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Folcon
2012-07-29, 00:28
DAN HELM
2012-07-29, 01:40
Jake Mannix
2012-07-29, 03:52
Folcon Red
2012-07-29, 17:08
Jake Mannix
2012-07-29, 17:44
DAN HELM
2012-07-29, 17:49
Folcon Red
2012-07-29, 19:35
DAN HELM
2012-07-29, 20:29
Folcon Red
2012-07-29, 21:10
Folcon Red
2012-07-31, 17:18
Folcon Red
2012-07-31, 17:34
DAN HELM
2012-07-31, 22:59
Folcon Red
2012-07-31, 23:28
DAN HELM
2012-08-01, 02:00
Folcon Red
2012-08-02, 01:41
Folcon Red
2012-08-05, 21:29
DAN HELM
2012-08-05, 22:59
Folcon Red
2012-08-08, 14:30
DAN HELM
2012-08-08, 22:08
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Using Mahout to train an CVB and retrieve it's topicsFolcon 2012-07-29, 00:28
Hi Everyone,
I'm posting this as my original message did not seem to appear on the mailing list, I'm very sorry if I have done this in error. I'm doing this to then use the topics to train a maxent algorithm to predict the classes of documents given their topic mixtures. Any further aid in this direction would be appreciated! I've been trying to extract the topics out of my run of cvb. Here's what I did so far. Ok, so I still don't know how to output the topics, but I have worked out how to get the cvb and what I think are the document vectors, however I'm not having any luck dumping them, so help here would still be appreciated! I set the values of: export MAHOUT_HOME=/home/sgeadmin/mahout export HADOOP_HOME=/usr/lib/hadoop export JAVA_HOME=/usr/lib/jvm/java-6-openjdk export HADOOP_CONF_DIR=$HADOOP_HOME/conf on the master otherwise none of this works. So first I uploaded the documents using starclusters put: starcluster put mycluster text_train /home/sgeadmin/ starcluster put mycluster text_test /home/sgeadmin/ Then I added them to hadoop's hbase filesystem: dumbo put /home/sgeadmin/text_train /user/sgeadmin/ -hadoop starcluster Then I called Mahout's seqdirectory to turn the text into sequence files $MAHOUT_HOME/bin/mahout seqdirectory --input /user/sgeadmin/text_train -- output /user/sgeadmin/text_seq -c UTF-8 -ow Then I called Mahout's seq2parse to turn them into vectors $MAHOUT_HOME/bin/mahout seq2sparse -i text_seq -o /user/sgeadmin/text_vec - wt tf -a org.apache.lucene.analysis.WhitespaceAnalyzer -ow Finally I called cvb, I believe that the -dt flag states where the inferred topics should go, but because I haven't yet been able to dump them I can't confirm this. $MAHOUT_HOME/bin/mahout cvb -i /user/sgeadmin/text_vec/tf-vectors -o /user/sgeadmin/text_lda -k 100 -nt 29536 -x 20 -dict /user/sgeadmin/text_vec/dictionary.file-0 -dt /user/sgeadmin/text_cvb_document - mt /user/sgeadmin/text_states The -k flag is the number of topics, the -nt flag is the size of the dictionary, I computed this by counting the number of entries of the dictionary.file-0 inside the vectors(in this case under /user/sgeadmin/text_vec) and -x is the number of iterations. If you know how to get what the document topic probabilities are from here, help would be most appreciated! Kind Regards, Folcon +
Folcon 2012-07-29, 00:28
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Re: Using Mahout to train an CVB and retrieve it's topicsDAN HELM 2012-07-29, 01:40
Hi Folcon,
In the folder you specified for the –dt option for cvb command there should be sequence files with the document to topic associations (Key: IntWritable, Value: VectorWritable). You can dump in text format as: mahout seqdumper –s <sequence file> So in text output from seqdumper, the key is a document id and the vector contains the topics and associated scores associated with the document. I think all topics are listed for each document but many with near zero score. In my case I used rowid to convert keys of original sparse document vectors from Text to Integer before running cvb and this generates a mapping file so I know the textual keys that correspond to the numeric document ids (since my original document ids were file names and I created named vectors). Hope this helps. Dan ________________________________ From: Folcon <[EMAIL PROTECTED]> To: [EMAIL PROTECTED] Sent: Saturday, July 28, 2012 8:28 PM Subject: Using Mahout to train an CVB and retrieve it's topics Hi Everyone, I'm posting this as my original message did not seem to appear on the mailing list, I'm very sorry if I have done this in error. I'm doing this to then use the topics to train a maxent algorithm to predict the classes of documents given their topic mixtures. Any further aid in this direction would be appreciated! I've been trying to extract the topics out of my run of cvb. Here's what I did so far. Ok, so I still don't know how to output the topics, but I have worked out how to get the cvb and what I think are the document vectors, however I'm not having any luck dumping them, so help here would still be appreciated! I set the values of: export MAHOUT_HOME=/home/sgeadmin/mahout export HADOOP_HOME=/usr/lib/hadoop export JAVA_HOME=/usr/lib/jvm/java-6-openjdk export HADOOP_CONF_DIR=$HADOOP_HOME/conf on the master otherwise none of this works. So first I uploaded the documents using starclusters put: starcluster put mycluster text_train /home/sgeadmin/ starcluster put mycluster text_test /home/sgeadmin/ Then I added them to hadoop's hbase filesystem: dumbo put /home/sgeadmin/text_train /user/sgeadmin/ -hadoop starcluster Then I called Mahout's seqdirectory to turn the text into sequence files $MAHOUT_HOME/bin/mahout seqdirectory --input /user/sgeadmin/text_train -- output /user/sgeadmin/text_seq -c UTF-8 -ow Then I called Mahout's seq2parse to turn them into vectors $MAHOUT_HOME/bin/mahout seq2sparse -i text_seq -o /user/sgeadmin/text_vec - wt tf -a org.apache.lucene.analysis.WhitespaceAnalyzer -ow Finally I called cvb, I believe that the -dt flag states where the inferred topics should go, but because I haven't yet been able to dump them I can't confirm this. $MAHOUT_HOME/bin/mahout cvb -i /user/sgeadmin/text_vec/tf-vectors -o /user/sgeadmin/text_lda -k 100 -nt 29536 -x 20 -dict /user/sgeadmin/text_vec/dictionary.file-0 -dt /user/sgeadmin/text_cvb_document - mt /user/sgeadmin/text_states The -k flag is the number of topics, the -nt flag is the size of the dictionary, I computed this by counting the number of entries of the dictionary.file-0 inside the vectors(in this case under /user/sgeadmin/text_vec) and -x is the number of iterations. If you know how to get what the document topic probabilities are from here, help would be most appreciated! Kind Regards, Folcon +
DAN HELM 2012-07-29, 01:40
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Re: Using Mahout to train an CVB and retrieve it's topicsJake Mannix 2012-07-29, 03:52
On Sat, Jul 28, 2012 at 6:40 PM, DAN HELM <[EMAIL PROTECTED]> wrote:
> Hi Folcon, > > In the folder you specified for the –dt option for cvb command > there should be sequence files with the document to topic associations > (Key: > IntWritable, Value: VectorWritable). Yeah, this is correct, although this: > You can dump in text format as: mahout seqdumper –s <sequence file> > is not as good as using vectordumper: mahout vectordump -s <sequence file> --dictionary <path to dictionary.file-0> \ --dictionaryType seqfile --vectorSize <num entries per topic you want to see> -sort This joins your topic vectors with the dictionary, then picks out the top k terms (with their probabilities) for each topic and prints them to the console (or to the file you specify with an --output option). *although* I notice now that in trunk when I just checked, VectorDumper.java had a bug in it for "vectorSize" - line 175 asks for cmdline option "numIndexesPerVector" not vectorSize, ack! So I took the liberty of fixing that, but you'll need to "svn up" and rebuild your jar before using vectordump like this. > So in text output from seqdumper, the key is a document id and the vector > contains > the topics and associated scores associated with the document. I think > all topics are listed for each > document but many with near zero score. > In my case I used rowid to convert keys of original sparse > document vectors from Text to Integer before running cvb and this > generates a mapping file so I know the textual > keys that correspond to the numeric document ids (since my original > document ids were file names and I created named vectors). > Hope this helps. > Dan > > ________________________________ > From: Folcon <[EMAIL PROTECTED]> > To: [EMAIL PROTECTED] > Sent: Saturday, July 28, 2012 8:28 PM > Subject: Using Mahout to train an CVB and retrieve it's topics > > Hi Everyone, > > I'm posting this as my original message did not seem to appear on the > mailing > list, I'm very sorry if I have done this in error. > > I'm doing this to then use the topics to train a maxent algorithm to > predict the > classes of documents given their topic mixtures. Any further aid in this > direction would be appreciated! > > I've been trying to extract the topics out of my run of cvb. Here's what I > did > so far. > > Ok, so I still don't know how to output the topics, but I have worked out > how to > get the cvb and what I think are the document vectors, however I'm not > having > any luck dumping them, so help here would still be appreciated! > > I set the values of: > export MAHOUT_HOME=/home/sgeadmin/mahout > export HADOOP_HOME=/usr/lib/hadoop > export JAVA_HOME=/usr/lib/jvm/java-6-openjdk > export HADOOP_CONF_DIR=$HADOOP_HOME/conf > on the master otherwise none of this works. > > So first I uploaded the documents using starclusters put: > starcluster put mycluster text_train /home/sgeadmin/ > starcluster put mycluster text_test /home/sgeadmin/ > > Then I added them to hadoop's hbase filesystem: > dumbo put /home/sgeadmin/text_train /user/sgeadmin/ -hadoop starcluster > > Then I called Mahout's seqdirectory to turn the text into sequence files > $MAHOUT_HOME/bin/mahout seqdirectory --input /user/sgeadmin/text_train > -- > output /user/sgeadmin/text_seq -c UTF-8 -ow > > Then I called Mahout's seq2parse to turn them into vectors > $MAHOUT_HOME/bin/mahout seq2sparse -i text_seq -o > /user/sgeadmin/text_vec - > wt tf -a org.apache.lucene.analysis.WhitespaceAnalyzer -ow > > Finally I called cvb, I believe that the -dt flag states where the inferred > topics should go, but because I haven't yet been able to dump them I can't > confirm this. > $MAHOUT_HOME/bin/mahout cvb -i /user/sgeadmin/text_vec/tf-vectors -o > /user/sgeadmin/text_lda -k 100 -nt 29536 -x 20 -dict > /user/sgeadmin/text_vec/dictionary.file-0 -dt > /user/sgeadmin/text_cvb_document - > mt /user/sgeadmin/text_states > > The -k flag is the number of topics, the -nt flag is the size of the -jake +
