swell | Spectral Word Embedding Learning for Language | Topic Modeling library

 by   paramveerdhillon Java Version: Current License: No License

kandi X-RAY | swell Summary

kandi X-RAY | swell Summary

swell is a Java library typically used in Institutions, Learning, Education, Artificial Intelligence, Topic Modeling applications. swell has no bugs, it has no vulnerabilities and it has low support. However swell build file is not available. You can download it from GitHub.

the spectral learning toolkit contains implementation of various spectral learning algorithms. all the algorithms learn from some large amounts of unlabeled text (e.g. wsj, nyt, reuters etc.) and output a dictionary (context oblivious) or context sensitive mapping from each word in the text to a low dimensional, typically ~30-50 dimensional real valued vector. the dictionary (or context oblivious mapping) maps each word (type) to a vector e.g. "bank" will have a single vector associated with it for all occurrences of "bank" in the text, irrespective of the fact whether it referred to "river bank" or "jpm chase bank". on the other hand, context sensitive mappings map each word (token) to a vector, and hence would map "river bank" and "jpm chase bank" to differ vectors based on context. the goal behind learning all these embeddings is that they should provide supplementary information in addition to a baseline set of features that one might use for a task. for example, if you’re doing ner where the standard train/test sets are sections of conll '03 data and your classifier is some discriminative classifier e.g. crf, where its easy to add new features. then you would have a baseline set of features for ner
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            kandi-support Support

              swell has a low active ecosystem.
              It has 27 star(s) with 7 fork(s). There are 5 watchers for this library.
              OutlinedDot
              It had no major release in the last 6 months.
              There are 0 open issues and 1 have been closed. There are no pull requests.
              It has a neutral sentiment in the developer community.
              The latest version of swell is current.

            kandi-Quality Quality

              swell has 0 bugs and 0 code smells.

            kandi-Security Security

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

            kandi-License License

              swell 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

              swell releases are not available. You will need to build from source code and install.
              swell has no build file. You will be need to create the build yourself to build the component from source.
              swell saves you 14572 person hours of effort in developing the same functionality from scratch.
              It has 29147 lines of code, 641 functions and 141 files.
              It has high code complexity. Code complexity directly impacts maintainability of the code.

            Top functions reviewed by kandi - BETA

            kandi has reviewed swell and discovered the below as its top functions. This is intended to give you an instant insight into swell implemented functionality, and help decide if they suit your requirements.
            • Trains Context PCA
            • Reads all doc data
            • Writes the eigen context vectors
            • Generates the projection matrix
            • Compute CCAVAR vectors
            • Compute CCA2 Gram matrices
            • Compute CCA 3 or Rows
            • Compute the CCV values for the CCV rules
            • Computes the CCA
            • Writes the Ligenvalues in the output file
            • Computes LRMV vectors
            • Test program
            • Writes the embeddious embedding matrix
            • Get the k - dim dictionary
            • Returns a sparse matrix with the rows indexed by the given indexes
            • Old CCA 2
            • Performs CCA compute CCA
            • Entry point to the CCA
            • The main function to test the program
            • Demonstrates how to use CCA
            • Returns a string representation of the options
            • Computes the AggMatrices for the input matrix
            • Compute LRMV vectors
            • Main method for testing
            • Main entry point for the LSA file
            • Compute context PCA
            Get all kandi verified functions for this library.

            swell Key Features

            No Key Features are available at this moment for swell.

            swell Examples and Code Snippets

            No Code Snippets are available at this moment for swell.

            Community Discussions

            QUESTION

            Web Scraping URL links in R when links are within .dialog-off-canvas-main-canvas
            Asked 2022-Mar-29 at 03:58

            Long time lurker first time poster. I'm new to web scraping, and R, and have largely generated my code from stackoverflow and Youtube so I'm hoping someone can assist with a conundrum I'm having. Many thanks in advance.

            Recently, I've been practicing scraping links. For the blog articles of Union of Concerned Scientists this went swell, see below, apologies for the inefficiencies, I'm new.

            ...

            ANSWER

            Answered 2022-Mar-29 at 03:58

            We can get the links by,

            Source https://stackoverflow.com/questions/71654409

            QUESTION

            Swagger bitwise enum flags handling
            Asked 2022-Feb-18 at 13:07

            I have an enum like;

            ...

