bort | Repository for the paper Optimal Subarchitecture | Natural Language Processing library

 by   alexa Python Version: Current License: Apache-2.0

kandi X-RAY | bort Summary

kandi X-RAY | bort Summary

bort is a Python library typically used in Artificial Intelligence, Natural Language Processing, Pytorch, Tensorflow, Bert, Neural Network, Transformer applications. bort has no bugs, it has no vulnerabilities, it has build file available, it has a Permissive License and it has low support. You can download it from GitHub.

Bort is an optimal subset of architectural parameters for the BERT architecture, extracted by applying a fully polynomial-time approximation scheme (FPTAS) for neural architecture search. Bort has an effective (that is, not counting the embedding layer) size of 5.5% the original BERT-large architecture, and 16% of the net size. It is also able to be pretrained in 288 GPU hours, which is 1.2% of the time required to pretrain the highest-performing BERT parametric architectural variant, RoBERTa-large. It is also 7.9x faster than BERT-base (20x faster than BERT/RoBERTa-large) on a CPU, and performs better than other compressed variants of the architecture, and some of the non-compressed variants; it obtains an average performance improvement of between 0.3% and 31%, relative, with respect to BERT-large on multiple public natural language understanding (NLU) benchmarks.
Support
    Quality
      Security
        License
          Reuse

            kandi-support Support

              bort has a low active ecosystem.
              It has 432 star(s) with 34 fork(s). There are 14 watchers for this library.
              OutlinedDot
              It had no major release in the last 6 months.
              There are 2 open issues and 9 have been closed. On average issues are closed in 1 days. There are no pull requests.
              It has a neutral sentiment in the developer community.
              The latest version of bort is current.

            kandi-Quality Quality

              bort has 0 bugs and 0 code smells.

            kandi-Security Security

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

            kandi-License License

              bort is licensed under the Apache-2.0 License. This license is Permissive.
              Permissive licenses have the least restrictions, and you can use them in most projects.

            kandi-Reuse Reuse

              bort releases are not available. You will need to build from source code and install.
              Build file is available. You can build the component from source.
              Installation instructions are not available. Examples and code snippets are available.
              bort saves you 1572 person hours of effort in developing the same functionality from scratch.
              It has 3497 lines of code, 224 functions and 17 files.
              It has medium code complexity. Code complexity directly impacts maintainability of the code.

            Top functions reviewed by kandi - BETA

            kandi has reviewed bort and discovered the below as its top functions. This is intended to give you an instant insight into bort implemented functionality, and help decide if they suit your requirements.
            • Train a trainer
            • Evaluate the model
            • Generate a dictionary of ReCoRD hashes
            • Get RACE dataset
            • Creates training instances
            • Create tokens from a document
            • Convert a list of instances to a numpy array
            • Print example
            • Return argument parser
            • Preprocess training data
            • Return the training dataset
            • Loads the trained model
            • Reads all samples from the dataset
            • Get a teacher model loss
            • Calculate similarity between two sequences
            • Load model loss
            • Convert examples to features
            • Download data
            • Generate validation set
            • Create training instances
            • Download data from the repository
            • Setup the logger
            • Reads the RACE file
            • List of test cases
            • Returns a list of matching datasets
            • Return a test dataset
            • Returns dev and dev
            Get all kandi verified functions for this library.

            bort Key Features

            No Key Features are available at this moment for bort.

            bort Examples and Code Snippets

            No Code Snippets are available at this moment for bort.

            Community Discussions

            QUESTION

            Troubleshooting weird artifact
            Asked 2022-Mar-18 at 05:21

            I've been staring at this for 90 minutes now - and I just can't figure it out.

            Why is the 3rd element in the sub-menu of "Other" different than all the others? All elements works as intended in the sub-menu of "Info".

            ...

            ANSWER

            Answered 2022-Mar-18 at 05:21

            QUESTION

            How do I send send-keys command to vim dialog?
            Asked 2022-Jan-24 at 06:30

            I am trying to refresh a tmux buffer containing vim from another tmux pane in another session:

            nnoremap :execute "tmux send-keys -t test:.left :e Enter e"

            The problem is I get the prompt to [O]pen Read-Only, (E)dit anyway, (R)ecover, (Q)uit, (A)bort: and the e at the end of the command above is ignored.

