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## Parameters 

batch_sze = 4
enc_layers = 4
enc_timesteps = 120
dec_timesteps = 30
min_lr=0.01,  # min learning rate.
lr=0.15, # learning rate
min_input_len = 2  
num_hidden = 256

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// Consider an object having a num property
var obj = {num:2};

// Note the use of this in the function
var addToThis = function(a,b,c){
	return this.num + a+b+c;
};

// call is used to call a function on an object with the arguments passed along
var result = addToThis.call(obj,4,3,4); // functioname.call(object_to_be_called, arguments_to_function)

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var addTo = function(passed){
	var inner=2;
  return passed+inner;
};

console.log(addTo(3)); // 5

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var x = new Object(); // empty object in js
var y= {} ; // another way of creating empty object

// Adding properties to our empty object
y.name="Tim";
y.age=20;
y.getName= function(){
	return this.name;
};

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/*
	This gist covers creating a subclass from a baseclas, overriding in the prototype chain, and adding properties 
  to the master Object prototype
*/

// baseclass
var Job = function() {
  this.pays = true;
};

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Array.prototype.reduce = function(combiner, initialValue) {
  var counter, accumulatedValue;

  // If the array to be reduced is empty, then do nothing
  if (this.length === 0) {
    return this; //this refers to the Array being reduced
  } else {
    /*
     If the user did not pass an initialValue, that is if the number of arguments passed to the reduce function is just 1, 
     then use the first item from the array as the accumulatedValue to begin with

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Array.prototype.map = function(projectionFunction) {
	var results = [];
	this.forEach(function(itemInArray) {
    /*
      projectionFunction is applied to each element of the array, which returns the modified value of that element
    */
		results.push(projectionFunction(itemInArray));

	});

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POS tag list:

CC	coordinating conjunction
CD	cardinal digit
DT	determiner
EX	existential there (like: "there is" ... think of it like "there exists")
FW	foreign word
IN	preposition/subordinating conjunction
JJ	adjective	'big'
JJR	adjective, comparative	'bigger'

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import multiprocessing
from gensim.corpora.wikicorpus import WikiCorpus
from gensim.models.word2vec import Word2Vec
from gensim.models import TfidfModel

# logging is important to get the state of the functions
import logging
logging.basicConfig(format='%(asctime)s: %(levelname)s: %(message)s')
logging.root.setLevel(level=logging.INFO)

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##+++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++
## Created by: Hang Zhang, Rutgers University, Email: zhang.hang@rutgers.edu
## Modified by Thomas Wolf, HuggingFace Inc., Email: thomas@huggingface.co
## Copyright (c) 2017-2018
##
## This source code is licensed under the MIT-style license found in the
## LICENSE file in the root directory of this source tree
##+++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++

"""Encoding Data Parallel"""