spotlight | Deep recommender models using PyTorch | Recommender System library

 by   maciejkula Python Version: v0.1.6 License: MIT

kandi X-RAY | spotlight Summary

kandi X-RAY | spotlight Summary

spotlight is a Python library typically used in Artificial Intelligence, Recommender System, Deep Learning, Pytorch applications. spotlight has no bugs, it has no vulnerabilities, it has build file available, it has a Permissive License and it has high support. You can download it from GitHub.

Deep recommender models using PyTorch.
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    Quality
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            kandi-support Support

              spotlight has a highly active ecosystem.
              It has 2858 star(s) with 420 fork(s). There are 110 watchers for this library.
              OutlinedDot
              It had no major release in the last 12 months.
              There are 62 open issues and 48 have been closed. On average issues are closed in 43 days. There are 10 open pull requests and 0 closed requests.
              OutlinedDot
              It has a negative sentiment in the developer community.
              The latest version of spotlight is v0.1.6

            kandi-Quality Quality

              spotlight has 0 bugs and 0 code smells.

            kandi-Security Security

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

            kandi-License License

              spotlight 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

              spotlight releases are available to install and integrate.
              Build file is available. You can build the component from source.
              spotlight saves you 1356 person hours of effort in developing the same functionality from scratch.
              It has 3037 lines of code, 191 functions and 43 files.
              It has high code complexity. Code complexity directly impacts maintainability of the code.

            Top functions reviewed by kandi - BETA

            kandi has reviewed spotlight and discovered the below as its top functions. This is intended to give you an instant insight into spotlight implemented functionality, and help decide if they suit your requirements.
            • Runs the experiment
            • Set seed
            • Builds a factorization model
            • Return the best best baseline
            • Convert the sequence to a sequence of sequences
            • Generate random sequences
            • Generate sliding window
            • Generate sequential sequences
            • Build transition matrix
            • Compute logistic loss between predicted and predicted ratio
            • Evaluate a CNN model
            • Plot speed evolution
            • Computes the Poisson Poisson loss between observed and predicted ratio
            • Calculates the loss of the regression loss
            • Evaluate the LSTM model
            • Prints the training data
            • Evaluate a pooling model
            • Create embeddings for the given indices
            • Split a list of users based on test_ids
            • Get an Amazon SageMaker dataset
            • Predict for sequences
            • Plot the results of a model
            • Predict for given user and item ids
            • Calculate the scalability scale based on embedding
            • Compute adaptive hinge loss
            • Predict using the model
            Get all kandi verified functions for this library.

            spotlight Key Features

            No Key Features are available at this moment for spotlight.

            spotlight Examples and Code Snippets

            Spotlight,Usage
            Swiftdot img1Lines of Code : 26dot img1License : Permissive (MIT)
            copy iconCopy
            import LRSpotlight // Cocoapods
            OR
            import Spotlight // Carthage
            
            class ViewController: UIViewController {
            
                override func viewDidAppear(_ animated: Bool) {
                    super.viewDidAppear(animated)
                    startIntro()
                }
            
                func startIntro() {
               
            copy iconCopy
            mkdir data
            cd data
            wget https://storage.googleapis.com/ai2-mosaic/public/visualcomet/visualcomet.zip
            
            {
                 "img_fn": "lsmdc_3005_ABRAHAM_LINCOLN_VAMPIRE_HUNTER/3005_ABRAHAM_LINCOLN_VAMPIRE_HUNTER_00.27.43.141-00.27.45.534@0.jpg",
                 "movie": "300  
            Spotlight,Installation,Configurations
            Swiftdot img3Lines of Code : 19dot img3License : Permissive (MIT)
            copy iconCopy
            // Delay between spotlights (defaults to 3 seconds)
            Spotlight.delay = 5.0
            // Animation duration for spotlight appearance (Defaults to 0.25 seconds)
            Spotlight.animationDuration = 0.1
            // Alpha of the Spotlight overlay (defaults to 0.6)
            Spotlight.alpha   
            three.js - Shadow Map Viewer
            JavaScriptdot img4Lines of Code : 112dot img4License : Permissive (MIT License)
            copy iconCopy
            import {
            	DoubleSide,
            	LinearFilter,
            	Mesh,
            	MeshBasicMaterial,
            	OrthographicCamera,
            	PlaneGeometry,
            	Scene,
            	ShaderMaterial,
            	Texture,
            	UniformsUtils
            } from 'three';
            import { UnpackDepthRGBAShader } from '../shaders/UnpackDepthRGBAShader.js';
            