            ...

            ANSWER

            Answered 2022-Jan-24 at 06:30

            OK, had to insert a delay in there. Used a function:

            Source https://stackoverflow.com/questions/70829590

            QUESTION

            Removing elements from an array in Java
            Asked 2021-Dec-09 at 00:09
            public void removeElement( String candidate ) {
                
                // hitta elementet som ska tas bort och placera det sist i arrayen
                for( int i = 0; i < carRegister.length; i++ ) {
                    String s = carRegister[i];
                    if( s.equals( candidate ) ) {
                        // byt plats med sista elementet
                        String temp = carRegister[carRegister.length-1];
                        carRegister[carRegister.length-1] = s;
                        carRegister[i] = temp;
                    }           
                }
                
                
                // Ta bort elementet genom att kopiera över alla utom sista elementet till en ny array
                String[] tempArray = new String[carRegister.length-1];
                for( int i = 0 ; i < carRegister.length-1; i++ ) {
                    tempArray[i] = carRegister[i];
                }
                
                // den nya arrayen tilldelas arrayen carRegister
                carRegister = tempArray;
            }
            
            ...

            ANSWER

            Answered 2021-Dec-09 at 00:09

            Why not create a variable to store whether you have found the candidate or not? Then, if the variable says that you have not found it, the second loop can be avoided. For example,

            Source https://stackoverflow.com/questions/70283147

            QUESTION

            How can I abort a receive statement in the Erlang shell (erl) without aborting erl?
            Asked 2021-Nov-22 at 00:51

            The following makes erl hang:

            ...

            ANSWER

            Answered 2021-Nov-22 at 00:51

            The answer is in parentheses right above your shell prompt:

            Source https://stackoverflow.com/questions/70059682

            QUESTION

            How to delete item to list in react?
            Asked 2021-Nov-20 at 22:30

            Also added a delete button but its not working, it says "Cannot read properties of undefined (reading 'deleteItem')" What am I doing wrong here?

            ...

            ANSWER

            Answered 2021-Nov-20 at 21:45

            You had a few misnamed variables. When adding items to this.state.items you were referencing an undeclared newItems variable when it should have been the items variable declared locally.

            Additionally, the ListItem component was trying to save the passed props into a local class variable. Saving props locally is an anti-pattern in React, just render directly from the passed props values. ListItem also was not providing a render lifecycle method to return anything to render to the UI.

            Source https://stackoverflow.com/questions/70049912

            QUESTION

            Type error: Type 'string[]' cannot be used as an index type
            Asked 2021-Nov-01 at 18:54

            What is wrong here:

            ...

            ANSWER

            Answered 2021-Nov-01 at 18:54

            It's because context.params?.organizationId which is "7181fdc7-a58e-45b1-a377-a21e4c62442c" is lower case and the organizationList2 keys are upper case

            just do

            Source https://stackoverflow.com/questions/69801354

            QUESTION

            WPF, ComboBox, Show candidates on type, but not auto-complete?
            Asked 2021-Aug-21 at 09:13

            Is it possible to make the WPF ComboBox to show candidates below like how Google suggestion works, but NOT auto-complete the rest of the text on the input field?

            For example, if I type "b", in the WPF code at the bottom, I get this.

            But this causes some problems with Asian language IME's that use text composition. Also, this does not show all other candidates that start with "b". Instead, can I make WPF ComboBox show like this, and let users select the candidate with arrow keys and tab, just like most IDE text editors?

            ...

            ANSWER

            Answered 2021-Aug-21 at 09:13

            It is possible to implement filtering of items of the ItemsSource collection depending on the entered text.
            But, in my opinion, it is impossible to change the automatic selection of the first suitable one - this behavior is nested in the ComboBox logic.
            And it is impossible to distinguish user input from the text of the first element. Because of this, filtering is also impossible to configure correctly.
            Without changing the ComboBox template or replacing it with your own custom element, in my opinion, it will not be possible to implement this.

            An example of an Expander-based implementation:

            First of all, never populate a ComboBox, ListBox (and other ItemsControl) with a UI Item.
            Create an observable collection and pass it to the ItemsSource.

