sru | Training RNNs as Fast as CNNs (https://arxivorg/abs/170902755) | Machine Learning library

 by   asappresearch Python Version: v2.7.0-rc1 License: MIT

kandi X-RAY | sru Summary

kandi X-RAY | sru Summary

sru is a Python library typically used in Artificial Intelligence, Machine Learning, Deep Learning, Pytorch, Tensorflow, Keras, Neural Network applications. sru has no bugs, it has no vulnerabilities, it has build file available, it has a Permissive License and it has medium support. You can download it from GitHub.

SRU is a recurrent unit that can run over 10 times faster than cuDNN LSTM, without loss of accuracy tested on many tasks. Simple Recurrent Units for Highly Parallelizable Recurrence [paper]. When Attention Meets Fast Recurrence: Training Language Models with Reduced Compute [paper].
Support
    Quality
      Security
        License
          Reuse

            kandi-support Support

              sru has a medium active ecosystem.
              It has 2075 star(s) with 315 fork(s). There are 68 watchers for this library.
              OutlinedDot
              It had no major release in the last 12 months.
              There are 59 open issues and 68 have been closed. On average issues are closed in 151 days. There are 3 open pull requests and 0 closed requests.
              It has a neutral sentiment in the developer community.
              The latest version of sru is v2.7.0-rc1

            kandi-Quality Quality

              sru has 0 bugs and 90 code smells.

            kandi-Security Security

              sru has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.
              sru code analysis shows 0 unresolved vulnerabilities.
              There are 3 security hotspots that need review.

            kandi-License License

              sru 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

              sru releases are available to install and integrate.
              Build file is available. You can build the component from source.
              Installation instructions, examples and code snippets are available.

            Top functions reviewed by kandi - BETA

            kandi has reviewed sru and discovered the below as its top functions. This is intended to give you an instant insight into sru implemented functionality, and help decide if they suit your requirements.
            • Forward computation
            • Evaluate recurrence recurrence
            • Element - wise recurrence method
            • Evaluate the elementwise recurrence function
            • Embed the embedding
            • Calculate uniform weights
            • Weighted weighted average
            • Train model
            • Evaluate the model
            • Builds an embedding matrix
            • Reads the SST dataset
            • Read TREC dataset
            • Backward computation
            • Compute the F1 score between pred and truth
            • Get sru version
            • Splits the data into training and test sets
            • Loads a vocabulary from a file
            • Calculate the vocab
            • Benchmark GRU
            • Load data
            • Get the index of an answer
            • Create multiple batches of data
            • Perform an element - wise regularization
            • Benchmark the GRU GPU
            • BenchmarkSRU
            • Benchmark the SRU
            Get all kandi verified functions for this library.

            sru Key Features

            No Key Features are available at this moment for sru.

            sru Examples and Code Snippets

            train log
            Pythondot img1Lines of Code : 47dot img1License : Permissive (Apache-2.0)
            copy iconCopy
            --------------
            LSTM network
            
            [21:29:29.047] Epoch[1/3] Step[1/429] Train Minibatch Loss= 6.7037, Training Accuracy= 0.1484
            [21:29:32.328] Epoch[1/3] Step[100/429] Train Minibatch Loss= 0.1882, Training Accuracy= 0.9453
            [21:29:35.656] Epoch[1/3] Step[  
            SYNOPSIS
            Perldot img2Lines of Code : 33dot img2no licencesLicense : No License
            copy iconCopy
            # On the command line
            $ catmandu convert SRU --base http://www.unicat.be/sru --query data
            
            $ catmandu convert SRU --base http://www.unicat.be/sru --query data --recordSchema marcxml
            
            $ catmandu convert SRU --base http://www.unicat.be/sru --query data  
            scriptotek/marc,Reading records
            PHPdot img3Lines of Code : 21dot img3License : Permissive (MIT)
            copy iconCopy
            use Scriptotek\Marc\Collection;
            
            $collection = Collection::fromFile($someFileName);
            foreach ($collection as $record) {
                echo $record->getField('250')->getSubfield('a')->getData() . "\n";
            }
            
            $response = file_get_contents('http://lx2.loc.go  

            Community Discussions

            QUESTION

            Python [Errno 22] Invalid argument when copy a file from one folder to another
            Asked 2021-Mar-03 at 16:29

            I am using the files from a video tutorial. At the beginning, it starts to spread the files of input image data by copying them in various folders. The code works in the tutorial but I wonder why I get the following error:

            [Errno 22] Invalid argument: 'D:\Machine Learning\Deep Learning\SRU-deeplearning-workshop-master\catdogKaggle\train\cat.1.jpg'

            Here is the code. At first it creates the directories.(The catdogKaggle\train contains the input images):

            ...

