuffle based on epoch
339
- g = torch.Generator()
340
- g.manual_seed(self.epoch)
341
-
342
- indices = []
343
- if self.shuffle:
344
- for bucket in self.buckets:
345
- indices.append(torch.randperm(len(bucket), generator=g).tolist())
346
- else:
347
- for bucket in self.buckets:
348
- indices.append(list(range(len(bucket))))
349
-
350
- batches = []
351
- for i in range(len(self.buckets)):
352
- bucket = self.buckets[i]
353
- len_bucket = len(bucket)
354
- ids_bucket = indices[i]
355
- num_samples_bucket = self.num_samples_per_bucket[i]
356
-
357
- # add extra samples to make it evenly divisible
358
- rem = num_samples_bucket - len_bucket
359
- ids_bucket = ids_bucket + ids_bucket * (rem // len_bucket) + ids_bucket[:(rem % len_bucket)]
360
-
361
- # subsample
362
- ids_bucket = ids_bucket[self.rank::self.num_replicas]
363
-
364
- # batching
365
- for j in range(len(ids_bucket) // self.batch_size):
366
- batch = [bucket[idx] for idx in ids_bucket[j*self.batch_size:(j+1)*self.batch_size]]
367
- batches.append(batch)
368
-
369
- if self.shuffle:
370
- batch_ids = torch.randperm(len(batches), generator=g).tolist()
371
- batches = [batches[i] for i in batch_ids]
372
- self.batches = batches
373
-
374
- assert len(self.batches) * self.batch_size == self.num_samples
375
- return iter(self.batches)
376
-
377
- def _bisect(self, x, lo=0, hi=None):
378
- if hi is None:
379
- hi = len(self.boundaries) - 1
380
-
381
- if hi > lo:
382
- mid = (hi + lo) // 2
383
- if self.boundaries[mid] < x and x <= self.boundaries[mid+1]:
384
- return mid
385
- elif x <= self.boundaries[mid]:
386
- return self._bisect(x, lo, mid)
387
- else:
388
- return self._bisect(x, mid + 1, hi)
389
- else:
390
- return -1
391
-
392
- def __len__(self):
393
- return self.num_samples // self.batch_size
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
spaces/Andreean/Sentiment-Analysis-Bitcoin/README.md DELETED
@@ -1,12 +0,0 @@
1
- ---
2
- title: Sentiment Analysis Bitcoin
3
- emoji: 💻
4
- colorFrom: purple
5
- colorTo: purple
6
- sdk: streamlit
7
- sdk_version: 1.15.2
8
- app_file: app.py
9
- pinned: false
10
- ---
11
-
12
- Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
 
 
 
 
 
 
 
 
 
 
 
 
 
spaces/Androidonnxfork/CivitAi-to-Diffusers/diffusers/src/diffusers/pipelines/stable_diffusion/pipeline_onnx_stable_diffusion_upscale.py DELETED
@@ -1,393 +0,0 @@
1
- from logging import getLogger
2
- from typing import Any, Callable, List, Optional, Union
3
-
4
- import numpy as np
5
- import PIL
6
- import torch
7
-
8
- from ...schedulers import DDPMScheduler
9
- from ..onnx_utils import ORT_TO_NP_TYPE, OnnxRuntimeModel
10
- from ..pipeline_utils import ImagePipelineOutput
11
- from . import StableDiffusionUpscalePipeline
12
-
13
-
14
- logger = getLogger(__name__)
15
-
16
-
17
- NUM_LATENT_CHANNELS = 4
18
- NUM_UNET_INPUT_CHANNELS = 7
19
-
20
- ORT_TO_PT_TYPE = {
21
- "float16": torch.float16,
22
- "float32": torch.float32,
23
- }
24
-
25
-
26
- def preprocess(image):
27
- if isinstance(image, torch.Tensor):
28
- return image
29
- elif isinstance(image, PIL.Image.Image):
30
- image = [image]
31
-
32
- if isinstance(image[0], PIL.Image.Image):
33
- w, h = image[0].size
34
- w, h = (x - x % 64 for x in (w, h)) # resize to integer multiple of 32
35
-
36
- image = [np.array(i.resize((w, h)))[None, :] for i in image]
37
- image = np.concatenate(image, axis=0)
38
- image = np.array(image).astype(np.float32) / 255.0
39
- image = image.transpose(0, 3, 1, 2)
40
- image = 2.0 * image - 1.0
41
- image = torch.from_numpy(image)
42
- elif isinstance(image[0], torch.Tensor):
43
- image = torch.cat(image, dim=0)
44
-
45
- return image
46
-
47
-
48
- class OnnxStableDiffusionUpscalePipeline(StableDiffusionUpscalePipeline):
49
- _is_onnx = True
50
-
51
- def __init__(
52
- self,
53
- vae: OnnxRuntimeModel,
54
- text_encoder: OnnxRuntimeModel,
55
- tokenizer: Any,
56
- unet: OnnxRuntimeModel,
57
- low_res_scheduler: DDPMScheduler,
58
- scheduler: Any,
59
- max_noise_level: int = 350,
60
- ):
61
- super().__init__(
62
- vae=vae,
63
- text_encoder=text_encoder,
64
- tokenizer=tokenizer,
65
- unet=unet,
66
- low_res_scheduler=low_res_scheduler,
67
- scheduler=scheduler,
68
- safety_checker=None,
69
- feature_extractor=None,
70
- watermarker=None,
71
- max_noise_level=max_noise_level,
72
- )
73
-
74
- def __call__(
75
- self,
76
- prompt: Union[str, List[str]],
77
- image: Union[torch.FloatTensor, PIL.Image.Image, List[PIL.Image.Image]],
78
- num_inference_steps: int = 75,
79
- guidance_scale: float = 9.0,
80
- noise_level: int = 20,
81
- negative_prompt: Optional[Union[str, List[str]]] = None,
82
- num_images_per_prompt: Optional[int] = 1,
83
- eta: float = 0.0,
84
- generator: Optional[Union[torch.Generator, List[torch.Generator]]] = None,
85
- latents: Optional[torch.FloatTensor] = None,
86
- prompt_embeds: Optional[np.ndarray] = None,
87
- negative_prompt_embeds: Optional[np.ndarray] = None,
88
- output_type: Optional[str] = "pil",
89
- return_dict: bool = True,
90
- callback: Optional[Callable[[int, int, torch.FloatTensor], None]] = None,
91
- callback_steps: Optional[int] = 1,
92
- ):
93
- r"""
94
- Function invoked when calling the pipeline for generation.
95
-
96
- Args:
97
- prompt (`str` or `List[str]`):
98
- The prompt or prompts to guide the image generation.
99
- image (`np.ndarray` or `PIL.Image.Image`):
100
- `Image`, or tensor representing an image batch, that will be used as the starting point for the
101
- process.
102
- num_inference_steps (`int`, *optional*, defaults to 50):
103
- The number of denoising steps. More denoising steps usually lead to a higher quality image at the
104
- expense of slower inference. This parameter will be modulated by `strength`.
105
- guidance_scale (`float`, *optional*, defaults to 7.5):
106
- Guidance scale as defined in [Classifier-Free Diffusion Guidance](https://arxiv.org/abs/2207.12598).
107
- `guidance_scale` is defined as `w` of equation 2. of [Imagen
108
- Paper](https://arxiv.org/pdf/2205.11487.pdf). Guidance scale is enabled by setting `guidance_scale >
109
- 1`. Higher guidance scale encourages to generate images that are closely linked to the text `prompt`,
110
- usually at the expense of lower image quality.
111
- noise_level TODO
112
- negative_prompt (`str` or `List[str]`, *optional*):
113
- The prompt or prompts not to guide the image generation. Ignored when not using guidance (i.e., ignored
114
- if `guidance_scale` is less than `1`).
115
- num_images_per_prompt (`int`, *optional*, defaults to 1):
116
- The number of images to generate per prompt.
117
- eta (`float`, *optional*, defaults to 0.0):
118
- Corresponds to parameter eta (η) in the DDIM paper: https://arxiv.org/abs/2010.02502. Only applies to
119
- [`schedulers.DDIMScheduler`], will be ignored for others.
120
- generator (`np.random.RandomState`, *optional*):
121
- A np.random.RandomState to make generation deterministic.
122
- latents (`torch.FloatTensor`, *optional*):
123
- Pre-generated noisy latents, sampled from a Gaussian distribution, to be used as inputs for image
124
- generation. Can be used to tweak the same generation with different prompts. If not provided, a latents
125
- tensor will ge generated by sampling using the supplied random `generator`.
126
- prompt_embeds (`np.ndarray`, *optional*):
127
- Pre-generated text embeddings. Can be used to easily tweak text inputs, *e.g.* prompt weighting. If not
128
- provided, text embeddings will be generated from `prompt` input argument.
129
- negative_prompt_embeds (`np.ndarray`, *optional*):
130
- Pre-generated negative text embeddings. Can be used to easily tweak text inputs, *e.g.* prompt
131
- weighting. If not provided, negative_prompt_embeds will be generated from `negative_prompt` input
132
- argument.
133
- output_type (`str`, *optional*, defaults to `"pil"`):
134
- The output format of the generate image. Choose between
135
- [PIL](https://pillow.readthedocs.io/en/stable/): `PIL.Image.Image` or `np.array`.
136
- return_dict (`bool`, *optional*, defaults to `True`):
137
- Whether or not to return a [`~pipelines.stable_diffusion.StableDiffusionPipelineOutput`] instead of a
138
- plain tuple.
139
- callback (`Callable`, *optional*):
140
- A function that will be called every `callback_steps` steps during inference. The function will be
141
- called with the following arguments: `callback(step: int, timestep: int, latents: np.ndarray)`.
142
- callback_steps (`int`, *optional*, defaults to 1):
143
- The frequency at which the `callback` function will be called. If not specified, the callback will be
144
- called at every step.
145
-
146
- Returns:
147
- [`~pipelines.stable_diffusion.StableDiffusionPipelineOutput`] or `tuple`:
148
- [`~pipelines.stable_diffusion.StableDiffusionPipelineOutput`] if `return_dict` is True, otherwise a `tuple.
149
- When returning a tuple, the first element is a list with the generated images, and the second element is a
150
- list of `bool`s denoting whether the corresponding generated image likely represents "not-safe-for-work"
151
- (nsfw) content, according to the `safety_checker`.
152
- """
153
-
154
- # 1. Check inputs
155
- self.check_inputs(prompt, image, noise_level, callback_steps)
156
-
157
- # 2. Define call parameters
158
- if prompt is not None and isinstance(prompt, str):
159
- batch_size = 1
160
- elif prompt is not None and isinstance(prompt, list):
161
- batch_size = len(prompt)
162
- else:
163
- batch_size = prompt_embeds.shape[0]
164
-
165
- device = self._execution_device
166
- # here `guidance_scale` is defined analog to the guidance weight `w` of equation (2)
167
- # of the Imagen paper: https://arxiv.org/pdf/2205.11487.pdf . `guidance_scale = 1`
168
- # corresponds to doing no classifier free guidance.
169
- do_classifier_free_guidance = guidance_scale > 1.0
170
-
171
- # 3. Encode input prompt
172
- text_embeddings = self._encode_prompt(
173
- prompt,
174
- device,
175
- num_images_per_prompt,
176
- do_classifier_free_guidance,
177
- negative_prompt,
178
- prompt_embeds=prompt_embeds,
179
- negative_prompt_embeds=negative_prompt_embeds,
180
- )
181
-
182
- latents_dtype = ORT_TO_PT_TYPE[str(text_embeddings.dtype)]
183
-
184
- # 4. Preprocess image
185
- image = preprocess(image)
186
- image = image.cpu()
187
-
188
- # 5. set timesteps
189
- self.scheduler.set_timesteps(num_inference_steps, device=device)
190
- timesteps = self.scheduler.timesteps
191
-
192
- # 5. Add noise to image
193
- noise_level = torch.tensor([noise_level], dtype=torch.long, device=device)
194
- noise = torch.randn(image.shape, generator=generator, device=device, dtype=latents_dtype)
195
- image = self.low_res_scheduler.add_noise(image, noise, noise_level)
196
-
197
- batch_multiplier = 2 if do_classifier_free_guidance else 1
198
- image = np.concatenate([image] * batch_multiplier * num_images_per_prompt)
199
- noise_level = np.concatenate([noise_level] * image.shape[0])
200
-
201
- # 6. Prepare latent variables
202
- height, width = image.shape[2:]
203
- latents = self.prepare_latents(
204
- batch_size * num_images_per_prompt,
205
- NUM_LATENT_CHANNELS,
206
- height,
207
- width,
208
- latents_dtype,
209
- device,
210
- generator,
211
- latents,
212
- )
213
-
214
- # 7. Check that sizes of image and latents match
215
- num_channels_image = image.shape[1]
216
- if NUM_LATENT_CHANNELS + num_channels_image != NUM_UNET_INPUT_CHANNELS:
217
- raise ValueError(
218
- "Incorrect configuration settings! The config of `pipeline.unet` expects"
219
- f" {NUM_UNET_INPUT_CHANNELS} but received `num_channels_latents`: {NUM_LATENT_CHANNELS} +"
220
- f" `num_channels_image`: {num_channels_image} "
221
- f" = {NUM_LATENT_CHANNELS+num_channels_image}. Please verify the config of"
222
- " `pipeline.unet` or your `image` input."
223
- )
224
-
225
- # 8. Prepare extra step kwargs. TODO: Logic should ideally just be moved out of the pipeline
226
- extra_step_kwargs = self.prepare_extra_step_kwargs(generator, eta)
227
-
228
- timestep_dtype = next(
229
- (input.type for input in self.unet.model.get_inputs() if input.name == "timestep"), "tensor(float)"
230
- )
231
- timestep_dtype = ORT_TO_NP_TYPE[timestep_dtype]
232
-
233
- # 9. Denoising loop
234
- num_warmup_steps = len(timesteps) - num_inference_steps * self.scheduler.order
235
- with self.progress_bar(total=num_inference_steps) as progress_bar:
236
- for i, t in enumerate(timesteps):
237
- # expand the latents if we are doing classifier free guidance
238
- latent_model_input = np.concatenate([latents] * 2) if do_classifier_free_guidance else latents
239
-
240
- # concat latents, mask, masked_image_latents in the channel dimension
241
- latent_model_input = self.scheduler.scale_model_input(latent_model_input, t)
242
- latent_model_input = np.concatenate([latent_model_input, image], axis=1)
243
-
244
- # timestep to tensor
245
- timestep = np.array([t], dtype=timestep_dtype)
246
-
247
- # predict the noise residual
248
- noise_pred = self.unet(
249
- sample=latent_model_input,
250
- timestep=timestep,
251
- encoder_hidden_states=text_embeddings,
252
- class_labels=noise_level.astype(np.int64),
253
- )[0]
254
-
255
- # perform guidance
256
- if do_classifier_free_guidance:
257
- noise_pred_uncond, noise_pred_text = np.split(noise_pred, 2)
258
- noise_pred = noise_pred_uncond + guidance_scale * (noise_pred_text - noise_pred_uncond)
259
-
260
- # compute the previous noisy sample x_t -> x_t-1
261
- latents = self.scheduler.step(
262
- torch.from_numpy(noise_pred), t, latents, **extra_step_kwargs
263
- ).prev_sample
264
-
265
- # call the callback, if provided
266
- if i == len(timesteps) - 1 or ((i + 1) > num_warmup_steps and (i + 1) % self.scheduler.order == 0):
267
- progress_bar.update()
268
- if callback is not None and i % callback_steps == 0:
269
- callback(i, t, latents)
270
-
271
- # 10. Post-processing
272
- image = self.decode_latents(latents.float())
273
-
274
- # 11. Convert to PIL
275
- if output_type == "pil":
276
- image = self.numpy_to_pil(image)
277
-
278
- if not return_dict:
279
- return (image,)
280
-
281
- return ImagePipelineOutput(images=image)
282
-
283
- def decode_latents(self, latents):
284
- latents = 1 / 0.08333 * latents
285
- image = self.vae(latent_sample=latents)[0]
286
- image = np.clip(image / 2 + 0.5, 0, 1)
287
- image = image.transpose((0, 2, 3, 1))
288
- return image
289
-
290
- def _encode_prompt(
291
- self,
292
- prompt: Union[str, List[str]],
293
- device,
294
- num_images_per_prompt: Optional[int],
295
- do_classifier_free_guidance: bool,
296
- negative_prompt: Optional[str],
297
- prompt_embeds: Optional[torch.FloatTensor] = None,
298
- negative_prompt_embeds: Optional[torch.FloatTensor] = None,
299
- ):
300
- if prompt is not None and isinstance(prompt, str):
301
- batch_size = 1
302
- elif prompt is not None and isinstance(prompt, list):
303
- batch_size = len(prompt)
304
- else:
305
- batch_size = prompt_embeds.shape[0]
306
-
307
- if prompt_embeds is None:
308
- text_inputs = self.tokenizer(
309
- prompt,
310
- padding="max_length",
311
- max_length=self.tokenizer.model_max_length,
312
- truncation=True,
313
- return_tensors="pt",
314
- )
315
- text_input_ids = text_inputs.input_ids
316
- untruncated_ids = self.tokenizer(prompt, padding="longest", return_tensors="pt").input_ids
317
-
318
- if untruncated_ids.shape[-1] >= text_input_ids.shape[-1] and not torch.equal(
319
- text_input_ids, untruncated_ids
320
- ):
321
- removed_text = self.tokenizer.batch_decode(
322
- untruncated_ids[:, self.tokenizer.model_max_length - 1 : -1]
323
- )
324
- logger.warning(
325
- "The following part of your input was truncated because CLIP can only handle sequences up to"
326
- f" {self.tokenizer.model_max_length} tokens: {removed_text}"
327
- )
328
-
329
- # no positional arguments to text_encoder
330
- prompt_embeds = self.text_encoder(
331
- input_ids=text_input_ids.int().to(device),
332
- # attention_mask=attention_mask,
333
- )
334
- prompt_embeds = prompt_embeds[0]
335
-
336
- bs_embed, seq_len, _ = prompt_embeds.shape
337
- # duplicate text embeddings for each generation per prompt, using mps friendly method
338
- prompt_embeds = prompt_embeds.repeat(1, num_images_per_prompt)
339
- prompt_embeds = prompt_embeds.reshape(bs_embed * num_images_per_prompt, seq_len, -1)
340
-
341
- # get unconditional embeddings for classifier free guidance
342
- if do_classifier_free_guidance and negative_prompt_embeds is None:
343
- uncond_tokens: List[str]
344
- if negative_prompt is None:
345
- uncond_tokens = [""] * batch_size
346
- elif type(prompt) is not type(negative_prompt):
347
- raise TypeError(
348
- f"`negative_prompt` should be the same type to `prompt`, but got {type(negative_prompt)} !="
349
- f" {type(prompt)}."
350
- )
351
- elif isinstance(negative_prompt, str):
352
- uncond_tokens = [negative_prompt]
353
- elif batch_size != len(negative_prompt):
354
- raise ValueError(
355
- f"`negative_prompt`: {negative_prompt} has batch size {len(negative_prompt)}, but `prompt`:"
356
- f" {prompt} has batch size {batch_size}. Please make sure that passed `negative_prompt` matches"
357
- " the batch size of `prompt`."
358
- )
359
- else:
360
- uncond_tokens = negative_prompt
361
-
362
- max_length = text_input_ids.shape[-1]
363
- uncond_input = self.tokenizer(
364
- uncond_tokens,
365
- padding="max_length",
366
- max_length=max_length,
367
- truncation=True,
368
- return_tensors="pt",
369
- )
370
-
371
- # if hasattr(uncond_input, "attention_mask"):
372
- # attention_mask = uncond_input.attention_mask.to(device)
373
- # else:
374
- # attention_mask = None
375
-
376
- uncond_embeddings = self.text_encoder(
377
- input_ids=uncond_input.input_ids.int().to(device),
378
- # attention_mask=attention_mask,
379
- )
380
- uncond_embeddings = uncond_embeddings[0]
381
-
382
- if do_classifier_free_guidance:
383
- seq_len = uncond_embeddings.shape[1]
384
- # duplicate unconditional embeddings for each generation per prompt, using mps friendly method
385
- uncond_embeddings = uncond_embeddings.repeat(1, num_images_per_prompt)
386
- uncond_embeddings = uncond_embeddings.reshape(batch_size * num_images_per_prompt, seq_len, -1)
387
-
388
- # For classifier free guidance, we need to do two forward passes.
389
- # Here we concatenate the unconditional and text embeddings into a single batch
390
- # to avoid doing two forward passes
391
- prompt_embeds = np.concatenate([uncond_embeddings, prompt_embeds])
392
-
393
- return prompt_embeds
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
spaces/Andy1621/uniformer_image_detection/configs/swin/mask_rcnn_swin_tiny_patch4_window7_mstrain_480-800_adamw_1x_coco.py DELETED
@@ -1,80 +0,0 @@
1
- _base_ = [
2
- '../_base_/models/mask_rcnn_swin_fpn.py',
3
- '../_base_/datasets/coco_instance.py',
4
- '../_base_/schedules/schedule_1x.py', '../_base_/default_runtime.py'
5
- ]
6
-
7
- model = dict(
8
- backbone=dict(
9
- embed_dim=96,
10
- depths=[2, 2, 6, 2],
11
- num_heads=[3, 6, 12, 24],
12
- window_size=7,
13
- ape=False,
14
- drop_path_rate=0.1,
15
- patch_norm=True,
16
- use_checkpoint=False
17
- ),
18
- neck=dict(in_channels=[96, 192, 384, 768]))
19
-
20
- img_norm_cfg = dict(
21
- mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_rgb=True)
22
-
23
- # augmentation strategy originates from DETR / Sparse RCNN
24
- train_pipeline = [
25
- dict(type='LoadImageFromFile'),
26
- dict(type='LoadAnnotations', with_bbox=True, with_mask=True),
27
- dict(type='RandomFlip', flip_ratio=0.5),
28
- dict(type='AutoAugment',
29
- policies=[
30
- [
31
- dict(type='Resize',
32
- img_scale=[(480, 1333), (512, 1333), (544, 1333), (576, 1333),
33
- (608, 1333), (640, 1333), (672, 1333), (704, 1333),
34
- (736, 1333), (768, 1333), (800, 1333)],
35
- multiscale_mode='value',
36
- keep_ratio=True)
37
- ],
38
- [
39
- dict(type='Resize',
40
- img_scale=[(400, 1333), (500, 1333), (600, 1333)],
41
- multiscale_mode='value',
42
- keep_ratio=True),
43
- dict(type='RandomCrop',
44
- crop_type='absolute_range',
45
- crop_size=(384, 600),
46
- allow_negative_crop=True),
47
- dict(type='Resize',
48
- img_scale=[(480, 1333), (512, 1333), (544, 1333),
49
- (576, 1333), (608, 1333), (640, 1333),
50
- (672, 1333), (704, 1333), (736, 1333),
51
- (768, 1333), (800, 1333)],
52
- multiscale_mode='value',
53
- override=True,
54
- keep_ratio=True)
55
- ]
56
- ]),
57
- dict(type='Normalize', **img_norm_cfg),
58
- dict(type='Pad', size_divisor=32),
59
- dict(type='DefaultFormatBundle'),
60
- dict(type='Collect', keys=['img', 'gt_bboxes', 'gt_labels', 'gt_masks']),
61
- ]
62
- data = dict(train=dict(pipeline=train_pipeline))
63
-
64
- optimizer = dict(_delete_=True, type='AdamW', lr=0.0001, betas=(0.9, 0.999), weight_decay=0.05,
65
- paramwise_cfg=dict(custom_keys={'absolute_pos_embed': dict(decay_mult=0.),
66
- 'relative_position_bias_table': dict(decay_mult=0.),
67
- 'norm': dict(decay_mult=0.)}))
68
- lr_config = dict(step=[8, 11])
69
- runner = dict(type='EpochBasedRunnerAmp', max_epochs=12)
70
-
71
- # do not use mmdet version fp16
72
- fp16 = None
73
- optimizer_config = dict(
74
- type="DistOptimizerHook",
75
- update_interval=1,
76
- grad_clip=None,
77
- coalesce=True,
78
- bucket_size_mb=-1,
79
- use_fp16=True,
80
- )
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
spaces/AnimalEquality/chatbot/_proc/_docs/site_libs/quarto-html/tippy.umd.min.js DELETED
@@ -1,2 +0,0 @@
1
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2
-
 
