mixup | Implementation of the mixup training method | Machine Learning library
kandi X-RAY | mixup Summary
kandi X-RAY | mixup Summary
This repo contains demo reimplementations of the CIFAR-10 training code and the GAN experiment in PyTorch based on the following paper:. Hongyi Zhang, Moustapha Cisse, Yann N. Dauphin and David Lopez-Paz. mixup: Beyond Empirical Risk Minimization.
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Top functions reviewed by kandi - BETA
- Runs test
- Factory function for PNASNet
- A SENet
- Shortcut interface for ResNet
- Protection block
- Save checkpoint
- Configuration for DPN
- Shuffle network
- Train the network
- Prints a progress bar
- Computes the mixup criterion
- Mixup data
- Format a time
- Test the Densenet test
- A Densenet with CIFAR
- Test for resnexn
- ResNeXT
- Adjust learning rate based on training epoch
mixup Key Features
mixup Examples and Code Snippets
Lines of Code : 16
License : No License
Copyimport torch
from vit_pytorch import SimpleViT
v = SimpleViT(
image_size = 256,
patch_size = 32,
num_classes = 1000,
dim = 1024,
depth = 6,
heads = 16,
mlp_dim = 2048
)
img = torch.randn(1, 3, 256, 256)
preds = v(img) # Community Discussions
Trending Discussions on mixup
QUESTION
The general process
- Documents are uploaded to DocuSign creating a new Envelope.
- Templates are applied to this Envelope.
- Recipients are updated to make sure there is no mixup with signers from the template
- The Envelope is sent to the signers.
Intended use of templates
The primary use of templates is to allow users to upload documents and use all other information from templates like fields and other setting for the uploaded documents. Signers can also be freely set and overwrite the ones defined in the template.
For applying templates we use https://developers.docusign.com/docs/esign-rest-api/reference/envelopes/envelopetemplates/applytodocument/
The Template
The template consist of 2 documents. The first document has 3 pages and the second document has 2 pages. There is one signer. A signature box is added to the last page of both documents.
The Problem
- Test scenario: The exact same documents as in the template. This results in the signature box on the second document is not set.
- Test scenario: Use the 3 page file for both documents. This results in the signature box being put on page 3 of both documents. So it looks like the assignment works only from document 1 to all the other documents
- Test scenario: Use different 3 page documents that match the template for both documents. The result is the same as in the 2. test scenario.
What I tried
The described scenarios are based on this (simplyfied) code for applying the templates:
...ANSWER
Answered 2021-Apr-01 at 00:14The workflow that you are trying is a perfect place to use a composite template. The recommendation is use one composite template per document. In one POST envelopes call you can swap out the documents on the templates with documents at runtime and apply server (saved) templates to the documents. You can add recipients, drop recipients by not including them, and also add tabs or write values to tabs at runtime. See: https://www.docusign.com/blog/dsdev-from-the-trenches-composite-templates https://www.docusign.com/blog/dsdev-why-use-composite-templates
QUESTION
I would like to insert columns no. 1 and 2 from file no. 2 into file no. 1 after every second column and till the last column.
File1.txt (tab-separated, column range from 1-2400 and cell range from 1-4500)
...ANSWER
Answered 2021-Apr-05 at 14:51$ awk '
BEGIN {
FS=OFS="\t" # tab-separated data
}
NR==FNR { # hash fields of file2
a[FNR]=$1 # index with record numbers FNR
b[FNR]=$2
next
}
{ # print file1 records with file2 fields
print $1,$2,a[FNR],b[FNR],$3,$4,a[FNR],b[FNR],$5,$6,a[FNR],b[FNR]
}
END { # in the end
for(i=(FNR+1);(i in a);i++) # deal with extra records of file2
print "","",a[i],b[i],"","",a[i],b[i],"","",a[i],b[i]
}' file2 file1
QUESTION
Below are my settings and code.
model.php
...ANSWER
Answered 2021-Mar-12 at 07:56You are using $model which is not defined in the scope.
Try using $this->db->select($sql_stmt);
QUESTION
I have the following data
...ANSWER
Answered 2021-Feb-18 at 13:13The issue is that you set the border colors via the color argument. To solve your issue set the color conditionally inside aes() and make use of scale_color_manual as I did in my approach below or make use of scale_color_identity.
