privacy | training machine learning models with privacy for training | Machine Learning library

 by   tensorflow Python Version: v0.8.8 License: Apache-2.0

kandi X-RAY | privacy Summary

kandi X-RAY | privacy Summary

privacy is a Python library typically used in Artificial Intelligence, Machine Learning, Deep Learning, Tensorflow, Keras applications. privacy has no bugs, it has no vulnerabilities, it has build file available, it has a Permissive License and it has high support. You can install using 'pip install privacy' or download it from GitHub, PyPI.

This repository contains the source code for TensorFlow Privacy, a Python library that includes implementations of TensorFlow optimizers for training machine learning models with differential privacy. The library comes with tutorials and analysis tools for computing the privacy guarantees provided. The TensorFlow Privacy library is under continual development, always welcoming contributions. In particular, we always welcome help towards resolving the issues currently open.

            kandi-support Support

              privacy has a highly active ecosystem.
              It has 1779 star(s) with 430 fork(s). There are 63 watchers for this library.
              It had no major release in the last 12 months.
              There are 78 open issues and 88 have been closed. On average issues are closed in 36 days. There are 34 open pull requests and 0 closed requests.
              It has a negative sentiment in the developer community.
              The latest version of privacy is v0.8.8

            kandi-Quality Quality

              privacy has 0 bugs and 0 code smells.

            kandi-Security Security

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

            kandi-License License

              privacy is licensed under the Apache-2.0 License. This license is Permissive.
              Permissive licenses have the least restrictions, and you can use them in most projects.

            kandi-Reuse Reuse

              privacy releases are available to install and integrate.
              Deployable package is available in PyPI.
              Build file is available. You can build the component from source.
              Installation instructions are not available. Examples and code snippets are available.

            Top functions reviewed by kandi - BETA

            kandi has reviewed privacy and discovered the below as its top functions. This is intended to give you an instant insight into privacy implemented functionality, and help decide if they suit your requirements.
            • Computes the clip and aggregate gradients
            • Clip inputs by global norm
            • Duplicate batched values
            • Batch global norm
            • Creates a generic optimizer class
            • Compute the explained variance
            • Train the model
            • Compute the model
            • Creates a new Gaussian optimizer class
            • Return a new class for the given class
            • Creates an optimizer class
            • Clip gradients of g
            • Estimate the model
            • Calculate the cumulative sum and update the result
            • Plot a partitioned partition
            • Creates a TPUEstimatorSpec
            • Create a TPUEstimatorSpec
            • Creates a Gaussian QueryOptimizer class
            • Construct a CNN model
            • Calculates the cumulative sum and update the level
            • Generate a new DP model class
            • Creates a new instance of DPOptimizer class
            • Create a new class for the given class
            • Load training data
            • Print a plot of a large figure
            • Calculate the optimal sensitivity parameter
            • Creates a DecisionQualityExpressionClimizer class
            Get all kandi verified functions for this library.

            privacy Key Features

            No Key Features are available at this moment for privacy.

            privacy Examples and Code Snippets

            Kotlindot img1Lines of Code : 39dot img1no licencesLicense : No License
            copy iconCopy
            allprojects {
                repositories {
                    maven { url '' }
            dependencies {
                implementation 'com.github.khirr:Android-Privacy-Policy:1.0.1'
            // Initialice your dialog, first param is your terms of service url, and second   
            Terrassa - Hugo Theme,Configuration,Privacy
            CSSdot img2Lines of Code : 19dot img2License : Permissive (MIT)
            copy iconCopy
                    anonymizeIP = true
                    disable = false
                    respectDoNotTrack = true
                    useSessionStorage = false
                    disable = false
                    simple = false
            Privacy International's data interception environment,Usage,Prerequisites
            Shelldot img3Lines of Code : 12dot img3License : Strong Copyleft (GPL-3.0)
            copy iconCopy
            -                   - GPL 3.0 Licence
            -                    - This Readme
            -        - A graphical user interface for managing systemd services
            -	     - An editor for `/etc/dnsmasq.conf`  

            Community Discussions


            Flutter Android: Unable to fetch in-app products from Google Play
            Asked 2022-Apr-03 at 21:46

            I'm currently facing an issue where my Flutter application is unable to fetch consumable in-app products from Google Play store. However, my application is able to fetch all products from the Apple app store.