 
 
spaces/AnishKumbhar/ChatBot/text-generation-webui-main/update_linux.sh DELETED
@@ -1,26 +0,0 @@
1
- #!/bin/bash
2
-
3
- cd "$(dirname "${BASH_SOURCE[0]}")"
4
-
5
- if [[ "$(pwd)" =~ " " ]]; then echo This script relies on Miniconda which can not be silently installed under a path with spaces. && exit; fi
6
-
7
- # deactivate existing conda envs as needed to avoid conflicts
8
- { conda deactivate && conda deactivate && conda deactivate; } 2> /dev/null
9
-
10
- # config
11
- CONDA_ROOT_PREFIX="$(pwd)/installer_files/conda"
12
- INSTALL_ENV_DIR="$(pwd)/installer_files/env"
13
-
14
- # environment isolation
15
- export PYTHONNOUSERSITE=1
16
- unset PYTHONPATH
17
- unset PYTHONHOME
18
- export CUDA_PATH="$INSTALL_ENV_DIR"
19
- export CUDA_HOME="$CUDA_PATH"
20
-
21
- # activate installer env
22
- source "$CONDA_ROOT_PREFIX/etc/profile.d/conda.sh" # otherwise conda complains about 'shell not initialized' (needed when running in a script)
23
- conda activate "$INSTALL_ENV_DIR"
24
-
25
- # update installer env
26
- python one_click.py --update && echo -e "\nDone!"
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
spaces/Anonymous-sub/Rerender/ControlNet/annotator/uniformer/mmcv/utils/timer.py DELETED
@@ -1,118 +0,0 @@
1
- # Copyright (c) OpenMMLab. All rights reserved.
2
- from time import time
3
-
4
-
5
- class TimerError(Exception):
6
-
7
- def __init__(self, message):
8
- self.message = message
9
- super(TimerError, self).__init__(message)
10
-
11
-
12
- class Timer:
13
- """A flexible Timer class.
14
-
15
- :Example:
16
-
17
- >>> import time
18
- >>> import annotator.uniformer.mmcv as mmcv
19
- >>> with mmcv.Timer():
20
- >>> # simulate a code block that will run for 1s
21
- >>> time.sleep(1)
22
- 1.000
23
- >>> with mmcv.Timer(print_tmpl='it takes {:.1f} seconds'):
24
- >>> # simulate a code block that will run for 1s
25
- >>> time.sleep(1)
26
- it takes 1.0 seconds
27
- >>> timer = mmcv.Timer()
28
- >>> time.sleep(0.5)
29
- >>> print(timer.since_start())
30
- 0.500
31
- >>> time.sleep(0.5)
32
- >>> print(timer.since_last_check())
33
- 0.500
34
- >>> print(timer.since_start())
35
- 1.000
36
- """
37
-
38
- def __init__(self, start=True, print_tmpl=None):
39
- self._is_running = False
40
- self.print_tmpl = print_tmpl if print_tmpl else '{:.3f}'
41
- if start:
42
- self.start()
43
-
44
- @property
45
- def is_running(self):
46
- """bool: indicate whether the timer is running"""
47
- return self._is_running
48
-
49
- def __enter__(self):
50
- self.start()
51
- return self
52
-
53
- def __exit__(self, type, value, traceback):
54
- print(self.print_tmpl.format(self.since_last_check()))
55
- self._is_running = False
56
-
57
- def start(self):
58
- """Start the timer."""
59
- if not self._is_running:
60
- self._t_start = time()
61
- self._is_running = True
62
- self._t_last = time()
63
-
64
- def since_start(self):
65
- """Total time since the timer is started.
66
-
67
- Returns (float): Time in seconds.
68
- """
69
- if not self._is_running:
70
- raise TimerError('timer is not running')
71
- self._t_last = time()
72
- return self._t_last - self._t_start
73
-
74
- def since_last_check(self):
75
- """Time since the last checking.
76
-
77
- Either :func:`since_start` or :func:`since_last_check` is a checking
78
- operation.
79
-
80
- Returns (float): Time in seconds.
81
- """
82
- if not self._is_running:
83
- raise TimerError('timer is not running')
84
- dur = time() - self._t_last
85
- self._t_last = time()
86
- return dur
87
-
88
-
89
- _g_timers = {} # global timers
90
-
91
-
92
- def check_time(timer_id):
93
- """Add check points in a single line.
94
-
95
- This method is suitable for running a task on a list of items. A timer will
96
- be registered when the method is called for the first time.
97
-
98
- :Example:
99
-
100
- >>> import time
101
- >>> import annotator.uniformer.mmcv as mmcv
102
- >>> for i in range(1, 6):
103
- >>> # simulate a code block
104
- >>> time.sleep(i)
105
- >>> mmcv.check_time('task1')
106
- 2.000
107
- 3.000
108
- 4.000
109
- 5.000
110
-
111
- Args:
112
- timer_id (str): Timer identifier.
113
- """
114
- if timer_id not in _g_timers:
115
- _g_timers[timer_id] = Timer()
116
- return 0
117
- else:
118
- return _g_timers[timer_id].since_last_check()
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
spaces/AnonymousForSubmission/Graphic_Score_and_Audio/README.md DELETED
@@ -1,12 +0,0 @@
1
- ---
2
- title: SSRL Artikulation
3
- emoji: 🌖
4
- colorFrom: indigo
5
- colorTo: purple
6
- sdk: gradio
7
- sdk_version: 3.3.1
8
- app_file: app.py
9
- pinned: false
10
- ---
11
-
12
- Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
 
 
 
 
 
 
 
 
 
 
 
 
 
spaces/Apex-X/GODROOP/roop/metadata.py DELETED
@@ -1,2 +0,0 @@
1
- name = 'roop'
2
- version = '1.1.0'
 
 
 
spaces/Ariharasudhan/YoloV5/utils/loggers/wandb/log_dataset.py DELETED
@@ -1,27 +0,0 @@
1
- import argparse
2
-
3
- from wandb_utils import WandbLogger
4
-
5
- from utils.general import LOGGER
6
-
7
- WANDB_ARTIFACT_PREFIX = 'wandb-artifact://'
8
-
9
-
10
- def create_dataset_artifact(opt):
11
- logger = WandbLogger(opt, None, job_type='Dataset Creation') # TODO: return value unused
12
- if not logger.wandb:
13
- LOGGER.info("install wandb using `pip install wandb` to log the dataset")
14
-
15
-
16
- if __name__ == '__main__':
17
- parser = argparse.ArgumentParser()
18
- parser.add_argument('--data', type=str, default='data/coco128.yaml', help='data.yaml path')
19
- parser.add_argument('--single-cls', action='store_true', help='train as single-class dataset')
20
- parser.add_argument('--project', type=str, default='YOLOv5', help='name of W&B Project')
21
- parser.add_argument('--entity', default=None, help='W&B entity')
22
- parser.add_argument('--name', type=str, default='log dataset', help='name of W&B run')
23
-
24
- opt = parser.parse_args()
25
- opt.resume = False # Explicitly disallow resume check for dataset upload job
26
-
27
- create_dataset_artifact(opt)
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
spaces/Ataturk-Chatbot/HuggingFaceChat/venv/lib/python3.11/site-packages/setuptools/_vendor/tomli/_re.py DELETED
@@ -1,107 +0,0 @@
1
- # SPDX-License-Identifier: MIT
2
- # SPDX-FileCopyrightText: 2021 Taneli Hukkinen
3
- # Licensed to PSF under a Contributor Agreement.
4
-
5
- from __future__ import annotations
6
-
7
- from datetime import date, datetime, time, timedelta, timezone, tzinfo
8
- from functools import lru_cache
9
- import re
10
- from typing import Any
11
-
12
- from ._types import ParseFloat
13
-
14
- # E.g.
15
- # - 00:32:00.999999
16
- # - 00:32:00
17
- _TIME_RE_STR = r"([01][0-9]|2[0-3]):([0-5][0-9]):([0-5][0-9])(?:\.([0-9]{1,6})[0-9]*)?"
18
-
19
- RE_NUMBER = re.compile(
20
- r"""
21
- 0
22
- (?:
23
- x[0-9A-Fa-f](?:_?[0-9A-Fa-f])* # hex
24
- |
25
- b[01](?:_?[01])* # bin
26
- |
27
- o[0-7](?:_?[0-7])* # oct
28
- )
29
- |
30
- [+-]?(?:0|[1-9](?:_?[0-9])*) # dec, integer part
31
- (?P<floatpart>
32
- (?:\.[0-9](?:_?[0-9])*)? # optional fractional part
33
- (?:[eE][+-]?[0-9](?:_?[0-9])*)? # optional exponent part
34
- )
35
- """,
36
- flags=re.VERBOSE,
37
- )
38
- RE_LOCALTIME = re.compile(_TIME_RE_STR)
39
- RE_DATETIME = re.compile(
40
- rf"""
41
- ([0-9]{{4}})-(0[1-9]|1[0-2])-(0[1-9]|[12][0-9]|3[01]) # date, e.g. 1988-10-27
42
- (?:
43
- [Tt ]
44
- {_TIME_RE_STR}
45
- (?:([Zz])|([+-])([01][0-9]|2[0-3]):([0-5][0-9]))? # optional time offset
46
- )?
47
- """,
48
- flags=re.VERBOSE,
49
- )
50
-
51
-
52
- def match_to_datetime(match: re.Match) -> datetime | date:
53
- """Convert a `RE_DATETIME` match to `datetime.datetime` or `datetime.date`.
54
-
55
- Raises ValueError if the match does not correspond to a valid date
56
- or datetime.
57
- """
58
- (
59
- year_str,
60
- month_str,
61
- day_str,
62
- hour_str,
63
- minute_str,
64
- sec_str,
65
- micros_str,
66
- zulu_time,
67
- offset_sign_str,
68
- offset_hour_str,
69
- offset_minute_str,
70
- ) = match.groups()
71
- year, month, day = int(year_str), int(month_str), int(day_str)
72
- if hour_str is None:
73
- return date(year, month, day)
74
- hour, minute, sec = int(hour_str), int(minute_str), int(sec_str)
75
- micros = int(micros_str.ljust(6, "0")) if micros_str else 0
76
- if offset_sign_str:
77
- tz: tzinfo | None = cached_tz(
78
- offset_hour_str, offset_minute_str, offset_sign_str
79
- )
80
- elif zulu_time:
81
- tz = timezone.utc
82
- else: # local date-time
83
- tz = None
84
- return datetime(year, month, day, hour, minute, sec, micros, tzinfo=tz)
85
-
86
-
87
- @lru_cache(maxsize=None)
88
- def cached_tz(hour_str: str, minute_str: str, sign_str: str) -> timezone:
89
- sign = 1 if sign_str == "+" else -1
90
- return timezone(
91
- timedelta(
92
- hours=sign * int(hour_str),
93
- minutes=sign * int(minute_str),
94
- )
95
- )
96
-
97
-
98
- def match_to_localtime(match: re.Match) -> time:
99
- hour_str, minute_str, sec_str, micros_str = match.groups()
100
- micros = int(micros_str.ljust(6, "0")) if micros_str else 0
101
- return time(int(hour_str), int(minute_str), int(sec_str), micros)
102
-
103
-
104
- def match_to_number(match: re.Match, parse_float: ParseFloat) -> Any:
105
- if match.group("floatpart"):
106
- return parse_float(match.group())
107
- return int(match.group(), 0)
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
spaces/Autodog/nova/README.md DELETED
@@ -1,14 +0,0 @@
1
- ---
2
- title: ChatGPT-Next-Web-Nova
3
- emoji: 🌍
4
- colorFrom: blue
5
- colorTo: yellow
6
- sdk: docker
7
- pinned: false
8
- license: mit
9
- app_port: 3000
10
- duplicated_from: dongsiqie/nova
11
- ---
12
- 免费key的来源:https://nova-oss.com
13
-
14
- Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
spaces/Awiny/Image2Paragraph/models/grit_src/third_party/CenterNet2/docker/deploy.Dockerfile DELETED
@@ -1,32 +0,0 @@
1
- # Copyright (c) Facebook, Inc. and its affiliates.
2
- # This file defines a container that compiles the C++ examples of detectron2.
3
- # See docker/README.md for usage.
4
-
5
- # Depends on the image produced by "./Dockerfile"
6
- FROM detectron2:v0
7
-
8
- USER appuser
9
- ENV HOME=/home/appuser
10
- WORKDIR $HOME
11
-
12
- # Let torchvision find libtorch
13
- ENV CMAKE_PREFIX_PATH=$HOME/.local/lib/python3.6/site-packages/torch/
14
-
15
- RUN sudo apt-get update && sudo apt-get install libopencv-dev --yes
16
-
17
- # install libtorchvision
18
- RUN git clone --branch v0.11.1 https://github.com/pytorch/vision/
19
- RUN mkdir vision/build && cd vision/build && \
20
- cmake .. -DCMAKE_INSTALL_PREFIX=$HOME/.local -DCMAKE_BUILD_TYPE=Release -DWITH_CUDA=on -DTORCH_CUDA_ARCH_LIST=$TORCH_CUDA_ARCH_LIST && \
21
- make -j && make install
22
-
23
- # make our installation take effect
24
- ENV CPATH=$HOME/.local/include \
25
- LIBRARY_PATH=$HOME/.local/lib \
26
- LD_LIBRARY_PATH=$HOME/.local/lib
27
-
28
-
29
- # build C++ examples of detectron2
30
- RUN cd detectron2_repo/tools/deploy && mkdir build && cd build && \
31
- cmake -DTORCH_CUDA_ARCH_LIST=$TORCH_CUDA_ARCH_LIST .. && make
32
- # binaries will be available under tools/deploy/build
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
spaces/Babelscape/mrebel-demo/README.md DELETED
@@ -1,12 +0,0 @@
1
- ---
2
- title: Mrebel Demo
3
- emoji: 📈
4
- colorFrom: red
5
- colorTo: blue
6
- sdk: streamlit
7
- sdk_version: 1.21.0
8
- app_file: app.py
9
- pinned: false
10
- ---
11
-
12
- Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
 
 
 
 
 
 
 
 
 
 
 
