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_preprocessor_service_realdata(self):
args = set_preprocessor_service_parser().parse_args([])
c_args = _set_client_parser().parse_args(
['--port_in',
str(args.port_out), '--port_out',
str(args.port_in)])
with open(os.path.join(self.dirname, '26-doc-chinese.txt'),
'r',
encoding='utf8') as fp:
msg = gnes_pb2.Message()
all_text = ''
for v in fp:
if v.strip():
d = msg.request.train.docs.add()
d.raw_text = v
all_text += v
with PreprocessorService(args), ZmqClient(c_args) as client:
client.send_message(msg)
r = client.recv_message()
print(r)
msg1 = gnes_pb2.Message()
msg1.request.index.docs.extend(msg.request.train.docs)
client.send_message(msg1)
r = client.recv_message()
print(r)
msg2 = gnes_pb2.Message()
msg2.request.search.query.raw_text = all_text
client.send_message(msg2)
r = client.recv_message()
print(r)
def test_concat_router(self):
args = set_router_service_parser().parse_args([
'--yaml_path', self.concat_router_yaml,
'--socket_out', str(SocketType.PUSH_BIND)
])
c_args = _set_client_parser().parse_args([
'--port_in', str(args.port_out),
'--port_out', str(args.port_in),
'--socket_in', str(SocketType.PULL_CONNECT)
])
with RouterService(args), ZmqClient(c_args) as c1:
msg = gnes_pb2.Message()
msg.request.search.query.chunk_embeddings.CopyFrom(array2blob(np.random.random([5, 2])))
msg.envelope.num_part.extend([1, 3])
c1.send_message(msg)
c1.send_message(msg)
c1.send_message(msg)
r = c1.recv_message()
self.assertSequenceEqual(r.envelope.num_part, [1])
print(r.envelope.routes)
self.assertEqual(r.request.search.query.chunk_embeddings.shape, [5, 6])
for j in range(1, 4):
d = msg.request.index.docs.add()
d.chunk_embeddings.CopyFrom(array2blob(np.random.random([5, 2 * j])))
c1.send_message(msg)
c1.send_message(msg)
c1.send_message(msg)
r = c1.recv_message()
self.assertSequenceEqual(r.envelope.num_part, [1])
for j in range(1, 4):
self.assertEqual(r.request.index.docs[j - 1].chunk_embeddings.shape, [5, 6 * j])
def test_chunk_reduce_router(self):
args = set_router_service_parser().parse_args([
'--yaml_path', self.chunk_router_yaml,
'--socket_out', str(SocketType.PUB_BIND)
])
c_args = _set_client_parser().parse_args([
'--port_in', str(args.port_out),
'--port_out', str(args.port_in),
'--socket_in', str(SocketType.SUB_CONNECT)
])
with RouterService(args), ZmqClient(c_args) as c1:
msg = gnes_pb2.Message()
s = msg.response.search.topk_results.add()
s.score = 0.1
s.score_explained = '1-c1'
s.chunk.doc_id = 1
s = msg.response.search.topk_results.add()
s.score = 0.2
s.score_explained = '1-c2'
s.chunk.doc_id = 2
s = msg.response.search.topk_results.add()
s.score = 0.3
s.score_explained = '1-c3'
s.chunk.doc_id = 1
msg.envelope.num_part.extend([1, 2])
c1.send_message(msg)
msg.response.search.ClearField('topk_results')
s = msg.response.search.topk_results.add()
s.score = 0.2
s.score_explained = '2-c1'
s.chunk.doc_id = 1
s = msg.response.search.topk_results.add()
s.score = 0.2
s.score_explained = '2-c2'
s.chunk.doc_id = 2
s = msg.response.search.topk_results.add()
s.score = 0.3
s.score_explained = '2-c3'
s.chunk.doc_id = 3
c1.send_message(msg)
r = c1.recv_message()
self.assertSequenceEqual(r.envelope.num_part, [1])
self.assertEqual(len(r.response.search.topk_results), 3)
self.assertGreaterEqual(r.response.search.topk_results[0].score, r.response.search.topk_results[-1].score)