            ANSWER

            Answered 2021-Mar-03 at 16:29

            You are on Windows which is why you need to escape the backslashes or use raw strings to store file paths, i.e.:

            Source https://stackoverflow.com/questions/66455391

            QUESTION

            How can I select a random user from a server?
            Asked 2021-Jan-12 at 11:00

            I'm using discord.js version 12, the problem is that the bot is only selecting 2 users out of the entire server (The author of the message and the bot) and I want it to be able to pick anybody from the server.

            Here's the code that I've tried:

            ...

            ANSWER

            Answered 2021-Jan-12 at 10:49
            client.on('message', msg=>{
              if(msg.content.toLowerCase() === "!sru"){
                const randomUser = msg.guild.members.cache.random();
               msg.channel.send(`${randomUser.user.username}#${randomUser.user.discriminator}`);
              }
            })
            

            Source https://stackoverflow.com/questions/65681416

            QUESTION

            Using setInterval or requestAnimationFrame for moving SVG circle on a path
            Asked 2020-Oct-09 at 12:57

            Hi all so I was working on an assignment and completely at the fault of my own I didn't see that my professor wanted me to use setInterval or requestAnimationFrame as part of the solution. Basically we have to create a circle on an SVG canvas, then when the user clicks a button it will make the circle follow a path infinitely. I got it working only to find out I did it wrong. I'm pretty new and bad at coding right now so any help would be appreciated. This is a link to the actual webpage that I had uploaded. http://obsidian.sru.edu/users/btw1004/CPSC337/hw06.html

            ...

            ANSWER

            Answered 2020-Oct-09 at 03:54

            You implementation is legit except it doesn't meet the requirement that requestAnimationFrame or setInterval API must be used.

            I'll go with requestAnimationFrame. Refer to the doc and example, requestAnimationFrame(step) takes as argument a step function. The key is to calculate and update, within the step() function, the (x, y) coordinates of the position of that yellow dot for each animation frame.

            Refresh our memory about the Parametric Equation of a Circle. x = r * cos(t); y = r * sin(t). In your case r = 200, and t the theta angle goes from 0 to 2π in 4 seconds.

            Here's the step(timestamp) function. It is passed the timestamp of current animation frame at each call.

            Source https://stackoverflow.com/questions/64273262

            QUESTION

            Fill new pandas df based off values in another df
            Asked 2020-May-29 at 10:38

            I am new here, so please don't be to hard on me! :)

            See picture below!

            I am trying to create a new dataframe (df['New_df']) based on the values in df['Datan'] so that df['New_df'] is equal to df['Datan'] on the rows where the string #SRU appears. If the string is not in df['Datan'], I want df['New_df'] to "keep" the value of the row above (where the #SRU string was included).

            See below df of what I am trying to do.

            ...

            ANSWER

            Answered 2020-May-29 at 10:32

            QUESTION

            Invalid JSON response error using JQuery DataTables with PHP & AJAX
            Asked 2020-Apr-16 at 17:54

            I'm working with DataTables for the first time, and I'm running into issues actually putting the data into the table. I believe I have matched the proper JSON format that DataTables calls for using the ajax option within, however I'm still receiving an "Invalid JSON Response" error on load.

            Here's my JS, I have it in a separate file called within the HTML page:

            ...

            ANSWER

            Answered 2020-Apr-16 at 17:42

            As mentioned in my comments, check the format that your PHP script output (it should be a valid json with all required fields your JS code expect), then change datatype value to 'json' value and add contentType in ...ajax.contentType field:

            Source https://stackoverflow.com/questions/61255122

            QUESTION

            Pandas return rows with matching substring to string
            Asked 2020-Feb-15 at 15:36

            I have a dataframe where i want to check for every row if one column of substring is contained in another column of string. If a character in Subposition column exists in the string of Position column, return True, other wise return False in the Check column. (L = left, R = Right , S = straight, U = u turn)

            ...

            ANSWER

            Answered 2020-Feb-15 at 15:36

            You can zip the 2 columns and check if the second row is in the first via a list comprehension which should be pretty fast:

            Source https://stackoverflow.com/questions/60240196

            QUESTION

            How can I access the infomation in the 'Dublin Core' namespace received from external XML?
            Asked 2019-Jul-19 at 14:45


            For the last day I struggled with some XML parsing in PHP. I use an external service to provide me with information about books based on an ISBN as search term via XML (A service provided by the German National Library which requires to include a private token in the request (This is not the cause of the problem, I've already checked that) -> https://www.dnb.de/EN/Professionell/Metadatendienste/Datenbezug/SRU/sru_node.html | And I have also checked that 'allow_url_fopen' is enabled in the php.ini).

