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# Licensed to the Apache Software Foundation (ASF) under one
# or more contributor license agreements. See the NOTICE file
# distributed with this work for additional information
# regarding copyright ownership. The ASF licenses this file
# to you under the Apache License, Version 2.0 (the
# "License"); you may not use this file except in compliance
# with the License. You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing,
# software distributed under the License is distributed on an
# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
# KIND, either express or implied. See the License for the
# specific language governing permissions and limitations
# under the License.
import ast
import base64
import os
import struct
import tempfile
import threading
import time
import traceback
import numpy as np
import pytest
import pyarrow as pa
from pyarrow.lib import tobytes
from pyarrow.util import pathlib, find_free_port
try:
from pyarrow import flight
from pyarrow.flight import (
FlightClient, FlightServerBase,
ServerAuthHandler, ClientAuthHandler,
ServerMiddleware, ServerMiddlewareFactory,
ClientMiddleware, ClientMiddlewareFactory,
)
except ImportError:
flight = None
FlightClient, FlightServerBase = object, object
ServerAuthHandler, ClientAuthHandler = object, object
ServerMiddleware, ServerMiddlewareFactory = object, object
ClientMiddleware, ClientMiddlewareFactory = object, object
# Marks all of the tests in this module
# Ignore these with pytest ... -m 'not flight'
pytestmark = pytest.mark.flight
def test_import():
# So we see the ImportError somewhere
import pyarrow.flight # noqa
def resource_root():
"""Get the path to the test resources directory."""
if not os.environ.get("ARROW_TEST_DATA"):
raise RuntimeError("Test resources not found; set "
"ARROW_TEST_DATA to <repo root>/testing/data")
return pathlib.Path(os.environ["ARROW_TEST_DATA"]) / "flight"
def read_flight_resource(path):
"""Get the contents of a test resource file."""
root = resource_root()
if not root:
return None
try:
with (root / path).open("rb") as f:
return f.read()
except FileNotFoundError:
raise RuntimeError(
"Test resource {} not found; did you initialize the "
"test resource submodule?\n{}".format(root / path,
traceback.format_exc()))
def example_tls_certs():
"""Get the paths to test TLS certificates."""
return {
"root_cert": read_flight_resource("root-ca.pem"),
"certificates": [
flight.CertKeyPair(
cert=read_flight_resource("cert0.pem"),
key=read_flight_resource("cert0.key"),
),
flight.CertKeyPair(
cert=read_flight_resource("cert1.pem"),
key=read_flight_resource("cert1.key"),
),
]
}
def simple_ints_table():
data = [
pa.array([-10, -5, 0, 5, 10])
]
return pa.Table.from_arrays(data, names=['some_ints'])
def simple_dicts_table():
dict_values = pa.array(["foo", "baz", "quux"], type=pa.utf8())
data = [
pa.chunked_array([
pa.DictionaryArray.from_arrays([1, 0, None], dict_values),
pa.DictionaryArray.from_arrays([2, 1], dict_values)
])
]
return pa.Table.from_arrays(data, names=['some_dicts'])
class ConstantFlightServer(FlightServerBase):
"""A Flight server that always returns the same data.
See ARROW-4796: this server implementation will segfault if Flight
does not properly hold a reference to the Table object.
"""
CRITERIA = b"the expected criteria"
def __init__(self, location=None, options=None, **kwargs):
super().__init__(location, **kwargs)
# Ticket -> Table
self.table_factories = {
b'ints': simple_ints_table,
b'dicts': simple_dicts_table,
}
self.options = options
def list_flights(self, context, criteria):
if criteria == self.CRITERIA:
yield flight.FlightInfo(
pa.schema([]),
flight.FlightDescriptor.for_path('/foo'),
[],
-1, -1
)
def do_get(self, context, ticket):
# Return a fresh table, so that Flight is the only one keeping a
# reference.
table = self.table_factories[ticket.ticket]()
return flight.RecordBatchStream(table, options=self.options)
class MetadataFlightServer(FlightServerBase):
"""A Flight server that numbers incoming/outgoing data."""
def __init__(self, options=None, **kwargs):
super().__init__(**kwargs)
self.options = options
def do_get(self, context, ticket):
data = [
pa.array([-10, -5, 0, 5, 10])
]
table = pa.Table.from_arrays(data, names=['a'])
return flight.GeneratorStream(
table.schema,
self.number_batches(table),
options=self.options)
def do_put(self, context, descriptor, reader, writer):
counter = 0
expected_data = [-10, -5, 0, 5, 10]
while True:
try:
batch, buf = reader.read_chunk()
assert batch.equals(pa.RecordBatch.from_arrays(
[pa.array([expected_data[counter]])],
['a']
))
assert buf is not None
client_counter, = struct.unpack('<i', buf.to_pybytes())
assert counter == client_counter
writer.write(struct.pack('<i', counter))
counter += 1
except StopIteration:
return
@staticmethod
def number_batches(table):
for idx, batch in enumerate(table.to_batches()):
buf = struct.pack('<i', idx)
yield batch, buf
class EchoFlightServer(FlightServerBase):
"""A Flight server that returns the last data uploaded."""
def __init__(self, location=None, expected_schema=None, **kwargs):
super().__init__(location, **kwargs)
self.last_message = None
self.expected_schema = expected_schema
def do_get(self, context, ticket):
return flight.RecordBatchStream(self.last_message)
def do_put(self, context, descriptor, reader, writer):
if self.expected_schema:
assert self.expected_schema == reader.schema
self.last_message = reader.read_all()
class EchoStreamFlightServer(EchoFlightServer):
"""An echo server that streams individual record batches."""
def do_get(self, context, ticket):
return flight.GeneratorStream(
self.last_message.schema,
self.last_message.to_batches(max_chunksize=1024))
def list_actions(self, context):
return []
def do_action(self, context, action):
if action.type == "who-am-i":
return [context.peer_identity(), context.peer().encode("utf-8")]
raise NotImplementedError
class GetInfoFlightServer(FlightServerBase):
"""A Flight server that tests GetFlightInfo."""
def get_flight_info(self, context, descriptor):
return flight.FlightInfo(
pa.schema([('a', pa.int32())]),
descriptor,
[
flight.FlightEndpoint(b'', ['grpc://test']),
flight.FlightEndpoint(
b'',
[flight.Location.for_grpc_tcp('localhost', 5005)],
),
],
-1,
-1,
)
def get_schema(self, context, descriptor):
info = self.get_flight_info(context, descriptor)
return flight.SchemaResult(info.schema)
class ListActionsFlightServer(FlightServerBase):
"""A Flight server that tests ListActions."""