 
 
spaces/Benson/text-generation/Examples/Bhop Pro Apk Infinite Money 2022.md DELETED
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- <br />
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- <h1>Bhop Pro APK Dinero Infinito 2022: Cómo descargar y jugar el último juego de Bunny Hop</h1>
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- <p>Si eres un fan de los juegos de salto de conejos, es posible que hayas oído hablar de Bhop Pro, un juego móvil que te permite saltar y saltar de conejito en el modo fps. Bhop Pro es un juego divertido y adictivo que pone a prueba tus habilidades y reflejos a medida que completas misiones parkour y compites con otros jugadores en línea. En este artículo, le diremos todo lo que necesita saber sobre Bhop Pro, incluyendo cómo descargar e instalar el archivo APK modded que le da dinero ilimitado y acceso a todos los elementos en el juego. </p>
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- <h2>¿Qué es Bhop Pro? </h2>
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- <p>Bhop Pro es un juego móvil que fue desarrollado por begma, un estudio de juegos turco. Fue lanzado en 2016 y desde entonces ha ganado más de 10 millones de descargas en Google Play Store. Bhop Pro está inspirado en el popular género bhopping que se originó a partir de juegos como Counter-Strike y Half-Life.</p>
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- <h3>Un juego móvil que te permite saltar y saltar en modo fps</h3>
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- <p>Bhop Pro es un juego que simula la técnica de salto de conejos que utilizan algunos jugadores en juegos de disparos en primera persona. El salto de conejos es una forma de ganar más velocidad mediante el uso de ametrallamiento de aire, lo que significa moverse de lado en el aire mientras se salta. Al hacer esto, puedes evitar obstáculos, llegar a lugares más altos y escapar de tus enemigos. </p>
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- <h3>Un modo de juego que te reta a completar misiones parkour y aumentar tu rango</h3>
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- <p>Bhop Pro tiene varios modos de juego que puedes elegir, como parkour, surf, deathrun, speedrun y random. En cada modo, tienes que completar diferentes mapas que tienen varios niveles de dificultad. También puedes ganar rankings haciendo misiones parkour, que son tareas que requieren que realices ciertas acciones o alcances ciertas metas. Las clasificaciones van desde Silver I a Master Bhoper 2.</p>
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- <h3>Un juego que presenta física realista, múltiples mapas, multijugador en línea y opciones de personalización</h3>
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-
13
- <p>Lo siguiente que debe hacer es habilitar fuentes desconocidas en la configuración del dispositivo. Esto se debe a Bhop Pro APK Dinero Infinito 2022 no está disponible en las tiendas de aplicaciones oficiales, y es necesario permitir que su dispositivo para instalar aplicaciones de otras fuentes. Para hacer esto, debe ir a la configuración del dispositivo, luego la seguridad, luego fuentes desconocidas y luego activarla. Esto le permitirá instalar Bhop Pro APK Dinero Infinito 2022 sin ningún problema. </p>
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- <h3>Descargar e instalar el archivo APK</h3>
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- <p>Lo último que tienes que hacer es descargar e instalar el archivo APK. Para ello, debe ir a la página web que eligió en el primer paso, y luego haga clic en el botón de descarga. Esto iniciará el proceso de descarga, que puede tardar unos minutos dependiendo de su velocidad de Internet. Una vez que se complete la descarga, es necesario localizar el archivo APK en el almacenamiento del dispositivo, y luego toque en él. Esto iniciará el proceso de instalación, que puede tardar unos segundos. Una vez completada la instalación, se puede abrir el juego y disfrutar de Bhop Pro APK Dinero Infinito 2022. </p>
16
- <h2>Cómo jugar Bhop Pro? </h2>
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- <p>Ahora que ha descargado e instalado Bhop Pro APK Dinero Infinito 2022, es posible que se pregunte cómo jugar el juego. Estos son algunos de los pasos básicos que debes seguir:</p>
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- <h3>Elige un modo de juego y un mapa</h3>
19
- <p>Lo primero que tienes que hacer es elegir un modo de juego y un mapa que quieres jugar. Puedes elegir entre parkour, surf, deathrun, speedrun y modos aleatorios. Cada modo tiene diferentes objetivos y desafíos que necesitas completar. También puede elegir entre varios mapas que tienen diferentes temas y dificultades. Puede jugar solo o en línea con otros jugadores. </p>
20
- <h3>Utilice los controles táctiles para moverse y saltar</h3>
21
-
22
- <h3>Utilizar el aire para ganar velocidad y evitar obstáculos</h3>
23
- <p>Lo más importante que tienes que hacer es utilizar el aire strafing para ganar velocidad y evitar obstáculos. Es una técnica que consiste en moverse de lado en el aire mientras se salta. Al hacer esto, puede aumentar su impulso y alcanzar velocidades más altas. También puedes utilizar el aire para esquivar obstáculos, cambiar de dirección y aterrizar de forma segura. Para realizar el strafing del aire, usted necesita saltar y después mover su dedo en un movimiento circular en el lado izquierdo de la pantalla. También necesitas alinear tu vista con tu movimiento en el lado derecho de la pantalla. </p>
24
- <h2>Consejos y trucos para Bhop Pro</h2>
25
- <p>Bhop Pro es un juego que requiere habilidad y práctica. Aquí hay algunos consejos y trucos que pueden ayudarle a mejorar su juego:</p>
26
- <p></p>
27
- <h3>Practica en mapas fáciles antes de pasar a los más difíciles</h3>
28
- <p>Una de las mejores maneras de aprender a bhop es practicar en mapas fáciles antes de pasar a los más difíciles. Los mapas fáciles tienen menos obstáculos, plataformas más anchas y alturas más bajas. Pueden ayudarte a familiarizarte con los controles, la física y la mecánica del juego. También pueden ayudarte a desarrollar tu memoria muscular y tus reflejos. Una vez que domines los mapas fáciles, puedes desafiarte a ti mismo con los más difíciles que tienen más obstáculos, plataformas más estrechas y alturas más altas. </p>
29
- <h3>Ver vídeos de otros jugadores para aprender de sus técnicas</h3>
30
- <p>Otra manera de aprender a bhop es ver videos de otros jugadores que son mejores que tú. Puede encontrar muchos vídeos de reproductores Bhop Pro en YouTube u otras plataformas. Puede ver cómo se mueven, saltan, se desvían y utilizan los elementos. También puedes ver cómo completan diferentes mapas y modos. Puedes aprender de sus técnicas e intentar replicarlas en tu propio juego. </p>
31
- <h3>Utilice portales, amplificadores y artículos para mejorar su rendimiento</h3>
32
-
33
- <h2>Conclusión</h2>
34
- <p>Bhop Pro es un juego móvil que te permite saltar y saltar conejito en modo fps. Es un juego que desafía tus habilidades y reflejos a medida que completas misiones de parkour y compites con otros jugadores en línea. También es un juego que cuenta con física realista, múltiples mapas, multijugador en línea y opciones de personalización. Si quieres disfrutar del juego al máximo, se puede descargar e instalar Bhop Pro APK Dinero Infinito 2022, que le da dinero ilimitado y el acceso a todos los elementos en el juego. También puedes seguir los consejos y trucos que compartimos en este artículo para mejorar tu jugabilidad y divertirte más. Bhop Pro es un juego que es adecuado para cualquier persona que ama los juegos de bhopping, parkour o fps. ¡Descárgalo ahora y empieza a saltar! </p>
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- <h2>Preguntas frecuentes</h2>
36
- <p>Aquí están algunas de las preguntas más frecuentes sobre Bhop Pro:</p>
37
- <h3>¿Es seguro jugar a Bhop Pro? </h3>
38
- <p>Bhop Pro es seguro para jugar siempre y cuando lo descargue de una fuente confiable y habilite fuentes desconocidas en la configuración de su dispositivo. El juego no contiene ningún contenido dañino o malware que pueda dañar su dispositivo o comprometer su privacidad. Sin embargo, debes tener cuidado al jugar en línea con otros jugadores, ya que algunos de ellos podrían usar trucos o hacks que podrían arruinar tu experiencia. </p>
39
- <h3>¿Es Bhop Pro compatible con mi dispositivo? </h3>
40
- <p>Bhop Pro es compatible con la mayoría de los dispositivos Android que tienen Android 4.1 o superior. El juego también requiere al menos 100 MB de espacio de almacenamiento gratuito en su dispositivo. Puedes comprobar la compatibilidad de tu dispositivo visitando la página de Google Play Store o App Store del juego. </p>
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- <h3>¿Cómo puedo contactar a los desarrolladores de Bhop Pro? </h3>
42
- <p>Si tiene alguna pregunta, comentario o sugerencia para los desarrolladores de Bhop Pro, puede ponerse en contacto con ellos enviando un correo electrónico a [email protected]. También puede visitar su sitio web en [begma.com] o seguirlos en plataformas de redes sociales como Facebook, Twitter, Instagram y YouTube.</p>
43
-
44
- <p>Si te gusta Bhop Pro y quieres apoyar a los desarrolladores del juego, puedes hacerlo clasificando y revisando el juego en Google Play Store o App Store. También puedes compartir el juego con tus amigos y familiares que podrían disfrutarlo. También puedes comprar algunos artículos o monedas en el juego si quieres apoyarlos financieramente. </p>
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- <h3>¿Cuáles son algunos otros juegos como Bhop Pro? </h3>
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- <p>Si usted está buscando algunos otros juegos como Bhop Pro, es posible que desee probar estos juegos:</p>
47
- <tabla>
48
- <tr>
49
- <th>Juego</th>
50
- <th>Descripción</th>
51
- </tr>
52
- <tr>
53
- <td>Liga Bunny Hop</td>
54
- <td>Un juego de PC que se inspira en los juegos de FPS de la vieja escuela y sus mecánicas de salto de conejo. Tiene hermosos gráficos en 3D, varios mapas y modos, multijugador en línea y tablas de clasificación. </td>
55
- </tr>
56
- <tr>
57
- <td>Escalada Kreedz</td>
58
- <td>Un juego para PC que se basa en un mod para Counter-Strike 1.6. Es un juego que combina parkour, resolución de puzzles y speedrunning. Tiene física realista, mapas y modos personalizados, multijugador en línea y soporte para talleres. </td>
59
- </tr>
60
- <tr>
61
- <td>Simulador de Parkour 3D</td>
62
- <td>Un juego móvil que te permite realizar increíbles acrobacias de parkour en entornos 3D realistas. Tiene física realista, múltiples ubicaciones y personajes, multijugador en línea y opciones de personalización. </td>
63
- </tr>
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- </tabla></p> 64aa2da5cf<br />
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spaces/Benson/text-generation/Examples/Descargar Apk De Simulador De Conduccin De Coche Extremo.md DELETED
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- <h1>Descargar APK de Extreme Car Driving Simulator</h1>
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- <p>¿Te encanta conducir coches rápidos y realizar acrobacias en un entorno de mundo abierto? Si es así, entonces usted debe probar Extreme Car Driving Simulator, uno de los juegos de simulador de coches más populares para dispositivos Android. En este artículo, te diremos de qué se trata este juego, cómo descargar e instalar el archivo APK, por qué deberías descargar el APK y cómo jugar el juego como un profesional. </p>
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- <h2>¿Qué es Extreme Car Driving Simulator? </h2>
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- <p>Extreme Car Driving Simulator es un juego desarrollado por AxesInMotion Racing, un estudio especializado en crear juegos de carreras realistas y divertidos. El juego fue lanzado en 2014 y desde entonces ha ganado más de 500 millones de descargas en Google Play Store. También está disponible en otras plataformas como iOS, Windows y Mac.</p>
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- <p>El juego te permite conducir, derrapar y sentir un coche deportivo de carreras en una ciudad enorme sin tráfico ni reglas. Puede explorar la ciudad, realizar acrobacias ilegales, estrellar su coche, y disfrutar de la física realista y sistema de daños. También puedes elegir entre diferentes modos de juego, como el modo de punto de control, el modo de tráfico, el modo libre y más. </p>
8
- <h3>Características del juego</h3>
9
- <p>Algunas de las características que hacen que Extreme Car Driving Simulator se destaque de otros juegos de simuladores de coches son:</p>
10
- <ul>
11
- <li><b>Mini modo de punto de control del juego:</b> En este modo, tienes que llegar a diferentes puntos de control en la ciudad dentro de un plazo determinado. Puede ganar monedas y desbloquear nuevos coches completando este modo. </li>
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- <li><b>Conduce con tráfico:</b> En este modo, tienes que conducir en una ciudad con tráfico realista y evitar colisiones con otros vehículos. También puede tocar la bocina, encender las luces y usar indicadores para comunicarse con otros conductores. </li>
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- <li><b>Full HUD real incluyendo revoluciones, engranaje y velocidad:</b> El juego le da una experiencia de conducción realista mostrándole el velocímetro, el tacómetro, el indicador de engranaje y otra información en su pantalla. </li>
14
-
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- <li><b>Explora un entorno de mundo abierto detallado:</b> El juego presenta una gran ciudad con diferentes áreas, como el centro, el aeropuerto, la zona industrial, la playa y más. Puedes conducir y descubrir lugares y secretos ocultos. </li>
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- <li><b>Daño realista del coche:</b> El juego tiene un sistema realista del daño del coche que le demuestra el impacto de sus accidentes en su coche. Puedes ver las abolladuras, arañazos, ventanas rotas y humo proveniente de tu motor. </li>
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- <li><b>Física precisa:</b> El juego tiene un motor de física realista que hace que el coche se comporte de acuerdo con su peso, velocidad, fricción y aerodinámica. Puedes sentir la diferencia entre conducir sobre asfalto, hierba, arena o agua. </li>
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- <li><b>Controla tu coche con un volante, acelerómetro o flechas:</b> El juego te da diferentes opciones para controlar tu coche de acuerdo a tus preferencias. Puede utilizar un volante virtual en la pantalla, inclinar el dispositivo para dirigir o pulsar las flechas para girar a la izquierda o a la derecha. </li>
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- <li><b>Varias cámaras diferentes:</b> El juego te permite cambiar entre diferentes ángulos de cámara para obtener una mejor vista de tu coche y los alrededores. Puede elegir entre vista de cabina, vista de capó, vista trasera, vista superior o vista en tercera persona. </li>
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- <li><b>Soporte para gamepad:</b> El juego también soporta gamepads externos para una experiencia de juego más inmersiva. Puede conectar su gamepad a través de Bluetooth o USB y disfrutar del juego en una pantalla más grande. </li>
21
- </ul>
22
- <h3>Cómo descargar e instalar el APK</h3>
23
- <p>Si desea descargar e instalar Extreme Car Driving Simulator APK en su dispositivo Android, es necesario seguir estos sencillos pasos:</p>
24
- <ol>
25
- <li><b>Descargar el archivo APK:</b> Puede descargar el archivo APK desde una fuente de confianza, como APKPure o APKMirror. Asegúrese de descargar la última versión del juego, que es 6.0.9 a partir de junio de 2023. </li>
26
-
27
- <li><b>Instalar el archivo APK:</b> Una vez que haya descargado el archivo APK y habilitado fuentes desconocidas, puede instalar el archivo APK tocando en él y siguiendo las instrucciones en la pantalla. Es posible que necesite conceder algunos permisos a la aplicación, como el acceso al almacenamiento, la cámara, el micrófono, etc.</li>
28
- <li><b>Inicie el juego:</b> Después de que la instalación se haya completado, puede iniciar el juego tocando en su icono en la pantalla de inicio o en el cajón de la aplicación. También puede crear un acceso directo para el juego en su escritorio para facilitar el acceso. </li>
29
- </ol>
30
- <h2>¿Por qué descargar Extreme Car Driving Simulator APK? </h2>
31
- <p>Usted puede preguntarse por qué usted debe descargar Extreme Car Driving Simulator APK en lugar de conseguirlo de la Google Play Store. Bueno, hay algunos beneficios y riesgos de descargar el APK que usted debe saber antes de decidir. </p>
32
- <h3>Beneficios de descargar el APK</h3>
33
- <p>Algunos de los beneficios de descargar Extreme Car Driving Simulator APK son:</p>
34
- <ul>
35
- <li><b>No hay anuncios:</b> La versión APK del juego no tiene ningún anuncio molesto que interrumpa su juego o consuma sus datos. Puedes disfrutar del juego sin distracciones ni interrupciones. </li>
36
- <li><b>No hay compras en la aplicación:</b> La versión APK del juego no tiene ninguna compra en la aplicación que requiera gastar dinero real para desbloquear nuevos coches, características o modos. Puedes acceder a todo en el juego de forma gratuita y sin limitaciones. </li>
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- <li><b>No se requiere conexión a Internet:</b> La versión APK del juego no requiere una conexión a Internet para jugar. Puede jugar el juego sin conexión y sin preocuparse por su uso de datos o velocidad de conexión. </li>
38
- <li><b>No se requiere raíz:</b> La versión APK del juego no requiere que raíz de su dispositivo para instalar o jugar. Puede instalar y jugar el juego en cualquier dispositivo Android sin ningún riesgo de anular su garantía o dañar su dispositivo. </li>
39
- </ul>
40
- <h3>Riesgos y precauciones de descargar el APK</h3>
41
-
42
- <ul>
43
- <li><b>Malware potencial:</b> La versión APK del juego puede contener malware o virus que pueden dañar su dispositivo o robar su información personal. Siempre debes descargar el archivo APK de una fuente confiable y escanearlo con una aplicación antivirus antes de instalarlo. </li>
44
- <li><b>Errores y fallos potenciales:</b> La versión APK del juego puede no ser compatible con su dispositivo o puede tener algunos errores y fallos que afectan su juego o rendimiento. Siempre debe comprobar las revisiones y calificaciones del archivo APK antes de descargarlo e informar de cualquier problema al desarrollador. </li>
45
- <li><b>Problemas legales potenciales:</b> La versión APK del juego puede violar algunos términos y condiciones del juego original o Google Play Store. Puede enfrentar algunos problemas legales o sanciones si descarga o distribuye el archivo APK sin el permiso adecuado del desarrollador o Google.</li>
