ares | Python library for adversarial machine | Machine Learning library

 by   thu-ml Python Version: Current License: MIT

kandi X-RAY | ares Summary

kandi X-RAY | ares Summary

ares is a Python library typically used in Artificial Intelligence, Machine Learning applications. ares has no bugs, it has no vulnerabilities, it has build file available, it has a Permissive License and it has low support. You can download it from GitHub.

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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              ares has a low active ecosystem.
              It has 290 star(s) with 68 fork(s). There are 12 watchers for this library.
              OutlinedDot
              It had no major release in the last 6 months.
              There are 2 open issues and 8 have been closed. On average issues are closed in 4 days. There are 3 open pull requests and 0 closed requests.
              It has a neutral sentiment in the developer community.
              The latest version of ares is current.

            kandi-Quality Quality

              ares has no bugs reported.

            kandi-Security Security

              ares has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.

            kandi-License License

              ares is licensed under the MIT License. This license is Permissive.
              Permissive licenses have the least restrictions, and you can use them in most projects.

            kandi-Reuse Reuse

              ares 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, examples and code snippets are available.

            Top functions reviewed by kandi - BETA

            kandi has reviewed ares and discovered the below as its top functions. This is intended to give you an instant insight into ares implemented functionality, and help decide if they suit your requirements.
            • 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
            Get all kandi verified functions for this library.

            ares Key Features

            No Key Features are available at this moment for ares.

            ares Examples and Code Snippets

            No Code Snippets are available at this moment for ares.

            Community Discussions

            QUESTION

            How to use angularx-social-login in lazy loaded module?
            Asked 2022-Apr-04 at 06:10

            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 06:10

            You 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.

            Source https://stackoverflow.com/questions/71715457

            QUESTION

            Outlook add-in: Automatically changing signature won't display images
            Asked 2022-Mar-31 at 23:40

            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 23:40

            Of 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.

            Source https://stackoverflow.com/questions/69679279

            QUESTION

            How to resolve npm ERR! code ECONNRESET while installing Angular cli
            Asked 2022-Mar-12 at 12:06

            I have successfully installed nodejs on my Windows-10 local system.

            When I did: npm version, I got:

            ...

            ANSWER

            Answered 2022-Mar-12 at 12:06

            Try 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

            Source https://stackoverflow.com/questions/71449279

            QUESTION

            Calcualte points in range with with different properties
            Asked 2022-Feb-24 at 14:01

            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 14:01

            You can try using RANN::nn2 function:

            Source https://stackoverflow.com/questions/71250385

            QUESTION

            How can I update textview with a data coming from within a pop-up edittext field?
            Asked 2022-Feb-18 at 01:23

            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 01:23

            you dont need ActivityMainBinding in the DialogFragment

            create an interface

            Source https://stackoverflow.com/questions/71167195

            QUESTION

            Hwo to compare these two arrays the way they are built using GAS?
            Asked 2022-Jan-24 at 21:56

            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?

            These is how the data look:

            This is the code I'm getting humiliated by:

            ...

            ANSWER

            Answered 2022-Jan-24 at 21:02

            I think you could look for full row matches this way

            Source https://stackoverflow.com/questions/70838398

            QUESTION

            how to retrieve the last value of a cell dynamically while parsing each rows of a dataframe?
            Asked 2022-Jan-18 at 13:47

            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 13:47

            Split your rows in two dataframes: df3 for Code=50 and df4 for Code=10 then merge them:

            Source https://stackoverflow.com/questions/70753923

            QUESTION

            How to parse a dataframe efficiently, while storing data (specific row, or multiple rows) in others dataframe using a specific pattern?
            Asked 2022-Jan-17 at 08:14

            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 End

            And 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-550

            Dataframe 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-550

            So 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 15:03

            You could simply copy the required rows to another dataframe,

            Source https://stackoverflow.com/questions/70712543

            QUESTION

            What's the source of this enigmatic *** buffer overflow detected ***: terminated error
            Asked 2022-Jan-04 at 17:04

            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 22:19

            QUESTION

            airflow 2.1.3 using pgbouncer for postgresql issue
            Asked 2021-Dec-25 at 10:28

            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 10:28

            We 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.

            1. 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 to not use pgbouncer provided by the 8.5.2 version chart, i.e. pgbouncer=false, and then deploy their own pgbouncer (use helm and kubecetl etc), and in the airflow values.yaml file point externalDatabase host to the pgbouncer service. we chose this approach:

            Source https://stackoverflow.com/questions/69740396

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

            Vulnerabilities

            No vulnerabilities reported

            Install ares

            Since ARES is still under development, please clone the repository and install the package:. The requirements.txt includes its dependencies, you might want to change PyTorch's version as well as TensorFlow 1's version. TensorFlow 1.13 or later should work fine. As for python version, Python 3.5 or later should work fine. The Boundary attack and the Evolutionary attack require mpi4py and a working MPI with enough localhost slots. For example, you could set the OMPI_MCA_rmaps_base_oversubscribe environment variable to yes for OpenMPI.
            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.

            Support

            We provide API docs as well as tutorials at https://thu-ml-ares.rtfd.io/.
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            CLONE
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            https://github.com/thu-ml/ares.git

          • CLI

            gh repo clone thu-ml/ares

          • sshUrl

            git@github.com:thu-ml/ares.git

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