print(r.response.search.topk_results)
self.assertEqual(r.response.search.topk_results[0].score_explained, '1-c1\n1-c3\n2-c1\n')
self.assertEqual(r.response.search.topk_results[1].score_explained, '1-c2\n2-c2\n')
self.assertEqual(r.response.search.topk_results[2].score_explained, '2-c3\n')
self.assertAlmostEqual(r.response.search.topk_results[0].score, 0.6)
self.assertAlmostEqual(r.response.search.topk_results[1].score, 0.4)
self.assertAlmostEqual(r.response.search.topk_results[2].score, 0.3)
def test_doc_reduce_router(self):
args = set_router_service_parser().parse_args([
'--yaml_path', self.doc_router_yaml, '--socket_out',
str(SocketType.PUB_BIND)
])
c_args = _set_client_parser().parse_args([
'--port_in',
str(args.port_out), '--port_out',
str(args.port_in), '--socket_in',
str(SocketType.SUB_CONNECT)
])
with RouterService(args), ZmqClient(c_args) as c1:
msg = gnes_pb2.Message()
# shard1 only has d1
s = msg.response.search.topk_results.add()
s.score = 0.1
s.doc.doc_id = 1
s.doc.raw_text = 'd1'
s = msg.response.search.topk_results.add()
s.score = 0.2
s.doc.doc_id = 2
s = msg.response.search.topk_results.add()
s.score = 0.3
s.chunk.doc_id = 3
msg.envelope.num_part = 2
c1.send_message(msg)
msg.response.search.ClearField('topk_results')
# shard2 has d2 and d3
s = msg.response.search.topk_results.add()
s.score = 0.1
s.doc.doc_id = 1
s = msg.response.search.topk_results.add()
s.score = 0.2
s.doc.doc_id = 2
s.doc.raw_text = 'd2'
s = msg.response.search.topk_results.add()
s.score = 0.3
s.chunk.doc_id = 3
s.doc.raw_text = 'd3'
msg.response.search.top_k = 5
msg.envelope.num_part = 2
c1.send_message(msg)
r = c1.recv_message()
print(r.response.search.topk_results)
self.assertEqual(r.envelope.num_part, 1)
self.assertEqual(len(r.response.search.topk_results), 3)
self.assertGreaterEqual(r.response.search.topk_results[0].score,
r.response.search.topk_results[-1].score)
def test_publish_router(self):
args = set_router_service_parser().parse_args([
'--yaml_path', self.publish_router_yaml,
'--socket_out', str(SocketType.PUB_BIND)
])
c_args = _set_client_parser().parse_args([
'--port_in', str(args.port_out),
'--port_out', str(args.port_in),
'--socket_in', str(SocketType.SUB_CONNECT)
])
with RouterService(args), ZmqClient(c_args) as c1, ZmqClient(c_args) as c2:
msg = gnes_pb2.Message()
msg.request.index.docs.extend([gnes_pb2.Document() for _ in range(5)])
msg.envelope.num_part.append(1)
c1.send_message(msg)
r = c1.recv_message()
self.assertSequenceEqual(r.envelope.num_part, [1, 2])
r = c2.recv_message()
self.assertSequenceEqual(r.envelope.num_part, [1, 2])
def test_preprocessor_service_echo(self):
args = set_preprocessor_service_parser().parse_args([])
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:
msg = gnes_pb2.Message()
msg.request.index.docs.extend([gnes_pb2.Document() for _ in range(5)])
client.send_message(msg)
r = client.recv_message()
print(r)
msg.request.train.docs.extend([gnes_pb2.Document() for _ in range(5)])
client.send_message(msg)
r = client.recv_message()
print(r)
def test_map_router(self):
args = set_router_service_parser().parse_args([
'--yaml_path', self.batch_router_yaml,
])
c_args = _set_client_parser().parse_args([
'--port_in', str(args.port_out),
'--port_out', str(args.port_in),
])