@classmethod
def expected_actions(cls):
return [
("action-1", "description"),
("action-2", ""),
flight.ActionType("action-3", "more detail"),
]
def list_actions(self, context):
yield from self.expected_actions()
class ListActionsErrorFlightServer(FlightServerBase):
"""A Flight server that tests ListActions."""
def list_actions(self, context):
yield ("action-1", "")
yield "foo"
class CheckTicketFlightServer(FlightServerBase):
"""A Flight server that compares the given ticket to an expected value."""
def __init__(self, expected_ticket, location=None, **kwargs):
super().__init__(location, **kwargs)
self.expected_ticket = expected_ticket
def do_get(self, context, ticket):
assert self.expected_ticket == ticket.ticket
data1 = [pa.array([-10, -5, 0, 5, 10], type=pa.int32())]
table = pa.Table.from_arrays(data1, names=['a'])
return flight.RecordBatchStream(table)
def do_put(self, context, descriptor, reader):
self.last_message = reader.read_all()
class InvalidStreamFlightServer(FlightServerBase):
"""A Flight server that tries to return messages with differing schemas."""
schema = pa.schema([('a', pa.int32())])
def do_get(self, context, ticket):
data1 = [pa.array([-10, -5, 0, 5, 10], type=pa.int32())]
data2 = [pa.array([-10.0, -5.0, 0.0, 5.0, 10.0], type=pa.float64())]
assert data1.type != data2.type
table1 = pa.Table.from_arrays(data1, names=['a'])
table2 = pa.Table.from_arrays(data2, names=['a'])
assert table1.schema == self.schema
return flight.GeneratorStream(self.schema, [table1, table2])
class SlowFlightServer(FlightServerBase):
"""A Flight server that delays its responses to test timeouts."""
def do_get(self, context, ticket):
return flight.GeneratorStream(pa.schema([('a', pa.int32())]),
self.slow_stream())
def do_action(self, context, action):
time.sleep(0.5)
return []
@staticmethod
def slow_stream():
data1 = [pa.array([-10, -5, 0, 5, 10], type=pa.int32())]
yield pa.Table.from_arrays(data1, names=['a'])
# The second message should never get sent; the client should
# cancel before we send this
time.sleep(10)
yield pa.Table.from_arrays(data1, names=['a'])
class ErrorFlightServer(FlightServerBase):
"""A Flight server that uses all the Flight-specific errors."""
def do_action(self, context, action):
if action.type == "internal":
raise flight.FlightInternalError("foo")
elif action.type == "timedout":
raise flight.FlightTimedOutError("foo")
elif action.type == "cancel":
raise flight.FlightCancelledError("foo")
elif action.type == "unauthenticated":
raise flight.FlightUnauthenticatedError("foo")
elif action.type == "unauthorized":
raise flight.FlightUnauthorizedError("foo")
elif action.type == "protobuf":
err_msg = b'this is an error message'
raise flight.FlightUnauthorizedError("foo", err_msg)
raise NotImplementedError
def list_flights(self, context, criteria):
yield flight.FlightInfo(
pa.schema([]),
flight.FlightDescriptor.for_path('/foo'),
[],
-1, -1
)
raise flight.FlightInternalError("foo")
class ExchangeFlightServer(FlightServerBase):
"""A server for testing DoExchange."""
def __init__(self, options=None, **kwargs):
super().__init__(**kwargs)
self.options = options
def do_exchange(self, context, descriptor, reader, writer):
if descriptor.descriptor_type != flight.DescriptorType.CMD:
raise pa.ArrowInvalid("Must provide a command descriptor")
elif descriptor.command == b"echo":
return self.exchange_echo(context, reader, writer)
elif descriptor.command == b"get":
return self.exchange_do_get(context, reader, writer)
elif descriptor.command == b"put":
return self.exchange_do_put(context, reader, writer)
elif descriptor.command == b"transform":
return self.exchange_transform(context, reader, writer)
else:
raise pa.ArrowInvalid(
"Unknown command: {}".format(descriptor.command))
def exchange_do_get(self, context, reader, writer):
"""Emulate DoGet with DoExchange."""
data = pa.Table.from_arrays([
pa.array(range(0, 10 * 1024))
], names=["a"])
writer.begin(data.schema)
writer.write_table(data)
def exchange_do_put(self, context, reader, writer):
"""Emulate DoPut with DoExchange."""
num_batches = 0
for chunk in reader:
if not chunk.data:
raise pa.ArrowInvalid("All chunks must have data.")
num_batches += 1
writer.write_metadata(str(num_batches).encode("utf-8"))
def exchange_echo(self, context, reader, writer):
"""Run a simple echo server."""
started = False
for chunk in reader:
if not started and chunk.data:
writer.begin(chunk.data.schema, options=self.options)
started = True
if chunk.app_metadata and chunk.data:
writer.write_with_metadata(chunk.data, chunk.app_metadata)
elif chunk.app_metadata:
writer.write_metadata(chunk.app_metadata)
elif chunk.data:
writer.write_batch(chunk.data)
else:
assert False, "Should not happen"
def exchange_transform(self, context, reader, writer):
"""Sum rows in an uploaded table."""
for field in reader.schema:
if not pa.types.is_integer(field.type):
raise pa.ArrowInvalid("Invalid field: " + repr(field))
table = reader.read_all()
sums = [0] * table.num_rows
for column in table:
for row, value in enumerate(column):
sums[row] += value.as_py()
result = pa.Table.from_arrays([pa.array(sums)], names=["sum"])
writer.begin(result.schema)
writer.write_table(result)
class HttpBasicServerAuthHandler(ServerAuthHandler):
"""An example implementation of HTTP basic authentication."""
def __init__(self, creds):
super().__init__()
self.creds = creds
def authenticate(self, outgoing, incoming):
buf = incoming.read()
auth = flight.BasicAuth.deserialize(buf)
if auth.username not in self.creds:
raise flight.FlightUnauthenticatedError("unknown user")
if self.creds[auth.username] != auth.password:
raise flight.FlightUnauthenticatedError("wrong password")
outgoing.write(tobytes(auth.username))
def is_valid(self, token):
if not token:
raise flight.FlightUnauthenticatedError("token not provided")
if token not in self.creds:
raise flight.FlightUnauthenticatedError("unknown user")
return token
class HttpBasicClientAuthHandler(ClientAuthHandler):
"""An example implementation of HTTP basic authentication."""
def __init__(self, username, password):
super().__init__()
self.basic_auth = flight.BasicAuth(username, password)
self.token = None
def authenticate(self, outgoing, incoming):
auth = self.basic_auth.serialize()
outgoing.write(auth)
self.token = incoming.read()
def get_token(self):
return self.token
class TokenServerAuthHandler(ServerAuthHandler):
"""An example implementation of authentication via handshake."""
def __init__(self, creds):
super().__init__()
self.creds = creds
def authenticate(self, outgoing, incoming):
username = incoming.read()
password = incoming.read()
if username in self.creds and self.creds[username] == password:
outgoing.write(base64.b64encode(b'secret:' + username))
else:
raise flight.FlightUnauthenticatedError(
"invalid username/password")
def is_valid(self, token):
token = base64.b64decode(token)
if not token.startswith(b'secret:'):
raise flight.FlightUnauthenticatedError("invalid token")
return token[7:]
class TokenClientAuthHandler(ClientAuthHandler):
"""An example implementation of authentication via handshake."""
def __init__(self, username, password):
super().__init__()
self.username = username
self.password = password
self.token = b''
def authenticate(self, outgoing, incoming):
outgoing.write(self.username)
outgoing.write(self.password)
self.token = incoming.read()
def get_token(self):
return self.token
class NoopAuthHandler(ServerAuthHandler):
"""A no-op auth handler."""
def authenticate(self, outgoing, incoming):
"""Do nothing."""
def is_valid(self, token):
"""
Returning an empty string.
