flower | Flower: A Friendly Federated Learning Framework | Machine Learning library

 by   adap Python Version: v1.4.0 License: Apache-2.0

kandi X-RAY | flower Summary

kandi X-RAY | flower Summary

flower is a Python library typically used in Artificial Intelligence, Machine Learning, Deep Learning, Pytorch, Tensorflow, Framework applications. flower has no vulnerabilities, it has a Permissive License and it has high support. However flower has 2 bugs and it build file is not available. You can download it from GitHub, Maven.

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            kandi-support Support

              flower has a highly active ecosystem.
              It has 2661 star(s) with 542 fork(s). There are 27 watchers for this library.
              There were 3 major release(s) in the last 12 months.
              There are 170 open issues and 193 have been closed. On average issues are closed in 145 days. There are 72 open pull requests and 0 closed requests.
              It has a negative sentiment in the developer community.
              The latest version of flower is v1.4.0

            kandi-Quality Quality

              flower has 2 bugs (0 blocker, 0 critical, 0 major, 2 minor) and 57 code smells.

            kandi-Security Security

              flower has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.
              flower code analysis shows 0 unresolved vulnerabilities.
              There are 12 security hotspots that need review.

            kandi-License License

              flower 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

              flower releases are available to install and integrate.
              Deployable package is available in Maven.
              flower has no build file. You will be need to create the build yourself to build the component from source.
              Installation instructions are not available. Examples and code snippets are available.
              flower saves you 5370 person hours of effort in developing the same functionality from scratch.
              It has 11265 lines of code, 594 functions and 166 files.
              It has medium code complexity. Code complexity directly impacts maintainability of the code.

            Top functions reviewed by kandi - BETA

            kandi has reviewed flower and discovered the below as its top functions. This is intended to give you an instant insight into flower implemented functionality, and help decide if they suit your requirements.
            • Loads a partitioned dataset
            • Loads MNIST dataset
            • Adjust y axis
            • Adjust the x axis
            • Calculate partition from two arrays
            • Start a server
            • Start the cluster
            • Start a new gRPC server
            • Start a Flower simulation
            • Fits the model
            • Generate a single bar chart
            • Start a NumPy client
            • Perform Layer partitioning
            • Perform aggregate fit
            • Start the Flower server
            • Load MNIST dataset
            • Performs the aggregate fit
            • Process usps txt files
            • Fit the model
            • Configure client settings
            • A keras model
            • Train a model
            • Calculate the result of fitting
            • Create a keras model
            • Run a baseline
            • Runs the optimizer
            • Create EC2 instances
            Get all kandi verified functions for this library.

            flower Key Features

            No Key Features are available at this moment for flower.

            flower Examples and Code Snippets

            copy iconCopy
            const elementIsVisibleInViewport = (el, partiallyVisible = false) => {
              const { top, left, bottom, right } = el.getBoundingClientRect();
              const { innerHeight, innerWidth } = window;
              return partiallyVisible
                ? ((top > 0 && top <  
            copy iconCopy
            const isBetweenDates = (dateStart, dateEnd, date) =>
              date > dateStart && date < dateEnd;
              new Date(2010, 11, 20),
              new Date(2010, 11, 30),
              new Date(2010, 11, 19)
            ); // false
              new Date(2010, 11  
            copy iconCopy
            const createElement = str => {
              const el = document.createElement('div');
              el.innerHTML = str;
              return el.firstElementChild;
            const el = createElement(


            ` ); console.log(el.className); // 'container'
            Loads the flower data .
            pythondot img4Lines of Code : 28dot img4License : Permissive (MIT License)
            copy iconCopy
            def load_data():
                """This function downloads, extracts, loads, normalizes and one-hot encodes Flower Photos dataset"""
                # download the dataset and extract it
                data_dir = get_file(origin='https://storage.googleapis.com/download.tensorflow.org  
            Copies a list of Flower from the new list .
            javadot img5Lines of Code : 8dot img5License : Permissive (MIT License)
            copy iconCopy
            public List copyListByConstructorAndEditOneFlowerInTheNewList(List source) {
                    List flowers = new ArrayList<>(source);
                    if(flowers.size() > 0) {
                        flowers.get(0).setPetals(flowers.get(0).getPetals() * 3);
            Change in coordinate density for np.meshgrid() in matplotlib
            Pythondot img6Lines of Code : 14dot img6License : Strong Copyleft (CC BY-SA 4.0)
            copy iconCopy
            # contract in the center
            a = 0.5  # how far to contract
            b = 0.8  # how strongly to contract
            c = 1 - b*np.exp(-((x/lim)**2 + (y/lim)**2)/a**2)
            x, y = c*x, c*y
            x = np.random.randn(500)

