selfies | Robust representation of semantically constrained graphs | Machine Learning library

 by   aspuru-guzik-group Python Version: 2.1.1 License: Apache-2.0

kandi X-RAY | selfies Summary

kandi X-RAY | selfies Summary

selfies is a Python library typically used in Artificial Intelligence, Machine Learning, Deep Learning applications. selfies has no bugs, it has no vulnerabilities, it has build file available, it has a Permissive License and it has low support. You can install using 'pip install selfies' or download it from GitHub, PyPI.

Self-Referencing Embedded Strings (SELFIES): A 100% robust molecular string representation Mario Krenn, Florian Haese, AkshatKumar Nigam, Pascal Friederich, Alan Aspuru-Guzik Machine Learning: Science and Technology 1, 045024 (2020), extensive blog post January 2021. Talk on youtube about SELFIES. Major contributors since v1.0.0: Alston Lo and Seyone Chithrananda Chemistry Advisor: Robert Pollice. A main objective is to use SELFIES as direct input into machine learning models, in particular in generative models, for the generation of molecular graphs which are syntactically and semantically valid.
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            kandi-support Support

              selfies has a low active ecosystem.
              It has 513 star(s) with 112 fork(s). There are 25 watchers for this library.
              OutlinedDot
              It had no major release in the last 12 months.
              There are 7 open issues and 53 have been closed. On average issues are closed in 77 days. There are 1 open pull requests and 0 closed requests.
              It has a neutral sentiment in the developer community.
              The latest version of selfies is 2.1.1

            kandi-Quality Quality

              selfies has 0 bugs and 0 code smells.

            kandi-Security Security

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

            kandi-License License

              selfies is licensed under the Apache-2.0 License. This license is Permissive.
              Permissive licenses have the least restrictions, and you can use them in most projects.

            kandi-Reuse Reuse

              selfies releases are available to install and integrate.
              Deployable package is available in PyPI.
              Build file is available. You can build the component from source.
              Installation instructions, examples and code snippets are available.
              selfies saves you 2474 person hours of effort in developing the same functionality from scratch.
              It has 5463 lines of code, 200 functions and 30 files.
              It has high code complexity. Code complexity directly impacts maintainability of the code.

            Top functions reviewed by kandi - BETA

            kandi has reviewed selfies and discovered the below as its top functions. This is intended to give you an instant insight into selfies implemented functionality, and help decide if they suit your requirements.
            • Train the model
            • Compute the loss of the loss function
            • Compute the quality of the reconrelation quality
            • Checks if a given SMILES is correct
            • Calculates the quality of a given latent dimension
            • Train thegan network
            • Convert a list of smiles to a canonical form
            • Generate a random variable
            • Displays the status of the optimizer
            • Build update table
            • Convert smiles to one - hot matrix
            • Generate a set of all symbols from self
            • Translates SMILES to SELF
            • Converts a list of objects to a single hot list
            • Reshape a flat_batch_batch_batch_batch_batch
            • Set semantic constraints
            • Build ring cache
            • Load sample data
            • Check if all converters have been converted
            • Return the size of a single hot
            • Build the atom cache
            • Compute the encoder
            • Computes the mean and log - variance of x
            • Checks if the given SMILES is correct
            • Convert a list of smiles to one hot list
            • Converts a list of objects to a hot list
            • Encodes a SMILES file
            Get all kandi verified functions for this library.

            selfies Key Features

            No Key Features are available at this moment for selfies.

            selfies Examples and Code Snippets

            No Code Snippets are available at this moment for selfies.

            Community Discussions

            QUESTION

            Using Self-Segmentation javascript of Mediapipe to pass user selfie as a texture on Networked-Aframe for multiplaying experiences
            Asked 2021-Sep-15 at 07:47

            Well my target is to make a multiplaying 3D environment where the persons are represented by cubes that have as textures their selfie without the background. It is a kind of cheap virtual production without chroma key background. The background is removed with MediaPipe Selfie-Segmentation. The issue is that instead of having the other player texture on the cube (P1 should see P2, and P2 should see P1, each one sees his selfie. This means that P1 sees P1 and P2 sees P2 which is bad.

