Create libsvm from multiple csv files for xgboost external memory training
I am trying to train an xgboost model using its external memory version, which takes a libsvm file as training set. Right now, all the data is stored in a bunch of csv files which combine together are way larger than the memory I have, say 70G.(you can easily read any one of them). I just wonder how to create one large libsvm file for xgboost. Or if there is any other work round for this. Thank you.
csv libsvm xgboost
asked Nov 20 at 21:58
Eric He
10218
add a comment |
I am trying to train an xgboost model using its external memory version, which takes a libsvm file as training set. Right now, all the data is stored in a bunch of csv files which combine together are way larger than the memory I have, say 70G.(you can easily read any one of them). I just wonder how to create one large libsvm file for xgboost. Or if there is any other work round for this. Thank you.
csv libsvm xgboost
asked Nov 20 at 21:58
Eric He
10218
add a comment |
I am trying to train an xgboost model using its external memory version, which takes a libsvm file as training set. Right now, all the data is stored in a bunch of csv files which combine together are way larger than the memory I have, say 70G.(you can easily read any one of them). I just wonder how to create one large libsvm file for xgboost. Or if there is any other work round for this. Thank you.
csv libsvm xgboost
asked Nov 20 at 21:58
Eric He
10218
I am trying to train an xgboost model using its external memory version, which takes a libsvm file as training set. Right now, all the data is stored in a bunch of csv files which combine together are way larger than the memory I have, say 70G.(you can easily read any one of them). I just wonder how to create one large libsvm file for xgboost. Or if there is any other work round for this. Thank you.
csv libsvm xgboost
csv libsvm xgboost
asked Nov 20 at 21:58
Eric He
10218
asked Nov 20 at 21:58
Eric He
10218
asked Nov 20 at 21:58
Eric He
10218
asked Nov 20 at 21:58
Eric He
10218
asked Nov 20 at 21:58
Eric He
10218
10218
add a comment |
add a comment |
1 Answer
1
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If you csv files do not have headers you can combine them with the Unix cat command.
Example:
> ls
file1.csv file2.csv
> cat *.csv > combined.csv
Now combined.csv is the concatenation of all the other files.
If all your csv files have headers you''ll want to do something trickier, like take the n-1 lines with tail.
XGBoost supports csv as an input.
If you want to convert that to libsvm regardless, you can use phraug's scripts.
answered Nov 22 at 0:47
Bar
1,2441831
Thanks for the answer, my understand is that libsvm is also a text file. Can I do the samecatthing on a bunch of libsvm files?
– Eric He
Nov 25 at 0:43
add a comment |
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1 Answer
1
active
oldest
votes
1 Answer
1
active
oldest
votes
active
oldest
votes
active
oldest
votes
If you csv files do not have headers you can combine them with the Unix cat command.
Example:
> ls
file1.csv file2.csv
> cat *.csv > combined.csv
Now combined.csv is the concatenation of all the other files.
If all your csv files have headers you''ll want to do something trickier, like take the n-1 lines with tail.
XGBoost supports csv as an input.
If you want to convert that to libsvm regardless, you can use phraug's scripts.
answered Nov 22 at 0:47
Bar
1,2441831
Thanks for the answer, my understand is that libsvm is also a text file. Can I do the samecatthing on a bunch of libsvm files?
– Eric He
Nov 25 at 0:43
add a comment |
If you csv files do not have headers you can combine them with the Unix cat command.
Example:
> ls
file1.csv file2.csv
> cat *.csv > combined.csv
Now combined.csv is the concatenation of all the other files.
If all your csv files have headers you''ll want to do something trickier, like take the n-1 lines with tail.
XGBoost supports csv as an input.
If you want to convert that to libsvm regardless, you can use phraug's scripts.
answered Nov 22 at 0:47
Bar
1,2441831
Thanks for the answer, my understand is that libsvm is also a text file. Can I do the samecatthing on a bunch of libsvm files?
– Eric He
Nov 25 at 0:43
add a comment |
If you csv files do not have headers you can combine them with the Unix cat command.
Example:
> ls
file1.csv file2.csv
> cat *.csv > combined.csv
Now combined.csv is the concatenation of all the other files.
If all your csv files have headers you''ll want to do something trickier, like take the n-1 lines with tail.
XGBoost supports csv as an input.
If you want to convert that to libsvm regardless, you can use phraug's scripts.
answered Nov 22 at 0:47
Bar
1,2441831
If you csv files do not have headers you can combine them with the Unix cat command.
Example:
> ls
file1.csv file2.csv
> cat *.csv > combined.csv
Now combined.csv is the concatenation of all the other files.
If all your csv files have headers you''ll want to do something trickier, like take the n-1 lines with tail.
XGBoost supports csv as an input.
If you want to convert that to libsvm regardless, you can use phraug's scripts.
answered Nov 22 at 0:47
Bar
1,2441831
answered Nov 22 at 0:47
Bar
1,2441831
answered Nov 22 at 0:47
Bar
1,2441831
answered Nov 22 at 0:47
Bar
1,2441831
1,2441831
Thanks for the answer, my understand is that libsvm is also a text file. Can I do the samecatthing on a bunch of libsvm files?
– Eric He
Nov 25 at 0:43
add a comment |
Thanks for the answer, my understand is that libsvm is also a text file. Can I do the samecatthing on a bunch of libsvm files?
– Eric He
Nov 25 at 0:43
Thanks for the answer, my understand is that libsvm is also a text file. Can I do the same
cat thing on a bunch of libsvm files?– Eric He
Nov 25 at 0:43
Thanks for the answer, my understand is that libsvm is also a text file. Can I do the same
cat thing on a bunch of libsvm files?– Eric He
Nov 25 at 0:43
add a comment |
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