Jake Mannix 2012-07-29, 03:52
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Re: Using Mahout to train an CVB and retrieve it's topicsFolcon Red 2012-07-29, 17:08
Hi Guys,
Thanks for replying, the problem is whenever I use any -s flag I get the error "Unexpected -s while processing Job-Specific Options:" Also I'm not sure if this is supposed to be the output of -dt sgeadmin@master:~$ dumbo ls /user/sgeadmin/text_cvb_document -hadoop starcluster Found 3 items -rw-r--r-- 3 sgeadmin supergroup 0 2012-07-29 16:51 /user/sgeadmin/text_cvb_document/_SUCCESS drwxr-xr-x - sgeadmin supergroup 0 2012-07-29 16:50 /user/sgeadmin/text_cvb_document/_logs -rw-r--r-- 3 sgeadmin supergroup 97 2012-07-29 16:51 /user/sgeadmin/text_cvb_document/part-m-00000 Should I be using a newer version of mahout? I've just been using the 0.7 distribution so far as apparently the compiled versions are missing parts that the distributed ones have. Kind Regards, Folcon PS: Thanks for the help so far! On 29 July 2012 04:52, Jake Mannix <[EMAIL PROTECTED]> wrote: > > > On Sat, Jul 28, 2012 at 6:40 PM, DAN HELM <[EMAIL PROTECTED]> wrote: > >> Hi Folcon, >> >> In the folder you specified for the –dt option for cvb command >> there should be sequence files with the document to topic associations >> (Key: >> IntWritable, Value: VectorWritable). > > > Yeah, this is correct, although this: > > >> You can dump in text format as: mahout seqdumper –s <sequence file> >> > > is not as good as using vectordumper: > > mahout vectordump -s <sequence file> --dictionary <path to dictionary.file-0> > \ > --dictionaryType seqfile --vectorSize <num entries per topic you > want to see> -sort > > This joins your topic vectors with the dictionary, then picks out the top > k terms (with their > probabilities) for each topic and prints them to the console (or to the > file you specify with > an --output option). > > *although* I notice now that in trunk when I just checked, > VectorDumper.java had a bug > in it for "vectorSize" - line 175 asks for cmdline option "numIndexesPerVector" > not > vectorSize, ack! So I took the liberty of fixing that, but you'll need to > "svn up" and rebuild > your jar before using vectordump like this. > > >> So in text output from seqdumper, the key is a document id and the vector >> contains >> the topics and associated scores associated with the document. I think >> all topics are listed for each >> document but many with near zero score. >> In my case I used rowid to convert keys of original sparse >> document vectors from Text to Integer before running cvb and this >> generates a mapping file so I know the textual >> keys that correspond to the numeric document ids (since my original >> document ids were file names and I created named vectors). >> Hope this helps. >> Dan >> >> ________________________________ >> >> From: Folcon <[EMAIL PROTECTED]> >> To: [EMAIL PROTECTED] >> Sent: Saturday, July 28, 2012 8:28 PM >> Subject: Using Mahout to train an CVB and retrieve it's topics >> >> Hi Everyone, >> >> I'm posting this as my original message did not seem to appear on the >> mailing >> list, I'm very sorry if I have done this in error. >> >> I'm doing this to then use the topics to train a maxent algorithm to >> predict the >> classes of documents given their topic mixtures. Any further aid in this >> direction would be appreciated! >> >> I've been trying to extract the topics out of my run of cvb. Here's what >> I did >> so far. >> >> Ok, so I still don't know how to output the topics, but I have worked out >> how to >> get the cvb and what I think are the document vectors, however I'm not >> having >> any luck dumping them, so help here would still be appreciated! >> >> I set the values of: >> export MAHOUT_HOME=/home/sgeadmin/mahout >> export HADOOP_HOME=/usr/lib/hadoop >> export JAVA_HOME=/usr/lib/jvm/java-6-openjdk >> export HADOOP_CONF_DIR=$HADOOP_HOME/conf >> on the master otherwise none of this works. >> >> So first I uploaded the documents using starclusters put: >> starcluster put mycluster text_train /home/sgeadmin/ >> starcluster put mycluster text_test /home/sgeadmin/ +
Folcon Red 2012-07-29, 17:08
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Re: Using Mahout to train an CVB and retrieve it's topicsJake Mannix 2012-07-29, 17:44
On Sun, Jul 29, 2012 at 10:08 AM, Folcon Red <[EMAIL PROTECTED]> wrote:
> Hi Guys, > > Thanks for replying, the problem is whenever I use any -s flag I get the > error "Unexpected -s while processing Job-Specific Options:" > -s is the old way of doing input (short for "sequencefile"), it's now --input or -i > > Also I'm not sure if this is supposed to be the output of -dt > > sgeadmin@master:~$ dumbo ls /user/sgeadmin/text_cvb_document -hadoop > starcluster > Found 3 items > -rw-r--r-- 3 sgeadmin supergroup 0 2012-07-29 16:51 > /user/sgeadmin/text_cvb_document/_SUCCESS > drwxr-xr-x - sgeadmin supergroup 0 2012-07-29 16:50 > /user/sgeadmin/text_cvb_document/_logs > -rw-r--r-- 3 sgeadmin supergroup 97 2012-07-29 16:51 > /user/sgeadmin/text_cvb_document/part-m-00000 > > Should I be using a newer version of mahout? I've just been using the 0.7 > distribution so far as apparently the compiled versions are missing parts > that the distributed ones have. > > Kind Regards, > Folcon > > PS: Thanks for the help so far! > > On 29 July 2012 04:52, Jake Mannix <[EMAIL PROTECTED]> wrote: > >> >> >> On Sat, Jul 28, 2012 at 6:40 PM, DAN HELM <[EMAIL PROTECTED]> wrote: >> >>> Hi Folcon, >>> >>> In the folder you specified for the –dt option for cvb command >>> there should be sequence files with the document to topic associations >>> (Key: >>> IntWritable, Value: VectorWritable). >> >> >> Yeah, this is correct, although this: >> >> >>> You can dump in text format as: mahout seqdumper –s <sequence file> >>> >> >> is not as good as using vectordumper: >> >> mahout vectordump -s <sequence file> --dictionary <path to dictionary.file-0> >> \ >> --dictionaryType seqfile --vectorSize <num entries per topic you >> want to see> -sort >> >> This joins your topic vectors with the dictionary, then picks out the top >> k terms (with their >> probabilities) for each topic and prints them to the console (or to the >> file you specify with >> an --output option). >> >> *although* I notice now that in trunk when I just checked, >> VectorDumper.java had a bug >> in it for "vectorSize" - line 175 asks for cmdline option "numIndexesPerVector" >> not >> vectorSize, ack! So I took the liberty of fixing that, but you'll need >> to "svn up" and rebuild >> your jar before using vectordump like this. >> >> >>> So in text output from seqdumper, the key is a document id and the >>> vector contains >>> the topics and associated scores associated with the document. I think >>> all topics are listed for each >>> document but many with near zero score. >>> In my case I used rowid to convert keys of original sparse >>> document vectors from Text to Integer before running cvb and this >>> generates a mapping file so I know the textual >>> keys that correspond to the numeric document ids (since my original >>> document ids were file names and I created named vectors). >>> Hope this helps. >>> Dan >>> >>> ________________________________ >>> >>> From: Folcon <[EMAIL PROTECTED]> >>> To: [EMAIL PROTECTED] >>> Sent: Saturday, July 28, 2012 8:28 PM >>> Subject: Using Mahout to train an CVB and retrieve it's topics >>> >>> Hi Everyone, >>> >>> I'm posting this as my original message did not seem to appear on the >>> mailing >>> list, I'm very sorry if I have done this in error. >>> >>> I'm doing this to then use the topics to train a maxent algorithm to >>> predict the >>> classes of documents given their topic mixtures. Any further aid in this >>> direction would be appreciated! >>> >>> I've been trying to extract the topics out of my run of cvb. Here's what >>> I did >>> so far. >>> >>> Ok, so I still don't know how to output the topics, but I have worked >>> out how to >>> get the cvb and what I think are the document vectors, however I'm not >>> having >>> any luck dumping them, so help here would still be appreciated! >>> >>> I set the values of: >>> export MAHOUT_HOME=/home/sgeadmin/mahout >>> export HADOOP_HOME=/usr/lib/hadoop -jake +
Jake Mannix 2012-07-29, 17:44
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Re: Using Mahout to train an CVB and retrieve it's topicsDAN HELM 2012-07-29, 17:49
Folcon,