            Community Discussions


            How to show and hide Div by mutiple Select form after submission
            Asked 2021-Jun-15 at 19:59

            I have two select form with submit button, I need to get the result of selected value for example

            first select form having colours as an option and second contains another things.

            and i have some items as div....red flower , red fish.

            if i select red from first form its shows red value div and in second form if i select flower it should display red flower only but it's shows everything under the value red. And these all thing must work only when i submit the search button. I have attached jsfiddle below. Code:



            Answered 2021-Jun-15 at 19:59

            This is not so simple as I initially thought

            Source https://stackoverflow.com/questions/67992054


            how can I pass table or dataframe instead of text with entity recognition using spacy
            Asked 2021-Jun-15 at 09:55

            The following link shows how to add multiple EntityRuler with spaCy. The code to do that is below:



            Answered 2021-Jun-15 at 09:55

            Imagine that your dataframe is

            Source https://stackoverflow.com/questions/67983109


            Cannot install additional requirements to apache airflow
            Asked 2021-Jun-14 at 16:35

            I am using the following docker-compose image, I got this image from: https://github.com/apache/airflow/blob/main/docs/apache-airflow/start/docker-compose.yaml



            Answered 2021-Jun-14 at 16:35

            Support for _PIP_ADDITIONAL_REQUIREMENTS environment variable has not been released yet. It is only supported by the developer/unreleased version of the docker image. It is planned that this feature will be available in Airflow 2.1.1. For more information, see: Adding extra requirements for build and runtime of the PROD image.

            For the older version, you should build a new image and set this image in the docker-compose.yaml. To do this, you need to follow a few steps.

            1. Create a new Dockerfile with the following content:

            Source https://stackoverflow.com/questions/67851351


            Extracting specific elements from multiple JSON files and adding into single Excel
            Asked 2021-Jun-10 at 14:24

            So, basically I have two JSON files and from them I need to extract only "value" and add it to a single Excel sheet.

            JSON file 1



            Answered 2021-Jun-10 at 14:20

            I believe this code does what you are requesting (if j1 and j2 are the jsons you are showing):

            Source https://stackoverflow.com/questions/67922314


            How do I properly write a CSV file within a for loop in python?
            Asked 2021-Jun-06 at 14:59

            I am using the following code to scrape content from a webpage with the end goal of writing to a CSV. On the first iteration I had this portion working, but now that my data is formatted differently it writes the data in a way that gets mangled when I try to view it in excel.

            If I use the code below the "heading.text" data is correctly put into one cell when viewed in excel. Where as the contents of "child.text" is packed into one cell rather then being split based on the commas. You will see I have attempted to clean up the content of "child.text" in an effort to see if that was my issue.

            If I remove "heading.text" from "z" and try again, it writes in a way that has excel showing one letter per cell. In the end I would like each value that is seperated by commas to display in one cell when viewed in excel, I believe I am doing something (many things?) incorrectly in structuring "z" and or when I write the row.

            Any guidance would be greatly appreciated. Thank you.



            Answered 2021-May-05 at 06:03

            csv.writerow() takes an iterable, each element of which is separated by the writer's delimiter i.e. made a different cell.

            First let’s see what’s been happening with you till now:

            1. (heading.text, child.text) has two elements i.e. two cells, heading.text and child.text
            2. (child.text) is simply child.text (would be a tuple if it was (child.text**,**)) and a string's elements are each letter. Hence each letter made its own cell.

            To get different cells in a row we need separate elements in our iterable so we want an iterable like [header.text, child.text line 1, child.text line 2, ...]. You were right in splitting the text into lines but the lines weren’t being added to it correctly. Tuples being immutable I’ll use a list instead:

            1. We know heading.text is to take a single cell so we can write the following to start with

            Source https://stackoverflow.com/questions/67394298


            How to paste vaues from excel sheet to table and store it in state in React?
            Asked 2021-Jun-03 at 06:44

            I have created a table in react and I have to paste there values from Excel sheet and store them in a state. I have tried onPaste and onInput event but It's storing only last value of the sheet into the state.



            Answered 2021-Jun-03 at 06:44

            Looks like the issue is related to enqueueing multiple state updates within a single render cycle. It seems that each cell that is pasted triggers its own state update, and since each update is starting from the state value from the render cycle the updates were enqueued in, each subsequent update overwrites the previous update. The last update is the one you see, e.g. you see only the fourth cell updated.


            Convert the handlePaste1 to use a functional state update so it is updating from the previous state, as opposed to the state from the previous render cycle.

