angel | Powerful Parameter Server for large-scale machine learning | Machine Learning library

 by   Angel-ML Java Version: Release-3.2.0 License: Non-SPDX

kandi X-RAY | angel Summary

kandi X-RAY | angel Summary

angel is a Java library typically used in Artificial Intelligence, Machine Learning, Deep Learning, Spark applications. angel has no bugs, it has no vulnerabilities, it has build file available and it has medium support. However angel has a Non-SPDX License. You can download it from GitHub.

Angel is a high-performance distributed machine learning and graph computing platform based on the philosophy of Parameter Server. It is tuned for performance with big data from Tencent and has a wide range of applicability and stability, demonstrating increasing advantage in handling higher dimension model. Angel is jointly developed by Tencent and Peking University, taking account of both high availability in industry and innovation in academia. With model-centered core design concept, Angel partitions parameters of complex models into multiple parameter-server nodes, and implements a variety of machine learning algorithms and graph algorithms using efficient model-updating interfaces and functions, as well as flexible consistency model for synchronization. Angel is developed with Java and Scala. It supports running on Yarn. With PS Service abstraction, it supports Spark on Angel. Graph computing and deep learning frameworks support is under development and will be released in the future. We welcome everyone interested in machine learning or graph computing to contribute code, create issues or pull requests. Please refer to Angel Contribution Guide for more detail.
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            kandi-support Support

              angel has a medium active ecosystem.
              It has 6665 star(s) with 1632 fork(s). There are 451 watchers for this library.
              OutlinedDot
              It had no major release in the last 12 months.
              There are 122 open issues and 485 have been closed. On average issues are closed in 100 days. There are 7 open pull requests and 0 closed requests.
              It has a neutral sentiment in the developer community.
              The latest version of angel is Release-3.2.0

            kandi-Quality Quality

              angel has 0 bugs and 0 code smells.

            kandi-Security Security

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

            kandi-License License

              angel has a Non-SPDX License.
              Non-SPDX licenses can be open source with a non SPDX compliant license, or non open source licenses, and you need to review them closely before use.

            kandi-Reuse Reuse

              angel releases are available to install and integrate.
              Build file is available. You can build the component from source.
              Installation instructions are available. Examples and code snippets are not available.

            Top functions reviewed by kandi - BETA

            kandi has reviewed angel and discovered the below as its top functions. This is intended to give you an instant insight into angel implemented functionality, and help decide if they suit your requirements.
            • Generate input splits .
            • Build the sum of the forest .
            • Returns a String containing the startup shutdown message .
            • Find a split .
            • Applies the compaction component to the given vector .
            • Create application submission context .
            • MurmurHash3 32 - bit hashing .
            • Builds a histogram of features .
            • Generate default JVM parameters .
            • Create key value part .
            Get all kandi verified functions for this library.

            angel Key Features

            No Key Features are available at this moment for angel.

            angel Examples and Code Snippets

            No Code Snippets are available at this moment for angel.

            Community Discussions

            QUESTION

            R replace string in df with partial match in a list
            Asked 2022-Apr-14 at 13:23

            I have a dataframe (df) in R and I want to create a new column (city1_n) that contains a line stored in the list key whenever there is a partial match between city1 and key. Bellow I have created a little example that should help to visualize my problem.

            ...

            ANSWER

            Answered 2022-Apr-14 at 13:23

            Use fuzzyjoin::fuzzyjoin:

            Source https://stackoverflow.com/questions/71872318

            QUESTION

            Estimate row count SQL
            Asked 2022-Mar-28 at 03:39

            I have more than 10 million rows. Counting the number of rows is too slow. I want to estimate the number of rows.

            Current query is like this:

            ...

            ANSWER

            Answered 2022-Mar-27 at 23:41

            The performance of COUNT(*) is not the biggest performance problem in this case. The performance cannot be improved, because your search condition LIKE '%...%' is bound to run a table-scan. It must examine every row in the table anyway, to check if it matches your condition.

            Alternatives to make it quicker:

            • Match the pattern using fulltext indexing instead of LIKE predicates with wildcards

            • Store the count and keep it updated as you add or change data, as the comment above suggests (but you'd need a separate counter for each possible search pattern)

            • Get a more powerful computer

            • Store less data

            Source https://stackoverflow.com/questions/71640843

            QUESTION

            Remove parts from a string using a regular expression
            Asked 2022-Mar-23 at 15:12

            I have a list of strings like so:

            ...

