glas | Generative Latent Attentive Sampler | Machine Learning library

by dojoteef Python Version: Current License: Apache-2.0

X-Ray Key Features Code Snippets Community Discussions(10)Vulnerabilities Install Support

kandi X-RAY | glas Summary

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

Hierarchical categorization (i.e., the process of categorizing objects using hierarchies) is a ubiquitous approach utilized by humans to make sense of the world. For example, if asked to visualize a particular object, one might bring to mind a chair. If asked further what type of chair it is, "an arm chair" or "a desk chair" might be the response. As more features of the chair are pointed out, a clearer more refined visualization of the chair would become apparent. The Deep Recurrent Attentive Writer (DRAW; Gregor et al., 2015) showed that, through the use of visual attention, an iterative modification of a canvas could produce a state of the art reconstruction. A follow-up (Gregor et al., 2016) showed that the approach can be extended for a hierarchical conceptualization of the input image. Rather than making use of attention over the pixels of an image, the approach in this paper shifts attention to features of the latent space. The goal is to iteratively refine the output by focusing on one part of the latent space at a time, allowing refinement at the feature level. Taking inspiration from the DRAW network, the basis of Generative Latent Attentive Sampler (GLAS) is a recurrent encoder model, which feeds into a latent attention mechanism that produces a sample from which a decoder generates the output. The loss is similarly a variational bound on the log-likelihood of the data and thus makes the model a type of variational auto-encoder (Kingma & Welling, 2014). One of the key differences from the DRAW model is that the latent space is made up of a read-only memory, from which a single feature (or a small set of features) is read through the use of an attention mechanism. The attention mechanism is then used to generate samples from the 𝘱-model.

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Security

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Support

glas has a low active ecosystem.

It has 26 star(s) with 6 fork(s). There are 5 watchers for this library.

It had no major release in the last 6 months.

There are 1 open issues and 0 have been closed. On average issues are closed in 861 days. There are no pull requests.

It has a neutral sentiment in the developer community.

The latest version of glas is current.

Quality

glas has 0 bugs and 0 code smells.

Security

glas has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.

glas code analysis shows 0 unresolved vulnerabilities.

There are 0 security hotspots that need review.

License

glas 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.

Reuse

glas releases are not available. You will need to build from source code and install.

glas 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.

Top functions reviewed by kandi - BETA

kandi has reviewed glas and discovered the below as its top functions. This is intended to give you an instant insight into glas implemented functionality, and help decide if they suit your requirements.

Evaluate the model
Create an attention layer
Create a GPAS model
Calculate the loss loss
Train the GPU model
Creates an exponential decay
Calculate the latent loss
Compute the moments of a tensor
Compute the approximate posterior of a tensor
Collect tensors from outputs
Computes the posterior of the posterior distribution
Registers a hellinger function
Load the current tuning
Get image data
Write data to the grid
Creates a list of towers
Estimate the posterior of a given tensor
Compute filter
Get filter
Parse the command line arguments
Encodes images
Parse command line arguments
Train the model
Perform optimizer
Decorator for step functions
Load a dataset

Get all kandi verified functions for this library.

glas Key Features

No Key Features are available at this moment for glas.

glas Examples and Code Snippets

No Code Snippets are available at this moment for glas.

Community Discussions

Trending Discussions on glas

How to call event in entry when button or enter is pressed

elementFromPoint not recognising certain elements

Select Substring in between spaces

Trying to remove duplicates from a pandas dataFrame

How does JavaScript get executed by web browsers?

Javascript validation inside a loop function

How to write a common Xpath or CSS for the multilanuage ecommerce site for the below element

List to csv without commas in Python

JavaScript Object: how to dynamically retrieve only key value pairs that are not null

extract specific data from string using regex pattern

QUESTION

How to call event in entry when button or enter is pressed

Asked 2022-Mar-17 at 17:36

I'm currently programming a math program. It has the features of starting, then displaying math questions until you answered 10 correctly, and then stopping. It works, but the user can only confirm their answer when they press a button (confirm()). This is really annoying. I wanted to make it so that it also activates if the user presses enter while in the entry field.

How to call an event if the user presses enter while their cursor is within the entry field?

...

ANSWER

Answered 2022-Mar-17 at 17:36

You bind the event to the widget in question. In the example below, '' is the key in question, and return_pressed is the name of the function or method it triggers when the key is pressed.

See this for some more details.

sidenote: you might also want to read up on bind_all

Source https://stackoverflow.com/questions/71516355

QUESTION

elementFromPoint not recognising certain elements

Asked 2022-Jan-27 at 02:33

I have an issue with which I've been battling for a couple of days now and I cannot understand what the problem is.

I want to fire up an event when a certain element hits the top of my

. It works well with most of the elements in my document except one, which incidentally is the one I'm interested in.

They're all span, with different classes. I'm detecting the class with el.classList.contains("myclass"). See my snippet below, with pagenum in the function, which gets picked up (although several times, but that's another minor issue). It works with line, line-group, and pagenum. It doesn't work with mspage.

Can someone tell me please what I am missing?

Thanks.

Update

I just noticed that if I give the mspage elements a height of 2 rem then it does detect them. Ideally I wanted those spans to be invisible to the user, and if I use display:none or visibility:hidden they don't get caught.

...

