Skip to content

Navigation Menu

Sign in
Appearance settings

Search code, repositories, users, issues, pull requests...

Provide feedback

We read every piece of feedback, and take your input very seriously.

Saved searches

Use saved searches to filter your results more quickly

Appearance settings

f20500909/glove_cpp

Open more actions menu

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

26 Commits
26 Commits
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 

Repository files navigation

glove-py is an implementation of the GloVe algorithm for learning word vectors from a corpus.

Installation

using pip:

pip install glove-py

install with github code :

git clone git@github.com:f20500909/glove_py.git
python3 setup.py install

using in shell

Run

with python:

from glove import *

model = Glove(params)
model.train(input_file)
model.to_txt()
words = model.most_similary("one", 10)
print(words)

List of available params and their default value:

help info......
  -input_file               input_file [small_text]
  -vocab_size               vocabulary size to train  [0]
  -max_size                 maximum size to keep in courpus [10000000]
  -min_count                minimum times  [1]
  -window                   the window size to get common occurrence [10]
  -embed_size               embedded size  [80]
  -epoch                    train epoch [1]
  -threads                  train thread [40]
  -memory_limit             memory used to tain (GB) [1]
  -lr                       learning rate [0.05]

with shell: ./scripts/demo.sh

我去掉了很过我看上去用处不大的功能(只是我认为的用处打大的功能,有些细节并不理解也移除了),如提取共现矩阵的symmetric功能

忽略了大小写,统一改大写为小写

TODO:

修复有时会发生的错误: read err...: Connection reset by peer

在合并共现词时,高频和低频矩阵好像写在了一个文件里面,感觉有点问题.....

在编译pybind_11时不能让对应文件被include 必须用cmake加载

word

Reference

  • GloVe
  • GloVe-cpp
  • Jeffrey Pennington, Richard Socher, and Christopher D. Manning. 2014. GloVe: Global Vectors for Word Representation.

About

An implementation of GloVe in C++ 11 with python interface

Topics

Resources

Stars

Watchers

Forks

Releases

Packages

Used by

Contributors

Languages

Morty Proxy This is a proxified and sanitized view of the page, visit original site.