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_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_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_multiple_router(self, backend='thread', num_parallel=5):
a = set_router_service_parser().parse_args([
'--yaml_path', 'BaseRouter',
'--num_parallel', str(num_parallel),
'--parallel_backend', backend
])
with ServiceManager(RouterService, a):
pass
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_bm_frontend(self):
args = set_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), '--yaml_path', 'BaseRouter'
])
b_args = set_benchmark_client_parser().parse_args(
['--num_requests', '10', '--request_length', '65536'])
with RouterService(p_args), FrontendService(args):
BenchmarkClient(b_args)
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_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_grpc_multiple_router(self, backend='thread', num_parallel=5):
args = set_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),
'--yaml_path', 'BaseRouter',
'--num_parallel', str(num_parallel),
'--parallel_backend', backend
])
with ServiceManager(RouterService, 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.query(b'abc', 1))[0])
self.assertEqual(resp.request_id, '0')
def test_service_empty(self):
args = set_router_service_parser().parse_args([])
with RouterService(args):
pass
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), '--yaml_path', 'BaseRouter'
])
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), '--yaml_path', 'BaseRouter'
])
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), '--yaml_path', 'BaseRouter'
])
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), '--yaml_path', 'BaseRouter'
])
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)
def test_doc_sum_reduce_router(self):
args = set_router_service_parser().parse_args([
'--yaml_path', self.doc_sum_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 = 0.4
s.doc.meta_info = b'1'
s.doc.raw_text = 'd3'
s.score_explained = '1-d3\n'
s = msg.response.search.topk_results.add()
s.score = 0.3
s.doc.meta_info = b'2'
s.doc.raw_text = 'd2'
s.score_explained = '1-d2\n'
s = msg.response.search.topk_results.add()
s.score = 0.2
s.doc.meta_info = b'3'
s.doc.raw_text = 'd1'
s.score_explained = '1-d3\n'
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 = 0.5
s.doc.meta_info = b'1'
s.doc.raw_text = 'd2'
s.score_explained = '2-d2\n'
s = msg.response.search.topk_results.add()
s.score = 0.2
s.doc.meta_info = b'2'
s.doc.raw_text = 'd1'
s.score_explained = '2-d1\n'
s = msg.response.search.topk_results.add()
s.score = 0.1
s.doc.meta_info = b'3'
s.doc.raw_text = 'd3'
s.score_explained = '2-d3\n'
msg.response.search.top_k = 5
c1.send_message(msg)
r = c1.recv_message()
print(r.response.search.topk_results)
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)
def test_service_empty(self):
args = set_router_service_parser().parse_args(
['--yaml_path', 'BaseRouter'])
with RouterService(args):
pass
