def test_mysql_op(self):
cli = mysql_client.DBClient('test_cluster', 'localhost:2379',
'test_user', 'test_password',
'data_source_a', True)
cli.delete('fl_key')
cli.set_data('fl_key', 'fl_value')
self.assertEqual(cli.get_data('fl_key'), b'fl_value')
self.assertFalse(cli.cas('fl_key', 'fl_value1', 'fl_value2'))
self.assertTrue(cli.cas('fl_key', 'fl_value', 'fl_value1'))
self.assertEqual(cli.get_data('fl_key'), b'fl_value1')
def thread_routine():
cli.set_data('fl_key', 'fl_value2')
self.assertEqual(cli.get_data('fl_key'), b'fl_value2')
other = threading.Thread(target=thread_routine)
other.start()
other.join()
cli.set_data('fl_key/a', '1')
cli.set_data('fl_key/b', '2')
cli.set_data('fl_key/c', '3')
expected_kvs = [(b'fl_key', b'fl_value2'), (b'fl_key/a', b'1'),
(b'fl_key/b', b'2'), (b'fl_key/c', b'3')]
for idx, kv in enumerate(cli.get_prefix_kvs('fl_key')):
self.assertEqual(kv[0], expected_kvs[idx][0])
self.assertEqual(kv[1], expected_kvs[idx][1])
for idx, kv in enumerate(cli.get_prefix_kvs('fl_key', True)):
self.assertEqual(kv[0], expected_kvs[idx + 1][0])
self.assertEqual(kv[1], expected_kvs[idx + 1][1])
def setUp(self):
data_source = common_pb.DataSource()
data_source.data_source_meta.name = "milestone-f"
data_source.data_source_meta.partition_num = 1
data_source.output_base_dir = "./ds_output"
self.raw_data_dir = "./raw_data"
self.data_source = data_source
self.raw_data_options = dj_pb.RawDataOptions(raw_data_iter='TF_RECORD',
compressed_type='',
optional_fields=['label'])
self.example_id_dump_options = dj_pb.ExampleIdDumpOptions(
example_id_dump_interval=1, example_id_dump_threshold=1024)
self.example_joiner_options = dj_pb.ExampleJoinerOptions(
example_joiner='STREAM_JOINER',
min_matching_window=32,
max_matching_window=128,
data_block_dump_interval=30,
data_block_dump_threshold=128)
if gfile.Exists(self.data_source.output_base_dir):
gfile.DeleteRecursively(self.data_source.output_base_dir)
if gfile.Exists(self.raw_data_dir):
gfile.DeleteRecursively(self.raw_data_dir)
self.kvstore = mysql_client.DBClient('test_cluster', 'localhost:2379',
'test_user', 'test_password',
'fedlearner', True)
self.kvstore.delete_prefix(
common.data_source_kvstore_base_dir(
self.data_source.data_source_meta.name))
self.total_raw_data_count = 0
self.total_example_id_count = 0
self.manifest_manager = raw_data_manifest_manager.RawDataManifestManager(
self.kvstore, self.data_source)
self.g_data_block_index = 0
def setUp(self):
data_source = common_pb.DataSource()
data_source.data_source_meta.name = "milestone-x"
data_source.data_source_meta.partition_num = 4
data_source.data_source_meta.start_time = 0
data_source.data_source_meta.end_time = 10000
data_source.output_base_dir = "./ds_output"
data_source.role = common_pb.FLRole.Follower
self.data_source = data_source
self.db_database = 'test_cluster'
self.db_addr = 'localhost:2379'
self.db_base_dir = 'fedlearner'
self.db_username = '******'
self.db_password = '******'
self.kvstore = mysql_client.DBClient(self.db_database, self.db_addr,
self.db_username,
self.db_password,
self.db_base_dir, True)
common.commit_data_source(self.kvstore, self.data_source)
if gfile.Exists(data_source.output_base_dir):
gfile.DeleteRecursively(data_source.output_base_dir)
self.data_block_matas = []
self.manifest_manager = raw_data_manifest_manager.RawDataManifestManager(
self.kvstore, self.data_source)
partition_num = self.data_source.data_source_meta.partition_num