Returning None causes Type error.
"""
return ""
def case_insensitive_header_lookup(headers, lookup_key):
"""Lookup the value of given key in the given headers.
The key lookup is case insensitive.
"""
for key in headers:
if key.lower() == lookup_key.lower():
return headers.get(key)
class ClientHeaderAuthMiddlewareFactory(ClientMiddlewareFactory):
"""ClientMiddlewareFactory that creates ClientAuthHeaderMiddleware."""
def __init__(self):
self.call_credential = []
def start_call(self, info):
return ClientHeaderAuthMiddleware(self)
def set_call_credential(self, call_credential):
self.call_credential = call_credential
class ClientHeaderAuthMiddleware(ClientMiddleware):
"""
ClientMiddleware that extracts the authorization header
from the server.
This is an example of a ClientMiddleware that can extract
the bearer token authorization header from a HTTP header
authentication enabled server.
Parameters
----------
factory : ClientHeaderAuthMiddlewareFactory
This factory is used to set call credentials if an
authorization header is found in the headers from the server.
"""
def __init__(self, factory):
self.factory = factory
def received_headers(self, headers):
auth_header = case_insensitive_header_lookup(headers, 'Authorization')
self.factory.set_call_credential([
b'authorization',
auth_header[0].encode("utf-8")])
class HeaderAuthServerMiddlewareFactory(ServerMiddlewareFactory):
"""Validates incoming username and password."""
def start_call(self, info, headers):
auth_header = case_insensitive_header_lookup(
headers,
'Authorization'
)
values = auth_header[0].split(' ')
token = ''
error_message = 'Invalid credentials'
if values[0] == 'Basic':
decoded = base64.b64decode(values[1])
pair = decoded.decode("utf-8").split(':')
if not (pair[0] == 'test' and pair[1] == 'password'):
raise flight.FlightUnauthenticatedError(error_message)
token = 'token1234'
elif values[0] == 'Bearer':
token = values[1]
if not token == 'token1234':
raise flight.FlightUnauthenticatedError(error_message)
else:
raise flight.FlightUnauthenticatedError(error_message)
return HeaderAuthServerMiddleware(token)
class HeaderAuthServerMiddleware(ServerMiddleware):
"""A ServerMiddleware that transports incoming username and passowrd."""
def __init__(self, token):
self.token = token
def sending_headers(self):
return {'authorization': 'Bearer ' + self.token}
class HeaderAuthFlightServer(FlightServerBase):
"""A Flight server that tests with basic token authentication. """
def do_action(self, context, action):
middleware = context.get_middleware("auth")
if middleware:
auth_header = case_insensitive_header_lookup(
middleware.sending_headers(), 'Authorization')
values = auth_header.split(' ')
return [values[1].encode("utf-8")]
raise flight.FlightUnauthenticatedError(
'No token auth middleware found.')
class ArbitraryHeadersServerMiddlewareFactory(ServerMiddlewareFactory):
"""A ServerMiddlewareFactory that transports arbitrary headers."""
def start_call(self, info, headers):
return ArbitraryHeadersServerMiddleware(headers)
class ArbitraryHeadersServerMiddleware(ServerMiddleware):
"""A ServerMiddleware that transports arbitrary headers."""
def __init__(self, incoming):
self.incoming = incoming
def sending_headers(self):
return self.incoming
class ArbitraryHeadersFlightServer(FlightServerBase):
"""A Flight server that tests multiple arbitrary headers."""
def do_action(self, context, action):
middleware = context.get_middleware("arbitrary-headers")
if middleware:
headers = middleware.sending_headers()
header_1 = case_insensitive_header_lookup(
headers,
'test-header-1'
)
header_2 = case_insensitive_header_lookup(
headers,
'test-header-2'
)
value1 = header_1[0].encode("utf-8")
value2 = header_2[0].encode("utf-8")
return [value1, value2]
raise flight.FlightServerError("No headers middleware found")
class HeaderServerMiddleware(ServerMiddleware):
"""Expose a per-call value to the RPC method body."""
def __init__(self, special_value):
self.special_value = special_value
class HeaderServerMiddlewareFactory(ServerMiddlewareFactory):
"""Expose a per-call hard-coded value to the RPC method body."""
def start_call(self, info, headers):
return HeaderServerMiddleware("right value")
class HeaderFlightServer(FlightServerBase):
"""Echo back the per-call hard-coded value."""
def do_action(self, context, action):
middleware = context.get_middleware("test")
if middleware:
return [middleware.special_value.encode()]
return [b""]
class MultiHeaderFlightServer(FlightServerBase):
"""Test sending/receiving multiple (binary-valued) headers."""
def do_action(self, context, action):
middleware = context.get_middleware("test")
headers = repr(middleware.client_headers).encode("utf-8")
return [headers]
class SelectiveAuthServerMiddlewareFactory(ServerMiddlewareFactory):
"""Deny access to certain methods based on a header."""
def start_call(self, info, headers):
if info.method == flight.FlightMethod.LIST_ACTIONS:
# No auth needed
return
token = headers.get("x-auth-token")
if not token:
raise flight.FlightUnauthenticatedError("No token")
token = token[0]
if token != "password":
raise flight.FlightUnauthenticatedError("Invalid token")
return HeaderServerMiddleware(token)
class SelectiveAuthClientMiddlewareFactory(ClientMiddlewareFactory):
def start_call(self, info):
return SelectiveAuthClientMiddleware()
class SelectiveAuthClientMiddleware(ClientMiddleware):
def sending_headers(self):
return {
"x-auth-token": "password",
}
class RecordingServerMiddlewareFactory(ServerMiddlewareFactory):
"""Record what methods were called."""
def __init__(self):
super().__init__()
self.methods = []
def start_call(self, info, headers):
self.methods.append(info.method)
return None
class RecordingClientMiddlewareFactory(ClientMiddlewareFactory):
"""Record what methods were called."""
def __init__(self):
super().__init__()
self.methods = []
def start_call(self, info):
self.methods.append(info.method)
return None
class MultiHeaderClientMiddlewareFactory(ClientMiddlewareFactory):
"""Test sending/receiving multiple (binary-valued) headers."""
def __init__(self):
# Read in test_middleware_multi_header below.
# The middleware instance will update this value.
self.last_headers = {}
def start_call(self, info):
return MultiHeaderClientMiddleware(self)
class MultiHeaderClientMiddleware(ClientMiddleware):
"""Test sending/receiving multiple (binary-valued) headers."""
