text | data loaders and abstractions for language processing | Dataset library

 by   pytorch Python Version: v0.15.2 License: BSD-3-Clause

kandi X-RAY | text Summary

kandi X-RAY | text Summary

text is a Python library typically used in Artificial Intelligence, Dataset, Deep Learning, Pytorch applications. text has no bugs, it has no vulnerabilities, it has build file available, it has a Permissive License and it has high support. You can install using 'pip install text' or download it from GitHub, PyPI.

Models, data loaders and abstractions for language processing, powered by PyTorch
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            kandi-support Support

              text has a highly active ecosystem.
              It has 3310 star(s) with 809 fork(s). There are 262 watchers for this library.
              There were 1 major release(s) in the last 12 months.
              There are 241 open issues and 506 have been closed. On average issues are closed in 368 days. There are 53 open pull requests and 0 closed requests.
              It has a positive sentiment in the developer community.
              The latest version of text is v0.15.2

            kandi-Quality Quality

              text has 0 bugs and 0 code smells.

            kandi-Security Security

              text has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.
              text code analysis shows 0 unresolved vulnerabilities.
              There are 0 security hotspots that need review.

            kandi-License License

              text is licensed under the BSD-3-Clause License. This license is Permissive.
              Permissive licenses have the least restrictions, and you can use them in most projects.

            kandi-Reuse Reuse

              text releases are available to install and integrate.
              Deployable package is available in PyPI.
              Build file is available. You can build the component from source.
              text saves you 3794 person hours of effort in developing the same functionality from scratch.
              It has 8731 lines of code, 545 functions and 114 files.
              It has medium code complexity. Code complexity directly impacts maintainability of the code.

            Top functions reviewed by kandi - BETA

            kandi has reviewed text and discovered the below as its top functions. This is intended to give you an instant insight into text implemented functionality, and help decide if they suit your requirements.
            • Benchmark the experimental vocabulary
            • Runs the benchmark lookup
            • Return a list of news files
            • Check if given modules are available
            • Cache the given vector
            • Decorator for reporthook
            • Infer the shape of a file
            • Generate scores for encodings
            • Perform beam search
            • Benchmark multihead block
            • Perform a review of the given root
            • Extract a WikiText file from root
            • Extracts a WikiText2 file from root
            • Perform Yelp Review Review
            • Forward computation
            • Recursively review the contents of the root
            • Wrapper for SQuAD2
            • Compute SST2
            • Build a vocabulary from an iterator
            • Perform a Yelp Review Review on the root
            • Builds the given extension
            • Calculate the attention layer
            • Download multiple trees using multi30k
            • Benchmark a new vocabulary lookup
            • Create an IMDB file for a given root
            • Download data from a URL
            Get all kandi verified functions for this library.

            text Key Features

            No Key Features are available at this moment for text.

            text Examples and Code Snippets

            copy iconCopy
            const colorize = (...args) => ({
              black: `\x1b[30m${args.join(' ')}`,
              red: `\x1b[31m${args.join(' ')}`,
              green: `\x1b[32m${args.join(' ')}`,
              yellow: `\x1b[33m${args.join(' ')}`,
              blue: `\x1b[34m${args.join(' ')}`,
              magenta: `\x1b[35m${args  
            copy iconCopy
            const getSelectedText = () => window.getSelection().toString();
            
            
            getSelectedText(); // 'Lorem ipsum'
            
              
            Wrap rich text lines .
            pythondot img3Lines of Code : 94dot img3License : Non-SPDX (Apache License 2.0)
            copy iconCopy
            def wrap_rich_text_lines(inp, cols):
              """Wrap RichTextLines according to maximum number of columns.
            
              Produces a new RichTextLines object with the text lines, font_attr_segs and
              annotations properly wrapped. This ought to be used sparingly, as in  
            Calculates the probability of the given text .
            pythondot img4Lines of Code : 76dot img4License : Permissive (MIT License)
            copy iconCopy
            def calculate_prob(text: str) -> None:
                """
                This method takes path and two dict as argument
                and than calculates entropy of them.
                :param dict:
                :param dict:
                :return: Prints
                1) Entropy of information based on 1 alphabet
                 
            Display the candidate text .
            pythondot img5Lines of Code : 37dot img5License : Non-SPDX (Apache License 2.0)
            copy iconCopy
            def _display_candidates(self, candidates):
                """Show candidates (e.g., tab-completion candidates) on multiple lines.
            
