Arrow Flight RPC¶
Arrow Flight is an RPC framework for high-performance data services based on Arrow data, and is built on top of gRPC and the IPC format.
Flight is organized around streams of Arrow record batches, being either downloaded from or uploaded to another service. A set of metadata methods offers discovery and introspection of streams, as well as the ability to implement application-specific methods.
Methods and message wire formats are defined by Protobuf, enabling interoperability with clients that may support gRPC and Arrow separately, but not Flight. However, Flight implementations include further optimizations to avoid overhead in usage of Protobuf (mostly around avoiding excessive memory copies).
RPC Methods¶
Flight defines a set of RPC methods for uploading/downloading data, retrieving metadata about a data stream, listing available data streams, and for implementing application-specific RPC methods. A Flight service implements some subset of these methods, while a Flight client can call any of these methods. Thus, one Flight client can connect to any Flight service and perform basic operations.
Data streams are identified by descriptors, which are either a path or an arbitrary binary command. A client that wishes to download the data would:
Construct or acquire a
FlightDescriptor
for the data set they are interested in. A client may know what descriptor they want already, or they may use methods likeListFlights
to discover them.Call
GetFlightInfo(FlightDescriptor)
to get aFlightInfo
message containing details on where the data is located (as well as other metadata, like the schema and possibly an estimate of the dataset size).Flight does not require that data live on the same server as metadata: this call may list other servers to connect to. The
FlightInfo
message includes aTicket
, an opaque binary token that the server uses to identify the exact data set being requested.Connect to other servers (if needed).
Call
DoGet(Ticket)
to get back a stream of Arrow record batches.
To upload data, a client would:
Construct or acquire a
FlightDescriptor
, as before.Call
DoPut(FlightData)
and upload a stream of Arrow record batches. They would also include theFlightDescriptor
with the first message.
See Protocol Buffer Definitions for full details on the methods and messages involved.
Authentication¶
Flight supports application-implemented authentication methods. Authentication, if enabled, has two phases: at connection time, the client and server can exchange any number of messages. Then, the client can provide a token alongside each call, and the server can validate that token.
Applications may use any part of this; for instance, they may ignore the initial handshake and send an externally acquired token on each call, or they may establish trust during the handshake and not validate a token for each call. (Note that the latter is not secure if you choose to deploy a layer 7 load balancer, as is common with gRPC.)
Error Handling¶
Arrow Flight defines its own set of error codes. The implementation differs between languages (e.g. in C++, Unimplemented is a general Arrow error status while it’s a Flight-specific exception in Java), but the following set is exposed:
Error Code |
Description |
---|---|
UNKNOWN |
An unknown error. The default if no other error applies. |
INTERNAL |
An error internal to the service implementation occurred. |
INVALID_ARGUMENT |
The client passed an invalid argument to the RPC. |
TIMED_OUT |
The operation exceeded a timeout or deadline. |
NOT_FOUND |
The requested resource (action, data stream) was not found. |
ALREADY_EXISTS |
The resource already exists. |
CANCELLED |
The operation was cancelled (either by the client or the server). |
UNAUTHENTICATED |
The client is not authenticated. |
UNAUTHORIZED |
The client is authenticated, but does not have permissions for the requested operation. |
UNIMPLEMENTED |
The RPC is not implemented. |
UNAVAILABLE |
The server is not available. May be emitted by the client for connectivity reasons. |
External Resources¶
Protocol Buffer Definitions¶
1 /*
2 * Licensed to the Apache Software Foundation (ASF) under one
3 * or more contributor license agreements. See the NOTICE file
4 * distributed with this work for additional information
5 * regarding copyright ownership. The ASF licenses this file
6 * to you under the Apache License, Version 2.0 (the
7 * "License"); you may not use this file except in compliance
8 * with the License. You may obtain a copy of the License at
9 * <p>
10 * http://www.apache.org/licenses/LICENSE-2.0
11 * <p>
12 * Unless required by applicable law or agreed to in writing, software
13 * distributed under the License is distributed on an "AS IS" BASIS,
14 * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
15 * See the License for the specific language governing permissions and
16 * limitations under the License.
17 */
18
19 syntax = "proto3";
20
21 option java_package = "org.apache.arrow.flight.impl";
22 option go_package = "github.com/apache/arrow/go/flight;flight";
23 option csharp_namespace = "Apache.Arrow.Flight.Protocol";
24
25 package arrow.flight.protocol;
26
27 /*
28 * A flight service is an endpoint for retrieving or storing Arrow data. A
29 * flight service can expose one or more predefined endpoints that can be
30 * accessed using the Arrow Flight Protocol. Additionally, a flight service
31 * can expose a set of actions that are available.
