DLF | reproducing results in Generative Model | Machine Learning library
kandi X-RAY | DLF Summary
kandi X-RAY | DLF Summary
Code for reproducing results in "Generative Model with Dynamic Linear Flow". In our paper, we proposed Dynamic Linear Flow, a new family of exact likelihood-based methods. Our method benefits from the efficient computation of flow-based methods (RealNVP, Glow, etc.) and high density estimation performance of autoregressive methods (PixelCNN, PixelSNAIL etc.). DLF yields state-of-the-art performance in density estimation benchmarks and efficiently synthesizes high-resolution images. Additionally, DLF converges 10x faster than other flow-based models such as Glow. Read our paper for more details.
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Top functions reviewed by kandi - BETA
- Train the model
- Print the results
- Get an element from the batch
- Write the results to the log file
- Loads training and validation sets
- Load a cifar10 dataset
- Load MNIST dataset
- Creates a tf train Feature
- Calculate Adam Algorithm
- Polynomial Moving Average
- Allreduce the sum of x
- Mixlogistic logistic logistic
- Logistic logistic function
- Download and extract data from MNIST
- Download and unzip the given URL
- Compute the objective function
- Convenience function for splitting 2d prior
- Computes the mixture of mixing logistic function
- Mixlogistic logistic function
- Infer latent variables
- Calculate Adam Adam
- Create a batch of images from files
- Argument parser
DLF Key Features
DLF Examples and Code Snippets
Community Discussions
Trending Discussions on DLF
QUESTION
I have an array of objects
...ANSWER
Answered 2021-May-10 at 16:45You could take
- filtering for arrays
- filtering for objects
and get only the properties with values unequal to ''
.
QUESTION
ANSWER
Answered 2021-Jan-05 at 03:59While I was not able to accomplish my task using matplotlib I came across a tutorial for plotly and dash while searching for the answer. There is one such wonderful tutorial here:
QUESTION
I am writing a code for downloading the historical data for multiple stocks. The code is as given:
...ANSWER
Answered 2020-Dec-10 at 12:30You would better create a dictionary with stocks as keys. See below:
QUESTION
when i read the content of a text file that exist on an url on the internet , it's work just inside the function.
this is my function
...ANSWER
Answered 2020-Oct-10 at 07:52try this,
QUESTION
I am using zomato API to find a random restaurant within an area. This is the API call.
...ANSWER
Answered 2020-Aug-28 at 20:42The results[no]
that you're showing indeed has no property called restaurants
. You have an array called results
, and you're selecting a single element from that array. When you have a single element, there's nothing to "map".
Instead, just return the fields you want from that element:
QUESTION
I tried to get this done individually as links then as dates but I had issues with dataframe counts not matching anr tring to figure out how to merge the 2 list. I decided to Extract both the link and the date at the same time but now I can't get any results.
My dataframe should just have the link and the report Year-Month
Here is a sample of the html
...ANSWER
Answered 2020-May-02 at 11:11I'd go with BeautifulSoup here. It's pretty easy library to work with to parse html. Then it's just a matter of grabbing the tags that have a
href
(specifically the the "Enrollment-by-Contract"
links). Then just get the next tag from those elements for the text in the next table cell.
QUESTION
The code below errors out when trying to execute this line "RptTime = TimeTable[0].xpath('//text()')" Not sure why I see TimeTable has a value in my variable window, but the HtmlElement "TimeTable[0]" has no value and the "content.cssselect" at time of assignment returns value. Why then would I get an error "list index out of range". This tells me that the element is empty. I am trying to get the Year Month value in that field.
...ANSWER
Answered 2020-May-01 at 13:33Look carefully at your last line. df = df.append(df1)
. Your explanation and code is quite unclear due to indenting and error traceback however this is obviously not what you intended.
df.append(df1)
is a procedure rather than strictly a function, it does not return anything. You simply write the line and it does its magic similar to print("hi")
rather than this_is_wrong = print("hi")
.
What would end up happening is you overwrite df
will null
which should be causing some major errors if you ever use that variable again. However, this is not the cause of your problem I thought it my duty to tell you anyway.
Could you please tell us exactly what is returned by the css...
function. Although you said it returned something you only store the [0]
index of the return value. Meaning that if it is ["","something"]
hypothetically, the value stored would be null
.
It is quite likely that the problem you are having is that you indexed [0]
twice, when you probably only meant to do it once.
QUESTION
Currently I am trying to pull CMS historical data from there site. I have got some working code to pull the download links from the page. My problem is that the links are divided into pages. I need to iterate through all the available pages and extract the download links. The obvious choice here is to use Selenium to click next pages and get data. Due to company policy i can not run selenium in the environment. Is there a way I can got through the pages and extract link. The website does not show the post link once you try to go to next page. I am out of ideas to try and get to next page without post link or not using selenium.
Current working code to pull links from first page
...ANSWER
Answered 2020-Apr-30 at 17:58These are the two urls that will give you the total 166 entries. I have also changed the condition for capturing hrefs
. Give this a try.
QUESTION
I have to show string data into a tableView.
...ANSWER
Answered 2020-Apr-30 at 10:41If you want to flatten the array then compactMap
is the wrong API.
Use reduce
QUESTION
I have 5 excels which i use with winhttprequest to get data in excel.I would like to put all the requests in one vba script and then loop through them and store the data in just one sheet one quote after another.
Also the header doesnt get stored as the first column but there are two rows which are left blank for them.What am i not getting?
I cant use IE objects as i have to use request headers as well and it took too long to build even this mechanism.
Below is my code:
...ANSWER
Answered 2018-Dec-09 at 12:54Try the following:
Community Discussions, Code Snippets contain sources that include Stack Exchange Network
Vulnerabilities
No vulnerabilities reported
Install DLF
Install requirements
Clone this repo or click the Download ZIP button on upper right corner
Download Datasets
MNIST and CIFAR10 will be directly downloaded by the code.
The preprocessed and downsampled ImageNet dataset can be downloaded from https://storage.googleapis.com/glow-demo/data/imagenet-oord-tfr.tar, 32x32 and 64x64 version included. Extract and move files to the corresponding folder (r05 in the filename refers to resolution 2**5=32):
The preprocessed CelebA 256x256 is from https://storage.googleapis.com/glow-demo/data/celeba-tfr.tar. Extract it to folder data/celeba, for example:
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