46
- </ul>
47
- <h2>Cómo jugar simulador de conducción de coches extremos</h2>
48
- <p>Ahora que ha descargado e instalado Extreme Car Driving Simulator APK, es posible que desee saber cómo jugar el juego y divertirse. Aquí hay algunos consejos y trucos que te ayudarán a dominar el juego y convertirte en un conductor profesional. </p>
49
- <h3>Controles y ajustes</h3>
50
- <p>Lo primero que debe hacer antes de jugar Extreme Car Driving Simulator es ajustar los controles y ajustes de acuerdo a su preferencia. Puede acceder a ellos pulsando en el icono del engranaje en la esquina superior derecha de la pantalla. Aquí hay algunas opciones que puede personalizar:</p>
51
- <ul>
52
- <li><b>Sensibilidad:</b> Esta opción te permite ajustar la sensibilidad de tu volante, acelerómetro o flechas cuando controlas tu coche. Puede aumentarlo o reducirlo deslizando la barra hacia la izquierda o hacia la derecha. </li>
53
- <li><b>Eje invertido:</b> Esta opción le permite invertir el eje horizontal o vertical de su acelerómetro o flechas cuando controla su automóvil. Puede encenderlo o apagarlo pulsando el interruptor. </li>
54
-
55
- <li><b>Música:</b> Esta opción te permite ajustar cuán fuerte o silenciosa es la música de fondo cuando juegas el juego. También puede elegir entre diferentes pistas de música tocando las flechas. </li>
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- <li><b>Gráficos:</b> Esta opción te permite ajustar qué tan alta o baja es la calidad gráfica cuando juegas el juego. Puede elegir entre ajustes bajos, medios, altos o ultra pulsando los botones. Los gráficos más altos pueden afectar el rendimiento del dispositivo y la duración de la batería. </li>
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- </ul>
58
- <h3>Modos de juego y desafíos</h3>
59
- <p>Lo siguiente que debe hacer antes de jugar Extreme Car Driving Simulator es elegir un modo de juego y un desafío que se adapte a su estado de ánimo y nivel de habilidad. Puede acceder a ellos pulsando en el icono del mapa en la esquina superior izquierda de la pantalla. Aquí hay algunas opciones que puede elegir:</p>
60
- <p></p>
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- <ul>
62
- <li><b>Modo libre:</b> En este modo, puede conducir libremente en la ciudad sin tráfico ni reglas. Usted puede explorar la ciudad, realizar acrobacias, accidente de su coche, y divertirse. También puede cambiar la hora del día, el clima y la densidad del tráfico pulsando en los iconos de la parte inferior de la pantalla. </li>
63
- <li><b>Modo de tráfico:</b> En este modo, puede conducir en la ciudad con tráfico realista y obedecer las leyes de tráfico. También puede tocar la bocina, encender las luces y usar indicadores para comunicarse con otros conductores. Puedes ganar monedas conduciendo con seguridad y evitando colisiones. </li>
64
- <li><b>Modo de punto de control:</b> En este modo, tienes que llegar a diferentes puntos de control en la ciudad dentro de un límite de tiempo determinado. Puedes ganar monedas y desbloquear coches nuevos completando este modo. También puedes elegir entre diferentes niveles de dificultad, como fácil, normal, duro o extremo. </li>
65
- <li><b>Nuevo desafío:</b> En este modo, puede crear su propio desafío personalizado eligiendo un punto de inicio, un punto final, un límite de tiempo y un nivel de dificultad. También puedes compartir tu desafío con otros jugadores y probar sus desafíos. </li>
66
- </ul>
67
- <h3>Consejos y trucos</h3>
68
-
69
- <ul>
70
- <li><b>Utilice el freno de mano:</b> El freno de mano es una herramienta útil que le permite realizar derivas, giros y derrapes más fácilmente. Puede activarlo pulsando el botón rojo en la esquina inferior derecha de la pantalla. También puede ajustar su sensibilidad en la configuración. </li>
71
- <li><b>Usa el nitro:</b> El nitro es un poderoso impulso que te permite acelerar más rápido y alcanzar velocidades más altas. Puede activarlo pulsando el botón azul en la esquina inferior derecha de la pantalla. También puede rellenarlo realizando acrobacias o conduciendo rápido. </li>
72
- <li><b>Utilice la cámara:</b> La cámara es una característica útil que le permite cambiar entre diferentes vistas de su coche y los alrededores. Puede cambiarlo pulsando en el icono de la cámara en la esquina superior derecha de la pantalla. También puede acercar o alejar pellizcando la pantalla. </li>
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- <li><b>Utilice el garaje:</b> El garaje es un lugar donde se puede personalizar el coche y hacer que se vea más fresco y único. Puede acceder a él pulsando en el icono del garaje en la esquina superior izquierda de la pantalla. Puedes cambiar el color, las ruedas, los alerones, los vinilos y más de tu coche. </li>
74
- <li><b>Usa el menú de pausa:</b> El menú de pausa es un menú que te permite pausar el juego y acceder a algunas opciones útiles. Puede acceder a ella pulsando en el icono de pausa en la esquina superior derecha de la pantalla. Puede reanudar el juego, reiniciar el juego, cambiar la configuración, salir del juego o calificar el juego desde este menú. </li>
75
- </ul>
76
- <h2>Conclusión</h2>
77
-
78
- <h4>Resumen del artículo</h4>
79
- <p>Este artículo es sobre cómo descargar e instalar Extreme Car Driving Simulator APK, un juego de simulador de coche para dispositivos Android. Cubre los siguientes temas:</p>
80
- <ul>
81
- <li>¿Qué es Extreme Car Driving Simulator y cuáles son sus características? </li>
82
- <li> ¿Por qué descargar Extreme Car Driving Simulator APK y cuáles son los beneficios y riesgos de hacerlo? </li>
83
- <li> ¿Cómo se juega Extreme Car Driving Simulator y cuáles son algunos consejos y trucos para mejorar sus habilidades de conducción? </li>
84
- </ul>
85
- <h4>Preguntas frecuentes</h4>
86
- <p>Aquí hay algunas preguntas frecuentes sobre Extreme Car Driving Simulator APK:</p>
87
- <ol>
88
- <li><b> ¿Es seguro descargar e instalar Extreme Car Driving Simulator APK? </b><br>
89
- Sí, Extreme Car Driving Simulator APK es seguro para descargar e instalar, siempre y cuando se obtiene de una fuente de confianza y escanear con una aplicación antivirus antes de instalarlo. Sin embargo, siempre debe tener cuidado al descargar cualquier archivo APK de Internet y evitar cualquier fuente sospechosa o desconocida. </li>
90
- <li><b> ¿Es Extreme Car Driving Simulator APK compatible con mi dispositivo? </b><br>
91
- Extreme Car Driving Simulator APK es compatible con la mayoría de los dispositivos Android que tienen Android 4.1 o superior. Sin embargo, algunos dispositivos pueden no ser compatibles con el juego o pueden experimentar algunos errores o problemas técnicos. Siempre debe comprobar las revisiones y calificaciones del archivo APK antes de descargarlo e informar de cualquier problema al desarrollador. </li>
92
- <li><b> ¿Cómo puedo actualizar Extreme Car Driving Simulator APK? </b><br>
93
- Puede actualizar Extreme Car Driving Simulator APK mediante la descarga de la última versión del juego de la misma fuente donde obtuvo la versión anterior. También puede comprobar las actualizaciones pulsando en el icono de engranaje en la esquina superior derecha de la pantalla y luego pulsando en el botón de actualización. Sin embargo, siempre debe hacer una copia de seguridad de los datos del juego antes de actualizarlo para evitar cualquier pérdida de datos o corrupción. </li>
94
- <li><b> ¿Cómo puedo desinstalar Extreme Car Driving Simulator APK? </b><br>
95
-
96
- <li><b> ¿Cómo puedo contactar con el desarrollador de Extreme Car Driving Simulator APK? </b><br>
97
- Puede ponerse en contacto con el desarrollador de Extreme Car Driving Simulator APK enviando un correo electrónico a [email protected] o visitando su sitio web en https://www.axesinmotion.com/m. También puede seguirlos en Facebook, Twitter, Instagram o YouTube para más actualizaciones y noticias sobre sus juegos. </li>
98
- </ol></p> 64aa2da5cf<br />
99
- <br />
100
- <br />
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
spaces/BetterAPI/BetterChat_new/src/routes/+layout.server.ts DELETED
@@ -1,33 +0,0 @@
1
- import type { LayoutServerLoad } from "./$types";
2
- import { collections } from "$lib/server/database";
3
- import type { Conversation } from "$lib/types/Conversation";
4
- import { UrlDependency } from "$lib/types/UrlDependency";
5
-
6
- export const load: LayoutServerLoad = async ({ locals, depends }) => {
7
- const { conversations } = collections;
8
-
9
- depends(UrlDependency.ConversationList);
10
- depends(UrlDependency.Settings);
11
-
12
- const settings = await collections.settings.findOne({ sessionId: locals.sessionId });
13
-
14
- return {
15
- conversations: await conversations
16
- .find({
17
- sessionId: locals.sessionId,
18
- })
19
- .sort({ updatedAt: -1 })
20
- .project<Pick<Conversation, "title" | "_id" | "updatedAt" | "createdAt">>({
21
- title: 1,
22
- _id: 1,
23
- updatedAt: 1,
24
- createdAt: 1,
25
- })
26
- .map((conv) => ({ id: conv._id.toString(), title: conv.title }))
27
- .toArray(),
28
- settings: {
29
- shareConversationsWithModelAuthors: settings?.shareConversationsWithModelAuthors ?? true,
30
- ethicsModalAcceptedAt: settings?.ethicsModalAcceptedAt ?? null,
31
- },
32
- };
33
- };
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
spaces/Big-Web/MMSD/env/Lib/site-packages/botocore/client.py DELETED
@@ -1,1319 +0,0 @@
1
- # Copyright 2014 Amazon.com, Inc. or its affiliates. All Rights Reserved.
2
- #
3
- # Licensed under the Apache License, Version 2.0 (the "License"). You
4
- # may not use this file except in compliance with the License. A copy of
5
- # the License is located at
6
- #
7
- # http://aws.amazon.com/apache2.0/
8
- #
9
- # or in the "license" file accompanying this file. This file is
10
- # distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF
11
- # ANY KIND, either express or implied. See the License for the specific
12
- # language governing permissions and limitations under the License.
13
- import logging
14
-
15
- from botocore import waiter, xform_name
16
- from botocore.args import ClientArgsCreator
17
- from botocore.auth import AUTH_TYPE_MAPS
18
- from botocore.awsrequest import prepare_request_dict
19
- from botocore.config import Config
20
- from botocore.discovery import (
21
- EndpointDiscoveryHandler,
22
- EndpointDiscoveryManager,
23
- block_endpoint_discovery_required_operations,
24
- )
25
- from botocore.docs.docstring import ClientMethodDocstring, PaginatorDocstring
26
- from botocore.exceptions import (
27
- DataNotFoundError,
28
- InvalidEndpointDiscoveryConfigurationError,
29
- OperationNotPageableError,
30
- UnknownServiceError,
31
- UnknownSignatureVersionError,
32
- )
33
- from botocore.history import get_global_history_recorder
34
- from botocore.hooks import first_non_none_response
35
- from botocore.httpchecksum import (
36
- apply_request_checksum,
37
- resolve_checksum_context,
38
- )
39
- from botocore.model import ServiceModel
40
- from botocore.paginate import Paginator
41
- from botocore.retries import adaptive, standard
42
- from botocore.utils import (
43
- CachedProperty,
44
- EventbridgeSignerSetter,
45
- S3ControlArnParamHandlerv2,
46
- S3RegionRedirectorv2,
47
- ensure_boolean,
48
- get_service_module_name,
49
- )
50
-
51
- # Keep these imported. There's pre-existing code that uses:
52
- # "from botocore.client import UNSIGNED"
53
- # "from botocore.client import ClientError"
54
- # etc.
55
- from botocore.exceptions import ClientError # noqa
56
- from botocore.utils import S3ArnParamHandler # noqa
57
- from botocore.utils import S3ControlArnParamHandler # noqa
58
- from botocore.utils import S3ControlEndpointSetter # noqa
59
- from botocore.utils import S3EndpointSetter # noqa
60
- from botocore.utils import S3RegionRedirector # noqa
61
- from botocore import UNSIGNED # noqa
62
-
63
-
64
- _LEGACY_SIGNATURE_VERSIONS = frozenset(
65
- (
66
- 'v2',
67
- 'v3',
68
- 'v3https',
69
- 'v4',
70
- 's3',
71
- 's3v4',
72
- )
73
- )
74
-
75
-
76
- logger = logging.getLogger(__name__)
77
- history_recorder = get_global_history_recorder()
78
-
79
-
80
- class ClientCreator:
81
- """Creates client objects for a service."""
82
-
83
- def __init__(
84
- self,
85
- loader,
86
- endpoint_resolver,
87
- user_agent,
88
- event_emitter,
89
- retry_handler_factory,
90
- retry_config_translator,
91
- response_parser_factory=None,
92
- exceptions_factory=None,
93
- config_store=None,
94
- ):
95
- self._loader = loader
96
- self._endpoint_resolver = endpoint_resolver
97
- self._user_agent = user_agent
98
- self._event_emitter = event_emitter
99
- self._retry_handler_factory = retry_handler_factory
100
- self._retry_config_translator = retry_config_translator
101
- self._response_parser_factory = response_parser_factory
102
- self._exceptions_factory = exceptions_factory
103
- # TODO: Migrate things away from scoped_config in favor of the
104
- # config_store. The config store can pull things from both the scoped
105
- # config and environment variables (and potentially more in the
106
- # future).
107
- self._config_store = config_store
108
-
109
- def create_client(
110
- self,
111
- service_name,
112
- region_name,
113
- is_secure=True,
114
- endpoint_url=None,
115
- verify=None,
116
- credentials=None,
117
- scoped_config=None,
118
- api_version=None,
119
- client_config=None,
120
- auth_token=None,
121
- ):
122
- responses = self._event_emitter.emit(
123
- 'choose-service-name', service_name=service_name
124
- )
125
- service_name = first_non_none_response(responses, default=service_name)
126
- service_model = self._load_service_model(service_name, api_version)
127
- try:
128
- endpoints_ruleset_data = self._load_service_endpoints_ruleset(
129
- service_name, api_version
130
- )
131
- partition_data = self._loader.load_data('partitions')
132
- except UnknownServiceError:
133
- endpoints_ruleset_data = None
134
- partition_data = None
135
- logger.info(
136
- 'No endpoints ruleset found for service %s, falling back to '
137
- 'legacy endpoint routing.',
138
- service_name,
139
- )
140
-
141
- cls = self._create_client_class(service_name, service_model)
142
- region_name, client_config = self._normalize_fips_region(
143
- region_name, client_config
144
- )
145
- endpoint_bridge = ClientEndpointBridge(
146
- self._endpoint_resolver,
147
- scoped_config,
148
- client_config,
149
- service_signing_name=service_model.metadata.get('signingName'),
150
- config_store=self._config_store,
151
- service_signature_version=service_model.metadata.get(
152
- 'signatureVersion'
153
- ),
154
- )
155
- client_args = self._get_client_args(
156
- service_model,
157
- region_name,
158
- is_secure,
159
- endpoint_url,
160
- verify,
161
- credentials,
162
- scoped_config,
163
- client_config,
164
- endpoint_bridge,
165
- auth_token,
166
- endpoints_ruleset_data,
167
- partition_data,
168
- )
169
- service_client = cls(**client_args)
170
- self._register_retries(service_client)
171
- self._register_s3_events(
172
- client=service_client,
173
- endpoint_bridge=None,
174
- endpoint_url=None,
175
- client_config=client_config,
176
- scoped_config=scoped_config,
177
- )
178
- self._register_s3_control_events(client=service_client)
179
- self._register_endpoint_discovery(
180
- service_client, endpoint_url, client_config
181
- )
182
- return service_client
183
-
184
- def create_client_class(self, service_name, api_version=None):
185
- service_model = self._load_service_model(service_name, api_version)
186
- return self._create_client_class(service_name, service_model)
187
-
188
- def _create_client_class(self, service_name, service_model):
189
- class_attributes = self._create_methods(service_model)
190
- py_name_to_operation_name = self._create_name_mapping(service_model)
191
- class_attributes['_PY_TO_OP_NAME'] = py_name_to_operation_name
192
- bases = [BaseClient]
193
- service_id = service_model.service_id.hyphenize()
194
- self._event_emitter.emit(
195
- 'creating-client-class.%s' % service_id,
196
- class_attributes=class_attributes,
197
- base_classes=bases,
198
- )
199
- class_name = get_service_module_name(service_model)
200
- cls = type(str(class_name), tuple(bases), class_attributes)
201
- return cls
202
-
203
- def _normalize_fips_region(self, region_name, client_config):
204
- if region_name is not None:
205
- normalized_region_name = region_name.replace('fips-', '').replace(
206
- '-fips', ''
207
- )
208
- # If region has been transformed then set flag
209
- if normalized_region_name != region_name:
210
- config_use_fips_endpoint = Config(use_fips_endpoint=True)
211
- if client_config:
212
- # Keeping endpoint setting client specific
213
- client_config = client_config.merge(
214
- config_use_fips_endpoint
215
- )
216
- else:
217
- client_config = config_use_fips_endpoint
218
- logger.warning(
219
- 'transforming region from %s to %s and setting '
220
- 'use_fips_endpoint to true. client should not '
221
- 'be configured with a fips psuedo region.'
222
- % (region_name, normalized_region_name)
223
- )
224
- region_name = normalized_region_name
225
- return region_name, client_config
226
-
227
- def _load_service_model(self, service_name, api_version=None):
228
- json_model = self._loader.load_service_model(
229
- service_name, 'service-2', api_version=api_version
230
- )
231
- service_model = ServiceModel(json_model, service_name=service_name)
232
- return service_model
233
-
234
- def _load_service_endpoints_ruleset(self, service_name, api_version=None):
235
- return self._loader.load_service_model(
236
- service_name, 'endpoint-rule-set-1', api_version=api_version
237
- )
238
-
239
- def _register_retries(self, client):
240
- retry_mode = client.meta.config.retries['mode']
241
- if retry_mode == 'standard':
242
- self._register_v2_standard_retries(client)
243
- elif retry_mode == 'adaptive':
244
- self._register_v2_standard_retries(client)
245
- self._register_v2_adaptive_retries(client)
246
- elif retry_mode == 'legacy':
247
- self._register_legacy_retries(client)
248
-
249
- def _register_v2_standard_retries(self, client):
250
- max_attempts = client.meta.config.retries.get('total_max_attempts')
251
- kwargs = {'client': client}
252
- if max_attempts is not None:
253
- kwargs['max_attempts'] = max_attempts
254
- standard.register_retry_handler(**kwargs)
255
-
256
- def _register_v2_adaptive_retries(self, client):
257
- adaptive.register_retry_handler(client)
258
-
259
- def _register_legacy_retries(self, client):
260
- endpoint_prefix = client.meta.service_model.endpoint_prefix
261
- service_id = client.meta.service_model.service_id
262
- service_event_name = service_id.hyphenize()
263
-
264
- # First, we load the entire retry config for all services,
265
- # then pull out just the information we need.
266
- original_config = self._loader.load_data('_retry')
267
- if not original_config:
268
- return
269
-
270
- retries = self._transform_legacy_retries(client.meta.config.retries)
271
- retry_config = self._retry_config_translator.build_retry_config(
