TUPE | Untied Positional Encoding | Natural Language Processing library

 by   guolinke Python Version: Current License: MIT

kandi X-RAY | TUPE Summary

kandi X-RAY | TUPE Summary

TUPE is a Python library typically used in Artificial Intelligence, Natural Language Processing, Deep Learning, Pytorch, Tensorflow, Bert, Neural Network, Transformer applications. TUPE 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.

This repo is to demonstrate TUPE (Transformer with Untied Positional Encoding). The algorithm details could be found in our paper. TUPE can outperform other baselines on GLUE benchmark by a large margin. In particular, it can achieve a higher score than baselines while only using 30% pre-training computational costs. Due to limited computational resources, we use the most widely-used pre-training model, BERT-Base, for verification. However, please note that our method could be used for larger (and better) Transformer-based models, like RoBERTa, ELECTRA and UniLM, and further improve them. Besides, since the modification is simple and easy, you can easily apply TUPE in your models.
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            kandi-support Support

              TUPE has a low active ecosystem.
              It has 238 star(s) with 25 fork(s). There are 6 watchers for this library.
              OutlinedDot
              It had no major release in the last 6 months.
              There are 10 open issues and 9 have been closed. On average issues are closed in 4 days. There are 1 open pull requests and 0 closed requests.
              It has a neutral sentiment in the developer community.
              The latest version of TUPE is current.

            kandi-Quality Quality

              TUPE has 0 bugs and 0 code smells.

            kandi-Security Security

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

            kandi-License License

              TUPE 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

              TUPE 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, examples and code snippets are available.

            Top functions reviewed by kandi - BETA

            kandi has reviewed TUPE and discovered the below as its top functions. This is intended to give you an instant insight into TUPE implemented functionality, and help decide if they suit your requirements.
            • Main entry point
            • Validate the dataset
            • Transform wikitext into wikitext
            • Process a XML dump file
            • Clean up text
            • Extract magic words
            • Performs a single step
            • Calculate the approximate square root of the matrix
            • Forward computation
            • Layer norm
            • Generate tokenizer
            • Forward encoder
            • Find balanced balanced anchors
            • Perform forward attention
            • Performs a sharp switch
            • Configure a registry
            • Generate a list of all gather objects
            • Reduce process to output queue
            • Validate dataset
            • Forward the input tensor
            • Generate a sentence pair
            • Generate the stochastics
            • Compute token representation
            • Save checkpoint
            • Generate light gradient
            • Perform a forward projection
            • Process the XML dump
            • Generate light curve
            Get all kandi verified functions for this library.

            TUPE Key Features

            No Key Features are available at this moment for TUPE.

            TUPE Examples and Code Snippets

            No Code Snippets are available at this moment for TUPE.

            Community Discussions

            QUESTION

            What is the Unit type?
            Asked 2022-Feb-03 at 21:48

            Normally in Haskell, tuples of length one aren't allowed (AFAIK). However, when messing with Template Haskell, I got this:

            ...

            ANSWER

            Answered 2022-Feb-03 at 21:48

            There's a Unit type defined in GHC.Tuple.

            Quoting the source:

            Source https://stackoverflow.com/questions/70978189

            QUESTION

            Is it possbile to make heart shaped input html button/element?
            Asked 2021-Sep-16 at 12:55

            Is it possible to customise regular ?Lets say i want it to be heart shape input element, and that heart changes color when its selected.

            I was looking at this 2 articles, first documentation on MDN and i didnt see anything that can help me. Is there something I am missing is this even possbile?

            ...

            ANSWER

            Answered 2021-Sep-16 at 12:55

            hide the checkbox itself with input { display none; }. Then add the heart either as SVG or as HTML/Unicode within the label. YOu can use input:checked ~ label as selector to add changes within CSS.

            Source https://stackoverflow.com/questions/69208325

            QUESTION

            how to implement createAsyncThunk
            Asked 2021-Jul-01 at 04:34

            I am trying to move the asynchronous Axios POST request logic from my registration component into a thunk via the createAsyncThunk.