I'm still using Mahout 0.6 so don't know much about changes in 0.7. Your output folder for "dt" looks correct. The relevant data would be in /user/sgeadmin/text_cvb_document/part-m-00000 which is what I would be passing to a "-s" option. But I see it says size is only 97 so that looks suspicious. So you can just view file (for starters) as: mahout seqdumper -s /user/sgeadmin/text_cvb_document/part-m-00000. And the vector dumper command (as Jake pointed out) has a lot more options to post-process the data but you may want to first just see what is in that file. Dan ________________________________ From: Folcon Red <[EMAIL PROTECTED]> To: Jake Mannix <[EMAIL PROTECTED]> Cc: [EMAIL PROTECTED]; DAN HELM <[EMAIL PROTECTED]> Sent: Sunday, July 29, 2012 1:08 PM Subject: Re: Using Mahout to train an CVB and retrieve it's topics Hi Guys, Thanks for replying, the problem is whenever I use any -s flag I get the error "Unexpected -s while processing Job-Specific Options:" Also I'm not sure if this is supposed to be the output of -dt sgeadmin@master:~$ dumbo ls /user/sgeadmin/text_cvb_document -hadoop starcluster Found 3 items -rw-r--r-- 3 sgeadmin supergroup 0 2012-07-29 16:51 /user/sgeadmin/text_cvb_document/_SUCCESS drwxr-xr-x - sgeadmin supergroup 0 2012-07-29 16:50 /user/sgeadmin/text_cvb_document/_logs -rw-r--r-- 3 sgeadmin supergroup 97 2012-07-29 16:51 /user/sgeadmin/text_cvb_document/part-m-00000 Should I be using a newer version of mahout? I've just been using the 0.7 distribution so far as apparently the compiled versions are missing parts that the distributed ones have. Kind Regards, Folcon PS: Thanks for the help so far! On 29 July 2012 04:52, Jake Mannix <[EMAIL PROTECTED]> wrote: > > >On Sat, Jul 28, 2012 at 6:40 PM, DAN HELM <[EMAIL PROTECTED]> wrote: > >Hi Folcon, >> >>In the folder you specified for the –dt option for cvb command >>there should be sequence files with the document to topic associations (Key: >>IntWritable, Value: VectorWritable). > > >Yeah, this is correct, although this: > > >You can dump in text format as: mahout seqdumper –s <sequence file> >> > > >is not as good as using vectordumper: > > > mahout vectordump -s <sequence file> --dictionary <path to dictionary.file-0> \ > --dictionaryType seqfile --vectorSize <num entries per topic you want to see> -sort > > >This joins your topic vectors with the dictionary, then picks out the top k terms (with their >probabilities) for each topic and prints them to the console (or to the file you specify with >an --output option). > > >*although* I notice now that in trunk when I just checked, VectorDumper.java had a bug >in it for "vectorSize" - line 175 asks for cmdline option "numIndexesPerVector" not >vectorSize, ack! So I took the liberty of fixing that, but you'll need to "svn up" and rebuild >your jar before using vectordump like this. > >So in text output from seqdumper, the key is a document id and the vector contains >>the topics and associated scores associated with the document. I think all topics are listed for each >>document but many with near zero score. >>In my case I used rowid to convert keys of original sparse >>document vectors from Text to Integer before running cvb and this generates a mapping file so I know the textual >>keys that correspond to the numeric document ids (since my original document ids were file names and I created named vectors). >>Hope this helps. >>Dan >> >> ________________________________ >> >> From: Folcon <[EMAIL PROTECTED]> >>To: [EMAIL PROTECTED] >>Sent: Saturday, July 28, 2012 8:28 PM >>Subject: Using Mahout to train an CVB and retrieve it's topics >> >> >>Hi Everyone, >> >>I'm posting this as my original message did not seem to appear on the mailing >>list, I'm very sorry if I have done this in error. >> >>I'm doing this to then use the topics to train a maxent algorithm to predict the >>classes of documents given their topic mixtures. Any further aid in this +
DAN HELM 2012-07-29, 17:49
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Re: Using Mahout to train an CVB and retrieve it's topicsFolcon Red 2012-07-29, 19:35
Thanks Dan and Jake,
The output I got from $MAHOUT_HOME/bin/mahout seqdumper -i /user/sgeadmin /text_cvb_document/part-m-00000 is: Input Path: /user/sgeadmin/text_cvb_document/part-m-00000 Key class: class org.apache.hadoop.io.IntWritable Value Class: class org.apache.mahout.math.VectorWritable Count: 0 I'm not certain what went wrong. Kind Regards, Folcon On 29 July 2012 18:49, DAN HELM <[EMAIL PROTECTED]> wrote: > Folcon, > > I'm still using Mahout 0.6 so don't know much about changes in 0.7. > > Your output folder for "dt" looks correct. The relevant data would be > in /user/sgeadmin/text_cvb_document/part-m-00000 which is what I would > be passing to a "-s" option. But I see it says size is only 97 so that > looks suspicious. So you can just view file (for starters) as: mahout > seqdumper -s /user/sgeadmin/text_cvb_document/part-m-00000. And the > vector dumper command (as Jake pointed out) has a lot more options to post-process > the data but you may want to first just see what is in that file. > > Dan > > *From:* Folcon Red <[EMAIL PROTECTED]> > *To:* Jake Mannix <[EMAIL PROTECTED]> > *Cc:* [EMAIL PROTECTED]; DAN HELM <[EMAIL PROTECTED]> > *Sent:* Sunday, July 29, 2012 1:08 PM > *Subject:* Re: Using Mahout to train an CVB and retrieve it's topics > > Hi Guys, > > Thanks for replying, the problem is whenever I use any -s flag I get the > error "Unexpected -s while processing Job-Specific Options:" > > Also I'm not sure if this is supposed to be the output of -dt > > sgeadmin@master:~$ dumbo ls /user/sgeadmin/text_cvb_document -hadoop > starcluster > Found 3 items > -rw-r--r-- 3 sgeadmin supergroup 0 2012-07-29 16:51 /user/ > sgeadmin/text_cvb_document/_SUCCESS > drwxr-xr-x - sgeadmin supergroup 0 2012-07-29 16:50 /user/ > sgeadmin/text_cvb_document/_logs > -rw-r--r-- 3 sgeadmin supergroup 97 2012-07-29 16:51 /user/ > sgeadmin/text_cvb_document/part-m-00000 > > Should I be using a newer version of mahout? I've just been using the 0.7 > distribution so far as apparently the compiled versions are missing parts > that the distributed ones have. > > Kind Regards, > Folcon > > PS: Thanks for the help so far! > > On 29 July 2012 04:52, Jake Mannix <[EMAIL PROTECTED]> wrote: > > > > On Sat, Jul 28, 2012 at 6:40 PM, DAN HELM <[EMAIL PROTECTED]> wrote: > > Hi Folcon, > > In the folder you specified for the –dt option for cvb command > there should be sequence files with the document to topic associations > (Key: > IntWritable, Value: VectorWritable). > > > Yeah, this is correct, although this: > > > You can dump in text format as: mahout seqdumper –s <sequence file> > > > is not as good as using vectordumper: > > mahout vectordump -s <sequence file> --dictionary <path to dictionary.file-0> > \ > --dictionaryType seqfile --vectorSize <num entries per topic you > want to see> -sort > > This joins your topic vectors with the dictionary, then picks out the top > k terms (with their > probabilities) for each topic and prints them to the console (or to the > file you specify with > an --output option). > > *although* I notice now that in trunk when I just checked, VectorDumper.java > had a bug > in it for "vectorSize" - line 175 asks for cmdline option " > numIndexesPerVector" not > vectorSize, ack! So I took the liberty of fixing that, but you'll need > to "svn up" and rebuild > your jar before using vectordump like this. > > > So in text output from seqdumper, the key is a document id and the > vector contains > the topics and associated scores associated with the document. I think > all topics are listed for each > document but many with near zero score. > In my case I used rowid to convert keys of original sparse > document vectors from Text to Integer before running cvb and this > generates a mapping file so I know the textual > keys that correspond to the numeric document ids (since my original > document ids were file names and I created named vectors). +
Folcon Red 2012-07-29, 19:35
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Re: Using Mahout to train an CVB and retrieve it's topicsDAN HELM 2012-07-29, 20:29
Yep something went wrong, most likely with the clustering. part file is empty. Should look something like this:
Key class: class org.apache.hadoop.io.IntWritable Value Class: class org.apache.mahout.math.VectorWritable Key: 0: Value: {0:0.06475650422868284,1:0.010728747158503565,2:0.005463535698651016,3:0.023451709705466457} Key: 1: Value: {0:0.01838885430227092,1:0.05068404879399544,2:0.002110418548647133,3:0.005566514441743756} Key: 2: Value: {0:0.018575587065216153,1:1.236602313900785E-5,2:8.654629660837919E-6,3:5.820637306957196E-6} ... ... Key refers to a document id and the Value are topic ids:weights assigned to document id. So you need to figure out where things went wrong. I'm assume folder /user/sgeadmin/text_lda also has empty part files? Assuming parts files are there run seqdumper on one. Should have data like the above except in this case the key will be a topic id and the vector will be term ids:weights. You can also check folder /user/sgeadmin/text_vec/tf-vectors to make sure sparse vectors were generated for your input to cvb. Dan ________________________________ From: Folcon Red <[EMAIL PROTECTED]> To: DAN HELM <[EMAIL PROTECTED]> Cc: Jake Mannix <[EMAIL PROTECTED]>; "[EMAIL PROTECTED]" <[EMAIL PROTECTED]> Sent: Sunday, July 29, 2012 3:35 PM Subject: Re: Using Mahout to train an CVB and retrieve it's topics Thanks Dan and Jake, The output I got from $MAHOUT_HOME/bin/mahout seqdumper -i /user/sgeadmin/text_cvb_document/part-m-00000 is: Input Path: /user/sgeadmin/text_cvb_document/part-m-00000 Key class: class org.apache.hadoop.io.IntWritable Value Class: class org.apache.mahout.math.VectorWritable Count: 0 I'm not certain what went wrong. Kind Regards, Folcon On 29 July 2012 18:49, DAN HELM <[EMAIL PROTECTED]> wrote: Folcon, > >I'm still using Mahout 0.6 so don't know much about changes in 0.7. > >Your output folder for "dt" looks correct. The relevant data would be in /user/sgeadmin/text_cvb_document/part-m-00000 which is what I would be passing to a "-s" option. But I see it says size is only 97 so that looks suspicious. So you can just view file (for starters) as: mahout seqdumper -s /user/sgeadmin/text_cvb_document/part-m-00000. And the vector dumper command (as Jake pointed out) has a lot more options to post-process the data but you may want to first just see what is in that file. > >Dan > > > From: Folcon Red <[EMAIL PROTECTED]> >To: Jake Mannix <[EMAIL PROTECTED]> >Cc: [EMAIL PROTECTED]; DAN HELM <[EMAIL PROTECTED]> >Sent: Sunday, July 29, 2012 1:08 PM >Subject: Re: Using Mahout to train an CVB and retrieve it's topics > > > >Hi Guys, > > >Thanks for replying, the problem is whenever I use any -s flag I get the error "Unexpected -s while processing Job-Specific Options:" > > >Also I'm not sure if this is supposed to be the output of -dt > > >sgeadmin@master:~$ dumbo ls /user/sgeadmin/text_cvb_document -hadoop starcluster >Found 3 items >-rw-r--r-- 3 sgeadmin supergroup 0 2012-07-29 16:51 /user/sgeadmin/text_cvb_document/_SUCCESS >drwxr-xr-x - sgeadmin supergroup 0 2012-07-29 16:50 /user/sgeadmin/text_cvb_document/_logs >-rw-r--r-- 3 sgeadmin supergroup 97 2012-07-29 16:51 /user/sgeadmin/text_cvb_document/part-m-00000 > > >Should I be using a newer version of mahout? I've just been using the 0.7 distribution so far as apparently the compiled versions are missing parts that the distributed ones have. > > >Kind Regards, >Folcon > > >PS: Thanks for the help so far! > > >On 29 July 2012 04:52, Jake Mannix <[EMAIL PROTECTED]> wrote: > > >> >> >>On Sat, Jul 28, 2012 at 6:40 PM, DAN HELM <[EMAIL PROTECTED]> wrote: >> >>Hi Folcon, >>> >>>In the folder you specified for the –dt option for cvb command >>>there should be sequence files with the document to topic associations (Key: >>>IntWritable, Value: VectorWritable). >> >> >>Yeah, this is correct, although this: >> >> >>You can dump in text format as: mahout seqdumper –s <sequence file> ________________________________ +