            /**
               

            Community Discussions

            QUESTION

            ReactJS: Each child in a list should have a unique "key" prop
            Asked 2022-Apr-15 at 16:25

            What is the best way to fix this type of problem?

            I'm trying to use the Link (react-router-dom) for ReactJS a button will redirect to another page "DadosEmpresaPage" to "SelecaoPlaenoElegibilidade", but it gives an error in my ComponentSelector, now it is fixed, I just have to somehow make a "list" to render my components?

            My index.js

            ...

            ANSWER

            Answered 2022-Apr-15 at 16:17

            The components you are mapping to require a unique React key for React's reconciliation process. Use the componentName value as a React key since presumably they are sufficiently unique in the componentMapping object.

            Source https://stackoverflow.com/questions/71886326

            QUESTION

            How do I add fading at the edges of my lighting?
            Asked 2022-Mar-18 at 10:38

            I am currently using a simple 2D lighting algorithm to create a 2D spotlight. Here is an example of how it looks like currently:

            However, I would like to add in a gradual fading at the edges (top and bottom) so that it would look something like this:

            My current lighting algorithm:

            ...

            ANSWER

            Answered 2022-Mar-18 at 10:38

            Try this as a start point:

            Vertex:

            Source https://stackoverflow.com/questions/71506448

            QUESTION

            Why is threeJS applyMatrix causing my console to go crazy and crash my browser?
            Asked 2022-Mar-12 at 18:23

            This is based off a codepen that I am working on and I simplified the code to work with the specific part I need. I haven't worked with applyMatrix and Matrix4 before. For some reason the info from the part using these functions are showing up in my console and causing my browser to crash. I don't completely understand what is going on. I can guess that the values are being reassigned nonstop but I don't see a resolution to it in the codepen even though this issue isn't in it. Here is my code and the link to the codepen for reference. https://codepen.io/Mamboleoo/pen/Bppdda?editors=0010 This codepen is out of my league and I am trying to get a better grasp of it.

            ...

            ANSWER

            Answered 2022-Mar-12 at 13:01

            part.applyMatrix(new THREE.Matrix4().makeRotationX(part.speedX));

            The codepen uses an old version of three.js (r79). Since certain parts of the API have been renamed, the browser reports deprecation warnings every frame. With the latest version r138, the new code should look like so:

            Source https://stackoverflow.com/questions/71447832

            QUESTION

            Android Studio does not find cocoapods in console
            Asked 2022-Feb-07 at 23:13

            Somehow Android Studio does not find cocoapods, even though it is correctly installed in the system via brew install coocapods. The Android Studio console looks like it doesn't get the correct PATH.

            Note: Starting Android Studio through a terminal / iTerm with

            ...

            ANSWER

            Answered 2022-Feb-03 at 04:39

            @scrimau wrote the best description of this issue.

            Here's some further info:

            echo $PATH (using Android Studio's Terminal) produces different results depending on which of the two methods is used to start Android Studio.

            The same directories appear in both echo $PATH results, but the directories are shuffled around.

            It almost seems like the sequence of directories (as shown by echo $PATH) might have something to do with the different behaviors.

            (Sorry: This should have been a comment. I can't find a way to change an answer to a comment. I'll be more careful next time.)

            Source https://stackoverflow.com/questions/70895243

            QUESTION

            Text over image when container have white-space: nowrap;
            Asked 2022-Jan-04 at 18:49

            This is a scrollable div that contains some images. The container has white-space:nowrap CSS property. I am trying to add a text layer over each of the images (Just like bellow image), but I'm unable to do that.

