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from cdf.utils.kvstore import LevelDB | |
import struct | |
class LevelDBExternalSort(object): | |
SEP = '\0' | |
FMT = '>i' | |
def __init__(self, tmp_dir=None, **configs): | |
if tmp_dir is None: | |
self.tmp_dir = tempfile.mkdtemp() | |
else: | |
self.tmp_dir = tmp_dir | |
self.db = LevelDB(self.tmp_dir) | |
self.db.open(**configs) | |
@classmethod | |
def _pack_elem(cls, elem): | |
if isinstance(elem, int): | |
return struct.pack(cls.FMT, elem) | |
elif isinstance(elem, str): | |
return elem | |
else: | |
raise Exception("Not supported type: {}".format(type(elem))) | |
@classmethod | |
def _encode_key(cls, sort_keys): | |
if isinstance(sort_keys, (tuple, list)): | |
packed = [cls._pack_elem(elem) for elem in sort_keys] | |
return cls.SEP.join(packed) | |
return cls._pack_elem(sort_keys) | |
def _finalize(self): | |
self.db.destroy() | |
def _generate_kv_stream(self, stream, key_func): | |
for line in stream: | |
sort_keys = key_func(line) | |
# generate a kv stream | |
# key and value are both serialized | |
# value should be json serializable | |
yield self._encode_key(sort_keys), json.dumps(line) | |
def external_sort(self, stream, key): | |
kv_stream = self._generate_kv_stream(stream, key) | |
self.db.batch_write(kv_stream) | |
# expose a generator of values | |
try: | |
for _, v in self.db.iterator(): | |
yield json.loads(v) | |
finally: | |
self._finalize() |
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