FATE | An Industrial Grade Federated Learning Framework | Machine Learning library

 by   FederatedAI Python Version: v1.11.2 License: Apache-2.0

kandi X-RAY | FATE Summary

kandi X-RAY | FATE Summary

FATE is a Python library typically used in Artificial Intelligence, Machine Learning, Pytorch applications. FATE has no vulnerabilities, it has a Permissive License and it has medium support. However FATE has 19 bugs and it build file is not available. You can install using 'pip install FATE' or download it from GitHub, PyPI.

DOC | Quick Start | 中文. FATE (Federated AI Technology Enabler) is the world's first industrial grade federated learning open source framework to enable enterprises and institutions to collaborate on data while protecting data security and privacy. It implements secure computation protocols based on homomorphic encryption and multi-party computation (MPC). Supporting various federated learning scenarios, FATE now provides a host of federated learning algorithms, including logistic regression, tree-based algorithms, deep learning and transfer learning. FATE became open-source in February 2019. FATE TSC was established to lead FATE open-source community, with members from major domestic cloud computing and financial service enterprises.
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            kandi-support Support

              FATE has a medium active ecosystem.
              It has 5056 star(s) with 1484 fork(s). There are 140 watchers for this library.
              There were 1 major release(s) in the last 12 months.
              There are 741 open issues and 979 have been closed. On average issues are closed in 3 days. There are 6 open pull requests and 0 closed requests.
              It has a neutral sentiment in the developer community.
              The latest version of FATE is v1.11.2

            kandi-Quality Quality

              OutlinedDot
              FATE has 19 bugs (8 blocker, 4 critical, 5 major, 2 minor) and 1339 code smells.

            kandi-Security Security

              FATE has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.
              FATE code analysis shows 0 unresolved vulnerabilities.
              There are 137 security hotspots that need review.

            kandi-License License

              FATE 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

              FATE releases are available to install and integrate.
              Deployable package is available in PyPI.
              FATE has no build file. You will be need to create the build yourself to build the component from source.
              Installation instructions are available. Examples and code snippets are not available.
              FATE saves you 76684 person hours of effort in developing the same functionality from scratch.
              It has 85197 lines of code, 6132 functions and 1213 files.
              It has medium code complexity. Code complexity directly impacts maintainability of the code.

            Top functions reviewed by kandi - BETA

            kandi has reviewed FATE and discovered the below as its top functions. This is intended to give you an instant insight into FATE implemented functionality, and help decide if they suit your requirements.
            • Merge the optimal bintering parameter list .
            • Get or create topic .
            • Returns a filter based on the given name and model parameters .
            • Call a function .
            • Executes a task .
            • Returns a feature for the feature engineering .
            • Perform sampling .
            • Automatically deletes the DSL computation .
            • Finds the k - th mode candidates .
            • Read job configuration .
            Get all kandi verified functions for this library.

            FATE Key Features

            No Key Features are available at this moment for FATE.

            FATE Examples and Code Snippets

            ,Example
            Godot img1Lines of Code : 108dot img1License : Permissive (MIT)
            copy iconCopy
            package main
            
            import (
              "log"
              "time"
            
              "github.com/fate-lovely/phi"
              "github.com/valyala/fasthttp"
            )
            
            func main() {
              r := phi.NewRouter()
            
              reqIDMW := func(next phi.HandlerFunc) phi.HandlerFunc {
                return func(ctx *fasthttp.RequestCtx) {
                 
            You've met with a terrible fate, haven't you?
            Rustdot img2Lines of Code : 15dot img2License : Permissive (MIT)
            copy iconCopy
            extern crate lovecraft;
            
            fn main() {
                lovecraft::invoke();
            
                panic!("Ph'nglui mglw'nafh Cthulhu R'lyeh wgah'nagl fhtagn");
            }
            
            $ ./main
            Ph'nglui mglw'nafh Cthulhu R'lyeh wgah'nagl fhtagn
            
            It was from the artists and poets that the pertinent answ  
            Fate-XSLT,Usage
            HTMLdot img3Lines of Code : 2dot img3no licencesLicense : No License
            copy iconCopy
            ./publish.sh some_path_to_a_character_file.xml
            
            ./validate.sh some_file.dtd some_character_file.xml other_character_file.xml
              
            click - naval
            Pythondot img4Lines of Code : 37dot img4License : Non-SPDX (BSD 3-Clause "New" or "Revised" License)
            copy iconCopy
            import click
            
            
            @click.group()
            @click.version_option()
            def cli():
                """Naval Fate.
            