DAN HELM 2012-07-29, 20:29
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Re: Using Mahout to train an CVB and retrieve it's topicsFolcon Red 2012-07-29, 21:10
Right, well here's something promising, running $MAHOUT_HOME/bin/mahout
seqdumper -i /user/sgeadmin/text_lda/part-m-00000 produced: 7:NaN,29478:NaN,29479:NaN,29480:NaN,29481:NaN,29482:NaN,29483:NaN,29484:NaN,29485:NaN,29486:NaN,29487:NaN,29488:NaN,29489:NaN,29490:NaN,29491:NaN,29492:NaN,29493:NaN,29494:NaN,29495:NaN,29496:NaN,29497:NaN,29498:NaN,29499:NaN,29500:NaN,29501:NaN,29502:NaN,29503:NaN,29504:NaN,29505:NaN,29506:NaN,29507:NaN,29508:NaN,29509:NaN,29510:NaN,29511:NaN,29512:NaN,29513:NaN,29514:NaN,29515:NaN,29516:NaN,29517:NaN,29518:NaN,29519:NaN,29520:NaN,29521:NaN,29522:NaN,29523:NaN,29524:NaN,29525:NaN,29526:NaN,29527:NaN,29528:NaN,29529:NaN,29530:NaN,29531:NaN,29532:NaN,29533:NaN,29534:NaN,29535:NaN} And $MAHOUT_HOME/bin/mahout seqdumper -i /user/sgeadmin/text_vec/tf-vectors/part-r-00000 produced: MAHOUT_LOCAL is not set; adding HADOOP_CONF_DIR to classpath. Running on hadoop, using /usr/lib/hadoop/bin/hadoop and HADOOP_CONF_DIR=/usr/lib/hadoop/conf MAHOUT-JOB: /home/sgeadmin/mahout/mahout-examples-0.7-job.jar 12/07/29 21:09:17 INFO common.AbstractJob: Command line arguments: {--endPhase=[2147483647], --input=[/user/sgeadmin/text_vec/tf-vectors/part-r-00000], --startPhase=[0], --tempDir=[temp]} Input Path: /user/sgeadmin/text_vec/tf-vectors/part-r-00000 Key class: class org.apache.hadoop.io.Text Value Class: class org.apache.mahout.math.VectorWritable Count: 0 Kind Regards, Folcon On 29 July 2012 21:29, DAN HELM <[EMAIL PROTECTED]> wrote: > Yep something went wrong, most likely with the clustering. part file is > empty. Should look something like this: > > Key class: class org.apache.hadoop.io.IntWritable Value Class: class > org.apache.mahout.math.VectorWritable > Key: 0: Value: > {0:0.06475650422868284,1:0.010728747158503565,2:0.005463535698651016,3:0.023451709705466457} > Key: 1: Value: > {0:0.01838885430227092,1:0.05068404879399544,2:0.002110418548647133,3:0.005566514441743756} > Key: 2: Value: > {0:0.018575587065216153,1:1.236602313900785E-5,2:8.654629660837919E-6,3:5.820637306957196E-6} > ... > ... > > Key refers to a document id and the Value are topic ids:weights assigned > to document id. > > So you need to figure out where things went wrong. I'm assume folder > /user/sgeadmin/text_lda also has empty part files? Assuming parts files > are there run seqdumper on one. Should have data like the above except > in this case the key will be a topic id and the vector will be term ids: > weights. > > You can also check folder /user/sgeadmin/text_vec/tf-vectors to make sure > sparse vectors were generated for your input to cvb. > > Dan > > *From:* Folcon Red <[EMAIL PROTECTED]> > *To:* DAN HELM <[EMAIL PROTECTED]> > *Cc:* Jake Mannix <[EMAIL PROTECTED]>; "[EMAIL PROTECTED]" < > [EMAIL PROTECTED]> > *Sent:* Sunday, July 29, 2012 3:35 PM > > *Subject:* Re: Using Mahout to train an CVB and retrieve it's topics > > Thanks Dan and Jake, > > The output I got from $MAHOUT_HOME/bin/mahout seqdumper -i /user/sgeadmin > /text_cvb_document/part-m-00000 is: > > Input Path: /user/sgeadmin/text_cvb_document/part-m-00000 > Key class: class org.apache.hadoop.io <http://org.apache.hadoop.io.int/>. > IntWritable Value Class: class org.apache.mahout.math.VectorWritable > Count: 0 > > I'm not certain what went wrong. > > Kind Regards, > Folcon > > On 29 July 2012 18:49, DAN HELM <[EMAIL PROTECTED]> wrote: > > Folcon, > > I'm still using Mahout 0.6 so don't know much about changes in 0.7. > > Your output folder for "dt" looks correct. The relevant data would be > in /user/sgeadmin/text_cvb_document/part-m-00000 which is what I would > be passing to a "-s" option. But I see it says size is only 97 so that > looks suspicious. So you can just view file (for starters) as: mahout > seqdumper -s /user/sgeadmin/text_cvb_document/part-m-00000. And the > vector dumper command (as Jake pointed out) has a lot more options to post-process > the data but you may want to first just see what is in that file. +
Folcon Red 2012-07-29, 21:10
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Re: Using Mahout to train an CVB and retrieve it's topicsFolcon Red 2012-07-31, 17:18
Hey Everyone,
Ok not certain why $MAHOUT_HOME/bin/mahout seqdirectory --input /user/ sgeadmin/text_train --output /user/sgeadmin/text_seq -c UTF-8 -ow didn't produce sequence files, just looking inside text_seq only gives me: SEQ#6;#25;org.apache.hadoop.io.Text#25;org.apache.hadoop.io.Text and that's it. Any ideas what I've been doing wrong? Maybe it's because I have the files nested in the folder by class, for example a tree view of the directory would look like. text_train -+ | A -+ | 100 | 101 | 103 | B -+ | 102 | 105 | 106 So it's not picking them up? Or perhaps something else? I'm going to try some variations to see what happens. Thanks for the help so far! Regards, Folcon On 29 July 2012 22:10, Folcon Red <[EMAIL PROTECTED]> wrote: > Right, well here's something promising, running $MAHOUT_HOME/bin/mahout > seqdumper -i /user/sgeadmin/text_lda/part-m-00000 produced: > > > 7:NaN,29478:NaN,29479:NaN,29480:NaN,29481:NaN,29482:NaN,29483:NaN,29484:NaN,29485:NaN,29486:NaN,29487:NaN,29488:NaN,29489:NaN,29490:NaN,29491:NaN,29492:NaN,29493:NaN,29494:NaN,29495:NaN,29496:NaN,29497:NaN,29498:NaN,29499:NaN,29500:NaN,29501:NaN,29502:NaN,29503:NaN,29504:NaN,29505:NaN,29506:NaN,29507:NaN,29508:NaN,29509:NaN,29510:NaN,29511:NaN,29512:NaN,29513:NaN,29514:NaN,29515:NaN,29516:NaN,29517:NaN,29518:NaN,29519:NaN,29520:NaN,29521:NaN,29522:NaN,29523:NaN,29524:NaN,29525:NaN,29526:NaN,29527:NaN,29528:NaN,29529:NaN,29530:NaN,29531:NaN,29532:NaN,29533:NaN,29534:NaN,29535:NaN} > > And $MAHOUT_HOME/bin/mahout seqdumper -i > /user/sgeadmin/text_vec/tf-vectors/part-r-00000 produced: > > MAHOUT_LOCAL is not set; adding HADOOP_CONF_DIR to classpath. > Running on hadoop, using /usr/lib/hadoop/bin/hadoop and > HADOOP_CONF_DIR=/usr/lib/hadoop/conf > MAHOUT-JOB: /home/sgeadmin/mahout/mahout-examples-0.7-job.jar > 12/07/29 21:09:17 INFO common.AbstractJob: Command line arguments: > {--endPhase=[2147483647], > --input=[/user/sgeadmin/text_vec/tf-vectors/part-r-00000], > --startPhase=[0], --tempDir=[temp]} > Input Path: /user/sgeadmin/text_vec/tf-vectors/part-r-00000 > Key class: class org.apache.hadoop.io.Text Value Class: class > org.apache.mahout.math.VectorWritable > Count: 0 > > Kind Regards, > Folcon > > On 29 July 2012 21:29, DAN HELM <[EMAIL PROTECTED]> wrote: > >> Yep something went wrong, most likely with the clustering. part file is >> empty. Should look something like this: >> >> Key class: class org.apache.hadoop.io.IntWritable Value Class: class >> org.apache.mahout.math.VectorWritable >> Key: 0: Value: >> {0:0.06475650422868284,1:0.010728747158503565,2:0.005463535698651016,3:0.023451709705466457} >> Key: 1: Value: >> {0:0.01838885430227092,1:0.05068404879399544,2:0.002110418548647133,3:0.005566514441743756} >> Key: 2: Value: >> {0:0.018575587065216153,1:1.236602313900785E-5,2:8.654629660837919E-6,3:5.820637306957196E-6} >> ... >> ... >> >> Key refers to a document id and the Value are topic ids:weights assigned >> to document id. >> >> So you need to figure out where things went wrong. I'm assume folder >> /user/sgeadmin/text_lda also has empty part files? Assuming parts files >> are there run seqdumper on one. Should have data like the above except >> in this case the key will be a topic id and the vector will be term ids: >> weights. >> >> You can also check folder /user/sgeadmin/text_vec/tf-vectors to make >> sure sparse vectors were generated for your input to cvb. >> >> Dan >> >> *From:* Folcon Red <[EMAIL PROTECTED]> >> *To:* DAN HELM <[EMAIL PROTECTED]> >> *Cc:* Jake Mannix <[EMAIL PROTECTED]>; "[EMAIL PROTECTED]" < >> [EMAIL PROTECTED]> >> *Sent:* Sunday, July 29, 2012 3:35 PM >> >> *Subject:* Re: Using Mahout to train an CVB and retrieve it's topics >> >> Thanks Dan and Jake, >> >> The output I got from $MAHOUT_HOME/bin/mahout seqdumper -i /user/sgeadmin +
Folcon Red 2012-07-31, 17:18
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Re: Using Mahout to train an CVB and retrieve it's topicsFolcon Red 2012-07-31, 17:34
So part-r-00000 inside text_vec is
