Attention | Attention based neural machine translation | Translation library

 by   dillonalaird Python Version: Current License: No License

kandi X-RAY | Attention Summary

kandi X-RAY | Attention Summary

Attention is a Python library typically used in Manufacturing, Utilities, Machinery, Process, Utilities, Translation, Deep Learning, Pytorch, Neural Network applications. Attention has no bugs, it has no vulnerabilities and it has low support. However Attention build file is not available. You can download it from GitHub.

This is an implementation of the attention mechanism used in "Effective Approaches to Attention-based Neural Machine Translation" by Minh-Thang Luong, Hieu Pham and Chistopher D. Manning. The paper can be found here. The datasets can be downloaded from here. In order to run the models as is you will need to rename the dataset filenames according to the names found in main.py. You will also need to add the "" token to the vocab file.
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            kandi-support Support

              Attention has a low active ecosystem.
              It has 39 star(s) with 23 fork(s). There are 7 watchers for this library.
              OutlinedDot
              It had no major release in the last 6 months.
              There are 1 open issues and 1 have been closed. On average issues are closed in 2 days. There are no pull requests.
              It has a neutral sentiment in the developer community.
              The latest version of Attention is current.

            kandi-Quality Quality

              Attention has 0 bugs and 0 code smells.

            kandi-Security Security

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

            kandi-License License

              Attention does not have a standard license declared.
              Check the repository for any license declaration and review the terms closely.
              OutlinedDot
              Without a license, all rights are reserved, and you cannot use the library in your applications.

            kandi-Reuse Reuse

              Attention releases are not available. You will need to build from source code and install.
              Attention has no build file. You will be need to create the build yourself to build the component from source.
              Attention saves you 223 person hours of effort in developing the same functionality from scratch.
              It has 546 lines of code, 29 functions and 6 files.
              It has high code complexity. Code complexity directly impacts maintainability of the code.

            Top functions reviewed by kandi - BETA

            kandi has reviewed Attention and discovered the below as its top functions. This is intended to give you an instant insight into Attention implemented functionality, and help decide if they suit your requirements.
            • Builds the model
            • Post pad lst
            • Reads a vocabulary file
            • Yields the data between the source and target vocab
            • Pre - pad lst
            • Get model name
            • Compute the attention layer
            • Run training
            • Evaluate the model
            • Train the model
            • Yield data from source and target vocab
            • Sample from source
            • Test the loss function
            • Compute BLEU score
            • Print samples
            • Reads checkpoint
            • Prints a histogram of words under the given max_s
            Get all kandi verified functions for this library.

            Attention Key Features

            No Key Features are available at this moment for Attention.

            Attention Examples and Code Snippets

            No Code Snippets are available at this moment for Attention.

            Community Discussions

            QUESTION

            how to solve running gcc failed exist status 1 in mac m1?
            Asked 2022-Apr-03 at 17:38

            I have already brew install mingw-w64. When i check the versions its there.

            gcc --version:
            gcc (Homebrew GCC 11.2.0_3) 11.2.0.

            g++ --version:
            g++ (Homebrew GCC 11.2.0_3) 11.2.0

            I also run which gcc:
            /opt/homebrew/bin/gcc

            Then I run my docker-compose with image golang:latest. No errors yet

            ...

            ANSWER

            Answered 2022-Apr-02 at 20:06

            Try and check if, as in this Dockerfile, adding binutils-gold would allow you to use ld.

            Source https://stackoverflow.com/questions/71718772

            QUESTION

            Why joining structure-identic dataframes gives different results?
            Asked 2022-Mar-21 at 13:05

            Update: the root issue was a bug which was fixed in Spark 3.2.0.

            Input df structures are identic in both runs, but outputs are different. Only the second run returns desired result (df6). I know I can use aliases for dataframes which would return desired result.

            The question. What is the underlying Spark mechanics in creating df3? Spark reads df1.c1 == df2.c2 in the join's on clause, but it's evident that it does not pay attention to the dfs provided. What's under the hood there? How to anticipate such behaviour?

            First run (incorrect df3 result):

            ...

