hedwig | PyTorch deep learning models for document classification | Machine Learning library

by castorini Python Version: Current License: Apache-2.0

X-Ray Key Features Code Snippets Community Discussions(9)Vulnerabilities Install Support

kandi X-RAY | hedwig Summary

hedwig is a Python library typically used in Artificial Intelligence, Machine Learning, Deep Learning, Pytorch applications. hedwig has no bugs, it has no vulnerabilities, it has build file available, it has a Permissive License and it has low support. You can download it from GitHub.

This repo contains PyTorch deep learning models for document classification, implemented by the Data Systems Group at the University of Waterloo.

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Quality

Security

License

Reuse

Support

hedwig has a low active ecosystem.

It has 533 star(s) with 121 fork(s). There are 19 watchers for this library.

It had no major release in the last 6 months.

There are 24 open issues and 20 have been closed. On average issues are closed in 32 days. There are 5 open pull requests and 0 closed requests.

It has a neutral sentiment in the developer community.

The latest version of hedwig is current.

Quality

hedwig has 0 bugs and 0 code smells.

Security

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

hedwig code analysis shows 0 unresolved vulnerabilities.

There are 0 security hotspots that need review.

License

hedwig 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

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

Build file is available. You can build the component from source.

Installation instructions, examples and code snippets are available.

hedwig saves you 1788 person hours of effort in developing the same functionality from scratch.

It has 3952 lines of code, 224 functions and 95 files.

It has medium code complexity. Code complexity directly impacts maintainability of the code.

Top functions reviewed by kandi - BETA

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

Convert a sequence of examples to features
Truncate a sequence pair
Train the model
Gets the scores from the input tensor
Convert a list of examples into a hierarchical hierarchical list
Pad a matrix to a given length
Calculate the scores for each batch
Evaluate a single split
Evaluate the model
Forward the embedding
Embed embedding
Saves scores to a file
Process LIMDB files
Evaluate a single dataset
Get a logger
Re - rank a dataset
Merges the scores of the given topics
Rerank a set of documents
Loads the topic scores from a file
Concatenates Yahoo answers
Concatenate testcases
Process sogou news
Concatenate DBWiki
Process yelp review_polarity

Get all kandi verified functions for this library.

hedwig Key Features

No Key Features are available at this moment for hedwig.

hedwig Examples and Code Snippets

No Code Snippets are available at this moment for hedwig.

Community Discussions

Trending Discussions on hedwig

How do I include my source code in Nix Docker Tools image?

How to include a list of instances from a class in a dictionary?

Find happy ducks sql puzzle

XSD validation error. “A Problem Was Found Starting At: Sequence"

Package.Dependency has no member Package

Batch-file to extract the value of xml tags of many .xml files

Remove a li item from its class

psql: CASE usage

How to use Package Manager - trying to implement Hedwig

QUESTION

How do I include my source code in Nix Docker Tools image?

Asked 2021-Jan-13 at 10:43

I'm building a web server using NodeJS, and I'm using the Docker Tools that Nix provides to build images for my server.

I have the following Dockerfile that I'm tring to convert into a .nix file

...

ANSWER

Answered 2021-Jan-13 at 10:43

Inside Nix, you can't run npm install. Each step can only do one of two things:

either compute a new store path without network access: a regular derivation
or produce an output that satisfies a hardcoded hash using a sufficiently simple* process that can access the network: a fixed output derivation

These constraints ensure that the build is highly likely to be reproducible.

npm install needs access to the network in order to fetch its dependencies, which puts it in the fixed output derivation category. However, dockerTools.buildImage will execute it in a regular derivation, so it will fail to contact the npmjs repository.

For this reason, we generally can't map a Dockerfile directly to a series of buildImage calls. Instead, we can build the software with the Nix language infrastructures, like yarn2nix, node2nix or the various tools for other languages. By doing so, your build becomes reproducible, it tends to be more incremental and you don't have to worry about source files or intermediate files ending up in your container images.

I'd also recommend to limit the contents parameter to a pkgs.buildEnv or pkgs.symlinkJoin call, because the contents are copied to the root of the container while also remaining in its store.

