Thanks a ton Raj. This worked for me too.
regards,
sandipan

On 20 November 2014 11:02, Raj Dabre <[email protected]> wrote:

> Try this one.
>
> On Thu, Nov 20, 2014 at 7:58 PM, Sandipan Dandapat <
> [email protected]> wrote:
>
>> Hi Raj,
>> I am still getting the same error as follows:
>> reading vocabulary files
>> Reading vocabulary file from:new_corpus/inc.fr.vcb
>> ERROR: TOKEN ID must be unique for each token, in line :
>> 2 traité 34
>> TOKEN ID 2 has already been assigned to: traité
>>
>> Your script is generating duplicates items.  May be you can forward me
>> the .py script again. I hope we are not using different version of the same!
>>
>> However, I made some changes in the .py script based on your suggestion
>> and is working without any error. Please see the attached scripts.
>> Regards,
>> sandipan
>>
>>
>> On 20 November 2014 09:24, Raj Dabre <[email protected]> wrote:
>>
>>> Hey,
>>>
>>> I just remembered that I have a pathetic memory.
>>> I forgot to add the lines for sorting the .vcb file in increasing order
>>> of id.
>>>
>>> Just add the following lines to align_new.sh after the line ---------
>>> $MGIZA/scripts/plain2snt-hasvcb.py ../corpus/$4.vcb ../corpus/$3.vcb $2 $1
>>> $2_$1.snt $1_$2.snt  $2.vcb $1.vcb :
>>>
>>> sort -n $1.vcb > tmp
>>> mv tmp $1.vcb
>>> sort -n $2.vcb > tmp
>>> mv tmp $2.vcb
>>>
>>> And it will run perfectly. I am sure of it. I used your folder just to
>>> be sure. It works.
>>> Sorry for my silliness. Lemme know if it works now.
>>>
>>> Regards.
>>>
>>> On Thu, Nov 20, 2014 at 1:13 AM, Raj Dabre <[email protected]> wrote:
>>>
>>>> Well then your paths must be wrong.
>>>> I cant see why the files are not being generated.
>>>> Ill look into it tomorrow and let you know
>>>>
>>>>
>>>> On 01:10, Thu, 20 Nov 2014 Sandipan Dandapat <
>>>> [email protected]> wrote:
>>>>
>>>>> When I am using your script then it has no problem. But when modified
>>>>> the lines nid = len(fvcb)+2; there is no .vcb files in the new_corpus/ dir
>>>>> i used these two commands.
>>>>>
>>>>> sh full_train.sh org.en org.fr
>>>>>  sh align_new.sh inc.en inc.fr org.en org.fr
>>>>>
>>>>> Is the above right?
>>>>>
>>>>> I have kept the paths (MGIZA, MODEL_BASE and CORPUS_BASE,
>>>>> NEW_CORPUS_BASE) hard-coded in the scripts.
>>>>>
>>>>>
>>>>> On 19 November 2014 15:49, Raj Dabre <[email protected]> wrote:
>>>>>
>>>>>> Cannot open file???
>>>>>> Does the file exist??
>>>>>> Aee you passing the path properly?
>>>>>>
>>>>>>
>>>>>> On 00:44, Thu, 20 Nov 2014 Sandipan Dandapat <
>>>>>> [email protected]> wrote:
>>>>>>
>>>>>>> Hi,
>>>>>>> I made the changes based on your suggestions, its now generating a
>>>>>>> different error as below:
>>>>>>>
>>>>>>>
>>>>>>> reading vocabulary files
>>>>>>> Reading vocabulary file from:new_corpus/inc.fr.vcb
>>>>>>>
>>>>>>> Cannot open vocabulary file new_corpus/inc.fr.vcbfil
>>>>>>>
>>>>>>> I am attaching the working dir and the .py scripts here with. I have
>>>>>>> the 10 parallel sentences for incremental alignment is in inc_data/ 
>>>>>>> where
>>>>>>> as the original 500 sentences are there in mtdata/ directory
>>>>>>>
>>>>>>> Thanks a ton for your help.
>>>>>>>
>>>>>>> Regards,
>>>>>>> sandipan
>>>>>>>
>>>>>>> On 19 November 2014 15:18, Raj Dabre <[email protected]> wrote:
>>>>>>>
>>>>>>>> Hey,
>>>>>>>>
>>>>>>>> I am pretty sure that my script does not generate duplicate token
>>>>>>>> id.