            I can't identify what step I'm missing or what is causing all of my product ids to be not found. I'm using flutter's in_app_purchase module to facilitate in app purchases.

            For Android, here are the setup steps I've taken.

            1. I've setup my Google Play Console and Developer Account
            2. Completed all the tasks in the Set up your app section
            3. Generated a keystore file to sign my app keytool -genkey -v -keystore c:\Users\USER_NAME\key.jks -storetype JKS -keyalg RSA -keysize 2048 -validity 10000 -alias key
            4. Created a file named /android/ that contains a reference to my keystore file. The contents of this file look like the following:


            Answered 2022-Apr-03 at 21:46

            The issue has finally been solved. You need to call InAppPurchase method, isAvailable(), before queryProductDetails() when on the Android platform. I'm not sure why you don't need to do the same when on the IOS platform.

            The documentation didn't specify the need for this outright, but let it stand that querying for products AFTER checking if the store is available fixed my issue on Android.



            Django-Storages with SFTP: GET-requests fail
            Asked 2022-Apr-03 at 13:48

            I am trying to use django-storages to access my "Hetzner" Storage Box ( using SFTP which should hold media data, i.e. image files which users of my website can upload dynamically.

            The corresponding part of my file looks like:



            Answered 2021-Sep-06 at 09:00
            Check django-storage setup

            I feel you may have forgot to migrate your fields in django models ? In django-storage documentation on Github, you have those snippet of code.




            How to change the Picker menu text size in SwiftUI?
            Asked 2022-Mar-18 at 12:01

            I have a Picker of style Menu and I need to change its text size (the blue text), I tried the .font(.largeTitle) modifier but it didn't work.



            Answered 2022-Jan-06 at 19:21

            Remove the .menu style and just wrap it in Menu instead, with a custom label:



            Action requested: Declare your Ad ID permission
            Asked 2022-Mar-15 at 13:37

            Today i have got this email:

            Last July, we announced Advertising policy changes to help bolster security and privacy. We added new restrictions on identifiers used by apps that target children. When users choose to delete their advertising ID in order to opt out of personalization advertising, developers will receive a string of zeros instead of the identifier if they attempt to access the identifier. This behavior will extend to phones, tablets, and Android TV starting April 1, 2022. We also announced that you need to declare an AD_ID permission when you update your app targeting API level to 31 (Android 12). Today, we are sharing that we will give developers more time to ease the transition. We will require this permission declaration when your apps are able to target Android 13 instead of starting with Android 12.

            Action Items If you use an advertising ID, you must declare the AD_ID Permission when your app targets Android 13 or above. Apps that don’t declare the permission will get a string of zeros. Note: You’ll be able to target Android 13 later this year. If your app uses an SDK that has declared the Ad ID permission, it will acquire the permission declaration through manifest merge. If your app’s target audience includes children, you must not transmit Android Advertising ID (AAID) from children or users of unknown age.

            My app is not using the Advertising ID. Should i declare the AD_ID Permission in Manifest or not?



            Answered 2022-Mar-14 at 20:51


            Azure Function Runtime Unreachable when deploying from Azure devops pipeline
            Asked 2022-Feb-28 at 17:26

            Thanks for taking the time to read. My current setup is as follows:

            I have an azure function service up and running, an az function project in visual studio (which I have tested and it runs without issue), a build pipeline in azure devops that deploys a docker image with my function project to an azure container registry.

