X-Git-Url: https://code.communitydata.science/cdsc_reddit.git/blobdiff_plain/4ec9c1424711eb81edf6b6431d5dfae360013174..529b7f051133df6cccd3fbf360f8b196bf5b5996:/submissions_2_parquet_part1.py diff --git a/submissions_2_parquet_part1.py b/submissions_2_parquet_part1.py index 10bb5f0..23b1200 100755 --- a/submissions_2_parquet_part1.py +++ b/submissions_2_parquet_part1.py @@ -4,80 +4,19 @@ # 1. from gz to arrow parquet (this script) # 2. from arrow parquet to spark parquet (submissions_2_parquet_part2.py) -from collections import defaultdict -from os import path -import glob import json -import re from datetime import datetime -from subprocess import Popen, PIPE -from multiprocessing import Pool, SimpleQueue - -dumpdir = "/gscratch/comdata/raw_data/reddit_dumps/submissions" - -def find_json_files(dumpdir): - base_pattern = "RS_20*.*" - - files = glob.glob(path.join(dumpdir,base_pattern)) - - # build a dictionary of possible extensions for each dump - dumpext = defaultdict(list) - for fpath in files: - fname, ext = path.splitext(fpath) - dumpext[fname].append(ext) - - ext_priority = ['.zst','.xz','.bz2'] - - for base, exts in dumpext.items(): - found = False - if len(exts) == 1: - yield base + exts[0] - found = True - else: - for ext in ext_priority: - if ext in exts: - yield base + ext - found = True - assert(found == True) - -files = list(find_json_files(dumpdir)) - -def read_file(fh): - lines = open_input_file(fh) - for line in lines: - yield line - -def open_fileset(files): - for fh in files: - print(fh) - lines = open_input_file(fh) - for line in lines: - yield line - -def open_input_file(input_filename): - if re.match(r'.*\.7z$', input_filename): - cmd = ["7za", "x", "-so", input_filename, '*'] - elif re.match(r'.*\.gz$', input_filename): - cmd = ["zcat", input_filename] - elif re.match(r'.*\.bz2$', input_filename): - cmd = ["bzcat", "-dk", input_filename] - elif re.match(r'.*\.bz', input_filename): - cmd = ["bzcat", "-dk", input_filename] - elif re.match(r'.*\.xz', input_filename): - cmd = ["xzcat",'-dk', '-T 20',input_filename] - elif re.match(r'.*\.zst',input_filename): - cmd = ['zstd','-dck', input_filename] - try: - input_file = Popen(cmd, stdout=PIPE).stdout - except NameError as e: - print(e) - input_file = open(input_filename, 'r') - return input_file +from multiprocessing import Pool +from itertools import islice +from helper import find_dumps, open_fileset +import pandas as pd +import pyarrow as pa +import pyarrow.parquet as pq def parse_submission(post, names = None): if names is None: - names = ['id','author','subreddit','title','created_utc','permalink','url','domain','score','ups','downs','over_18','has_media','selftext','retrieved_on','num_comments','gilded','edited','time_edited','subreddit_type','subreddit_id','subreddit_subscribers','name','is_self','stickied','is_submitter','quarantine','error'] + names = ['id','author','subreddit','title','created_utc','permalink','url','domain','score','ups','downs','over_18','has_media','selftext','retrieved_on','num_comments','gilded','edited','time_edited','subreddit_type','subreddit_id','subreddit_subscribers','name','is_self','stickied','quarantine','error'] try: post = json.loads(post) @@ -116,6 +55,10 @@ def parse_submission(post, names = None): row.append(post[name]) return tuple(row) +dumpdir = "/gscratch/comdata/raw_data/reddit_dumps/submissions" + +files = list(find_dumps(dumpdir)) + pool = Pool(28) stream = open_fileset(files) @@ -124,11 +67,6 @@ N = 100000 rows = pool.imap_unordered(parse_submission, stream, chunksize=int(N/28)) -from itertools import islice -import pandas as pd -import pyarrow as pa -import pyarrow.parquet as pq - schema = pa.schema([ pa.field('id', pa.string(),nullable=True), pa.field('author', pa.string(),nullable=True), @@ -155,7 +93,6 @@ schema = pa.schema([ pa.field('name',pa.string(),nullable=True), pa.field('is_self',pa.bool_(),nullable=True), pa.field('stickied',pa.bool_(),nullable=True), - pa.field('is_submitter',pa.bool_(),nullable=True), pa.field('quarantine',pa.bool_(),nullable=True), pa.field('error',pa.string(),nullable=True)])