            Live demo: https://vrodos-multiplaying.iti.gr/plain_aframe_mediapipe_testbed.html

            Instructions: You should use two machines to test it Desktops, Laptops or Mobiles. Use only Chrome as Mediapipe is not working at other browsers. In case webpage jams, reload the webpage (Mediapipe is sometimes sticky). At least two machines should load the webpage in order to start the multiplaying environment.

            Code:

            ...

            ANSWER

            Answered 2021-Sep-15 at 07:47

            Well, I found it. The problem was that a MediaStream can have many video tracks. See my answer here:

            https://github.com/networked-aframe/networked-aframe/issues/269

            Unfortunately networked-aframe EasyRtcAdapter does not support many MediaStreams, but it is easy to add another video track and then get videotrack[1] instead of videotrack[0]. I should make a special EasyRtcAdapter to avoid having two video tracks and avoid overstressing bandwidth.

            Source https://stackoverflow.com/questions/68994847

            QUESTION

            Flutter Fetching Image is very Slow
            Asked 2021-Aug-11 at 05:45

            Guys My Code is working absolutely Fine But i am facing issue that whenever i try to fetch images through URL. It takes too much time to load. Is there anyway to minimize the loading time of the Image. Loading time is more then expected. I have tried by reducing the image quality it works but image is destorted. Help me in order to minimize the loading time.

            Here is my full code for fetching the image and data.

            ...

            ANSWER

            Answered 2021-Aug-11 at 05:45

            You can use this package to store images in cache: https://pub.dev/packages/cached_network_image

            Make sure your server is fast where images are uploaded

            Source https://stackoverflow.com/questions/68736524

            QUESTION

            How to reuse chained functions Javascript + Typescript
            Asked 2021-May-19 at 08:00

            I'm using Typescript and creating a form validation library with chained methods, but I'm stuck trying to reuse functions because of the this return, I will exemplify in a simpler way:

            ...

            ANSWER

            Answered 2021-May-18 at 08:52

            This is an example of the pattern known as Mixins and is developed in typescript as Decorators

            The basic idea is to join two classes together to provide functionality similar to classical inheritance. It starts off with simple copying of object properties - but could be developed into functions that use closures to provide mixins at various levels.

            Here is a proof of concept:

            Source https://stackoverflow.com/questions/67582713

            QUESTION

            How to store image to cachednetwrok image in flutter
            Asked 2021-Mar-10 at 13:48

            I have the following code where I fetch an image from firebase storage as an Image. Now, I want to store this image in my CachedNetworkImage so that I don't have to fetch it every time from the DB. Since the cachednetworkimage expects a URL and I am fetching an Image, how do I use the cachednetworkimage?

            Here's my code;

            ...

            ANSWER

            Answered 2021-Mar-05 at 07:12

            QUESTION

            How to call Provider on initState?
            Asked 2021-Feb-20 at 08:32

            I have a Provider which changes my UI if the value isLiked is true or false. The function works fine but I noticed that every time I restart the app the UI returns to its original state. How can I save its state so it doesn't restart when I kill the app?

            here is my class:

            ...

            ANSWER

            Answered 2021-Feb-20 at 05:39

            final provider = Provider.of(context, listen:false);

            Source https://stackoverflow.com/questions/66286635

            QUESTION

            Regex With Lookahead For Fixed Length String
            Asked 2020-Dec-06 at 18:34
            strings = [
                r"C:\Photos\Selfies\1|",
                r"C:\HDPhotos\Landscapes\2|",
                r"C:\Filters\Pics\12345678|",
                r"C:\Filters\Pics2\00000000|",
                r"C:\Filters\Pics2\00000000|XAV7"
                ]
                
            for string in strings:
                matchptrn = re.match(r"(?P.*)(?!\d{8})", string)
                if matchptrn:
                    print("FILE PATH = "+matchptrn.group('file_path'))
            
            ...

            ANSWER

            Answered 2020-Dec-06 at 18:34

            QUESTION

            Bootstrap col-12 on small screens and fixed length on larger screens
            Asked 2020-Oct-20 at 15:03

            I found this sidebar code snippet, how do I change it so that the sidebar stacks on top on small screens and have a fixed width or max width on large screens. I have tried limiting the aside element with max-width but it is not working.

