def test_async_block(self):
args = set_grpc_frontend_parser().parse_args([
'--grpc_host',
'127.0.0.1',
])
p1_args = set_router_service_parser().parse_args([
'--port_in',
str(args.port_out),
'--port_out',
'8899',
'--socket_in',
str(SocketType.PULL_CONNECT),
'--socket_out',
str(SocketType.PUSH_CONNECT),
])
p2_args = set_router_service_parser().parse_args([
'--port_in',
str(p1_args.port_out),
'--port_out',
str(args.port_in),
'--socket_in',
str(SocketType.PULL_BIND),
'--socket_out',
str(SocketType.PUSH_CONNECT),
])
with Router1(p1_args), Router2(p2_args), GRPCFrontend(
args), grpc.insecure_channel(
'%s:%s' % (args.grpc_host, args.grpc_port),
options=[
('grpc.max_send_message_length', 70 * 1024 * 1024),
('grpc.max_receive_message_length', 70 * 1024 * 1024)
]) as channel:
stub = gnes_pb2_grpc.GnesRPCStub(channel)
id = 0
with TimeContext('non-blocking call'
): # about 26s = 32s (total) - 3*2s (overlap)
resp = stub.StreamCall(
RequestGenerator.train(self.all_bytes2, 1))
for r in resp:
self.assertEqual(r.request_id, str(id))
id += 1
id = 0
with TimeContext('blocking call'): # should be 32 s
for r in RequestGenerator.train(self.all_bytes2, 1):
resp = stub.Call(r)
self.assertEqual(resp.request_id, str(id))
id += 1
def test_singleton_preprocessor_service_realdata(self):
args = set_preprocessor_service_parser().parse_args(
['--yaml_path', self.singleton_img_pre_yaml])
c_args = _set_client_parser().parse_args(
['--port_in',
str(args.port_out), '--port_out',
str(args.port_in)])
all_zips = zipfile.ZipFile(os.path.join(self.dirname, 'imgs/test.zip'))
all_bytes = [all_zips.open(v).read() for v in all_zips.namelist()]
with PreprocessorService(args), ZmqClient(c_args) as client:
for req in RequestGenerator.index(all_bytes):
msg = gnes_pb2.Message()
msg.request.index.CopyFrom(req.index)
client.send_message(msg)
r = client.recv_message()
self.assertEqual(
r.envelope.routes[0].service,
'PreprocessorService:BaseSingletonPreprocessor')
for d in r.request.index.docs:
self.assertEqual(len(d.chunks), 1)
self.assertEqual(len(blob2array(d.chunks[0].blob).shape),
3)
self.assertEqual(blob2array(d.chunks[0].blob).shape[-1], 3)
self.assertEqual(
blob2array(d.chunks[0].blob).shape[0], 224)
self.assertEqual(
blob2array(d.chunks[0].blob).shape[1], 224)
print(blob2array(d.chunks[0].blob).dtype)
def test_pymode(self):
args = set_frontend_parser().parse_args([])
p_args = set_preprocessor_parser().parse_args([
'--port_in', str(args.port_out),
'--port_out', '5531',
'--socket_in', str(SocketType.PULL_CONNECT),
'--socket_out', str(SocketType.PUSH_BIND),
'--yaml_path', '!UnaryPreprocessor {parameters: {doc_type: 1}}'
])
e_args = set_encoder_parser().parse_args([
'--port_in', str(p_args.port_out),
'--port_out', str(args.port_in),
'--socket_in', str(SocketType.PULL_CONNECT),
'--socket_out', str(SocketType.PUSH_CONNECT),
'--yaml_path', 'flair.yml',
])
with ServiceManager(EncoderService, e_args), \
ServiceManager(PreprocessorService, p_args), \
FrontendService(args), \
grpc.insecure_channel('%s:%s' % (args.grpc_host, args.grpc_port),
options=[('grpc.max_send_message_length', 70 * 1024 * 1024),
('grpc.max_receive_message_length', 70 * 1024 * 1024)]) as channel:
stub = gnes_pb2_grpc.GnesRPCStub(channel)
resp = stub.Call(list(RequestGenerator.index([b'hello world', b'goodbye!'], 1))[0])
self.assertEqual(resp.request_id, '0')
def test_pymode(self):
args = set_frontend_parser().parse_args([
'--socket_in',
str(SocketType.PULL_BIND),
'--socket_out',
str(SocketType.PUSH_BIND),
])
p_args = set_preprocessor_parser().parse_args([
'--port_in',
str(args.port_out), '--port_out',
str(args.port_in), '--socket_in',
str(SocketType.PULL_CONNECT), '--socket_out',
str(SocketType.PUSH_CONNECT), '--yaml_path', 'pipline.yml',
'--py_path', 'mypreprocessor1.py', 'mypreprocessor2.py'
])
with ServiceManager(PreprocessorService, p_args), \
FrontendService(args), \
grpc.insecure_channel('%s:%s' % (args.grpc_host, args.grpc_port),
options=[('grpc.max_send_message_length', 70 * 1024 * 1024),
('grpc.max_receive_message_length', 70 * 1024 * 1024)]) as channel:
stub = gnes_pb2_grpc.GnesRPCStub(channel)
resp = stub.Call(
list(RequestGenerator.index([b'doc1:', b'doc2:'], 1))[0])
self.assertEqual(resp.request_id, '0')
def test_grpc_frontend(self):
args = set_grpc_frontend_parser().parse_args([
'--grpc_host',
'127.0.0.1',
])
p_args = set_router_service_parser().parse_args([
'--port_in',
str(args.port_out),
'--port_out',
str(args.port_in),
'--socket_in',
str(SocketType.PULL_CONNECT),
'--socket_out',