with RouterService(args), ZmqClient(c_args) as c1:
msg = gnes_pb2.Message()
msg.request.index.docs.extend([gnes_pb2.Document() for _ in range(5)])
c1.send_message(msg)
r = c1.recv_message()
self.assertEqual(len(r.request.index.docs), 2)
r = c1.recv_message()
self.assertEqual(len(r.request.index.docs), 2)
r = c1.recv_message()
self.assertEqual(len(r.request.index.docs), 1)
def test_video_preprocessor_service_realdata(self):
args = set_preprocessor_service_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 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, (168, 192, 3))
def test_multimap_multireduce(self):
# p1 ->
# p21 ->
# r311
# r312
# -> r41
# -> r5
# p22 ->
# r321
# r322
# -> r42
# -> r5
# -> client
p1 = set_router_service_parser().parse_args([
'--yaml_path', self.publish_router_yaml,
'--socket_in', str(SocketType.PULL_CONNECT),
'--socket_out', str(SocketType.PUB_BIND),
])
r5 = set_router_service_parser().parse_args([
'--yaml_path', self.reduce_router_yaml,
'--socket_in', str(SocketType.PULL_BIND),
'--socket_out', str(SocketType.PUSH_CONNECT),
])
r41 = set_router_service_parser().parse_args([
'--yaml_path', self.reduce_router_yaml,
'--socket_in', str(SocketType.PULL_BIND),
'--socket_out', str(SocketType.PUSH_CONNECT),
'--port_out', str(r5.port_in)
])
r42 = set_router_service_parser().parse_args([
'--yaml_path', self.reduce_router_yaml,
'--socket_in', str(SocketType.PULL_BIND),
'--socket_out', str(SocketType.PUSH_CONNECT),
'--port_out', str(r5.port_in)
])
p21 = set_router_service_parser().parse_args([
'--yaml_path', self.publish_router_yaml,
'--socket_in', str(SocketType.SUB_CONNECT),
'--socket_out', str(SocketType.PUB_BIND),
'--port_in', str(p1.port_out)
])
p22 = set_router_service_parser().parse_args([
'--yaml_path', self.publish_router_yaml,
'--socket_in', str(SocketType.SUB_CONNECT),
'--socket_out', str(SocketType.PUB_BIND),
'--port_in', str(p1.port_out)
])
r311 = set_router_service_parser().parse_args([
'--socket_in', str(SocketType.SUB_CONNECT),
'--socket_out', str(SocketType.PUSH_CONNECT),
'--port_in', str(p21.port_out),
'--port_out', str(r41.port_in)
])
r312 = set_router_service_parser().parse_args([
'--socket_in', str(SocketType.SUB_CONNECT),
'--socket_out', str(SocketType.PUSH_CONNECT),
'--port_in', str(p21.port_out),
'--port_out', str(r41.port_in)
])
r321 = set_router_service_parser().parse_args([
'--socket_in', str(SocketType.SUB_CONNECT),
'--socket_out', str(SocketType.PUSH_CONNECT),
'--port_in', str(p22.port_out),
'--port_out', str(r42.port_in)
])
r322 = set_router_service_parser().parse_args([
'--socket_in', str(SocketType.SUB_CONNECT),
'--socket_out', str(SocketType.PUSH_CONNECT),
'--port_in', str(p22.port_out),
'--port_out', str(r42.port_in)
])
c_args = _set_client_parser().parse_args([
'--port_in', str(r5.port_out),
'--port_out', str(p1.port_in),
'--socket_in', str(SocketType.PULL_BIND),
'--socket_out', str(SocketType.PUSH_BIND),
])
with RouterService(p1), RouterService(r5), \
RouterService(p21), RouterService(p22), \
RouterService(r311), RouterService(r312), RouterService(r321), RouterService(r322), \
RouterService(r41), RouterService(r42), \
ZmqClient(c_args) as c1:
msg = gnes_pb2.Message()
msg.envelope.num_part.append(1)
c1.send_message(msg)
r = c1.recv_message()
self.assertSequenceEqual(r.envelope.num_part, [1])
print(r.envelope.routes)
