MoGA | MoGA : Searching Beyond MobileNetV3 | Machine Learning library

 by   xiaomi-automl Python Version: Current License: No License

kandi X-RAY | MoGA Summary

kandi X-RAY | MoGA Summary

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

We propose the first Mobile GPU-Aware (MoGA) neural architecture search in order to be precisely tailored for real-world applications. Further, the ultimate objective to devise a mobile network lies in achieving better performance by maximizing the utilization of bounded resources. While urging higher capability and restraining time consumption, we unconventionally encourage increasing the number of parameters for higher representational power. Undoubtedly, these three forces are not reconcilable and we have to alleviate the tension by weighted evolution techniques. Lastly, we deliver our searched networks at a mobile scale that outperform MobileNetV3 under the similar latency constraints, i.e., MoGA-A achieves 75.9% top-1 accuracy on ImageNet, MoGA-B meets 75.5% which costs only 0.5ms more on mobile GPU than MobileNetV3, which scores 75.2%. MoGA-C best attests GPU-awareness by reaching 75.3% and being slower on CPU but faster on GPU.
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            kandi-support Support

              MoGA has a low active ecosystem.
              It has 221 star(s) with 34 fork(s). There are 17 watchers for this library.
              OutlinedDot
              It had no major release in the last 6 months.
              There are 7 open issues and 0 have been closed. On average issues are closed in 335 days. There are no pull requests.
              It has a neutral sentiment in the developer community.
              The latest version of MoGA is current.

            kandi-Quality Quality

              MoGA has 0 bugs and 0 code smells.

            kandi-Security Security

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

            kandi-License License

              MoGA 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

              MoGA releases are not available. You will need to build from source code and install.
              MoGA 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.
              MoGA saves you 243 person hours of effort in developing the same functionality from scratch.
              It has 592 lines of code, 50 functions and 7 files.
              It has low code complexity. Code complexity directly impacts maintainability of the code.

            Top functions reviewed by kandi - BETA

            kandi's functional review helps you automatically verify the functionalities of the libraries and avoid rework.
            Currently covering the most popular Java, JavaScript and Python libraries. See a Sample of MoGA
            Get all kandi verified functions for this library.

            MoGA Key Features

            No Key Features are available at this moment for MoGA.

            MoGA Examples and Code Snippets

            No Code Snippets are available at this moment for MoGA.

            Community Discussions

            QUESTION

            Problem with script making banner disappear when scrolled
            Asked 2020-Oct-25 at 00:38

            I wrote javascript code making website banner disappear when scroll's position is >0 or window's width is less than 1400px and it works well but one of my subpages have very little content so on full HD resolution only small part of the content is not visible until scrolled. So when i scroll down to reveal that content the banner disappears making enough space for entire content of this subpage so the scroll itself disappears which is equal to scrolls position = 0 which makes banner appear again. How can i fixed it? Thank you in advance.

            ...

            ANSWER

            Answered 2020-Oct-25 at 00:38

            just add the mediaquery at your css, that will handle the issue (looks like a compatibility one)

            more info at

            https://developer.mozilla.org/pt-BR/docs/Web/CSS/@media

            Source https://stackoverflow.com/questions/64519229

            QUESTION

            How to understand the problem with mustache + spring boot?
            Asked 2020-Feb-05 at 07:17

            I do my first project with Spring boot and I use Mustache. So, I have a problem with it. When I try to start my application my page with database looks like this:

            ...

            ANSWER

            Answered 2020-Feb-05 at 07:17
            import org.springframework.web.servlet.ModelAndView;
            ...
            
            @Controller
            public class DietaController {
            
                @Autowired
                private DietaRepository dietaRepository;
            
                @GetMapping("/dieta")
                public ModelAndView getAllNotes() {
            
            
                    List diets = dietaRepository.findAll();
            
                    Map params = new HashMap<>();
                    params.put("diety", diets);
            
                    return new ModelAndView("Dieta", params); // html's name
                }
            }
            

            Source https://stackoverflow.com/questions/60032203

            QUESTION

            Transforming dataframe in R to other format
            Asked 2019-Dec-21 at 16:54

            I am trying to tackle a problem for a while now. I have a dataset that has species and their abundances grouped per year and per site. There are three years and seven sites. Data now looks like this (example):

            ...

            ANSWER

            Answered 2019-Dec-21 at 15:55

            As @duckmayr suggests, pivot_wider would be appropriate for this.

            Based on your example data (calling the data frame df):

            Source https://stackoverflow.com/questions/59437531

            QUESTION

            R - rvest - scrap all data from p (directors on IMDb page)
            Asked 2019-Aug-21 at 12:29

            I'm trying to scrap film details from IMDb webpage. Problem is with Directors data. I'm able to scrap only first director, but would like to scrap all of them for each film.

            On mentioned below page on Position 10 we have "Avengers - Infinity War" where as Directors there are Anthony Russo and Joe Russo.

            Original version of the code. As you can see there is specific child set as 1, so it reads first director.

            ...

            ANSWER

            Answered 2019-Aug-21 at 12:29

            You can get the values by string manipulation after applying the html_text(). Even if it looks like a little bit messy, it solves the problem.

            Source https://stackoverflow.com/questions/57588733

            QUESTION

            Postgresql - Postgis - how to filter content?
            Asked 2017-Jun-28 at 11:21

            I have imported a shapefile that consists of POINT data.

            Here is the query:

            ...

            ANSWER

            Answered 2017-Jun-28 at 10:19

            Use your query as a subselect:

            Source https://stackoverflow.com/questions/44797406

            QUESTION

            How to use a String array from one class in different classes, so that number of lines of code does not become too much
            Asked 2017-Apr-29 at 13:14

            I have created a String array that contains the names of all the cities in India. So, I don't want to declare it again and again as I need it in many other JAVA classes. I am working in Android Studio. I use the Strings.xml file for declaring a simple string array. I don't understand what should I do?

            ...

            ANSWER

            Answered 2017-Apr-29 at 09:52
             public static String[] cities={};
            

            Source https://stackoverflow.com/questions/43694137

            QUESTION

            Moga gamepad not working with A-Frame
            Asked 2017-Apr-02 at 00:29

            I have a Moga Pro gamepad that I am trying to use with A-Frame. According to the A-Frame 0.5.0 docs on tracked-controls, I should be able to add something like:

            ...

            ANSWER

            Answered 2017-Apr-02 at 00:29

            The tracked-controls component is for 6DOF tracked controllers, and won't support arbitrary gamepads. You probably want to try universal-controls or gamepad-controls instead.

            Source https://stackoverflow.com/questions/43162149

            QUESTION

            why am i getting segmentation fault with strcpy()
            Asked 2017-Jan-26 at 01:30
            #include 
            #include 
            #include 
            #include 
            #include 
            #include 
            #include 
            #include 
            
            ...

            ANSWER

            Answered 2017-Jan-26 at 01:30

            You declared a pointer variable data, but never assigned it to point to any memory. You need to do this in main():

            Source https://stackoverflow.com/questions/41864487

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

            Vulnerabilities

            No vulnerabilities reported

            Install MoGA

            You can download it from GitHub.
            You can use MoGA 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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          • HTTPS

            https://github.com/xiaomi-automl/MoGA.git

          • CLI

            gh repo clone xiaomi-automl/MoGA

          • sshUrl

            git@github.com:xiaomi-automl/MoGA.git

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