            ANSWER

            Answered 2022-Feb-18 at 13:07

            OpenAPI Specification does not support bitwise enum parameters. Your Meteo parameter needs to be defined as just type: integer in the OpenAPI definition, i.e. you need to tweak the annotations so that they produce type: integer instead of type: array for this parameter. The consumers will need to provide the correct summed value manually.

            Source https://stackoverflow.com/questions/71171658

            QUESTION

            AWS Lambda No module named 'regex._regex'
            Asked 2022-Feb-03 at 00:40

            Ive been trying to run some code through AWS Lambda using python 3.9 but I keep bumping into an issue when I run my code. I keep getting the "No module named 'regex._regex'" Error. I had this issue a few days ago when working locally through PyCharm but I managed to fix that by installing a newer version of regex I think (honestly can't remember exactly what fixed it it took be all day to try and solve that problem). But now it works on PyCharm and I have also tested my code on VSCode and it works there too without any problems but for some reason every time I copy my file up to AWS Lambda to run it I get the error again. I've looked around and there have been other people that have had the error a while ago but they didn't come to any solutions there, and none of them worked for me either.

            to be specific im importing the python-binance module, and within this module it tries to import regex, which succeeds for a few levels bouncing around the regex files importing other regex files until it just won't read the specific '_regex' file. the _regex file is a python file so maybe that has something to do with it but it works through PyCharm and VSCode so I don't know it would be any different in Lambda. I've got the regex files installed through pip normally (pip install regex) swell as in the same location as my python script is (pip install -t MyFile regex). after installing them they arn't nested in any other folders apart from the initial ones that they come in.

            To be clear ive got a local folder which im writing my code and importing my packages to, which I then zip up and then upload to lambda Ive taken out that part of the code and taken out the import for python-binance (what is referring to import regex and therefore causing the problem) and all of my other packages work fine so its not the way ive got my packages stored in the directory.

            Ive tried changing the version of Python that lambda is running to 3.8 and 3.7 swell and the issue is still there.

            The Error:

            { "errorMessage": "Unable to import module 'lambda_function': No module named 'regex._regex'", "errorType": "Runtime.ImportModuleError", "requestId": "c59ea163-53bf-4b1a-8cc5-a4d23283cf0f", "stackTrace": [] }

            Any help would be much appreciated.

            ...

            ANSWER

            Answered 2022-Feb-03 at 00:40

            The leading underscore in the _regex module indicates that it's a C extension. You may want to try downloading the wheel into your Lambda project, as described here: https://aws.amazon.com/premiumsupport/knowledge-center/lambda-python-package-compatible/

            Source https://stackoverflow.com/questions/70956626

            QUESTION

            QPixmap causes memory leak?
            Asked 2022-Jan-24 at 12:59

            I stream MJPEG from server and update QLabel's QPixmap every time a valid frame received. Memory usage swells in time and I cannot figure out why. Is this a wrong use of QPixmap?

            ...

            ANSWER

            Answered 2022-Jan-24 at 12:59

            It is the m_buffer that is swelling. The code i posted consumes frames with fifo logic. So I replaced

            Source https://stackoverflow.com/questions/70830523

            QUESTION

            How to filter multiple json items in a json array from onChange event
            Asked 2022-Jan-17 at 23:39

            I have a react-select component that I am taking multiple values from. I am then trying to find all matches in a JSON array. I been trying for a while cant figure out the best way. I want to filter and print the matches. Below is the data. i want to get all conditions that match the selected symptoms.

            ...

            ANSWER

            Answered 2022-Jan-17 at 23:34

            You have to use filter on your array with the required criterias. Something like:

            Source https://stackoverflow.com/questions/70748646

            QUESTION

            R gtsummary package doesnt show the factor levels in the summary table
            Asked 2022-Jan-06 at 04:20

            I have dataset like the following

            ...