EXPECTED = {
"x-text": ["foo", "bar"],
"x-binary-bin": [b"\x00", b"\x01"],
}
def __init__(self, factory):
self.factory = factory
def sending_headers(self):
return self.EXPECTED
def received_headers(self, headers):
# Let the test code know what the last set of headers we
# received were.
self.factory.last_headers = headers
class MultiHeaderServerMiddlewareFactory(ServerMiddlewareFactory):
"""Test sending/receiving multiple (binary-valued) headers."""
def start_call(self, info, headers):
return MultiHeaderServerMiddleware(headers)
class MultiHeaderServerMiddleware(ServerMiddleware):
"""Test sending/receiving multiple (binary-valued) headers."""
def __init__(self, client_headers):
self.client_headers = client_headers
def sending_headers(self):
return MultiHeaderClientMiddleware.EXPECTED
def test_flight_server_location_argument():
locations = [
None,
'grpc://localhost:0',
('localhost', find_free_port()),
]
for location in locations:
with FlightServerBase(location) as server:
assert isinstance(server, FlightServerBase)
def test_server_exit_reraises_exception():
with pytest.raises(ValueError):
with FlightServerBase():
raise ValueError()
@pytest.mark.slow
def test_client_wait_for_available():
location = ('localhost', find_free_port())
server = None
def serve():
global server
time.sleep(0.5)
server = FlightServerBase(location)
server.serve()
client = FlightClient(location)
thread = threading.Thread(target=serve, daemon=True)
thread.start()
started = time.time()
client.wait_for_available(timeout=5)
elapsed = time.time() - started
assert elapsed >= 0.5
def test_flight_list_flights():
"""Try a simple list_flights call."""
with ConstantFlightServer() as server:
client = flight.connect(('localhost', server.port))
assert list(client.list_flights()) == []
flights = client.list_flights(ConstantFlightServer.CRITERIA)
assert len(list(flights)) == 1
def test_flight_do_get_ints():
"""Try a simple do_get call."""
table = simple_ints_table()
with ConstantFlightServer() as server:
client = flight.connect(('localhost', server.port))
data = client.do_get(flight.Ticket(b'ints')).read_all()
assert data.equals(table)
options = pa.ipc.IpcWriteOptions(
metadata_version=pa.ipc.MetadataVersion.V4)
with ConstantFlightServer(options=options) as server:
client = flight.connect(('localhost', server.port))
data = client.do_get(flight.Ticket(b'ints')).read_all()
assert data.equals(table)
# Also test via RecordBatchReader interface
data = client.do_get(flight.Ticket(b'ints')).to_reader().read_all()
assert data.equals(table)
with pytest.raises(flight.FlightServerError,
match="expected IpcWriteOptions, got <class 'int'>"):
with ConstantFlightServer(options=42) as server:
client = flight.connect(('localhost', server.port))
data = client.do_get(flight.Ticket(b'ints')).read_all()
@pytest.mark.pandas
def test_do_get_ints_pandas():
"""Try a simple do_get call."""
table = simple_ints_table()
with ConstantFlightServer() as server:
client = flight.connect(('localhost', server.port))
data = client.do_get(flight.Ticket(b'ints')).read_pandas()
assert list(data['some_ints']) == table.column(0).to_pylist()
def test_flight_do_get_dicts():
table = simple_dicts_table()
with ConstantFlightServer() as server:
client = flight.connect(('localhost', server.port))
data = client.do_get(flight.Ticket(b'dicts')).read_all()
assert data.equals(table)
def test_flight_do_get_ticket():
"""Make sure Tickets get passed to the server."""
data1 = [pa.array([-10, -5, 0, 5, 10], type=pa.int32())]
table = pa.Table.from_arrays(data1, names=['a'])
with CheckTicketFlightServer(expected_ticket=b'the-ticket') as server:
client = flight.connect(('localhost', server.port))
data = client.do_get(flight.Ticket(b'the-ticket')).read_all()
assert data.equals(table)
def test_flight_get_info():
"""Make sure FlightEndpoint accepts string and object URIs."""
with GetInfoFlightServer() as server:
client = FlightClient(('localhost', server.port))
info = client.get_flight_info(flight.FlightDescriptor.for_command(b''))
assert info.total_records == -1
assert info.total_bytes == -1
assert info.schema == pa.schema([('a', pa.int32())])
assert len(info.endpoints) == 2
assert len(info.endpoints[0].locations) == 1
assert info.endpoints[0].locations[0] == flight.Location('grpc://test')
assert info.endpoints[1].locations[0] == \
flight.Location.for_grpc_tcp('localhost', 5005)
def test_flight_get_schema():
"""Make sure GetSchema returns correct schema."""
with GetInfoFlightServer() as server:
client = FlightClient(('localhost', server.port))
info = client.get_schema(flight.FlightDescriptor.for_command(b''))
assert info.schema == pa.schema([('a', pa.int32())])
def test_list_actions():
"""Make sure the return type of ListActions is validated."""
# ARROW-6392
with ListActionsErrorFlightServer() as server:
client = FlightClient(('localhost', server.port))
with pytest.raises(
flight.FlightServerError,
match=("Results of list_actions must be "
"ActionType or tuple")
):
list(client.list_actions())
with ListActionsFlightServer() as server:
client = FlightClient(('localhost', server.port))
assert list(client.list_actions()) == \
ListActionsFlightServer.expected_actions()
class ConvenienceServer(FlightServerBase):
"""
Server for testing various implementation conveniences (auto-boxing, etc.)
"""
@property
def simple_action_results(self):
return [b'foo', b'bar', b'baz']
def do_action(self, context, action):
if action.type == 'simple-action':
return self.simple_action_results
elif action.type == 'echo':
return [action.body]
elif action.type == 'bad-action':
return ['foo']
elif action.type == 'arrow-exception':
raise pa.ArrowMemoryError()
def test_do_action_result_convenience():
with ConvenienceServer() as server:
client = FlightClient(('localhost', server.port))
# do_action as action type without body
results = [x.body for x in client.do_action('simple-action')]
assert results == server.simple_action_results
# do_action with tuple of type and body
body = b'the-body'
results = [x.body for x in client.do_action(('echo', body))]
assert results == [body]
def test_nicer_server_exceptions():
with ConvenienceServer() as server:
client = FlightClient(('localhost', server.port))
with pytest.raises(flight.FlightServerError,
match="a bytes-like object is required"):
list(client.do_action('bad-action'))
# While Flight/C++ sends across the original status code, it
# doesn't get mapped to the equivalent code here, since we
# want to be able to distinguish between client- and server-
# side errors.
with pytest.raises(flight.FlightServerError,
match="ArrowMemoryError"):
list(client.do_action('arrow-exception'))
def test_get_port():
"""Make sure port() works."""
server = GetInfoFlightServer("grpc://localhost:0")
try:
assert server.port > 0
finally:
server.shutdown()
@pytest.mark.skipif(os.name == 'nt',
reason="Unix sockets can't be tested on Windows")
def test_flight_domain_socket():
"""Try a simple do_get call over a Unix domain socket."""
with tempfile.NamedTemporaryFile() as sock:
sock.close()
location = flight.Location.for_grpc_unix(sock.name)
with ConstantFlightServer(location=location):
client = FlightClient(location)
reader = client.do_get(flight.Ticket(b'ints'))
table = simple_ints_table()
assert reader.schema.equals(table.schema)
data = reader.read_all()
assert data.equals(table)
reader = client.do_get(flight.Ticket(b'dicts'))
table = simple_dicts_table()
assert reader.schema.equals(table.schema)
data = reader.read_all()
assert data.equals(table)
@pytest.mark.slow
def test_flight_large_message():
"""Try sending/receiving a large message via Flight.