still SEQ#6;#25;org.apache.hadoop.io.Text%org.apache.mahout.math.VectorWritable even after moving all the training files into a single folder. Regards, Folcon On 31 July 2012 18:18, Folcon Red <[EMAIL PROTECTED]> wrote: > Hey Everyone, > > Ok not certain why $MAHOUT_HOME/bin/mahout seqdirectory --input /user/ > sgeadmin/text_train --output /user/sgeadmin/text_seq -c UTF-8 -ow didn't > produce sequence files, just looking inside text_seq only gives me: > > SEQ org.apache.hadoop.io.Text org.apache.hadoop.io.Text > > and that's it. Any ideas what I've been doing wrong? Maybe it's because I > have the files nested in the folder by class, for example a tree view of > the directory would look like. > > text_train -+ > | A -+ > | 100 > | 101 > | 103 > | B -+ > | 102 > | 105 > | 106 > > So it's not picking them up? Or perhaps something else? I'm going to try > some variations to see what happens. > > Thanks for the help so far! > > Regards, > Folcon > > > On 29 July 2012 22:10, Folcon Red <[EMAIL PROTECTED]> wrote: > >> Right, well here's something promising, running $MAHOUT_HOME/bin/mahout >> seqdumper -i /user/sgeadmin/text_lda/part-m-00000 produced: >> >> >> 7:NaN,29478:NaN,29479:NaN,29480:NaN,29481:NaN,29482:NaN,29483:NaN,29484:NaN,29485:NaN,29486:NaN,29487:NaN,29488:NaN,29489:NaN,29490:NaN,29491:NaN,29492:NaN,29493:NaN,29494:NaN,29495:NaN,29496:NaN,29497:NaN,29498:NaN,29499:NaN,29500:NaN,29501:NaN,29502:NaN,29503:NaN,29504:NaN,29505:NaN,29506:NaN,29507:NaN,29508:NaN,29509:NaN,29510:NaN,29511:NaN,29512:NaN,29513:NaN,29514:NaN,29515:NaN,29516:NaN,29517:NaN,29518:NaN,29519:NaN,29520:NaN,29521:NaN,29522:NaN,29523:NaN,29524:NaN,29525:NaN,29526:NaN,29527:NaN,29528:NaN,29529:NaN,29530:NaN,29531:NaN,29532:NaN,29533:NaN,29534:NaN,29535:NaN} >> >> And $MAHOUT_HOME/bin/mahout seqdumper -i >> /user/sgeadmin/text_vec/tf-vectors/part-r-00000 produced: >> >> MAHOUT_LOCAL is not set; adding HADOOP_CONF_DIR to classpath. >> Running on hadoop, using /usr/lib/hadoop/bin/hadoop and >> HADOOP_CONF_DIR=/usr/lib/hadoop/conf >> MAHOUT-JOB: /home/sgeadmin/mahout/mahout-examples-0.7-job.jar >> 12/07/29 21:09:17 INFO common.AbstractJob: Command line arguments: >> {--endPhase=[2147483647], >> --input=[/user/sgeadmin/text_vec/tf-vectors/part-r-00000], >> --startPhase=[0], --tempDir=[temp]} >> Input Path: /user/sgeadmin/text_vec/tf-vectors/part-r-00000 >> Key class: class org.apache.hadoop.io.Text Value Class: class >> org.apache.mahout.math.VectorWritable >> Count: 0 >> >> Kind Regards, >> Folcon >> >> On 29 July 2012 21:29, DAN HELM <[EMAIL PROTECTED]> wrote: >> >>> Yep something went wrong, most likely with the clustering. part file is >>> empty. Should look something like this: >>> >>> Key class: class org.apache.hadoop.io.IntWritable Value Class: class >>> org.apache.mahout.math.VectorWritable >>> Key: 0: Value: >>> {0:0.06475650422868284,1:0.010728747158503565,2:0.005463535698651016,3:0.023451709705466457} >>> Key: 1: Value: >>> {0:0.01838885430227092,1:0.05068404879399544,2:0.002110418548647133,3:0.005566514441743756} >>> Key: 2: Value: >>> {0:0.018575587065216153,1:1.236602313900785E-5,2:8.654629660837919E-6,3:5.820637306957196E-6} >>> ... >>> ... >>> >>> Key refers to a document id and the Value are topic ids:weights assigned >>> to document id. >>> >>> So you need to figure out where things went wrong. I'm assume folder >>> /user/sgeadmin/text_lda also has empty part files? Assuming parts >>> files are there run seqdumper on one. Should have data like the above >>> except in this case the key will be a topic id and the vector will be term >>> ids:weights. >>> >>> You can also check folder /user/sgeadmin/text_vec/tf-vectors to make >>> sure sparse vectors were generated for your input to cvb. >>> >>> Dan >>> >>> *From:* Folcon Red <[EMAIL PROTECTED]> +
Folcon Red 2012-07-31, 17:34
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Re: Using Mahout to train an CVB and retrieve it's topicsDAN HELM 2012-07-31, 22:59
Folcon,
seqdirectory should also read files in subfolders. Did you verify that recent seqdirectory command did in fact generate non-empty sequence files? I believe seqdirectory command just assumes each file contains a single document (no concatenated documents per file), and that each file contains basic text. If it did generate sequence files this time, I am assume your folder "/user/sgeadmin/text_seq" was copied to hdfs (if not already there) before you ran seq2sparse on it? Dan ________________________________ From: Folcon Red <[EMAIL PROTECTED]> To: DAN HELM <[EMAIL PROTECTED]> Cc: Jake Mannix <[EMAIL PROTECTED]>; "[EMAIL PROTECTED]" <[EMAIL PROTECTED]> Sent: Tuesday, July 31, 2012 1:34 PM Subject: Re: Using Mahout to train an CVB and retrieve it's topics So part-r-00000 inside text_vec is still SEQorg.apache.hadoop.io.Text%org.apache.mahout.math.VectorWritable even after moving all the training files into a single folder. Regards, Folcon On 31 July 2012 18:18, Folcon Red <[EMAIL PROTECTED]> wrote: > Hey Everyone, > > Ok not certain why $MAHOUT_HOME/bin/mahout seqdirectory --input /user/ > sgeadmin/text_train --output /user/sgeadmin/text_seq -c UTF-8 -ow didn't > produce sequence files, just looking inside text_seq only gives me: > > SEQ org.apache.hadoop.io.Text org.apache.hadoop.io.Text > > and that's it. Any ideas what I've been doing wrong? Maybe it's because I > have the files nested in the folder by class, for example a tree view of > the directory would look like. > > text_train -+ > | A -+ > | 100 > | 101 > | 103 > | B -+ > | 102 > | 105 > | 106 > > So it's not picking them up? Or perhaps something else? I'm going to try > some variations to see what happens. > > Thanks for the help so far! > > Regards, > Folcon > > > On 29 July 2012 22:10, Folcon Red <[EMAIL PROTECTED]> wrote: > >> Right, well here's something promising, running $MAHOUT_HOME/bin/mahout >> seqdumper -i /user/sgeadmin/text_lda/part-m-00000 produced: >> >> >> 7:NaN,29478:NaN,29479:NaN,29480:NaN,29481:NaN,29482:NaN,29483:NaN,29484:NaN,29485:NaN,29486:NaN,29487:NaN,29488:NaN,29489:NaN,29490:NaN,29491:NaN,29492:NaN,29493:NaN,29494:NaN,29495:NaN,29496:NaN,29497:NaN,29498:NaN,29499:NaN,29500:NaN,29501:NaN,29502:NaN,29503:NaN,29504:NaN,29505:NaN,29506:NaN,29507:NaN,29508:NaN,29509:NaN,29510:NaN,29511:NaN,29512:NaN,29513:NaN,29514:NaN,29515:NaN,29516:NaN,29517:NaN,29518:NaN,29519:NaN,29520:NaN,29521:NaN,29522:NaN,29523:NaN,29524:NaN,29525:NaN,29526:NaN,29527:NaN,29528:NaN,29529:NaN,29530:NaN,29531:NaN,29532:NaN,29533:NaN,29534:NaN,29535:NaN} >> >> And $MAHOUT_HOME/bin/mahout seqdumper -i >> /user/sgeadmin/text_vec/tf-vectors/part-r-00000 produced: >> >> MAHOUT_LOCAL is not set; adding HADOOP_CONF_DIR to classpath. >> Running on hadoop, using /usr/lib/hadoop/bin/hadoop and >> HADOOP_CONF_DIR=/usr/lib/hadoop/conf >> MAHOUT-JOB: /home/sgeadmin/mahout/mahout-examples-0.7-job.jar >> 12/07/29 21:09:17 INFO common.AbstractJob: Command line arguments: >> {--endPhase=[2147483647], >> --input=[/user/sgeadmin/text_vec/tf-vectors/part-r-00000], >> --startPhase=[0], --tempDir=[temp]} >> Input Path: /user/sgeadmin/text_vec/tf-vectors/part-r-00000 >> Key class: class org.apache.hadoop.io.Text Value Class: class >> org.apache.mahout.math.VectorWritable >> Count: 0 >> >> Kind Regards, >> Folcon >> >> On 29 July 2012 21:29, DAN HELM <[EMAIL PROTECTED]> wrote: >> >>> Yep something went wrong, most likely with the clustering. part file is >>> empty. Should look something like this: >>> >>> Key class: class org.apache.hadoop.io.IntWritable Value Class: class >>> org.apache.mahout.math.VectorWritable >>> Key: 0: Value: >>> {0:0.06475650422868284,1:0.010728747158503565,2:0.005463535698651016,3:0.023451709705466457} >>> Key: 1: Value: >>> {0:0.01838885430227092,1:0.05068404879399544,2:0.002110418548647133,3:0.005566514441743756} +
DAN HELM 2012-07-31, 22:59
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Re: Using Mahout to train an CVB and retrieve it's topicsFolcon Red 2012-07-31, 23:28
Hi Dan,
It's good to know that seqdirectory reads files in subfolders and I've dumped out some of the values in the hopes that they will be enlightening, The values seem to be missing for both the text_seq and the tokenized-documents. So rerunning some of the commands: $MAHOUT_HOME/bin/mahout seqdirectory --input /user/sgeadmin/text_train --output /user/sgeadmin/text_seq -c UTF-8 -ow $MAHOUT_HOME/bin/mahout seq2sparse -i /user/sgeadmin/text_seq -o /user/sgeadmin/text_vec -wt tf -a org.apache.lucene.analysis.WhitespaceAnalyzer -ow And then doing a seqdumper of text_seq: SEQ org.apache.hadoop.io.Text org.apache.hadoop.io.Text [...] Key: /high/59734: Value: Key: /high/264596: Value: Key: /high/341699: Value: Key: /high/260770: Value: Key: /high/222320: Value: Key: /high/198156: Value: Key: /high/326011: Value: Key: /high/112050: Value: Key: /high/306887: Value: Key: /high/208169: Value: Key: /high/283464: Value: Key: /high/168905: Value: Count: 2548 root@master:/home/sgeadmin/corpora# $MAHOUT_HOME/bin/mahout seqdumper -i /user/sgeadmin/text_vec/tf-vectors/part-r-00000 MAHOUT_LOCAL is not set; adding HADOOP_CONF_DIR to classpath. Running on hadoop, using /usr/lib/hadoop/bin/hadoop and HADOOP_CONF_DIR=/conf MAHOUT-JOB: /home/sgeadmin/mahout/mahout-examples-0.7-job.jar 12/07/31 23:23:34 INFO common.AbstractJob: Command line arguments: {--endPhase=[2147483647], --input=[/user/sgeadmin/text_vec/tf-vectors/part-r-00000], --startPhase=[0], --tempDir=[temp]} Input Path: /user/sgeadmin/text_vec/tf-vectors/part-r-00000 Key class: class org.apache.hadoop.io.Text Value Class: class org.apache.mahout.math.VectorWritable Count: 0 $MAHOUT_HOME/bin/mahout seqdumper -i /user/sgeadmin/text_vec/tokenized-documents/part-m-00000 [...] Key: /high/396063: Value: [] Key: /high/230246: Value: [] Key: /high/136284: Value: [] Key: /high/59734: Value: [] Key: /high/264596: Value: [] Key: /high/341699: Value: [] Key: /high/260770: Value: [] Key: /high/222320: Value: [] Key: /high/198156: Value: [] Key: /high/326011: Value: [] Key: /high/112050: Value: [] Key: /high/306887: Value: [] Key: /high/208169: Value: [] Key: /high/283464: Value: [] Key: /high/168905: Value: [] Count: 2548 Running vectordump on the text_vec folder like so: root@master:/home/sgeadmin/corpora# $MAHOUT_HOME/bin/mahout vectordump -i /user/sgeadmin/text_vec MAHOUT_LOCAL is not set; adding HADOOP_CONF_DIR to classpath. Running on hadoop, using /usr/lib/hadoop/bin/hadoop and HADOOP_CONF_DIR=/conf MAHOUT-JOB: /home/sgeadmin/mahout/mahout-examples-0.7-job.jar 12/07/31 23:21:08 INFO common.AbstractJob: Command line arguments: {--endPhase=[2147483647], --input=[/user/sgeadmin/text_vec], --startPhase=[0], --tempDir=[temp]} 12/07/31 23:21:08 INFO vectors.VectorDumper: Sort? false Exception in thread "main" java.lang.IllegalStateException: file:/user/sgeadmin/text_vec/tf-vectors at org.apache.mahout.common.iterator.sequencefile.SequenceFileIterable.iterator(SequenceFileIterable.java:63) at org.apache.mahout.utils.vectors.VectorDumper.run(VectorDumper.java:194) at org.apache.hadoop.util.ToolRunner.run(ToolRunner.java:65) at org.apache.mahout.utils.vectors.VectorDumper.main(VectorDumper.java:266) at sun.reflect.NativeMethodAccessorImpl.invoke0(Native Method) at sun.