272
- endpoint_prefix,
273
- original_config.get('retry', {}),
274
- original_config.get('definitions', {}),
275
- retries,
276
- )
277
-
278
- logger.debug(
279
- "Registering retry handlers for service: %s",
280
- client.meta.service_model.service_name,
281
- )
282
- handler = self._retry_handler_factory.create_retry_handler(
283
- retry_config, endpoint_prefix
284
- )
285
- unique_id = 'retry-config-%s' % service_event_name
286
- client.meta.events.register(
287
- f"needs-retry.{service_event_name}", handler, unique_id=unique_id
288
- )
289
-
290
- def _transform_legacy_retries(self, retries):
291
- if retries is None:
292
- return
293
- copied_args = retries.copy()
294
- if 'total_max_attempts' in retries:
295
- copied_args = retries.copy()
296
- copied_args['max_attempts'] = (
297
- copied_args.pop('total_max_attempts') - 1
298
- )
299
- return copied_args
300
-
301
- def _get_retry_mode(self, client, config_store):
302
- client_retries = client.meta.config.retries
303
- if (
304
- client_retries is not None
305
- and client_retries.get('mode') is not None
306
- ):
307
- return client_retries['mode']
308
- return config_store.get_config_variable('retry_mode') or 'legacy'
309
-
310
- def _register_endpoint_discovery(self, client, endpoint_url, config):
311
- if endpoint_url is not None:
312
- # Don't register any handlers in the case of a custom endpoint url
313
- return
314
- # Only attach handlers if the service supports discovery
315
- if client.meta.service_model.endpoint_discovery_operation is None:
316
- return
317
- events = client.meta.events
318
- service_id = client.meta.service_model.service_id.hyphenize()
319
- enabled = False
320
- if config and config.endpoint_discovery_enabled is not None:
321
- enabled = config.endpoint_discovery_enabled
322
- elif self._config_store:
323
- enabled = self._config_store.get_config_variable(
324
- 'endpoint_discovery_enabled'
325
- )
326
-
327
- enabled = self._normalize_endpoint_discovery_config(enabled)
328
- if enabled and self._requires_endpoint_discovery(client, enabled):
329
- discover = enabled is True
330
- manager = EndpointDiscoveryManager(
331
- client, always_discover=discover
332
- )
333
- handler = EndpointDiscoveryHandler(manager)
334
- handler.register(events, service_id)
335
- else:
336
- events.register(
337
- 'before-parameter-build',
338
- block_endpoint_discovery_required_operations,
339
- )
340
-
341
- def _normalize_endpoint_discovery_config(self, enabled):
342
- """Config must either be a boolean-string or string-literal 'auto'"""
343
- if isinstance(enabled, str):
344
- enabled = enabled.lower().strip()
345
- if enabled == 'auto':
346
- return enabled
347
- elif enabled in ('true', 'false'):
348
- return ensure_boolean(enabled)
349
- elif isinstance(enabled, bool):
350
- return enabled
351
-
352
- raise InvalidEndpointDiscoveryConfigurationError(config_value=enabled)
353
-
354
- def _requires_endpoint_discovery(self, client, enabled):
355
- if enabled == "auto":
356
- return client.meta.service_model.endpoint_discovery_required
357
- return enabled
358
-
359
- def _register_eventbridge_events(
360
- self, client, endpoint_bridge, endpoint_url
361
- ):
362
- if client.meta.service_model.service_name != 'events':
363
- return
364
- EventbridgeSignerSetter(
365
- endpoint_resolver=self._endpoint_resolver,
366
- region=client.meta.region_name,
367
- endpoint_url=endpoint_url,
368
- ).register(client.meta.events)
369
-
370
- def _register_s3_events(
371
- self,
372
- client,
373
- endpoint_bridge,
374
- endpoint_url,
375
- client_config,
376
- scoped_config,
377
- ):
378
- if client.meta.service_model.service_name != 's3':
379
- return
380
- S3RegionRedirectorv2(None, client).register()
381
- self._set_s3_presign_signature_version(
382
- client.meta, client_config, scoped_config
383
- )
384
-
385
- def _register_s3_control_events(
386
- self,
387
- client,
388
- endpoint_bridge=None,
389
- endpoint_url=None,
390
- client_config=None,
391
- scoped_config=None,
392
- ):
393
- if client.meta.service_model.service_name != 's3control':
394
- return
395
- S3ControlArnParamHandlerv2().register(client.meta.events)
396
-
397
- def _set_s3_presign_signature_version(
398
- self, client_meta, client_config, scoped_config
399
- ):
400
- # This will return the manually configured signature version, or None
401
- # if none was manually set. If a customer manually sets the signature
402
- # version, we always want to use what they set.
403
- provided_signature_version = _get_configured_signature_version(
404
- 's3', client_config, scoped_config
405
- )
406
- if provided_signature_version is not None:
407
- return
408
-
409
- # Check to see if the region is a region that we know about. If we
410
- # don't know about a region, then we can safely assume it's a new
411
- # region that is sigv4 only, since all new S3 regions only allow sigv4.
412
- # The only exception is aws-global. This is a pseudo-region for the
413
- # global endpoint, we should respect the signature versions it
414
- # supports, which includes v2.
415
- regions = self._endpoint_resolver.get_available_endpoints(
416
- 's3', client_meta.partition
417
- )
418
- if (
419
- client_meta.region_name != 'aws-global'
420
- and client_meta.region_name not in regions
421
- ):
422
- return
423
-
424
- # If it is a region we know about, we want to default to sigv2, so here
425
- # we check to see if it is available.
426
- endpoint = self._endpoint_resolver.construct_endpoint(
427
- 's3', client_meta.region_name
428
- )
429
- signature_versions = endpoint['signatureVersions']
430
- if 's3' not in signature_versions:
431
- return
432
-
433
- # We now know that we're in a known region that supports sigv2 and
434
- # the customer hasn't set a signature version so we default the
435
- # signature version to sigv2.
436
- client_meta.events.register(
437
- 'choose-signer.s3', self._default_s3_presign_to_sigv2
438
- )
439
-
440
- def _default_s3_presign_to_sigv2(self, signature_version, **kwargs):
441
- """
442
- Returns the 's3' (sigv2) signer if presigning an s3 request. This is
443
- intended to be used to set the default signature version for the signer
444
- to sigv2. Situations where an asymmetric signature is required are the
445
- exception, for example MRAP needs v4a.
446
-
447
- :type signature_version: str
448
- :param signature_version: The current client signature version.
449
-
450
- :type signing_name: str
451
- :param signing_name: The signing name of the service.
452
-
453
- :return: 's3' if the request is an s3 presign request, None otherwise
454
- """
455
- if signature_version.startswith('v4a'):
456
- return
457
-
458
- for suffix in ['-query', '-presign-post']:
459
- if signature_version.endswith(suffix):
460
- return f's3{suffix}'
461
-
462
- def _get_client_args(
463
- self,
464
- service_model,
465
- region_name,
466
- is_secure,
467
- endpoint_url,
468
- verify,
469
- credentials,
470
- scoped_config,
471
- client_config,
472
- endpoint_bridge,
473
- auth_token,
474
- endpoints_ruleset_data,
475
- partition_data,
476
- ):
477
- args_creator = ClientArgsCreator(
478
- self._event_emitter,
479
- self._user_agent,
480
- self._response_parser_factory,
481
- self._loader,
482
- self._exceptions_factory,
483
- config_store=self._config_store,
484
- )
485
- return args_creator.get_client_args(
486
- service_model,
487
- region_name,
488
- is_secure,
489
- endpoint_url,
490
- verify,
491
- credentials,
492
- scoped_config,
493
- client_config,
494
- endpoint_bridge,
495
- auth_token,
496
- endpoints_ruleset_data,
497
- partition_data,
498
- )
499
-
500
- def _create_methods(self, service_model):
501
- op_dict = {}
502
- for operation_name in service_model.operation_names:
503
- py_operation_name = xform_name(operation_name)
504
- op_dict[py_operation_name] = self._create_api_method(
505
- py_operation_name, operation_name, service_model
506
- )
507
- return op_dict
508
-
509
- def _create_name_mapping(self, service_model):
510
- # py_name -> OperationName, for every operation available
511
- # for a service.
512
- mapping = {}
513
- for operation_name in service_model.operation_names:
514
- py_operation_name = xform_name(operation_name)
515
- mapping[py_operation_name] = operation_name
516
- return mapping
517
-
518
- def _create_api_method(
519
- self, py_operation_name, operation_name, service_model
520
- ):
521
- def _api_call(self, *args, **kwargs):
522
- # We're accepting *args so that we can give a more helpful
523
- # error message than TypeError: _api_call takes exactly
524
- # 1 argument.
525
- if args:
526
- raise TypeError(
527
- f"{py_operation_name}() only accepts keyword arguments."
528
- )
529
- # The "self" in this scope is referring to the BaseClient.
530
- return self._make_api_call(operation_name, kwargs)
531
-
532
- _api_call.__name__ = str(py_operation_name)
533
-
534
- # Add the docstring to the client method
535
- operation_model = service_model.operation_model(operation_name)
536
- docstring = ClientMethodDocstring(
537
- operation_model=operation_model,
538
- method_name=operation_name,
539
- event_emitter=self._event_emitter,
540
- method_description=operation_model.documentation,
541
- example_prefix='response = client.%s' % py_operation_name,
542
- include_signature=False,
543
- )
544
- _api_call.__doc__ = docstring
545
- return _api_call
546
-
547
-
548
- class ClientEndpointBridge:
549
- """Bridges endpoint data and client creation
550
-
551
- This class handles taking out the relevant arguments from the endpoint
552
- resolver and determining which values to use, taking into account any
553
- client configuration options and scope configuration options.
554
-
555
- This class also handles determining what, if any, region to use if no
556
- explicit region setting is provided. For example, Amazon S3 client will
557
- utilize "us-east-1" by default if no region can be resolved."""
558
-
559
- DEFAULT_ENDPOINT = '{service}.{region}.amazonaws.com'
560
- _DUALSTACK_CUSTOMIZED_SERVICES = ['s3', 's3-control']
561
-
562
- def __init__(
563
- self,
564
- endpoint_resolver,
565
- scoped_config=None,
566
- client_config=None,
567
- default_endpoint=None,
568
- service_signing_name=None,
569
- config_store=None,
570
- service_signature_version=None,
571
- ):
572
- self.service_signing_name = service_signing_name
573
- self.endpoint_resolver = endpoint_resolver
574
- self.scoped_config = scoped_config
575
- self.client_config = client_config
576
- self.default_endpoint = default_endpoint or self.DEFAULT_ENDPOINT
577
- self.config_store = config_store
578
- self.service_signature_version = service_signature_version
579
-
580
- def resolve(
581
- self, service_name, region_name=None, endpoint_url=None, is_secure=True
582
- ):
583
- region_name = self._check_default_region(service_name, region_name)
584
- use_dualstack_endpoint = self._resolve_use_dualstack_endpoint(
585
- service_name
586
- )
587
- use_fips_endpoint = self._resolve_endpoint_variant_config_var(
588
- 'use_fips_endpoint'
589
- )
590
- resolved = self.endpoint_resolver.construct_endpoint(
591
- service_name,
592
- region_name,
593
- use_dualstack_endpoint=use_dualstack_endpoint,
594
- use_fips_endpoint=use_fips_endpoint,
595
- )
596
-
597
- # If we can't resolve the region, we'll attempt to get a global
598
- # endpoint for non-regionalized services (iam, route53, etc)
599
- if not resolved:
600
- # TODO: fallback partition_name should be configurable in the
601
- # future for users to define as needed.
602
- resolved = self.endpoint_resolver.construct_endpoint(
603
- service_name,
604
- region_name,
605
- partition_name='aws',
606
- use_dualstack_endpoint=use_dualstack_endpoint,
607
- use_fips_endpoint=use_fips_endpoint,
608
- )
609
-
610
- if resolved:
611
- return self._create_endpoint(
612
- resolved, service_name, region_name, endpoint_url, is_secure
613
- )
614
- else:
615
- return self._assume_endpoint(
616
- service_name, region_name, endpoint_url, is_secure
617
- )
618
-
619
- def resolver_uses_builtin_data(self):
620
- return self.endpoint_resolver.uses_builtin_data
621
-
622
- def _check_default_region(self, service_name, region_name):
623
- if region_name is not None:
624
- return region_name
625
- # Use the client_config region if no explicit region was provided.
626
- if self.client_config and self.client_config.region_name is not None:
627
- return self.client_config.region_name
628
-
629
- def _create_endpoint(
630
- self, resolved, service_name, region_name, endpoint_url, is_secure
631
- ):
632
- region_name, signing_region = self._pick_region_values(
633
- resolved, region_name, endpoint_url
634
- )
635
- if endpoint_url is None:
636
- endpoint_url = self._make_url(
637
- resolved.get('hostname'),
638
- is_secure,
639
- resolved.get('protocols', []),
640
- )
641
- signature_version = self._resolve_signature_version(
642
- service_name, resolved
643
- )
644
- signing_name = self._resolve_signing_name(service_name, resolved)
645
- return self._create_result(
646
- service_name=service_name,
647
- region_name=region_name,
648
- signing_region=signing_region,
649
- signing_name=signing_name,
650
- endpoint_url=endpoint_url,
651
- metadata=resolved,
652
- signature_version=signature_version,
653
- )
654
-
655
- def _resolve_endpoint_variant_config_var(self, config_var):
656
- client_config = self.client_config
657
- config_val = False
658
-
659
- # Client configuration arg has precedence
660
- if client_config and getattr(client_config, config_var) is not None:
661
- return getattr(client_config, config_var)
662
- elif self.config_store is not None:
663
- # Check config store
664
- config_val = self.config_store.get_config_variable(config_var)
665
- return config_val
666
-
667
- def _resolve_use_dualstack_endpoint(self, service_name):
668
- s3_dualstack_mode = self._is_s3_dualstack_mode(service_name)
669
- if s3_dualstack_mode is not None:
670
- return s3_dualstack_mode
671
- return self._resolve_endpoint_variant_config_var(
672
- 'use_dualstack_endpoint'
673
- )
674
-
675
- def _is_s3_dualstack_mode(self, service_name):
676
- if service_name not in self._DUALSTACK_CUSTOMIZED_SERVICES:
677
- return None
678
- # TODO: This normalization logic is duplicated from the
679
- # ClientArgsCreator class. Consolidate everything to
680
- # ClientArgsCreator. _resolve_signature_version also has similarly
681
- # duplicated logic.
682
- client_config = self.client_config
683
- if (
684
- client_config is not None
685
- and client_config.s3 is not None
686
- and 'use_dualstack_endpoint' in client_config.s3
687
- ):
688
- # Client config trumps scoped config.
689
- return client_config.s3['use_dualstack_endpoint']
690
- if self.scoped_config is not None:
691
- enabled = self.scoped_config.get('s3', {}).get(
692
- 'use_dualstack_endpoint'
693
- )
694
- if enabled in [True, 'True', 'true']:
695
- return True
696
-
697
- def _assume_endpoint(
698
- self, service_name, region_name, endpoint_url, is_secure
699
- ):
700
- if endpoint_url is None:
701
- # Expand the default hostname URI template.
702
- hostname = self.default_endpoint.format(
703
- service=service_name, region=region_name
704
- )
705
- endpoint_url = self._make_url(
706
- hostname, is_secure, ['http', 'https']
707
- )
708
- logger.debug(
709
- f'Assuming an endpoint for {service_name}, {region_name}: {endpoint_url}'
710
- )
711
- # We still want to allow the user to provide an explicit version.
712
- signature_version = self._resolve_signature_version(
713
- service_name, {'signatureVersions': ['v4']}
714
- )
715
- signing_name = self._resolve_signing_name(service_name, resolved={})
716
- return self._create_result(
717
- service_name=service_name,
718
- region_name=region_name,
719
- signing_region=region_name,
720
- signing_name=signing_name,
721
- signature_version=signature_version,
722
- endpoint_url=endpoint_url,
723
- metadata={},
724
- )
725
-
726
- def _create_result(
727
- self,
728
- service_name,
729
- region_name,
730
- signing_region,
731
- signing_name,
732
- endpoint_url,
733
- signature_version,
734
- metadata,
735
- ):
736
- return {
737
- 'service_name': service_name,
738
- 'region_name': region_name,
739
- 'signing_region': signing_region,
740
- 'signing_name': signing_name,
741
- 'endpoint_url': endpoint_url,
742
- 'signature_version': signature_version,
743
- 'metadata': metadata,
744
- }
745
-
746
- def _make_url(self, hostname, is_secure, supported_protocols):
747
- if is_secure and 'https' in supported_protocols:
748
- scheme = 'https'
749
- else:
750
- scheme = 'http'
751
- return f'{scheme}://{hostname}'
752
-
753
- def _resolve_signing_name(self, service_name, resolved):
754
- # CredentialScope overrides everything else.
755
- if (
756
- 'credentialScope' in resolved
757
- and 'service' in resolved['credentialScope']
758
- ):
759
- return resolved['credentialScope']['service']
760
- # Use the signingName from the model if present.
761
- if self.service_signing_name:
762
- return self.service_signing_name
763
- # Just assume is the same as the service name.
764
- return service_name
765
-
766
- def _pick_region_values(self, resolved, region_name, endpoint_url):
767
- signing_region = region_name
768
- if endpoint_url is None:
769
- # Do not use the region name or signing name from the resolved
770
- # endpoint if the user explicitly provides an endpoint_url. This
771
- # would happen if we resolve to an endpoint where the service has
772
- # a "defaults" section that overrides all endpoint with a single
773
- # hostname and credentialScope. This has been the case historically
774
- # for how STS has worked. The only way to resolve an STS endpoint
775
- # was to provide a region_name and an endpoint_url. In that case,
776
- # we would still resolve an endpoint, but we would not use the
777
- # resolved endpointName or signingRegion because we want to allow
778
- # custom endpoints.
779
- region_name = resolved['endpointName']
780
- signing_region = region_name
781
- if (
782
- 'credentialScope' in resolved
783
- and 'region' in resolved['credentialScope']
784
- ):
785
- signing_region = resolved['credentialScope']['region']
786
- return region_name, signing_region
787
-
788
- def _resolve_signature_version(self, service_name, resolved):
789
- configured_version = _get_configured_signature_version(
790
- service_name, self.client_config, self.scoped_config
791
- )
792
- if configured_version is not None:
793
- return configured_version
794
-
795
- potential_versions = resolved.get('signatureVersions', [])
796
- if (
797
- self.service_signature_version is not None
798
- and self.service_signature_version
799
- not in _LEGACY_SIGNATURE_VERSIONS
800
- ):
801
- # Prefer the service model as most specific
802
- # source of truth for new signature versions.
803
- potential_versions = [self.service_signature_version]
804
-
805
- # Pick a signature version from the endpoint metadata if present.
806
- if 'signatureVersions' in resolved:
807
- if service_name == 's3':
808
- return 's3v4'
809
