Last active
December 19, 2015 16:19
-
-
Save JensRantil/5982727 to your computer and use it in GitHub Desktop.
Example: Chaining map reduce jobs in Disco. See https://groups.google.com/forum/#!topic/disco-dev/gSSxTqX_rj0
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
import sys | |
sys.path.append("/home/damian/disco/lib/") | |
from disco.core import Job, result_iterator | |
from disco.worker.classic.func import chain_reader | |
import csv, sys | |
class CsvInnerJoiner(Job): | |
partitions = 2 | |
sort = True | |
def map(self, row, params): | |
yield row[0], row[1:] | |
@staticmethod | |
def map_reader(fd, size, url, params): | |
reader = csv.reader(fd, delimiter=',') | |
for row in reader: | |
yield row | |
#@staticmethod | |
def reduce(self, rows_iter, out, params): | |
from disco.util import kvgroup | |
from itertools import chain | |
#for url_key, descriptors in kvgroup(sorted(rows_iter)): | |
for url_key, descriptors in kvgroup(rows_iter): | |
merged_descriptors = list(chain.from_iterable(descriptors)) | |
print url_key,"_______",merged_descriptors | |
if len(merged_descriptors) > 3: | |
Alist = merged_descriptors[:merged_descriptors.index("B")] | |
Blist = merged_descriptors[merged_descriptors.index("B"):] | |
Alistlength = len(Alist)/3 | |
Blistlength = len(Blist)/3 | |
for i in range(Alistlength): | |
for j in range(Blistlength): | |
container = int(Alist[3*i+2])*int(Blist[3*j+2]) | |
yield [Alist[3*i+1],Blist[3*j+1]],container | |
#out.add(Alist[3*i+1],[Blist[3*j+1],container]) |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
import sys | |
sys.path.append("/home/damian/disco/lib/") | |
from disco.core import Job, result_iterator | |
from disco.worker.classic.func import chain_reader | |
import csv, sys | |
if __name__ == '__main__': | |
input_filename = "input.csv" | |
output_filename = "output.csv" | |
if len(sys.argv) > 1: | |
input_filename = sys.argv[1] | |
if len(sys.argv) > 2: | |
output_filename = sys.argv[2] | |
from CsvInnerJoiner import CsvInnerJoiner | |
from SumJob import SumJob | |
job = CsvInnerJoiner().run(input=[input_filename]) | |
job = SumJob().run(input=job.wait()) | |
with open(output_filename, 'w') as fp: | |
writer = csv.writer(fp) | |
for url_key, descriptors in result_iterator(job.wait(show=True)): | |
writer.writerow([url_key] + descriptors) |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
import sys | |
sys.path.append("/home/damian/disco/lib/") | |
from disco.core import Job, result_iterator | |
from disco.worker.classic.func import chain_reader | |
import csv, sys | |
class SumJob(Job): | |
map_reader = staticmethod(chain_reader) | |
@staticmethod | |
def map(key_value, params): | |
print "KEY::::::",str(key_value[0]) | |
print "VAL::::::",str(key_value[1]) | |
yield key_value[0], key_value[1] | |
@staticmethod | |
def reduce(key_value,out, params): | |
Summe = sum(key_value[1]) | |
out.add(key_value[0],Summe) |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment