GA | Augmenting genetic algorithms with deep neural networks | Machine Learning library

 by   aspuru-guzik-group Python Version: Current License: No License

kandi X-RAY | GA Summary

kandi X-RAY | GA Summary

GA is a Python library typically used in Artificial Intelligence, Machine Learning, Deep Learning applications. GA has no bugs, it has no vulnerabilities and it has low support. However GA build file is not available. You can download it from GitHub.

This repository contains code for the paper: Augmenting genetic algorithms with deep neural networks for exploring the chemical space. A video summary of the paper can be found here:
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              GA has a low active ecosystem.
              It has 79 star(s) with 31 fork(s). There are 6 watchers for this library.
              OutlinedDot
              It had no major release in the last 6 months.
              There are 0 open issues and 2 have been closed. On average issues are closed in 3 days. There are no pull requests.
              It has a neutral sentiment in the developer community.
              The latest version of GA is current.

            kandi-Quality Quality

              GA has no bugs reported.

            kandi-Security Security

              GA has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.

            kandi-License License

              GA 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

              GA releases are not available. You will need to build from source code and install.
              GA has no build file. You will be need to create the build yourself to build the component from source.
              Installation instructions are not available. Examples and code snippets are available.

            Top functions reviewed by kandi - BETA

            kandi has reviewed GA and discovered the below as its top functions. This is intended to give you an instant insight into GA implemented functionality, and help decide if they suit your requirements.
            • Estimate the fitness for a given discretization type
            • Evaluate the given discriminator
            • Calculate fitness for a given set of molecules
            • Splits arr into chunks
            • Concatenate a list of molecules
            • Count the number of atoms in a molecule
            • Gets basic information about a molecule
            • Select the next generation molecule
            • Sanitize smi
            • Performs a random grin
            • Calculate the score for a molecule
            • Calculate the number of bridge head and spiro
            • Read a fragment score file
            • Calculate the SAS score for a given property
            • Calculates the score for a molecule
            • Calculates the logP for a given property
            • Returns MolLogP object
            • Compute the Discriminator loss
            • Loads saved model
            • Read dataset encoding
            • Sanitize SMiles
            • Get MolLogP from mol
            • Calculate the penalty penalty penalty penalty penalty for each site
            • Obtain discrm data
            • Create empty directories
            • Given a list of molecules and a list of mols return the smiles score
            • Create the folder containing the results folder
            • Get_multmol_info parameter from a list
            Get all kandi verified functions for this library.

            GA Key Features

            No Key Features are available at this moment for GA.

            GA Examples and Code Snippets

            No Code Snippets are available at this moment for GA.

            Community Discussions

            QUESTION

            DataTables js, how to use `ajax` option with a `callback` function?
            Asked 2021-Jun-14 at 09:16

            I'm trying to use https://datatables.net/

            Currently we load all the table data in advance and do paging on the client side, which is obviously a bad idea, however I was not able to find a good example of how paging can be done on the server side.

            Clearly, I should use ajax option but the documentation is very poor, see https://datatables.net/reference/option/ajax

            It says the syntax is as follows:

            ...

            ANSWER

            Answered 2021-Jun-13 at 15:01

            It may be useful to summarize the main points in one place, for future visitors to this question:

            Server-Side Requests

            When using serverSide: true, DataTables sends an Ajax request to your server.

            This request is generated automatically by DataTables whenever a table re-draw takes place (and when the table is first initialized). The main actions causing a re-draw are:

            • the user performs a column sort
            • the user performs a search/filter
            • the user navigates to a different table page

            There can be other triggers/events which also cause a redraw - but user-initiated sorting, filtering, and paging are the main ones.

            The structure of that auto-generated Ajax request is described in the "Sent Parameters" section of this page.

            This is how DataTables tells your server what sorting, filtering, or paging action just took place.

            Your table will typically have a simple ajax section so DataTables knows where to send this request - for example:

            Source https://stackoverflow.com/questions/67957346

            QUESTION

            System.Data.OleDb.OleDbException: 'Syntax error in FROM clause.'
            Asked 2021-Jun-14 at 00:03

            It keeps telling me syntax error in FROM clause. Any thought on fixing this code? I followed the tutorial 100%, somehow this error keeps happen. Also I'm using VS2019 and Microsoft Access 365. This is visual basic .net form.

            ...

            ANSWER

            Answered 2021-Jun-13 at 11:01

            I think you should use square brackets in table name: "Select * from [user log in] where [user_ID]='"

            Source https://stackoverflow.com/questions/67957299

            QUESTION

            Loop two lines and print horizontally from csv file in bash
            Asked 2021-Jun-12 at 17:30

            I have been trying to print two lines from the csv file to print horizontally and loop the next two lines and try to do the same.

            The code which I have tried is

            ...

            ANSWER

            Answered 2021-Jun-12 at 17:05

            You subject says "loop 3 lines" but the text in your question says "loop 2 lines" and it's not clear what the formula would be to get the output you say you want from the input you posted so... is this what you're trying to do?