See ARROW-4421: by default, gRPC won't allow us to send messages >
4MiB in size.
"""
data = pa.Table.from_arrays([
pa.array(range(0, 10 * 1024 * 1024))
], names=['a'])
with EchoFlightServer(expected_schema=data.schema) as server:
client = FlightClient(('localhost', server.port))
writer, _ = client.do_put(flight.FlightDescriptor.for_path('test'),
data.schema)
# Write a single giant chunk
writer.write_table(data, 10 * 1024 * 1024)
writer.close()
result = client.do_get(flight.Ticket(b'')).read_all()
assert result.equals(data)
def test_flight_generator_stream():
"""Try downloading a flight of RecordBatches in a GeneratorStream."""
data = pa.Table.from_arrays([
pa.array(range(0, 10 * 1024))
], names=['a'])
with EchoStreamFlightServer() as server:
client = FlightClient(('localhost', server.port))
writer, _ = client.do_put(flight.FlightDescriptor.for_path('test'),
data.schema)
writer.write_table(data)
writer.close()
result = client.do_get(flight.Ticket(b'')).read_all()
assert result.equals(data)
def test_flight_invalid_generator_stream():
"""Try streaming data with mismatched schemas."""
with InvalidStreamFlightServer() as server:
client = FlightClient(('localhost', server.port))
with pytest.raises(pa.ArrowException):
client.do_get(flight.Ticket(b'')).read_all()
def test_timeout_fires():
"""Make sure timeouts fire on slow requests."""
# Do this in a separate thread so that if it fails, we don't hang
# the entire test process
with SlowFlightServer() as server:
client = FlightClient(('localhost', server.port))
action = flight.Action("", b"")
options = flight.FlightCallOptions(timeout=0.2)
# gRPC error messages change based on version, so don't look
# for a particular error
with pytest.raises(flight.FlightTimedOutError):
list(client.do_action(action, options=options))
def test_timeout_passes():
"""Make sure timeouts do not fire on fast requests."""
with ConstantFlightServer() as server:
client = FlightClient(('localhost', server.port))
options = flight.FlightCallOptions(timeout=5.0)
client.do_get(flight.Ticket(b'ints'), options=options).read_all()
basic_auth_handler = HttpBasicServerAuthHandler(creds={
b"test": b"p4ssw0rd",
})
token_auth_handler = TokenServerAuthHandler(creds={
b"test": b"p4ssw0rd",
})
@pytest.mark.slow
def test_http_basic_unauth():
"""Test that auth fails when not authenticated."""
with EchoStreamFlightServer(auth_handler=basic_auth_handler) as server:
client = FlightClient(('localhost', server.port))
action = flight.Action("who-am-i", b"")
with pytest.raises(flight.FlightUnauthenticatedError,
match=".*unauthenticated.*"):
list(client.do_action(action))
@pytest.mark.skipif(os.name == 'nt',
reason="ARROW-10013: gRPC on Windows corrupts peer()")
def test_http_basic_auth():
"""Test a Python implementation of HTTP basic authentication."""
with EchoStreamFlightServer(auth_handler=basic_auth_handler) as server:
client = FlightClient(('localhost', server.port))
action = flight.Action("who-am-i", b"")
client.authenticate(HttpBasicClientAuthHandler('test', 'p4ssw0rd'))
results = client.do_action(action)
identity = next(results)
assert identity.body.to_pybytes() == b'test'
peer_address = next(results)
assert peer_address.body.to_pybytes() != b''
def test_http_basic_auth_invalid_password():
"""Test that auth fails with the wrong password."""
with EchoStreamFlightServer(auth_handler=basic_auth_handler) as server:
client = FlightClient(('localhost', server.port))
action = flight.Action("who-am-i", b"")
with pytest.raises(flight.FlightUnauthenticatedError,
match=".*wrong password.*"):
client.authenticate(HttpBasicClientAuthHandler('test', 'wrong'))
next(client.do_action(action))
def test_token_auth():
"""Test an auth mechanism that uses a handshake."""
with EchoStreamFlightServer(auth_handler=token_auth_handler) as server:
client = FlightClient(('localhost', server.port))
action = flight.Action("who-am-i", b"")
client.authenticate(TokenClientAuthHandler('test', 'p4ssw0rd'))
identity = next(client.do_action(action))
assert identity.body.to_pybytes() == b'test'
def test_token_auth_invalid():
"""Test an auth mechanism that uses a handshake."""
with EchoStreamFlightServer(auth_handler=token_auth_handler) as server:
client = FlightClient(('localhost', server.port))
with pytest.raises(flight.FlightUnauthenticatedError):
client.authenticate(TokenClientAuthHandler('test', 'wrong'))
header_auth_server_middleware_factory = HeaderAuthServerMiddlewareFactory()
no_op_auth_handler = NoopAuthHandler()
def test_authenticate_basic_token():
"""Test authenticate_basic_token with bearer token and auth headers."""
with HeaderAuthFlightServer(auth_handler=no_op_auth_handler, middleware={
"auth": HeaderAuthServerMiddlewareFactory()
}) as server:
client = FlightClient(('localhost', server.port))
token_pair = client.authenticate_basic_token(b'test', b'password')
assert token_pair[0] == b'authorization'
assert token_pair[1] == b'Bearer token1234'
def test_authenticate_basic_token_invalid_password():
"""Test authenticate_basic_token with an invalid password."""
with HeaderAuthFlightServer(auth_handler=no_op_auth_handler, middleware={
"auth": HeaderAuthServerMiddlewareFactory()
}) as server:
client = FlightClient(('localhost', server.port))
with pytest.raises(flight.FlightUnauthenticatedError):
client.authenticate_basic_token(b'test', b'badpassword')
def test_authenticate_basic_token_and_action():
"""Test authenticate_basic_token and doAction after authentication."""
with HeaderAuthFlightServer(auth_handler=no_op_auth_handler, middleware={
"auth": HeaderAuthServerMiddlewareFactory()
}) as server:
client = FlightClient(('localhost', server.port))
token_pair = client.authenticate_basic_token(b'test', b'password')
assert token_pair[0] == b'authorization'
assert token_pair[1] == b'Bearer token1234'
options = flight.FlightCallOptions(headers=[token_pair])
result = list(client.do_action(
action=flight.Action('test-action', b''), options=options))
assert result[0].body.to_pybytes() == b'token1234'
def test_authenticate_basic_token_with_client_middleware():
"""Test authenticate_basic_token with client middleware
to intercept authorization header returned by the
HTTP header auth enabled server.
