def parallel_record_records(self, task, num_processes, shard_size,
transform_fn):
check_required_kwargs(["project", "access_id", "access_key"],
self._kwargs)
start = task.start
end = task.end
table = self._get_odps_table_name(task.shard_name)
table = table.split(".")[1]
project = self._kwargs["project"]
access_id = self._kwargs["access_id"]
access_key = self._kwargs["access_key"]
endpoint = self._kwargs.get("endpoint")
partition = self._kwargs.get("partition", None)
columns = self._kwargs.get("columns", None)
pd = ODPSReader(
access_id=access_id,
access_key=access_key,
project=project,
endpoint=endpoint,
table=table,
partition=partition,
num_processes=num_processes,
transform_fn=transform_fn,
columns=columns,
)
pd.reset((start, end - start), shard_size)
shard_count = pd.get_shards_count()
for i in range(shard_count):
records = pd.get_records()
for record in records:
yield record
pd.stop()
def test_parallel_read(self):
def transform(record):
return float(record[0]) + 1
start = 0
end = 100
shard_size = (end - start) // 4
pd = ODPSReader(
access_id=self._access_id,
access_key=self._access_key,
project=self._project,
endpoint=self._endpoint,
table=self._test_read_table,
num_processes=2,
transform_fn=transform,
)
results = []
pd.reset((start, end - start), shard_size)
shard_count = pd.get_shards_count()
for i in range(shard_count):
records = pd.get_records()
for record in records:
results.append(record)
pd.stop()
self.assertEqual(len(results), 100)
def _get_reader(self, table_name):
_check_required_kwargs(["project", "access_id", "access_key"],
self._kwargs)
return ODPSReader(
project=self._kwargs["project"],
access_id=self._kwargs["access_id"],
access_key=self._kwargs["access_key"],
table=table_name,
endpoint=self._kwargs.get("endpoint"),
num_processes=self._kwargs.get("num_processes", 1),
)
def test_write_odps_to_recordio_shards_from_iterator(self):
reader = ODPSReader(
self._project,
self._access_id,
self._access_key,
self._endpoint,
self._test_read_table,
None,
4,
None,
)
records_iter = reader.to_iterator(1, 0, 50, 2, False, None)
with tempfile.TemporaryDirectory() as output_dir:
write_recordio_shards_from_iterator(
records_iter,
["f" + str(i) for i in range(5)],
output_dir,
records_per_shard=50,
)
self.assertEqual(len(os.listdir(output_dir)), 5)
def test_read_to_iterator(self):
reader = ODPSReader(
self._project,
self._access_id,
self._access_key,
self._endpoint,
self._test_read_table,
None,
4,
None,
)
records_iter = reader.to_iterator(1, 0, 50, 2, False, None)
records = list(records_iter)
self.assertEqual(len(records), 6,
"Unexpected number of batches: %d" % len(records))
flattened_records = [record for batch in records for record in batch]
self.assertEqual(
len(flattened_records),
220,
"Unexpected number of total records: %d" % len(flattened_records),
)
def get_odps_reader(self, table_name):
return ODPSReader(
project=self._kwargs["project"],
access_id=self._kwargs["access_id"],
access_key=self._kwargs["access_key"],
table=table_name,
endpoint=self._kwargs.get("endpoint"),
partition=self._kwargs.get("partition", None),
num_processes=self._kwargs.get("num_processes", 1),
options={
"odps.options.tunnel.endpoint":
self._kwargs.get("tunnel_endpoint", None)
},
)