performance | : muscle : Models ' quality and performance metrics ( R2 | Analytics library

 by   easystats R Version: v0.10.4 License: GPL-3.0

kandi X-RAY | performance Summary

kandi X-RAY | performance Summary

performance is a R library typically used in Analytics applications. performance has no bugs, it has no vulnerabilities, it has a Strong Copyleft License and it has medium support. You can download it from GitHub.

A crucial aspect when building regression models is to evaluate the quality of modelfit. It is important to investigate how well models fit to the data and which fit indices to report. Functions to create diagnostic plots or to compute fit measures do exist, however, mostly spread over different packages. There is no unique and consistent approach to assess the model quality for different kind of models. The primary goal of the performance package is to fill this gap and to provide utilities for computing indices of model quality and goodness of fit. These include measures like r-squared (R2), root mean squared error (RMSE) or intraclass correlation coefficient (ICC) , but also functions to check (mixed) models for overdispersion, zero-inflation, convergence or singularity.
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            kandi-support Support

              performance has a medium active ecosystem.
              It has 855 star(s) with 74 fork(s). There are 24 watchers for this library.
              OutlinedDot
              It had no major release in the last 12 months.
              There are 86 open issues and 298 have been closed. On average issues are closed in 106 days. There are 4 open pull requests and 0 closed requests.
              It has a neutral sentiment in the developer community.
              The latest version of performance is v0.10.4

            kandi-Quality Quality

              performance has 0 bugs and 0 code smells.

            kandi-Security Security

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

            kandi-License License

              performance is licensed under the GPL-3.0 License. This license is Strong Copyleft.
              Strong Copyleft licenses enforce sharing, and you can use them when creating open source projects.

            kandi-Reuse Reuse

              performance releases are available to install and integrate.
              Installation instructions, examples and code snippets are available.

            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 performance
            Get all kandi verified functions for this library.

            performance Key Features

            No Key Features are available at this moment for performance.

            performance Examples and Code Snippets

            Performance benchmark .
            javadot img1Lines of Code : 26dot img1License : Permissive (MIT License)
            copy iconCopy
            @EventListener(ApplicationReadyEvent.class)
                public void executePerformanceBenchmark() {
            
                    int bookCount = 10000;
            
                    long start = System.currentTimeMillis();
                    for (int i = 0; i < bookCount; i++) {
                        bookRepository.  
            This is a bean that can be used to manage a performance monitor .
            javadot img2Lines of Code : 6dot img2License : Permissive (MIT License)
            copy iconCopy
            @Bean
                public Advisor myPerformanceMonitorAdvisor() {
                    AspectJExpressionPointcut pointcut = new AspectJExpressionPointcut();
                    pointcut.setExpression("com.baeldung.performancemonitor.AopConfiguration.myMonitor()");
                    return new   
            Set the performance repository .
            javadot img3Lines of Code : 4dot img3License : Permissive (MIT License)
            copy iconCopy
            @Autowired
                public void setStudentRepository(StudentRepository repo) {
                    this.repo = repo;
                }  

            Community Discussions

            QUESTION

            Keras AttributeError: 'Sequential' object has no attribute 'predict_classes'
            Asked 2022-Mar-23 at 04:30

            Im attempting to find model performance metrics (F1 score, accuracy, recall) following this guide https://machinelearningmastery.com/how-to-calculate-precision-recall-f1-and-more-for-deep-learning-models/

            This exact code was working a few months ago but now returning all sorts of errors, very confusing since i havent changed one character of this code. Maybe a package update has changed things?

            I fit the sequential model with model.fit, then used model.evaluate to find test accuracy. Now i am attempting to use model.predict_classes to make class predictions (model is a multi-class classifier). Code shown below:

            ...

            ANSWER

            Answered 2021-Aug-19 at 03:49

            This function were removed in TensorFlow version 2.6. According to the keras in rstudio reference

            update to

            Source https://stackoverflow.com/questions/68836551

            QUESTION

            How to install the Bumblebee 2021.1.1 Android Studio Patch?
            Asked 2022-Feb-10 at 19:28

            When I open Android Studio I receive a notification saying that an update is available:

            ...

            ANSWER

            Answered 2022-Feb-10 at 11:09

            This issue was fixed by Google (10 February 2022).

            You can now update Android Studio normally.

            Thank you all for helping to bring this problem to Google's attention.

            Source https://stackoverflow.com/questions/71006400

            QUESTION

            What is the correct way to install Android Studio Bumblebee 2021.1.1 Patch 1
            Asked 2022-Feb-10 at 11:10

            I am sorry but I am really confused and leery now, so I am resorting to SO to get some clarity.

            I am running Android Studio Bumblebee and saw a notification about a major new release wit the following text:

            ...

            ANSWER

            Answered 2022-Feb-10 at 11:10

            This issue was fixed by Google (10 February 2022).