>>>>>>>>
>>>>>>>> In fact, I used to get the same error till I modified the script.
>>>>>>>>
>>>>>>>> In case you do want to avoid this error and not use my script then:
>>>>>>>>
>>>>>>>> 1. Open the original python script: plain2snt-hasvcb.py
>>>>>>>> 2. There is a line which increments the id counter by 1 ( the line
>>>>>>>> is nid = len(fvcb)+1;)
>>>>>>>> 3. Make this line: nid = len(fvcb)+2; (This is cause the id
>>>>>>>> numbering starts from 1, and thus if you have 23 tokens then the id 
>>>>>>>> will go
>>>>>>>> from 2 to 24. The original update script will do: nid = 23 + 1 = 24 
>>>>>>>> and the
>>>>>>>> modification will give 25 correctly). This is in 2 places: nid =
>>>>>>>> len(evcb)+2;
>>>>>>>>
>>>>>>>> Do this and it will work.
>>>>>>>>
>>>>>>>> In any case... send me a zip file of your working directory (if its
>>>>>>>> small.... you are testing it on small data right ? ). I will see what 
>>>>>>>> the
>>>>>>>> problem is.
>>>>>>>>
>>>>>>>>
>>>>>>>>
>>>>>>>> On Wed, Nov 19, 2014 at 11:44 PM, Sandipan Dandapat <
>>>>>>>> [email protected]> wrote:
>>>>>>>>
>>>>>>>>> Dear Raj,
>>>>>>>>> I also tried to use your scripts for incremental alignment. I
>>>>>>>>> copied your python script in the desired directory still I am 
>>>>>>>>> receiving the
>>>>>>>>> same error as posted by Ihab.
>>>>>>>>> reading vocabulary files
>>>>>>>>> Reading vocabulary file from:new_corpus/inc.fr.vcb
>>>>>>>>> ERROR: TOKEN ID must be unique for each token, in line :
>>>>>>>>> 24 roi 2
>>>>>>>>> TOKEN ID 24 has already been assigned to: roi
>>>>>>>>>
>>>>>>>>> I took only 500 sentences pairs for full_train.sh and it worked
>>>>>>>>> fine with 758 lines in the corpus/tgt_filename.vcb file
>>>>>>>>>
>>>>>>>>> I took only 10 sentences for incremental alignment_new.sh which
>>>>>>>>> generated the error and I found 8054 lines in the
>>>>>>>>> new_corpus/new_tgt_file.vcb
>>>>>>>>> Is there any problem? Can you please help me on the same.
>>>>>>>>>
>>>>>>>>> Thanks and regards,
>>>>>>>>> sandipan
>>>>>>>>>
>>>>>>>>>
>>>>>>>>> On 4 November 2014 16:13, prajdabre <[email protected]> wrote:
>>>>>>>>>
>>>>>>>>>> Dear Ihab.
>>>>>>>>>> There is a python script that was there in the google drive
>>>>>>>>>> folder in the first mail I sent you.
>>>>>>>>>> Please replace the existing file with my copy.
>>>>>>>>>>
>>>>>>>>>> It has to work.
>>>>>>>>>>
>>>>>>>>>> Regards.
>>>>>>>>>>
>>>>>>>>>>
>>>>>>>>>> Sent from Samsung Mobile
>>>>>>>>>>
>>>>>>>>>>
>>>>>>>>>>
>>>>>>>>>> -------- Original message --------
>>>>>>>>>> From: Ihab Ramadan <[email protected]>
>>>>>>>>>> Date: 05/11/2014 00:54 (GMT+09:00)
>>>>>>>>>> To: 'Raj Dabre' <[email protected]>
>>>>>>>>>> Cc: [email protected]
>>>>>>>>>> Subject: RE: [Moses-support] Incremental training
>>>>>>>>>>
>>>>>>>>>>
>>>>>>>>>> Dear Raj,
>>>>>>>>>>
>>>>>>>>>> Your point is clear and I try to follow the steps you mentioned
>>>>>>>>>> but I stuck now in the align_new.sh script which gives me this error
>>>>>>>>>>
>>>>>>>>>> reading vocabulary files
>>>>>>>>>>
>>>>>>>>>> Reading vocabulary file from:new_corpus/TraningTarget.txt.vcb
>>>>>>>>>>
>>>>>>>>>> ERROR: TOKEN ID must be unique for each token, in line :
>>>>>>>>>>
>>>>>>>>>> 29107 q-1 4
>>>>>>>>>>
>>>>>>>>>> Do you have any idea what this error means?
