pau | Padé Activation Units : End-to-end Learning | Machine Learning library
kandi X-RAY | pau Summary
kandi X-RAY | pau Summary
Padé Activation Units: End-to-end Learning of Activation Functions in Deep Neural Network
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Top functions reviewed by kandi - BETA
- 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
pau Key Features
pau Examples and Code Snippets
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),
)
$ 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
Community Discussions
Trending Discussions on pau
QUESTION
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 18:08I think there are multiple problems here.
- You compile the library for a 64bit system (because Rust is
x86_64
), but you try to link it with 32bitMinGW
- Rust is using the
MSVC
toolchain and you try to compile the C program withMinGW
- 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 withl
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:
- Build the Rust project
cargo build --release
with your 64 bit Rust installation using MSVC - Create a new
Empty C++
project - Add
main.c
and insert your code - In the same directory where your solution file is placed put
headers/mycrate.h
- Copy
mycrate.dll
andmycrate.dll.lib
into the same directory where your Solution file is placed - Right click the C++ project in VisualStudio and select Properties
- Select
Configuration=Release
andPlatform=x64
- Add
$(SolutionDir)\headers;
toC/C++ -> General -> Additional Include Directories
- Add
$(SolutionDir)mycrate.dll.lib;
toLinker -> Input -> Additional Dependencies
- Apply all changes and close the properties pane
- Build the project in
Release
mode with thex64
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.
QUESTION
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 21:17Here:
QUESTION
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 02:02They'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:
QUESTION
I am new to xml and xslt . U have the following XML file
...ANSWER
Answered 2021-Jan-13 at 17:44artist
is an element, not an attribute. And it is a child of cd
, not of price
. Therefore change your:
QUESTION
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 21:161) read.table Using x
from the Note at the end and only base R use read.table
as shown:
QUESTION
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 11:05Your 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.
QUESTION
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 10:18I would try with or perhaps make sure you use a well defined inline element like
span
instead of seg
.
QUESTION
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 19:28df = 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
QUESTION
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 01:41Try fixing the hover distance
QUESTION
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 15:14I 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.
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