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Posted to issues@spark.apache.org by "Guoqiang Li (JIRA)" <ji...@apache.org> on 2015/04/06 03:39:47 UTC
[jira] [Updated] (SPARK-5261) In some cases ,The value of word's
vector representation is too big
[ https://issues.apache.org/jira/browse/SPARK-5261?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel ]
Guoqiang Li updated SPARK-5261:
-------------------------------
Description:
Get data:
{code:none}
normalize_text() {
awk '{print tolower($0);}' | sed -e "s/’/'/g" -e "s/′/'/g" -e "s/''/ /g" -e "s/'/ ' /g" -e "s/“/\"/g" -e "s/”/\"/g" \
-e 's/"/ " /g' -e 's/\./ \. /g' -e 's/<br \/>/ /g' -e 's/, / , /g' -e 's/(/ ( /g' -e 's/)/ ) /g' -e 's/\!/ \! /g' \
-e 's/\?/ \? /g' -e 's/\;/ /g' -e 's/\:/ /g' -e 's/-/ - /g' -e 's/=/ /g' -e 's/=/ /g' -e 's/*/ /g' -e 's/|/ /g' \
-e 's/«/ /g' | tr 0-9 " "
}
wget http://www.statmt.org/wmt14/training-monolingual-news-crawl/news.2013.en.shuffled.gz
gzip -d news.2013.en.shuffled.gz
normalize_text < news.2013.en.shuffled > data.txt
{code}
{code:none}
import org.apache.spark.mllib.feature.Word2Vec
val text = sc.textFile("dataPath").map { t => t.split(" ").toIterable }
val word2Vec = new Word2Vec()
word2Vec.
setVectorSize(100).
setSeed(42L).
setNumIterations(5).
setNumPartitions(36).
setMinCount(5)
val model = word2Vec.fit(text)
model.getVectors.map { t => t._2.map(_.abs).sum }.sum / 100 / model.getVectors.size
=>
res1: Float = 375059.84
val word2Vec = new Word2Vec()
word2Vec.
setVectorSize(100).
setSeed(42L).
setNumIterations(5).
setNumPartitions(36).
setMinCount(5)
val model = word2Vec.fit(text)
model.getVectors.map { t => t._2.map(_.abs).sum }.sum / 100 / model.getVectors.size
=>
res3: Float = 1661285.2
{code}
The average absolute value of the word's vector representation is 60731.8
{code}
val word2Vec = new Word2Vec()
word2Vec.
setVectorSize(100).
setSeed(42L).
setNumIterations(5).
setNumPartitions(1)
{code}
The average absolute value of the word's vector representation is 0.13889
was:
{code}
val word2Vec = new Word2Vec()
word2Vec.
setVectorSize(100).
setSeed(42L).
setNumIterations(5).
setNumPartitions(36)
{code}
The average absolute value of the word's vector representation is 60731.8
{code}
val word2Vec = new Word2Vec()
word2Vec.
setVectorSize(100).
setSeed(42L).
setNumIterations(5).
setNumPartitions(1)
{code}
The average absolute value of the word's vector representation is 0.13889
> In some cases ,The value of word's vector representation is too big
> -------------------------------------------------------------------
>
> Key: SPARK-5261
> URL: https://issues.apache.org/jira/browse/SPARK-5261
> Project: Spark
> Issue Type: Bug
> Components: MLlib
> Affects Versions: 1.2.0
> Reporter: Guoqiang Li
>
> Get data:
> {code:none}
> normalize_text() {
> awk '{print tolower($0);}' | sed -e "s/’/'/g" -e "s/′/'/g" -e "s/''/ /g" -e "s/'/ ' /g" -e "s/“/\"/g" -e "s/”/\"/g" \
> -e 's/"/ " /g' -e 's/\./ \. /g' -e 's/<br \/>/ /g' -e 's/, / , /g' -e 's/(/ ( /g' -e 's/)/ ) /g' -e 's/\!/ \! /g' \
> -e 's/\?/ \? /g' -e 's/\;/ /g' -e 's/\:/ /g' -e 's/-/ - /g' -e 's/=/ /g' -e 's/=/ /g' -e 's/*/ /g' -e 's/|/ /g' \
> -e 's/«/ /g' | tr 0-9 " "
> }
> wget http://www.statmt.org/wmt14/training-monolingual-news-crawl/news.2013.en.shuffled.gz
> gzip -d news.2013.en.shuffled.gz
> normalize_text < news.2013.en.shuffled > data.txt
> {code}
> {code:none}
> import org.apache.spark.mllib.feature.Word2Vec
> val text = sc.textFile("dataPath").map { t => t.split(" ").toIterable }
> val word2Vec = new Word2Vec()
> word2Vec.
> setVectorSize(100).
> setSeed(42L).
> setNumIterations(5).
> setNumPartitions(36).
> setMinCount(5)
> val model = word2Vec.fit(text)
> model.getVectors.map { t => t._2.map(_.abs).sum }.sum / 100 / model.getVectors.size
> =>
> res1: Float = 375059.84
> val word2Vec = new Word2Vec()
> word2Vec.
> setVectorSize(100).
> setSeed(42L).
> setNumIterations(5).
> setNumPartitions(36).
> setMinCount(5)
> val model = word2Vec.fit(text)
> model.getVectors.map { t => t._2.map(_.abs).sum }.sum / 100 / model.getVectors.size
> =>
> res3: Float = 1661285.2
> {code}
> The average absolute value of the word's vector representation is 60731.8
> {code}
> val word2Vec = new Word2Vec()
> word2Vec.
> setVectorSize(100).
> setSeed(42L).
> setNumIterations(5).
> setNumPartitions(1)
> {code}
> The average absolute value of the word's vector representation is 0.13889
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