IBA | Information Bottlenecks for Attribution | Machine Learning library

 by   BioroboticsLab Python Version: Current License: MIT

kandi X-RAY | IBA Summary

kandi X-RAY | IBA Summary

IBA is a Python library typically used in Artificial Intelligence, Machine Learning, Deep Learning, Pytorch applications. IBA 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.

[Paper Arxiv] | [Paper Code] | [Reviews] | [API Documentation] | [Examples] | [Installation]. Iterations of the Per-Sample Bottleneck. This repository contains an easy-to-use implementation for the IBA attribution method. Our methods minimizes the amount of transmitted information while retaining a high classifier score for the explained class. In our paper, we run this optimization per single sample (Per-Sample Bottleneck) and trained a neural network to predict the relevant areas (Readout Bottleneck). See our paper for a in-depth description: "Restricting the Flow: Information Bottlenecks for Attribution". Generally, we advise using the Per-Sample Bottleneck over the Readout Bottleneck. We saw it to perform better and is more flexible as it only requires to estimate the mean and variance of the feature map. The Readout Bottleneck has the advantage of producing attribution maps with a single forward pass once trained. For the code to reproduce our paper, see IBA-paper-code. This library provides a TensorFlow v1 and a PyTorch implementation.
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            kandi-support Support

              IBA has a low active ecosystem.
              It has 53 star(s) with 4 fork(s). There are 6 watchers for this library.
              OutlinedDot
              It had no major release in the last 6 months.
              There are 8 open issues and 5 have been closed. On average issues are closed in 8 days. There are 6 open pull requests and 0 closed requests.
              It has a neutral sentiment in the developer community.
              The latest version of IBA is current.

            kandi-Quality Quality

              IBA has 0 bugs and 0 code smells.

            kandi-Security Security

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

            kandi-License License

              IBA 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

              IBA 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.
              IBA saves you 830 person hours of effort in developing the same functionality from scratch.
              It has 1912 lines of code, 155 functions and 13 files.
              It has high code complexity. Code complexity directly impacts maintainability of the code.

            Top functions reviewed by kandi - BETA

            kandi has reviewed IBA and discovered the below as its top functions. This is intended to give you an instant insight into IBA implemented functionality, and help decide if they suit your requirements.
            • Analyze the model
            • Analyze a single feature
            • Return a dict of all report tensors
            • Get the first report tensors
            • Analyze the input heatmap
            • The capacity of the buffer
            • Calculate the capiency map
            • Convert to a saliency map
            • Call Tensor
            • Calculate the capacity of the KL divergence
            • Perform forward computation
            • Restrict information to the bottleneck
            • Loads the hyperparameters from the state dict
            • Loads the state from the given dictionary
            • Set the loss of the model
            • Sets the model loss
            • Fit the estimator
            • Fit the model
            • Blurring Gaussian blurring
            • Generate a gaussian kernel
            • Fit the model using the given generator
            • Context manager for restricting flow
            • Return a list of mock modules
            • Perform a forward computation
            • Load a state from a pickle file
            • Returns a copy of the state
            Get all kandi verified functions for this library.

            IBA Key Features

            No Key Features are available at this moment for IBA.

            IBA Examples and Code Snippets

            No Code Snippets are available at this moment for IBA.

            Community Discussions

            QUESTION

            javascript css change color of tablerow
            Asked 2022-Mar-12 at 18:13

            This table is supposed the change the color of the table rows as you click them. The color has to change to a background color of black with a white font.

            With javaScript the color is changed when you click a row. Only the most left td with class='podia' doesn't change to the black background color.

            I tried a lot of things but nothing seems to work and I'm probably missing the knowledge here. Does someone here know how I can solve this?

            ...

            ANSWER

            Answered 2022-Mar-12 at 18:13

            This is because you have already styled the cell with the podia class. To style all table cells you need to replace in your styles:

            Source https://stackoverflow.com/questions/71451921

            QUESTION

            drbd & Corosync - My drbd works, it shows me that it is upToDate, but it is not
            Asked 2022-Feb-24 at 20:04

            I have a high availability cluster with two nodes, with a resource for drbd, a virtual IP and the mariaDB files shared on the drbd partition.

            Everything seems to work OK, but drbd is not syncing the latest files I have created, even though drbd status tells me they are UpToDate.

            ...

            ANSWER

            Answered 2022-Feb-23 at 09:15

            I have found a Split-Brain that did not appear in the status of pcs.

            Source https://stackoverflow.com/questions/71225748

            QUESTION

            Can't access json values in react native
            Asked 2021-Dec-19 at 00:42

            I've been using React-native recently (it's my first time to be honest).

            I'm retrieving values from an api and i'm trying to display them in a Text tag. But i don't know how to access these values.

            So, this is my code :

            ...

            ANSWER

            Answered 2021-Dec-18 at 23:56

            You can make use of .map() functionality in javascript. For example:

            Source https://stackoverflow.com/questions/70407903

            QUESTION

            Regex need to consider for all patterns in same group
            Asked 2021-Dec-01 at 07:16

            Regex need to consider two patterns in same group

            sample data ::

            1. mixexecutor:check_atom_exists:740 - requested to check this machine : **ET_colBackDDW_Temp**

            2. output_of_reports/PII/36478_**ABP_BAL_liquidpressure**-**20210831-123456**-**20210831-172355**.bat.yz

            3. packofexecutors:_to_signle_que:869-no mata for file'/private/external_control_time_mapped_low_volume/IBA/54378_BD-**RT_69-1**-1-**20200831-152355**-**20200831-172355**.dat.xz'