>>>>>>>>>>
>>>>>>>>>>
>>>>>>>>>>
>>>>>>>>>> *From:* Raj Dabre [mailto:[email protected]]
>>>>>>>>>> *Sent:* Tuesday, November 4, 2014 12:06 PM
>>>>>>>>>> *To:* [email protected]
>>>>>>>>>> *Cc:* [email protected]
>>>>>>>>>> *Subject:* Re: [Moses-support] Incremental training
>>>>>>>>>>
>>>>>>>>>>
>>>>>>>>>>
>>>>>>>>>> Dear Ihab,
>>>>>>>>>>
>>>>>>>>>> Perhaps I should have mentioned much more clearly what my script
>>>>>>>>>> does. Sorry for that.
>>>>>>>>>>
>>>>>>>>>> Let me start with this: There is no direct/easy way to generate
>>>>>>>>>> the moses.ini file as you need.
>>>>>>>>>>
>>>>>>>>>> 1. Suppose you have 2 million lines of parallel corpora and you
>>>>>>>>>> trained a SMT system for it. This naturally gives the phrase table,
>>>>>>>>>> reordering table and moses.ini.
>>>>>>>>>>
>>>>>>>>>> 2. Suppose you got 500 k more lines of parallel corpora.... there
>>>>>>>>>> are 2 ways:
>>>>>>>>>>
>>>>>>>>>>     a. Retrain 2.5 million lines from scratch (will take lots of
>>>>>>>>>> time: ~ 2-3 days on a regular machines)
>>>>>>>>>>
>>>>>>>>>>     b. Train on only the 500k new lines using the alignment
>>>>>>>>>> information of the original training data. (Faster: ~ 6-7 hours).
>>>>>>>>>>
>>>>>>>>>>
>>>>>>>>>>
>>>>>>>>>> What my scripts do: *THEY ONLY GENERATE ALIGNMENTS and NOT
>>>>>>>>>> PHRASE TABLES.*
>>>>>>>>>>
>>>>>>>>>> 1. full_train.sh -------------- This trains on the original
>>>>>>>>>> corpus of 2 million lines. (Generate alignment files only for the 
>>>>>>>>>> original
>>>>>>>>>> corpus)
>>>>>>>>>>
>>>>>>>>>> 2. align_new.sh -------------- This trains on the new corpus of
>>>>>>>>>> 500 k lines. (Generate alignment files only for the new corpus using 
>>>>>>>>>> the
>>>>>>>>>> alignments for 1)
>>>>>>>>>>
>>>>>>>>>>
>>>>>>>>>>
>>>>>>>>>> *Why this split ????* Because the basic training step of Moses
>>>>>>>>>> does not preserve the alignment probability information. Only the
>>>>>>>>>> alignments are saved. To continue training we need the probability
>>>>>>>>>> information.
>>>>>>>>>>
>>>>>>>>>> You can pass flags to moses to preserve this information ( this
>>>>>>>>>> flag is --giza-option . If you do this then you will not need
>>>>>>>>>> full_train.sh. But you will have to change the config files before 
>>>>>>>>>> using
>>>>>>>>>> align_new.sh)
>>>>>>>>>>
>>>>>>>>>> *HOW TO GET UPDATED PHRASE TABLE:*
>>>>>>>>>>
>>>>>>>>>> 1. Append the forward alignments (fwd) generated by align_new.sh
>>>>>>>>>> to the forward (fwd) alignments generated by full_train.sh.
>>>>>>>>>> 2. Append the inverse alignments (inv) generated by align_new.sh
>>>>>>>>>> to the inverse (inv) alignments generated by full_train.sh.