*: sufficiently simple excludes anything beyond fetching a single resource, because that tends to be too fragile. If, for any reason, the fixed output derivation builder produces a different result and the only way to fix it is by changing the output hash, your entire build is essentially not reproducible.

Source https://stackoverflow.com/questions/65683206

QUESTION

How to include a list of instances from a class in a dictionary?

Asked 2020-Nov-06 at 20:18

I created a custom class with the following properties, methods and instances:

...

ANSWER

Answered 2020-Nov-06 at 20:15

You could place the __repr__ or __str__ method inside the class, and make it return what you want to have printed out when you print the object.

An example would be:

Source https://stackoverflow.com/questions/64720954

QUESTION

Find happy ducks sql puzzle

Asked 2020-Oct-06 at 17:35

Adapted from here: http://sridhargaddam28.blogspot.com/2017/03/sql-puzzle.html

Setup

Each duck belongs to a particular species and lives in one of the several ponds. Each pond is described by its temperature and location city. Each species is described by two values: its thermal preferences and its temperature limit. Depending on their thermal preferences, duck from a given species may prefer temperatures not higher or not lower than the temperature limit. A duck of a certain species will only feel comfortable if the temperature in the pond fulfills its thermal preferences(i.e. it is above/below or equal to the species' limit temperature).

The column temp_preferences in table species determines whether temp_limit is minimum ("+") or maximum ("-") acceptable temperature for the given species. Rows in all tables are ordered by the column id. For each pond we would like to count the ducks which live in it and feel comfortable.

You are giving 3 tables: species, ponds and ducks

Question

Write an SQL query that returns a table consisting of 2 columns: pond_id, happy_ducks, ordered by pond_id. Every pond should appear in this table.

Setup Code for SQLFiddle (sqlfiddle.com)

...

ANSWER

Answered 2020-Oct-06 at 17:33

You are filtering by comparing pond and species temperature. If there is no duck, there is no species and the query is comparing the pond temperature to a NULL species temperature, which fails.

To get the empty pond, you need to explicitly consider this case in the where clause, by adding OR s.id IS NULL

Source https://stackoverflow.com/questions/64230830

QUESTION

XSD validation error. “A Problem Was Found Starting At: Sequence"

Asked 2020-Mar-26 at 16:18

We are validating our XSD through https://www.freeformatter.com/xml-validator-xsd.html but it throws an error:

S4s-elt-must-match.1: The Content Of 'filmliste' Must Match (annotation?, (simpleType | ComplexType)?, (unique | Key | Keyref)*)). A Problem Was Found Starting At: Sequence.

Can someone help us?

Below is our XML and XSD Code (We changed the schemaLocation in the XML to XXXX just for the code preview):

...

ANSWER

Answered 2020-Mar-26 at 16:18

The error means what it says:

Source https://stackoverflow.com/questions/60866452

QUESTION

Package.Dependency has no member Package

Asked 2020-Feb-17 at 13:43

I am working on my app, and I keep getting this error when I add a package so I can import it.

...

ANSWER

Answered 2018-Mar-28 at 10:02

You should write it like this.

Source https://stackoverflow.com/questions/49502975

QUESTION

Batch-file to extract the value of xml tags of many .xml files

Asked 2018-Nov-10 at 22:30

I need help on the optimization of a batch-file to get multiple xml tags of over a thousand xml files into a .txt or .csv.

The .xml's are all in the same format. They are clinical studies and look like this:

...

ANSWER

Answered 2017-May-28 at 05:15

@ECHO Off
SETLOCAL
SET "sourcedir=U:\sourcedir"
SET "destdir=U:\destdir"
:: SET "tags=overall_official lead_sponsor official_title results_reference overall_status"
SET "tags=%*"

