MUSE | Multilingual Unsupervised or Supervised word Embeddings | Natural Language Processing library

 by   facebookresearch Python Version: Current License: Non-SPDX

kandi X-RAY | MUSE Summary

kandi X-RAY | MUSE Summary

MUSE is a Python library typically used in Artificial Intelligence, Natural Language Processing, Pytorch applications. MUSE has no bugs, it has no vulnerabilities and it has medium support. However MUSE build file is not available and it has a Non-SPDX License. You can download it from GitHub.

MUSE is a Python library for multilingual word embeddings, whose goal is to provide the community with:. We include two methods, one supervised that uses a bilingual dictionary or identical character strings, and one unsupervised that does not use any parallel data (see Word Translation without Parallel Data for more details).
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            kandi-support Support

              MUSE has a medium active ecosystem.
              It has 3082 star(s) with 540 fork(s). There are 98 watchers for this library.
              OutlinedDot
              It had no major release in the last 6 months.
              There are 64 open issues and 107 have been closed. On average issues are closed in 20 days. There are 15 open pull requests and 0 closed requests.
              It has a neutral sentiment in the developer community.
              The latest version of MUSE is current.

            kandi-Quality Quality

              MUSE has 0 bugs and 0 code smells.

            kandi-Security Security

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

            kandi-License License

              MUSE has a Non-SPDX License.
              Non-SPDX licenses can be open source with a non SPDX compliant license, or non open source licenses, and you need to review them closely before use.

            kandi-Reuse Reuse

              MUSE releases are not available. You will need to build from source code and install.
              MUSE has no build file. You will be need to create the build yourself to build the component from source.
              Installation instructions, examples and code snippets are available.
              MUSE saves you 621 person hours of effort in developing the same functionality from scratch.
              It has 1445 lines of code, 66 functions and 15 files.
              It has high code complexity. Code complexity directly impacts maintainability of the code.

            Top functions reviewed by kandi - BETA

            kandi has reviewed MUSE and discovered the below as its top functions. This is intended to give you an instant insight into MUSE implemented functionality, and help decide if they suit your requirements.
            • Get the sentence translation from source to target
            • Calculate the average distance between a given query
            • Computes embeddings
            • Calculate the sentence accuracy accuracy
            • Build the model
            • Load a binary embeddings model
            • Load embeddings
            • Load a fastText model
            • Performs a mapping step
            • Orthogonalize matrix
            • Get word embeddings
            • Evaluate all evaluations
            • Get translation for source and target
            • Build the dic dictionary
            • Prune the vocab
            • Procrustes the weight matrix
            • Reload the best model
            • Save the best mapping for the given metric
            • Calculate word translation accuracy
            • Calculate the cross -ling similarity score
            • Calculate loss
            • Calculate the monolingual source wordalogy score
            • Load training dico
            • Update learning rate based on metric
            • Export source embedding to target space
            • Calculate the monolingual word similarity score
            • Evaluate the discriminator
            Get all kandi verified functions for this library.

            MUSE Key Features

            No Key Features are available at this moment for MUSE.

            MUSE Examples and Code Snippets

            MUSE Component,Module structure
            HTMLdot img1Lines of Code : 46dot img1no licencesLicense : No License
            copy iconCopy
            export let LebowskiPay = {
                render(options) {
                    ...
                }
            };
            
            paypal.LebowskiPay.render({ ... });
            
            export default {
            
                /**
                 * Define the lebowski-pay component
                 * Now developers can include paypal.com/sdk/js?components=lebowski-pay  
            Muse,Usage
            PHPdot img2Lines of Code : 32dot img2no licencesLicense : No License
            copy iconCopy
            $schema = <<inspire($schema);
            
            echo "\n\n";
            echo "Random data provider\n";
            echo \Muse\MuseFactory::createRandomMuse()->inspire($schema);
            
            Dumb data provider
            {
                "id": 1,
                "name": "foo"
            }
            
            Random data provider
            {
                "id": 1634388030,
                 
            copy iconCopy
            apt-get install tmux
            
            sudo -u pi bash /home/pi/SOFTWARE/Interactivity/tmux_start.sh
            
            $ cat tmux_start.sh 
            #!/bin/bash
            tmux new-session -d -s "musesock" "/home/pi/SOFTWARE/Interactivity/muse-sock/muse-reconnect 00:55:DA:B0:32:B1 10.0.0.2 9999"
            
            Starfo  

            Community Discussions

            QUESTION

            MongoDB unable to lookup docs based on variable parent document property
            Asked 2022-Feb-20 at 11:36

            I want to find products and for each product attach deals to it. A deal is a product from same collection, yet based on some common properties. So as per my requirement pipeline should return documents, for each document find other products those aren't same as current, but have equal detail.duration. But even though I've many docs with same duration, deals are always []. Could you please figure out the issue with my pipeline?