            Second, get a representation of this collection and set in its Filter property your handler method for filtering elements.
            It should compare the elements of the collection passed to the ItemsSource with the Text value, which specifies the filter template.
            If Text is empty (string.IsNullOrWhiteSpace (Text) = true), then the filter should skip all elements.

            Third, when the Text changes, call Refrech on the collection view.

            Source https://stackoverflow.com/questions/68865184

            QUESTION

            Why is Firebase Query [ ] despite async/await?
            Asked 2021-Aug-04 at 14:35

            I'm still struggling to understand how to extract values from a Firestore Query and put them into a global variable. I (now) understand that the asynchronous nature means that code isn't executed in the order that it is written. But, why is user still undefined in the following code block despite the await keyword inside of an async function? I understand (based on this question) that await should be applied only up to get(), otherwise there may not be values to iterate over.

            My question is similar to this, but I run into the same issue as the comment and it looks like the question was never marked as answered. It is also similar to this, but pushing all gets to a Promise and then resolving that promise still didn't assign the data to a variable. It just printed an empty array.

            I can print the variable, so my question is about assignment, I think. This function is a handler for an Intent in DialogFlow. I strongly prefer to have the data available outside of the call to the db. Adding to agent responses in a call to firestore doesn't always add the text to the agent, so I'd like to avoid that.

            ...

            ANSWER

            Answered 2021-Aug-04 at 13:28
            Have you checked what the correct answer is?

            Please clarify whether you mean undefined as you say in the title, or empty array as you say in the text.

            Your code looks correct to me. I would not expect the output of console.log(user) to be undefined. However, an empty list [ ] would be a perfectly reasonable answer.

            Perhaps there is nobody in that collection with that username and password?

            Have you tried removing the condition of equality of username and password? That should get you an element of the collection, if it is not entirely empty.

            Source https://stackoverflow.com/questions/68652057

            QUESTION

            Nested Columns height issue Bootstrap 5
            Asked 2021-Jun-18 at 01:12

            I am having issues with the height of my nested columns. I want the columns to be equal height both on big screens and on small screens. But at the moment the size is perfect at the biggest and smallest viewports but not at the medium viewports. Please see examples in codepen: Example of how I would like the columns to behave: https://codepen.io/marawa/pen/rNyRLyZ

            Example of how they behave at the moment (check responsiveness on example): https://codepen.io/marawa/pen/xxqBOde [

            ...

            ANSWER

            Answered 2021-Jun-18 at 01:12

            In Bootstrap, the columns are normally the same height, but on your right-hand column, you have a row, which will only expand to the height of its children unless you tell it different (add h-100).

            Adding h-100 to the row will make the two col-12 columns fill the column space equally.

            Source https://stackoverflow.com/questions/68027287

            QUESTION

            Long loading time (dash table without all dropdowns fields display)
            Asked 2021-Apr-29 at 20:00

            It take a long time to load my dash table and not all the dropdowns are available.

            Messages on the execution :

            ...

            ANSWER

            Answered 2021-Apr-29 at 19:59

            The trick to charge all the dropdowns option was to add the following code in dash_table.DataTable() :

            css=[{"selector": ".Select-menu-outer", "rule": "display: block !important"}],

            My page still take a long time to charge but has all the labels inside my dropdowns !

            Source https://stackoverflow.com/questions/67290219

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

            Vulnerabilities

            No vulnerabilities reported

            Install bort

            You can download it from GitHub.
            You can use bort like any standard Python library. You will need to make sure that you have a development environment consisting of a Python distribution including header files, a compiler, pip, and git installed. Make sure that your pip, setuptools, and wheel are up to date. When using pip it is generally recommended to install packages in a virtual environment to avoid changes to the system.

            Support

            Bort requires a rather unusual environment to run. For this reason, most of the problems regarding runtime can be fixed by installing the requirements from the requirements.txt file. Also make sure to have reinstalled Horovod as outlined above.
            Find more information at:

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

            Find more libraries
            CLONE
          • HTTPS

            https://github.com/alexa/bort.git

          • CLI

            gh repo clone alexa/bort

          • sshUrl

            git@github.com:alexa/bort.git

          • Stay Updated

            Subscribe to our newsletter for trending solutions and developer bootcamps

            Agree to Sign up and Terms & Conditions

            Share this Page

            share link