pau | Padé Activation Units : End-to-end Learning | Machine Learning library

 by   ml-research Python Version: 0.0.17 License: No License

kandi X-RAY | pau Summary

kandi X-RAY | pau Summary

pau is a Python library typically used in Telecommunications, Media, Advertising, Marketing, Artificial Intelligence, Machine Learning, Deep Learning, Tensorflow, Neural Network applications. pau has no bugs, it has no vulnerabilities and it has low support. However pau build file is not available. You can install using 'pip install pau' or download it from GitHub, PyPI.

Padé Activation Units: End-to-end Learning of Activation Functions in Deep Neural Network
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            kandi-support Support

              pau has a low active ecosystem.
              It has 42 star(s) with 6 fork(s). There are 3 watchers for this library.
              OutlinedDot
              It had no major release in the last 12 months.
              There are 2 open issues and 1 have been closed. On average issues are closed in 1 days. There are no pull requests.
              It has a neutral sentiment in the developer community.
              The latest version of pau is 0.0.17

            kandi-Quality Quality

              pau has 0 bugs and 0 code smells.

            kandi-Security Security

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

            kandi-License License

              pau 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

              pau releases are not available. You will need to build from source code and install.
              Deployable package is available in PyPI.
              pau has no build file. You will be need to create the build yourself to build the component from source.
              Installation instructions, examples and code snippets are available.
              pau saves you 388 person hours of effort in developing the same functionality from scratch.
              It has 923 lines of code, 36 functions and 8 files.
              It has medium code complexity. Code complexity directly impacts maintainability of the code.

            Top functions reviewed by kandi - BETA

            kandi has reviewed pau and discovered the below as its top functions. This is intended to give you an instant insight into pau implemented functionality, and help decide if they suit your requirements.
            • Test function
            • Execute an actv
            • Generate cuda kernel module
            • Generates a summary for a model
            • Generate a C ++ code module
            • Train model
            • Evaluate the model
            • A PAU activation function
            Get all kandi verified functions for this library.

            pau Key Features

            No Key Features are available at this moment for pau.

            pau Examples and Code Snippets

            PAU - Padé Activation Units,4. Using PAU in Neural Networks
            Pythondot img1Lines of Code : 8dot img1no licencesLicense : No License
            copy iconCopy
            import torch
            from pau.utils import PAU
            
            model = torch.nn.Sequential(
                torch.nn.Linear(D_in, H),
                PAU(), # e.g. instead of torch.nn.ReLU() 
                torch.nn.Linear(H, D_out),
            )
              
            PAU - Padé Activation Units,5. Reproducing Results
            Pythondot img2Lines of Code : 7dot img2no licencesLicense : No License
            copy iconCopy
            $ export PYTHONPATH="./"
            $ python experiments/main.py --dataset mnist --arch conv --optimizer adam --lr 2e-3
            
            # DATASET: Name of the dataset, for MNIST use mnist and for Fashion-MNIST use fmnist
            # ARCH: selected neural network architecture: vgg, lene  
            PAU - Padé Activation Units,2. Dependencies
            Pythondot img3Lines of Code : 1dot img3no licencesLicense : No License
            copy iconCopy
            Check new Repo !
              

            Community Discussions

            QUESTION

            Rust cdylib crate, linking dll to C program in Windows
            Asked 2021-Mar-15 at 18:08

            I have been trying to compile a simple rust cdylib crate in windows and linking it with a simple c program. Despite all my efforts I fail to link the dll file.

            Minimal example

            First of all my rustc version is:

            ...

            ANSWER

            Answered 2021-Mar-15 at 18:08

            I think there are multiple problems here.

            1. You compile the library for a 64bit system (because Rust is x86_64), but you try to link it with 32bit MinGW
            2. Rust is using the MSVC toolchain and you try to compile the C program with MinGW
            3. I am not entirely sure about that, but I think you linked the mycrate.dll.lib incorrectly. According to that answer you should prefix it with l like so: -L -lmycrate.dll.lib

            Obviously there are multiple ways to fix that. For example you can install Rust, so that it uses the MinGW toolchain as explained here.

            Or you can use Visual Studio to compile your C code. That is what I did, because I did not want to bother with reinstalling Rust (Please correct me if am wrong, but I think there is no easy way to configure both MSVC and MinGW backends, so that one can switch easily between them in Rust).

