def _allocate_join_partition_fn(self):
assert self._processing_manifest is None
req = dj_pb.RawDataRequest(
data_source_meta=self._data_source.data_source_meta,
rank_id=self._rank_id,
join_example=dj_pb.JoinExampleRequest(partition_id=-1))
rsp = self._master_client.RequestJoinPartition(req)
if rsp.status.code != 0:
raise RuntimeError("Failed to Request partition for "\
"example intsesection, error msg {}".format(
rsp.status.error_message))
if rsp.HasField('finished'):
with self._lock:
self._state = None
return
if not rsp.HasField('manifest'):
logging.warning("no manifest is at state %d, wait and retry",
dj_pb.RawDataState.Synced)
return
joiner = create_example_joiner(self._etcd, self._data_source,
rsp.manifest.partition_id)
with self._lock:
self._processing_manifest = rsp.manifest
self._joiner = joiner
self._check_manifest()
self._wakeup_leader_example_joiner()
self._wakeup_data_block_meta_syncer()
def _finish_join_partition(self, follower_finished):
if not follower_finished:
req = dj_pb.LeaderFinishPartitionRequest(
data_source_meta=self._data_source.data_source_meta,
partition_id=self._processing_manifest.partition_id,
)
rsp = self._peer_client.FinishPartition(req)
if rsp.status.code != 0:
raise RuntimeError(
"Failed to call Leader finish partition "\
"reason: {}".format(rsp.status.error_message)
)
follower_finished = rsp.finished
if follower_finished:
req = dj_pb.FinishRawDataRequest(
data_source_meta=self._data_source.data_source_meta,
rank_id=self._rank_id,
join_example=dj_pb.JoinExampleRequest(
partition_id=self._processing_manifest.partition_id, ))
rsp = self._master_client.FinishJoinPartition(req)
if rsp.code != 0:
raise RuntimeError(
"Failed to finish raw data from joining. "\
"reason: %s" % rsp.error_message
)
return True
logging.warning("Leader is creating data block, waitiing")
return False
def StartPartition(self, request, context):
response = dj_pb.LeaderStartPartitionResponse()
if not self._validate_data_source_meta(
request.data_source_meta, self._data_source.data_source_meta):
response.status.code = -1
response.status.error_message = "data source meta mismtach"
return response
if request.partition_id < 0:
response.status.code = -2
response.status.error_message = (
"partition id {} illegal".format(request.partition_id)
)
return response
manifest = self._query_raw_data_manifest(request.partition_id)
if manifest.state > dj_pb.RawDataState.Joining:
response.finished = True
return response
rdr_req = dj_pb.RawDataRequest(
data_source_meta=self._data_source.data_source_meta,
rank_id=self._rank_id,
join_example=dj_pb.JoinExampleRequest(
partition_id=request.partition_id
)
)
rdr_rsp = self._master_client.RequestJoinPartition(rdr_req)
if rdr_rsp.status.code != 0:
response.status.MergeFrom(rdr_rsp.status)
return response
if not rdr_rsp.HasField("manifest"):
raise RuntimeError(
"unknow field for master raw data request response"
)
assert rdr_rsp.manifest.state == dj_pb.RawDataState.Joining
join_follower = self._example_join_follower
next_index = join_follower.start_create_data_block(
request.partition_id
)
response.finished = False
response.next_data_block_index = next_index
return response
def FinishPartition(self, request, context):
response = dj_pb.LeaderFinishPartitionResponse()
response.status.code = 0
response.finished = False
if not self._validate_data_source_meta(
request.data_source_meta, self._data_source.data_source_meta):
response.status.code = -1
response.status.error_message = "data source meta mismtach"
return response
join_follower = self._example_join_follower
if (join_follower.get_processing_partition_id() ==
request.partition_id):
finished = join_follower.finish_sync_data_block_meta(
request.partition_id
)
if finished:
req = dj_pb.FinishRawDataRequest(
data_source_meta=self._data_source.data_source_meta,
rank_id=self._rank_id,
