pai | Resource scheduling and cluster management for AI | Machine Learning library

 by   microsoft JavaScript Version: v1.8.0 License: MIT

kandi X-RAY | pai Summary

kandi X-RAY | pai Summary

pai is a JavaScript library typically used in Artificial Intelligence, Machine Learning, Deep Learning, Pytorch applications. pai has no bugs, it has no vulnerabilities, it has a Permissive License and it has medium support. You can download it from GitHub.

With the release of v1.0, OpenPAI is switching to a more robust, more powerful and lightweight architecture. OpenPAI is also becoming more and more modular so that the platform can be easily customized and expanded to suit new needs. OpenPAI also provides many AI user-friendly features, making it easier for end users and administrators to complete daily AI tasks.

            kandi-support Support

              pai has a medium active ecosystem.
              It has 2502 star(s) with 536 fork(s). There are 106 watchers for this library.
              It had no major release in the last 12 months.
              There are 249 open issues and 1837 have been closed. On average issues are closed in 159 days. There are 32 open pull requests and 0 closed requests.
              It has a neutral sentiment in the developer community.
              The latest version of pai is v1.8.0

            kandi-Quality Quality

              pai has 0 bugs and 0 code smells.

            kandi-Security Security

              pai has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.
              pai code analysis shows 0 unresolved vulnerabilities.
              There are 0 security hotspots that need review.

            kandi-License License

              pai is licensed under the MIT License. This license is Permissive.
              Permissive licenses have the least restrictions, and you can use them in most projects.

            kandi-Reuse Reuse

              pai releases are available to install and integrate.
              Installation instructions are available. Examples and code snippets are not available.

            Top functions reviewed by kandi - BETA

            kandi has reviewed pai and discovered the below as its top functions. This is intended to give you an instant insight into pai implemented functionality, and help decide if they suit your requirements.
            • Postframework for database changes
            • Update framework request
            • Patch framework request .
            • Synchronize framework to notify framework requests .
            • Retry decorator .
            • Loads theme settings
            • Updates the required components from a job configuration object .
            • Waits for each framework
            • Confirm storage needs to be saved storage
            • Transfer a job to a bound job
            Get all kandi verified functions for this library.

            pai Key Features

            No Key Features are available at this moment for pai.

            pai Examples and Code Snippets

            No Code Snippets are available at this moment for pai.

            Community Discussions


            Perl 5.34.0 regular expression for word matching language Hebrew
            Asked 2022-Mar-24 at 21:09

            I am using Perl 5.34.0 and I want to find wether an input is only hebrew letters and some signs like the question mark, etc. Even though I found a solution with a lot of overhead, I would like to learn how to do it simpler with regular expression.

            This is my solution without regular expression.

            First I defined the Hebrew characters in a constant hash in a Perl module.



            Answered 2022-Mar-24 at 20:47

            You can use a relatively simple pattern match to do this.

            The interesting bit here is the \p{Hebrew}, which allows you to match every character with a specific Unicode property. The rest is just beginning ^ and end $ of string, and a quantifier + to say one or more.



            How do I translate the radio selection buttons?
            Asked 2022-Mar-22 at 18:13

            I am using the i18n language change, the issue is that in several of my forms I was able to do the translation, the problem is that when there is a radio button in I don't know how to translate the options




            Answered 2022-Mar-22 at 18:13

            You can work with the gettext_lazy(…) function [Django-doc] to work with lazy translatable strings:



            Scrapy doesn't print anything
            Asked 2022-Mar-18 at 17:23

            Can somebody help me by telling me what is the error in my code?

            I write "scrapy crawl provincia -o table_data_results.csv" in the cmd but the excel is empty. I think it isn't scraping anything.



            Answered 2022-Mar-15 at 07:11

            I found two problems

            1. xpath can't find table - print(len(table)) shows 0 - so I used different xpath



            How can I pass a variable between a parent and child process in C?
            Asked 2022-Mar-05 at 18:49

            My question is, how can I pass the X value between process, I don't wanna use a global variable for this.



            Answered 2022-Mar-05 at 00:15

            When you fork, you are creating a process that is an exact copy of the current process. It also copies data so you have access to the exact same things you have on the main process except the pid (the return of the call to fork()).