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:57) at sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43) at java.lang.reflect.Method.invoke(Method.java:616) at org.apache.hadoop.util.ProgramDriver$ProgramDescription.invoke(ProgramDriver.java:68) at org.apache.hadoop.util.ProgramDriver.driver(ProgramDriver.java:139) at org.apache.mahout.driver.MahoutDriver.main(MahoutDriver.java:195) at sun.reflect.NativeMethodAccessorImpl.invoke0(Native Method) at sun.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:57) at sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43) at java.lang.reflect.Method.invoke(Method.java:616) at org.apache.hadoop.util.RunJar.main(RunJar.java:186) Caused by: java.io.FileNotFoundException: /user/sgeadmin/harry_old_mallet_vec/tf-vectors (Is a directory) at java.io.FileInputStream.open(Native Method) at java.io.FileInputStream.<init>(FileInputStream.java:137) at org.apache.hadoop.fs.RawLocalFileSystem$TrackingFileInputStream.<init>(RawLocalFileSystem.java:72) at org.apache.hadoop.fs.RawLocalFileSystem$LocalFSFileInputStream.<init>(RawLocalFileSystem.java:108) at org.apache.hadoop.fs.RawLocalFileSystem.open(RawLocalFileSystem.java:178) at org.apache.hadoop.fs.ChecksumFileSystem$ChecksumFSInputChecker.<init>(ChecksumFileSystem.java:127) at org.apache.hadoop.fs.ChecksumFileSystem.open(ChecksumFileSystem.java:284) at org.apache.hadoop.io.SequenceFile$Reader.openFile(SequenceFile.java:1452) at org.apache.hadoop.io.SequenceFile$Reader.<init>(SequenceFile.java:1431) at org.apache.hadoop.io.SequenceFile$Reader.<init>(SequenceFile.java:1424) at org.apache.hadoop.io.SequenceFile$Reader.<init>(SequenceFile.java:1419) at org.apache.mahout.common.iterator.sequencefile.SequenceFileIterator.<init>(SequenceFileIterator.java:58) at org.apache.mahout.common.iterator.sequencefile.SequenceFileIterable.iterator(SequenceFileIterable.java:61) ... 15 more Kind Regards, Nilu On 31 July 2012 23:59, DAN HELM <[EMAIL PROTECTED]> wrote: +
Folcon Red 2012-07-31, 23:28
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Re: Using Mahout to train an CVB and retrieve it's topicsDAN HELM 2012-08-01, 02:00
Hi Folcon,
There is no reason to rerun seq2sparse as it is clear something is wrong with the text files being processed by seqdirectory command. Based on the keys, I'm assuming the files full path to the input files are names like /high/59734, etc. Did you look inside the files to make sure there is text in them? As a test, just create a folder with a simple text file and run that through seqdirectory and I'll bet you will then see output from seqdumper command (from seqdirectory output). Thanks, Dan ________________________________ From: Folcon Red <[EMAIL PROTECTED]> To: DAN HELM <[EMAIL PROTECTED]> Cc: "[EMAIL PROTECTED]" <[EMAIL PROTECTED]> Sent: Tuesday, July 31, 2012 7:28 PM Subject: Re: Using Mahout to train an CVB and retrieve it's topics Hi Dan, It's good to know that seqdirectory reads files in subfolders and I've dumped out some of the values in the hopes that they will be enlightening, The values seem to be missing for both the text_seq and the tokenized-documents. So rerunning some of the commands: $MAHOUT_HOME/bin/mahout seqdirectory --input /user/sgeadmin/text_train --output /user/sgeadmin/text_seq -c UTF-8 -ow $MAHOUT_HOME/bin/mahout seq2sparse -i /user/sgeadmin/text_seq -o /user/sgeadmin/text_vec -wt tf -a org.apache.lucene.analysis.WhitespaceAnalyzer -ow And then doing a seqdumper of text_seq: SEQ org.apache.hadoop.io.Text org.apache.hadoop.io.Text [...] Key: /high/59734: Value: Key: /high/264596: Value: Key: /high/341699: Value: Key: /high/260770: Value: Key: /high/222320: Value: Key: /high/198156: Value: Key: /high/326011: Value: Key: /high/112050: Value: Key: /high/306887: Value: Key: /high/208169: Value: Key: /high/283464: Value: Key: /high/168905: Value: Count: 2548 root@master:/home/sgeadmin/corpora# $MAHOUT_HOME/bin/mahout seqdumper -i /user/sgeadmin/text_vec/tf-vectors/part-r-00000 MAHOUT_LOCAL is not set; adding HADOOP_CONF_DIR to classpath. Running on hadoop, using /usr/lib/hadoop/bin/hadoop and HADOOP_CONF_DIR=/conf MAHOUT-JOB: /home/sgeadmin/mahout/mahout-examples-0.7-job.jar 12/07/31 23:23:34 INFO common.AbstractJob: Command line arguments: {--endPhase=[2147483647], --input=[/user/sgeadmin/text_vec/tf-vectors/part-r-00000], --startPhase=[0], --tempDir=[temp]} Input Path: /user/sgeadmin/text_vec/tf-vectors/part-r-00000 Key class: class org.apache.hadoop.io.Text Value Class: class org.apache.mahout.math.VectorWritable Count: 0 $MAHOUT_HOME/bin/mahout seqdumper -i /user/sgeadmin/text_vec/tokenized-documents/part-m-00000 [...] Key: /high/396063: Value: [] Key: /high/230246: Value: [] Key: /high/136284: Value: [] Key: /high/59734: Value: [] Key: /high/264596: Value: [] Key: /high/341699: Value: [] Key: /high/260770: Value: [] Key: /high/222320: Value: [] Key: /high/198156: Value: [] Key: /high/326011: Value: [] Key: /high/112050: Value: [] Key: /high/306887: Value: [] Key: /high/208169: Value: [] Key: /high/283464: Value: [] Key: /high/168905: Value: [] Count: 2548 Running vectordump on the text_vec folder like so: root@master:/home/sgeadmin/corpora# $MAHOUT_HOME/bin/mahout vectordump -i /user/sgeadmin/text_vec MAHOUT_LOCAL is not set; adding HADOOP_CONF_DIR to classpath. Running on hadoop, using /usr/lib/hadoop/bin/hadoop and HADOOP_CONF_DIR=/conf MAHOUT-JOB: /home/sgeadmin/mahout/mahout-examples-0.7-job.jar 12/07/31 23:21:08 INFO common.AbstractJob: Command line arguments: {--endPhase=[2147483647], --input=[/user/sgeadmin/text_vec], --startPhase=[0], --tempDir=[temp]} 12/07/31 23:21:08 INFO vectors.VectorDumper: Sort? false Exception in thread "main" java.lang.IllegalStateException: file:/user/sgeadmin/text_vec/tf-vectors at org.apache.mahout.common.iterator.sequencefile.SequenceFileIterable.iterator(SequenceFileIterable.java:63) at org.apache.mahout.utils.vectors.VectorDumper.run(VectorDumper.java:194) at org.apache.hadoop.util.ToolRunner.run(ToolRunner.java:65) at org.apache.mahout.utils.vectors.VectorDumper.main(VectorDumper.java:266) at sun.reflect.NativeMethodAccessorImpl.invoke0(Native Method) at sun.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:57) at sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43) at java.lang.reflect.Method.invoke(Method.java:616) at org.apache.hadoop.util.ProgramDriver$ProgramDescription.invoke(ProgramDriver.java:68) at org.apache.hadoop.util.ProgramDriver.driver(ProgramDriver.java:139) at org.apache.mahout.driver.MahoutDriver.main(MahoutDriver.java:195) at sun.reflect.NativeMethodAccessorImpl.invoke0(Native Method) at sun.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:57) at sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43) at java.lang.reflect.Method.invoke(Method.java:616) at org.apache.hadoop.util.RunJar.main(RunJar.java:186) Caused by: java.io.FileNotFoundException: /user/sgeadmin/harry_old_mallet_vec/tf-vectors (Is a directory) at java.io.FileInputStream.open(Native Method) at java.io.FileInputStream.<init>(FileInputStream.java:137) at org.apache.hadoop.fs.RawLocalFileSystem$TrackingFileInputStream.<init>(RawLocalFileSystem.java:72) at org.apache.hadoop.fs.RawLocalFileSystem$LocalFSFileInputStream.<init>(RawLocalFileSystem.java:108) at org.apache.hadoop.fs.RawLocalFileSystem.open(RawLocalFileSystem.java:178) at org.apache.hadoop.fs.ChecksumFileSystem$ChecksumFSInputChecker.<init>(ChecksumFileSystem.java:127) at org.apache.hadoop.fs.ChecksumFileSystem.open(ChecksumFileSystem.java:284) at org.apache.hadoop.io.SequenceFile$Reader.openFile(SequenceFile.java:1452) at org.apache.hadoop.io.SequenceFile$Reader.<init>(SequenceFile.java:1431) at org.apache.hadoop.io.SequenceFile$Reader.<init>(SequenceFile.java:1424) at org.apache.hadoop.io.SequenceFile$Reader.<init>(SequenceFile.java:1419) at org.apache.mahout.common.iterator.sequencefile.SequenceFileIterator.<init>(SequenceFileIterator.java:58) at org.apache.mahout.common.iterator.sequencefile.SequenceFileIterable.iterator(Sequen +
DAN HELM 2012-08-01, 02:00
-
Re: Using Mahout to train an CVB and retrieve it's topicsFolcon Red 2012-08-02, 01:41
Thanks Dan,