            Source https://stackoverflow.com/questions/67815641


            Is there any function to put some value in a pandas df column based on the presense of word in text of another column?
            Asked 2021-Jun-02 at 12:19

            Supoose I have a dataframe as:

            Id Description Value 1 I am good girl NaN 2 The pizza is good NaN 3 There are flowers in the basket NaN 4 Black dress is good NaN 5 Sky is looking pretty NaN

            Now I want the result to look like:

            Id Description Value 1 I am good girl good_present 2 The pizza is good good_present 3 There are flowers in the basket NaN 4 Black dress is good good_present 5 Sky is looking pretty NaN

            So for the description, if the word 'good' is present, I want to put 'good_present' in the Value Column. Tried ways of doing it, nothing worked. For example:



            Answered 2021-Jun-02 at 11:51

            You are close, need remove == and pass value for match else:

            Source https://stackoverflow.com/questions/67804557


            Python is not calling fucntions properly
            Asked 2021-May-31 at 14:43
                import os
            import random
            import time
            import math
            def stringmanipulator(xy, y=40):
                xy= xy.lower()
                x = []
                x = list(xy)
                length = len(x)
                y = int(math.floor(length * (y/100)))
                    r =int(random.random()*(length-1))
                    if(x[r] != '_' and x[r] != ' '):
                        x[r] = '_'
                        y = y-1
                return x
            def printcomplement():
                x = int(random.random()*11)
                if(x == 0):
                    print("well done!!")
                elif(x == 1):
                    print("keep going!!")
                elif(x == 2):
                    print("YOU can save him!!")
                elif(x == 3):
                    print("You are the hero no one wanted but everyone deserves.")
                elif(x == 4):
                    print("Genius kid.")
                elif(x == 5):
                    print("You are Smart, not kidding.")
                elif(x == 6):
                    print("You are one who will destroy my carrer  using your intellect.")
                elif(x == 7): 
                    print("The most kind hearted person I have ever seen till now. Yes I am talking about you")
                elif(x == 8):
                    print("You nailed  it.")
                elif(x == 9):
                    print("AND I thought the game was hard.")
                elif(x == 10):
                    print("I will find more difficult words to challenge you with.")
                elif(x == 11):
                    print("How about you put another life on risk after this round.")
            def printdis():
                x = int(random.random()*11)
                if(x == 0):
                elif(x == 1):
                    print("You will end up killing the fool and then I will hang you next.")
                elif(x == 2):
                    print("What a piece of shit you are.")
                elif(x == 3):
                    print("Hey disgrace to humanity.")
                elif(x == 4):
                    print("Don't cry after the man is dead. You killed him, I gave you a chance to save him.")
                elif(x == 5):
                elif(x == 6):
                    print("You know what it was my mistake to let such an idiot play.")
                elif(x == 7): 
                    print("This is your last game. I don't want fools playing this game.")
                elif(x == 8):
                    print("I see you are already crying.")
                elif(x == 9):
                    print("Even the guy who's life is line is laughing at your  stupidity.")
                elif(x == 10):
                    print("My 120 years old grandma has a sharper brain than yours.")
                elif(x == 11):
                    print("Get lost, YOU useless, moronic, unworthy pile of garbage.")
            def hangman(i = 0):
                if(i == 0):
                    print("|         |")
                    print("|         |")
                    print("|      ")
                    print("|      ")
                    print("|        ")
                    print("|       ")
                    print("|       ")
                elif(i == 1):
                    print("|         |")
                    print("|         |")
                    print("|        ( ) ")
                    print("|        ")
                    print("|        ")
                    print("|       ")
                    print("|       ")
                elif(i == 2):
                    print("|         |")
                    print("|         |")
                    print("|        ( ) ")
                    print("|         |  ")
                    print("|         | ")
                    print("|       ")
                    print("|       ")
                elif(i == 3):
                    print("|         |")
                    print("|         |")
                    print("|        ( ) ")
                    print("|       \\ | / ")
                    print("|         | ")
                    print("|        ")
                    print("|       ")
                elif(i == 4):
                    print("|         |")
                    print("|         |")
                    print("|      \\ ( ) /")
                    print("|       \\ | / ")
                    print("|         ")
                    print("|        ")
                    print("|       ")
                elif(i == 5):
                    print("|         |")
                    print("|         |")
                    print("|      \\ ( ) /")
                    print("|       \\ | / ")
                    print("|         | ")
                    print("|        / \\")
                    print("|       ")
                elif(i == 6):
                    print("|         |")
                    print("|         |")
                    print("|      \\ ( ) /")
                    print("|       \\ | / ")
                    print("|         | ")
                    print("|        / \\")
                    print("|       /   \\")
                    print("\n\nGAME OVER. You have succesfully killed a person. Better luck next time")
            def game(xy, y):
                i = 0
                letter = ''
                x = stringmanipulator(xy, y)
                xy = xy.lower()
                # os.system('cls')
                for index in range(len(x)):
                    if(x[index] == '_'):
                        while(letter != x[index]):
                            _= os.system('cls')
                            for char in range(len(x)):
                                print(x[char], end=' ')
                            letter = input("Enter the letter in the first blank: ")
                            if(letter == xy[index]):
                                x[index] = letter
            dictionary ={}
            dictionary["films"] = ["A Space OdysseY", "The GodFather", "Citizen Kane", "Raiders of the lost Ark", "Seven Samurai", "There will be Blood", "Casablanca", "Vertigo", "Notorious", "City Lights"]
            dictionary["cities"] = ["Tokyo", "Mecca", "Beijing", "London", "Kolkata", "Washington DC", "Mumbai", "Mexico City", "Delhi", "Shanghai"]
            dictionary["fruits"] = ["Damson Plum", "Pomelo", "Blood Orange", "Kumquat", "Blackcurrant", "Acerola", "Avocado", "Pomegrenate", "Apple", "Mango"]
            dictionary["country"] = ["Djibouti", "Azerbaijan Azerbaijan,", "Venzuela", "Armenia", "Khazakhstan", "Bangladesh", "Saudi Arabia", "United Kingdom", "United States of America", "India"]
            dictionary["flowers"] = ["Monkey Face Orchid", "Naked Man Orchid", "Dancing Girls", "Chamber Maids", "Hibiscus", "Marigold", "Tulip", "Lilies", "Daisy", "Hydrangea"]
            # x = input("Press 1 for films, 2 for cities, 3 for fruits, 4 for country and 5 for flowers (The most beautiful are usually the hardest): ")
            # x = int(x)
            x = int(input("Enter a number between 1 and 5: "))
            if((x < 1) or(x > 5)):
                print("What a moron you are. You couldn't even choose one of the option properly game over good bye, tata, cya")
                x = random.randint(1,5)
                print("Just kidding you still get to play the game but now I will decide what kind of object you have to guess.")
            y = int(input("Enter 40 for easy, 60 for medium and 80 for hard: "))
            i = 0
            xy = ""
            r = random.randint(0,9)
            if(x == 1):
                xy = dictionary["films"][r]
            elif(x == 2):
                xy = dictionary["cities"][r]
            elif(x == 3):
                xy = dictionary["fruits"][r]
            elif(x == 4):
                xy = dictionary["country"][r]
            elif(x == 5):
                xy = dictionary["flowers"][r]
            # hangman(0)    
            game(xy, y)


