I am reading first line of all the files in a directory, on local it works fine but on EMR this test is failing at stuck at around 200-300th file. Also ps -eLF show increase of childs to 3000 even print in on 200th line.
It this some bug on EMR to read max bytes? pydoop version pydoop==0.12.0
import os
import sys
import shutil
import codecs
import pydoop.hdfs as hdfs
def prepare_data(hdfs_folder):
folder = "test_folder"
copies_count = 700
src_file = "file"
#1) create a folder
if os.path.exists(folder):
shutil.rmtree(folder)
os.makedirs(folder)
#2) create XXX copies of file in folder
for x in range(0, copies_count):
shutil.copyfile(src_file, folder+"/"+src_file+"_"+str(x))
#3) copy folder to hdfs
#hadoop fs -copyFromLocal test_folder/ /maaz/test_aa
remove_command = "hadoop fs -rmr "+ hdfs_folder
print remove_command
os.system(remove_command)
command = "hadoop fs -copyFromLocal "+folder+" "+ hdfs_folder
print command
os.system(command)
def main(hdfs_folder):
try:
conn_hdfs = hdfs.fs.hdfs()
if conn_hdfs.exists(hdfs_folder):
items_list = conn_hdfs.list_directory(hdfs_folder)
for item in items_list:
if not item["kind"] == "file":
continue
file_name = item["name"]
print "validating file : %s" % file_name
try:
file_handle = conn_hdfs.open_file(file_name)
file_line = file_handle.readline()
print file_line
file_handle.close()
except Exception as exp:
print '####Exception \'%s\' in reading file %s' % (str(exp), file_name)
file_handle.close()
continue
conn_hdfs.close()
except Exception as e:
print "####Exception \'%s\' in validating files!" % str(e)
if __name__ == '__main__':
hdfs_path = '/abc/xyz'
prepare_data(hdfs_path)
main(hdfs_path)
Pydoop is a Python interface to Hadoop that allows you to write MapReduce applications and interact with HDFS in pure Python.
I suggest using the subprocess
module for reading the first line instead of pydoop
's conn_hdfs.open_file
import subprocess
cmd='hadoop fs -cat {f}|head -1'.format(f=file_name)
process=subprocess.Popen(cmd, shell=True,stdout=subprocess.PIPE,stderr=subprocess.PIPE)
stdout, stderr=process.communicate()
if stderr!='':
file_line=stdout.split('\n')[0]
else:
print "####Exception '{e}' in reading file {f}".format(f=file_name,e=stdout)
continue
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