str(SocketType.PUSH_CONNECT),
])
with RouterService(p_args), GRPCFrontend(args), grpc.insecure_channel(
'%s:%s' % (args.grpc_host, args.grpc_port),
options=[('grpc.max_send_message_length', 70 * 1024 * 1024),
('grpc.max_receive_message_length', 70 * 1024 * 1024)
]) as channel:
stub = gnes_pb2_grpc.GnesRPCStub(channel)
with TimeContext('sync call'): # about 5s
resp = list(
stub.StreamCall(RequestGenerator.train(self.all_bytes,
1)))[-1]
self.assertEqual(resp.request_id, str(len(
self.all_bytes))) # idx start with 0, but +1 for final FLUSH
def _test_grpc_multiple_pub(self, backend='thread', num_parallel=5):
args = set_frontend_parser().parse_args([
'--grpc_host',
'127.0.0.1',
])
p_args = set_router_parser().parse_args([
'--port_in',
str(args.port_out), '--port_out',
str(args.port_in), '--socket_in',
str(SocketType.PULL_CONNECT), '--socket_out',
str(SocketType.PUSH_CONNECT), '--yaml_path', 'BaseRouter',
'--num_parallel',
str(num_parallel), '--parallel_backend', backend,
'--parallel_type',
str(ParallelType.PUB_BLOCK)
])
with ServiceManager(
RouterService,
p_args), FrontendService(args), grpc.insecure_channel(
'%s:%d' % (args.grpc_host, args.grpc_port),
options=[
('grpc.max_send_message_length', 70 * 1024 * 1024),
('grpc.max_receive_message_length', 70 * 1024 * 1024)
]) as channel:
stub = gnes_pb2_grpc.GnesRPCStub(channel)
resp = stub.Call(list(RequestGenerator.query(b'abc', 1))[0])
self.assertEqual(resp.request_id, 0)
def test_pymode(self):
args = set_frontend_parser().parse_args([])
p_args = set_preprocessor_parser().parse_args([
'--port_in',
str(args.port_out), '--port_out', '5531', '--socket_in',
str(SocketType.PULL_CONNECT), '--socket_out',
str(SocketType.PUSH_BIND), '--yaml_path', 'SentSplitPreprocessor'
])
e_args = set_encoder_parser().parse_args([
'--port_in',
str(p_args.port_out), '--port_out',
str(args.port_in), '--socket_in',
str(SocketType.PULL_CONNECT), '--socket_out',
str(SocketType.PUSH_CONNECT), '--yaml_path', 'transformer.yml',
'--py_path', 'distilbert.py'
])
with ServiceManager(EncoderService, e_args), \
ServiceManager(PreprocessorService, p_args), \
FrontendService(args), \
grpc.insecure_channel('%s:%s' % (args.grpc_host, args.grpc_port),
options=[('grpc.max_send_message_length', 70 * 1024 * 1024),
('grpc.max_receive_message_length', 70 * 1024 * 1024)]) as channel:
stub = gnes_pb2_grpc.GnesRPCStub(channel)
resp = stub.Call(
list(
RequestGenerator.index([
b'hello world, good to see you.',
b'goodbye! wish to see you again!'
], 1))[0])
self.assertEqual(resp.request_id, 0)
def test_fasterrcnn_preprocessor(self):
args = set_preprocessor_parser().parse_args(
['--yaml_path', self.fasterrcnn_yaml])
c_args = _set_client_parser().parse_args(
['--port_in',
str(args.port_out), '--port_out',
str(args.port_in)])
all_zips = zipfile.ZipFile(self.data_path)
all_bytes = [all_zips.open(v).read() for v in all_zips.namelist()]
with ServiceManager(PreprocessorService,
args), ZmqClient(c_args) as client:
for req in RequestGenerator.index(all_bytes):
msg = gnes_pb2.Message()
msg.request.index.CopyFrom(req.index)
client.send_message(msg)
r = client.recv_message()
for d in r.request.index.docs:
self.assertGreater(len(d.chunks), 0)
for _ in range(len(d.chunks)):
self.assertEqual(
len(blob2array(d.chunks[_].blob).shape), 3)
self.assertEqual(
blob2array(d.chunks[_].blob).shape[-1], 3)
self.assertEqual(
blob2array(d.chunks[_].blob).shape[0], 224)
self.assertEqual(
blob2array(d.chunks[_].blob).shape[1], 224)
print(blob2array(d.chunks[0].blob).dtype)
def test_grpc_real_service(self):
# to fix
with DummyServer('%s:%d' % (self.s_args.grpc_host, self.s_args.grpc_port)), GRPCService(
self.s_args), FrontendService(self.args), grpc.insecure_channel(
'%s:%s' % (self.args.grpc_host, self.args.grpc_port),
options=[('grpc.max_send_message_length', 70 * 1024 * 1024),
('grpc.max_receive_message_length', 70 * 1024 * 1024)]) as channel:
stub = gnes_pb2_grpc.GnesRPCStub(channel)
resp = stub.Call(list(RequestGenerator.query(b'abc', 1))[0])
self.assertEqual(resp.request_id, 0) # idx start with 0, but +1 for final FLUSH
def query(self, all_bytes: List[bytes], stub):
for idx, q in enumerate(all_bytes):
for req in RequestGenerator.query(q,
request_id_start=idx,
top_k=self.args.top_k):
resp = stub.Call(req)
print(colored(req.search.query, 'green'))
for k in resp.search.topk_results:
print(colored(k.doc.doc_id, 'magenta'))
print(colored(k.doc.raw_text, 'yellow'))
print(colored(k.score.value, 'blue'))
pprint.pprint(json.loads(k.score.explained))
input('press any key to continue...')
