dmr | Topic Models with Dirichlet-multinomial Regression | Topic Modeling library

 by   mpkato Python Version: Current License: MIT

kandi X-RAY | dmr Summary

kandi X-RAY | dmr Summary

dmr is a Python library typically used in Artificial Intelligence, Topic Modeling applications. dmr 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.

Topic Models with Dirichlet-multinomial Regression (DMR).
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            kandi-support Support

              dmr has a low active ecosystem.
              It has 41 star(s) with 9 fork(s). There are 5 watchers for this library.
              OutlinedDot
              It had no major release in the last 6 months.
              There are 1 open issues and 0 have been closed. On average issues are closed in 445 days. There are no pull requests.
              It has a neutral sentiment in the developer community.
              The latest version of dmr is current.

            kandi-Quality Quality

              dmr has 0 bugs and 0 code smells.

            kandi-Security Security

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

            kandi-License License

              dmr 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

              dmr 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.
              dmr saves you 360 person hours of effort in developing the same functionality from scratch.
              It has 859 lines of code, 86 functions and 15 files.
              It has medium code complexity. Code complexity directly impacts maintainability of the code.

            Top functions reviewed by kandi - BETA

            kandi has reviewed dmr and discovered the below as its top functions. This is intended to give you an instant insight into dmr implemented functionality, and help decide if they suit your requirements.
            • Perform inference
            • Calculate the simple multivariate multivariate distribution
            • Assigns the value of a vector
            • Calculates the variance of a vector
            • Assign new_z_z to n_z
            • Discrete discount function
            • Compute the probability for a given vector
            • Perform training of training
            • R Compute the log - likelihood of a function
            • Generate random variates
            • Computes the derivative of the polynomial
            • Calculate the activation matrix
            • Derivative of Poisson distribution
            • Calculate the alpha of the lens
            • Compute the common difference between two vectors
            Get all kandi verified functions for this library.

            dmr Key Features

            No Key Features are available at this moment for dmr.

            dmr Examples and Code Snippets

            No Code Snippets are available at this moment for dmr.

            Community Discussions

            QUESTION

            In Visual Studio Code, is there a way to see the explorer on the left and the outline on the right?
            Asked 2021-May-18 at 10:46

            I am used to program having the file browser on the left of the code and the outline on the right. However, in Visual Studio Code it seems that I can only have both things on the same side. Is there any way to have them in different sides (like in the image, that comes from eclipse)?

            Thanks,

            DMR

            ...

            ANSWER

            Answered 2021-May-11 at 14:35

            You can drag and drop every usable window, by clicking in the header bar of the window. Next to that, you can also clip it or decide it does not need to be clipped somewhere (check the context menu).

            Source https://stackoverflow.com/questions/67488572

            QUESTION

            Download/Save attachment using Jboss DMR
            Asked 2021-Jan-23 at 00:09

            I have a Jboss CLI command which I'm trying to implement in Java using the DMR library. The step involves downloading an attachment (display/save), however there's no documentation available anywhere. Any help is appreciated.

            CLI command I'm trying to convert to DMR:

            ...

            ANSWER

            Answered 2021-Jan-23 at 00:09

            I don't see any clear documentation on this either. However what you need to use is the OperationResponse to get the stream. Here's an example.

            Source https://stackoverflow.com/questions/65852963

            QUESTION

            How could one possibly bootstrap a C compiler(from source)?
            Asked 2021-Jan-17 at 19:29

            I was looking into compiler bootstrapping, and I looked at how Golang implements bootstrapping from source, i.e., by building the last version of Golang implemented in C and using the generated executable to compile newer Go releases. This made me curious as to how the same could be done with C. Can you construct a C compiler on a computer with literally nothing present on it? If not, then how can I trust that the binary of the compiler I use doesn't automatically fill the binaries it compiles with spyware?

            Related question, since the first C compiler was written in B and B was written in BCPL, what was BCPL written in?

            ...

            ANSWER

            Answered 2021-Jan-16 at 15:50

            You can write a really feeble C compiler in assembly or machine code, then bootstrap from there.

            Before programming languages existed you just wrote machine code. That was simply how it was done.

            Later came assembler, which is like "easy mode" machine code, and from there evolved high-level languages like Fortran and BCPL. These were decoupled from the machine architecture by having a proper compiler to do the translation.

            Today you'd probably write something in C and go from there, anything compiled is suitable, though "compiled" is a loose definition now that LLVM exists and you can just bang out LLVM IR code instead of actual machine code. Rust started in OCaml and is now "self-hosted" on top of LLVM, for example.

            Source https://stackoverflow.com/questions/65751457

            QUESTION

            How to fix corrupted files when download from outlook using powershell
            Asked 2020-Nov-06 at 03:40

            i have a powershell script that automatically download from outlook and save in the file i already set. the script works fine but then i realise that some of the attachment downloaded is corrupted. here is the script that i use.