for i in range(partition_num):
self._create_data_block(i)
def test_csv_raw_data_visitor(self):
self.data_source = common_pb.DataSource()
self.data_source.data_source_meta.name = 'fclh_test'
self.data_source.data_source_meta.partition_num = 1
self.raw_data_dir = path.join(
path.dirname(path.abspath(__file__)), "../csv_raw_data"
)
self.kvstore = mysql_client.DBClient('test_cluster', 'localhost:2379',
'test_user', 'test_password',
'fedlearner', True)
self.kvstore.delete_prefix(common.data_source_kvstore_base_dir(self.data_source.data_source_meta.name))
self.assertEqual(self.data_source.data_source_meta.partition_num, 1)
partition_dir = path.join(self.raw_data_dir, common.partition_repr(0))
self.assertTrue(gfile.Exists(partition_dir))
manifest_manager = raw_data_manifest_manager.RawDataManifestManager(
self.kvstore, self.data_source)
manifest_manager.add_raw_data(
0, [dj_pb.RawDataMeta(file_path=path.join(partition_dir, "test_raw_data.csv"),
timestamp=timestamp_pb2.Timestamp(seconds=3))],
True)
raw_data_options = dj_pb.RawDataOptions(
raw_data_iter='CSV_DICT',
read_ahead_size=1<<20
)
rdm = raw_data_visitor.RawDataManager(self.kvstore, self.data_source,0)
self.assertTrue(rdm.check_index_meta_by_process_index(0))
rdv = raw_data_visitor.RawDataVisitor(self.kvstore, self.data_source, 0,
raw_data_options)
expected_index = 0
for (index, item) in rdv:
if index > 0 and index % 1024 == 0:
print("{} {}".format(index, item.raw_id))
self.assertEqual(index, expected_index)
expected_index += 1
self.assertEqual(expected_index, 4999)
def setUp(self):
self.sche = _TaskScheduler(30)
self.kv_store = [None, None]
self.app_id = "test_trainer_v1"
db_database, db_addr, db_username, db_password, db_base_dir = \
get_kvstore_config("etcd")
data_source = [
self._gen_ds_meta(common_pb.FLRole.Leader),
self._gen_ds_meta(common_pb.FLRole.Follower)
]
for role in range(2):
self.kv_store[role] = mysql_client.DBClient(
data_source[role].data_source_meta.name, db_addr, db_username,
db_password, db_base_dir, True)
self.data_source = data_source
(x, y) = (None, None)
if debug_mode:
(x, y), _ = tf.keras.datasets.mnist.load_data(local_mnist_path)
else:
(x, y), _ = tf.keras.datasets.mnist.load_data()
x = x[:200, ]
x = x.reshape(x.shape[0], -1).astype(np.float32) / 255.0
y = y.astype(np.int64)
xl = x[:, :x.shape[1] // 2]
xf = x[:, x.shape[1] // 2:]
self._create_local_data(xl, xf, y)
x = [xl, xf]
for role in range(2):
common.commit_data_source(self.kv_store[role], data_source[role])
if gfile.Exists(data_source[role].output_base_dir):
gfile.DeleteRecursively(data_source[role].output_base_dir)
manifest_manager = raw_data_manifest_manager.RawDataManifestManager(
self.kv_store[role], data_source[role])
partition_num = data_source[role].data_source_meta.partition_num
for i in range(partition_num):
self._create_data_block(data_source[role], i, x[role], y)
#x[role], y if role == 0 else None)
manifest_manager._finish_partition(
'join_example_rep', dj_pb.JoinExampleState.UnJoined,
dj_pb.JoinExampleState.Joined, -1, i)
def setUp(self):
self.kvstore = mysql_client.DBClient('test_cluster', 'localhost:2379',
'test_user', 'test_password',
'fedlearner', True)
data_source = common_pb.DataSource()
data_source.data_source_meta.name = "milestone-x"
data_source.data_source_meta.partition_num = 1
data_source.output_base_dir = "./ds_output"
self.kvstore.delete_prefix(common.data_source_kvstore_base_dir(data_source.data_source_meta.name))