Ok, now for some strange reason it(seq and vec appear to have values now, will test the complete cvb later, I should head to bed...) appears to be working, The only things I think I changed was I stopped using absolute paths(referring to text_seq as opposed to /user/root/text_seq) and I'm using root now instead of sgeadmin. Regards, Folcon On 1 August 2012 03:00, DAN HELM <[EMAIL PROTECTED]> wrote: > Hi Folcon, > > There is no reason to rerun seq2sparse as it is clear something is wrongwith the text files being processed by > seqdirectory command. > > Based on the keys, I'm assuming the files full path to the input files > are names like /high/59734, etc. Did you look inside the files to make > sure there is text in them? > > As a test, just create a folder with a simple text file and run that > through seqdirectory and I'll bet you will then see output from seqdumpercommand (from > seqdirectory output). > > Thanks, Dan > > *From:* Folcon Red <[EMAIL PROTECTED]> > *To:* DAN HELM <[EMAIL PROTECTED]> > *Cc:* "[EMAIL PROTECTED]" <[EMAIL PROTECTED]> > *Sent:* Tuesday, July 31, 2012 7:28 PM > > *Subject:* Re: Using Mahout to train an CVB and retrieve it's topics > > Hi Dan, > > It's good to know that seqdirectory reads files in subfolders and I've > dumped out some of the values in the hopes that they will be > enlightening, The values seem to be missing for both the text_seq and > the tokenized-documents. > > So rerunning some of the commands: > $MAHOUT_HOME/bin/mahout seqdirectory --input /user/sgeadmin/text_train > --output /user/sgeadmin/text_seq -c UTF-8 -ow > $MAHOUT_HOME/bin/mahout seq2sparse -i /user/sgeadmin/text_seq -o > /user/sgeadmin/text_vec -wt tf -a > org.apache.lucene.analysis.WhitespaceAnalyzer -ow > > And then doing a seqdumper of text_seq: > SEQ org.apache.hadoop.io.Text org.apache.hadoop.io.Text > [...] > Key: /high/59734: Value: > Key: /high/264596: Value: > Key: /high/341699: Value: > Key: /high/260770: Value: > Key: /high/222320: Value: > Key: /high/198156: Value: > Key: /high/326011: Value: > Key: /high/112050: Value: > Key: /high/306887: Value: > Key: /high/208169: Value: > Key: /high/283464: Value: > Key: /high/168905: Value: > Count: 2548 > > root@master:/home/sgeadmin/corpora# $MAHOUT_HOME/bin/mahout seqdumper -i > /user/sgeadmin/text_vec/tf-vectors/part-r-00000 > MAHOUT_LOCAL is not set; adding HADOOP_CONF_DIR to classpath. > Running on hadoop, using /usr/lib/hadoop/bin/hadoop and > HADOOP_CONF_DIR=/conf > MAHOUT-JOB: /home/sgeadmin/mahout/mahout-examples-0.7-job.jar > 12/07/31 23:23:34 INFO common.AbstractJob: Command line arguments: > {--endPhase=[2147483647], > --input=[/user/sgeadmin/text_vec/tf-vectors/part-r-00000], > --startPhase=[0], --tempDir=[temp]} > Input Path: /user/sgeadmin/text_vec/tf-vectors/part-r-00000 > Key class: class org.apache.hadoop.io.Text Value Class: class > org.apache.mahout.math.VectorWritable > Count: 0 > > $MAHOUT_HOME/bin/mahout seqdumper -i > /user/sgeadmin/text_vec/tokenized-documents/part-m-00000 > [...] > Key: /high/396063: Value: [] > Key: /high/230246: Value: [] > Key: /high/136284: Value: [] > Key: /high/59734: Value: [] > Key: /high/264596: Value: [] > Key: /high/341699: Value: [] > Key: /high/260770: Value: [] > Key: /high/222320: Value: [] > Key: /high/198156: Value: [] > Key: /high/326011: Value: [] > Key: /high/112050: Value: [] > Key: /high/306887: Value: [] > Key: /high/208169: Value: [] > Key: /high/283464: Value: [] > Key: /high/168905: Value: [] > Count: 2548 > > > Running vectordump on the text_vec folder like so: > root@master:/home/sgeadmin/corpora# $MAHOUT_HOME/bin/mahout vectordump -i > /user/sgeadmin/text_vec > MAHOUT_LOCAL is not set; adding HADOOP_CONF_DIR to classpath. > Running on hadoop, using /usr/lib/hadoop/bin/hadoop and > HADOOP_CONF_DIR=/conf > MAHOUT-JOB: /home/sgeadmin/mahout/mahout-examples-0.7-job.jar > 12/07/31 23:21:08 INFO common.AbstractJob: Command line arguments: > {--endPhase=[2147483647], +
Folcon Red 2012-08-02, 01:41
-
Re: Using Mahout to train an CVB and retrieve it's topicsFolcon Red 2012-08-05, 21:29
Hi Dan,
I've managed to get the text_seq and text_vec generated properly, however when I run: $MAHOUT_HOME/bin/mahout cvb -i /user/root/text_vec/tf-vectors -o /user/root/text_lda -k 100 -nt 29536 -x 20 -dict /user/root/text_vec/dictionary.file-0 -dt /user/root/text_cvb_document - mt /user/root/text_states I get: 12/08/05 21:18:04 INFO mapred.JobClient: Task Id : attempt_201208051752_0002_m_000003_1, Status : FAILED java.lang.ClassCastException: org.apache.hadoop.io.Text cannot be cast to org.apache.hadoop.io.IntWritable at org.apache.mahout.clustering.lda.cvb.CachingCVB0Mapper.map(CachingCVB0Mapper.java:55) at org.apache.hadoop.mapreduce.Mapper.run(Mapper.java:144) at org.apache.hadoop.mapred.MapTask.runNewMapper(MapTask.java:647) at org.apache.hadoop.mapred.MapTask.run(MapTask.java:323) at org.apache.hadoop.mapred.Child$4.run(Child.java:270) at java.security.AccessController.doPrivileged(Native Method) at javax.security.auth.Subject.doAs(Subject.java:416) at org.apache.hadoop.security.UserGroupInformation.doAs(UserGroupInformation.java:1127) at org.apache.hadoop.mapred.Child.main(Child.java:264) Task attempt_201208051752_0002_m_000003_1 failed to report status for 600 seconds. Killing! Any ideas what's causing this? Thank you for all the help so far! Kind Regards, Folcon On 2 August 2012 02:41, Folcon Red <[EMAIL PROTECTED]> wrote: > Thanks Dan, > > Ok, now for some strange reason it(seq and vec appear to have values now, > will test the complete cvb later, I should head to bed...) appears to be > working, The only things I think I changed was I stopped using absolute > paths(referring to text_seq as opposed to /user/root/text_seq) and I'm > using root now instead of sgeadmin. > > Regards, > Folcon > > > On 1 August 2012 03:00, DAN HELM <[EMAIL PROTECTED]> wrote: > >> Hi Folcon, >> >> There is no reason to rerun seq2sparse as it is clear something is wrongwith the text files being processed by >> seqdirectory command. >> >> Based on the keys, I'm assuming the files full path to the input files >> are names like /high/59734, etc. Did you look inside the files to make >> sure there is text in them? >> >> As a test, just create a folder with a simple text file and run that >> through seqdirectory and I'll bet you will then see output from seqdumpercommand (from >> seqdirectory output). >> >> Thanks, Dan >> >> *From:* Folcon Red <[EMAIL PROTECTED]> >> *To:* DAN HELM <[EMAIL PROTECTED]> >> *Cc:* "[EMAIL PROTECTED]" <[EMAIL PROTECTED]> >> *Sent:* Tuesday, July 31, 2012 7:28 PM >> >> *Subject:* Re: Using Mahout to train an CVB and retrieve it's topics >> >> Hi Dan, >> >> It's good to know that seqdirectory reads files in subfolders and I've >> dumped out some of the values in the hopes that they will be >> enlightening, The values seem to be missing for both the text_seq and >> the tokenized-documents. >> >> So rerunning some of the commands: >> $MAHOUT_HOME/bin/mahout seqdirectory --input /user/sgeadmin/text_train >> --output /user/sgeadmin/text_seq -c UTF-8 -ow >> $MAHOUT_HOME/bin/mahout seq2sparse -i /user/sgeadmin/text_seq -o >> /user/sgeadmin/text_vec -wt tf -a >> org.apache.lucene.analysis.WhitespaceAnalyzer -ow >> >> And then doing a seqdumper of text_seq: >> SEQ org.apache.hadoop.io.Text org.apache.hadoop.io.Text >> [...] >> Key: /high/59734: Value: >> Key: /high/264596: Value: >> Key: /high/341699: Value: >> Key: /high/260770: Value: >> Key: /high/222320: Value: >> Key: /high/198156: Value: >> Key: /high/326011: Value: >> Key: /high/112050: Value: >> Key: /high/306887: Value: >> Key: /high/208169: Value: >> Key: /high/283464: Value: >> Key: /high/168905: Value: >> Count: 2548 >> >> root@master:/home/sgeadmin/corpora# $MAHOUT_HOME/bin/mahout seqdumper -i >> /user/sgeadmin/text_vec/tf-vectors/part-r-00000 >> MAHOUT_LOCAL is not set; adding HADOOP_CONF_DIR to classpath. >> Running on hadoop, using /usr/lib/hadoop/bin/hadoop and >> HADOOP_CONF_DIR=/conf >> MAHOUT-JOB: /home/sgeadmin/mahout/mahout-examples-0.7-job.jar +
Folcon Red 2012-08-05, 21:29
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Re: Using Mahout to train an CVB and retrieve it's topicsDAN HELM 2012-08-05, 22:59
Hi Folcon,
I had that same error some time ago when I first started working with CVB. CVB requires that the key of sparse vectors be Integer not Text. You can convert textual keys from the seq2sparse output using the rowid command, e.g., http://comments.gmane.org/gmane.comp.apache.mahout.user/13112 That posts talks about a different issue but the sample could I posted is what I used. The "mv" command was used to move a file out that was created by rowid, that specifies the mapping between the original text ids (most likely file names) to the new integers created by rowid. Instead of moving out the mapping file I could probably just have run cvb like this: $MAHOUT cvb \ -i ${WORK_DIR}/sparse-vectors-cvb/Matrix \ -o ${WORK_DIR}/reuters-cvb -k 150 -ow -x 10 \ Dan ________________________________ From: Folcon Red <[EMAIL PROTECTED]> To: DAN HELM <[EMAIL PROTECTED]> Cc: "[EMAIL PROTECTED]" <[EMAIL PROTECTED]> Sent: Sunday, August 5, 2012 5:29 PM Subject: Re: Using Mahout to train an CVB and retrieve it's topics Hi Dan, I've managed to get the text_seq and text_vec generated properly, however when I run: $MAHOUT_HOME/bin/mahout cvb -i /user/root/text_vec/tf-vectors -o /user/root/text_lda -k 100 -nt 29536 -x 20 -dict /user/root/text_vec/dictionary.file-0 -dt /user/root/text_cvb_document - mt /user/root/text_states I get: 12/08/05 21:18:04 INFO mapred.JobClient: Task Id : attempt_201208051752_0002_m_000003_1, Status : FAILED java.lang.ClassCastException: org.apache.hadoop.io.Text cannot be cast to org.apache.hadoop.io.IntWritable at org.apache.mahout.clustering.lda.cvb.CachingCVB0Mapper.map(CachingCVB0Mapper.java:55) at org.apache.hadoop.mapreduce.Mapper.run(Mapper.java:144) at org.apache.hadoop.mapred.MapTask.runNewMapper(MapTask.java:647) at org.apache.hadoop.mapred.MapTask.run(MapTask.java:323) at org.apache.hadoop.mapred.Child$4.run(Child.java:270) at java.security.AccessController.doPrivileged(Native Method) at javax.security.auth.Subject.doAs(Subject.java:416) at org.apache.hadoop.security.UserGroupInformation.doAs(UserGroupInformation.java:1127) at org.apache.hadoop.mapred.Child.main(Child.java:264) Task attempt_201208051752_0002_m_000003_1 failed to report status for 600 seconds. Killing! Any ideas what's causing this? Thank you for all the help so far! Kind