bort | Repository for the paper Optimal Subarchitecture | Natural Language Processing library
kandi X-RAY | bort Summary
kandi X-RAY | bort Summary
Bort is an optimal subset of architectural parameters for the BERT architecture, extracted by applying a fully polynomial-time approximation scheme (FPTAS) for neural architecture search. Bort has an effective (that is, not counting the embedding layer) size of 5.5% the original BERT-large architecture, and 16% of the net size. It is also able to be pretrained in 288 GPU hours, which is 1.2% of the time required to pretrain the highest-performing BERT parametric architectural variant, RoBERTa-large. It is also 7.9x faster than BERT-base (20x faster than BERT/RoBERTa-large) on a CPU, and performs better than other compressed variants of the architecture, and some of the non-compressed variants; it obtains an average performance improvement of between 0.3% and 31%, relative, with respect to BERT-large on multiple public natural language understanding (NLU) benchmarks.
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Top functions reviewed by kandi - BETA
- Train a trainer
- Evaluate the model
- Generate a dictionary of ReCoRD hashes
- Get RACE dataset
- Creates training instances
- Create tokens from a document
- Convert a list of instances to a numpy array
- Print example
- Return argument parser
- Preprocess training data
- Return the training dataset
- Loads the trained model
- Reads all samples from the dataset
- Get a teacher model loss
- Calculate similarity between two sequences
- Load model loss
- Convert examples to features
- Download data
- Generate validation set
- Create training instances
- Download data from the repository
- Setup the logger
- Reads the RACE file
- List of test cases
- Returns a list of matching datasets
- Return a test dataset
- Returns dev and dev
bort Key Features
bort Examples and Code Snippets
Community Discussions
Trending Discussions on bort
QUESTION
I've been staring at this for 90 minutes now - and I just can't figure it out.
Why is the 3rd element in the sub-menu of "Other" different than all the others? All elements works as intended in the sub-menu of "Info".
...ANSWER
Answered 2022-Mar-18 at 05:21QUESTION
I am trying to refresh a tmux buffer containing vim from another tmux pane in another session:
nnoremap :execute "tmux send-keys -t test:.left :e Enter e"
The problem is I get the prompt to [O]pen Read-Only, (E)dit anyway, (R)ecover, (Q)uit, (A)bort:
and the e
at the end of the command above is ignored.
ANSWER
Answered 2022-Jan-24 at 06:30OK, had to insert a delay in there. Used a function:
QUESTION
public void removeElement( String candidate ) {
// hitta elementet som ska tas bort och placera det sist i arrayen
for( int i = 0; i < carRegister.length; i++ ) {
String s = carRegister[i];
if( s.equals( candidate ) ) {
// byt plats med sista elementet
String temp = carRegister[carRegister.length-1];
carRegister[carRegister.length-1] = s;
carRegister[i] = temp;
}
}
// Ta bort elementet genom att kopiera över alla utom sista elementet till en ny array
String[] tempArray = new String[carRegister.length-1];
for( int i = 0 ; i < carRegister.length-1; i++ ) {
tempArray[i] = carRegister[i];
}
// den nya arrayen tilldelas arrayen carRegister
carRegister = tempArray;
}
...ANSWER
Answered 2021-Dec-09 at 00:09Why not create a variable to store whether you have found the candidate or not? Then, if the variable says that you have not found it, the second loop can be avoided. For example,
QUESTION
The following makes erl
hang:
ANSWER
Answered 2021-Nov-22 at 00:51The answer is in parentheses right above your shell prompt:
QUESTION
Also added a delete button but its not working, it says "Cannot read properties of undefined (reading 'deleteItem')" What am I doing wrong here?
...ANSWER
Answered 2021-Nov-20 at 21:45You had a few misnamed variables. When adding items to this.state.items
you were referencing an undeclared newItems
variable when it should have been the items
variable declared locally.
Additionally, the ListItem
component was trying to save the passed props into a local class variable. Saving props locally is an anti-pattern in React, just render directly from the passed props values. ListItem
also was not providing a render
lifecycle method to return anything to render to the UI.