            Source https://stackoverflow.com/questions/67951064

            QUESTION

            How to remove a country from intl-tel-input
            Asked 2021-Jun-11 at 12:14

            (new in javascript)

            I am asked to remove a country (China) from the dropdown menu of the plugin intl-tel-input

            the code below displays the dropdown menu and it looks that it calls the utils.js file to retain the countries

            ...

            ANSWER

            Answered 2021-Jun-11 at 12:14

            If you take a look at the intl-tel-input documentation regarding Initialisation Options. There is an option called excludeCountries.

            We can modify your initialisation code to include this option to exclude China:

            Source https://stackoverflow.com/questions/67935923

            QUESTION

            how to add second axes to chart JS
            Asked 2021-Jun-09 at 19:52

            I have a combination of bar line chart JS and it has only one axes. what I want to do is to add a second axes on the right. image for code result with only one axes in the below link. Just want to know how can I add a second axes and set its values

            image for code result

            my code below for the bar line chart html code:

            ...

            ANSWER

            Answered 2021-Jun-09 at 19:52

            You where redefining and thus overriding your xAxes config a second time, if you change it to yAxes and add 2 objects in there you get 2 y axes, on the second on you can set position: 'right' to get it to the right of the chart, you only need to specify its ID in the right dataset to link that dataset to that y axis

            Example:

            Source https://stackoverflow.com/questions/67910494

            QUESTION

            Unable to have Azure AD B2C issue a token and redirect it to https://jwt.ms
            Asked 2021-Jun-09 at 19:25

            Back in a few months ago, I registered an app in Azure AD B2C, defined identity experience policies and had the token decoded by https://jwt.ms successfully. I followed the steps outlines in this document, this one and also this document and it led me to success.

            I needed to create another Azure AD B2C directory for a client and repeated the same steps in those articles to at least get the tokens decoded by https://jwt.ms but no luck at all! I am really baffled by why I keep getting the following screen when trying to run the policy despite I defined https://jwt.ms as a reply URL:

            Could you please guide me what I am missing in this configuration?

            ...

            ANSWER

            Answered 2021-Jun-09 at 19:25

            It only happens if you don’t have an AAD B2C application registration created in the directory.

            Follow this https://docs.microsoft.com/en-us/azure/active-directory-b2c/tutorial-register-applications?tabs=app-reg-ga

            The key step is this

            Under Supported account types, select Accounts in any identity provider or organizational directory (for authenticating users with user flows).

            Source https://stackoverflow.com/questions/67903926

            QUESTION

            Maven build breaks 'Could not find artifact com.fasterxml.jackson:jackson-base:pom:2.12.1.redhat-00001'
            Asked 2021-Jun-08 at 14:52

            The maven build of our project fails with this error:

            ...

            ANSWER

            Answered 2021-Jun-08 at 14:52

            Those Yubico guys uses version ranges:

            Source https://stackoverflow.com/questions/67889185

            QUESTION

            Semaphore for limiting requests per second doesn't work
            Asked 2021-Jun-08 at 08:56

            I'm using Google Analytics and that service has limit of 10 concurrent requests. I had to limit my API somehow, so I decided to use a semaphore, but it seems it doesn't work. All requests are triggered simultaneously. I can't find the problem in my code.

            ...

            ANSWER

            Answered 2021-Jun-07 at 21:38

            All requests are triggered simultaneously.

            Let's take a look here

            Source https://stackoverflow.com/questions/67877657

            QUESTION

            Uncaught (in promise) TypeError: states.filter is not a function at searchStates
            Asked 2021-Jun-07 at 13:42

            ...

            ANSWER

            Answered 2021-Jun-07 at 13:42

            The expected JSON result from your question is not the same as the JSON from the API!

            You can use states.items.filter instead of states.filter but the API linked has no property abbr so it will return undefined:

            Source https://stackoverflow.com/questions/67872675

            QUESTION

            Calculate percentage in case when statement
            Asked 2021-Jun-06 at 18:31

            I am trying to write a query where I need to calculate a percentage based on a condition in the case when statement. I have added the percentage logic but still it is not working.

            My Tables

            doctors

            ...

            ANSWER

            Answered 2021-Jun-06 at 18:24

            One problem is the 50 / 100. This returns 0. Add a decimal point so the result is not an integer:

            Source https://stackoverflow.com/questions/67862307

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

            Vulnerabilities

            No vulnerabilities reported

            Install GA

            You can download it from GitHub.
            You can use GA 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

            Make a github issue 😄. Please be as clear and descriptive as possible. Please feel free to reach out in person: (akshat[DOT]nigam[AT]mail[DOT]utoronto[DOT]ca & pascal[DOT]friederich[AT]kit[DOT]edu).
            Find more information at:

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            gh repo clone aspuru-guzik-group/GA

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            git@github.com:aspuru-guzik-group/GA.git

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