            ...

            ANSWER

            Answered 2020-Oct-20 at 15:03

            QUESTION

            Rails server is not working when i try to run localhost:3000 in the browser
            Asked 2020-Aug-14 at 03:56

            I am a beginner into the ROR and I am making a project on ROR. The server is working perfectly but doesn't know it stops working from yesterday.

            When I am starting the server it is starting normally but if I access it in the browser by http://localhost:3000 the server stops working. If I again want to start it with rails s it shows that the port is used by some other process. When I run this again, the server is started but again it is not able to load the index file for me.

            Running the server by rails s command:

            ...

            ANSWER

            Answered 2020-Jun-03 at 16:12

            The behavior you describe apears to be consistent with an issue described for the ruby-installer for Windows. The proposed solution is to

            Please try using "Command Prompt with Ruby and Rails" instead of Git Bash

            It apears that on Windows, you neded to make sure to use the correct command prompt to correctly load the Ruby environment.

            If this doesn't work, a different solution might be to use the Windows Subsystem for Linux on Windows 10 for your Rails app (which might also be deployed on Linux in the end).

            Source https://stackoverflow.com/questions/62165245

            QUESTION

            MacOS PhotoKit - List all user-created Smart Albums?
            Asked 2020-May-27 at 08:09

            I've started playing around with macOS development for the first time. I'm trying to query the list of Smart Albums I've created in the macOS Photos app. As you can see in this screenshot, I've defined 18 Smart Albums and 1 regular Album.

            However, when I fetch the Smart Album PHAssetCollections I do not see the Smart Albums I've defined. Here is the code I'm using to fetch a total photo count, the Smart Albums, and then normal Albums:

            ...

            ANSWER

            Answered 2020-May-27 at 08:09

            TL;DR - It's not possible.

            • built-in smart album = Selfies, Panoramas, Screenshots, ...
            • smart album = custom smart album created on a Mac

            Apple introduced the Photos app (iPhoto successor) quite a long time ago. And it was, still is, fairly limited if you're an advanced user requiring smart albums, keywords, ... Open the Photos app on your phone - there're no smart albums. Visit iCloud Photos - there're no smart albums. They're not synced1.

            When you check the smartAlbum documentation, it says:

            The Photos app displays built-in smart albums to group certain kinds of related assets.

            I don't know why they're talking about the Photos app in the Photos.framework documentation, it's not super clear, but it kind of gives you a clue that the smartAlbum is about built-in smart albums.

            There's also the smartAlbumGeneric subtype documentation:

            This subtype applies to smart albums synced to the iOS device from the macOS Photos app.

            But there're no smart albums synced to the iOS device. It's an empty list if you will try to use this one.

            It's somehow limited because of iCloud Photos (IMHO). There's an analogy in another framework - CoreData + iCloud support imposes some limits of what you can do and it's less powerful than just CoreData (without iCloud). But it's a pure speculation. Maybe all your smart albums will appear in the list if you turn off iCloud Photos (Photos - Preferences... - iCloud - iCloud Photos), but I'm not that brave to try it as I do not want download the whole library again or to loose something.

            Do you want to access your smart album? Some workarounds:

            1 Actually they're synced, but you can see them on your Mac(s) only.

            Source https://stackoverflow.com/questions/61978366

            QUESTION

            Max of column sqlite
            Asked 2020-Mar-21 at 14:18

            I have a table like this:

            Table: Albums

            ...

            ANSWER

            Answered 2020-Mar-21 at 13:57

            You need group by to count the albums. Then order and limit to the number of rows that you want:

            Source https://stackoverflow.com/questions/60788550

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

            Vulnerabilities

            No vulnerabilities reported

            Install selfies

            Use pip to install selfies. To check if the correct version of selfies is installed, use the following pip command.

            Support

            The documentation can be found on ReadTheDocs. Alternatively, it can be built from the docs/ directory.
            Find more information at:

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            Install
          • PyPI

            pip install selfies

          • CLONE
          • HTTPS

            https://github.com/aspuru-guzik-group/selfies.git

          • CLI

            gh repo clone aspuru-guzik-group/selfies

          • sshUrl

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

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