            Now, my problem is that whatever method for XML parsing I use the necessary book information is not displayed and accesible for me to work with in the Simple XML Element Object (see the result of the second 'echo' from my code below in this screenshot). If I first pull the XML as a string, the information is visible and accesible (see the result of the first 'echo' from my code below in this screenshot). The goal would be to be able to access the information about the books based on their element names (dc:title, dc:creator, dc:publisher, dc:date, etc.) individually. In my current piece of code this is not possible as PHP will tell me: "Warning: main(): Node no longer exists" when running through the 'foreach' loop.

            I have already looked at several Stack Overflow posts about problems with namespaces in Simple XML Element Objects but I wasn't able to adapt the solutions proposed there for the problem I face here.
            I hope that somebody can help me with this and point me to a solution, so I can access the information in the 'dc' namespace of the XML.

            This is the very short and simple PHP-Code I have used so far:

            ...

            ANSWER

            Answered 2019-Jul-19 at 14:45

            Note: If the missing declarations are just a mistake in the question, this should be marked as a duplicate of Reference - how do I handle namespaces (tags and attributes with colon in) in SimpleXML?

            If the XML is actually as shown in the question, it is invalid - there are no declarations for the namespace prefixes dc and xsi. If you check your PHP logs, or turn on display_errors, you will see dozens of warnings every time the XML is parsed.

            To work around this broken XML, you could wrap the response in an extra root element that defines the namespaces, resulting in valid XML.

            Source https://stackoverflow.com/questions/57102062

            QUESTION

            If Statement for Error Checking is not working
            Asked 2019-May-30 at 15:35

            I need to do some error checking so a user knows they have missed some information before sending the form.

            I have a table which is controlled by a Data Validation list dropdown box. This box has numbers 1 to 15, and will show/hide rows associated to the number selected i.e. 3 selected, so rows 1 to 3 are displayed, 4 to 15 or hidden. What the error checking code is supposed to do is, check the list number selected, then check a cell in each row to see if it is empty or not, if empty display the error message, if not then do nothing. I need this error message to display for each row which is displayed and not for the hidden rows. I have a cell at the top of the page with tells the user how many errors they have, so I don't want the hidden rows adding to this count. I can get it working for numbers zero and 1, but for 2 to 15 it is not working. Code below only shows numbers 0 to 3, I can alter the code for the other rows once working.

            Correct outcome when nbr 3 is selected D63 is empty so error msg in A63, D64:65 not empty so no error msg

            Actual outcome when Nbr 3 is selected D63:65 are empty so A63:65 should display the error msg

            ...

            ANSWER

            Answered 2019-May-30 at 15:34

            Only one condition of your If...ElseIf...Else block will be met. Sounds like you want to check all conditions. Therefore, you'd need to rewrite to something like this:

            Source https://stackoverflow.com/questions/56380842

            QUESTION

            I have wrong number on pagination .... but my page work OK
            Asked 2019-May-06 at 18:58

            I'm currently learning Angular. I did create app in this language commercially. I did something wrong because I have bad number of pagination. Unfortunately, I do not know where I made a mistake. What should I improve in my code? Please help.

            My code:

            ...

            ANSWER

            Answered 2019-May-06 at 18:58

            You has a type error. Must be use (pageChange)="pageChange($event)" -you has wrote pageChange(page)-

            End of the response. But I suggest you subscribe to paramMap, so if some change the url in the navigator, your app works, see an e.g. in this stackblitz

            Some like

            Source https://stackoverflow.com/questions/56009528

            QUESTION

            How to cast base class to derived class using Entity Framework
            Asked 2019-Apr-15 at 00:49

            I'm trying to cast base object to derived class object using Entity Framework.

            I tried to use the copy constructor. The constructor itself does work, but the framework throw errors.

            Model classes:

            ...

            ANSWER

            Answered 2019-Apr-10 at 10:19

            val object you are trying to update is new object and it has the same key as one you retrieved from database. As key has to be unique, you can't track two objects with the same key. Try detaching old object first:

            Source https://stackoverflow.com/questions/55609807

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

            Vulnerabilities

            No vulnerabilities reported

            Install sru

            SRU can be installed as a regular package via python setup.py install or pip install .. Make sure this repo and CUDA library can be found by the system, e.g.

            Support

            Please read and follow the guidelines.
            Find more information at:

            Find, review, and download reusable Libraries, Code Snippets, Cloud APIs from over 650 million Knowledge Items

            Find more libraries

            Stay Updated

            Subscribe to our newsletter for trending solutions and developer bootcamps

            Agree to Sign up and Terms & Conditions

            Share this Page

            share link