            Following is the aggregation pipeline I'm running: I've added filter _id $in just for clarity based on shown documents below. This isn't a part of real pipeline $match query.

            ...

            ANSWER

            Answered 2022-Feb-20 at 11:36

            From $match (Restrictions)

            The $match query syntax is identical to the read operation query syntax; i.e. $match does not accept raw aggregation expressions. To include aggregation expression in $match, use a $expr query expression.

            And you need to use $$ to get the variable value.

            let

            To reference variables in pipeline stages, use the "$$" syntax.

            Change the $match stage in the pipeline as:

            Source https://stackoverflow.com/questions/71193757

            QUESTION

            How can I properly implement zero cross triggering for digital oscilloscope in C?
            Asked 2022-Jan-26 at 14:39

            So I'm doing a simple oscilloscope in C. It reads audio data from the output buffer (and drops buffer write counter when called so the buffer is refreshed). I tried making simple zero-cross triggering since most of the time users will see simple (sine, pulse, saw, triangle) waves but the best result I got with the code below is a wave that jumps back and forth for half of its cycle. What is wrong?

            Signal that is fed in goes from -32768 to 32767 so zero is where it should be.

            If you didn't understand what I meant you can see the video: click

            Upd: Removed the code unrelated to triggering so all function may be understood easier.

            ...

            ANSWER

            Answered 2022-Jan-26 at 14:39

            During debugging, I simplified the code until it started working. Thanks Clifford.

            I found a trigger index i (let's say it is array index 300). Modified it so that the oscilloscope was drawing lines from [(2 * i) + offset] to [(2 * i + 1) + offset], thus an incorrect picture was formed.

            I used (2 * i), because I wanted long waves to fit into oscilloscope. I replaced it with drawing from [i + offset] to [i + 1 + offset] and that solved a problem.

            Afterwards, I implemented "horizontal scale 0.5x properly.

            The output waveform still jumps a little, but overall it holds it in place.

            Source https://stackoverflow.com/questions/70820122

            QUESTION

            Switch case to render multiple components on JSX
            Asked 2022-Jan-19 at 16:02

            I'm conditionally rendering some components, but I would like to know if there is a more efficient way (for exemple, with switch case):

            ...

            ANSWER

            Answered 2022-Jan-19 at 15:43

            You can create an object which consist of key , value related to your category, and instead of creating some conditional render, just reading the culture from the object, like this:

            Source https://stackoverflow.com/questions/70773367

            QUESTION

            How to correctly loading shp file by code
            Asked 2022-Jan-13 at 16:46

            I am trying to load a .shp file by OGRFeatureSource class, and it is not showing in the scene, but when I load .earth file, using osgearth_viewer by arguments, the shape file works.

            Any errors are printing on terminal.

            I based my code on tutorials that i found on web, but i think these are for an old version (some classes of these tutorials no longer work.) The program is not crashing.

            Here is my code:

            ...

            ANSWER

            Answered 2022-Jan-13 at 16:46

            Your AltitudeSymbol also needs to specify the clamping:

            Source https://stackoverflow.com/questions/70698391

            QUESTION

            How to play audio onload in react using Howler library?
            Asked 2021-Dec-28 at 10:01

            I was trying to figure out why the audio is not running onload of webpage until an event such as mouse click is triggered somewhere on the screen. The audio plays but I want to play the audio as soon as the page loads.

            ...

            ANSWER

            Answered 2021-Dec-28 at 10:01

            This is default behaviour for recent versions of Chrome. The user must Interact with the page before any video/audio can be played. If you check the console, you may see the error message. You may want to try setting autoplay attribute.