            I've tried position:absolute on text container to do that but it breaks scroll-x

            So how can I do that? Thank you for coming to help me out.

            ...

            ANSWER

            Answered 2022-Jan-04 at 18:49

            Write your text inside a tag

            Source https://stackoverflow.com/questions/70555351

            QUESTION

            Extract data in a column from a csv, saved as a dictionary (Python, Pandas)
            Asked 2021-Dec-19 at 14:34

            I'm learning AI and machine learning, and I found a difficulty. My CSV dataset has two important columns which are dictionary themselves, e.g. one of them is categories which presents the info in each row like this {"id":252,"name":"Graphic Novels"...}, I'd like to explode this data so it shows in individual columns, for example cat_id, cat_name... so I can apply filters later.

            I guess there are some options in Python and Pandas but I can't see it right now. I'll appreciate your guidance.

            Edit: I took the first ten rows in Excel, copied them to a new document and then opened the new csv document in notepad, copied the first ten lines in notepad and pasted them here, the document can be found in my gdrive :

            ...

            ANSWER

            Answered 2021-Dec-18 at 15:20

            QUESTION

            Prevent click through objects in React-Fiber Three.js
            Asked 2021-Nov-12 at 05:19

            Here is a cube of planes that I can click

            The main issue with this so far is that clicking on a plane clicks through when I would only want to click the plane that my mouse is over. What am I missing on my Three.js Plane?

            I have tried searching for something relating to collision in three.js but to no avail so far.

            After further research, I think it has something to do with RayCasting?

            ...

            ANSWER

            Answered 2021-Nov-12 at 05:19

            It appears that all I needed to prevent this click-through from happening was to add event.stopPropogation() to my event listeners on my Plane. Now I no longer click through the Plane

            Source https://stackoverflow.com/questions/69938046

            QUESTION

            Loading an .obj file with Expo-three?
            Asked 2021-Oct-02 at 00:44

            I am trying to insert a .obj file into a React Native app built using Expo.

            From the examples I've found that are successfully working, most of these seem to rely on building spheres or cubes within the rendering. I haven't found a good example with a successful rendering of a local file, specifically .obj.

            I'm using the expo-three documentation which describes rendering with obj files, but no working examples.

            This is what I have so far, which is not producing any rendered object. But want to know if I am on the right track with this, and what I am missing to get the object to render.

            Below is the current file code.

            ...

            ANSWER

            Answered 2021-Oct-02 at 00:44

            This is the code that I got to render the obj file. Changed the structure of the original file based on some other examples found.

            But this might help someone else!

            Source https://stackoverflow.com/questions/69397505

            QUESTION

            Unable to add shadows
            Asked 2021-Sep-20 at 11:54

            I just started learning three.js but was unable to put shadows of objects on the plane. All things are working, but objects are not casting their shadow on the plane. Here is my js file. I don't know what is missing in the code. Both HTML and javascript files are attached herewith.

            ...

            ANSWER

            Answered 2021-Sep-20 at 11:39

            There is a typo in your code. It's not renderer.shadowMap.Enabled but renderer.shadowMap.enabled. Full code:

            Source https://stackoverflow.com/questions/69252608

            QUESTION

            Reference a displayed image in README.md
            Asked 2021-Aug-26 at 18:20

            I have an image in markdown:

            ...

            ANSWER

            Answered 2021-Aug-21 at 16:56

            You might be able to use html to create an anchor: see

            https://stackoverflow.com/a/62058879/341994

            But I doubt that this will work, because GitHub sanitizes your html and will probable neutralize the anchor. In that case, the answer is that what you're trying to do is impossible using the tool you're using.

            Personally, I use kramdown to generate raw html from Markdown. That way, I can do the sort of thing you're after.

            Source https://stackoverflow.com/questions/68845949

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

            Vulnerabilities

            No vulnerabilities reported

            Install spotlight

            You can download it from GitHub.
            You can use spotlight 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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