            You can now update Android Studio normally.

            Source https://stackoverflow.com/questions/70999801

            QUESTION

            Why second spin in Spinlock gives performance boost?
            Asked 2022-Jan-28 at 15:23

            Here is a basic Spinlock implemented with std::atomic_flag.
            The author of the book claims that second while in the lock() boosts performance.

            ...

            ANSWER

            Answered 2022-Jan-28 at 05:13

            Reading a memory address does not clear the cache line.

            Writing does.

            So in a modern computer, there is RAM, and there are multiple layers of cache "around" the CPU (they are called L1, L2 and L3 cache, but the important part is that they are layers, and the CPU is at the middle). In a multi-core system, often the outer layers are shared; the innermost layer is usually not, and is specific to a given CPU.

            Clearing the cache line means informing every other cache holding this memory "the data you own may be stale, throw it out".

            Test and set writes true and atomically returns the old value. It clears the cache line, because it writes.

            Test does not write. If you have another thread unsynchronized with this one, it reading the cache of this memory doesn't have to be poked.

            The outer loop writes true, and exits if it replaced false. The inner loop waits until there is a false visible, then falls to outer loop. The inner loop need not clear every other cpu's cache status of the value of the atomic flag, but the outer has to (as it could change the false to true). As spinning could go on for a while, avoiding continuous cache clearing seems like a good idea.

            Source https://stackoverflow.com/questions/70887350

            QUESTION

            Bubble sort slower with -O3 than -O2 with GCC
            Asked 2022-Jan-21 at 02:41

            I made a bubble sort implementation in C, and was testing its performance when I noticed that the -O3 flag made it run even slower than no flags at all! Meanwhile -O2 was making it run a lot faster as expected.

            Without optimisations:

            ...

            ANSWER

            Answered 2021-Oct-27 at 19:53

            It looks like GCC's naïveté about store-forwarding stalls is hurting its auto-vectorization strategy here. See also Store forwarding by example for some practical benchmarks on Intel with hardware performance counters, and What are the costs of failed store-to-load forwarding on x86? Also Agner Fog's x86 optimization guides.

            (gcc -O3 enables -ftree-vectorize and a few other options not included by -O2, e.g. if-conversion to branchless cmov, which is another way -O3 can hurt with data patterns GCC didn't expect. By comparison, Clang enables auto-vectorization even at -O2, although some of its optimizations are still only on at -O3.)

            It's doing 64-bit loads (and branching to store or not) on pairs of ints. This means, if we swapped the last iteration, this load comes half from that store, half from fresh memory, so we get a store-forwarding stall after every swap. But bubble sort often has long chains of swapping every iteration as an element bubbles far, so this is really bad.

            (Bubble sort is bad in general, especially if implemented naively without keeping the previous iteration's second element around in a register. It can be interesting to analyze the asm details of exactly why it sucks, so it is fair enough for wanting to try.)

            Anyway, this is pretty clearly an anti-optimization you should report on GCC Bugzilla with the "missed-optimization" keyword. Scalar loads are cheap, and store-forwarding stalls are costly. (Can modern x86 implementations store-forward from more than one prior store? no, nor can microarchitectures other than in-order Atom efficiently load when it partially overlaps with one previous store, and partially from data that has to come from the L1d cache.)

            Even better would be to keep buf[x+1] in a register and use it as buf[x] in the next iteration, avoiding a store and load. (Like good hand-written asm bubble sort examples, a few of which exist on Stack Overflow.)

            If it wasn't for the store-forwarding stalls (which AFAIK GCC doesn't know about in its cost model), this strategy might be about break-even. SSE 4.1 for a branchless pmind / pmaxd comparator might be interesting, but that would mean always storing and the C source doesn't do that.

            If this strategy of double-width load had any merit, it would be better implemented with pure integer on a 64-bit machine like x86-64, where you can operate on just the low 32 bits with garbage (or valuable data) in the upper half. E.g.,

            Source https://stackoverflow.com/questions/69503317

            QUESTION

            Problem with memory allocation in Julia code
            Asked 2022-Jan-19 at 09:34

            I used a function in Python/Numpy to solve a problem in combinatorial game theory.

            ...

            ANSWER

            Answered 2022-Jan-19 at 09:34

            The original code can be re-written in the following way:

            Source https://stackoverflow.com/questions/70766215

            QUESTION

            React hooks: call component as function vs render as element
            Asked 2021-Dec-25 at 09:13

            Say we have component:

            ...

            ANSWER

            Answered 2021-Dec-12 at 10:39

            Here are some implications of calling component as function vs rendering it as element.

            1. Potential violation of rules of hooks

            When you call a component as a function (see TestB() below) and it contains usage of hooks inside it, in that case react thinks the hooks within that function belongs to the parent component. Now if you conditionally render that component (TestB()) you will violate one of the rules of hooks. Check the example below, click the re-render button to see the error:

            Error: Rendered fewer hooks than expected. This may be caused by an accidental early return statement.