QUESTION
What is wrong here:
...ANSWER
Answered 2021-Nov-01 at 18:54It's because context.params?.organizationId
which is "7181fdc7-a58e-45b1-a377-a21e4c62442c" is lower case and the organizationList2
keys are upper case
just do
QUESTION
Is it possible to make the WPF ComboBox to show candidates below like how Google suggestion works, but NOT auto-complete the rest of the text on the input field?
For example, if I type "b", in the WPF code at the bottom, I get this.
But this causes some problems with Asian language IME's that use text composition. Also, this does not show all other candidates that start with "b". Instead, can I make WPF ComboBox show like this, and let users select the candidate with arrow keys and tab, just like most IDE text editors?
...ANSWER
Answered 2021-Aug-21 at 09:13It is possible to implement filtering of items of the ItemsSource collection depending on the entered text.
But, in my opinion, it is impossible to change the automatic selection of the first suitable one - this behavior is nested in the ComboBox logic.
And it is impossible to distinguish user input from the text of the first element.
Because of this, filtering is also impossible to configure correctly.
Without changing the ComboBox template or replacing it with your own custom element, in my opinion, it will not be possible to implement this.
An example of an Expander-based implementation:
First of all, never populate a ComboBox, ListBox (and other ItemsControl) with a UI Item.
Create an observable collection and pass it to the ItemsSource.
Second, get a representation of this collection and set in its Filter property your handler method for filtering elements.
It should compare the elements of the collection passed to the ItemsSource with the Text value, which specifies the filter template.
If Text is empty (string.IsNullOrWhiteSpace (Text) = true), then the filter should skip all elements.
Third, when the Text changes, call Refrech on the collection view.
QUESTION
I'm still struggling to understand how to extract values from a Firestore Query and put them into a global variable. I (now) understand that the asynchronous nature means that code isn't executed in the order that it is written. But, why is user
still undefined in the following code block despite the await
keyword inside of an async
function? I understand (based on this question) that await
should be applied only up to get()
, otherwise there may not be values to iterate over.
My question is similar to this, but I run into the same issue as the comment and it looks like the question was never marked as answered. It is also similar to this, but pushing all gets to a Promise and then resolving that promise still didn't assign the data to a variable. It just printed an empty array.
I can print the variable, so my question is about assignment, I think. This function is a handler for an Intent
in DialogFlow
. I strongly prefer to have the data available outside of the call to the db. Adding to agent responses in a call to firestore doesn't always add the text to the agent, so I'd like to avoid that.
ANSWER
Answered 2021-Aug-04 at 13:28Please clarify whether you mean undefined
as you say in the title, or empty array
as you say in the text.
Your code looks correct to me. I would not expect the output of console.log(user)
to be undefined
. However, an empty list [ ]
would be a perfectly reasonable answer.
Perhaps there is nobody in that collection with that username and password?
Have you tried removing the condition of equality of username and password? That should get you an element of the collection, if it is not entirely empty.
QUESTION
I am having issues with the height of my nested columns. I want the columns to be equal height both on big screens and on small screens. But at the moment the size is perfect at the biggest and smallest viewports but not at the medium viewports. Please see examples in codepen: Example of how I would like the columns to behave: https://codepen.io/marawa/pen/rNyRLyZ
Example of how they behave at the moment (check responsiveness on example): https://codepen.io/marawa/pen/xxqBOde [
...ANSWER
Answered 2021-Jun-18 at 01:12In Bootstrap, the columns are normally the same height, but on your right-hand column, you have a row, which will only expand to the height of its children unless you tell it different (add h-100
).
Adding h-100
to the row will make the two col-12
columns fill the column space equally.
QUESTION
It take a long time to load my dash table and not all the dropdowns are available.
Messages on the execution :
...ANSWER
Answered 2021-Apr-29 at 19:59The trick to charge all the dropdowns option was to add the following code in dash_table.DataTable()
:
css=[{"selector": ".Select-menu-outer", "rule": "display: block !important"}],
My page still take a long time to charge but has all the labels inside my dropdowns !
Community Discussions, Code Snippets contain sources that include Stack Exchange Network
Vulnerabilities
No vulnerabilities reported
Install bort
You can use bort 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.
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