Note: I dropped the resulting color legend via guides.
QUESTION
I got this Error:
...ANSWER
Answered 2021-Feb-17 at 15:40I finally find it. The problem was, I was using the new CUDA 11.2. That's bad. I remove it. and install CUDA 10.2. That fix the problem.
QUESTION
I have an ASPNET Core API handling Identity Framework, but I also have another web application using ASPNET MVC and I wish to handle sessions / identity using the same API I already have managing Identities.
How do I manage JWT in my Controllers that I want to markup with [Authorize] or that require a Role that may be retreived using Claims?
I've tried to find examples related to this but I only get content about the API using a mixup of MVC Core on the same API using Views.
I would like to give my users the refresh token button(handled perhaps an AJAX?) and the span-length of X minutes for example before they require to refresh to get a new token
...ANSWER
Answered 2021-Jan-14 at 06:42You have put the authentication on api, so you don't have to consider identity in MVC. I suggest that api only consider authentication and protected resources, MVC only considers interaction with users.
Configure jwt in api, and use [Authorize] to protect authorized resources in api. Save the authenticated token in a cookie or session.
About refresh token, you can extend the expire time with ajax.
QUESTION
I have two strings/arrays. I know, I find it hard to tell the difference. It's too early to digress though.
String one is a comma separated string for arguments sake. So is string two. String two contains some, but not all of the values found in string one.
What I'm trying to do is subtract the values from string one that are found in string two.
There are a whole load of variations of this question and answers both on SA and the rest of googledom. However nothing has worked for me. Every time errors were thrown up.
The code below is the closest I have managed to get, but for some reason, in the console, only the first part of string one is counted, not the rest that proceed it. This may be where the string/array mixup comes in. The example given works perfectly on SA Link to the example
The code used is as follows:
...ANSWER
Answered 2020-Dec-06 at 18:38You're declaring separate variables, not a list of variables, here:
QUESTION
I'm trying to create an Android app that uses WebRTC data channels for data exchange. The data that I want to send is basic strings. Admittedly, this is my first time looking at WebRTC, and so I am a bit fuzzy on the details. My problem is that whenever I try to create a data channel, it is always null, and ICE candidate requests do not seem to be exchanged with the signalling server. I started from this example that creates a connection to exchange video between two devices and modified it to not exchange video but instead create a data channel.
I looked through a lot of other answers but the vast majority have to do with WebRTC in the browser, and data channel examples are rare to begin with. I also looked through the google chromium source code implementation of WebRTC in c++ to see if anything could be learned but had no luck.
My code is as follows
WebRtcActivity.kt
...ANSWER
Answered 2020-Nov-17 at 23:53Answering my own question, not entirely but will post what worked for me. Ultimately I could not figure out what was wrong with the code above, I suspect somewhere I was not doing something right with the initialization or requests.
Some of the files are from above and have not been modified, but I'll post them anyways. Also, I had used this article as a starting point.
CustomPeerConnection.java
QUESTION
I am able to launch the linux kernel on QEMU using -kernel and that's pretty straight-forward and simple.
But now I am attempting something different. I am simulating the combination of UEFI + GRUB + Kernel.
I have built OVMF and GRUB2 from source and also able to load the kernel image, but having difficulty creating a rootfs disk image and attaching it to qemu so that kernel detects it.
This is how I prepared the rootfs.img for the kernel :
...ANSWER
Answered 2020-Aug-20 at 18:07You created the filesystem on the entire volume (file), not on a partition. If you want it on a partition, then you would have to write a partition table in the file and create the filesystem in the partition.
Edit. Not sure if grub even has a way to boot with no GPT or MBR.
To use this image partitioned, create a 1MB larger file, write the GPT partition table on the first megabyte, use dd to copy your image to the rest.
QUESTION
I have a singleton class that has a single method that reads all files from a directory. The configRootDir and ContentType (An Enum for type reference) are passed in. readAllConfigsFromLocalDisk method lists all files in the directory and process one by one to map file content to an expected object type according to ContentType parameter.
ANSWER
Answered 2020-Aug-11 at 12:42You have declared two shared variables:
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Vulnerabilities
No vulnerabilities reported
Install mixup
You can use mixup 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.
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