            Source https://stackoverflow.com/questions/69432301

            QUESTION

            Any difference between String.getOrElse() and String.elementAtOrElse()?
            Asked 2021-Dec-20 at 17:09

            As the title states:

            Is there any difference between String.getOrElse() and String.elementAtOrElse()? From a functional point of view they seem completely identical, maybe some performance difference?

            Same question accounts to String.getOrNull() and String.elementAtOrNull().

            ...

            ANSWER

            Answered 2021-Dec-02 at 06:12

            The very links you included in your question allow you to see the source code of each implementation which tells you that, no, there is no difference.

            In fact elementAtOrNull literally just calls getOrNull.

            Source https://stackoverflow.com/questions/70194838

            QUESTION

            Android Emulator keeps quitting when taking screenshots
            Asked 2021-Dec-04 at 02:28

            I can't recall if I have ever tinkered with the settings of Android Emulator, but I've been testing my app on an Android Emulator using Android Studio, and every time I take a screenshot, it crashes.

            I tried deleting, and wiping, and creating a new Emulator. None of it works. I tried also to take a screenshot without running my app, with a fresh emulator, and the same problem occurs. It just crashes whenever I try to take a picture.

            Android Studio reports this error:

            Blockquote WARNING | unexpected system image feature string, emulator might not function correctly, please try updating the emulator. WARNING | cannot add library /Users/sbenati/Library/Android/sdk/emulator/qemu/darwin-x86_64/lib64/vulkan/libvulkan.dylib: failed INFO | configAndStartRenderer: setting vsync to 60 hz INFO | added library /Users/sbenati/Library/Android/sdk/emulator/lib64/vulkan/libvulkan.dylib WARNING | cannot add library /Users/sbenati/Library/Android/sdk/emulator/qemu/darwin-x86_64/lib64/vulkan/libMoltenVK.dylib: failed INFO | added library /Users/sbenati/Library/Android/sdk/emulator/lib64/vulkan/libMoltenVK.dylib INFO | Started GRPC server at 127.0.0.1:8554, security: Local INFO | Advertising in: /Users/sbenati/Library/Caches/TemporaryItems/avd/running/pid_935.ini

            My machine is a Mac with 32GB of RAM and i7 CPU, so I can't imaging this an issue with system performance.

            If no one has any suggestions, I will have to just reinstall everything. Thanks for the tips everyone.

            Edit:

            I ran this on a new Mac mini I recently acquired, and got this really helpful message. I traced it down to a suggested solution about switching off Vulcan, but it did not work for me.

            ...

            ANSWER

            Answered 2021-Dec-04 at 02:28

            I've been having the same problem (I'm on macOS Monterey), each time I try to take a screenshot the emulator crashes.

            Sadly I haven't found a direct solution to this problem, that is a solution fixing the issue in the simulator. But I have learned that it is possible to take screenshots of the app from inside Android Studio, using Logcat.

            Essentially, when you're running your app, if you go to the Logcat tab, there is a screenshot option which does seem to work without crashing. I've added a link to developer.android.com which explains how to do it.

            Even thought this doesn't exactly fix the problem I hope it helps!

            Take a screenshot (through android studio)

            Edit:

            I am happy to report that after a recent update for the emulator released by the developers, the issue no longer exists for me! The screenshot button has now started working again.

            So if someone has the issue, I believe it can now be fixed by just updating your emulator to the latest version available.

            Source https://stackoverflow.com/questions/69654531

            QUESTION

            What does the hook numbers in the Reactjs Dev tool correspond to?
            Asked 2021-Nov-06 at 02:32

            I have a react.js app that I want to profile for performance issues.

            I'm using the react dev tool profiler in firefox.

            I profile a specific interaction and get the flamegraph and the ranked time graph in the dev tool.

            Then this message shows up in the dev tool:

            This part of the dev tool is not interactive, and I can't find anything on how the hooks are numbered.

            How do I interpret these numbers? What do they correspond to? Where can I find the information on what hooks they refer to?

            ...

            ANSWER

            Answered 2021-Nov-06 at 02:32

            This is the PR where they added that feat. They didn't provide a better UI due to some performance constraints. But you can find what hooks those indexes correspond to if you go to the components tab in dev tools and inspect said component; in the hooks section, you'll have a tree of the called hooks, and for each hook, a small number at the left which is the index. You'll probably need to unfold the tree of hooks to find them.

            Here's a screenshot from the linked PR

            Source https://stackoverflow.com/questions/68925790

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

            Vulnerabilities

            No vulnerabilities reported

            Install performance

            The performance package is available on CRAN, while its latest development version is available on R-universe (from rOpenSci).

            Support

            There is a nice introduction into the package on youtube.
            Find more information at:

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