                This is the docopt example adopted to Click but with some actual
                commands implemented and not just the empty parsing which really
                is not all that interes  

            Community Discussions

            QUESTION

            Newb: Assignment: C Prog: saving getchar() input into 2D array
            Asked 2021-Jun-13 at 15:33

            Newb: Learn C - using The C Programming Language - 2nd ed. I've scoured stackoverflow - can't find a solution.

            I'm opening a stream using getchar() (its what the manual has me learning. The stream ends with EOF z . The script looks for a new line and should put each line into a 2D Array (row, width) Each row ought to hold an entire line of input.

            Code runs, stream works. Doesn't appear to be populating the array though. Code is far from polished, just trying to get it to work before I polish. I used exit() simply as a short cut trying to get this to work. Any ideas? I added a counter which prints at the end r which ought to indicate number of rows created in array... it's zero... making me think array is not being built. The fate of the universe depends on you!!!

            ...

            ANSWER

            Answered 2021-Jun-13 at 03:41

            I modified your code a bit, I hope this is what you're looking for. The comments in the code explain almost all the changes I've made to your code.

            Source https://stackoverflow.com/questions/67954455

            QUESTION

            Countif True/False values for alternating rows
            Asked 2021-Apr-25 at 16:56

            How can I automate my scoring formula to count odd rows as 1 for TRUE and even rows as 1 for FALSE?

            Backstory

            I'm trying to import a quiz that I found in the back of an ancient, eldritch tome into G Sheets. The order of the questions is fixed - the notes in the margins are very specific that a "dire fate" awaits anyone who "dares disturb these ancient mysteries." So I'm putting the questions in G Sheets in order, but in order to count the scores, I need to have every odd row give +1 if the answer is TRUE and every even row give +1 if the answer is FALSE.

            Row Number Question Answer Score 1 Dread Cthulhu is my personal Lord and Slayer TRUE 1 2 Men are destined to master their own fates FALSE 1 3 This way is madness TRUE 0 4 These secrets should have stayed buried FALSE 0

            I know I could brute force this with addition, such as

            =COUNTIF(C2,TRUE)+COUNTIF(C4,TRUE)+COUNTIF(C6,TRUE)...

            but every minute I spend typing, I feel the tendrils of existential dread gnawing at the foundations of my soul. Plus, that sounds super-boring.

            So, is there a way to automate having COUNTIF() (or COUNTIFS()) do this for me?

            Things That I Have Tried or Thought About
            • ROW(), but it doesn't seem to play nice with COUNTIFS(), just gives me a 0.

            =COUNTIFS(C2:C666,TRUE,A2:A666,ISEVEN(ROW)

            • Adding a cheater-column that does this for me with ROW(), but I'm worried that tinkering with the table will unleash untold horrors on our world.
            • Maybe something with DCOUNT or ARRAYFORMULA? But those seem to me MORE forbidden than the Necronomicon, not less.

            Did try this, but it's just giving me the total number of true values:

            =ARRAYFORMULA(COUNTIFS(A3:A24,ISEVEN(ROW()),A3:A24,TRUE))

            What else y'all got?

            ...

            ANSWER

            Answered 2021-Apr-25 at 16:56
            =ARRAYFORMULA(ABS(C3:C-ISEVEN(ROW(C3:C))))
            

            Source https://stackoverflow.com/questions/67242964

            QUESTION

            How to extract names of persisted species, dropped species or added species across years for each site
            Asked 2021-Apr-21 at 14:27

            I have time series data across several sites with species presence absence across years. I want to see which species persisted, dropped or added at each site during the whole timeseries. I am only trying to compare the first and last year i.e. 2000 and 2002. The information of species should be saved in a separate column fate. I am pasting example of data and desired result. Any help is highly appreciated.

            ...

            ANSWER

            Answered 2021-Apr-21 at 11:07

            please read before check my solution ;

            Source https://stackoverflow.com/questions/67194038

            QUESTION

            Lexicographically sort a list of Strings without regard for case - Haskell
            Asked 2021-Mar-06 at 10:39

            I have been trying to sort this list of strings for ten hours now. The ten hours was mostly spent fleshing out a workaround but fate is cruel and after all of that effort my workaround still requires me to sort a list of strings without regard for case.

            An example of what I would like this function to do:

            ...

            ANSWER

            Answered 2021-Mar-04 at 05:15

            Basically I want to sort the strings as if they were all lowercase but maintain the case of the input

            There's a neat trick for this: you pair up each actual value with the value you want to sort by. Then, you perform your sort, using the sort-by value for comparisons. Finally, once the list is sorted, you remove the sort-by data.

            In your case, you can start by pairing each String in the list with a lowercase version of itself.