            ANSWER

            Answered 2021-Dec-26 at 09:20

            We could use type argument of tbl_summary(). See here: https://www.danieldsjoberg.com/gtsummary/reference/tbl_summary.html under type argument:

            Source https://stackoverflow.com/questions/70485245

            QUESTION

            How to use McNemar's test in gtsummary table?
            Asked 2022-Jan-06 at 04:20

            I have a longitudinal data frame which has some patient symptoms recorded before and after doing vaccination. I am using gtsummary for creating summary table and doing McNemar's test. The test result of McNemar is coming incorrect as the gtsummary doesn't give crosstabs (2X2) for before and after vaccination. This is the code I am using

            ...

            ANSWER

            Answered 2022-Jan-03 at 13:45

            The {gtsummary} packages expects paired data to be in a long format (2 observations per ID) and you should be using gtsummary v1.5.0 (the expected data structure was updated in that release).

            Source https://stackoverflow.com/questions/70566096

            QUESTION

            arrange contents in a dataframe extracted from docx in R
            Asked 2021-Dec-31 at 18:25

            I have a document (.docx), found in the link below, which I have extracted the content using officer package. https://1drv.ms/w/s!AmwfO49TqaeQhMVx-_pXn-9-3onRRw?e=oe782f

            This is a photo of what the document looks like with headings 1,2,3 in different colors.

            using the code below, I have extracted the contents of this document.

            ...

            ANSWER

            Answered 2021-Dec-31 at 18:25

            This is a bit more than just reshaping, requiring some inference based on previous text and style_name values, plus "last observation carry-forward" (locf). The data also has blank space at the beginning/end of strings, so I'll clean them up with trimws.

            dplyr

            I think this does what you want:

            Source https://stackoverflow.com/questions/70543771

            QUESTION

            R: To convert wide dataframe into longitudinal format with more than more than two columns
            Asked 2021-Dec-27 at 06:55

            I have dataframe like the following:

            ...

            ANSWER

            Answered 2021-Dec-27 at 06:51

            One way would be to pivot_longer, then you can use separate to get the visit number, then you can filter to just the variables of interest, then pivot_wider to get to your expected output. (If I understood correctly what you were looking for)

            Source https://stackoverflow.com/questions/70492144

            QUESTION

            change dictionary into sets (indexing dictionary ?)
            Asked 2021-Dec-15 at 07:24

            I have 13 lists and a dictionary that changes based on the user inputs, the dictionary selects lists from the 13 lists their names are key, and their values are the values of the lists, it changes based on the user inputs so it might have 1,2,3,4,5,.... lists but it is impossible to be 13 max is 11 or 9 I think,

            what I want is to change this dictionary into sets or lists with different names than the ones I predefiend these lists names are (key + random number or something) and have the same value as a dictionary and I can't use the name of the key because it is random and changes based on the user inputs that's why I was trying to somehow index it or change it to list or sets to work with it

            Let me explain in detail:

            Alright so I have the following Functions

            ...

            ANSWER

            Answered 2021-Dec-15 at 07:24

            Your code has several issues:

            • you define each disease as a separate variable, which means you need to refer to them by name individually later; a more suitable data structure would be to put them all in a single dictionaries, with the lists of symptoms as the values and the names of the diseases as keys.
            • you count how often a symptom is mentioned in each disease, but I can only assume no symptom is mentioned twice, so that's always 0 or 1?
            • you use eval() to evaluate the name of a keyword parameter name, just because it happens to line up with what you named the disease variables; this is extremely sensitive to mistakes, one typo in either and it wouldn't work; what's worse, if your disease name happens to mean something else in Python, that would now be evaluated - eval() is evil in most cases, avoid it.
            • your code calls loopa, but nothing is returned, so nothing ends up happening
            • the use of upper and lower case in both disease names and descriptions isn't very consistent, so it will be hard for anyone to enter the exact descriptions you did (including the correct case)

            Here's your code again, but without the issues mentioned above:

            Source https://stackoverflow.com/questions/70357492

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

            Vulnerabilities

            No vulnerabilities reported

            Install swell

            You can download it from GitHub.
            You can use swell like any standard Java library. Please include the the jar files in your classpath. You can also use any IDE and you can run and debug the swell component as you would do with any other Java program. Best practice is to use a build tool that supports dependency management such as Maven or Gradle. For Maven installation, please refer maven.apache.org. For Gradle installation, please refer gradle.org .

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            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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