join_example=dj_pb.JoinExampleRequest(
partition_id=request.partition_id
)
)
rsp = self._master_client.FinishJoinPartition(req)
response.status.MergeFrom(rsp)
if rsp.code == 0:
join_follower.reset_dump_partition()
response.finished = finished
else:
manifest = self._query_raw_data_manifest(request.partition_id)
if manifest.state > dj_pb.RawDataState.Joining:
response.finished = True
else:
response.status.code = -2
response.status.finished = False
response.status.error_message = (
"partition {} at state {} but it is not "
"processing".format(request.partition_id,
manifest.state)
)
return response
def test_api(self):
etcd_name = 'test_etcd'
etcd_addrs = 'localhost:2379'
etcd_base_dir_l = 'byefl_l'
etcd_base_dir_f = 'byefl_f'
data_source_name = 'test_data_source'
etcd_l = EtcdClient(etcd_name, etcd_addrs, etcd_base_dir_l)
etcd_f = EtcdClient(etcd_name, etcd_addrs, etcd_base_dir_f)
etcd_l.delete_prefix(data_source_name)
etcd_f.delete_prefix(data_source_name)
data_source_l = common_pb.DataSource()
data_source_l.role = common_pb.FLRole.Leader
data_source_l.state = common_pb.DataSourceState.Init
data_source_l.data_block_dir = "./data_block_l"
data_source_l.raw_data_dir = "./raw_data_l"
data_source_l.example_dumped_dir = "./example_dumped_l"
data_source_f = common_pb.DataSource()
data_source_f.role = common_pb.FLRole.Follower
data_source_f.state = common_pb.DataSourceState.Init
data_source_f.data_block_dir = "./data_block_f"
data_source_f.raw_data_dir = "./raw_data_f"
data_source_f.example_dumped_dir = "./example_dumped_f"
data_source_meta = common_pb.DataSourceMeta()
data_source_meta.name = data_source_name
data_source_meta.partition_num = 1
data_source_meta.start_time = 0
data_source_meta.end_time = 100000000
data_source_meta.min_matching_window = 32
data_source_meta.max_matching_window = 1024
data_source_meta.data_source_type = common_pb.DataSourceType.Sequential
data_source_meta.max_example_in_data_block = 1000
data_source_l.data_source_meta.MergeFrom(data_source_meta)
etcd_l.set_data(os.path.join(data_source_name, 'master'),
text_format.MessageToString(data_source_l))
data_source_f.data_source_meta.MergeFrom(data_source_meta)
etcd_f.set_data(os.path.join(data_source_name, 'master'),
text_format.MessageToString(data_source_f))
master_addr_l = 'localhost:4061'
master_addr_f = 'localhost:4062'
master_l = data_join_master.DataJoinMasterService(
int(master_addr_l.split(':')[1]), master_addr_f, data_source_name,
etcd_name, etcd_base_dir_l, etcd_addrs)
master_l.start()
master_f = data_join_master.DataJoinMasterService(
int(master_addr_f.split(':')[1]), master_addr_l, data_source_name,
etcd_name, etcd_base_dir_f, etcd_addrs)
master_f.start()
channel_l = make_insecure_channel(master_addr_l, ChannelType.INTERNAL)
client_l = dj_grpc.DataJoinMasterServiceStub(channel_l)
channel_f = make_insecure_channel(master_addr_f, ChannelType.INTERNAL)
client_f = dj_grpc.DataJoinMasterServiceStub(channel_f)
while True:
rsp_l = client_l.GetDataSourceState(data_source_l.data_source_meta)
rsp_f = client_f.GetDataSourceState(data_source_f.data_source_meta)
self.assertEqual(rsp_l.status.code, 0)
self.assertEqual(rsp_l.role, common_pb.FLRole.Leader)
self.assertEqual(rsp_l.data_source_type,
common_pb.DataSourceType.Sequential)
self.assertEqual(rsp_f.status.code, 0)
self.assertEqual(rsp_f.role, common_pb.FLRole.Follower)
self.assertEqual(rsp_f.data_source_type,
common_pb.DataSourceType.Sequential)
if (rsp_l.state == common_pb.DataSourceState.Processing
and rsp_f.state == common_pb.DataSourceState.Processing):
break
else:
time.sleep(2)
rdreq = dj_pb.RawDataRequest(
data_source_meta=data_source_f.data_source_meta,
rank_id=0,
join_example=dj_pb.JoinExampleRequest(partition_id=-1))
rdrsp = client_l.RequestJoinPartition(rdreq)
self.assertTrue(rdrsp.status.code == 0)