Regards, Folcon On 2 August 2012 02:41, Folcon Red <[EMAIL PROTECTED]> wrote: > Thanks Dan, > > Ok, now for some strange reason it(seq and vec appear to have values now, > will test the complete cvb later, I should head to bed...) appears to be > working, The only things I think I changed was I stopped using absolute > paths(referring to text_seq as opposed to /user/root/text_seq) and I'm > using root now instead of sgeadmin. > > Regards, > Folcon > > > On 1 August 2012 03:00, DAN HELM <[EMAIL PROTECTED]> wrote: > >> Hi Folcon, >> >> There is no reason to rerun seq2sparse as it is clear something is wrongwith the text files being processed by >> seqdirectory command. >> >> Based on the keys, I'm assuming the files full path to the input files >> are names like /high/59734, etc. Did you look inside the files to make >> sure there is text in them? >> >> As a test, just create a folder with a simple text file and run that >> through seqdirectory and I'll bet you will then see output from seqdumpercommand (from >> seqdirectory output). >> >> Thanks, Dan >> >> *From:* Folcon Red <[EMAIL PROTECTED]> >> *To:* DAN HELM <[EMAIL PROTECTED]> >> *Cc:* "[EMAIL PROTECTED]" <[EMAIL PROTECTED]> >> *Sent:* Tuesday, July 31, 2012 7:28 PM >> >> *Subject:* Re: Using Mahout to train an CVB and retrieve it's topics >> >> Hi Dan, >> >> It's good to know that seqdirectory reads files in subfolders and I've >> dumped out some of the values in the hopes that they will be >> enlightening, The values seem to be missing for both the text_seq and >> the tokenized-documents. >> >> So rerunning some of the commands: >> $MAHOUT_HOME/bin/mahout seqdirectory --input /user/sgeadmin/text_train +
DAN HELM 2012-08-05, 22:59
-
Re: Using Mahout to train an CVB and retrieve it's topicsFolcon Red 2012-08-08, 14:30
Hi Dan,
Thanks for that, it really helped =D... Two questions, firstly I keep getting java heap errors when running some of the map reduce jobs, I've increased the java heap by adding: <property> <name>mapred.child.java.opts</name> <value> -Xmx4096M </value> </property> to $HADOOP_HOME/conf/mapred-site.xml, but it doesn't seem to have gotten rid of them or it sometimes errors with a nonzero status error. The other question is how do I now run inference with this text_lda, all the labels etc are now numeric, all the documents in my corpus belong to one of several labels, so my original intent was to generate the topic model and then run inference on each document to work out where it belongs. Then feed in those values to an sgd logistic regression algorithm. Kind Regards, Folcon On 5 August 2012 23:59, DAN HELM <[EMAIL PROTECTED]> wrote: > Hi Folcon, > > I had that same error some time ago when I first started working with CVB. > > > CVB requires that the key of sparse vectors be Integer not Text. You can > convert textual keys from the seq2sparse output using the rowid command, > e.g., > > http://comments.gmane.org/gmane.comp.apache.mahout.user/13112 > > That posts talks about a different issue but the sample could I posted is > what I used. The "mv" command was used to move a file out that was > created by rowid, that specifies the mapping between the original text > ids (most likely file names) to the new integers created by rowid. > > Instead of moving out the mapping file I could probably just have run cvblike this: > > $MAHOUT cvb \ > -i ${WORK_DIR}/sparse-vectors-cvb/Matrix \ > -o ${WORK_DIR}/reuters-cvb -k 150 -ow -x 10 \ > Dan > > *From:* Folcon Red <[EMAIL PROTECTED]> > *To:* DAN HELM <[EMAIL PROTECTED]> > *Cc:* "[EMAIL PROTECTED]" <[EMAIL PROTECTED]> > *Sent:* Sunday, August 5, 2012 5:29 PM > > *Subject:* Re: Using Mahout to train an CVB and retrieve it's topics > > Hi Dan, > > I've managed to get the text_seq and text_vec generated properly, however > when I run: > > $MAHOUT_HOME/bin/mahout cvb -i /user/root/text_vec/tf-vectors -o > /user/root/text_lda -k 100 -nt 29536 -x 20 -dict > /user/root/text_vec/dictionary.file-0 -dt /user/root/text_cvb_document - > mt /user/root/text_states > > I get: > > 12/08/05 21:18:04 INFO mapred.JobClient: Task Id : > attempt_201208051752_0002_m_000003_1, Status : FAILED > java.lang.ClassCastException: org.apache.hadoop.io.Text cannot be cast to > org.apache.hadoop.io.IntWritable > at > > org.apache.mahout.clustering.lda.cvb.CachingCVB0Mapper.map(CachingCVB0Mapper.java:55) > at org.apache.hadoop.mapreduce.Mapper.run(Mapper.java:144) > at org.apache.hadoop.mapred.MapTask.runNewMapper(MapTask.java:647) > at org.apache.hadoop.mapred.MapTask.run(MapTask.java:323) > at org.apache.hadoop.mapred.Child$4.run(Child.java:270) > at java.security.AccessController.doPrivileged(Native Method) > at javax.security.auth.Subject.doAs(Subject.java:416) > at > > org.apache.hadoop.security.UserGroupInformation.doAs(UserGroupInformation.java:1127) > at org.apache.hadoop.mapred.Child.main(Child.java:264) > > Task attempt_201208051752_0002_m_000003_1 failed to report status for 600 > seconds. Killing! > > Any ideas what's causing this? > > Thank you for all the help so far! > > Kind Regards, > Folcon > > On 2 August 2012 02:41, Folcon Red <[EMAIL PROTECTED]> wrote: > > > Thanks Dan, > > > > Ok, now for some strange reason it(seq and vec appear to have values > now, > > will test the complete cvb later, I should head to bed...) appears to be > > working, The only things I think I changed was I stopped using absolute > > paths(referring to text_seq as opposed to /user/root/text_seq) and I'm > > using root now instead of sgeadmin. > > > > Regards, > > Folcon > > > > > > On 1 August 2012 03:00, DAN HELM <[EMAIL PROTECTED]> wrote: > > > >> Hi Folcon, > >> > >> There is no reason to rerun seq2sparse as it is clear something is > wrongwith the text files being processed by +
Folcon Red 2012-08-08, 14:30
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Re: Using Mahout to train an CVB and retrieve it's topicsDAN HELM 2012-08-08, 22:08
Folcon,
I believe that is the way to kick up the heap space. 4096M is quite large so I'm sure that should be fine. I believe you have to re-start Hadoop after making the config changes for them to take effect. As far as determining what documents the numeric ids correspond to....if you ran rowid to convert the text ids to numeric, a mapping file was also created called docIndex that specifies the mapping between numeric and original text ids. Dan ________________________________ From: Folcon Red <[EMAIL PROTECTED]> To: DAN HELM <[EMAIL PROTECTED]> Cc: "[EMAIL PROTECTED]" <[EMAIL PROTECTED]> Sent: Wednesday, August 8, 2012 10:30 AM Subject: Re: Using Mahout to train an CVB and retrieve it's topics Hi Dan, Thanks for that, it really helped =D... Two questions, firstly I keep getting java heap errors when running some of the map reduce jobs, I've increased the java heap by adding: <property> <name>mapred.child.java.opts</name> <value> -Xmx4096M </value> </property> to $HADOOP_HOME/conf/mapred-site.xml, but it doesn't seem to have gotten rid of them or it sometimes errors with a nonzero status error. The other question is how do I now run inference with this text_lda, all the labels etc are now numeric, all the documents in my corpus belong to one of several labels, so my original intent was to generate the topic model and then run inference on each document to work out where it belongs. Then feed in those values to an sgd logistic regression algorithm. Kind Regards, Folcon On 5 August 2012 23:59, DAN HELM <[EMAIL PROTECTED]> wrote: > Hi Folcon, > > I had that same error some time ago when I first started working with CVB. > > > CVB requires that the key of sparse vectors be Integer not Text. You can > convert textual keys from the seq2sparse output using the rowid command, > e.g., > > http://comments.gmane.org/gmane.comp.apache.mahout.user/13112 > > That posts talks about a different issue but the sample could I posted is > what I used. The "mv" command was used to move a file out that was > created by rowid, that specifies the mapping between the original text > ids (most likely file names) to the new integers created by rowid. > > Instead of moving out the mapping file I could probably just have run cvblike this: > > $MAHOUT cvb \ > -i ${WORK_DIR}/sparse-vectors-cvb/Matrix \ > -o ${WORK_DIR}/reuters-cvb -k 150 -ow -x 10 \ > Dan > > *From:* Folcon Red <[EMAIL PROTECTED]> > *To:* DAN HELM <[EMAIL PROTECTED]> > *Cc:* "[EMAIL PROTECTED]" <[EMAIL PROTECTED]> > *Sent:* Sunday, August 5, 2012 5:29 PM > > *Subject:* Re: Using Mahout to train an CVB and retrieve it's topics > > Hi Dan, > > I've managed to get the text_seq and text_vec generated properly, however > when I run: > > $MAHOUT_HOME/bin/mahout cvb -i /user/root/text_vec/tf-vectors -o > /user/root/text_lda -k 100 -nt 29536 -x 20 -dict > /user/root/text_vec/dictionary.file-0 -dt /user/root/text_cvb_document - > mt /user/root/text_states > > I get: > > 12/08/05 21:18:04 INFO mapred.JobClient: Task Id : > attempt_201208051752_0002_m_000003_1, Status : FAILED > java.lang.ClassCastException: org.apache.hadoop.io.Text cannot be cast to > org.apache.hadoop.io.IntWritable > at > > org.apache.mahout.clustering.lda.cvb.CachingCVB0Mapper.map(CachingCVB0Mapper.java:55) > at org.apache.hadoop.mapreduce.Mapper.run(Mapper.java:144) > at org.apache.hadoop.mapred.MapTask.runNewMapper(MapTask.java:647) > at org.apache.hadoop.mapred.MapTask.run(MapTask.java:323) > at org.apache.hadoop.mapred.Child$4.run(Child.java:270) > at java.security.AccessController.doPrivileged(Native Method) > at javax.security.auth.Subject.doAs(Subject.java:416) > at > > org.apache.hadoop.security.UserGroupInformation.doAs(UserGroupInformation.java:1127) > at org.apache.hadoop.mapred.Child.main(Child.java:264) > > Task attempt_201208051752_0002_m_000003_1 failed to report status for 600 > seconds. Killing! > > Any ideas what's causing this? +
DAN HELM 2012-08-08, 22:08
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