            My problem:

            When I try to setup my function service for CI/CD from my devops pipeline, I get the following error on the "functions" tab on my app: "Azure Functions runtime is unreachable". Also none of the functions from my code are listed. In the deployment center however, I get a message "Deployed successfully to production", and it shows my built docker container image name.


            In the deployment center of my function app (in the az portal), I set my app to read directly from the azure container registry (using the exact same docker image that my pipeline built earlier), and that worked perfectly - deployment successful and I could see my individual functions name. When I switched back to CI/CD deployment however I got the same problem as earlier.

            Trying to see if anyone has had the same problem or could suggest a path forward for getting CI/CD integration working.

            I pasted my yaml file below with some names changed for privacy.



            Answered 2022-Feb-28 at 17:26

            Configuration/typing issue in yml file. Repository name during build step was hard-coded (I didn't use a variable like what was posted above) and did not match repo name in deploy step because of a spelling error.



            How to check if a bot can DM a user
            Asked 2022-Jan-22 at 22:03

            If a user has the privacy setting "Allow direct messages from server members" turned off and a discord bot calls



            Answered 2022-Jan-22 at 22:03

            You can generate a Bad Request to the dm_channel. This can be accomplished by setting content to None, for example.

            If it returns with 400 Bad Request, you can DM them. If it returns with 403 Forbidden, you can't.




            How to enable files and folders permission on iOS
            Asked 2022-Jan-18 at 22:24

            I am trying to download a file using AlamoFire and save it to a downloads directory of the user's choice (like safari). However, whenever I set the download directory to a folder outside of my app's documents, I get the following error (on a real iOS device):

            downloadedFileMoveFailed(error: Error Domain=NSCocoaErrorDomain Code=513 "“CFNetworkDownload_dlIcno.tmp” couldn’t be moved because you don’t have permission to access “Downloads”." UserInfo={NSSourceFilePathErrorKey=/private/var/mobile/Containers/Data/Application/A24D885A-1306-4CE4-9B15-952AF92B7E6C/tmp/CFNetworkDownload_dlIcno.tmp, NSUserStringVariant=(Move), NSDestinationFilePath=/private/var/mobile/Containers/Shared/AppGroup/E6303CBC-62A3-4206-9C84-E37041894DEC/File Provider Storage/Downloads/100MB.bin, NSFilePath=/private/var/mobile/Containers/Data/Application/A24D885A-1306-4CE4-9B15-952AF92B7E6C/tmp/CFNetworkDownload_dlIcno.tmp, NSUnderlyingError=0x281d045d0 {Error Domain=NSPOSIXErrorDomain Code=1 "Operation not permitted"}}, source: file:///private/var/mobile/Containers/Data/Application/A24D885A-1306-4CE4-9B15-952AF92B7E6C/tmp/CFNetworkDownload_dlIcno.tmp, destination: file:///private/var/mobile/Containers/Shared/AppGroup/E6303CBC-62A3-4206-9C84-E37041894DEC/File%20Provider%20Storage/Downloads/100MB.bin)

            The summary of that error is that I don't have permission to access the folder I just granted access to.

            Here's my attached code:



            Answered 2022-Jan-18 at 22:24

            After some research, I stumbled onto this Apple documentation page (which wasn't found after my hours of google searching when I posted this question)


            Navigate to the Save the URL as a Bookmark part of the article.

            Utilizing a SwiftUI fileImporter gives one-time read/write access to the user-selected directory. To persist this read/write access, I had to make a bookmark and store it somewhere to access later.

            Since I only needed one bookmark for the user's downloads directory, I saved it in UserDefaults (a bookmark is very small in terms of size).

            When saving a bookmark, the app is added into the Files and folders in the user's settings, so the user can revoke file permissions for the app immediately (hence all the guard statements in my code snippet).

            Here's the code snippet which I used and with testing, downloading does persist across app launches and multiple downloads.