            ANSWER

            Answered 2022-Mar-23 at 14:13

            QUESTION

            Fixing Cluttered Titles on Graphs
            Asked 2022-Mar-07 at 19:08

            I made the following 25 network graphs (all of these graphs are copies for simplicity - in reality, they will all be different):

            ...

            ANSWER

            Answered 2022-Mar-03 at 21:12

            While my solution isn't exactly what you describe under Option 2, it is close. We use combineWidgets() to create a grid with a single column and a row height where one graph covers most of the screen height. We squeeze in a link between each widget instance that scrolls the browser window down to show the following graph when clicked.

            Let me know if this is working for you. It should be possible to automatically adjust the row size according to the browser window size. Currently, this depends on the browser window height being around 1000px.

            I modified your code for the graph creation slightly and wrapped it in a function. This allows us to create 25 different-looking graphs easily. This way testing the resulting HTML file is more fun! What follows the function definition is the code to create a list of HTML objects that we then feed into combineWidgets().

            Source https://stackoverflow.com/questions/71244872

            QUESTION

            Adding Labels to Graph Nodes
            Asked 2022-Mar-01 at 16:01

            I made the following graph using the "visnetwork" library:

            ...

            ANSWER

            Answered 2022-Mar-01 at 02:20

            The reason for the error is that there is no 8 and there are 2 12s.

            Source https://stackoverflow.com/questions/71282403

            QUESTION

            Directly Adding Titles and Labels to Visnetwork
            Asked 2022-Feb-25 at 11:41

            I have the following network graph:

            ...

            ANSWER

            Answered 2022-Feb-24 at 17:37

            I was not able to figure out how to do this with "visIgraph()" function - but I think I was able to figure out how to generate a random graph (meeting certain conditions: Generating Random Graphs According to Some Conditions) and using the regular "visNetwork()" function and then place a title on this graph:

            Source https://stackoverflow.com/questions/71243676

            QUESTION

            Adjusting Graph Layouts
            Asked 2022-Feb-25 at 11:37

            I have the following graph:

            ...

            ANSWER

            Answered 2022-Feb-25 at 11:37

            Not sure to fully understand what you are looking for but:

            1. If you want the vertices to be placed randomly and not on a circle, you just need to use the argument layout = "layout_randomly" inside the visIgraph() function.

            2. If you want the vertices to be placed randomly and on a circle, you need to use the permute() function and then just add the argument layout = "layout_circle" inside the visIgraph() function.

            Please find below a reprex.

            Reprex

            • Your data

            Source https://stackoverflow.com/questions/71261431

            QUESTION

            Understanding "list" and "do.call" commands
            Asked 2022-Feb-25 at 10:55

            Over here (Directly Adding Titles and Labels to Visnetwork), I learned how to directly add titles to graphs made using the "visIgraph()" function:

            ...

            ANSWER

            Answered 2022-Feb-25 at 10:55

            Please find below one possible solution.

            Reprex

            • Your data

            Source https://stackoverflow.com/questions/71262761

            QUESTION

            How to create a table with multiple classification in R
            Asked 2022-Feb-10 at 16:01

            I am having problems in create a report table with a data frame like this:

            ...

            ANSWER

            Answered 2022-Feb-10 at 16:01

            I think if you look through the packages gt and gtsummary, you'll find what you're looking for. For example, this is close to the example you provided as your desired output.

            Source https://stackoverflow.com/questions/71065434

            QUESTION

            Write alias for columns with same names from multiple pivots in snowflake
            Asked 2022-Jan-20 at 05:38

            My query is

            ...

            ANSWER

            Answered 2022-Jan-20 at 05:38

            so with this pared down SQL and fake_data:

            Source https://stackoverflow.com/questions/70780914

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

            Vulnerabilities

            No vulnerabilities reported

            Install angel

            Quick Start
            Spark on Angel Quick Start

            Support

            Mailing list: angel-tsc@lists.deeplearningfoundation.orgAngel homepage in Linux FD: https://lists.deeplearningfoundation.org/g/angel-mainCommitters & ContributorsContributing to AngelRoadmap
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