            4.packofexecutors:_to_signle_que:869-no mata for file'/private/external_control_time_mapped_low_volume/IBA/54378_BD-**RT_69**-1-**20200831-152355**-**20200831-172355**.dat.xz'

            5.mixexecutor:check_atom_exists:740 - requested to check this machine : **Eanes_colBack12_current**

            6.packofexecutors._check_tar.587-nr of missed files=78 nr of skipped records=6547 nr of records not exist=0

            7.packofexecutors._filter_mistacl_signals:777 - invalid atomname for **RT_6**:ESmotormeaninfAmkl

            Both the data belongs to same column need to identity highlighted values

            Expected output:

            1. **ET_colBackDDW_Temp** --> group 1

            2. **ABP_BAL_liquidpressure** --> group 1, 20210831-123456 --> group 2, 20210831-172355 --> group 3

            3.**RT_69-1**--> group 1 ,20200831-152355 --> group 2, 20200831-172355 --> group 3

            4.**RT_69** --> group 1 , 20200831-152355 --> group 2, 20200831-172355 --> group 3

            5.**Eanes_colBack12_current** --> group 1

            6.None

            7.**RT_6**

            I have tried like below while developing the regex no need to consider the words

            ...

            ANSWER

            Answered 2021-Nov-29 at 12:58

            To get the values in 1 or 3 groups using a single pattern, you might use:

            Source https://stackoverflow.com/questions/70151016

            QUESTION

            Get product current selected variation SKU value into pixel datalayer when added to cart
            Asked 2021-Nov-07 at 15:40

            I'm adding a tracking pixel to my website for add to cart event. When I use variation products I need to get product variation sku instead of the main product sku. I have tried so many options to achieve this but I did not get it at all. I always got the non dynamic value and I got the main product SKU without variation atribute.

            Is there any option how can I track the add to cart sku from the product page and receive the selected variation SKU into my datalayer?

            Code: Search for //HERE I NEED TO GET CURRENT SELECTED VARIATION SKU to see where I'm trying to get the variation SKU.

            Full code is bellow

            ...

            ANSWER

            Answered 2021-Nov-07 at 15:40

            It seems that you need to change this line

            Source https://stackoverflow.com/questions/69867886

            QUESTION

            Change type / len of a user defined column in My SQL Workbench
            Asked 2021-Aug-29 at 19:19

            I am using a MySQL query in Workbench that uses group_concat() to group multiple string values.

            ...

            ANSWER

            Answered 2021-Aug-29 at 19:19
            SET group_concat_max_len = 10000;
            

            Source https://stackoverflow.com/questions/68943490

            QUESTION

            Boolean condition error using Filter whenTextNotEqualToAny() function in google app script
            Asked 2021-Aug-25 at 16:30

            I am trying to create a filter with whenTextNotEqualToAny(String[]) function in Google App Script.

            However, I am experiencing an error:

            Exception: The boolean condition can not apply a non-equality check on text or date arguments for non-data source objects.

            This is my code, and the error appears on the 5th line inside the brackets.

            ...

            ANSWER

            Answered 2021-Aug-25 at 16:30

            It seems that the behavior I want as a result is through hiddenValues.

            Reference: https://stackoverflow.com/a/51457273/14475293

            My code in reference to the link above:

            Source https://stackoverflow.com/questions/68879997

            QUESTION

            MariaDB service active but with errors, does not work with pacemaker
            Asked 2021-Mar-31 at 11:08

            I changed the path from my mariaDB data files to /mnt/datosDRBD/mariaDB

            ...

            ANSWER

            Answered 2021-Mar-31 at 11:08

            OK, I solved it, changing the resource in pacemaker.

            Source https://stackoverflow.com/questions/66884674

            QUESTION

            Python replace special character of many different languages
            Asked 2021-Mar-30 at 12:26

            I'm reading tables from a website where one of the columns is university name and some of the names have special characters which are the following (but the names are written like I put them here, so is not a task I can fix by reading the web in a different way):

            ...

            ANSWER

            Answered 2021-Mar-30 at 12:26

            As Deceze has commented, if the data is corrupted at source there is no guarantee that you can undo the corruption. However, using the data you provided we can make some progress.

            Firstly, the vast majority of the strings in your list can be fixed by encoding as latin-1 and then decoding as UTF-8.

            Source https://stackoverflow.com/questions/66849737

            QUESTION

            JavaScript Object: how to dynamically retrieve only key value pairs that are not null
            Asked 2021-Feb-03 at 19:05

            given the question you know I'm fairly new... I need help with the following: via an api I get each time a different object, the like of which is included below. Each object has 'ingredients' stored in strings such as: strIngredient1, strIngredient2, etc. Now not all of the strings have value as in this key-value pair: ("strIngredient5": null). How do I manage to get only the strings that are not null? Given that I don't know in advance how many strIngredients my object will have? And also given that each strIngredient has a different suffix number?

            ...

            ANSWER

            Answered 2021-Feb-03 at 19:05

            What you can do is you can convert the object to an array with a key value pair using:

            const tempArray = Object.entries(arr[0]);

            So this will convert the object to a nested array:

            [[key, value], [key, value], [key, value], ... ]

            And then use the .filter array operator so that you can remove all of the values that are null:

            const filteredArray = tempArray.filter(([key, value]) => value !== null );

            And finally, you can convert back to an object using the fromEntries method of the Object class.

            const filteredObj = Object.fromEntries(filteredArray);

            Source https://stackoverflow.com/questions/66033513

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

            Vulnerabilities

            No vulnerabilities reported

            Install IBA

            You can install it directly from git:.

            Support

            [PyTorch API] | [TensorFlow API].
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