            The steps to compile and link with VisualStudio 2019 are as follows:

            1. Build the Rust project cargo build --release with your 64 bit Rust installation using MSVC
            2. Create a new Empty C++ project
            3. Add main.c and insert your code
            4. In the same directory where your solution file is placed put headers/mycrate.h
            5. Copy mycrate.dll and mycrate.dll.lib into the same directory where your Solution file is placed
            6. Right click the C++ project in VisualStudio and select Properties
            7. Select Configuration=Release and Platform=x64
            8. Add $(SolutionDir)\headers; to C/C++ -> General -> Additional Include Directories
            9. Add $(SolutionDir)mycrate.dll.lib; to Linker -> Input -> Additional Dependencies
            10. Apply all changes and close the properties pane
            11. Build the project in Release mode with the x64 platform

            If you build the Rust project in debug mode (e.g. cargo build) you will have to do the same for Debug mode.

            I know it is kind of a convoluted process, so let me know if I should make Repo that serves as a demo for that process...

            As I said, if you like to build using MinGW, you will have to setup Rust differently as explained here.

            Source https://stackoverflow.com/questions/66563760

            QUESTION

            FatFS - Cannot format drive, FR_MKFS_ABORTED
            Asked 2021-Feb-23 at 21:17

            I am new to embedded development and have been tasked with implementing a file system on SPI flash memory. I am using a w25qxx chip and an STM32F4xx on STM32CubeIDE. I have successfully created the basic i/o for the w25 over SPI, being able to write and read sectors at a time.

            In my user_diskio.c I have implemented all of the needed i/o methods and have verified that they are properly linked and being called.

            in my main.cpp I go to format the drive using f_mkfs(), then get the free space, and finally open and close a file. However, f_mkfs() keeps returning FR_MKFS_ABORTED. (FF_MAX_SS is set to 16384)

            ...

            ANSWER

            Answered 2021-Feb-23 at 21:17

            QUESTION

            How can I avoid escape chars in inserted binary string with Elixir/Ecto/Postgrex?
            Asked 2021-Feb-16 at 13:00

            I'm new to elixir/ecto and I don't understand why my error_data field (defined as :binary in schema) gets inserted slash-escaped in my postgresql column:

            ...

            ANSWER

            Answered 2021-Feb-16 at 02:02

            They're not really there, they're just being displayed by whatever tool you're using to print out that value because that tool uses "s as the string delimiter, and therefore escapes them to avoid ambiguity.

            Same thing happens in an iex session, if you actually print out the value then it comes out as you're expecting because when you output a string it won't include the delimiters:

            Source https://stackoverflow.com/questions/66213662

            QUESTION

            sum function for node with specific atribute
            Asked 2021-Jan-13 at 17:44

            I am new to xml and xslt . U have the following XML file

            ...

            ANSWER

            Answered 2021-Jan-13 at 17:44

            artist is an element, not an attribute. And it is a child of cd, not of price. Therefore change your:

            Source https://stackoverflow.com/questions/65701838

            QUESTION

            Split a data frame string based on a \
            Asked 2021-Jan-11 at 21:16

            I am trying to split a string column in my data frame into two different columns based on a . My data looks as such :

            ...

            ANSWER

            Answered 2021-Jan-11 at 21:16

            1) read.table Using x from the Note at the end and only base R use read.table as shown:

            Source https://stackoverflow.com/questions/65673523

            QUESTION

            What is the unit of targetAverageValue for external metrics kubernetes.io|container|accelerator|duty_cycle for horizontal pod autoscaling?
            Asked 2020-Dec-10 at 12:24

            I referred this stackoverflow question to set up my HPA(Horizontal Pod Autoscaler) for google kubernetes engine(gke) workload. According to the details of that question and the details specified here I mentioned my targetAverageValue to be 50 which should be considered 50% but when I run the command kubectl describe hpa this is the line I notice in the logs

            Metrics: ( current / target ) "kubernetes.io|container|accelerator|duty_cycle" (target average value): 33500m / 50

            This is my hpa yaml

            ...

            ANSWER

            Answered 2020-Dec-08 at 11:05

            Your configuration is correct, HPA always shows in the mili units. The current utilization is probably 33.5%, just divide the number with the "m" by 1000 and you get the percentages.