self.assertFalse(rdrsp.HasField('manifest'))
self.assertFalse(rdrsp.HasField('finished'))
rdreq = dj_pb.RawDataRequest(
data_source_meta=data_source_l.data_source_meta,
rank_id=0,
sync_example_id=dj_pb.SyncExampleIdRequest(partition_id=-1))
rdrsp = client_l.RequestJoinPartition(rdreq)
self.assertEqual(rdrsp.status.code, 0)
self.assertTrue(rdrsp.HasField('manifest'))
self.assertEqual(rdrsp.manifest.state, dj_pb.Syncing)
self.assertEqual(rdrsp.manifest.allocated_rank_id, 0)
self.assertEqual(rdrsp.manifest.partition_id, 0)
rdrsp = client_l.RequestJoinPartition(rdreq)
self.assertEqual(rdrsp.status.code, 0)
self.assertTrue(rdrsp.HasField('manifest'))
self.assertEqual(rdrsp.manifest.state, dj_pb.Syncing)
self.assertEqual(rdrsp.manifest.allocated_rank_id, 0)
self.assertEqual(rdrsp.manifest.partition_id, 0)
rdreq = dj_pb.RawDataRequest(
data_source_meta=data_source_f.data_source_meta,
rank_id=0,
sync_example_id=dj_pb.SyncExampleIdRequest(partition_id=0))
rdrsp = client_f.RequestJoinPartition(rdreq)
self.assertEqual(rdrsp.status.code, 0)
self.assertTrue(rdrsp.HasField('manifest'))
self.assertEqual(rdrsp.manifest.state, dj_pb.Syncing)
self.assertEqual(rdrsp.manifest.allocated_rank_id, 0)
self.assertEqual(rdrsp.manifest.partition_id, 0)
frreq = dj_pb.FinishRawDataRequest(
data_source_meta=data_source_l.data_source_meta,
rank_id=0,
sync_example_id=dj_pb.SyncExampleIdRequest(partition_id=0))
frrsp = client_l.FinishJoinPartition(frreq)
self.assertEqual(frrsp.code, 0)
rdrsp = client_l.FinishJoinPartition(rdreq)
self.assertEqual(frrsp.code, 0)
rdreq = dj_pb.FinishRawDataRequest(
data_source_meta=data_source_f.data_source_meta,
rank_id=0,
sync_example_id=dj_pb.SyncExampleIdRequest(partition_id=0))
frrsp = client_f.FinishJoinPartition(rdreq)
self.assertEqual(frrsp.code, 0)
rdreq = dj_pb.RawDataRequest(
data_source_meta=data_source_l.data_source_meta,
rank_id=0,
join_example=dj_pb.JoinExampleRequest(partition_id=-1))
rdrsp = client_l.RequestJoinPartition(rdreq)
self.assertEqual(rdrsp.status.code, 0)
self.assertTrue(rdrsp.HasField('manifest'))
self.assertEqual(rdrsp.manifest.state, dj_pb.Joining)
self.assertEqual(rdrsp.manifest.allocated_rank_id, 0)
self.assertEqual(rdrsp.manifest.partition_id, 0)
rdreq = dj_pb.RawDataRequest(
data_source_meta=data_source_f.data_source_meta,
rank_id=0,
join_example=dj_pb.JoinExampleRequest(partition_id=0))
rdrsp = client_f.RequestJoinPartition(rdreq)
self.assertEqual(rdrsp.status.code, 0)
self.assertTrue(rdrsp.HasField('manifest'))
self.assertEqual(rdrsp.manifest.state, dj_pb.Joining)
self.assertEqual(rdrsp.manifest.allocated_rank_id, 0)
self.assertEqual(rdrsp.manifest.partition_id, 0)
frreq = dj_pb.FinishRawDataRequest(
data_source_meta=data_source_l.data_source_meta,
rank_id=0,
join_example=dj_pb.JoinExampleRequest(partition_id=0))
frrsp = client_l.FinishJoinPartition(rdreq)
self.assertEqual(frrsp.code, 0)
frrsp = client_l.FinishJoinPartition(rdreq)
self.assertEqual(frrsp.code, 0)
frreq = dj_pb.FinishRawDataRequest(
data_source_meta=data_source_f.data_source_meta,
rank_id=0,
join_example=dj_pb.JoinExampleRequest(partition_id=0))
frrsp = client_f.FinishJoinPartition(rdreq)
self.assertEqual(frrsp.code, 0)
while True:
rsp_l = client_l.GetDataSourceState(data_source_l.data_source_meta)
rsp_f = client_f.GetDataSourceState(data_source_l.data_source_meta)
self.assertEqual(rsp_l.status.code, 0)
self.assertEqual(rsp_l.role, common_pb.FLRole.Leader)
self.assertEqual(rsp_l.data_source_type,
common_pb.DataSourceType.Sequential)
self.assertEqual(rsp_f.status.code, 0)
self.assertEqual(rsp_f.role, common_pb.FLRole.Follower)
self.assertEqual(rsp_f.data_source_type,
common_pb.DataSourceType.Sequential)
if (rsp_l.state == common_pb.DataSourceState.Finished
and rsp_f.state == common_pb.DataSourceState.Finished):
break
else:
time.sleep(2)
master_l.stop()
master_f.stop()