                Args:
                  candidates: (list of str) candidates.
                """
            
                if self._curr_unwrapped_output:
                  # Force refresh screen ou  
            TorchText Vocab TypeError: Vocab.__init__() got an unexpected keyword argument 'min_freq'
            Pythondot img6Lines of Code : 12dot img6License : Strong Copyleft (CC BY-SA 4.0)
            copy iconCopy
            from torchtext.datasets import IMDB
            from collections import Counter
            from torchtext.data.utils import get_tokenizer
            from torchtext.vocab import vocab
            tokenizer = get_tokenizer('basic_english')  
            train_iter = IMDB(split='train')
            test_iter = 
            'Vocab' object has no attribute 'itos'
            Pythondot img7Lines of Code : 2dot img7License : Strong Copyleft (CC BY-SA 4.0)
            copy iconCopy
            >>> itos = vocab.get_itos()
            
            copy iconCopy
            INPUT_DIM = len(TEXT.vocab) #~5,000 tokens
            EMBEDDING_DIM = 100
            HIDDEN_DIM = 64
            
            e = nn.Embedding(INPUT_DIM, EMBEDDING_DIM)
            l = nn.Linear(EMBEDDING_DIM, HIDDEN_DIM)
            b = nn.BatchNorm1d(HIDDEN_DIM)
            soft = nn.Softmax(dim=1)
            out = nn.Linear(HID
            copy iconCopy
            import torch.nn as nn
            
            class MultiClassClassifer(nn.Module):
              #define all the layers used in model
              def __init__(self, vocab_size, embedding_dim, hidden_dim, output_dim):
                
                #Constructor
                super(MultiClassClassifer, self).__init_
            Error in 'from torchtext.data import Field, TabularDataset, BucketIterator, Iterator'
            Pythondot img10Lines of Code : 2dot img10License : Strong Copyleft (CC BY-SA 4.0)
            copy iconCopy
            from torchtext.legacy.data import Field, TabularDataset, BucketIterator, Iterator
            

            Community Discussions

            QUESTION

            Why do Switch and ListView controls in MAUI not update with 2-way binding?
            Asked 2022-Apr-11 at 09:33

            This question is about two MAUI controls (Switch and ListView) - I'm asking about them both in the same question as I'm expecting the root cause of the problem to be the same for both controls. It's entirely possible that they're different problems that just share some common symptoms though. (CollectionView has similar issues, but other confounding factors that make it trickier to demonstrate.)

            I'm using 2-way data binding in my MAUI app: changes to the data can either come directly from the user, or from a background polling task that checks whether the canonical data has been changed elsewhere. The problem I'm facing is that changes to the view model are not visually propagated to the Switch.IsToggled and ListView.SelectedItem properties, even though the controls do raise events showing that they've "noticed" the property changes. Other controls (e.g. Label and Checkbox) are visually updated, indicating that the view model notification is working fine and the UI itself is generally healthy.

            Build environment: Visual Studio 2022 17.2.0 preview 2.1
            App environment: Android, either emulator "Pixel 5 - API 30" or a real Pixel 6

            The sample code is all below, but the fundamental question is whether this a bug somewhere in my code (do I need to "tell" the controls to update themselves for some reason?) or possibly a bug in MAUI (in which case I should presumably report it)?

            Sample code

            The sample code below can be added directly a "File new project" MAUI app (with a name of "MauiPlayground" to use the same namespaces), or it's all available from my demo code repo. Each example is independent of the other - you can try just one. (Then update App.cs to set MainPage to the right example.)

            Both examples have a very simple situation: a control with two-way binding to a view-model, and a button that updates the view-model property (to simulate "the data has been modified elsewhere" in the real app). In both cases, the control remains unchanged visually.

            Note that I've specified {Binding ..., Mode=TwoWay} in both cases, even though that's the default for those properties, just to be super-clear that that isn't the problem.