>>>>>>>>>>
>>>>>>>>>> 3. Run the moses training script with additional flags:
>>>>>>>>>>
>>>>>>>>>>    - --first-step -- first step in the training process (default
>>>>>>>>>>    1)--------------- This will be 4
>>>>>>>>>>    - --last-step -- last step in the training process (default
>>>>>>>>>>    7)------------ This will remain 7
>>>>>>>>>>    - --giza-f2e -- <path to folder>/new_giza.fwd
>>>>>>>>>>    - --giza-e2f -- <path to folder>/new_giza.inv
>>>>>>>>>>
>>>>>>>>>> For example:
>>>>>>>>>>
>>>>>>>>>> ~/mosesdecoder/scripts/training/train-model.perl -root-dir <your 
>>>>>>>>>> training directory> \
>>>>>>>>>>
>>>>>>>>>>  -corpus <your new corpus name>                             \
>>>>>>>>>>
>>>>>>>>>>  -f <src> -e <tgt> -alignment grow-diag-final-and -reordering 
>>>>>>>>>> msd-bidirectional-fe \
>>>>>>>>>>
>>>>>>>>>>  -lm 0:3:<path to LM>:8                          \
>>>>>>>>>>  --first-step 4  --last-step 7 --giza-f2e -- <path to 
>>>>>>>>>> folder>/new_giza.fwd --giza-e2f -- <path to folder>/new_giza.inv \
>>>>>>>>>>  -external-bin-dir <path to giza++ binaries>
>>>>>>>>>>
>>>>>>>>>> For more details on the training step read this:
>>>>>>>>>> http://www.statmt.org/moses/?n=FactoredTraining.
>>>>>>>>>> TrainingParameters
>>>>>>>>>>
>>>>>>>>>> What this does is assumes that you have alignments and continue
>>>>>>>>>> the phrase extraction, reordering and generate the new moses.ini 
>>>>>>>>>> file.
>>>>>>>>>>
>>>>>>>>>> WARNING: Specify the filenames and paths properly *OR IT WILL
>>>>>>>>>> FAIL.*
>>>>>>>>>>
>>>>>>>>>>
>>>>>>>>>>
>>>>>>>>>> If you are still unclear then please ask and I will try to help
>>>>>>>>>> you as much as I can.
>>>>>>>>>>
>>>>>>>>>> Regards.
>>>>>>>>>>
>>>>>>>>>>
>>>>>>>>>>
>>>>>>>>>>
>>>>>>>>>>
>>>>>>>>>>
>>>>>>>>>>
>>>>>>>>>> On Tue, Nov 4, 2014 at 6:09 PM, Ihab Ramadan <
>>>>>>>>>> [email protected]> wrote:
>>>>>>>>>>
>>>>>>>>>> Dear Raj,
>>>>>>>>>>
>>>>>>>>>> That’s a great work my friend,
>>>>>>>>>>
>>>>>>>>>> This files make the script work but it takes long time to finish
>>>>>>>>>> also it did not generate the model folder which contain the 
>>>>>>>>>> moses.ini file
>>>>>>>>>>
>>>>>>>>>> Is this normal?
>>>>>>>>>>
>>>>>>>>>> And I now try to run it again as I suspect that the server was
>>>>>>>>>> shut down before the training was completed but i notice that it 
>>>>>>>>>> starts
>>>>>>>>>> form the beginning and did not use the existing files generated
>>>>>>>>>>
>>>>>>>>>> Thanks Raj it still a great work
>>>>>>>>>>
>>>>>>>>>>
>>>>>>>>>>
>>>>>>>>>>
>>>>>>>>>>
>>>>>>>>>> *From:* Raj Dabre [mailto:[email protected]]
>>>>>>>>>> *Sent:* Thursday, October 30, 2014 4:54 PM
>>>>>>>>>>
>>>>>>>>>>
>>>>>>>>>> *To:* [email protected]
>>>>>>>>>> *Cc:* [email protected]
>>>>>>>>>> *Subject:* Re: [Moses-support] Incremental training
>>>>>>>>>>
>>>>>>>>>>
>>>>>>>>>>
>>>>>>>>>> Ahh.... i totally forgot that part.
>>>>>>>>>>
>>>>>>>>>> Sorry.
>>>>>>>>>>
>>>>>>>>>> PFA.
>>>>>>>>>>
>>>>>>>>>> Just place them in the folder where the shell scripts
>>>>>>>>>> full_train.sh and align_new.sh are.
>>>>>>>>>>
>>>>>>>>>> Hopefully it should run now.
>>>>>>>>>>
>>>>>>>>>> Please let me know if you succeed.
>>>>>>>>>>
>>>>>>>>>>
>>>>>>>>>>
>>>>>>>>>> On Thu, Oct 30, 2014 at 11:44 PM, Ihab Ramadan <
>>>>>>>>>> [email protected]> wrote:
>>>>>>>>>>
>>>>>>>>>> Dear Raj,
>>>>>>>>>>
>>>>>>>>>> It is a great solution
>>>>>>>>>>
>>>>>>>>>> I installed MGIZA++ successfully and I am using your scripts to
>>>>>>>>>> run training
>>>>>>>>>>
>>>>>>>>>> And I followed the steps you mentioned but I faces this error
>>>>>>>>>> when I was running the full_train.sh script
>>>>>>>>>>
>>>>>>>>>>
>>>>>>>>>>
>>>>>>>>>> bla bla  bla
>>>>>>>>>>
>>>>>>>>>> .
