IBA | Information Bottlenecks for Attribution | Machine Learning library
kandi X-RAY | IBA Summary
kandi X-RAY | IBA Summary
[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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Top functions reviewed by kandi - BETA
- 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
IBA Key Features
IBA Examples and Code Snippets
Community Discussions
Trending Discussions on IBA
QUESTION
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 18:13This is because you have already styled the cell with the podia class. To style all table cells you need to replace in your styles:
QUESTION
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 09:15I have found a Split-Brain that did not appear in the status of pcs.
QUESTION
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 23:56You can make use of .map()
functionality in javascript. For example:
QUESTION
Regex need to consider two patterns in same group
sample data ::
mixexecutor:check_atom_exists:740 - requested to check this machine : **ET_colBackDDW_Temp**
output_of_reports/PII/36478_**ABP_BAL_liquidpressure**-**20210831-123456**-**20210831-172355**.bat.yz
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:
**ET_colBackDDW_Temp**
--> group 1**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 12:58To get the values in 1 or 3 groups using a single pattern, you might use:
QUESTION
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 15:40It seems that you need to change this line
QUESTION
I am using a MySQL query in Workbench that uses group_concat() to group multiple string values.
...ANSWER
Answered 2021-Aug-29 at 19:19SET group_concat_max_len = 10000;
QUESTION
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 16:30It 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:
QUESTION
I changed the path from my mariaDB data files to /mnt/datosDRBD/mariaDB
...ANSWER
Answered 2021-Mar-31 at 11:08OK, I solved it, changing the resource in pacemaker.
QUESTION
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 12:26As 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.
QUESTION
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 19:05What 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);
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