self.data_source = data_source
self.example_id_dump_options = dj_pb.ExampleIdDumpOptions(
example_id_dump_interval=-1,
example_id_dump_threshold=1024
)
if gfile.Exists(self.data_source.output_base_dir):
gfile.DeleteRecursively(self.data_source.output_base_dir)
self.partition_dir = os.path.join(common.data_source_example_dumped_dir(self.data_source), common.partition_repr(0))
gfile.MakeDirs(self.partition_dir)
def __init__(self,
base_path,
name,
role,
partition_num=1,
start_time=0,
end_time=100000):
if role == 'leader':
role = 0
elif role == 'follower':
role = 1
else:
raise ValueError("Unknown role %s" % role)
data_source = common_pb.DataSource()
data_source.data_source_meta.name = name
data_source.data_source_meta.partition_num = partition_num
data_source.data_source_meta.start_time = start_time
data_source.data_source_meta.end_time = end_time
data_source.output_base_dir = "{}/{}_{}/data_source/".format(
base_path, data_source.data_source_meta.name, role)
data_source.role = role
if gfile.Exists(data_source.output_base_dir):
gfile.DeleteRecursively(data_source.output_base_dir)
self._data_source = data_source
db_database, db_addr, db_username, db_password, db_base_dir = \
get_kvstore_config("etcd")
self._kv_store = mysql_client.DBClient(db_database, db_addr,
db_username, db_password,
db_base_dir, True)
common.commit_data_source(self._kv_store, self._data_source)
self._dbms = []
for i in range(partition_num):
manifest_manager = raw_data_manifest_manager.RawDataManifestManager(
self._kv_store, self._data_source)
manifest_manager._finish_partition('join_example_rep',
dj_pb.JoinExampleState.UnJoined,
dj_pb.JoinExampleState.Joined,
-1, i)
self._dbms.append(
data_block_manager.DataBlockManager(self._data_source, i))
def setUp(self):
self.data_source = common_pb.DataSource()
self.data_source.data_source_meta.name = 'fclh_test'
self.data_source.data_source_meta.partition_num = 1
self.raw_data_dir = "./raw_data"
self.kvstore = mysql_client.DBClient('test_cluster', 'localhost:2379',
'test_user', 'test_password',
'fedlearner', True)
self.kvstore.delete_prefix(
common.data_source_kvstore_base_dir(
self.data_source.data_source_meta.name))
self.assertEqual(self.data_source.data_source_meta.partition_num, 1)
partition_dir = os.path.join(self.raw_data_dir,
common.partition_repr(0))
if gfile.Exists(partition_dir):
gfile.DeleteRecursively(partition_dir)
gfile.MakeDirs(partition_dir)
self.manifest_manager = raw_data_manifest_manager.RawDataManifestManager(
self.kvstore, self.data_source)
def setUp(self):
data_source = common_pb.DataSource()
data_source.data_source_meta.name = "milestone-f"
data_source.data_source_meta.partition_num = 1
data_source.output_base_dir = "./ds_output"
self.raw_data_dir = "./raw_data"
self.data_source = data_source
self.raw_data_options = dj_pb.RawDataOptions(raw_data_iter='TF_RECORD',
compressed_type='')
self.example_id_dump_options = dj_pb.ExampleIdDumpOptions(
example_id_dump_interval=1, example_id_dump_threshold=1024)
self.example_joiner_options = dj_pb.ExampleJoinerOptions(
example_joiner='ATTRIBUTION_JOINER',
min_matching_window=32,
max_matching_window=51200,
max_conversion_delay=interval_to_timestamp("124"),
enable_negative_example_generator=True,
data_block_dump_interval=32,
data_block_dump_threshold=128,
negative_sampling_rate=0.8,
)
if gfile.Exists(self.data_source.output_base_dir):
gfile.DeleteRecursively(self.data_source.output_base_dir)
