LASER | Language-Agnostic SEntence Representations | Natural Language Processing library
kandi X-RAY | LASER Summary
kandi X-RAY | LASER Summary
LASER is a library to calculate and use multilingual sentence embeddings. All these languages are encoded by the same BiLSTM encoder, and there is no need to specify the input language (but tokenization is language specific). According to our experience, the sentence encoder also supports code-switching, i.e. the same sentences can contain words in several different languages. We have also some evidence that the encoder can generalizes to other languages which have not been seen during training, but which are in a language family which is covered by other languages. A detailed description how the multilingual sentence embeddings are trained can be found in [6], together with an extensive experimental evaluation.
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Top functions reviewed by kandi - BETA
- Embeds sentences
- Close the file
- Tokenize a file
- Encodes the input file using encoder
- Encodes a file
- Download a single file
- Return a namedtuple namedtuple
- Clean the content
- Transpose dl files
- Sort files in a given language pair
- Load text from a file
- Margin ratio
- Run evaluation
- Print confusion matrix
- Returns a threshold based on candidate score
- Create a FITS index
- Transpose file
- Open text corpus
- Splits a list of lines
- Split text from stdin
- Vectorize text
- Takes a dataset and returns the correlation coefficient
- Load data from nLI
- Tokenize an input file
- Performs similarity search
- Margin absolute distribution
- Join embeddings
LASER Key Features
LASER Examples and Code Snippets
Lines of Code : 57License : Permissive (Apache-2.0)
Copy:id: gEvWt8_u2pqG
:outputId: 2c83a679-9ce5-4c67-bccb-9ea835a8eaf6
!pip install torch torchvision
:cellView: both
:id: 94PjXZ8y3dVF
import numpy as np
from torch.utils import data
from torchvision.datasets import MNIST
def numpy_collate(batch):
:id: uWvo1EgZCvnK
import tensorflow as tf
# Ensure TF does not see GPU and grab all GPU memory.
tf.config.set_visible_devices([], device_type='GPU')
import tensorflow_datasets as tfds
data_dir = '/tmp/tfds'
# Fetch full datasets for evaluation
# >>> state = node.states[0]
>>> state.accounts['0x0000000000000000000000000000000000000000'].as_dict()
{'nonce': 0, 'code': , 'balance': balance, 'storage': {}}
The machine state μ is defined as the tuple (g, pc, m, i, s) which are def next_point(
point_x: float, point_y: float, incoming_gradient: float
) -> tuple[float, float, float]:
"""
Given that a laser beam hits the interior of the white cell at point
(point_x, point_y) with gradient incoming_gradient, Community Discussions
Trending Discussions on LASER
QUESTION
I have the following data in a Postgres table that I need to flatten out:
...ANSWER
Answered 2021-Jun-09 at 15:24You need to first extract the key/value pairs as rows which can be done using jsonb_each(). Then you can use jsonb_array_elements_text() to create a row for each array element:
QUESTION
#Code Project : Shooting game.
You are creating a shooting game!
The game has two types of enemies, aliens and monsters. You shoot the aliens using your laser, and monsters using your gun. Each hit decreases the lives of the enemies by 1. The given code declares a generic Enemy class, as well as the Alien and Monster classes, with their corresponding lives count. It also defines the hit() method for the Enemy class.
You need to do the following to complete the program:
1. Inherit the Alien and Monster classes from the Enemy class.
2. Complete the while loop that continuously takes the weapon of choice from user input and call the corresponding object's hit() method.
Sample Input:
...ANSWER
Answered 2021-Jun-02 at 18:43Please follow the community guidelines while asking any question on stackoverflow. Please check out this link How do I ask and answer homework questions?
Check out this code :
QUESTION
im really trying to figure out how to count "✓" this symbol in a column for a performance monitor. I really cannot figure out the code for this... i tried a lot of possible ways but no luck. In visual basic i managed to do it but in C# ,i just cant figure it out.
Here are some code examples that i tried.
...ANSWER
Answered 2021-May-26 at 19:54In programming there is a tendency to separate the data (= model) from the way that this data is displayed (= view). This has the advantage that you can change the way that you display the data without having to change the model. So if you decide to display a checkbox instead of a check mark, your model does not have to change.
To transform the model to the view, an adapter class is needed: the ViewModel. Together these three classes are abbreviated MVVM. Consider to read some background about this.