            The ViewModelBase code is shared by both examples, and is simply a convenient way of raising INotifyPropertyChanged.PropertyChanged without any extra dependencies:

            ViewModelBase.cs:

            ...

            ANSWER

            Answered 2022-Apr-09 at 18:07

            These both may be bugs with the currently released version of MAUI.

            This bug was recently posted and there is already a fix for the Switch to address this issue.

            Source https://stackoverflow.com/questions/71810199

            QUESTION

            The unauthenticated git protocol on port 9418 is no longer supported
            Asked 2022-Mar-27 at 13:23

            I have been using github actions for quite sometime but today my deployments started failing. Below is the error from github action logs

            ...

            ANSWER

            Answered 2022-Mar-16 at 07:01

            First, this error message is indeed expected on Jan. 11th, 2022.
            See "Improving Git protocol security on GitHub".

            January 11, 2022 Final brownout.

            This is the full brownout period where we’ll temporarily stop accepting the deprecated key and signature types, ciphers, and MACs, and the unencrypted Git protocol.
            This will help clients discover any lingering use of older keys or old URLs.

            Second, check your package.json dependencies for any git:// URL, as in this example, fixed in this PR.

            As noted by Jörg W Mittag:

            There was a 4-month warning.
            The entire Internet has been moving away from unauthenticated, unencrypted protocols for a decade, it's not like this is a huge surprise.

            Personally, I consider it less an "issue" and more "detecting unmaintained dependencies".

            Plus, this is still only the brownout period, so the protocol will only be disabled for a short period of time, allowing developers to discover the problem.

            The permanent shutdown is not until March 15th.

            For GitHub Actions:

            As in actions/checkout issue 14, you can add as a first step:

            Source https://stackoverflow.com/questions/70663523

            QUESTION

            Selenium-chromedriver: Cannot construct KeyEvent from non-typeable key
            Asked 2022-Mar-25 at 12:17

            I updated my Chrome and Chromedriver to the latest version yesterday, and since then I get the following error messages when running my Cucumber features:

            ...

            ANSWER

            Answered 2022-Feb-03 at 08:25

            It seems something has changed in the new version of ChromeDriver and it is no longer possible to send some special chars directly using send_keys method.

            In this link you will see how it is solved (in C#) --> Selenium - SendKeys("@") write an "à"

            And regarding python implementation, check this out --> https://www.geeksforgeeks.org/special-keys-in-selenium-python/

            Specifically, my implementation was (using MAC):

            Source https://stackoverflow.com/questions/70967207

            QUESTION

            Filter a dictionary of lists
            Asked 2022-Mar-24 at 07:56

            I have a dictionary of the form:

            ...

            ANSWER

            Answered 2022-Feb-21 at 05:50

            I believe this will work: For each list, we will filter the values where conf is negative, and after that we will filter conf itself.

            Source https://stackoverflow.com/questions/71184699

            QUESTION

            ESlint - Error: Must use import to load ES Module
            Asked 2022-Mar-17 at 12:13

            I am currently setting up a boilerplate with React, Typescript, styled components, webpack etc. and I am getting an error when trying to run eslint:

            Error: Must use import to load ES Module

            Here is a more verbose version of the error:

            ...

            ANSWER

            Answered 2022-Mar-15 at 16:08

            I think the problem is that you are trying to use the deprecated babel-eslint parser, last updated a year ago, which looks like it doesn't support ES6 modules. Updating to the latest parser seems to work, at least for simple linting.

            So, do this:

            • In package.json, update the line "babel-eslint": "^10.0.2", to "@babel/eslint-parser": "^7.5.4",. This works with the code above but it may be better to use the latest version, which at the time of writing is 7.16.3.
            • Run npm i from a terminal/command prompt in the folder
            • In .eslintrc, update the parser line "parser": "babel-eslint", to "parser": "@babel/eslint-parser",
            • In .eslintrc, add "requireConfigFile": false, to the parserOptions section (underneath "ecmaVersion": 8,) (I needed this or babel was looking for config files I don't have)
            • Run the command to lint a file

            Then, for me with just your two configuration files, the error goes away and I get appropriate linting errors.