"""
with HeaderAuthFlightServer(auth_handler=no_op_auth_handler, middleware={
"auth": HeaderAuthServerMiddlewareFactory()
}) as server:
client_auth_middleware = ClientHeaderAuthMiddlewareFactory()
client = FlightClient(
('localhost', server.port),
middleware=[client_auth_middleware]
)
encoded_credentials = base64.b64encode(b'test:password')
options = flight.FlightCallOptions(headers=[
(b'authorization', b'Basic ' + encoded_credentials)
])
result = list(client.do_action(
action=flight.Action('test-action', b''), options=options))
assert result[0].body.to_pybytes() == b'token1234'
assert client_auth_middleware.call_credential[0] == b'authorization'
assert client_auth_middleware.call_credential[1] == \
b'Bearer ' + b'token1234'
result2 = list(client.do_action(
action=flight.Action('test-action', b''), options=options))
assert result2[0].body.to_pybytes() == b'token1234'
assert client_auth_middleware.call_credential[0] == b'authorization'
assert client_auth_middleware.call_credential[1] == \
b'Bearer ' + b'token1234'
def test_arbitrary_headers_in_flight_call_options():
"""Test passing multiple arbitrary headers to the middleware."""
with ArbitraryHeadersFlightServer(
auth_handler=no_op_auth_handler,
middleware={
"auth": HeaderAuthServerMiddlewareFactory(),
"arbitrary-headers": ArbitraryHeadersServerMiddlewareFactory()
}) as server:
client = FlightClient(('localhost', server.port))
token_pair = client.authenticate_basic_token(b'test', b'password')
assert token_pair[0] == b'authorization'
assert token_pair[1] == b'Bearer token1234'
options = flight.FlightCallOptions(headers=[
token_pair,
(b'test-header-1', b'value1'),
(b'test-header-2', b'value2')
])
result = list(client.do_action(flight.Action(
"test-action", b""), options=options))
assert result[0].body.to_pybytes() == b'value1'
assert result[1].body.to_pybytes() == b'value2'
def test_location_invalid():
"""Test constructing invalid URIs."""
with pytest.raises(pa.ArrowInvalid, match=".*Cannot parse URI:.*"):
flight.connect("%")
with pytest.raises(pa.ArrowInvalid, match=".*Cannot parse URI:.*"):
ConstantFlightServer("%")
def test_location_unknown_scheme():
"""Test creating locations for unknown schemes."""
assert flight.Location("s3://foo").uri == b"s3://foo"
assert flight.Location("https://example.com/bar.parquet").uri == \
b"https://example.com/bar.parquet"
@pytest.mark.slow
@pytest.mark.requires_testing_data
def test_tls_fails():
"""Make sure clients cannot connect when cert verification fails."""
certs = example_tls_certs()
with ConstantFlightServer(tls_certificates=certs["certificates"]) as s:
# Ensure client doesn't connect when certificate verification
# fails (this is a slow test since gRPC does retry a few times)
client = FlightClient("grpc+tls://localhost:" + str(s.port))
# gRPC error messages change based on version, so don't look
# for a particular error
with pytest.raises(flight.FlightUnavailableError):
client.do_get(flight.Ticket(b'ints')).read_all()
@pytest.mark.requires_testing_data
def test_tls_do_get():
"""Try a simple do_get call over TLS."""
table = simple_ints_table()
certs = example_tls_certs()
with ConstantFlightServer(tls_certificates=certs["certificates"]) as s:
client = FlightClient(('localhost', s.port),
tls_root_certs=certs["root_cert"])
data = client.do_get(flight.Ticket(b'ints')).read_all()
assert data.equals(table)
@pytest.mark.requires_testing_data
def test_tls_disable_server_verification():
"""Try a simple do_get call over TLS with server verification disabled."""
table = simple_ints_table()
certs = example_tls_certs()
with ConstantFlightServer(tls_certificates=certs["certificates"]) as s:
try:
client = FlightClient(('localhost', s.port),
disable_server_verification=True)
except NotImplementedError:
pytest.skip('disable_server_verification feature is not available')
data = client.do_get(flight.Ticket(b'ints')).read_all()
assert data.equals(table)
@pytest.mark.requires_testing_data
def test_tls_override_hostname():
"""Check that incorrectly overriding the hostname fails."""
certs = example_tls_certs()
with ConstantFlightServer(tls_certificates=certs["certificates"]) as s:
client = flight.connect(('localhost', s.port),
tls_root_certs=certs["root_cert"],
override_hostname="fakehostname")
with pytest.raises(flight.FlightUnavailableError):
client.do_get(flight.Ticket(b'ints'))
def test_flight_do_get_metadata():
"""Try a simple do_get call with metadata."""
data = [
pa.array([-10, -5, 0, 5, 10])
]
table = pa.Table.from_arrays(data, names=['a'])
batches = []
with MetadataFlightServer() as server:
client = FlightClient(('localhost', server.port))
reader = client.do_get(flight.Ticket(b''))
idx = 0
while True:
try:
batch, metadata = reader.read_chunk()
batches.append(batch)
server_idx, = struct.unpack('<i', metadata.to_pybytes())
assert idx == server_idx
idx += 1
except StopIteration:
break
data = pa.Table.from_batches(batches)
assert data.equals(table)
def test_flight_do_get_metadata_v4():
"""Try a simple do_get call with V4 metadata version."""
table = pa.Table.from_arrays(
[pa.array([-10, -5, 0, 5, 10])], names=['a'])
options = pa.ipc.IpcWriteOptions(
metadata_version=pa.ipc.MetadataVersion.V4)
with MetadataFlightServer(options=options) as server:
client = FlightClient(('localhost', server.port))
reader = client.do_get(flight.Ticket(b''))
data = reader.read_all()
assert data.equals(table)
def test_flight_do_put_metadata():
"""Try a simple do_put call with metadata."""
data = [
pa.array([-10, -5, 0, 5, 10])
]
table = pa.Table.from_arrays(data, names=['a'])
with MetadataFlightServer() as server:
client = FlightClient(('localhost', server.port))
writer, metadata_reader = client.do_put(
flight.FlightDescriptor.for_path(''),
table.schema)
with writer:
for idx, batch in enumerate(table.to_batches(max_chunksize=1)):
metadata = struct.pack('<i', idx)
writer.write_with_metadata(batch, metadata)
buf = metadata_reader.read()
assert buf is not None
server_idx, = struct.unpack('<i', buf.to_pybytes())
assert idx == server_idx
def test_flight_do_put_limit():
"""Try a simple do_put call with a size limit."""