In Winforms you can use the ViewModel by using the DataSource of the DataGridView.
If the data that you want display is very similar to the data in your model, you don't need a special display class. If the data is fairly different, it might be wise to create a special class for the Display dataSo if you want to Display Customers, you create a class DisplayCustomer:
QUESTION
I am creating a main window with PyQT for the automation of a room full of equipment. I would like the window to have a lateral screen which shows general parameters of all the equipment but, when I click a button related to one particular device, this lateral screen would show its particular configurations (like the temperature of a fridge, for example), very much like PyQT's own property editor.
Does anyone knows which widget should I use for this lateral window and how could I link it to other buttons to make it show different information according to the selected equipment? The closest I got to it is the tab widget, but it isn't exactly what I want yet, as I can't put a button that selects the right tab anywhere I want on the screen.
I hope my question is clear.
added mockup images to try and make it clear. The first image shows the lateral menu (as I want it to be) for a room with coffee machine, lamp, deadly laser, and fridge as equipments. As I click one of the buttons, say, the Deadly Laser one, the lateral menu would change to what is shown in the second image: the particular configurations of the laser. And so on for the fridge, the lamp, the coffee machine, etc.
...ANSWER
Answered 2021-May-25 at 20:49I suggest you use a QStackedWidget for the lateral widget. Then put the buttons in a QButtonGroup, using the relevant page-index of the stacked-widget for each button id. You can then connect the buttongroup.idClicked signal to the stackedwidget.setCurrentIndex slot, to switch between the pages of your lateral widget.
QUESTION
Haven't made this feature before where you can change the color of button's hover.
I have already made a feature to change the radius with a slider, background color and font color using color-picker. However, I noticed the hover (for background AND font) could be better.
Here is the code:
...ANSWER
Answered 2021-May-21 at 18:42You need to pass props to makeStyles.
First, pass fontColor variable as below when declaring classes:
QUESTION
My eyes hurt and I am attempting to not only allow a slider to change the radius of a button but also the color.
This sandbox succeeds at updating the radius.
...ANSWER
Answered 2021-May-20 at 20:55You cant use state inside of useStyles because you only get access to the theme and not any props. You should use the makeStyles call instead as that will at least let you pass in some props. This has already been answered here and there is a good example.
Passing props to material UI style
Another issue is that you are using a functional based component where states are written differently. I have rewritten it using the useState hook for you so hopefully this will at least getting the color to use.
QUESTION
Using React Material UI's [slider]:(https://material-ui.com/components/slider/#slider)and [button]:(https://material-ui.com/api/button/).
The goal is to change the border radius of the button with the slider but struggling to grab the value variable and to figure out a way to apply it to the Button component.
I am brain dead due to trial and error. Can someone help me out or give me good advice?
...ANSWER
Answered 2021-May-19 at 20:08You can change the borderRadius of a Button using the style prop.
Just add this to your Button,
QUESTION
I am trying to making a python autogenerated Email app but there is a problem when running the code the traceback error shows up but I did write the code as my mentor write it down. This is the code that I used:
...ANSWER
Answered 2021-May-18 at 03:10Try and set the encoding to UTF-8
For example:
file = open(filename, encoding="utf8")
For reference check this post:
UnicodeDecodeError: 'charmap' codec can't decode byte X in position Y: character maps to
QUESTION
Currently, I have a node that has to have both the subscriber and publisher. However, I am having certain errors when I catkin build.
...ANSWER
Answered 2021-May-15 at 14:44For msg you should use:
QUESTION
I am writing a Particle-In-Cell code to simulate plasma-laser interactions. The core of the code is the following (all the variables have been initialized properly before this):
...ANSWER
Answered 2021-May-04 at 10:34SIGTRAP suggests that your C++ code has Undefined Behavior. But SIGTRAP is just one of the infinite ways in which Undefined Behavior can manifest itself. It's not that strange that adding another statement causes Undefined Behavior to show up in a different manner.
As for your comment, new[] and delete are primitives that should generally be avoided. std::vector is probably the cleaner solution. But if you do use then, then new[] must be paired with delete[], not delete.
Community Discussions, Code Snippets contain sources that include Stack Exchange Network
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No vulnerabilities reported
Install LASER
download encoders from Amazon s3 by bash ./install_models.sh
download third party software by bash ./install_external_tools.sh
download the data used in the example tasks (see description for each task)
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