ANSWER

Answered 2022-Jan-27 at 02:33

Using elementFromPoint is not a good approach. Your interested element will not be detected if it doesn't happen to stay under that point. Even worse, the chances for a zero height element to be detected is zero. You should compare the offsetTop of your interested element with the scrollTop + offsetTop of the scrolling element. The find can be further optimised with binary search if necessary.

Source https://stackoverflow.com/questions/70872323

QUESTION

Select Substring in between spaces

Asked 2022-Jan-03 at 17:34

Please see the following reproducable example:

...

ANSWER

Answered 2022-Jan-03 at 17:27

Try this:

Source https://stackoverflow.com/questions/70569380

QUESTION

Trying to remove duplicates from a pandas dataFrame

Asked 2022-Jan-02 at 15:22

I am trying to remove duplicates from a dataset. Please see the following lines for a minimal reproducible example of the dataframe.

...

ANSWER

Answered 2022-Jan-02 at 15:22

You don't have to change datatypes of columns in order to remove duplicates. And your columns names are strings so you cant type cast int32 datatype.

For dropping duplictes use drop_duplicates function that would work fine.

Source https://stackoverflow.com/questions/70557124

QUESTION

How does JavaScript get executed by web browsers?

Asked 2021-Oct-26 at 11:22

When a URL returns an HTML document with

...

ANSWER

Answered 2021-Oct-26 at 11:22

A script tag's language can be specified via the type attribute, although today you will rarely see any other language being used, thus by default JS is the default language used to execute scripts.

To understand where that text is coming from let's examine the script between the tags:

Source https://stackoverflow.com/questions/69721983

QUESTION

Javascript validation inside a loop function

Asked 2021-Jul-26 at 23:48

Hello fellow more experienced javascript sufferers :)

i'm building a form but i have problems with my custom validation.

For you to test the form: https://pro.formview.io/#/iisqnchhqsvcpgy/validationlooptest

I made it with form.io...

In this form the user selects a task, an action and a commodity(goods) and adds it to a table(changes_EditGrid). The validation displays the error message (valid = "The selection has been already assigned.";) as soon the user chooses to have the same combinations of task, action and goods multiple times inside the table.

Validation:

...

ANSWER

Answered 2021-Jul-26 at 23:48

It's not clear what type of data goods1 and goods2 contain, so let's assume they contain a value "0" or "3" etc.

With this in mind we can simply check if these variables contain "other" value "4" and if so, skip the check and continue the loop:

Source https://stackoverflow.com/questions/68536451

QUESTION

How to write a common Xpath or CSS for the multilanuage ecommerce site for the below element

Asked 2021-Jun-18 at 09:22

Choose Lenses & Buy

//*[@id="content-column"]/div[3]/div/div/div[9]/a[1]

Choose Lenses
//*[@id="content-column"]/div[3]/div/div/div[9]/a

Choose Lenses
//*[@id="content-column"]/div[3]/div/div/div[8]/a

Kies uw glazen en koop
//*[@id="content-column"]/div[3]/div/div/div[9]/a

Velg glass og kjøp

//*[@id="content-column"]/div[3]/div/div/div[8]/a

Välj glas och köp
//*[@id="content-column"]/div[3]/div/div/div[8]/a

...

ANSWER

Answered 2021-Jun-18 at 09:20

OP has share this HTML :

Source https://stackoverflow.com/questions/68032462

QUESTION

List to csv without commas in Python

Asked 2021-Feb-25 at 15:50

I have a following problem. I would like to save a list into a csv (in the first column). See example here:

...

ANSWER

Answered 2021-Feb-24 at 16:38

l = ["Hallo", "der Pixer", "Glas", "Telefon", "Der Kühlschrank brach kaputt."]

with open("file.csv", "w") as msg:
    msg.write(",".join(l))

Source https://stackoverflow.com/questions/66354890

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

QUESTION

extract specific data from string using regex pattern

Asked 2021-Jan-04 at 10:02

I have data like following

12 x ATG 370 g, 12 x 720 ml, 1 Glas = 0.97, 1 kg = 2.03
versch. Sorten, 2 x 250 g, 1 Packung = 1.-, 100 g = 0.40
2 x 950 g, 1 Packung = 4.98, 1 kg = 4.47, tiefgekühlt
versch. Sorten, 2 x 500 g, 1 Packung = 0.65, 1 kg = 1.-
3,5 % Fett, 3 x 1 Liter, 1 Packung = 0.76, 1 Liter = 0.60
Krönung Balance gemahlen oder Krönung Aroma ganze Kaffeebohnen, 500 g, 1 kg = 6.44
versch. Sorten, 400 g, 1 kg = 5.60
400 g, versch. Sorten, 1 kg = 5.60

Expected Outcome

12 x 720 ml => { pack: 12, weight:720 , unit: ml }
2 x 250 g. => { pack: 2, weight:250 , unit: g }
2 x 950 g => { pack: 2, weight:950 , unit: g }
2 x 500 g => { pack: 2, weight:500 , unit: g }
3 x 1 Liter => { pack: 3, weight:1 , unit: Liter }
500 g => { pack: 1, weight:500 , unit: g }
400 g => { pack: 1, weight:400 , unit: g }
400 g => { pack: 1, weight:400 , unit: g }

I tried the following code

...

ANSWER

Answered 2021-Jan-04 at 10:02

You can use

Source https://stackoverflow.com/questions/65554314

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

Vulnerabilities

No vulnerabilities reported

Install glas

You can download it from GitHub.
You can use glas 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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