            Source https://stackoverflow.com/questions/66468501

            QUESTION

            Attempting If Elif Else Statement, only get two values returned
            Asked 2021-Mar-01 at 14:59

            I'm attempting to write an If Elif Else statement, and I may be approaching this incorrectly. I've built a DataFrame with Pandas, and what I'm attempting to do is signify 1 of 3 statuses in the column. Special Order, Ready to Ship, and just blank or a hyphen. I've tried this several different ways but can't seem to get it to function. What I'm attempting to do is if something has a price of $0.00 to return that third status of just blank or hyphen. Currently regardless of what I do I get either Special Order or Ready to Ship.

            This is the code from the website, I apologize it's so messy it's just the way it was formatted from them.

            ...

            ANSWER

            Answered 2021-Mar-01 at 14:59

            As far as I can tell, you just need to add an additional elif in your "special order" code as follows:

            Source https://stackoverflow.com/questions/66415574

            QUESTION

            Display: block not working on images to remove gap
            Asked 2021-Feb-11 at 22:53

            My vertical menu uses images and the image all have a small gap between them. It was suggested to use "display: block" to close the gap, but it doesn't seem to work. Not sure if something else in the CSS is messing with it. See gaps here

            NOTE: the aqua color is not permanent. Its just there to better see the gaps.

            ...

            ANSWER

            Answered 2021-Feb-11 at 22:53

            Yes, display: block on the images is the way to go (you don't have that in your code). Look at my snippet below, I only added this one rule to your code and the gaps are gone:

            Source https://stackoverflow.com/questions/66163985

            QUESTION

            Image in Verticle Menu not Aligning to Menu Container
            Asked 2021-Feb-11 at 09:48

            So I can't get an image that is in the tags to align in the center of the main wrapper/Ul. I've tried adding class to the image in the tag , the tag itself, and the tag, but no matter if I use position or float the image remains just slightly out of the menu wrapper. It's been a few years since I've this, so I must be forgetting a basic step here to get it to work.

            ...

            ANSWER

            Answered 2021-Feb-10 at 23:57

            Try adding width: 100%; to the image that is overlapping the wrapper div.

            Also introImg needs a . in front of it if its to be a Class or # if its meant for an ID.

            Although I could not see the use of introImg in your HTML code?

            So I have changed the introImg CSS code block to the img tag and have added width: 100%;

            Source https://stackoverflow.com/questions/66146144

            QUESTION

            Can shapeless Record type be used as a Poly1? - Part 2
            Asked 2021-Feb-04 at 16:03

            Since I didn't get an answer from the Part 1:

            Can shapeless Record type be used as a Poly1?

            I assume this feature doesn't exist in shapeless. So I decided own my fate and to write one myself:

            ...

            ANSWER

            Answered 2021-Feb-04 at 16:03

            Please see my answer for Part 1.

            Regarding Part 2, you can define implicit def getter without asInstanceOf much easier using type class that you already have as an implicit parameter (instead of extension method and Witness)

            Source https://stackoverflow.com/questions/66036106

            QUESTION

            Geomesa-accumulo add index fail job
            Asked 2021-Jan-28 at 11:31

            have a problem with geomesa failed on adding indexes, maybe someones know where problem is?

            ...

            ANSWER

            Answered 2021-Jan-28 at 11:31

            hadoop 3.1 not support this feature, need 3.2 update

            Source https://stackoverflow.com/questions/65885199

            QUESTION

            Network Manager AP Configuration
            Asked 2020-Dec-28 at 06:29

            I would need to configure my Single board computer as an AP, and I managed to do it before and it was working flawlessly (the AP is isolated and not connected to the WAN).

            Then today, I needed to connect it online to install some packages. As I have all my connections config in different .nmconnection files, I have modified my AP config file with autoconnect =false and my client mode connection as autoconnect=true, then I rebooted. After reboot, the device has never shown up in my router list. The connection file was working few months ago when I set it up.

            then, I decided to accept my fate, and switch back to the original config (APconnection file with autoconnect, client connection file without autoconnect) and then, at the reboot, the AP doesn't show up now.

            Can someone help me to figure out what could have happened or help me to diagnose this?

            below my AP conenction file as well as my networkmanager.conf

            ...

            ANSWER

            Answered 2020-Dec-28 at 06:29

            Well, it is likely that the configuration file wasn't a problem. I have loaded back a back up and tested the configuration from a back-up. Everything works fine.

            Likely the problem was not coming from here.

            Source https://stackoverflow.com/questions/65070214

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

            Vulnerabilities

            No vulnerabilities reported

            Install FATE

            Train & Predict Hetero SecureBoost with FATE-Pipeline
            Build Homo NN model with FATE-Pipeline
            Run Job with DSL json conf
            More Tutorials...

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