            ...

            ANSWER

            Answered 2020-Nov-06 at 03:40

            This is likely because you attempt to save every single attachment to the same file name on disk with the $($_.attachments).saveasfile($outpath) statement.

            Change this:

            Source https://stackoverflow.com/questions/64708470

            QUESTION

            Apex Test Class for Invocablemethods
            Asked 2020-Sep-15 at 05:12

            I'm brand new to writing apex and especially test classes in apex. I can’t seem to find out how to properly call my class method in my test class it seems like. My test class is definitely not finished but I'm just starting with one of my delete methods.

            I seem to be getting stuck on line 17 on my test class “CreateQuoteProducts_OtherOpp.DeleteQuoteProductsOTFOther(testQPOTF.id);” I’m getting an error that states:

            Method does not exist or incorrect signature: void DeleteQuoteProductsOTFOther(Id) from the type CreateQuoteProducts_OtherOpp

            I think I just need to pass in the OrderId but I’m not too sure what I’m doing wrong.

            This is my apex class

            ...

            ANSWER

            Answered 2020-Sep-10 at 21:24

            public static void DeleteQuoteProductsOTFOther(List OrderId) accepts list of Ids. You try to pass a single Id: CreateQuoteProducts_OtherOpp.DeleteQuoteProductsOTFOther(testQPOTF.id);

            It's like "array of integers" and "one integer" are not compatible types. If you will not need that list for anything else you can create it in-flight and it'll be then discarded when that line of code finishes:

            CreateQuoteProducts_OtherOpp.DeleteQuoteProductsOTFOther(new List{testQPOTF.id});

            This should compile fine

            Source https://stackoverflow.com/questions/63837630

            QUESTION

            Invocablemethod Not Creating Records in Apex Class
            Asked 2020-Sep-11 at 19:16

            I'm pretty new to writing Apex but everything does seem to be running smoothly separately in an executable window when I split apart the class I created below, but when I'm running this from within a flow it doesn't seem to create the records at all. The methods that delete records seem to be working, but neither of the methods to create the records is working it seems.

            Any help or guidance is much appreciated!

            ...

            ANSWER

            Answered 2020-Sep-11 at 19:16

            As specified in documentation (developer.salesforce.com/docs/atlas.en-us.apexcode.meta/…), there can be only 1 InvocableMethod by class. This means that your flow only call the first delete method, not the others. If you need to call each method, then you need to do a class for each. Maybe a screenshot of the flow might help. – Bartheleway

            Source https://stackoverflow.com/questions/63842595

            QUESTION

            Read Last 2 Lines Of Text File VB.Net Win Forms
            Asked 2020-Aug-12 at 14:42

            From a button click I am trying to read a text file and then output just the last 2 lines into a Label. The data in the text file changes regular but the format is always the same.

            This is an example of what is in the text file.

            1393
            00:23:12,000 --> 00:23:13,000
            2020/08/12 12:43:47
            +DMR DCC=4
            Slot 1 TG=9003 RID=69

            The last 2 lines is what I am interested in getting which in the above example would be

            +DMR DCC=4
            Slot 1 TG=9003 RID=69

            This is what I have so far which seems to work but I just feel its a bit messy and was wondering if anyone had any other suggestions.

            ...

            ANSWER

            Answered 2020-Aug-12 at 14:42

            You say that you want the last two lines but the code you have indicates that you want the last four lines. Regardless, set lineCount to the appropriate value in the code below.

            Source https://stackoverflow.com/questions/63376957

            QUESTION

            Which operator(s) in C have wrong precedence?
            Asked 2020-Apr-17 at 01:36

            In the "Introduction" section of K&R C (2E) there is this paragraph:

            C, like any other language, has its blemishes. Some of the operators have the wrong precedence; ...

            Which operators are these? How are their precedence wrong?

            Is this one of these cases?

            ...

            ANSWER

            Answered 2019-Feb-17 at 17:26

            It depends which precedence convention is considered "correct". There's no law of physics (or of the land) requiring precedence to be a certain way; it's evolved through practice over time.

            In mathematics, operator precedence is usually taken as "BODMAS" (Brackets, Order, Division, Multiplication, Addition, Subtraction). Brackets come first and Subtraction comes last.Ordering Mathematical Operations | BODMAS Order of operations

            Operator precedence in programming requires more rules as there are more operators, but you can distil out how it compares to BODMAS.

            The ANSI C precedence scheme is pictured here:

            As you can see, Unary Addition and Subtraction are at level 2 - ABOVE Multiplication and Division in level 3. This can be confusing to a mathematician on a superficial reading, as can precedence around suffix/postfix increment and decrement.

            To that extent, it is ALWAYS worth considering adding brackets in your mathematical code - even where syntactically unnecessary - to make sure to a HUMAN reader that your intention is clear. You lose nothing by doing it (although you might get flamed a bit by an uptight code reviewer, in which you can flame back about coding risk management). You might lose readability, but intention is always more important when debugging.

