apex | PyTorch Extension : Tools for easy mixed precision | Machine Learning library

 by   NVIDIA Python Version: 23.05 License: BSD-3-Clause

kandi X-RAY | apex Summary

kandi X-RAY | apex Summary

apex is a Python library typically used in Artificial Intelligence, Machine Learning, Pytorch applications. apex 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.

This repository holds NVIDIA-maintained utilities to streamline mixed precision and distributed training in Pytorch. Some of the code here will be included in upstream Pytorch eventually. The intention of Apex is to make up-to-date utilities available to users as quickly as possible.
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            kandi-support Support

              apex has a highly active ecosystem.
              It has 7295 star(s) with 1213 fork(s). There are 100 watchers for this library.
              OutlinedDot
              It had no major release in the last 6 months.
              There are 592 open issues and 507 have been closed. On average issues are closed in 79 days. There are 64 open pull requests and 0 closed requests.
              It has a positive sentiment in the developer community.
              The latest version of apex is 23.05

            kandi-Quality Quality

              apex has 0 bugs and 0 code smells.

            kandi-Security Security

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

            kandi-License License

              apex is licensed under the BSD-3-Clause License. This license is Permissive.
              Permissive licenses have the least restrictions, and you can use them in most projects.

            kandi-Reuse Reuse

              apex releases are not available. You will need to build from source code and install.
              Build file is available. You can build the component from source.
              Installation instructions are not available. Examples and code snippets are available.
              apex saves you 9041 person hours of effort in developing the same functionality from scratch.
              It has 30949 lines of code, 1966 functions and 273 files.
              It has high code complexity. Code complexity directly impacts maintainability of the code.

            Top functions reviewed by kandi - BETA

            kandi has reviewed apex and discovered the below as its top functions. This is intended to give you an instant insight into apex implemented functionality, and help decide if they suit your requirements.
            • Helper function for forward_backward propagation .
            • Initialize model parameters .
            • Wrapper for forward_backward .
            • Get information about a marker
            • Initializes the model .
            • Process an optimizer .
            • Main function .
            • Initialize models .
            • Init permutation flag for each node .
            • Scales a loss .
            Get all kandi verified functions for this library.

            apex Key Features

            No Key Features are available at this moment for apex.

            apex Examples and Code Snippets

            No Code Snippets are available at this moment for apex.

            Community Discussions

            QUESTION

            Android - abort crash
            Asked 2022-Apr-14 at 07:18

            I'm having this crash on android 10. I was unable to find any proper solution for this even though it's really complicated Stack trace to understand. Any Help will be appreciated. I'm using TensorFlow lite.

            Dependencies

            ...

            ANSWER

            Answered 2022-Apr-14 at 07:18

            This might be an assertion error happens after JNI function Java_org_tensorflow_lite_NativeInterpreterWrapper_allocateTensors has been called. According to the symbol name of this function, the relative Java method should be org.tensorflow.lite.NativeInterpreterWrapper.allocateTensors().

            I thought you should compile the TensorFlow things by yourself rather than use dependencies, and keep debug symbol in it, you will get the actual source-level line number in the backtrace report next time, this will help you track down the bug.

            Source https://stackoverflow.com/questions/71867119

            QUESTION

            Cannot find name 'GlobalCompositeOperation'
            Asked 2022-Apr-10 at 13:59

            While working with ng-lottie for animations. It is suddenly having build issues. Know more .

            Hence, in search of alternatives I am trying ng-particles.

            I have installed it and added the configs as per docs.

            But, now I am getting Cannot find name 'GlobalCompositeOperation'

            Package.json

            ...

            ANSWER

            Answered 2022-Apr-10 at 13:59

            this an issue with typescript version and for me details you can take a look at here :

            https://github.com/matteobruni/tsparticles/issues/3853

            Source https://stackoverflow.com/questions/71796111

            QUESTION

            ModuleNotFoundError: No module named 'milvus'
            Asked 2022-Feb-15 at 19:23

            Goal: to run this Auto Labelling Notebook on AWS SageMaker Jupyter Labs.

            Kernels tried: conda_pytorch_p36, conda_python3, conda_amazonei_mxnet_p27.

            ...

            ANSWER

            Answered 2022-Feb-03 at 09:29

            I would recommend to downgrade your milvus version to a version before the 2.0 release just a week ago. Here is a discussion on that topic: https://github.com/deepset-ai/haystack/issues/2081

            Source https://stackoverflow.com/questions/70954157

            QUESTION

            How to get comma separated values from blazor wrapper for Apexchart
            Asked 2022-Jan-23 at 21:41

            I have used ApexChart to create a simple chart. Following you can see a screenshot of it

            my apex chart component razor file is this.

            ...

            ANSWER

            Answered 2022-Jan-23 at 21:41

            You can pass some javascript as a formatter, something like this.

            Source https://stackoverflow.com/questions/70802426

            QUESTION

            Jquery bold a row in Oracle Apex Classic Report
            Asked 2022-Jan-11 at 00:12

            I'd like to bold only rows with values like Suma: in Oracle Apex Classic Report. I tried to execute that feature with below code but I do not know how to replace == with SQL like clause.