            ANSWER

            Answered 2021-Sep-24 at 16:19

            Spark for some reason doesn't distinguish your c1 and c2 columns correctly. This is the fix for df3 to have your expected result:

            Source https://stackoverflow.com/questions/69316256

            QUESTION

            How to arrange a biplot graph of canonical discriminant functions?
            Asked 2022-Mar-16 at 02:00

            Dear Stackoverflow community, I am writing this question because I have a problem when plotting an analysis I have performed on a dataset in archaeology. It turns out that I have performed a discriminant analysis by canonical functions, following an example from archaeology professor David L. Carlson, and at the moment of viewing the biplot graph of his data set the graph is shown without problems, where the number of cases associated to the centroids is observed. What happens is that when I plot my data set, the biplot graph I get does not show the number of cases associated with the centroids, I have tried several times but I can not, and I do not know if I have a problem with my data set.

            The syntax of the Roman Pottery developed for professor David L. Carlson are shown below:

            ...

            ANSWER

            Answered 2022-Mar-16 at 02:00

            The problem is that Congo_DMA_2$Cluster must be a factor, not a character vector. Older versions of R made this conversion automatically when creating a data frame, but the current versions do not. Just add the following line to your code after creating Congo_DMA_2:

            Source https://stackoverflow.com/questions/71485218

            QUESTION

            Why the order of array when insert it into database using map, forEach and for loop is different
            Asked 2022-Mar-14 at 07:38

            I have an array [1,2,3,4,5] and when insert into database I except to receive result be like [1,2,3,4,5] in database. But only loop for give me an expected result, map() and forEach() always give me disorder array like [1,3,4,5,2] or [4,3,2,5,1] and so on. This is my code:

            ...

            ANSWER

            Answered 2021-Nov-01 at 14:55

            because map and forEach methods don't handle the asynchronous function you passed in an async await way.

            When you check the polyfill of both method, you'll find a line like this callback.call(T, kValue, k, O);. So, basically, it just execute the callback. If the callback is an asynchronous method, it doesn't wait its execution to be done. Instead, it continue executing other codes.

            So, when you save your array of data to database, your callbacks inside map & forEach just issue a few query, the final order of database's execution may be uncertain.

            Source https://stackoverflow.com/questions/69798224

            QUESTION

            Why should mid-value be used instead of mid-value - 1 for a recursive implementation of a binary search?
            Asked 2022-Mar-03 at 14:03
            Background

            An interactive book presents this function as an example of a binary search.

            ...

            ANSWER

            Answered 2022-Mar-03 at 14:03

            You're right to be confused by this example. With a range of 4..5, the guess (midVal) would be 4. The only way the line of code GuessNumber(lowVal, midVal-1); would be executed is if the user answered "low" which is:

            1. a lie, or
            2. their number is out of range.

            The example code doesn't account for search values outside the initial input range, which a binary search should do.

            Source https://stackoverflow.com/questions/71245960

            QUESTION

            command not found: ganache-cli
            Asked 2022-Feb-06 at 08:26

            I have installed and reinstalled npm to try to run ganache and it has not been successful..really need help here!

            (base) user bin % npm install -g ganache-cli

            changed 6 packages, and audited 102 packages in 4s

            2 packages are looking for funding run npm fund for details

            8 vulnerabilities (7 moderate, 1 high)

            To address issues that do not require attention, run: npm audit fix

            To address all issues (including breaking changes), run: npm audit fix --force

            Run npm audit for details. (base) user bin % ganache-cli zsh: command not found: ganache-cli

            ...

            ANSWER

            Answered 2021-Nov-11 at 00:39

            The most likely cause is that the global modules installation directory is not in your path. As a quick workaround, you can run it like this:

            Source https://stackoverflow.com/questions/69921649

            QUESTION

            Can the unification algorithm in Prolog recurse infinitely?
            Asked 2022-Feb-01 at 20:04

            I am using swi-prolog to produce some examples for students in the context of a Prolog course. Regarding unification I want to draw their attention to the dangers of infinite recursion in the unification process. However, mature Prolog implementations like swi-prolog are smart enough to avoid infinite recursion of the unification process in most cases. Is this true in all cases, or can more intricate examples be constructed where unification would still recurse infinitely?