            So your x value is copied. If you change it in the child process it will not be changed in the parent process even if you are using global variables



            How can I filter twice the information in a table with Vanilla JS?
            Asked 2022-Feb-19 at 20:14

            I have a table of athletes that I want to filter by country and by gender. I am using two select but they both work separately. For example, if I want to see the athletes from Argentina, the select can filter but if I want to see the male athletes from Argentina, it shows the male athletes from all the countries that participated. I would like how I can integrate both filters.

            this is main.js



            Answered 2022-Feb-19 at 20:14

            You can call both your filter functions one after the other and you will get only items that pass both filters. However if you do this, you would have to add another option for "All countries" and another option for "All genders", otherwise you wont be able to filter just by country or just by gender once you filter by both.

            In paintCountries change this line



            Attribute 'targetNamespace' is not allowed to appear in element
            Asked 2022-Jan-19 at 15:51

            I wrote this XML file, plus the XSD, and I'm using XQuery to add information on a db in BaseX. I'm using Postman to do the POST requests, but when I run Postman it is giving me this error message:

            [validate:error] Validation failed: 1:242: cvc-complex-type.3.2.2: Attribute 'targetNamespace' is not allowed to appear in element 'Reservas'

            What is causing this error?




            Answered 2022-Jan-19 at 15:41

            Remove targetNamespace="" from the root element of your XML document.

            A targetNamespace attribute does not belong on the root element of an XML instance document; it belongs on the root element of an XSD root element.

            See also



            Showing data from a string on the localStorage and show it in a pop up out of the app
            Asked 2022-Jan-18 at 22:23

            I have been dealing with this particular situation. I have a form in which the user can put some data and save it. He can do that several times creating a record of similar items. The app creates a string with this data and saves it in the localStorage. The user is able to retrieve the data on a page created with an accordion system where he can see it separately just as he typed before. Now I need to get some data from the LocalStorage to show it in a page which is out of the DOM of the app.

            This is the js controller code where I want to show the data:



            Answered 2022-Jan-08 at 08:28

            I think the problem is in the object you call in html2canvas. I made a codesandbox where I use an accordion and capture the open element to render it on a canvas.

            The steps are:

            1. Get the panel that is open
            2. Get the panel dimensions to resize the canvas and clean the canvas
            3. Paint on the canvas
            4. Download image

            I leave below the most important function



            How to create a subset of a shp file, with all its properties
            Asked 2022-Jan-13 at 17:22

            I am new to programming in R and with .shp files.

            I am trying to take a subsample / subset of a .shp file that is so big, you can download this file from here: (select the year 2021 and then go ahead).

            I have tried several things but none of them work, neither is it worth passing it to sf because it would simply add one more column called geometry with the coordinates listed and that is not enough for me to put it later in the leaflet package.

            I have tried this here but it doesn't work for me:



            Answered 2022-Jan-13 at 17:22


            How to subsample a file of type SpatialPolygonsDataFrame in R without losing the properties of the shp file
            Asked 2022-Jan-13 at 13:35

            I'm new to programming in R and I want to make an interactive map from two files, one is a .shp that you can download from here: (just select 2021 year and go and its download), in which there are many polygons. And then I have a csv with store characterization data (it contains 2 LON and LAT fields).

            To start doing all this I would like to filter the .shp file for each different value in the NCA field (Ex: 1 map for Basque Country, another for Madrid, another for Barcelona ...).

            All this without losing the geometric properties since if I lose them then I can't represent them graphically (or maybe I can and I don't know, if so, let me know and I will be very grateful).

            He probado con el siguiente codigo:



            Answered 2022-Jan-13 at 13:35

            Ok! I guess I will do the all workflow!



            Draw area between 2 paths
            Asked 2022-Jan-09 at 16:36

            As the image shows,

            I have 2 plots in one chart. I want to fill the spaces between the red and green paths. I've tried using d3.area() but I can't figure it out how to properly use it.

            This is the code:



            Answered 2022-Jan-09 at 16:36

            Create a combined path with fill and no stroke:


            Community Discussions, Code Snippets contain sources that include Stack Exchange Network


            No vulnerabilities reported

            Install pai

            OpenPAI manages computing resources and is optimized for deep learning. Through docker technology, the computing hardware are decoupled with software, so that it's easy to run distributed jobs, switch with different deep learning frameworks, or run other kinds of jobs on consistent environments.
            Cluster users are the consumers of the cluster's computing resources. According to the deployment scenarios, cluster users could be researchers of Machine Learning and Deep Learning, data scientists, lab teachers, students and so on.
            Cluster administrators are the owners and maintainers of computing resources. The administrators are responsible for the deployment and availability of the cluster.


            We are working on a set of major features improvement and refactor, anyone who is familiar with the features is encouraged to join the design review and discussion in the corresponding issue ticket.
            Find more information at:

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