            ...

            ANSWER

            Answered 2022-Jan-10 at 19:01

            I don't know about a Classic Report, but - why wouldn't you use an Interactive Report instead? Its "Actions" already offers Highlight which lets you do it with no effort.

            For example (left: the "Highlight" options; right: the result):

            Source https://stackoverflow.com/questions/70657091

            QUESTION

            Export application oracle apex
            Asked 2021-Dec-30 at 13:15

            Trying to create a script to export my apex application. Using sqlcl, you can do apex export 100. Is there a way to do this using plain sql or pl/sql which are the ones that the Script Editor in Oracle Apex accepts?

            ...

            ANSWER

            Answered 2021-Dec-29 at 18:57

            I agree with the script part, but not (PL/)SQL - create an operating system batch script. I'm on MS Windows, here's an example of what you might do:

            Source https://stackoverflow.com/questions/70523532

            QUESTION

            How to attatch Dynamic Action or Process to a Menu Popout list item - APEX 21.1
            Asked 2021-Dec-22 at 19:33

            I'm trying to add a dropdown menu button to a classic report row and assign the menu items either a process or DA. I've used the Universal Theme docs to help me figure out how to get the menu button added to a classic report, but now I'm stuck and do not understand how to assign/attach a Dynamic Action or Process to each item in my menu list:

            • APPROVE WORKLOAD
            • ASSIGN WORKLOAD

            For this instance, both menu items will just open a dialog page passing in the primary key of the row (MASTER_ID), but some other actions elsewhere will need to handle more complex logic where APEX Processing or DA would be best.

            I would be surprised APEX does not have something like this to be implemented natively since there is something similar with Interactive Grids and is a common web pattern.

            UPDATE: I went ahead and added this as an APEX Idea (FR-2133) here. If you think this is something worth adding to APEX, please give it an upvote.

            ...

            ANSWER

            Answered 2021-Sep-22 at 13:42

            There isn't a built-in solution for this unfortunately. There is a good blog post by John Snyders that describes a way of building this yourself.

            I have also built some similar functionality, which I have a demo of here. This uses a bespoke table to store the menu options, and makes an AJAX call when the menu is opened to get the appropriate menu entries to display. These can be conditional e.g. the "Calculate commission" menu entry is only applicable to employees with job='SALESMAN'.

            Tables

            Source https://stackoverflow.com/questions/69270469

            QUESTION

            How to get host name and request headers for ORDS RESTful Services?
            Asked 2021-Dec-20 at 16:31

            I have Oracle 18c database with Apex 19.2

            I created an ORDS RESTful Service to receive some POST requests from another application.

            I need to get some detailed informations about the request sent to my RESTful service.

            So I'm using the implicit parameters documented here :

            https://docs.oracle.com/en/database/oracle/oracle-rest-data-services/18.3/aelig/implicit-parameters.html#GUID-E7716042-B012-4E44-9F4C-F8D3A1EDE01C

            For example : :body, :content_type...

            ...

            ANSWER

            Answered 2021-Dec-20 at 16:31

            Use the following code as an endpoint source to check all available CGI variables.

            Source https://stackoverflow.com/questions/70313694

            QUESTION

            How to insert values to a table in APEX, using a PACKAGE?
            Asked 2021-Dec-06 at 19:21

            Right now I'm inserting values to a table, with insert or update values, like this:

            ...

            ANSWER

            Answered 2021-Dec-06 at 19:21

            To use a package on a form in apex, just replace the code in your form where you manually do the insert with a call to the package & procedure. Replace the "MYPKG" below with the actual package name.

            Source https://stackoverflow.com/questions/70249419

            QUESTION

            dbms_output.put_line in PLSQL Developer fails with ORA-06502 for strings longer than 32512 chars
            Asked 2021-Dec-01 at 11:20

            This script fails in PLSQL Developer version 14.0.0.1961 (error ORA-06502: PL/SQL: numeric or value error: character string buffer too small):

            ...

            ANSWER

            Answered 2021-Dec-01 at 11:14

            Looks like a PL/SQL Developer bug.

            In 2013, they said they'll fix it:

            it's a bit of a low-level issue, so his may need to wait until version 11.0.

            Which version do you use?

            Source https://stackoverflow.com/questions/70183116

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

            Vulnerabilities

            No vulnerabilities reported

            Install apex

            You can download it from GitHub.
            You can use apex 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

            Windows support is experimental, and Linux is recommended. pip install -v --no-cache-dir --global-option="--cpp_ext" --global-option="--cuda_ext" . may work if you were able to build Pytorch from source on your system. pip install -v --no-cache-dir . (without CUDA/C++ extensions) is more likely to work. If you installed Pytorch in a Conda environment, make sure to install Apex in that same environment.
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            https://github.com/NVIDIA/apex.git

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            gh repo clone NVIDIA/apex

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            git@github.com:NVIDIA/apex.git

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