>>>>>>>>>>
>>>>>>>>>> .
>>>>>>>>>>
>>>>>>>>>> .
>>>>>>>>>>
>>>>>>>>>> .
>>>>>>>>>>
>>>>>>>>>>
>>>>>>>>>>
>>>>>>>>>> Starting MGIZA
>>>>>>>>>>
>>>>>>>>>> Initializing Global Paras
>>>>>>>>>>
>>>>>>>>>> DEBUG: EnterDEBUG: PrefixDEBUG: LogParsing Arguments
>>>>>>>>>>
>>>>>>>>>> ERROR:  Cannot open configuration file configgiza.fwd!
>>>>>>>>>>
>>>>>>>>>> Starting MGIZA
>>>>>>>>>>
>>>>>>>>>> Initializing Global Paras
>>>>>>>>>>
>>>>>>>>>> DEBUG: EnterDEBUG: PrefixDEBUG: LogParsing Arguments
>>>>>>>>>>
>>>>>>>>>> ERROR:  Cannot open configuration file configgiza.rev!
>>>>>>>>>>
>>>>>>>>>>
>>>>>>>>>>
>>>>>>>>>>
>>>>>>>>>>
>>>>>>>>>> This two files does not exists
>>>>>>>>>>
>>>>>>>>>> should they be generated from the installation?
>>>>>>>>>>
>>>>>>>>>> How to get them?
>>>>>>>>>>
>>>>>>>>>>
>>>>>>>>>>
>>>>>>>>>> *From:* Raj Dabre [mailto:[email protected]]
>>>>>>>>>> *Sent:* Sunday, October 26, 2014 6:21 PM
>>>>>>>>>> *To:* [email protected]
>>>>>>>>>> *Cc:* [email protected]
>>>>>>>>>> *Subject:* Re: [Moses-support] Incremental training
>>>>>>>>>>
>>>>>>>>>>
>>>>>>>>>>
>>>>>>>>>> Hello Ihab,
>>>>>>>>>>
>>>>>>>>>> I would suggest using mgiza++. http://www.kyloo.net/software/
>>>>>>>>>> doku.php/mgiza:overview
>>>>>>>>>>
>>>>>>>>>> It is very easy to use.
>>>>>>>>>>
>>>>>>>>>> I also wrote some scripts to make it easy for training.
>>>>>>>>>> Visit the link below for my scripts.
>>>>>>>>>> https://drive.google.com/folderview?id=
>>>>>>>>>> 0B2gN8qfxTTUoSU43OFBhZXpPZ3M&usp=sharing
>>>>>>>>>>
>>>>>>>>>> Usage:
>>>>>>>>>>
>>>>>>>>>> To train basic IBM models:
>>>>>>>>>> bash full_train.sh <src_corpus_file_name> <tgt_corpus_file_name>
>>>>>>>>>> <model_folder_base> <corpus_folder_base> 
>>>>>>>>>> <path_to_mgizapp_installation>
>>>>>>>>>>
>>>>>>>>>> To align 2 new files using previously trained models (aka
>>>>>>>>>> continue training).
>>>>>>>>>>
>>>>>>>>>> bash align_new.sh <new_src_corpus_file_name>
>>>>>>>>>> <new_tgt_corpus_file_name> <old_src_corpus_file_name>
>>>>>>>>>> <old_tgt_corpus_file_name> <model_folder_base> <corpus_folder_base>
>>>>>>>>>> <path_to_mgizapp_installation>
>>>>>>>>>>
>>>>>>>>>> There is also a python script which you had better replace in the
>>>>>>>>>> scripts folder of mgiza++. I have modified it to work with my 
>>>>>>>>>> scripts.
>>>>>>>>>>
>>>>>>>>>> Hope this helps.