            Here is my registration component

            ...

            ANSWER

            Answered 2021-Jul-01 at 04:34

            In the payload creator you should access the thunkAPI to the getState method to access the stored registration.user state.

            Source https://stackoverflow.com/questions/68202470

            QUESTION

            How to implement Redux Slicer
            Asked 2021-Jul-01 at 01:44

            Hello I am working on a Registration app, I was using useState hook to set the user information and this way it works fine

            ...

            ANSWER

            Answered 2021-Jul-01 at 01:44
            Issue

            The issue here is that your reducer case is expecting a "full set" of state properties to update all at once but the UI is dispatching actions for each sub-state individually.

            Solution

            I suggest updating the reducer, or rather, add a new reducer to handle setting individual state properties. This leaves the possibility to set the entire state if you want.

            Source https://stackoverflow.com/questions/68198556

            QUESTION

            Input value from HTML not passing to modal
            Asked 2021-Mar-24 at 13:31

            I am trying to pass the reservation id from HTML to modal. In pictures, when I click "cancel" next to reservation: preview of the screen A modal appears and it should contain the id number of reservation: preview

            Modal pops up but without the reservation id number. Please, what's wrong?

            I followed this tutorial: https://www.geeksforgeeks.org/how-to-pass-data-into-a-bootstrap-modal/. Thank you.

            Here is my code:

            ...

            ANSWER

            Answered 2021-Mar-24 at 13:31

            You are assigning value of {{ histor.booking_id }} to placeholder instead use value="{{ histor.booking_id }}" .Then , use class for click event and inside this get value of input using $(this).prev().val() and put it inside your modal.

            Demo Code :

            Source https://stackoverflow.com/questions/66781987

            QUESTION

            Elixir: How do I check if an element exists in a specific index of a tuple in an array?
            Asked 2021-Mar-10 at 16:32

            For example,

            ...

            ANSWER

            Answered 2021-Mar-10 at 06:05

            There are no arrays in elixir in the first place. There are only lists, implemented as Linked Lists.

            Tuples cannot be iterated, they can only be pattern-matched against, converted to lists, or directly accesses with Kernel.elem/2.

            Whether you want to check all elements, you are to iterate through all elements, even if you had an array.

            That said, there is Enum.all?/2 function, that would nevertheless iterate the list under the hood, but the notation would be simpler.

            Source https://stackoverflow.com/questions/66559076

            QUESTION

            How to print entire Xml after an xPath query?
            Asked 2021-Jan-24 at 14:06

            I use xPath in order to parse an Xml file.

            The problem is that, after a query, let's say one that will return all nodes and values, I don't want to go through all of it, just to print it in console as a string, but like this: value

            For example:

            ...

            ANSWER

            Answered 2021-Jan-24 at 12:07

            Here is how to run that XPath expression and print the result as XML:

            Source https://stackoverflow.com/questions/65869972

            QUESTION

            How to sort such a complex list in python?
            Asked 2020-Feb-22 at 07:58
            x = [([('x', 2), ('m', 3)], 'a'), ([('y', 4), ('t',8), ('d', '100')], 'c'), ([('a', 1)], 'b')]
            
            ...

            ANSWER

            Answered 2020-Feb-22 at 07:58

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

            Vulnerabilities

            No vulnerabilities reported

            Install TUPE

            More details see fairseq. Briefly,.
            PyTorch
            Python version >= 3.5
            NVIDIA's apex library with the --cuda_ext installation option, for mixed precision training
            You may need NCCL for multi-node distributed training

            Support

            For any new features, suggestions and bugs create an issue on GitHub. If you have any questions check and ask questions on community page Stack Overflow .
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            https://github.com/guolinke/TUPE.git

          • CLI

            gh repo clone guolinke/TUPE

          • sshUrl

            git@github.com:guolinke/TUPE.git

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