- if 'v4' in potential_versions:
810
- return 'v4'
811
- # Now just iterate over the signature versions in order until we
812
- # find the first one that is known to Botocore.
813
- for known in potential_versions:
814
- if known in AUTH_TYPE_MAPS:
815
- return known
816
- raise UnknownSignatureVersionError(
817
- signature_version=potential_versions
818
- )
819
-
820
-
821
- class BaseClient:
822
-
823
- # This is actually reassigned with the py->op_name mapping
824
- # when the client creator creates the subclass. This value is used
825
- # because calls such as client.get_paginator('list_objects') use the
826
- # snake_case name, but we need to know the ListObjects form.
827
- # xform_name() does the ListObjects->list_objects conversion, but
828
- # we need the reverse mapping here.
829
- _PY_TO_OP_NAME = {}
830
-
831
- def __init__(
832
- self,
833
- serializer,
834
- endpoint,
835
- response_parser,
836
- event_emitter,
837
- request_signer,
838
- service_model,
839
- loader,
840
- client_config,
841
- partition,
842
- exceptions_factory,
843
- endpoint_ruleset_resolver=None,
844
- ):
845
- self._serializer = serializer
846
- self._endpoint = endpoint
847
- self._ruleset_resolver = endpoint_ruleset_resolver
848
- self._response_parser = response_parser
849
- self._request_signer = request_signer
850
- self._cache = {}
851
- self._loader = loader
852
- self._client_config = client_config
853
- self.meta = ClientMeta(
854
- event_emitter,
855
- self._client_config,
856
- endpoint.host,
857
- service_model,
858
- self._PY_TO_OP_NAME,
859
- partition,
860
- )
861
- self._exceptions_factory = exceptions_factory
862
- self._exceptions = None
863
- self._register_handlers()
864
-
865
- def __getattr__(self, item):
866
- service_id = self._service_model.service_id.hyphenize()
867
- event_name = f'getattr.{service_id}.{item}'
868
-
869
- handler, event_response = self.meta.events.emit_until_response(
870
- event_name, client=self
871
- )
872
-
873
- if event_response is not None:
874
- return event_response
875
-
876
- raise AttributeError(
877
- f"'{self.__class__.__name__}' object has no attribute '{item}'"
878
- )
879
-
880
- def close(self):
881
- """Closes underlying endpoint connections."""
882
- self._endpoint.close()
883
-
884
- def _register_handlers(self):
885
- # Register the handler required to sign requests.
886
- service_id = self.meta.service_model.service_id.hyphenize()
887
- self.meta.events.register(
888
- f"request-created.{service_id}", self._request_signer.handler
889
- )
890
-
891
- @property
892
- def _service_model(self):
893
- return self.meta.service_model
894
-
895
- def _make_api_call(self, operation_name, api_params):
896
- operation_model = self._service_model.operation_model(operation_name)
897
- service_name = self._service_model.service_name
898
- history_recorder.record(
899
- 'API_CALL',
900
- {
901
- 'service': service_name,
902
- 'operation': operation_name,
903
- 'params': api_params,
904
- },
905
- )
906
- if operation_model.deprecated:
907
- logger.debug(
908
- 'Warning: %s.%s() is deprecated', service_name, operation_name
909
- )
910
- request_context = {
911
- 'client_region': self.meta.region_name,
912
- 'client_config': self.meta.config,
913
- 'has_streaming_input': operation_model.has_streaming_input,
914
- 'auth_type': operation_model.auth_type,
915
- }
916
- endpoint_url, additional_headers = self._resolve_endpoint_ruleset(
917
- operation_model, api_params, request_context
918
- )
919
- request_dict = self._convert_to_request_dict(
920
- api_params=api_params,
921
- operation_model=operation_model,
922
- endpoint_url=endpoint_url,
923
- context=request_context,
924
- headers=additional_headers,
925
- )
926
- resolve_checksum_context(request_dict, operation_model, api_params)
927
-
928
- service_id = self._service_model.service_id.hyphenize()
929
- handler, event_response = self.meta.events.emit_until_response(
930
- 'before-call.{service_id}.{operation_name}'.format(
931
- service_id=service_id, operation_name=operation_name
932
- ),
933
- model=operation_model,
934
- params=request_dict,
935
- request_signer=self._request_signer,
936
- context=request_context,
937
- )
938
-
939
- if event_response is not None:
940
- http, parsed_response = event_response
941
- else:
942
- apply_request_checksum(request_dict)
943
- http, parsed_response = self._make_request(
944
- operation_model, request_dict, request_context
945
- )
946
-
947
- self.meta.events.emit(
948
- 'after-call.{service_id}.{operation_name}'.format(
949
- service_id=service_id, operation_name=operation_name
950
- ),
951
- http_response=http,
952
- parsed=parsed_response,
953
- model=operation_model,
954
- context=request_context,
955
- )
956
-
957
- if http.status_code >= 300:
958
- error_code = parsed_response.get("Error", {}).get("Code")
959
- error_class = self.exceptions.from_code(error_code)
960
- raise error_class(parsed_response, operation_name)
961
- else:
962
- return parsed_response
963
-
964
- def _make_request(self, operation_model, request_dict, request_context):
965
- try:
966
- return self._endpoint.make_request(operation_model, request_dict)
967
- except Exception as e:
968
- self.meta.events.emit(
969
- 'after-call-error.{service_id}.{operation_name}'.format(
970
- service_id=self._service_model.service_id.hyphenize(),
971
- operation_name=operation_model.name,
972
- ),
973
- exception=e,
974
- context=request_context,
975
- )
976
- raise
977
-
978
- def _convert_to_request_dict(
979
- self,
980
- api_params,
981
- operation_model,
982
- endpoint_url,
983
- context=None,
984
- headers=None,
985
- set_user_agent_header=True,
986
- ):
987
- api_params = self._emit_api_params(
988
- api_params, operation_model, context
989
- )
990
- request_dict = self._serializer.serialize_to_request(
991
- api_params, operation_model
992
- )
993
- if not self._client_config.inject_host_prefix:
994
- request_dict.pop('host_prefix', None)
995
- if headers is not None:
996
- request_dict['headers'].update(headers)
997
- if set_user_agent_header:
998
- user_agent = self._client_config.user_agent
999
- else:
1000
- user_agent = None
1001
- prepare_request_dict(
1002
- request_dict,
1003
- endpoint_url=endpoint_url,
1004
- user_agent=user_agent,
1005
- context=context,
1006
- )
1007
- return request_dict
1008
-
1009
- def _emit_api_params(self, api_params, operation_model, context):
1010
- # Given the API params provided by the user and the operation_model
1011
- # we can serialize the request to a request_dict.
1012
- operation_name = operation_model.name
1013
-
1014
- # Emit an event that allows users to modify the parameters at the
1015
- # beginning of the method. It allows handlers to modify existing
1016
- # parameters or return a new set of parameters to use.
1017
- service_id = self._service_model.service_id.hyphenize()
1018
- responses = self.meta.events.emit(
1019
- f'provide-client-params.{service_id}.{operation_name}',
1020
- params=api_params,
1021
- model=operation_model,
1022
- context=context,
1023
- )
1024
- api_params = first_non_none_response(responses, default=api_params)
1025
-
1026
- self.meta.events.emit(
1027
- f'before-parameter-build.{service_id}.{operation_name}',
1028
- params=api_params,
1029
- model=operation_model,
1030
- context=context,
1031
- )
1032
- return api_params
1033
-
1034
- def _resolve_endpoint_ruleset(
1035
- self,
1036
- operation_model,
1037
- params,
1038
- request_context,
1039
- ignore_signing_region=False,
1040
- ):
1041
- """Returns endpoint URL and list of additional headers returned from
1042
- EndpointRulesetResolver for the given operation and params. If the
1043
- ruleset resolver is not available, for example because the service has
1044
- no endpoints ruleset file, the legacy endpoint resolver's value is
1045
- returned.
1046
-
1047
- Use ignore_signing_region for generating presigned URLs or any other
1048
- situtation where the signing region information from the ruleset
1049
- resolver should be ignored.
1050
-
1051
- Returns tuple of URL and headers dictionary. Additionally, the
1052
- request_context dict is modified in place with any signing information
1053
- returned from the ruleset resolver.
1054
- """
1055
- if self._ruleset_resolver is None:
1056
- endpoint_url = self.meta.endpoint_url
1057
- additional_headers = {}
1058
- else:
1059
- endpoint_info = self._ruleset_resolver.construct_endpoint(
1060
- operation_model=operation_model,
1061
- call_args=params,
1062
- request_context=request_context,
1063
- )
1064
- endpoint_url = endpoint_info.url
1065
- additional_headers = endpoint_info.headers
1066
- # If authSchemes is present, overwrite default auth type and
1067
- # signing context derived from service model.
1068
- auth_schemes = endpoint_info.properties.get('authSchemes')
1069
- if auth_schemes is not None:
1070
- auth_info = self._ruleset_resolver.auth_schemes_to_signing_ctx(
1071
- auth_schemes
1072
- )
1073
- auth_type, signing_context = auth_info
1074
- request_context['auth_type'] = auth_type
1075
- if 'region' in signing_context and ignore_signing_region:
1076
- del signing_context['region']
1077
- if 'signing' in request_context:
1078
- request_context['signing'].update(signing_context)
1079
- else:
1080
- request_context['signing'] = signing_context
1081
-
1082
- return endpoint_url, additional_headers
1083
-
1084
- def get_paginator(self, operation_name):
1085
- """Create a paginator for an operation.
1086
-
1087
- :type operation_name: string
1088
- :param operation_name: The operation name. This is the same name
1089
- as the method name on the client. For example, if the
1090
- method name is ``create_foo``, and you'd normally invoke the
1091
- operation as ``client.create_foo(**kwargs)``, if the
1092
- ``create_foo`` operation can be paginated, you can use the
1093
- call ``client.get_paginator("create_foo")``.
1094
-
1095
- :raise OperationNotPageableError: Raised if the operation is not
1096
- pageable. You can use the ``client.can_paginate`` method to
1097
- check if an operation is pageable.
1098
-
1099
- :rtype: L{botocore.paginate.Paginator}
1100
- :return: A paginator object.
1101
-
1102
- """
1103
- if not self.can_paginate(operation_name):
1104
- raise OperationNotPageableError(operation_name=operation_name)
1105
- else:
1106
- actual_operation_name = self._PY_TO_OP_NAME[operation_name]
1107
-
1108
- # Create a new paginate method that will serve as a proxy to
1109
- # the underlying Paginator.paginate method. This is needed to
1110
- # attach a docstring to the method.
1111
- def paginate(self, **kwargs):
1112
- return Paginator.paginate(self, **kwargs)
1113
-
1114
- paginator_config = self._cache['page_config'][
1115
- actual_operation_name
1116
- ]
1117
- # Add the docstring for the paginate method.
1118
- paginate.__doc__ = PaginatorDocstring(
1119
- paginator_name=actual_operation_name,
1120
- event_emitter=self.meta.events,
1121
- service_model=self.meta.service_model,
1122
- paginator_config=paginator_config,
1123
- include_signature=False,
1124
- )
1125
-
1126
- # Rename the paginator class based on the type of paginator.
1127
- service_module_name = get_service_module_name(
1128
- self.meta.service_model
1129
- )
1130
- paginator_class_name = (
1131
- f"{service_module_name}.Paginator.{actual_operation_name}"
1132
- )
1133
-
1134
- # Create the new paginator class
1135
- documented_paginator_cls = type(
1136
- paginator_class_name, (Paginator,), {'paginate': paginate}
1137
- )
1138
-
1139
- operation_model = self._service_model.operation_model(
1140
- actual_operation_name
1141
- )
1142
- paginator = documented_paginator_cls(
1143
- getattr(self, operation_name),
1144
- paginator_config,
1145
- operation_model,
1146
- )
1147
- return paginator
1148
-
1149
- def can_paginate(self, operation_name):
1150
- """Check if an operation can be paginated.
1151
-
1152
- :type operation_name: string
1153
- :param operation_name: The operation name. This is the same name
1154
- as the method name on the client. For example, if the
1155
- method name is ``create_foo``, and you'd normally invoke the
1156
- operation as ``client.create_foo(**kwargs)``, if the
1157
- ``create_foo`` operation can be paginated, you can use the
1158
- call ``client.get_paginator("create_foo")``.
1159
-
1160
- :return: ``True`` if the operation can be paginated,
1161
- ``False`` otherwise.
1162
-
1163
- """
1164
- if 'page_config' not in self._cache:
1165
- try:
1166
- page_config = self._loader.load_service_model(
1167
- self._service_model.service_name,
1168
- 'paginators-1',
1169
- self._service_model.api_version,
1170
- )['pagination']
1171
- self._cache['page_config'] = page_config
1172
- except DataNotFoundError:
1173
- self._cache['page_config'] = {}
1174
- actual_operation_name = self._PY_TO_OP_NAME[operation_name]
1175
- return actual_operation_name in self._cache['page_config']
1176
-
1177
- def _get_waiter_config(self):
1178
- if 'waiter_config' not in self._cache:
1179
- try:
1180
- waiter_config = self._loader.load_service_model(
1181
- self._service_model.service_name,
1182
- 'waiters-2',
1183
- self._service_model.api_version,
1184
- )
1185
- self._cache['waiter_config'] = waiter_config
1186
- except DataNotFoundError:
1187
- self._cache['waiter_config'] = {}
1188
- return self._cache['waiter_config']
1189
-
1190
- def get_waiter(self, waiter_name):
1191
- """Returns an object that can wait for some condition.
1192
-
1193
- :type waiter_name: str
1194
- :param waiter_name: The name of the waiter to get. See the waiters
1195
- section of the service docs for a list of available waiters.
1196
-
1197
- :returns: The specified waiter object.
1198
- :rtype: botocore.waiter.Waiter
1199
- """
1200
- config = self._get_waiter_config()
1201
- if not config:
1202
- raise ValueError("Waiter does not exist: %s" % waiter_name)
1203
- model = waiter.WaiterModel(config)
1204
- mapping = {}
1205
- for name in model.waiter_names:
1206
- mapping[xform_name(name)] = name
1207
- if waiter_name not in mapping:
1208
- raise ValueError("Waiter does not exist: %s" % waiter_name)
1209
-
1210
- return waiter.create_waiter_with_client(
1211
- mapping[waiter_name], model, self
1212
- )
1213
-
1214
- @CachedProperty
1215
- def waiter_names(self):
1216
- """Returns a list of all available waiters."""
1217
- config = self._get_waiter_config()
1218
- if not config:
1219
- return []
1220
- model = waiter.WaiterModel(config)
1221
- # Waiter configs is a dict, we just want the waiter names
1222
- # which are the keys in the dict.
1223
- return [xform_name(name) for name in model.waiter_names]
1224
-
1225
- @property
1226
- def exceptions(self):
1227
- if self._exceptions is None:
1228
- self._exceptions = self._load_exceptions()
1229
- return self._exceptions
1230
-
1231
- def _load_exceptions(self):
1232
- return self._exceptions_factory.create_client_exceptions(
1233
- self._service_model
1234
- )
1235
-
1236
-
1237
- class ClientMeta:
1238
- """Holds additional client methods.
1239
-
1240
- This class holds additional information for clients. It exists for
1241
- two reasons:
1242
-
1243
- * To give advanced functionality to clients
1244
- * To namespace additional client attributes from the operation
1245
- names which are mapped to methods at runtime. This avoids
1246
- ever running into collisions with operation names.
1247
-
1248
- """
1249
-
1250
- def __init__(
1251
- self,
1252
- events,
1253
- client_config,
1254
- endpoint_url,
1255
- service_model,
1256
- method_to_api_mapping,
1257
- partition,
1258
- ):
1259
- self.events = events
1260
- self._client_config = client_config
1261
- self._endpoint_url = endpoint_url
1262
- self._service_model = service_model
1263
- self._method_to_api_mapping = method_to_api_mapping
1264
- self._partition = partition
1265
-
1266
- @property
1267
- def service_model(self):
1268
- return self._service_model
1269
-
1270
- @property
1271
- def region_name(self):
1272
- return self._client_config.region_name
1273
-
1274
- @property
1275
- def endpoint_url(self):
1276
- return self._endpoint_url
1277
-
1278
- @property
1279
- def config(self):
1280
- return self._client_config
1281
-
1282
- @property
1283
- def method_to_api_mapping(self):
1284
- return self._method_to_api_mapping
1285
-
1286
- @property
1287
- def partition(self):
1288
- return self._partition
1289
-
1290
-
1291
- def _get_configured_signature_version(
1292
- service_name, client_config, scoped_config
1293
- ):
1294
- """
1295
- Gets the manually configured signature version.
1296
-
1297
- :returns: the customer configured signature version, or None if no
1298
- signature version was configured.
1299
- """
1300
- # Client config overrides everything.
1301
- if client_config and client_config.signature_version is not None:
1302
- return client_config.signature_version
1303
-
1304
- # Scoped config overrides picking from the endpoint metadata.
1305
- if scoped_config is not None:
1306
- # A given service may have service specific configuration in the
1307
- # config file, so we need to check there as well.
1308
- service_config = scoped_config.get(service_name)
1309
- if service_config is not None and isinstance(service_config, dict):
1310
- version = service_config.get('signature_version')
1311
- if version:
1312
- logger.debug(
1313
- "Switching signature version for service %s "
1314
- "to version %s based on config file override.",
1315
- service_name,
1316
- version,
1317
- )
1318
- return version
1319
- return None
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
spaces/Big-Web/MMSD/env/Lib/site-packages/pip/_vendor/pygments/__init__.py DELETED
@@ -1,82 +0,0 @@
1
- """
2
- Pygments
3
- ~~~~~~~~
4
-
5
- Pygments is a syntax highlighting package written in Python.
6
-
7
- It is a generic syntax highlighter for general use in all kinds of software
8
- such as forum systems, wikis or other applications that need to prettify
9
- source code. Highlights are:
10
-
11
- * a wide range of common languages and markup formats is supported
12
- * special attention is paid to details, increasing quality by a fair amount
13
- * support for new languages and formats are added easily
14
- * a number of output formats, presently HTML, LaTeX, RTF, SVG, all image
15
- formats that PIL supports, and ANSI sequences
16
- * it is usable as a command-line tool and as a library
17
- * ... and it highlights even Brainfuck!
18
-
19
- The `Pygments master branch`_ is installable with ``easy_install Pygments==dev``.
20
-
21
- .. _Pygments master branch:
22
- https://github.com/pygments/pygments/archive/master.zip#egg=Pygments-dev
23
-
24
- :copyright: Copyright 2006-2022 by the Pygments team, see AUTHORS.
25
- :license: BSD, see LICENSE for details.
26
- """
27
- from io import StringIO, BytesIO
28
-
29
- __version__ = '2.14.0'
30
- __docformat__ = 'restructuredtext'
31
-
32
- __all__ = ['lex', 'format', 'highlight']
33
-
34
-
35
- def lex(code, lexer):
36
- """
37
- Lex ``code`` with ``lexer`` and return an iterable of tokens.
38
- """
39
- try:
40
- return lexer.get_tokens(code)