input('on to next query, press any key to continue...')
def test_video_cut_by_clustering(self):
args = set_preprocessor_parser().parse_args(
['--yaml_path', self.yml_path_4])
c_args = _set_client_parser().parse_args(
['--port_in',
str(args.port_out), '--port_out',
str(args.port_in)])
with PreprocessorService(args), ZmqClient(c_args) as client:
for req in RequestGenerator.index(self.video_bytes):
msg = gnes_pb2.Message()
msg.request.index.CopyFrom(req.index)
client.send_message(msg)
r = client.recv_message()
for d in r.request.index.docs:
self.assertEqual(len(d.chunks), 6)
def test_pymode(self):
os.unsetenv('http_proxy')
os.unsetenv('https_proxy')
args = set_frontend_parser().parse_args([])
p_args = set_preprocessor_parser().parse_args([
'--port_in',
str(args.port_out), '--port_out', '5531', '--socket_in',
str(SocketType.PULL_CONNECT), '--socket_out',
str(SocketType.PUSH_BIND), '--yaml_path', 'SentSplitPreprocessor'
])
e_args = set_indexer_parser().parse_args([
'--port_in',
str(p_args.port_out),
'--port_out',
str(args.port_in),
'--socket_in',
str(SocketType.PULL_CONNECT),
'--socket_out',
str(SocketType.PUSH_CONNECT),
'--yaml_path',
'!DictIndexer {gnes_config: {name: dummy_dict_indexer}}',
])
with ServiceManager(IndexerService, e_args), \
ServiceManager(PreprocessorService, p_args), \
FrontendService(args), \
grpc.insecure_channel('%s:%s' % (args.grpc_host, args.grpc_port),
options=[('grpc.max_send_message_length', 70 * 1024 * 1024),
('grpc.max_receive_message_length', 70 * 1024 * 1024)]) as channel:
stub = gnes_pb2_grpc.GnesRPCStub(channel)
all_bytes = []
with open(os.path.join(self.dirname, '26-doc-chinese.txt'),
'r',
encoding='utf8') as fp:
for v in fp:
if v.strip():
all_bytes.append(v.encode())
for r in stub.StreamCall(RequestGenerator.index(all_bytes)):
print(r)
bi = BaseIndexer.load('dummy_dict_indexer.bin')
self.assertEqual(bi.size, 26)
print(bi.query([0]))
def test_video_preprocessor_service_realdata(self):
args = set_preprocessor_parser().parse_args(
['--yaml_path', self.yml_path])
c_args = _set_client_parser().parse_args(
['--port_in',
str(args.port_out), '--port_out',
str(args.port_in)])
with PreprocessorService(args), ZmqClient(c_args) as client:
for req in RequestGenerator.index(self.video_bytes):
msg = gnes_pb2.Message()
msg.request.index.CopyFrom(req.index)
client.send_message(msg)
r = client.recv_message()
for d in r.request.index.docs:
self.assertGreater(len(d.chunks), 0)
for _ in range(len(d.chunks)):
shape = blob2array(d.chunks[_].blob).shape
self.assertEqual(shape, (168, 192, 3))
def test_video_decode_preprocessor(self):
args = set_preprocessor_parser().parse_args(['--yaml_path', self.yml_path])
c_args = _set_client_parser().parse_args([
'--port_in', str(args.port_out),
'--port_out', str(args.port_in)])
video_bytes = [
open(os.path.join(self.video_path, _), 'rb').read()
for _ in os.listdir(self.video_path)
]
with ServiceManager(PreprocessorService, args), ZmqClient(c_args) as client:
for req in RequestGenerator.index(video_bytes):
msg = gnes_pb2.Message()
msg.request.index.CopyFrom(req.index)
client.send_message(msg)
r = client.recv_message()
for d in r.request.index.docs:
self.assertGreater(len(d.chunks), 0)
for _ in range(len(d.chunks)):
shape = blob2array(d.chunks[_].blob).shape
self.assertEqual(shape[1:], (299, 299, 3))