            Source https://stackoverflow.com/questions/69554485

            QUESTION

            How can I chain functions asynchronously using JavaScript?
            Asked 2022-Mar-14 at 18:53

            I was asked to create such an object called foo that can chain the function log and wait.

            For example:

            ...

            ANSWER

            Answered 2021-Dec-31 at 10:21

            It's always better to use promises. An implementation of this functionality could be;

            Source https://stackoverflow.com/questions/70541130

            QUESTION

            android:exported needs to be explicitly specified for . Apps targeting Android 12 and higher are required to specify
            Asked 2022-Feb-23 at 14:13

            After upgrading to android 12, the application is not compiling. It shows

            "Manifest merger failed with multiple errors, see logs"

            Error showing in Merged manifest:

            Merging Errors: Error: android:exported needs to be explicitly specified for . Apps targeting Android 12 and higher are required to specify an explicit value for android:exported when the corresponding component has an intent filter defined. See https://developer.android.com/guide/topics/manifest/activity-element#exported for details. main manifest (this file)

            I have set all the activity with android:exported="false". But it is still showing this issue.

            My manifest file:

            ...

            ANSWER

            Answered 2021-Aug-04 at 09:18

            I'm not sure what you're using to code, but in order to set it in Android Studio, open the manifest of your project and under the "activity" section, put android:exported="true"(or false if that is what you prefer). I have attached an example.

            Source https://stackoverflow.com/questions/68554294

            QUESTION

            Is there way in ggplot2 to place text on a curved path?
            Asked 2022-Feb-02 at 10:17

            Is there a way to put text along a density line, or for that matter, any path, in ggplot2? By that, I mean either once as a label, in this style of xkcd: 1835, 1950 (middle panel), 1392, or 2234 (middle panel). Alternatively, is there a way to have the line be repeating text, such as this xkcd #930 ? My apologies for all the xkcd, I'm not sure what these styles are called, and it's the only place I can think of that I've seen this before to differentiate areas in this way.

            Note: I'm not talking about the hand-drawn xkcd style, nor putting flat labels at the top

            I know I can place a straight/flat piece of text, such as via annotate or geom_text, but I'm curious about bending such text so it appears to be along the curve of the data.

            I'm also curious if there is a name for this style of text-along-line?

            Example ggplot2 graph using annotate(...):

            Above example graph modified with curved text in Inkscape:

            Edit: Here's the data for the first two trial runs in March and April, as requested:

            ...

            ANSWER

            Answered 2021-Nov-08 at 11:31

            Great question. I have often thought about this. I don't know of any packages that allow it natively, but it's not terribly difficult to do it yourself, since geom_text accepts angle as an aesthetic mapping.

            Say we have the following plot:

            Source https://stackoverflow.com/questions/69867669

            QUESTION

            ellipsis ... as function in substitute?
            Asked 2022-Jan-13 at 06:04

            I'm having trouble understanding how/why parentheses work where they otherwise should not work®.

            ...

            ANSWER

            Answered 2022-Jan-09 at 16:14

            Note: When referring to documentation and source code, I provide links to an unofficial GitHub mirror of R's official Subversion repository. The links are bound to commit 97b6424 in the GitHub repo, which maps to revision 81461 in the Subversion repo (the latest at the time of this edit).

            substitute is a "special" whose arguments are not evaluated (doc).

            Source https://stackoverflow.com/questions/70602963

            QUESTION

            Struggling with TypeScript, React, Eslint and simple Arrow Functions components
            Asked 2022-Jan-06 at 21:59

            I have been struggling all morning with this issue and couldn't find the solution anywhere. I am new to typescript, and I am trying to set it up properly with Eslint and Prettier to ensure the code is properly formated.

            So, the issue I am facing when creating functional components. As per the cheatsheet, I am trying to export a simple component such as:

            ...

            ANSWER

            Answered 2021-Nov-11 at 16:43

            Ok, so I don't know if it is the correct answer, but finally changing the settings in Eslint helped me to change the type of function for Components. I added the following rule to my .eslintrc.js file:

            Source https://stackoverflow.com/questions/69928061

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

            Vulnerabilities

            No vulnerabilities reported

            Install text

            You can install using 'pip install text' or download it from GitHub, PyPI.
            You can use text 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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