if gfile.Exists(self.raw_data_dir):
gfile.DeleteRecursively(self.raw_data_dir)
self.kvstore = mysql_client.DBClient('test_cluster', 'localhost:2379',
'test_user', 'test_password',
'fedlearner', True)
self.kvstore.delete_prefix(
common.data_source_kvstore_base_dir(
self.data_source.data_source_meta.name))
self.total_raw_data_count = 0
self.total_example_id_count = 0
self.manifest_manager = raw_data_manifest_manager.RawDataManifestManager(
self.kvstore, self.data_source)
self.g_data_block_index = 0
def setUp(self):
data_source_f = common_pb.DataSource()
data_source_f.data_source_meta.name = "milestone"
data_source_f.data_source_meta.partition_num = 1
data_source_f.output_base_dir = "./output-f"
self.data_source_f = data_source_f
if gfile.Exists(self.data_source_f.output_base_dir):
gfile.DeleteRecursively(self.data_source_f.output_base_dir)
data_source_l = common_pb.DataSource()
data_source_l.data_source_meta.name = "milestone"
data_source_l.data_source_meta.partition_num = 1
data_source_l.output_base_dir = "./output-l"
self.raw_data_dir_l = "./raw_data-l"
self.data_source_l = data_source_l
if gfile.Exists(self.data_source_l.output_base_dir):
gfile.DeleteRecursively(self.data_source_l.output_base_dir)
if gfile.Exists(self.raw_data_dir_l):
gfile.DeleteRecursively(self.raw_data_dir_l)
self.kvstore = mysql_client.DBClient('test_cluster', 'localhost:2379',
'test_user', 'test_password',
'fedlearner', True)
self.kvstore.delete_prefix(common.data_source_kvstore_base_dir(self.data_source_l.data_source_meta.name))
self.manifest_manager = raw_data_manifest_manager.RawDataManifestManager(
self.kvstore, self.data_source_l)
def test_raw_data_manifest_manager(self):
cli = mysql_client.DBClient('test_cluster', 'localhost:2379',
'test_user', 'test_password', 'fedlearner',
True)
partition_num = 4
rank_id = 2
data_source = common_pb.DataSource()
data_source.data_source_meta.name = "milestone-x"
data_source.data_source_meta.partition_num = partition_num
data_source.role = common_pb.FLRole.Leader
cli.delete_prefix(
common.data_source_kvstore_base_dir(
data_source.data_source_meta.name))
manifest_manager = raw_data_manifest_manager.RawDataManifestManager(
cli, data_source)
manifest_map = manifest_manager.list_all_manifest()
for i in range(partition_num):
self.assertTrue(i in manifest_map)
self.assertEqual(manifest_map[i].sync_example_id_rep.state,
dj_pb.SyncExampleIdState.UnSynced)
self.assertEqual(manifest_map[i].sync_example_id_rep.rank_id, -1)
self.assertEqual(manifest_map[i].join_example_rep.state,
dj_pb.JoinExampleState.UnJoined)
self.assertEqual(manifest_map[i].join_example_rep.rank_id, -1)
self.assertFalse(manifest_map[i].finished)
manifest = manifest_manager.alloc_sync_exampld_id(rank_id)
self.assertNotEqual(manifest, None)
partition_id = manifest.partition_id
manifest_map = manifest_manager.list_all_manifest()
for i in range(partition_num):
self.assertTrue(i in manifest_map)
if i != partition_id:
self.assertEqual(manifest_map[i].sync_example_id_rep.state,
dj_pb.SyncExampleIdState.UnSynced)
self.assertEqual(manifest_map[i].sync_example_id_rep.rank_id,
-1)
self.assertEqual(manifest_map[i].join_example_rep.state,
dj_pb.JoinExampleState.UnJoined)
self.assertEqual(manifest_map[i].join_example_rep.rank_id, -1)
else:
self.assertEqual(manifest_map[i].sync_example_id_rep.state,
dj_pb.SyncExampleIdState.Syncing)
self.assertEqual(manifest_map[i].sync_example_id_rep.rank_id,
rank_id)