            Multipeer Connectivity - Get file transfer(Internet) speed and File Size in Swift 5
            Asked 2022-Jan-13 at 13:19

            I am transferring photo peer to peer. All things works fine but I am not able to get the photo(file) transfer speed i.g internet speed. Like MB the file is transferred. Second I want to fetch the size of that file.

            We are passing photo in data format using MCSession

            Due to privacy I cannot add the project code here but I will share the refrence github project that I followed. In project I am passing string and In my case its Photo. All things are same.

            I checked in Stackoverflow but not found any accurate answer!

            Reference Project Link:

            Thank You!



            Answered 2022-Jan-13 at 13:19

            TLDR: If you do not want to read the long explanation and get straight to the code, all the ideas below are brought together and can be tested by downloading my public repository which has comments to explain all of this.

            So here are my suggestions on how you can achieve this

            After reviewing your code, I see that you are using the following function to send data



            Memory efficiency of nested functions in python
            Asked 2022-Jan-05 at 23:15

            Let's say we have the following functions:



            Answered 2022-Jan-05 at 23:15

            Regarding memory, both of them have almost the same memory footprint.

            A function is comprised of a code object, containing the actual compiled code, and a function object containing the closure, the name and other dynamic variables.

            The code object is compiled for all functions, inner and outer, before the code is run. It is what resides in the .pyc file.

            The difference between an inner and an outer function is the creation of the function object. An outer function will create the function only once, while the inner function will load the same constant code object and create the function every run.

            As the code object is equivalent, _inner and _outer's memory footprint is equivalent:

            • In both cases you have the name of the function as a constant. In the functionA the name will be used to construct the inner function object on each run, while in functionB the name will be used to refer to the global module and search for the outer function.
            • In both cases you need to hold a code object, either in the global module or in functionA.
            • In both cases you have the same parameters and same space saved for variables.

            Runtime however is not equivalent: functionB needs to call a global function which is slightly slower than an inner function, but functionA needs to create a new function object on each run which is significantly slower.

            In order to prove how equivalent they are, let's check the code itself:



            Stripe-Android SDK doesn’t comply with the User Data and Mobile Unwanted Software policies of Google Play Store
            Asked 2021-Dec-11 at 12:03

            Yesterday my app was removed from Google Playstore because it was using the Stripe-Android SDK.

            Here is the reason why my app was removed from Google Playstore :

            We’ve identified that your app is using Stripe SDK or library, which facilitates the transmission and collection of Phone Number and Installed Application information without meeting the prominent disclosure guidelines. Make sure to also post a privacy policy in both the designated field in the Play Developer Console and from within the Play distributed app itself. If necessary, you can consult your SDK provider(s) for further information.

            As on my side I do not collect any information of any kind, how could I solve this problem?



            Answered 2021-Nov-24 at 08:55

            I finally managed to solve the problem. What you have to do is:

            1. Update the Stripe SDK
            2. Upload your app update to all release tracks (production, open, closed and internal), incrementing the version number each time. Right after uploading the APK file and before resubmitting your app for review, please make sure to deactivate the non-compliant APK (*).
            3. Go to the Publishing overview page and click Send for review to submit your changes. (This is important. I had missed this point)

            Maybe Google will ask you to add a privacy policy too. You will have to:

            1. Post a privacy policy explaining very precisely how you collect data and what you do with it. (even if you do not collect any data)

            2. On the play console page, go to App Content -> Privacy policy and enter the URL of your privacy policy.

            3. Inside your app, put a link to your privacy policy. (I missed that point too)

            Less than 24 hours later, my app became accessible again on Play Store.

            Good to know 1 : If you've done all of these steps and your app is still offline, you can contact the Google policy support team at

            (*) Good to know 2 : Here is where you can deactivate the non-compliant Bundle:


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


            No vulnerabilities reported

            Install privacy

            You can install using 'pip install privacy' or download it from GitHub, PyPI.
            You can use privacy 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.


            Contributions are welcomed! Bug fixes and new features can be initiated through GitHub pull requests. To speed the code review process, we ask that:.
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