ares | Python library for adversarial machine | Machine Learning library
kandi X-RAY | ares Summary
kandi X-RAY | ares Summary
This repository contains the code for ARES (Adversarial Robustness Evaluation for Safety), a Python library for adversarial machine learning research focusing on benchmarking adversarial robustness on image classification correctly and comprehensively. We benchmark the adversarial robustness using 15 attacks and 16 defenses under complete threat models, which is described in the following paper. Benchmarking Adversarial Robustness on Image Classification (CVPR 2020, Oral). Yinpeng Dong, Qi-An Fu, Xiao Yang, Tianyu Pang, Hang Su, Zihao Xiao, and Jun Zhu.
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Top functions reviewed by kandi - BETA
- Forward computation
- Compute the worst case
- Concatenate matrix
- Extend the model
- This function transforms from a center to a center
- Updates l and c
- Append numbers to the file
- Test the model
- Run standard evaluation
- Train the model
- Display a batch
- Parse command line arguments
- Validate a GPD
- Resnet layer
- Compute the average loss
- Wrapper function for FreeAdvances
- Train function
- Performs perturbation of the model
- Get command line arguments
- P perturb the model
- Generates an adversarial model for a given model
- Convert an image into a new context
- Runs the standard evaluation
- Return argument parser
- Train one epoch
- Concatenate the layer
- Performs a gradient attack using the gradient descent algorithm
ares Key Features
ares Examples and Code Snippets
Community Discussions
Trending Discussions on ares
QUESTION
I am working on an Angular demo application. for login i want to use login via google functionality and I am using angularx-social-login
(https://www.npmjs.com/package/angularx-social-login) npm but I am facing below error. I am using this in my lazy loaded submodule member module
ANSWER
Answered 2022-Apr-04 at 06:10You have to add the SocialLoginModule
to the imports
also the version you have based on the package.json you use are using version 4 which is for angular 12, you will have to use version 3 for angular 10
Also remove the service from exports. Services are provided.
QUESTION
I've had to write my first Outlook add-in.
Basically, I have two signatures to choose from: "oferta" and "default". Depending on the words contained in the mail subject, a different signature will be used.
Everything works fine with text-only signatures, but when pictures are included, these are never sent and ares displayed as blank squares instead.
However, if I manually select any of the signatures in Outlook, the pictures are properly displayed.
I guess the problem is in the GetSignature() method, which I borrowed form someone else's answer (sorry, I can't find where I got this from!).
How could I solve this? Is there a better way to automatically change the signatures?
This is my code:
...ANSWER
Answered 2022-Mar-31 at 23:40Of course - pictures are added as separate attachments, and you never deal with them.
Also, concatenating two HTML strings (mail.HTMLBody += firma;
) does not necessarily produce a valid HTML string.
If using Redemption is an option (I am its author), it exposes RDOSignature.ApplyTo
method, whcih inserts a signature including its attachments and styles.
QUESTION
I have successfully installed nodejs on my Windows-10 local system.
When I did: npm version, I got:
...ANSWER
Answered 2022-Mar-12 at 12:06Try to use http
instead of https
, run this command to change the npm configuration.
npm config set registry http://registry.npmjs.org/
after that run
npm install -g @angular/cli
QUESTION
I have the following data frame that contains points that originate from different samples. Each point has a type. I need to calculate, for each point belonging to a given sample of a given type (for instance for "Sample_1" type "A") how many points of another type are around it in a given cutoff. My current implementation uses "future.apply" and I was wondering if there is a more efficient way to solve this problem. The example here is limited and should run quickly, the real problem is composed of several thousands of lines and it's much slower. In the end I store the results in a list. This list has, for each element with "type" in "starting_point", the number of elements of type "target_point" in a threshold of 40.
...ANSWER
Answered 2022-Feb-24 at 14:01You can try using RANN::nn2
function:
QUESTION
First of all, I'm really a beginner in Kotlin and Android programming, so please excuse me if my question is not very smart.
I'm trying to build an app to keep track of my resources in a board game called Terraforming Mars: Ares Expedition. In the game, each player has 3 types of collectable resources; MC (Money), heat, and plants. To increase stock and income, I've used these colorful buttons to make it similar to the physical game cubes. However, when it comes to spending, I implemented spend buttons for each resource, and a pop-up window appears when it's clicked. I've followed a youtube video to implement the pop-up, and the new class that binds to it.