self.assertEqual(manifest_map[i].join_example_rep.state,
dj_pb.JoinExampleState.UnJoined)
self.assertEqual(manifest_map[i].join_example_rep.rank_id, -1)
self.assertFalse(manifest_map[i].finished)
partition_id2 = 3 - partition_id
rank_id2 = 100
manifest = manifest_manager.alloc_join_example(rank_id2, partition_id2)
manifest_map = manifest_manager.list_all_manifest()
for i in range(partition_num):
self.assertTrue(i in manifest_map)
if i == partition_id:
self.assertEqual(manifest_map[i].sync_example_id_rep.state,
dj_pb.SyncExampleIdState.Syncing)
self.assertEqual(manifest_map[i].sync_example_id_rep.rank_id,
rank_id)
else:
self.assertEqual(manifest_map[i].sync_example_id_rep.state,
dj_pb.SyncExampleIdState.UnSynced)
self.assertEqual(manifest_map[i].sync_example_id_rep.rank_id,
-1)
if i == partition_id2:
self.assertEqual(manifest_map[i].join_example_rep.state,
dj_pb.JoinExampleState.Joining)
self.assertEqual(manifest_map[i].join_example_rep.rank_id,
rank_id2)
else:
self.assertEqual(manifest_map[i].join_example_rep.state,
dj_pb.JoinExampleState.UnJoined)
self.assertEqual(manifest_map[i].join_example_rep.rank_id, -1)
self.assertFalse(manifest_map[i].finished)
self.assertRaises(Exception, manifest_manager.finish_join_example,
rank_id, partition_id)
self.assertRaises(Exception, manifest_manager.finish_join_example,
rank_id2, partition_id2)
self.assertRaises(Exception, manifest_manager.finish_sync_example_id,
-rank_id, partition_id)
self.assertRaises(Exception, manifest_manager.finish_sync_example_id,
rank_id2, partition_id2)
rank_id3 = 0
manifest = manifest_manager.alloc_join_example(rank_id3, partition_id)
manifest_map = manifest_manager.list_all_manifest()
for i in range(partition_num):
self.assertTrue(i in manifest_map)
if i == partition_id:
self.assertEqual(manifest_map[i].sync_example_id_rep.state,
dj_pb.SyncExampleIdState.Syncing)
self.assertEqual(manifest_map[i].sync_example_id_rep.rank_id,
rank_id)
else:
self.assertEqual(manifest_map[i].sync_example_id_rep.state,
dj_pb.SyncExampleIdState.UnSynced)
self.assertEqual(manifest_map[i].sync_example_id_rep.rank_id,
-1)
if i == partition_id:
self.assertEqual(manifest_map[i].join_example_rep.state,
dj_pb.JoinExampleState.Joining)
self.assertEqual(manifest_map[i].join_example_rep.rank_id,
rank_id3)
elif i == partition_id2:
self.assertEqual(manifest_map[i].join_example_rep.state,
dj_pb.JoinExampleState.Joining)
self.assertEqual(manifest_map[i].join_example_rep.rank_id,
rank_id2)
else:
self.assertEqual(manifest_map[i].join_example_rep.state,
dj_pb.JoinExampleState.UnJoined)
self.assertEqual(manifest_map[i].join_example_rep.rank_id, -1)
self.assertFalse(manifest_map[i].finished)
self.assertRaises(Exception, manifest_manager.finish_sync_example_id,
rank_id, partition_id)
raw_data_metas = [
dj_pb.RawDataMeta(file_path='a',
timestamp=timestamp_pb2.Timestamp(seconds=3)),
dj_pb.RawDataMeta(file_path='a',
timestamp=timestamp_pb2.Timestamp(seconds=3)),
dj_pb.RawDataMeta(file_path='c',
timestamp=timestamp_pb2.Timestamp(seconds=1))
]
self.assertRaises(Exception, manifest_manager.add_raw_data,
partition_id, raw_data_metas, False)
manifest_manager.add_raw_data(partition_id, raw_data_metas, True)
latest_ts = manifest_manager.get_raw_date_latest_timestamp(
partition_id)
self.assertEqual(latest_ts.seconds, 3)
self.assertEqual(latest_ts.nanos, 0)
manifest = manifest_manager.get_manifest(partition_id)
self.assertEqual(manifest.next_process_index, 2)