            ...

            ANSWER

            Answered 2022-Jan-30 at 18:05

            Is this true in all cases, or can more intricate examples be constructed where unification would still recurse infinitely?

            AFAIK no.

            I can't recall seeing where =/2 did not work as expected. Granted my expectations are of how SWI-Prolog does =/2 as noted below.

            As a related side-question, why does (again, I used swi-prolog) unification binds X to Y in the following example? I didn't expect that.

            See these comments in the SWI-Prolog C code for cyclic terms.

            Source https://stackoverflow.com/questions/70914323

            QUESTION

            EXPORTHOW and DECLARE - what are they?
            Asked 2022-Jan-30 at 01:25

            I have read an article by Jonathan Worthington about meta programming. There he writes:

            Do do this, we stick it in the EXPORTHOW module, under the name “class”. The importer pays special attention to this module, if it exists.

            At he same time here Jonathan uses DECLARE. Is there any documentation about that and other similar things? What and when should one use? What are other special things importer looks for?

            I tried to search the official docs but failed to find anything there.

            Thank you in advance!

            ...

            ANSWER

            Answered 2022-Jan-30 at 01:25

            where can we at least look at all possible things like that?

            Aiui the source code of the Rakudo compiler is as good as you're gonna get.

            It looks to me like EXPORTHOW is processed here, with DECLARE in particular here, as part of World.nqp.

            Afaik the World class is:

            • An internal implementation specific detail of Rakudo. It is not part of the Raku language. It is not something you can rely on. It is not officially supported.

            • Written in nqp. nqp is not Raku. It's essentially a small subset of Raku focused on being a good programming language for writing compilers.

            Source https://stackoverflow.com/questions/70893835

            QUESTION

            Symbols that break the identifier rules, e.g. `sub ::("☺") { }`
            Asked 2022-Jan-15 at 15:50

            With the current Rakudo compiler (v2021.10), symbols declared with the ::(…) form do not need to follow the rules for identifiers even when they declare the name of a routine.

            This means that the following is code produces the indicated output:

            ...

            ANSWER

            Answered 2021-Dec-14 at 21:01

            In short, yes, it's legal.

            The concept of an identifier is a syntactic one: when parsing Raku, the parser needs to classify the things it sees, and the identifier rules indicate what sequences of characters should be recognized as an identifier.

            By contrast, stashes, method tables, and lexical scopes are ultimately hash-like data structures: they map string keys into stored values. Just as there's no limit on what keys one can put into a hash, there's not one here either. Given meta-objects can be user-defined, it's unclear one could reliably enforce limits, even if it was considered desirable.

            The ::(...) indirect name syntax in declarative contexts comes only with the restriction that what you put there must be a compile-time constant. So far as parsing goes, what comes inside of the parentheses is an expression. The compiler wants to get a string that it can use to install a symbol somewhere; with identifiers it comes directly from the program source text, and with indirect name syntax by evaluating the constant that is found there. In either case, it's used to make an entry in a symbol table, and those don't care, and thus between the two, you have a way to get symbol table entries that don't have identifier syntax.

            Source https://stackoverflow.com/questions/70351538

            QUESTION

            Angular new project vulnerabilities
            Asked 2022-Jan-10 at 16:25

            I've updated angular cli and created a new project, with routing and scss.

            When I run npm install i see:

            ...

            ANSWER

            Answered 2022-Jan-10 at 11:25

            I'm afraid you just have to put up with the vulnerabilities. Angular has a very strict set of dependencies, and in changing the versions of those dependencies you've broken your app.

            Make sure you keep updating your Angular project as often as is feasible, as the Angular team regularly update Angular's dependencies to mitigate these issues.

            Source https://stackoverflow.com/questions/70651342

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

            Vulnerabilities

            No vulnerabilities reported

            Install Attention

            You can download it from GitHub.
            You can use Attention 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

            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/dillonalaird/Attention.git

          • CLI

            gh repo clone dillonalaird/Attention

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            git@github.com:dillonalaird/Attention.git

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