            Answered 2021-May-31 at 14:43

            Running your code os.system('cls') is clearing the screen before the input is read in the loop. This makes it seem that there is no output is being displayed when it's really being overwritten.

            A quick test can be done to confirm that this is the problem. To do this we add another input read in the game function. like so:

            Source https://stackoverflow.com/questions/67767729


            Unwanted Warm Shutdown (MainProcess) of node worker in airflow docker swarm
            Asked 2021-May-31 at 13:50

            I am currently setting up remote workers via docker swarm for Apache Airflow on AWS EC2 instances.

            A remote worker shuts down every 60 seconds without an apparent reason with the following error:



            Answered 2021-May-31 at 13:50

            just wanted to let you know that I was able to fix the issue by setting CELERY_WORKER_MAX_TASKS_PER_CHILD=500, which otherwise defaults to 50. Our Airflow DAG was sending around 85 tasks to this worker, so it was probably overwhelmed.

            Apparently celery doesn't accept more incoming messages from redis and redis shuts down the worker if its outgoing message pipeline is full.

            After searching for days with two people, we found the answer. Apparently it is still a workaround, but it works as is should now. I found the answer in this github issue. Just wanted to let you know.

            If you have further insights please feel free to share.

            Source https://stackoverflow.com/questions/67707342


            How can i get from format json this text?
            Asked 2021-May-29 at 07:32

            I have a JSON file that contains several images and annotations. Each image has an id, and each annotation references a caption and the image_id of the image. There are thousands of images and multiple annotations refer to the same image. Here's a sample for only one image and its annotations (link to full data):



            Answered 2021-May-29 at 07:08

            After reading in the data, reorganizing into an dictionary indexed by ID will make it easy to access the correct image when iterating the annotations. Below does this, but also adds each caption to a list of captions added to each image:

            Source https://stackoverflow.com/questions/67747377

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


            No vulnerabilities reported

            Install flower

            You can download it from GitHub, Maven.
            You can use flower 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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