41
- except TypeError:
42
- # Heuristic to catch a common mistake.
43
- from pip._vendor.pygments.lexer import RegexLexer
44
- if isinstance(lexer, type) and issubclass(lexer, RegexLexer):
45
- raise TypeError('lex() argument must be a lexer instance, '
46
- 'not a class')
47
- raise
48
-
49
-
50
- def format(tokens, formatter, outfile=None): # pylint: disable=redefined-builtin
51
- """
52
- Format a tokenlist ``tokens`` with the formatter ``formatter``.
53
-
54
- If ``outfile`` is given and a valid file object (an object
55
- with a ``write`` method), the result will be written to it, otherwise
56
- it is returned as a string.
57
- """
58
- try:
59
- if not outfile:
60
- realoutfile = getattr(formatter, 'encoding', None) and BytesIO() or StringIO()
61
- formatter.format(tokens, realoutfile)
62
- return realoutfile.getvalue()
63
- else:
64
- formatter.format(tokens, outfile)
65
- except TypeError:
66
- # Heuristic to catch a common mistake.
67
- from pip._vendor.pygments.formatter import Formatter
68
- if isinstance(formatter, type) and issubclass(formatter, Formatter):
69
- raise TypeError('format() argument must be a formatter instance, '
70
- 'not a class')
71
- raise
72
-
73
-
74
- def highlight(code, lexer, formatter, outfile=None):
75
- """
76
- Lex ``code`` with ``lexer`` and format it with the formatter ``formatter``.
77
-
78
- If ``outfile`` is given and a valid file object (an object
79
- with a ``write`` method), the result will be written to it, otherwise
80
- it is returned as a string.
81
- """
82
- return format(lex(code, lexer), formatter, outfile)
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
spaces/Big-Web/MMSD/env/Lib/site-packages/pip/_vendor/rich/status.py DELETED
@@ -1,132 +0,0 @@
1
- from types import TracebackType
2
- from typing import Optional, Type
3
-
4
- from .console import Console, RenderableType
5
- from .jupyter import JupyterMixin
6
- from .live import Live
7
- from .spinner import Spinner
8
- from .style import StyleType
9
-
10
-
11
- class Status(JupyterMixin):
12
- """Displays a status indicator with a 'spinner' animation.
13
-
14
- Args:
15
- status (RenderableType): A status renderable (str or Text typically).
16
- console (Console, optional): Console instance to use, or None for global console. Defaults to None.
17
- spinner (str, optional): Name of spinner animation (see python -m rich.spinner). Defaults to "dots".
18
- spinner_style (StyleType, optional): Style of spinner. Defaults to "status.spinner".
19
- speed (float, optional): Speed factor for spinner animation. Defaults to 1.0.
20
- refresh_per_second (float, optional): Number of refreshes per second. Defaults to 12.5.
21
- """
22
-
23
- def __init__(
24
- self,
25
- status: RenderableType,
26
- *,
27
- console: Optional[Console] = None,
28
- spinner: str = "dots",
29
- spinner_style: StyleType = "status.spinner",
30
- speed: float = 1.0,
31
- refresh_per_second: float = 12.5,
32
- ):
33
- self.status = status
34
- self.spinner_style = spinner_style
35
- self.speed = speed
36
- self._spinner = Spinner(spinner, text=status, style=spinner_style, speed=speed)
37
- self._live = Live(
38
- self.renderable,
39
- console=console,
40
- refresh_per_second=refresh_per_second,
41
- transient=True,
42
- )
43
-
44
- @property
45
- def renderable(self) -> Spinner:
46
- return self._spinner
47
-
48
- @property
49
- def console(self) -> "Console":
50
- """Get the Console used by the Status objects."""
51
- return self._live.console
52
-
53
- def update(
54
- self,
55
- status: Optional[RenderableType] = None,
56
- *,
57
- spinner: Optional[str] = None,
58
- spinner_style: Optional[StyleType] = None,
59
- speed: Optional[float] = None,
60
- ) -> None:
61
- """Update status.
62
-
63
- Args:
64
- status (Optional[RenderableType], optional): New status renderable or None for no change. Defaults to None.
65
- spinner (Optional[str], optional): New spinner or None for no change. Defaults to None.
66
- spinner_style (Optional[StyleType], optional): New spinner style or None for no change. Defaults to None.
67
- speed (Optional[float], optional): Speed factor for spinner animation or None for no change. Defaults to None.
68
- """
69
- if status is not None:
70
- self.status = status
71
- if spinner_style is not None:
72
- self.spinner_style = spinner_style
73
- if speed is not None:
74
- self.speed = speed
75
- if spinner is not None:
76
- self._spinner = Spinner(
77
- spinner, text=self.status, style=self.spinner_style, speed=self.speed
78
- )
79
- self._live.update(self.renderable, refresh=True)
80
- else:
81
- self._spinner.update(
82
- text=self.status, style=self.spinner_style, speed=self.speed
83
- )
84
-
85
- def start(self) -> None:
86
- """Start the status animation."""
87
- self._live.start()
88
-
89
- def stop(self) -> None:
90
- """Stop the spinner animation."""
91
- self._live.stop()
92
-
93
- def __rich__(self) -> RenderableType:
94
- return self.renderable
95
-
96
- def __enter__(self) -> "Status":
97
- self.start()
98
- return self
99
-
100
- def __exit__(
101
- self,
102
- exc_type: Optional[Type[BaseException]],
103
- exc_val: Optional[BaseException],
104
- exc_tb: Optional[TracebackType],
105
- ) -> None:
106
- self.stop()
107
-
108
-
109
- if __name__ == "__main__": # pragma: no cover
110
-
111
- from time import sleep
112
-
113
- from .console import Console
114
-
115
- console = Console()
116
- with console.status("[magenta]Covid detector booting up") as status:
117
- sleep(3)
118
- console.log("Importing advanced AI")
119
- sleep(3)
120
- console.log("Advanced Covid AI Ready")
121
- sleep(3)
122
- status.update(status="[bold blue] Scanning for Covid", spinner="earth")
123
- sleep(3)
124
- console.log("Found 10,000,000,000 copies of Covid32.exe")
125
- sleep(3)
126
- status.update(
127
- status="[bold red]Moving Covid32.exe to Trash",
128
- spinner="bouncingBall",
129
- spinner_style="yellow",
130
- )
131
- sleep(5)
132
- console.print("[bold green]Covid deleted successfully")
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
spaces/Big-Web/MMSD/env/Lib/site-packages/setuptools/config/__init__.py DELETED
@@ -1,35 +0,0 @@
1
- """For backward compatibility, expose main functions from
2
- ``setuptools.config.setupcfg``
3
- """
4
- import warnings
5
- from functools import wraps
6
- from textwrap import dedent
7
- from typing import Callable, TypeVar, cast
8
-
9
- from .._deprecation_warning import SetuptoolsDeprecationWarning
10
- from . import setupcfg
11
-
12
- Fn = TypeVar("Fn", bound=Callable)
13
-
14
- __all__ = ('parse_configuration', 'read_configuration')
15
-
16
-
17
- def _deprecation_notice(fn: Fn) -> Fn:
18
- @wraps(fn)
19
- def _wrapper(*args, **kwargs):
20
- msg = f"""\
21
- As setuptools moves its configuration towards `pyproject.toml`,
22
- `{__name__}.{fn.__name__}` became deprecated.
23
-
24
- For the time being, you can use the `{setupcfg.__name__}` module
25
- to access a backward compatible API, but this module is provisional
26
- and might be removed in the future.
27
- """
28
- warnings.warn(dedent(msg), SetuptoolsDeprecationWarning, stacklevel=2)
29
- return fn(*args, **kwargs)
30
-
31
- return cast(Fn, _wrapper)
32
-
33
-
34
- read_configuration = _deprecation_notice(setupcfg.read_configuration)
35
- parse_configuration = _deprecation_notice(setupcfg.parse_configuration)
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
spaces/CVPR/Dual-Key_Backdoor_Attacks/datagen/detectron2/detectron2/modeling/postprocessing.py DELETED
@@ -1,78 +0,0 @@
1
- # Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved
2
- from torch.nn import functional as F
3
-
4
- from detectron2.layers import paste_masks_in_image
5
- from detectron2.structures import Instances
6
-
7
-
8
- def detector_postprocess(results, output_height, output_width, mask_threshold=0.5):
9
- """
10
- Resize the output instances.
11
- The input images are often resized when entering an object detector.
12
- As a result, we often need the outputs of the detector in a different
13
- resolution from its inputs.
14
-
15
- This function will resize the raw outputs of an R-CNN detector
16
- to produce outputs according to the desired output resolution.
17
-
18
- Args:
19
- results (Instances): the raw outputs from the detector.
20
- `results.image_size` contains the input image resolution the detector sees.
21
- This object might be modified in-place.
22
- output_height, output_width: the desired output resolution.
23
-
24
- Returns:
25
- Instances: the resized output from the model, based on the output resolution
26
- """
27
- scale_x, scale_y = (output_width / results.image_size[1], output_height / results.image_size[0])
28
- results = Instances((output_height, output_width), **results.get_fields())
29
-
30
- if results.has("pred_boxes"):
31
- output_boxes = results.pred_boxes
32
- elif results.has("proposal_boxes"):
33
- output_boxes = results.proposal_boxes
34
-
35
- output_boxes.scale(scale_x, scale_y)
36
- output_boxes.clip(results.image_size)
37
-
38
- results = results[output_boxes.nonempty()]
39
-
40
- if results.has("pred_masks"):
41
- results.pred_masks = paste_masks_in_image(
42
- results.pred_masks[:, 0, :, :], # N, 1, M, M
43
- results.pred_boxes,
44
- results.image_size,
45
- threshold=mask_threshold,
46
- )
47
-
48
- if results.has("pred_keypoints"):
49
- results.pred_keypoints[:, :, 0] *= scale_x
50
- results.pred_keypoints[:, :, 1] *= scale_y
51
-
52
- return results
53
-
54
-
55
- def sem_seg_postprocess(result, img_size, output_height, output_width):
56
- """
57
- Return semantic segmentation predictions in the original resolution.
58
-
59
- The input images are often resized when entering semantic segmentor. Moreover, in same
60
- cases, they also padded inside segmentor to be divisible by maximum network stride.
61
- As a result, we often need the predictions of the segmentor in a different
62
- resolution from its inputs.
63
-
64
- Args:
65
- result (Tensor): semantic segmentation prediction logits. A tensor of shape (C, H, W),
66
- where C is the number of classes, and H, W are the height and width of the prediction.
67
- img_size (tuple): image size that segmentor is taking as input.
68
- output_height, output_width: the desired output resolution.
69
-
70
- Returns:
71
- semantic segmentation prediction (Tensor): A tensor of the shape
72
- (C, output_height, output_width) that contains per-pixel soft predictions.
73
- """
74
- result = result[:, : img_size[0], : img_size[1]].expand(1, -1, -1, -1)
75
- result = F.interpolate(
76
- result, size=(output_height, output_width), mode="bilinear", align_corners=False
77
- )[0]
78
- return result
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
spaces/CVPR/Dual-Key_Backdoor_Attacks/datagen/detectron2/detectron2/modeling/roi_heads/mask_head.py DELETED
@@ -1,252 +0,0 @@
1
- # Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved
2
- from typing import List
3
- import fvcore.nn.weight_init as weight_init
4
- import torch
5
- from torch import nn
6
- from torch.nn import functional as F
7
-
8
- from detectron2.layers import Conv2d, ConvTranspose2d, ShapeSpec, cat, get_norm
9
- from detectron2.structures import Instances
10
- from detectron2.utils.events import get_event_storage
11
- from detectron2.utils.registry import Registry
12
-
13
- ROI_MASK_HEAD_REGISTRY = Registry("ROI_MASK_HEAD")
14
- ROI_MASK_HEAD_REGISTRY.__doc__ = """
15
- Registry for mask heads, which predicts instance masks given
16
- per-region features.
17
-
18
- The registered object will be called with `obj(cfg, input_shape)`.
19
- """
20
-
21
-
22
- def mask_rcnn_loss(pred_mask_logits, instances, vis_period=0):
23
- """
24
- Compute the mask prediction loss defined in the Mask R-CNN paper.
25
-
26
- Args:
27
- pred_mask_logits (Tensor): A tensor of shape (B, C, Hmask, Wmask) or (B, 1, Hmask, Wmask)
28
- for class-specific or class-agnostic, where B is the total number of predicted masks
29
- in all images, C is the number of foreground classes, and Hmask, Wmask are the height
30
- and width of the mask predictions. The values are logits.
31
- instances (list[Instances]): A list of N Instances, where N is the number of images
32
- in the batch. These instances are in 1:1
33
- correspondence with the pred_mask_logits. The ground-truth labels (class, box, mask,
34
- ...) associated with each instance are stored in fields.
35
- vis_period (int): the period (in steps) to dump visualization.
36
-
37
- Returns:
38
- mask_loss (Tensor): A scalar tensor containing the loss.
39
- """
40
- cls_agnostic_mask = pred_mask_logits.size(1) == 1
41
- total_num_masks = pred_mask_logits.size(0)
42
- mask_side_len = pred_mask_logits.size(2)
43
- assert pred_mask_logits.size(2) == pred_mask_logits.size(3), "Mask prediction must be square!"
44
-
45
- gt_classes = []
46
- gt_masks = []
47
- for instances_per_image in instances:
48
- if len(instances_per_image) == 0:
49
- continue
50
- if not cls_agnostic_mask:
51
- gt_classes_per_image = instances_per_image.gt_classes.to(dtype=torch.int64)
52
- gt_classes.append(gt_classes_per_image)
53
-
54
- gt_masks_per_image = instances_per_image.gt_masks.crop_and_resize(
55
- instances_per_image.proposal_boxes.tensor, mask_side_len
56
- ).to(device=pred_mask_logits.device)
57
- # A tensor of shape (N, M, M), N=#instances in the image; M=mask_side_len
58
- gt_masks.append(gt_masks_per_image)
59
-
60
- if len(gt_masks) == 0:
61
- return pred_mask_logits.sum() * 0
62
-
63
- gt_masks = cat(gt_masks, dim=0)
64
-
65
- if cls_agnostic_mask:
66
- pred_mask_logits = pred_mask_logits[:, 0]
67
- else:
68
- indices = torch.arange(total_num_masks)
69
- gt_classes = cat(gt_classes, dim=0)
70
- pred_mask_logits = pred_mask_logits[indices, gt_classes]
71
-
72
- if gt_masks.dtype == torch.bool:
73
- gt_masks_bool = gt_masks
74
- else:
75
- # Here we allow gt_masks to be float as well (depend on the implementation of rasterize())
76
- gt_masks_bool = gt_masks > 0.5
77
- gt_masks = gt_masks.to(dtype=torch.float32)
78
-
79
- # Log the training accuracy (using gt classes and 0.5 threshold)
80
- mask_incorrect = (pred_mask_logits > 0.0) != gt_masks_bool
81
- mask_accuracy = 1 - (mask_incorrect.sum().item() / max(mask_incorrect.numel(), 1.0))
82
- num_positive = gt_masks_bool.sum().item()
83
- false_positive = (mask_incorrect & ~gt_masks_bool).sum().item() / max(
84
- gt_masks_bool.numel() - num_positive, 1.0
85
- )
86
- false_negative = (mask_incorrect & gt_masks_bool).sum().item() / max(num_positive, 1.0)
87
-
88
- storage = get_event_storage()
89
- storage.put_scalar("mask_rcnn/accuracy", mask_accuracy)
90
- storage.put_scalar("mask_rcnn/false_positive", false_positive)
91
- storage.put_scalar("mask_rcnn/false_negative", false_negative)
92
- if vis_period > 0 and storage.iter % vis_period == 0:
93
- pred_masks = pred_mask_logits.sigmoid()
94
- vis_masks = torch.cat([pred_masks, gt_masks], axis=2)
95
- name = "Left: mask prediction; Right: mask GT"
96
- for idx, vis_mask in enumerate(vis_masks):
97
- vis_mask = torch.stack([vis_mask] * 3, axis=0)
98
- storage.put_image(name + f" ({idx})", vis_mask)
99
-
100
- mask_loss = F.binary_cross_entropy_with_logits(pred_mask_logits, gt_masks, reduction="mean")
101
- return mask_loss
102
-
103
-
104
- def mask_rcnn_inference(pred_mask_logits, pred_instances):
105
- """
106
- Convert pred_mask_logits to estimated foreground probability masks while also
107
- extracting only the masks for the predicted classes in pred_instances. For each
108
- predicted box, the mask of the same class is attached to the instance by adding a
109
- new "pred_masks" field to pred_instances.
110
-
111
- Args:
112
- pred_mask_logits (Tensor): A tensor of shape (B, C, Hmask, Wmask) or (B, 1, Hmask, Wmask)
113
- for class-specific or class-agnostic, where B is the total number of predicted masks
114
- in all images, C is the number of foreground classes, and Hmask, Wmask are the height
115
- and width of the mask predictions. The values are logits.
116
- pred_instances (list[Instances]): A list of N Instances, where N is the number of images
117
- in the batch. Each Instances must have field "pred_classes".
118
-
119
- Returns:
120
- None. pred_instances will contain an extra "pred_masks" field storing a mask of size (Hmask,
121
- Wmask) for predicted class. Note that the masks are returned as a soft (non-quantized)
122
- masks the resolution predicted by the network; post-processing steps, such as resizing
123
- the predicted masks to the original image resolution and/or binarizing them, is left
124
- to the caller.
125
- """
126
- cls_agnostic_mask = pred_mask_logits.size(1) == 1
127
-
128
- if cls_agnostic_mask:
129
- mask_probs_pred = pred_mask_logits.sigmoid()
130
- else:
131
- # Select masks corresponding to the predicted classes
132
- num_masks = pred_mask_logits.shape[0]
133
- class_pred = cat([i.pred_classes for i in pred_instances])
134
- indices = torch.arange(num_masks, device=class_pred.device)
135
- mask_probs_pred = pred_mask_logits[indices, class_pred][:, None].sigmoid()
136
- # mask_probs_pred.shape: (B, 1, Hmask, Wmask)
137
-
138
- num_boxes_per_image = [len(i) for i in pred_instances]
139
- mask_probs_pred = mask_probs_pred.split(num_boxes_per_image, dim=0)
140
-
141
- for prob, instances in zip(mask_probs_pred, pred_instances):
142
- instances.pred_masks = prob # (1, Hmask, Wmask)
143
-
144
-
145
- class BaseMaskRCNNHead(nn.Module):
146
- """
147
- Implement the basic Mask R-CNN losses and inference logic.
148
- """
149
-
150
- def __init__(self, cfg, input_shape):
151
- super().__init__()
152
- self.vis_period = cfg.VIS_PERIOD
153
-
154
- def forward(self, x, instances: List[Instances]):
155
- """
156
- Args:
157
- x: input region feature(s) provided by :class:`ROIHeads`.
158
- instances (list[Instances]): contains the boxes & labels corresponding
159
- to the input features.
160
- Exact format is up to its caller to decide.
161
- Typically, this is the foreground instances in training, with
162
- "proposal_boxes" field and other gt annotations.
163
- In inference, it contains boxes that are already predicted.
164
-
165
- Returns:
166
- A dict of losses in training. The predicted "instances" in inference.
167
- """
168
- x = self.layers(x)
169
- if self.training:
170
- return {"loss_mask": mask_rcnn_loss(x, instances, self.vis_period)}
171
- else:
172
- mask_rcnn_inference(x, instances)
173
- return instances
174
-
175
- def layers(self, x):
176
- """
177
- Neural network layers that makes predictions from input features.
178
- """
179
- raise NotImplementedError
180
-
181
-
182
- @ROI_MASK_HEAD_REGISTRY.register()
183
- class MaskRCNNConvUpsampleHead(BaseMaskRCNNHead):
184
- """
185
- A mask head with several conv layers, plus an upsample layer (with `ConvTranspose2d`).
186
- """
187
-
188
- def __init__(self, cfg, input_shape: ShapeSpec):
189
- """
190
- The following attributes are parsed from config:
191
- num_conv: the number of conv layers
192
- conv_dim: the dimension of the conv layers
193
- norm: normalization for the conv layers
194
- """
195