            And yes, the link you provide is a good example. Countless expensive production errors have resulted from this.

            Source https://stackoverflow.com/questions/54733581

            QUESTION

            Mallet DMR negative propability for feature-based topic-distribution?
            Asked 2020-Mar-14 at 18:55

            I've created a DMR Topic model (via Java API) which calculates the topic distribution based on the publication-year of the documents.

            The resulting distribution is a bit confusing, because there are a lot of negative propabilities. Sometimes all propabilities for a whole topic are negative values. See:

            Q1: Why are there negative values? The lowest possible possibility for a topic distribution for a given feature should be at least 0,0 ... I guess?

            Additional I build a LDA model where the ModelLogLikelihood seems to be surreal. I trained the model with nearly 4 million documents and 20 topics. Alpha =1.0 ; Beta = 0.01 ; # iterations 1000;

            Results in Model-Log likelihood: -8.895651309362761E8

            Q2: Can this value be correct? Or am I doing something wrong?

            ...

            ANSWER

            Answered 2020-Mar-14 at 18:55

            Thanks for using DMR! LDA assumes that the prior for the topic distribution for each document is a Dirichlet distribution. The parameters for a K-dimensional Dirichlet are K non-negative real numbers. DMR-LDA generates a document-specific prior based on the properties of a document.

            Q1: These are not probabilities, they are regression coefficients. If you have a document with feature 2014, the value for the Dirichlet parameter for topic 1 with the expression exp(-4.5 + -0.25). This is the default parameter plus the offset for 2014, exponentiated to make it non-negative. These values are equivalent to about 0.01 for the default value with no additional features, and 0.008 (78%) for 2014.

            Q2: This is a common confusion! The key is that this is a log probability. The log function crosses 0 at 1, since anything to the 0 is 1. The log of any value less than 1 is negative. Since all probabilities are less than or equal to one, all log probabilities are zero or negative. The other thing that often surprises people is how large the log probabilities are. Let's say you have a language model where each word token is independent, and the probability of a given word is usually around 1/1000. The log probability of one word is therefore around -7.0. The joint probability of a whole collection is the product of the token probabilities, so the log of that joint probability is the sum of -7. I'm guessing your collection has about 100M tokens?

            Source https://stackoverflow.com/questions/60669679

            QUESTION

            Spring Boot on Google Cloud SQL - org.hibernate.HibernateException: Access to DialectResolutionInfo cannot be null when 'hibernate.dialect' not set
            Asked 2020-Feb-16 at 10:01

            When I run my program in localhost connecting remotely to Google Cloud SQL (MySQL), it works. All the necessary IAM permission are in place once the program is deployed in the Google App Engine, it causes the error:

            org.hibernate.HibernateException: Access to DialectResolutionInfo cannot be null when 'hibernate.dialect' not set. Logs Below:

            Caused by: org.hibernate.HibernateException: Access to DialectResolutionInfo cannot be null when 'hibernate.dialect' not set at org.hibernate.engine.jdbc.dialect.internal.DialectFactoryImpl.determineDialect(DialectFactoryImpl.java:100) ~[hibernate-core-5.0.12.Final.jar!/:5.0.12.Final] at org.hibernate.engine.jdbc.dialect.internal.DialectFactoryImpl.buildDialect(DialectFactoryImpl.java:54) ~[hibernate-core-5.0.12.Final.jar!/:5.0.12.Final] at org.hibernate.engine.jdbc.env.internal.JdbcEnvironmentInitiator.initiateService(JdbcEnvironmentInitiator.java:137) ~[hibernate-core-5.0.12.Final.jar!/:5.0.12.Final] at org.hibernate.engine.jdbc.env.internal.JdbcEnvironmentInitiator.initiateService(JdbcEnvironmentInitiator.java:35) ~[hibernate-core-5.0.12.Final.jar!/:5.0.12.Final] at org.hibernate.boot.registry.internal.StandardServiceRegistryImpl.initiateService(StandardServiceRegistryImpl.java:88) ~[hibernate-core-5.0.12.Final.jar!/:5.0.12.Final] at org.hibernate.service.internal.AbstractServiceRegistryImpl.createService(AbstractServiceRegistryImpl.java:254) ~[hibernate-core-5.0.12.Final.jar!/:5.0.12.Final] ... 41 common frames omitted

            POM File:

            ...

            ANSWER

            Answered 2018-Feb-20 at 16:34

            Your JDBC connection string is probably incorrect for App Engine, and Hibernate is unable to figure out the dialect automatically. Note that the connection string for connecting locally is different than when running on App Engine. See docs.

            Source https://stackoverflow.com/questions/48848198

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

            Vulnerabilities

            No vulnerabilities reported

            Install dmr

            You can download it from GitHub.
            You can use dmr 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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