DiCE | Generate Diverse Counterfactual Explanations | Machine Learning library

 by   interpretml Python Version: v0.9 License: MIT

kandi X-RAY | DiCE Summary

kandi X-RAY | DiCE Summary

DiCE is a Python library typically used in Artificial Intelligence, Machine Learning applications. DiCE has no vulnerabilities, it has build file available, it has a Permissive License and it has medium support. However DiCE has 401 bugs. You can install using 'pip install DiCE' or download it from GitHub, PyPI.

Generate Diverse Counterfactual Explanations for any machine learning model.
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            kandi-support Support

              DiCE has a medium active ecosystem.
              It has 1092 star(s) with 165 fork(s). There are 18 watchers for this library.
              OutlinedDot
              It had no major release in the last 12 months.
              There are 54 open issues and 89 have been closed. On average issues are closed in 124 days. There are 11 open pull requests and 0 closed requests.
              It has a neutral sentiment in the developer community.
              The latest version of DiCE is v0.9

            kandi-Quality Quality

              DiCE has 401 bugs (0 blocker, 0 critical, 318 major, 83 minor) and 133 code smells.

            kandi-Security Security

              DiCE has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.
              DiCE code analysis shows 0 unresolved vulnerabilities.
              There are 4 security hotspots that need review.

            kandi-License License

              DiCE 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

              DiCE releases are available to install and integrate.
              Deployable package is available in PyPI.
              Build file is available. You can build the component from source.
              DiCE saves you 8556 person hours of effort in developing the same functionality from scratch.
              It has 17553 lines of code, 200 functions and 87 files.
              It has high code complexity. Code complexity directly impacts maintainability of the code.

            Top functions reviewed by kandi - BETA

            kandi has reviewed DiCE and discovered the below as its top functions. This is intended to give you an instant insight into DiCE implemented functionality, and help decide if they suit your requirements.
            • Generate the Counterfactuals for the given query instance
            • Get samples from the data
            • Determine the validity of the given model outputs
            • Returns random samples
            • Generate counterfactuals
            • Finds the counterfactuals for a query
            • Round continuous features to a continuous continuous value
            • Returns the predicted prediction function
            • Generate the Counterfactuals
            • Generate counterfactuals for a given query
            • Internal method to generate the Counterfactuals
            • Train the model
            • Generates the counterfactuals for a given query instance
            • Create a CounterfactualExchange object from a JSON string
            • Serializes the data to a JSON object
            • Saves an Adult income model
            • Creates the parameters for the gradient descent
            • Get the data parameters for the gradient descent
            • Forward the decoder
            • Get the MAD for each feature
            • Returns a list of feature indexes that can be used for each feature
            • Returns the indices of all features to be_to_vary
            • Return a list of valid MAD values
            • Calculate the inverse of the Oheme
            • Calculate the inverse of the inverse ohe
            • Convert label to integer
            Get all kandi verified functions for this library.

            DiCE Key Features

            No Key Features are available at this moment for DiCE.

            DiCE Examples and Code Snippets

            Generates a diagram of dice faces .
            pythondot img1Lines of Code : 34dot img1License : Permissive (MIT License)
            copy iconCopy
            def generate_dice_faces_diagram(dice_values):
                """Return an ASCII diagram of dice faces from `dice_values`.
            
                The string returned contains an ASCII representation of each die.
                For example, if `dice_values = [4, 1, 3, 2]` then the string
                 
            Finds squares for a given number of dice .
            javadot img2Lines of Code : 25dot img2License : Permissive (MIT License)
            copy iconCopy
            public static long findWays(int m, int n, int x) {
            
                    /* Create a table to store the results of subproblems. 
                One extra row and column are used for simplicity 
                (Number of dice is directly used as row index and sum is directly used as co  
            Generate a PNG diagram of dice faces .
            pythondot img3Lines of Code : 23dot img3License : Permissive (MIT License)
            copy iconCopy
            def generate_dice_faces_diagram(dice_values):
                """Return an ASCII diagram of dice faces from `dice_values`.
            
                The string returned contains an ASCII representation of each die.
                For example, if `dice_values = [4, 1, 3, 2]` then the string
                 

            Community Discussions

            QUESTION

            F# assigning values to arrays in a for loop
            Asked 2021-Jun-15 at 13:16

            All im trying to do is assign the dice vlaues into the array but the values just dont change

            ...

            ANSWER

            Answered 2021-Jun-15 at 13:16

            The operator for assingment in F# is <- rather than =.

            In your code you have:

            Source https://stackoverflow.com/questions/67986850

            QUESTION

            Is there a way to count the number of iterations in a while loop in python?
            Asked 2021-Jun-13 at 05:49

            I have a really simple while loop that rolls a dice until it rolls a 6. I'm relatively new to python and not sure if there is a method that already exists that I can use to count the number of rolls it takes. The code I have is:

            ...

            ANSWER

            Answered 2021-Jun-13 at 04:40

            Just create a variable and increment it:

            Source https://stackoverflow.com/questions/67954913

            QUESTION

            How can I verify an HTTP HMAC Signature in Bash?
            Asked 2021-Jun-11 at 21:47

            I'm needing to verify an HTTP HMAC signature for a program I use (Drone CI, trying to create an extension), but nothing I'm trying is getting the results to match.

            Specifically, the HTTP request looks like this:

            ...

            ANSWER

            Answered 2021-Jun-11 at 01:55

            They appear to be using an implementation of the http signatures draft.