- super().__init__(cfg, input_shape)
196
-
197
- # fmt: off
198
- num_classes = cfg.MODEL.ROI_HEADS.NUM_CLASSES
199
- conv_dims = cfg.MODEL.ROI_MASK_HEAD.CONV_DIM
200
- self.norm = cfg.MODEL.ROI_MASK_HEAD.NORM
201
- num_conv = cfg.MODEL.ROI_MASK_HEAD.NUM_CONV
202
- input_channels = input_shape.channels
203
- cls_agnostic_mask = cfg.MODEL.ROI_MASK_HEAD.CLS_AGNOSTIC_MASK
204
- # fmt: on
205
-
206
- self.conv_norm_relus = []
207
-
208
- for k in range(num_conv):
209
- conv = Conv2d(
210
- input_channels if k == 0 else conv_dims,
211
- conv_dims,
212
- kernel_size=3,
213
- stride=1,
214
- padding=1,
215
- bias=not self.norm,
216
- norm=get_norm(self.norm, conv_dims),
217
- activation=F.relu,
218
- )
219
- self.add_module("mask_fcn{}".format(k + 1), conv)
220
- self.conv_norm_relus.append(conv)
221
-
222
- self.deconv = ConvTranspose2d(
223
- conv_dims if num_conv > 0 else input_channels,
224
- conv_dims,
225
- kernel_size=2,
226
- stride=2,
227
- padding=0,
228
- )
229
-
230
- num_mask_classes = 1 if cls_agnostic_mask else num_classes
231
- self.predictor = Conv2d(conv_dims, num_mask_classes, kernel_size=1, stride=1, padding=0)
232
-
233
- for layer in self.conv_norm_relus + [self.deconv]:
234
- weight_init.c2_msra_fill(layer)
235
- # use normal distribution initialization for mask prediction layer
236
- nn.init.normal_(self.predictor.weight, std=0.001)
237
- if self.predictor.bias is not None:
238
- nn.init.constant_(self.predictor.bias, 0)
239
-
240
- def layers(self, x):
241
- for layer in self.conv_norm_relus:
242
- x = layer(x)
243
- x = F.relu(self.deconv(x))
244
- return self.predictor(x)
245
-
246
-
247
- def build_mask_head(cfg, input_shape):
248
- """
249
- Build a mask head defined by `cfg.MODEL.ROI_MASK_HEAD.NAME`.
250
- """
251
- name = cfg.MODEL.ROI_MASK_HEAD.NAME
252
- return ROI_MASK_HEAD_REGISTRY.get(name)(cfg, input_shape)
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
spaces/CVPR/LIVE/pybind11/tests/test_eval.py DELETED
@@ -1,27 +0,0 @@
1
- # -*- coding: utf-8 -*-
2
- import os
3
-
4
- import pytest
5
-
6
- import env # noqa: F401
7
-
8
- from pybind11_tests import eval_ as m
9
-
10
-
11
- def test_evals(capture):
12
- with capture:
13
- assert m.test_eval_statements()
14
- assert capture == "Hello World!"
15
-
16
- assert m.test_eval()
17
- assert m.test_eval_single_statement()
18
-
19
- assert m.test_eval_failure()
20
-
21
-
22
- @pytest.mark.xfail("env.PYPY and not env.PY2", raises=RuntimeError)
23
- def test_eval_file():
24
- filename = os.path.join(os.path.dirname(__file__), "test_eval_call.py")
25
- assert m.test_eval_file(filename)
26
-
27
- assert m.test_eval_file_failure()
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
spaces/CVPR/LIVE/pydiffvg/image.py DELETED
@@ -1,22 +0,0 @@
1
- import numpy as np
2
- import skimage
3
- import skimage.io
4
- import os
5
-
6
- def imwrite(img, filename, gamma = 2.2, normalize = False):
7
- directory = os.path.dirname(filename)
8
- if directory != '' and not os.path.exists(directory):
9
- os.makedirs(directory)
10
-
11
- if not isinstance(img, np.ndarray):
12
- img = img.data.numpy()
13
- if normalize:
14
- img_rng = np.max(img) - np.min(img)
15
- if img_rng > 0:
16
- img = (img - np.min(img)) / img_rng
17
- img = np.clip(img, 0.0, 1.0)
18
- if img.ndim==2:
19
- #repeat along the third dimension
20
- img=np.expand_dims(img,2)
21
- img[:, :, :3] = np.power(img[:, :, :3], 1.0/gamma)
22
- skimage.io.imsave(filename, (img * 255).astype(np.uint8))
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
spaces/CVPR/LIVE/thrust/thrust/detail/cpp11_required.h DELETED
@@ -1,26 +0,0 @@
1
- /*
2
- * Copyright 2018 NVIDIA Corporation
3
- *
4
- * Licensed under the Apache License, Version 2.0 (the "License");
5
- * you may not use this file except in compliance with the License.
6
- * You may obtain a copy of the License at
7
- *
8
- * http://www.apache.org/licenses/LICENSE-2.0
9
- *
10
- * Unless required by applicable law or agreed to in writing, software
11
- * distributed under the License is distributed on an "AS IS" BASIS,
12
- * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
13
- * See the License for the specific language governing permissions and
14
- * limitations under the License.
15
- */
16
-
17
- #pragma once
18
-
19
- #include <thrust/detail/config/cpp_dialect.h>
20
-
21
- #ifndef THRUST_CPP11_REQUIRED_NO_ERROR
22
- # if THRUST_CPP_DIALECT < 2011
23
- # error C++11 is required for this Thrust feature; please upgrade your compiler or pass the appropriate -std=c++XX flag to it.
24
- # endif
25
- #endif
26
-
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
spaces/Clebersla/RVC_V2_Huggingface_Version/lib/infer_pack/modules.py DELETED
@@ -1,522 +0,0 @@
1
- import copy
2
- import math
3
- import numpy as np
4
- import scipy
5
- import torch
6
- from torch import nn
7
- from torch.nn import functional as F
8
-
9
- from torch.nn import Conv1d, ConvTranspose1d, AvgPool1d, Conv2d
10
- from torch.nn.utils import weight_norm, remove_weight_norm
11
-
12
- from lib.infer_pack import commons
13
- from lib.infer_pack.commons import init_weights, get_padding
14
- from lib.infer_pack.transforms import piecewise_rational_quadratic_transform
15
-
16
-
17
- LRELU_SLOPE = 0.1
18
-
19
-
20
- class LayerNorm(nn.Module):
21
- def __init__(self, channels, eps=1e-5):
22
- super().__init__()
23
- self.channels = channels
24
- self.eps = eps
25
-
26
- self.gamma = nn.Parameter(torch.ones(channels))
27
- self.beta = nn.Parameter(torch.zeros(channels))
28
-
29
- def forward(self, x):
30
- x = x.transpose(1, -1)
31
- x = F.layer_norm(x, (self.channels,), self.gamma, self.beta, self.eps)
32
- return x.transpose(1, -1)
33
-
34
-
35
- class ConvReluNorm(nn.Module):
36
- def __init__(
37
- self,
38
- in_channels,
39
- hidden_channels,
40
- out_channels,
41
- kernel_size,
42
- n_layers,
43
- p_dropout,
44
- ):
45
- super().__init__()
46
- self.in_channels = in_channels
47
- self.hidden_channels = hidden_channels
48
- self.out_channels = out_channels
49
- self.kernel_size = kernel_size
50
- self.n_layers = n_layers
51
- self.p_dropout = p_dropout
52
- assert n_layers > 1, "Number of layers should be larger than 0."
53
-
54
- self.conv_layers = nn.ModuleList()
55
- self.norm_layers = nn.ModuleList()
56
- self.conv_layers.append(
57
- nn.Conv1d(
58
- in_channels, hidden_channels, kernel_size, padding=kernel_size // 2
59
- )
60
- )
61
- self.norm_layers.append(LayerNorm(hidden_channels))
62
- self.relu_drop = nn.Sequential(nn.ReLU(), nn.Dropout(p_dropout))
63
- for _ in range(n_layers - 1):
64
- self.conv_layers.append(
65
- nn.Conv1d(
66
- hidden_channels,
67
- hidden_channels,
68
- kernel_size,
69
- padding=kernel_size // 2,
70
- )
71
- )
72
- self.norm_layers.append(LayerNorm(hidden_channels))
73
- self.proj = nn.Conv1d(hidden_channels, out_channels, 1)
74
- self.proj.weight.data.zero_()
75
- self.proj.bias.data.zero_()
76
-
77
- def forward(self, x, x_mask):
78
- x_org = x
79
- for i in range(self.n_layers):
80
- x = self.conv_layers[i](x * x_mask)
81
- x = self.norm_layers[i](x)
82
- x = self.relu_drop(x)
83
- x = x_org + self.proj(x)
84
- return x * x_mask
85
-
86
-
87
- class DDSConv(nn.Module):
88
- """
89
- Dialted and Depth-Separable Convolution
90
- """
91
-
92
- def __init__(self, channels, kernel_size, n_layers, p_dropout=0.0):
93
- super().__init__()
94
- self.channels = channels
95
- self.kernel_size = kernel_size
96
- self.n_layers = n_layers
97
- self.p_dropout = p_dropout
98
-
99
- self.drop = nn.Dropout(p_dropout)
100
- self.convs_sep = nn.ModuleList()
101
- self.convs_1x1 = nn.ModuleList()
102
- self.norms_1 = nn.ModuleList()
103
- self.norms_2 = nn.ModuleList()
104
- for i in range(n_layers):
105
- dilation = kernel_size**i
106
- padding = (kernel_size * dilation - dilation) // 2
107
- self.convs_sep.append(
108
- nn.Conv1d(
109
- channels,
110
- channels,
111
- kernel_size,
112
- groups=channels,
113
- dilation=dilation,
114
- padding=padding,
115
- )
116
- )
117
- self.convs_1x1.append(nn.Conv1d(channels, channels, 1))
118
- self.norms_1.append(LayerNorm(channels))
119
- self.norms_2.append(LayerNorm(channels))
120
-
121
- def forward(self, x, x_mask, g=None):
122
- if g is not None:
123
- x = x + g
124
- for i in range(self.n_layers):
125
- y = self.convs_sep[i](x * x_mask)
126
- y = self.norms_1[i](y)
127
- y = F.gelu(y)
128
- y = self.convs_1x1[i](y)
129
- y = self.norms_2[i](y)
130
- y = F.gelu(y)
131
- y = self.drop(y)
132
- x = x + y
133
- return x * x_mask
134
-
135
-
136
- class WN(torch.nn.Module):
137
- def __init__(
138
- self,
139
- hidden_channels,
140
- kernel_size,
141
- dilation_rate,
142
- n_layers,
143
- gin_channels=0,
144
- p_dropout=0,
145
- ):
146
- super(WN, self).__init__()
147
- assert kernel_size % 2 == 1
148
- self.hidden_channels = hidden_channels
149
- self.kernel_size = (kernel_size,)
150
- self.dilation_rate = dilation_rate
151
- self.n_layers = n_layers
152
- self.gin_channels = gin_channels
153
- self.p_dropout = p_dropout
154
-
155
- self.in_layers = torch.nn.ModuleList()
156
- self.res_skip_layers = torch.nn.ModuleList()
157
- self.drop = nn.Dropout(p_dropout)
158
-
159
- if gin_channels != 0:
160
- cond_layer = torch.nn.Conv1d(
161
- gin_channels, 2 * hidden_channels * n_layers, 1
162
- )
163
- self.cond_layer = torch.nn.utils.weight_norm(cond_layer, name="weight")
164
-
165
- for i in range(n_layers):
166
- dilation = dilation_rate**i
167
- padding = int((kernel_size * dilation - dilation) / 2)
168
- in_layer = torch.nn.Conv1d(
169
- hidden_channels,
170
- 2 * hidden_channels,
171
- kernel_size,
172
- dilation=dilation,
173
- padding=padding,
174
- )
175
- in_layer = torch.nn.utils.weight_norm(in_layer, name="weight")
176
- self.in_layers.append(in_layer)
177
-
178
- # last one is not necessary
179
- if i < n_layers - 1:
180
- res_skip_channels = 2 * hidden_channels
181
- else:
182
- res_skip_channels = hidden_channels
183
-
184
- res_skip_layer = torch.nn.Conv1d(hidden_channels, res_skip_channels, 1)
185
- res_skip_layer = torch.nn.utils.weight_norm(res_skip_layer, name="weight")
186
- self.res_skip_layers.append(res_skip_layer)
187
-
188
- def forward(self, x, x_mask, g=None, **kwargs):
189
- output = torch.zeros_like(x)
190
- n_channels_tensor = torch.IntTensor([self.hidden_channels])
191
-
192
- if g is not None:
193
- g = self.cond_layer(g)
194
-
195
- for i in range(self.n_layers):
196
- x_in = self.in_layers[i](x)
197
- if g is not None:
198
- cond_offset = i * 2 * self.hidden_channels
199
- g_l = g[:, cond_offset : cond_offset + 2 * self.hidden_channels, :]
200
- else:
201
- g_l = torch.zeros_like(x_in)
202
-
203
- acts = commons.fused_add_tanh_sigmoid_multiply(x_in, g_l, n_channels_tensor)
204
- acts = self.drop(acts)
205
-
206
- res_skip_acts = self.res_skip_layers[i](acts)
207
- if i < self.n_layers - 1:
208
- res_acts = res_skip_acts[:, : self.hidden_channels, :]
209
- x = (x + res_acts) * x_mask
210
- output = output + res_skip_acts[:, self.hidden_channels :, :]
211
- else:
212
- output = output + res_skip_acts
213
- return output * x_mask
214
-
215
- def remove_weight_norm(self):
216
- if self.gin_channels != 0:
217
- torch.nn.utils.remove_weight_norm(self.cond_layer)
218
- for l in self.in_layers:
219
- torch.nn.utils.remove_weight_norm(l)
220
- for l in self.res_skip_layers:
221
- torch.nn.utils.remove_weight_norm(l)
222
-
223
-
224
- class ResBlock1(torch.nn.Module):
225
- def __init__(self, channels, kernel_size=3, dilation=(1, 3, 5)):
226
- super(ResBlock1, self).__init__()
227
- self.convs1 = nn.ModuleList(
228
- [
229
- weight_norm(
230
- Conv1d(
231
- channels,
232
- channels,
233
- kernel_size,
234
- 1,
235
- dilation=dilation[0],
236
- padding=get_padding(kernel_size, dilation[0]),
237
- )
238
- ),
239
- weight_norm(
240
- Conv1d(
241
- channels,
242
- channels,
243
- kernel_size,
244
- 1,
245
- dilation=dilation[1],
246
- padding=get_padding(kernel_size, dilation[1]),
247
- )
248
- ),
249
- weight_norm(
250
- Conv1d(
251
- channels,
252
- channels,
253
- kernel_size,
254
- 1,
255
- dilation=dilation[2],
256
- padding=get_padding(kernel_size, dilation[2]),
257
- )
258
- ),
259
- ]
260
- )
261
- self.convs1.apply(init_weights)
262
-
263
- self.convs2 = nn.ModuleList(
264
- [
265
- weight_norm(
266
- Conv1d(
267
- channels,
268
- channels,
269
- kernel_size,
270
- 1,
271
- dilation=1,
272
- padding=get_padding(kernel_size, 1),
273
- )
274
- ),
275
- weight_norm(
276
- Conv1d(
277
- channels,
278
- channels,
279
- kernel_size,
280
- 1,
281
- dilation=1,
282
- padding=get_padding(kernel_size, 1),
283
- )
284
- ),
285
- weight_norm(
286
- Conv1d(
287
- channels,
288
- channels,
289
- kernel_size,
290
- 1,
291
- dilation=1,
292
- padding=get_padding(kernel_size, 1),
293
- )
294
- ),
295
- ]
296
- )
297
- self.convs2.apply(init_weights)
298
-
299
- def forward(self, x, x_mask=None):
300
- for c1, c2 in zip(self.convs1, self.convs2):
301
- xt = F.leaky_relu(x, LRELU_SLOPE)
302
- if x_mask is not None:
303
- xt = xt * x_mask
304
- xt = c1(xt)
305
- xt = F.leaky_relu(xt, LRELU_SLOPE)
306
- if x_mask is not None:
307
- xt = xt * x_mask
308
- xt = c2(xt)
309
- x = xt + x
310
- if x_mask is not None:
311
- x = x * x_mask
312
- return x
313
-
314
- def remove_weight_norm(self):
315
- for l in self.convs1:
316
- remove_weight_norm(l)
317
- for l in self.convs2:
318
- remove_weight_norm(l)
319
-
320
-
321
- class ResBlock2(torch.nn.Module):
322
- def __init__(self, channels, kernel_size=3, dilation=(1, 3)):
323
- super(ResBlock2, self).__init__()
324
- self.convs = nn.ModuleList(
325
- [
326
- weight_norm(
327
- Conv1d(
328
- channels,
329
- channels,
330
- kernel_size,
331
- 1,
332
- dilation=dilation[0],
333
- padding=get_padding(kernel_size, dilation[0]),
334
- )
335
- ),
336
- weight_norm(
337
- Conv1d(
338
- channels,
339
- channels,
340
- kernel_size,
341
- 1,
342
- dilation=dilation[1],
343
- padding=get_padding(kernel_size, dilation[1]),
344
- )
345
- ),
346
- ]
347
- )
348
- self.convs.apply(init_weights)
349
-
350
- def forward(self, x, x_mask=None):
351
- for c in self.convs:
352
- xt = F.leaky_relu(x, LRELU_SLOPE)
353
- if x_mask is not None:
354
- xt = xt * x_mask
355
- xt = c(xt)
356
- x = xt + x
357
- if x_mask is not None:
358
- x = x * x_mask
359
- return x
360
-
361
- def remove_weight_norm(self):
362
- for l in self.convs:
363
- remove_weight_norm(l)
364
-
365
-
366
- class Log(nn.Module):
367
- def forward(self, x, x_mask, reverse=False, **kwargs):
368
- if not reverse:
369
- y = torch.log(torch.clamp_min(x, 1e-5)) * x_mask
370
- logdet = torch.sum(-y, [1, 2])
371
- return y, logdet
372
- else:
373
- x = torch.exp(x) * x_mask
374
- return x
375
-
376
-
377
- class Flip(nn.Module):
378
- def forward(self, x, *args, reverse=False, **kwargs):
379
- x = torch.flip(x, [1])
380
- if not reverse:
381
- logdet = torch.zeros(x.size(0)).to(dtype=x.dtype, device=x.device)
382
- return x, logdet
383
- else:
384
- return x
385
-
386
-
387
- class ElementwiseAffine(nn.Module):
388
- def __init__(self, channels):
389
- super().__init__()
390
- self.channels = channels
391
- self.m = nn.Parameter(torch.zeros(channels, 1))
392
- self.logs = nn.Parameter(torch.zeros(channels, 1))
393
-
394
- def forward(self, x, x_mask, reverse=False, **kwargs):
395
- if not reverse:
396
- y = self.m + torch.exp(self.logs) * x
397
- y = y * x_mask
398
- logdet = torch.sum(self.logs * x_mask, [1, 2])
399
- return y, logdet
400
- else:
401
- x = (x - self.m) * torch.exp(-self.logs) * x_mask
402
- return x
403
-
404
-
405
- class ResidualCouplingLayer(nn.Module):
406
- def __init__(
407
- self,
408
- channels,
409
- hidden_channels,
410
- kernel_size,
411
- dilation_rate,
412
- n_layers,
413
- p_dropout=0,
414
- gin_channels=0,
415
- mean_only=False,
416
- ):
417
- assert channels % 2 == 0, "channels should be divisible by 2"
418
- super().__init__()
419
- self.channels = channels
420
- self.hidden_channels = hidden_channels
421
- self.kernel_size = kernel_size
422
- self.dilation_rate = dilation_rate
423
- self.n_layers = n_layers
424
- self.half_channels = channels // 2
425
- self.mean_only = mean_only
426
-
427
- self.pre = nn.Conv1d(self.half_channels, hidden_channels, 1)
428
- self.enc = WN(
429
- hidden_channels,
430
- kernel_size,
431
- dilation_rate,
432
- n_layers,
433
- p_dropout=p_dropout,
434
- gin_channels=gin_channels,
435
- )
436
- self.post = nn.Conv1d(hidden_channels, self.half_channels * (2 - mean_only), 1)
437
- self.post.weight.data.zero_()
438
- self.post.bias.data.zero_()
439
-
440
- def forward(self, x, x_mask, g=None, reverse=False):
441
- x0, x1 = torch.split(x, [self.half_channels] * 2, 1)
442
- h = self.pre(x0) * x_mask
443
- h = self.enc(h, x_mask, g=g)
444
- stats = self.post(h) * x_mask
445
- if not self.mean_only:
446
- m, logs = torch.split(stats, [self.half_channels] * 2, 1)
447
- else:
448
- m = stats
449
- logs = torch.zeros_like(m)
450
-
451
- if not reverse:
452
- x1 = m + x1 * torch.exp(logs) * x_mask
453
- x = torch.cat([x0, x1], 1)
454
- logdet = torch.sum(logs, [1, 2])
455
- return x, logdet
456
- else:
457
- x1 = (x1 - m) * torch.exp(-logs) * x_mask
458
- x = torch.cat([x0, x1], 1)
459
- return x
460
-
461
- def remove_weight_norm(self):
462
- self.enc.remove_weight_norm()
463
-
464
-
465
- class ConvFlow(nn.Module):
466
- def __init__(
467
- self,
468
- in_channels,
469
- filter_channels,
470
- kernel_size,
471
- n_layers,
472
- num_bins=10,
473
- tail_bound=5.0,
474
- ):
475
- super().__init__()
476
- self.in_channels = in_channels
477
- self.filter_channels = filter_channels
478
- self.kernel_size = kernel_size
479
- self.n_layers = n_layers
480
- self.num_bins = num_bins
481
- self.tail_bound = tail_bound
482
- self.half_channels = in_channels // 2
483
-
484
- self.pre = nn.Conv1d(self.half_channels, filter_channels, 1)
485
- self.convs = DDSConv(filter_channels, kernel_size, n_layers, p_dropout=0.0)
486
- self.proj = nn.Conv1d(
487
- filter_channels, self.half_channels * (num_bins * 3 - 1), 1
488
- )
489
- self.proj.weight.data.zero_()
490
- self.proj.bias.data.zero_()
491
-
492
- def forward(self, x, x_mask, g=None, reverse=False):
493
- x0, x1 = torch.split(x, [self.half_channels] * 2, 1)
494
- h = self.pre(x0)
495
- h = self.convs(h, x_mask, g=g)
496
- h = self.proj(h) * x_mask
497
-
498
- b, c, t = x0.shape
499
- h = h.reshape(b, c, -1, t).permute(0, 1, 3, 2) # [b, cx?, t] -> [b, c, t, ?]
500
-
501
- unnormalized_widths = h[..., : self.num_bins] / math.sqrt(self.filter_channels)
502
- unnormalized_heights = h[..., self.num_bins : 2 * self.num_bins] / math.sqrt(
503
- self.filter_channels
504
- )
505
- unnormalized_derivatives = h[..., 2 * self.num_bins :]
506
-
507
- x1, logabsdet = piecewise_rational_quadratic_transform(
508
- x1,
509
- unnormalized_widths,
510
- unnormalized_heights,
511
- unnormalized_derivatives,
512
- inverse=reverse,
513
- tails="linear",
514
- tail_bound=self.tail_bound,
515
- )
516
-
517
- x = torch.cat([x0, x1], 1) * x_mask
518
- logdet = torch.sum(logabsdet * x_mask, [1, 2])
519
- if not reverse:
520
- return x, logdet
521
- else:
522
- return x