large_batch = pa.RecordBatch.from_arrays([
pa.array(np.ones(768, dtype=np.int64())),
], names=['a'])
with EchoFlightServer() as server:
client = FlightClient(('localhost', server.port),
write_size_limit_bytes=4096)
writer, metadata_reader = client.do_put(
flight.FlightDescriptor.for_path(''),
large_batch.schema)
with writer:
with pytest.raises(flight.FlightWriteSizeExceededError,
match="exceeded soft limit") as excinfo:
writer.write_batch(large_batch)
assert excinfo.value.limit == 4096
smaller_batches = [
large_batch.slice(0, 384),
large_batch.slice(384),
]
for batch in smaller_batches:
writer.write_batch(batch)
expected = pa.Table.from_batches([large_batch])
actual = client.do_get(flight.Ticket(b'')).read_all()
assert expected == actual
@pytest.mark.slow
def test_cancel_do_get():
"""Test canceling a DoGet operation on the client side."""
with ConstantFlightServer() as server:
client = FlightClient(('localhost', server.port))
reader = client.do_get(flight.Ticket(b'ints'))
reader.cancel()
with pytest.raises(flight.FlightCancelledError, match=".*Cancel.*"):
reader.read_chunk()
@pytest.mark.slow
def test_cancel_do_get_threaded():
"""Test canceling a DoGet operation from another thread."""
with SlowFlightServer() as server:
client = FlightClient(('localhost', server.port))
reader = client.do_get(flight.Ticket(b'ints'))
read_first_message = threading.Event()
stream_canceled = threading.Event()
result_lock = threading.Lock()
raised_proper_exception = threading.Event()
def block_read():
reader.read_chunk()
read_first_message.set()
stream_canceled.wait(timeout=5)
try:
reader.read_chunk()
except flight.FlightCancelledError:
with result_lock:
raised_proper_exception.set()
thread = threading.Thread(target=block_read, daemon=True)
thread.start()
read_first_message.wait(timeout=5)
reader.cancel()
stream_canceled.set()
thread.join(timeout=1)
with result_lock:
assert raised_proper_exception.is_set()
def test_roundtrip_types():
"""Make sure serializable types round-trip."""
ticket = flight.Ticket("foo")
assert ticket == flight.Ticket.deserialize(ticket.serialize())
desc = flight.FlightDescriptor.for_command("test")
assert desc == flight.FlightDescriptor.deserialize(desc.serialize())
desc = flight.FlightDescriptor.for_path("a", "b", "test.arrow")
assert desc == flight.FlightDescriptor.deserialize(desc.serialize())
info = flight.FlightInfo(
pa.schema([('a', pa.int32())]),
desc,
[
flight.FlightEndpoint(b'', ['grpc://test']),
flight.FlightEndpoint(
b'',
[flight.Location.for_grpc_tcp('localhost', 5005)],
),
],
-1,
-1,
)
info2 = flight.FlightInfo.deserialize(info.serialize())
assert info.schema == info2.schema
assert info.descriptor == info2.descriptor
assert info.total_bytes == info2.total_bytes
assert info.total_records == info2.total_records
assert info.endpoints == info2.endpoints
def test_roundtrip_errors():
"""Ensure that Flight errors propagate from server to client."""
with ErrorFlightServer() as server:
client = FlightClient(('localhost', server.port))
with pytest.raises(flight.FlightInternalError, match=".*foo.*"):
list(client.do_action(flight.Action("internal", b"")))
with pytest.raises(flight.FlightTimedOutError, match=".*foo.*"):
list(client.do_action(flight.Action("timedout", b"")))
with pytest.raises(flight.FlightCancelledError, match=".*foo.*"):
list(client.do_action(flight.Action("cancel", b"")))
with pytest.raises(flight.FlightUnauthenticatedError, match=".*foo.*"):
list(client.do_action(flight.Action("unauthenticated", b"")))
with pytest.raises(flight.FlightUnauthorizedError, match=".*foo.*"):
list(client.do_action(flight.Action("unauthorized", b"")))
with pytest.raises(flight.FlightInternalError, match=".*foo.*"):
list(client.list_flights())
def test_do_put_independent_read_write():
"""Ensure that separate threads can read/write on a DoPut."""
# ARROW-6063: previously this would cause gRPC to abort when the
# writer was closed (due to simultaneous reads), or would hang
# forever.
data = [
pa.array([-10, -5, 0, 5, 10])
]
table = pa.Table.from_arrays(data, names=['a'])
with MetadataFlightServer() as server:
client = FlightClient(('localhost', server.port))
writer, metadata_reader = client.do_put(
flight.FlightDescriptor.for_path(''),
table.schema)
count = [0]
def _reader_thread():
while metadata_reader.read() is not None:
count[0] += 1
thread = threading.Thread(target=_reader_thread)
thread.start()
batches = table.to_batches(max_chunksize=1)
with writer:
for idx, batch in enumerate(batches):
metadata = struct.pack('<i', idx)
writer.write_with_metadata(batch, metadata)
# Causes the server to stop writing and end the call
writer.done_writing()
# Thus reader thread will break out of loop
thread.join()
# writer.close() won't segfault since reader thread has
# stopped
assert count[0] == len(batches)
def test_server_middleware_same_thread():
"""Ensure that server middleware run on the same thread as the RPC."""
with HeaderFlightServer(middleware={
"test": HeaderServerMiddlewareFactory(),
}) as server:
client = FlightClient(('localhost', server.port))
results = list(client.do_action(flight.Action(b"test", b"")))
assert len(results) == 1
value = results[0].body.to_pybytes()
assert b"right value" == value
def test_middleware_reject():
"""Test rejecting an RPC with server middleware."""
with HeaderFlightServer(middleware={
"test": SelectiveAuthServerMiddlewareFactory(),
}) as server:
client = FlightClient(('localhost', server.port))
# The middleware allows this through without auth.
with pytest.raises(pa.ArrowNotImplementedError):
list(client.list_actions())
# But not anything else.
with pytest.raises(flight.FlightUnauthenticatedError):
list(client.do_action(flight.Action(b"", b"")))
client = FlightClient(
('localhost', server.port),
middleware=[SelectiveAuthClientMiddlewareFactory()]
)
response = next(client.do_action(flight.Action(b"", b"")))
assert b"password" == response.body.to_pybytes()
def test_middleware_mapping():
"""Test that middleware records methods correctly."""