            The linked document explains the way the signature needs to be calculated and how to verify it. But this is probably why your example doesn't work:

            2.1.3. headers

            OPTIONAL. The headers parameter is used to specify the list of HTTP headers included when generating the signature for the message.

            Basically the signature doesn't include just the message, probably to prevent replay attacks. Since you just hash the message it is working as intended.

            Source https://stackoverflow.com/questions/67914435

            QUESTION

            Get value from pandas df with only one line
            Asked 2021-Jun-09 at 19:49

            I am creating a simulator for a football dice game and I am running in to an issue in getting values from the dataframe. My code for the result of a play is this:

            ...

            ANSWER

            Answered 2021-Jun-09 at 19:49

            The code is printing the row index. In order to print the return correctly, you should use the .item() method as follows:

            Source https://stackoverflow.com/questions/67910588

            QUESTION

            Discord.py | When working with embeds, how does one use a for loop to generate a variable's worth of fields?
            Asked 2021-Jun-09 at 16:05

            I'm currently working on a discord.py dice roller command that allows one to input an argument for a number of dice to roll. As this command outputs to an embed, I would like each dice roll to output to it's own embed field using a for loop that executes the same number of times as the variable that contains the argument's amount of dice.

            I've attempted quite a few types of for loops, but I think I'm doing something fundamentally wrong. Unfortunately, Discord.py is not returning any errors when I run this for loop so I can't even begin to wrap my head around why...

            ...

            ANSWER

            Answered 2021-Jun-09 at 16:05

            Your method is correct, check the color

            here is my little test with a change in the for loop statement

            Source https://stackoverflow.com/questions/67907495

            QUESTION

            Using parent() and other functions, remove a div from a list
            Asked 2021-Jun-08 at 17:52

            I am looking to create a chart that generates a series of rows. Each row contains various buttons and text boxes. The row in question is this. Yes, I am using a bunch of divs instead of a list. No, I'm not going to change it at this time as I'm strictly hacking this stuff together so it works, not so it's semantically usable. This is an internal tool, intended for internal use only, and doesn't need to be perfectly semantic, nor does it need to be used by screen readers. I've also removed irrelevant information/names/labels/classes.

            ...

            ANSWER

            Answered 2021-Jun-08 at 17:45

            Change the button id to a class since ids must be unique

            Source https://stackoverflow.com/questions/67891962

            QUESTION

            Unexpected identifier when defining a custom type in TypeScript
            Asked 2021-Jun-08 at 14:22

            The following code gives me an error Uncaught SyntaxError: Unexpected identifier on the line type Player = { and I don't understand what is incorrect. Worth mentioning is I am brand new to TypeScript, is it possible to do like you would any JavaScript file, or need I compile it into JavaScript first somehow then refer to the .js file? Maybe that's where I am doing things wrong.

            ...

            ANSWER

            Answered 2021-Jun-08 at 14:22

            Browsers can only understand .js files at the moment: therefore, you cannot load typescript files directly via the

            Source https://stackoverflow.com/questions/67888699

            QUESTION

            This code works fine as a dice, but i want it to repeat again after each roll, thank you if answers
            Asked 2021-Jun-08 at 01:28

            I know i have to write a for or while loop, the code is this:

            ...

            ANSWER

            Answered 2021-Jun-08 at 01:25
            import random
            #repeat this loop 10 times
            for i in range(1,10):
                trigger = input("Press T to roll dice: ")
            
                if trigger.upper() == "T":
                    def roll():
                        dice = random.randint(1, 6)
                        print(f"Your number is: {dice}")
                    roll()
                else:
                    print("Invalid key, press T to roll")
            

            Source https://stackoverflow.com/questions/67880321

            QUESTION

            how to change the value of an array through a onclick canvas?
            Asked 2021-Jun-08 at 01:22

            Guys this sounds like a simple problem, but I'm having trouble solving it. Basically, the function desenhaFaceTot() allows drawing three dices on three different canvas through a button and assigning the numArray value to each dice drawing the dice points according to the number that came out (example: n = 5 draws five points) and then arranges the dices in ascending order this does everything well the problem is that: I wanted to change the value of the first dice (the smallest number in the array) by pressing the canvas in the alterarNumero() function and arrange it later instead my program changes the value of any of the dice.

            Example of an operation I wanted to happen

            Dices:

            1 3 4

            after pressing the first canvas onclick: (the number that came out is, for example, six)

            3 4 6

            What happens in my code instead of changing the value of the first dice changed any of the dice in the case changed for example the dice number 3 and put the number 6

            1 3 6

            (half the code is drawing stuff on the canvas)

            ...

            ANSWER

            Answered 2021-Jun-08 at 01:22

            New Answer based on comment. When you are changing n you are changing it on the original array before the sort. The sort does not change the order of the original array that is above it. So as you can see here in this console log I have logged numArray before the sort and after. I also logged n so you can see what's happening.

            Source https://stackoverflow.com/questions/67879755

            QUESTION

            How To Use Functions From Another Python File Through Kivy File
            Asked 2021-Jun-07 at 15:32

            ok so my goal is to have a very clean slate as I like it when my code is organized, but that has also caused me too much trouble.

            I have 3 .py files:

            Main.py:

            ...

            ANSWER

            Answered 2021-Jun-07 at 15:32

            You just need to import the CoinFlip() method in your kv file like this:

            Source https://stackoverflow.com/questions/67869586

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

            Vulnerabilities

            No vulnerabilities reported

            Install DiCE

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

            Support

            For any new features, suggestions and bugs create an issue on GitHub. If you have any questions check and ask questions on community page Stack Overflow .
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