The problem is, I am unable to update the amount in my main table (stock part of the MC). Here is my pop-up class:
...ANSWER
Answered 2022-Feb-18 at 01:23you dont need ActivityMainBinding
in the DialogFragment
create an interface
QUESTION
Array 1 values
is built by getting the values from the ranges mapped through a range list and Arra2 is a row obtained from another range. I see that these arrays' structures are not similar and it's not possible to compare them the way they are, but what can I change in the code so that the comparison works?
This is the code I'm getting humiliated by:
...ANSWER
Answered 2022-Jan-24 at 21:02I think you could look for full row matches this way
QUESTION
I'm trying to store the last value of a cell while I parse my dataframe, I can't know what this value will be so I need a dynamic method to do so.
The desired value is stored in the position [row, 2] of my dataframe, but at each new row it changes. I'd like a way to write the position [index, 2] while using my parsing method.
So far my code look like that :
...ANSWER
Answered 2022-Jan-18 at 13:47Split your rows in two dataframes: df3
for Code=50
and df4
for Code=10
then merge them:
QUESTION
How to parse data on all rows, and use this row to populate other dataframes with data from multiple rows ?
I am trying to parse a csv file containing several data entry for training purpose as I am quite new to this technology.
My data consist in 10 columns, and hunderds of rows. The first column is filled with a code that is either 10, 50, or 90. Example :
Dataframe 1 :
0 1 10 Power-220 90 End 10 Power-290 90 End 10 Power-445 90 End 10 Power-390 50 Clotho 50 Kronus 90 End 10 Power-550 50 Ares 50 Athena 50 Artemis 50 Demeter 90 EndAnd the list goes on..
On one hand I want to be able to read the first cell, and to populate another dataframe directly if this is a code 10.
On the other hand, I'd like to populate another dataframe with all the codes 50s, but I want to be able to get the data from the previous code 10, as it hold the type of Power that is used, and populate a new column on this dataframe.
The new data frames are supposed to look like this:
Dataframe 2 :
0 1 10 Power-220 10 Power-290 10 Power-445 10 Power-390 10 Power-550Dataframe 3 :
0 1 2 50 Clotho Power-390 50 Kronus Power-390 50 Ares Power-550 50 Athena Power-550 50 Artemis Power-550 50 Demeter Power-550So far, I was using iterrows, and I've read everywhere that it was a bad idea.. but i'm struggling implementing another method..
In my code I just create two other dataframes, but I don't know yet a way to retrieve data from the previous cell. I would usually use a classic method, but I think it's rather archaic.
...ANSWER
Answered 2022-Jan-14 at 15:03You could simply copy the required rows to another dataframe,
QUESTION
I have a program which reads from a file which is a list of domain names. It performs asynchronous DNS and then downloads the landing page for each domain using an asynchronous epoll loop.
The program runs fine for thousands of iterations and then bombs out with a *** buffer overflow detected ***: terminated
error. Here is the backtrace:
ANSWER
Answered 2022-Jan-03 at 22:19It looks like this might be the root cause:
QUESTION
back ground info: recently we upgraded the airflow from 2.10.14 to 2.1.3, the pgbouncer was using customised container built from azure microsoft image (mcr.microsoft.com/azure-oss-db-tools/pgbouncer-sidecar:latest).
the customised pgbouncer stopped working, it instead connects to the main postgresql server now.
so I now try to use pgbouncer deployed by airflow 2.1.3 (helm chart 8.5.2) instead (https://artifacthub.io/packages/helm/airflow-helm/airflow/8.5.0#how-to-use-an-external-database), and have problems.
Below is the key info
in my values.yaml file, key info is like below
...ANSWER
Answered 2021-Dec-25 at 10:28We had 2 options to the problem (note, our airflow chart is the community chart version 8.5.2), and we chose the 1st option. When looking back, option 2 would have been easier, and would have required almost no change, once the next release has it fixed properly.
- Given the fact that
community airflow chart version 8.5.2 built-in pgbouncer defaults the auth type to a fixed value, which if the pgbouncer connects to azure postgresql single server, it will fail
, one can choose tonot use
pgbouncer provided by the 8.5.2 version chart, i.e.pgbouncer=false
, and then deploy their own pgbouncer (usehelm and kubecetl
etc), and in the airflowvalues.yaml
file pointexternalDatabase
host to thepgbouncer
service. we chose this approach:
Community Discussions, Code Snippets contain sources that include Stack Exchange Network
Vulnerabilities
No vulnerabilities reported
Install ares
By default, ARES would save datasets and model checkpoints under the ~/.ares directory. You could override it by setting the ARES_RES_DIR environment variable to an alternative location. We support 2 datasets: CIFAR-10 and ImageNet.
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