processing kres files in chunks to reduce number of DB connections

master
voje 5 years ago
parent 3276619e6f
commit 792c0b03fd

@ -14,14 +14,14 @@ CORPORA = ["kres", "ssj"]
# logging.basicConfig(filename=Path("/var/tmp/corpusparser.log"), filemode='a', level=logging.INFO)
logger = logging.getLogger(__name__)
lfh = logging.FileHandler("/project/logs/fill-database.log")
# lfh = logging.StreamHandler(sys.stdout)
# lfh = logging.FileHandler("/project/logs/fill-database.log")
lfh = logging.StreamHandler(sys.stdout)
formatter = logging.Formatter("%(asctime)s %(levelname)s %(message)s")
lfh.setFormatter(formatter)
logger.addHandler(lfh)
logger.setLevel(logging.INFO)
n_kres_files = -1 # for logging
n_chunks = -1 # for logging
def enriched_lemma(token):
@ -51,18 +51,14 @@ def _db_preprocess(e):
# handler for concurrency
def _handle_kres_file_tpl(kres_file_tpl):
def _handle_kres_file_chunk(kres_file_chunk):
tstart = time.time()
kres_file_idx = kres_file_tpl[0]
kres_file = kres_file_tpl[1]
kres_data = kres_parser.parse_xml_file(kres_file)
if args.output == "file":
kres_outdir = outdir / "kres_json"
kres_outdir.mkdir(parents=True, exist_ok=True)
kres_outfile = kres_outdir / Path(kres_file.name.split(".")[0]).with_suffix(".json")
with kres_outfile.open("w") as fp:
json.dump(kres_data, fp)
elif args.output == "db":
kres_chunk_idx = kres_file_chunk[0]
kres_chunk = kres_file_chunk[1]
dbclient = None
db_payload = []
if args.output == "db":
# mongoclient needs to be created after forking
dbclient = MongoClient(
"mongodb://{}".format(args.dbaddr),
@ -71,25 +67,29 @@ def _handle_kres_file_tpl(kres_file_tpl):
authSource="valdb",
authMechanism='SCRAM-SHA-1'
)
valdb = dbclient.valdb
kres_col = valdb["kres"]
# HUUUUGE BOTTLENECK
"""
for sentence in kres_data:
kres_col.update({"sid": sentence["sid"]}, sentence, upsert=True)
"""
# skip if one of the sentences is already in DB
if kres_col.find({"sid": kres_data[0]["sid"]}).count() > 0:
logger.info("File {} already in DB ({}/{})".format(
kres_file, kres_file_idx, n_kres_files))
return
kres_data_1 = [_db_preprocess(x) for x in kres_data]
kres_col.insert_many(kres_data_1) # much much better (just make sure sid has a unique index)
logger.info("Inserted data from {} ({}/{}) in {:.2f} s".format(
kres_file, kres_file_idx, n_kres_files, time.time() - tstart))
# dbclient.valdb["kres"]
for kres_file in kres_chunk:
kres_data = kres_parser.parse_xml_file(kres_file)
if args.output == "file":
kres_outdir = outdir / "kres_json"
kres_outdir.mkdir(parents=True, exist_ok=True)
kres_outfile = kres_outdir / Path(kres_file.name.split(".")[0]).with_suffix(".json")
with kres_outfile.open("w") as fp:
json.dump(kres_data, fp)
elif args.output == "db":
if dbclient.valdb["kres"].find({"sid": kres_data[0]["sid"]}).count() > 0:
logger.info("File {} already in DB, closing chunk ({}/{})".format(
kres_file, kres_chunk_idx, n_chunks))
dbclient.close()
return
kres_data_1 = [_db_preprocess(x) for x in kres_data]
db_payload += kres_data_1
dbclient.valdb["kres"].insert_many(db_payload) # much much better (just make sure sid has a unique index)
logger.info("Inserted kres files chunk ({}/{}) in {:.2f} s".format(
kres_chunk_idx, n_chunks, time.time() - tstart))
dbclient.close()
def _get_dbclient(args):
@ -115,6 +115,7 @@ if __name__ == "__main__":
parser.add_argument('--dbuser', required=False, default=None)
parser.add_argument('--dbpass', required=False, default=None)
parser.add_argument('--cores', required=False, default=1)
parser.add_argument('--chunk-size', required=False, default=3)
args = parser.parse_args()
@ -161,13 +162,19 @@ if __name__ == "__main__":
kres_srl_folder=args.kres_srl_folder
)
# [(idx, filepath)]
kres_files = [x for x in Path(args.kres_folder).iterdir()]
kres_files = [x for x in enumerate(kres_files)]
n_kres_files = len(kres_files)
kres_files_chunks = []
i = 0
while i < len(kres_files):
# kres_files_chunks += kres_files[i:(i+args.chunk_size)]
new_i = i + int(args.chunk_size)
kres_files_chunks += [kres_files[i:new_i]]
i = new_i
kres_files_chunks = [x for x in enumerate(kres_files_chunks)]
n_chunks = len(kres_files_chunks)
p = Pool(int(args.cores))
p.map(_handle_kres_file_tpl, kres_files)
p.map(_handle_kres_file_chunk, kres_files_chunks)
logger.info("Finished parsing.")

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