FOR /f "tokens=1delims=" %%a IN (
 'dir /b /a-d "%sourcedir%\*.xml" '
 ) DO (
 REM Clear detected-tags flags for each file "%%a"
 FOR %%t IN (%tags% malformed) DO SET "%%t="
 REM remove "rem" from following line to delete any existing result file
 REM del "%destdir%\%%~na.txt" >nul 2>nul
 REM Read each line to %%L - usebackq to allow "quoted filenames"
 FOR /f "usebackqdelims=" %%L IN ("%sourcedir%\%%a") DO (
  REM remove leading spaces from %%L into %%P
  FOR /f "tokens=*" %%P IN ("%%L") DO (
   REM tokenise on "<>"
   FOR /f "tokens=1-3*delims=<>" %%w IN ("%%P") DO (
    IF "%%z" neq "" SET "malformed=%%z"
    FOR %%t IN (%tags%) DO IF "%%w"=="%%t" (SET "%%t=Y") else IF "%%w"=="/%%t" (SET "%%t=") 
    SET "report="
    FOR %%t IN (%tags%) DO IF DEFINED %%t SET "report=Y"
    REM (1 of 2) un-rem this to deposit in individual filenames
    REM (
    IF DEFINED report (
     REM we may have 1,2 or 3 tokens
     REM if 3, output token 2
     REM if 2, output token 1 if token 2 starts "/", token 2 otherwise
     REM if only 1, output entire line unless it is a target token
     IF "%%y" equ "" (
      IF "%%x" equ "" (
       REM only one token
       FOR %%t IN (%tags%) DO IF "%%w"=="%%t" (SET "report=") else IF "%%w"=="/%%t" (SET "report=") 
       IF DEFINED report ECHO %%L
      ) ELSE (
       REM two tokens
       ECHO %%x|FINDSTR /b "/">NUL 2>NUL
       IF ERRORLEVEL 1 (ECHO %%x) ELSE (ECHO %%w)
      )
     ) ELSE (ECHO %%x)
    )
    REM (2 of 2) un-rem this to deposit in individual filenames
    REM )>>"%destdir%\%%~na.txt"
    FOR %%t IN (%tags%) DO IF "%%y"=="/%%t" (SET "%%t=") 
    FOR %%t IN (%tags%) DO IF "%%x"=="/%%t" (SET "%%t=") 
   )
  REM pause
  )
 )
)

GOTO :EOF

Source https://stackoverflow.com/questions/44222245

QUESTION

Remove a li item from its class

Asked 2018-Sep-08 at 09:30

I have a table that I'm trying to remove a list item, when an icon is clicked.

So when I click the trash icon, and the trash icon only, I want to remove that list item, and move the others "up".

...

ANSWER

Answered 2017-Dec-03 at 18:49

You should use closest() method to get ancestor li.

Source https://stackoverflow.com/questions/47621935

QUESTION

psql: CASE usage

Asked 2017-Jul-14 at 23:12

I am learning psql, and pretty confused with the CASE keyword.

Say I have a table "pets".

...

ANSWER

Answered 2017-Jul-14 at 23:12

As per PostgreSQL documentation (https://www.postgresql.org/docs/current/static/functions-conditional.html), the proper way to a case expression is:

CASE WHEN condition THEN result [WHEN ...] [ELSE result] END

According to the code you posted, you are ending the expression with END CASE when it should be END. Also you forgot to add a comma after the asterix. I would write your query in the following way:

SELECT *, CASE WHEN length(name) > 6 THEN 'long' ELSE 'short' END as msg FROM pets WHERE gender = 'female';

Source https://stackoverflow.com/questions/45108108

QUESTION

How to use Package Manager - trying to implement Hedwig

Asked 2017-Mar-14 at 21:08

I am trying to add Hedwig Library to my Existing project but i am unable to do so. I added other Libraries through CocoaPods but this one doesn't have it.

I am new to iOS Development and couldn't figure out what to do.

I even read other articles on this (1, 2 and many others) but while reading it I get lost and couldn't understand what to do...

They tell me how to create a new Project but I already have one and I want to add the library to the existing one..

Thanks...

...

ANSWER

Answered 2017-Mar-14 at 20:46

The documentation is pretty self explanatory @Syed.

It tells you to add the repo to your Package.swift

Source https://stackoverflow.com/questions/42796114

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

Vulnerabilities

No vulnerabilities reported

Install hedwig

Hedwig is designed for Python 3.6 and PyTorch 0.4. PyTorch recommends Anaconda for managing your environment. We'd recommend creating a custom environment as follows:.

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 .

Find more information at: