python - unionAll resulting in StackOverflow -

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i've made progress own question (how load dataframe python requests stream downloading csv file?) on stackoverflow, i'm receiving stackoverflow error:

import requests import numpy np import pandas pd  import sys if sys.version_info[0] < 3:      stringio import stringio else:     io import stringio  pyspark.sql import sqlcontext sqlcontext = sqlcontext(sc)  chunk_size = 1024  url = "https://{0}:8443/gateway/default/webhdfs/v1/{1}?op=open".format(host, filepath)  r = requests.get(url, auth=(username, password),                   verify=false, allow_redirects=true,                   stream=true)  df = none curr_line = 1 remainder = '' chunk in r.iter_content(chunk_size):     txt = remainder + chunk     [lines, remainder] = txt.rsplit('\n', 1)      pdf = pd.read_csv(stringio(lines), sep='|', header=none)      if df == none:         df = sqlcontext.createdataframe(pdf)     else:         df = df.unionall(sqlcontext.createdataframe(pdf))  print df.count()

the stacktrace here:

--------------------------------------------------------------------------- py4jjavaerror                             traceback (most recent call last) <ipython-input-4-b3a89df3c7d8> in <module>()      36         df = sqlcontext.createdataframe(pdf)      37     else: ---> 38         df = df.unionall(sqlcontext.createdataframe(pdf))      39       40     #curr_line = curr_line + 1  /usr/local/src/spark160master/spark/python/pyspark/sql/dataframe.py in unionall(self, other)     993         equivalent `union all` in sql.     994         """ --> 995         return dataframe(self._jdf.unionall(other._jdf), self.sql_ctx)     996      997     @since(1.3)  /usr/local/src/spark160master/spark/python/lib/py4j-0.9-src.zip/py4j/java_gateway.py in __call__(self, *args)     811         answer = self.gateway_client.send_command(command)     812         return_value = get_return_value( --> 813             answer, self.gateway_client, self.target_id, self.name)     814      815         temp_arg in temp_args:  /usr/local/src/spark160master/spark/python/pyspark/sql/utils.py in deco(*a, **kw)      43     def deco(*a, **kw):      44         try: ---> 45             return f(*a, **kw)      46         except py4j.protocol.py4jjavaerror e:      47             s = e.java_exception.tostring()  /usr/local/src/spark160master/spark/python/lib/py4j-0.9-src.zip/py4j/protocol.py in get_return_value(answer, gateway_client, target_id, name)     306                 raise py4jjavaerror(     307                     "an error occurred while calling {0}{1}{2}.\n". --> 308                     format(target_id, ".", name), value)     309             else:     310                 raise py4jerror(  py4jjavaerror: error occurred while calling o19563.unionall. : java.lang.stackoverflowerror

i'm not sure how fix this. tips appreciated.

you shouldn't iteratively merge distributed data structures without controlling number of partitions. you'll find complete explanation going on in stackoverflow due long rdd lineage unfortunately dataframes trickier:

dfs = ... # list of pyspark.sql.dataframe  def unionall(*dfs):     if not dfs:         raise valueerror()     first = dfs[0]     return df.sql_ctx.createdataframe(         df._sc.union([df.rdd df in dfs]), first.schema     )  unionall(*dfs)

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