            Source https://stackoverflow.com/questions/70505406

            QUESTION

            react router v5 to v6 nested route not working
            Asked 2021-Dec-09 at 18:01

            I've been trying to solve the following problem : I try to upgrade this Frontend Mentor project https://haydee75.github.io/galleria/ from React Router v5 to v6. I tried to replace the code between with :

            ...

            ANSWER

            Answered 2021-Dec-09 at 18:01

            If I'm understanding your question/issue correctly, you want to render the Gallery and Paint components each on their own routes independently, and fix the slideshow linking from painting to painting. For this use the first routing snippet so they are independent routes and not nested.

            Source https://stackoverflow.com/questions/70278436

            QUESTION

            How to search for a particular value in grok when logs has different patterns
            Asked 2021-Nov-19 at 07:33

            need to create a new field status_code with value-successful by using ingest pipeline when status inside message field has 200 and when status inside message field is 502,404,402 it muse create status_code with value failed.

            Figured out how to create the fields but was unable to pick the exact value of status from the logs. Sample logs:

            {action:show,count:208,duration:6.38ms,status:200}

            How do I write a grok pattern to pick status value alone from these logs? 200 has different logs compared to 404. Hence unable to define a common pattern(each 404 has different log structure as well)

            ...

            ANSWER

            Answered 2021-Nov-19 at 07:33

            The only way I found to resolve this issue is to write a grok pattern for different log formats. The set processor in ingest node pipeline could be used to add a new field and in the condition of the set processor, I wrote a condtion to check if the status has value 200 or 404 then added a new field called app_statuscode.

            Hence if it has 200 status in the message app_statuscode will be success and if it's 404 or 502 or 403 it will be having value failed.

            Grok pattern used : %{GREEDYDATA:temp1},status:%{NUMBER:statucode}%{GREEDYDATA:temp2}

            This is a sample one I had used it scrapes off value present in status.Need to make the pattern more specific and do not use Greedy data as it picks anything present in the log.

            Source https://stackoverflow.com/questions/69913809

            QUESTION

            How to only copy values from one dictionary to another?
            Asked 2021-Jul-05 at 15:55

            I have two dictionaries with multiple values:

            ...

            ANSWER

            Answered 2021-Jun-30 at 07:04

            QUESTION

            Extract specific paragraph while scraping a google search result
            Asked 2021-Jun-28 at 22:47

            I'm working currently on web scraping and I need to extract a description of a city in a google search result.

            Let's say that I want a description of Madrid city, I searched and got the following result:

            This is the source code for the target div:

            ...

            ANSWER

            Answered 2021-Jun-28 at 22:47

            If you disable JavaScript in your browser, you'll see that the paragraph you want is actually under the class BNeawe s3v9rd AP7Wnd:

            Source https://stackoverflow.com/questions/68170362

            QUESTION

            Display a single element of an array according to its ID REACT
            Asked 2021-May-27 at 11:56

            I would like to make an articles system on my site created with React, but I'm a bit lost.

            I have a JS array that allows me to make a loop to display my articles. When I click on an article, it sends me to the right page thanks to the . But here is my problem, how to display the content of the article I clicked on? I tried to get the slug of the article and to compare it to the ID of the elements of my array but I have to admit that I don't know where I stand.

            Here is my code, it only returns a

            Title: { id } (which is the correct slug every time)

            ...

            ANSWER

            Answered 2021-May-27 at 11:27
            try this.
            
                function Child() {
                   let { id } = useParams();
                   console.log({id})
                   var itemPost =  posts.filter(function(displayPost) {
                        return displayPost.idSlug === id ; // you don't need those curly braces.
                    });
                console.log(itemPost)
                return (
                
                    
                     
                      Title : {id}
                     
                  
                
              );
            }
            

            Source https://stackoverflow.com/questions/67720659

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

            Vulnerabilities

            No vulnerabilities reported

            Install MUSE

            We provide multilingual embeddings and ground-truth bilingual dictionaries. These embeddings are fastText embeddings that have been aligned in a common space.

            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 .
            Find more information at:

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            https://github.com/facebookresearch/MUSE.git

          • CLI

            gh repo clone facebookresearch/MUSE

          • sshUrl

            git@github.com:facebookresearch/MUSE.git

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