>>>>>>>>>>
>>>>>>>>>>
>>>>>>>>>>
>>>>>>>>>>
>>>>>>>>>>
>>>>>>>>>> On Sun, Oct 26, 2014 at 11:05 PM, Ihab Ramadan <
>>>>>>>>>> [email protected]> wrote:
>>>>>>>>>>
>>>>>>>>>> Dear All,
>>>>>>>>>>
>>>>>>>>>> I just need a clear steps on how to do incremental training in
>>>>>>>>>> moses, as the illustration in the manual is not cleared enough
>>>>>>>>>>
>>>>>>>>>> Thanks
>>>>>>>>>>
>>>>>>>>>>
>>>>>>>>>>
>>>>>>>>>> Best Regards
>>>>>>>>>>
>>>>>>>>>> *Ihab Ramadan*| Senior Developer| Saudisoft
>>>>>>>>>> <http://www.saudisoft.com/> - Egypt | *Tel * +2 02 330 320 37
>>>>>>>>>> Ext- 0 | Mob+201007570826 | Fax+20233032036 | *Follow us on *[image:
>>>>>>>>>> linked]
>>>>>>>>>> <http://www.linkedin.com/company/77017?trk=vsrp_companies_res_name&trkInfo=VSRPsearchId%3A1489659901402995947155%2CVSRPtargetId%3A77017%2CVSRPcmpt%3Aprimary>*
>>>>>>>>>>  |
>>>>>>>>>> **[image: ZA102637861]*
>>>>>>>>>> <https://www.facebook.com/pages/Saudisoft-Co-Ltd/289968997768973?ref_type=bookmark>*
>>>>>>>>>>  |
>>>>>>>>>> **[image: ZA102637858]* <https://twitter.com/Saudisoft>
>>>>>>>>>>
>>>>>>>>>>
>>>>>>>>>>
>>>>>>>>>>
>>>>>>>>>> _______________________________________________
>>>>>>>>>> Moses-support mailing list
>>>>>>>>>> [email protected]
>>>>>>>>>> http://mailman.mit.edu/mailman/listinfo/moses-support
>>>>>>>>>>
>>>>>>>>>>
>>>>>>>>>>
>>>>>>>>>>
>>>>>>>>>> --
>>>>>>>>>>
>>>>>>>>>> Raj Dabre.
>>>>>>>>>> Research Student,
>>>>>>>>>>
>>>>>>>>>> Graduate School of Informatics,
>>>>>>>>>> Kyoto University.
>>>>>>>>>>
>>>>>>>>>> CSE MTech, IITB., 2011-2014
>>>>>>>>>>
>>>>>>>>>>
>>>>>>>>>>
>>>>>>>>>>
>>>>>>>>>> --
>>>>>>>>>>
>>>>>>>>>> Raj Dabre.
>>>>>>>>>> Research Student,
>>>>>>>>>>
>>>>>>>>>> Graduate School of Informatics,
>>>>>>>>>> Kyoto University.
>>>>>>>>>>
>>>>>>>>>> CSE MTech, IITB., 2011-2014
>>>>>>>>>>
>>>>>>>>>>
>>>>>>>>>>
>>>>>>>>>>
>>>>>>>>>> --
>>>>>>>>>>
>>>>>>>>>> Raj Dabre.
>>>>>>>>>> Research Student,
>>>>>>>>>>
>>>>>>>>>> Graduate School of Informatics,
>>>>>>>>>> Kyoto University.
>>>>>>>>>>
>>>>>>>>>> CSE MTech, IITB., 2011-2014
>>>>>>>>>>
>>>>>>>>>> _______________________________________________
>>>>>>>>>> Moses-support mailing list
>>>>>>>>>> [email protected]
>>>>>>>>>> http://mailman.mit.edu/mailman/listinfo/moses-support
>>>>>>>>>>
>>>>>>>>>>
>>>>>>>>>
>>>>>>>>
>>>>>>>>
>>>>>>>> --
>>>>>>>> Raj Dabre.
>>>>>>>> Research Student,
>>>>>>>> Graduate School of Informatics,
>>>>>>>> Kyoto University.
>>>>>>>> CSE MTech, IITB., 2011-2014
>>>>>>>>
>>>>>>>>
>>>>>>>
>>>>>
>>>
>>>
>>> --
>>> Raj Dabre.
>>> Research Student,
>>> Graduate School of Informatics,
>>> Kyoto University.
>>> CSE MTech, IITB., 2011-2014
>>>
>>>
>>
>
>
> --
> Raj Dabre.
> Research Student,
> Graduate School of Informatics,
> Kyoto University.
> CSE MTech, IITB., 2011-2014
>
>
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