server_middleware = RecordingServerMiddlewareFactory()
client_middleware = RecordingClientMiddlewareFactory()
with FlightServerBase(middleware={"test": server_middleware}) as server:
client = FlightClient(
('localhost', server.port),
middleware=[client_middleware]
)
descriptor = flight.FlightDescriptor.for_command(b"")
with pytest.raises(NotImplementedError):
list(client.list_flights())
with pytest.raises(NotImplementedError):
client.get_flight_info(descriptor)
with pytest.raises(NotImplementedError):
client.get_schema(descriptor)
with pytest.raises(NotImplementedError):
client.do_get(flight.Ticket(b""))
with pytest.raises(NotImplementedError):
writer, _ = client.do_put(descriptor, pa.schema([]))
writer.close()
with pytest.raises(NotImplementedError):
list(client.do_action(flight.Action(b"", b"")))
with pytest.raises(NotImplementedError):
list(client.list_actions())
with pytest.raises(NotImplementedError):
writer, _ = client.do_exchange(descriptor)
writer.close()
expected = [
flight.FlightMethod.LIST_FLIGHTS,
flight.FlightMethod.GET_FLIGHT_INFO,
flight.FlightMethod.GET_SCHEMA,
flight.FlightMethod.DO_GET,
flight.FlightMethod.DO_PUT,
flight.FlightMethod.DO_ACTION,
flight.FlightMethod.LIST_ACTIONS,
flight.FlightMethod.DO_EXCHANGE,
]
assert server_middleware.methods == expected
assert client_middleware.methods == expected
def test_extra_info():
with ErrorFlightServer() as server:
client = FlightClient(('localhost', server.port))
try:
list(client.do_action(flight.Action("protobuf", b"")))
assert False
except flight.FlightUnauthorizedError as e:
assert e.extra_info is not None
ei = e.extra_info
assert ei == b'this is an error message'
@pytest.mark.requires_testing_data
def test_mtls():
"""Test mutual TLS (mTLS) with gRPC."""
certs = example_tls_certs()
table = simple_ints_table()
with ConstantFlightServer(
tls_certificates=[certs["certificates"][0]],
verify_client=True,
root_certificates=certs["root_cert"]) as s:
client = FlightClient(
('localhost', s.port),
tls_root_certs=certs["root_cert"],
cert_chain=certs["certificates"][0].cert,
private_key=certs["certificates"][0].key)
data = client.do_get(flight.Ticket(b'ints')).read_all()
assert data.equals(table)
def test_doexchange_get():
"""Emulate DoGet with DoExchange."""
expected = pa.Table.from_arrays([
pa.array(range(0, 10 * 1024))
], names=["a"])
with ExchangeFlightServer() as server:
client = FlightClient(("localhost", server.port))
descriptor = flight.FlightDescriptor.for_command(b"get")
writer, reader = client.do_exchange(descriptor)
with writer:
table = reader.read_all()
assert expected == table
def test_doexchange_put():
"""Emulate DoPut with DoExchange."""
data = pa.Table.from_arrays([
pa.array(range(0, 10 * 1024))
], names=["a"])
batches = data.to_batches(max_chunksize=512)
with ExchangeFlightServer() as server:
client = FlightClient(("localhost", server.port))
descriptor = flight.FlightDescriptor.for_command(b"put")
writer, reader = client.do_exchange(descriptor)
with writer:
writer.begin(data.schema)
for batch in batches:
writer.write_batch(batch)
writer.done_writing()
chunk = reader.read_chunk()
assert chunk.data is None
expected_buf = str(len(batches)).encode("utf-8")
assert chunk.app_metadata == expected_buf
def test_doexchange_echo():
"""Try a DoExchange echo server."""
data = pa.Table.from_arrays([
pa.array(range(0, 10 * 1024))
], names=["a"])
batches = data.to_batches(max_chunksize=512)
with ExchangeFlightServer() as server:
client = FlightClient(("localhost", server.port))
descriptor = flight.FlightDescriptor.for_command(b"echo")
writer, reader = client.do_exchange(descriptor)
with writer:
# Read/write metadata before starting data.
for i in range(10):
buf = str(i).encode("utf-8")
writer.write_metadata(buf)
chunk = reader.read_chunk()
assert chunk.data is None
assert chunk.app_metadata == buf
# Now write data without metadata.
writer.begin(data.schema)
for batch in batches:
writer.write_batch(batch)
assert reader.schema == data.schema
chunk = reader.read_chunk()
assert chunk.data == batch
assert chunk.app_metadata is None
# And write data with metadata.
for i, batch in enumerate(batches):
buf = str(i).encode("utf-8")
writer.write_with_metadata(batch, buf)
chunk = reader.read_chunk()
assert chunk.data == batch
assert chunk.app_metadata == buf
def test_doexchange_echo_v4():
"""Try a DoExchange echo server using the V4 metadata version."""
data = pa.Table.from_arrays([
pa.array(range(0, 10 * 1024))
], names=["a"])
batches = data.to_batches(max_chunksize=512)
options = pa.ipc.IpcWriteOptions(
metadata_version=pa.ipc.MetadataVersion.V4)
with ExchangeFlightServer(options=options) as server:
client = FlightClient(("localhost", server.port))
descriptor = flight.FlightDescriptor.for_command(b"echo")
writer, reader = client.do_exchange(descriptor)
with writer:
# Now write data without metadata.
writer.begin(data.schema, options=options)
for batch in batches:
writer.write_batch(batch)
assert reader.schema == data.schema
chunk = reader.read_chunk()
assert chunk.data == batch
assert chunk.app_metadata is None
def test_doexchange_transform():
"""Transform a table with a service."""
data = pa.Table.from_arrays([
pa.array(range(0, 1024)),
pa.array(range(1, 1025)),
pa.array(range(2, 1026)),
], names=["a", "b", "c"])
expected = pa.Table.from_arrays([
pa.array(range(3, 1024 * 3 + 3, 3)),
], names=["sum"])
with ExchangeFlightServer() as server:
client = FlightClient(("localhost", server.port))
descriptor = flight.FlightDescriptor.for_command(b"transform")
writer, reader = client.do_exchange(descriptor)
with writer:
writer.begin(data.schema)
writer.write_table(data)
writer.done_writing()
table = reader.read_all()
assert expected == table
def test_middleware_multi_header():
"""Test sending/receiving multiple (binary-valued) headers."""
with MultiHeaderFlightServer(middleware={
"test": MultiHeaderServerMiddlewareFactory(),
}) as server:
headers = MultiHeaderClientMiddlewareFactory()
client = FlightClient(('localhost', server.port), middleware=[headers])
response = next(client.do_action(flight.Action(b"", b"")))
# The server echoes the headers it got back to us.
raw_headers = response.body.to_pybytes().decode("utf-8")
client_headers = ast.literal_eval(raw_headers)
# Don't directly compare; gRPC may add headers like User-Agent.
for header, values in MultiHeaderClientMiddleware.EXPECTED.items():
assert client_headers.get(header) == values
assert headers.last_headers.get(header) == values
@pytest.mark.requires_testing_data
def test_generic_options():
"""Test setting generic client options."""
certs = example_tls_certs()
with ConstantFlightServer(tls_certificates=certs["certificates"]) as s:
# Try setting a string argument that will make requests fail
options = [("grpc.ssl_target_name_override", "fakehostname")]
client = flight.connect(('localhost', s.port),
tls_root_certs=certs["root_cert"],
generic_options=options)
with pytest.raises(flight.FlightUnavailableError):
client.do_get(flight.Ticket(b'ints'))
# Try setting an int argument that will make requests fail
options = [("grpc.max_receive_message_length", 32)]
client = flight.connect(('localhost', s.port),
tls_root_certs=certs["root_cert"],
generic_options=options)
with pytest.raises(pa.ArrowInvalid):
client.do_get(flight.Ticket(b'ints'))