raw_data_metas = [
dj_pb.RawDataMeta(file_path='a',
timestamp=timestamp_pb2.Timestamp(seconds=3)),
dj_pb.RawDataMeta(file_path='a',
timestamp=timestamp_pb2.Timestamp(seconds=3)),
dj_pb.RawDataMeta(file_path='b',
timestamp=timestamp_pb2.Timestamp(seconds=2)),
dj_pb.RawDataMeta(file_path='c',
timestamp=timestamp_pb2.Timestamp(seconds=1)),
dj_pb.RawDataMeta(file_path='d',
timestamp=timestamp_pb2.Timestamp(seconds=4))
]
manifest_manager.add_raw_data(partition_id, raw_data_metas, True)
latest_ts = manifest_manager.get_raw_date_latest_timestamp(
partition_id)
self.assertEqual(latest_ts.seconds, 4)
self.assertEqual(latest_ts.nanos, 0)
manifest_map = manifest_manager.list_all_manifest()
for i in range(partition_num):
self.assertTrue(i in manifest_map)
if i == partition_id:
self.assertEqual(manifest_map[i].next_process_index, 4)
else:
self.assertEqual(manifest_map[i].next_process_index, 0)
manifest_manager.finish_raw_data(partition_id)
manifest_manager.finish_raw_data(partition_id)
self.assertRaises(Exception, manifest_manager.add_raw_data,
partition_id, 200)
manifest_manager.finish_sync_example_id(rank_id, partition_id)
manifest_manager.finish_sync_example_id(rank_id, partition_id)
manifest_map = manifest_manager.list_all_manifest()
for i in range(data_source.data_source_meta.partition_num):
self.assertTrue(i in manifest_map)
if i == partition_id:
self.assertEqual(manifest_map[i].sync_example_id_rep.state,
dj_pb.SyncExampleIdState.Synced)
self.assertEqual(manifest_map[i].sync_example_id_rep.rank_id,
rank_id)
self.assertTrue(manifest_map[i].finished)
else:
self.assertEqual(manifest_map[i].sync_example_id_rep.state,
dj_pb.SyncExampleIdState.UnSynced)
self.assertEqual(manifest_map[i].sync_example_id_rep.rank_id,
-1)
if i == partition_id:
self.assertEqual(manifest_map[i].join_example_rep.state,
dj_pb.JoinExampleState.Joining)
self.assertEqual(manifest_map[i].join_example_rep.rank_id,
rank_id3)
elif i == partition_id2:
self.assertEqual(manifest_map[i].join_example_rep.state,
dj_pb.JoinExampleState.Joining)
self.assertEqual(manifest_map[i].join_example_rep.rank_id,
rank_id2)
else:
self.assertEqual(manifest_map[i].join_example_rep.state,
dj_pb.JoinExampleState.UnJoined)
self.assertEqual(manifest_map[i].join_example_rep.rank_id, -1)
manifest_manager.finish_join_example(rank_id3, partition_id)
manifest_manager.finish_join_example(rank_id3, partition_id)
manifest_map = manifest_manager.list_all_manifest()
for i in range(data_source.data_source_meta.partition_num):
self.assertTrue(i in manifest_map)
if i == partition_id:
self.assertEqual(manifest_map[i].sync_example_id_rep.state,
dj_pb.SyncExampleIdState.Synced)
self.assertEqual(manifest_map[i].sync_example_id_rep.rank_id,
rank_id)
else:
self.assertEqual(manifest_map[i].sync_example_id_rep.state,
dj_pb.SyncExampleIdState.UnSynced)
self.assertEqual(manifest_map[i].sync_example_id_rep.rank_id,
-1)
if i == partition_id:
self.assertEqual(manifest_map[i].join_example_rep.state,
dj_pb.JoinExampleState.Joined)
self.assertEqual(manifest_map[i].join_example_rep.rank_id,
rank_id3)
elif i == partition_id2:
self.assertEqual(manifest_map[i].join_example_rep.state,
dj_pb.JoinExampleState.Joining)
self.assertEqual(manifest_map[i].join_example_rep.rank_id,
rank_id2)
else:
self.assertEqual(manifest_map[i].join_example_rep.state,
dj_pb.JoinExampleState.UnJoined)
self.assertEqual(manifest_map[i].join_example_rep.rank_id, -1)
cli.destroy_client_pool()