            Source https://stackoverflow.com/questions/65197112

            QUESTION

            How to remove whitespace around elements in a XSLT file?
            Asked 2020-Sep-28 at 12:03

            Essentially, I'm struggling with the same XSLT problem as another questioner asking on this site, namely the user "bigsky" in a post of 2013 (s. Trim white-spaces at the end of lines only before a specific tag). But in spite of a useful hint (in the answer of Sperberg-McQueen), I couldn't figure out a satisfying solution for the issue.
            What I'm trying to do is, transforming an XML file into a readable HTML document, to create a running "body" text and recombine at line breaks the strings of words divided, that is interrupted by an element, in my original document - but recombine them without whitespaces!
            Having played around with several templates in my XSLT stylesheet, I defined one - following the hint of the post mentioned above - to process all nodes preceding a element, and I tried to remove their leading and trailing whitespaces making use of the normalize-space() function, so that the strings preceding and following the specified nodes should be concatenated in the output.
            Now, for the most part of the cases, I've actually got the output I desired - however, in some places appears (to my surprise) whitespace before the re-concatenated string, which has no counterpart in my XML file and which I would like to get rid of.

            As the relevant files deal with a document of a certain length, I'll show you only extracts of the code - but I'll include parts where the transformation works as wanted, as well as parts where the transformation produces unexpected whitespace.
            Concerning the text document at issue, just a brief note for your information: The XML file covers the text of a medieval Latin manuscript according to conventions of the Text Encoding Initiative (TEI) and is, among other things, intended to record palaeographic features of the manuscript (- in case you wonder about the tags/elements I've used). Actually, I'd like to ask you to have a look primarily at the sections around the elements and ignore the details of my text encoding - but at the same time I wanted to show you the selected passages as they appear in my edition (not least because I'm unsure as to the role of adjacent elements ...).

            --> Extract from the XML file:

            ...

            ANSWER

            Answered 2020-Sep-28 at 10:18

            I would try with or perhaps make sure you use a well defined inline element like span instead of seg.

            Source https://stackoverflow.com/questions/64093614

            QUESTION

            PANDAS : Match two columns and return Index
            Asked 2020-Apr-29 at 08:38

            I am new to Python and Pandas. I am stuck at one problem. I have two Columns in Excel which I am modifying using PANDAS

            ...

            ANSWER

            Answered 2020-Apr-28 at 19:28
            df = pd.read_clipboard(header=None)
            
            print(df)
            
                0   1   2
            0   0   ABC Yes
            1   1   TZY No
            2   2   KYZ No
            3   3   HJO No
            4   4   OAI Yes
            5   5   PAU yes
            
            yes_list = ['Yes', 'yes']
            df = df[df[2].isin(yes_list)]
            
            print(df)
            
            
            0   1   2
            0   0   ABC Yes
            4   4   OAI Yes
            5   5   PAU yes
            

            Source https://stackoverflow.com/questions/61487685

            QUESTION

            How to adapt plotly hovermode 'x' option to work with no additional aesthetics and at overlapping co-ordinates?
            Asked 2020-Apr-23 at 01:41

            I'm trying to replicate the hovermode seen in this plotly example at 33.1:

            Where it gives you only the information of the specific x co-ordinate in the hover, but with multiple entries.

            In my real dataset, I do not set any additional aesthetics, other than text as I want some additional information in the hover. My dataset has multiple entries for some x co-ordinates like in the example. However, when I try and adapt the code for my real dataset:

            ...

            ANSWER

            Answered 2020-Apr-23 at 01:41

            Try fixing the hover distance

            Source https://stackoverflow.com/questions/61375870

            QUESTION

            How to Save and Retrieve a pdf file in MongoDB in NodeJS
            Asked 2020-Mar-12 at 10:57

            I have an issue where I have saved a small pdf file (~128KB) that is created in my Node.js server backend using Express to a document in Mongodb. I didn't use the Mongo GridFS because the files will always be under the 16MB limit. The collection has a schema of the following:

            ...

            ANSWER

            Answered 2019-Jan-08 at 15:14

            I wouldn't recomend writing pdfs or images directly to a database. Here is some info on why Storing Images in DB - Yea or Nay?

            You typically save a filename and store the file on a filesystem, either your own or a more scalable option would be something like S3.

            Here is a module that might help you https://www.npmjs.com/package/formidable and if you plan on rolling your own you can still get some inspiration from it.

            Source https://stackoverflow.com/questions/54031771

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

            Vulnerabilities

            No vulnerabilities reported

            Install pau

            PAU is implemented as a pytorch extension using CUDA 10.1. So all that is needed is to install the extension. This requires the cuda compiler and dev-tools, however the process is pretty straight forward:. in the folder /pau/cuda execute. For this, you might need super user rights or work in a virtual environment.

            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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            Install
          • PyPI

            pip install pau

          • CLONE
          • HTTPS

            https://github.com/ml-research/pau.git

          • CLI

            gh repo clone ml-research/pau

          • sshUrl

            git@github.com:ml-research/pau.git

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