32 */
33 service FlightService {
34
35 /*
36 * Handshake between client and server. Depending on the server, the
37 * handshake may be required to determine the token that should be used for
38 * future operations. Both request and response are streams to allow multiple
39 * round-trips depending on auth mechanism.
40 */
41 rpc Handshake(stream HandshakeRequest) returns (stream HandshakeResponse) {}
42
43 /*
44 * Get a list of available streams given a particular criteria. Most flight
45 * services will expose one or more streams that are readily available for
46 * retrieval. This api allows listing the streams available for
47 * consumption. A user can also provide a criteria. The criteria can limit
48 * the subset of streams that can be listed via this interface. Each flight
49 * service allows its own definition of how to consume criteria.
50 */
51 rpc ListFlights(Criteria) returns (stream FlightInfo) {}
52
53 /*
54 * For a given FlightDescriptor, get information about how the flight can be
55 * consumed. This is a useful interface if the consumer of the interface
56 * already can identify the specific flight to consume. This interface can
57 * also allow a consumer to generate a flight stream through a specified
58 * descriptor. For example, a flight descriptor might be something that
59 * includes a SQL statement or a Pickled Python operation that will be
60 * executed. In those cases, the descriptor will not be previously available
61 * within the list of available streams provided by ListFlights but will be
62 * available for consumption for the duration defined by the specific flight
63 * service.
64 */
65 rpc GetFlightInfo(FlightDescriptor) returns (FlightInfo) {}
66
67 /*
68 * For a given FlightDescriptor, get the Schema as described in Schema.fbs::Schema
69 * This is used when a consumer needs the Schema of flight stream. Similar to
70 * GetFlightInfo this interface may generate a new flight that was not previously
71 * available in ListFlights.
72 */
73 rpc GetSchema(FlightDescriptor) returns (SchemaResult) {}
74
75 /*
76 * Retrieve a single stream associated with a particular descriptor
77 * associated with the referenced ticket. A Flight can be composed of one or
78 * more streams where each stream can be retrieved using a separate opaque
79 * ticket that the flight service uses for managing a collection of streams.
80 */
81 rpc DoGet(Ticket) returns (stream FlightData) {}
82
83 /*
84 * Push a stream to the flight service associated with a particular
85 * flight stream. This allows a client of a flight service to upload a stream
86 * of data. Depending on the particular flight service, a client consumer
87 * could be allowed to upload a single stream per descriptor or an unlimited
88 * number. In the latter, the service might implement a 'seal' action that
89 * can be applied to a descriptor once all streams are uploaded.
90 */
91 rpc DoPut(stream FlightData) returns (stream PutResult) {}
92
93 /*
94 * Open a bidirectional data channel for a given descriptor. This
95 * allows clients to send and receive arbitrary Arrow data and
96 * application-specific metadata in a single logical stream. In
97 * contrast to DoGet/DoPut, this is more suited for clients
98 * offloading computation (rather than storage) to a Flight service.
99 */
100 rpc DoExchange(stream FlightData) returns (stream FlightData) {}
101
102 /*
103 * Flight services can support an arbitrary number of simple actions in
104 * addition to the possible ListFlights, GetFlightInfo, DoGet, DoPut
105 * operations that are potentially available. DoAction allows a flight client
106 * to do a specific action against a flight service. An action includes
107 * opaque request and response objects that are specific to the type action
108 * being undertaken.
109 */
110 rpc DoAction(Action) returns (stream Result) {}
111
112 /*
113 * A flight service exposes all of the available action types that it has
114 * along with descriptions. This allows different flight consumers to
115 * understand the capabilities of the flight service.
116 */
117 rpc ListActions(Empty) returns (stream ActionType) {}
118
119 }
120
121 /*
122 * The request that a client provides to a server on handshake.
123 */
124 message HandshakeRequest {
125
126 /*
127 * A defined protocol version
128 */
129 uint64 protocol_version = 1;
130
131 /*
132 * Arbitrary auth/handshake info.
133 */
134 bytes payload = 2;
135 }
136
137 message HandshakeResponse {
138
139 /*
140 * A defined protocol version
141 */
142 uint64 protocol_version = 1;
143
144 /*
145 * Arbitrary auth/handshake info.
146 */
147 bytes payload = 2;
148 }
149
150 /*
151 * A message for doing simple auth.
152 */
153 message BasicAuth {
154 string username = 2;
155 string password = 3;
156 }
157
158 message Empty {}
159
160 /*
161 * Describes an available action, including both the name used for execution
162 * along with a short description of the purpose of the action.
163 */
164 message ActionType {
165 string type = 1;
166 string description = 2;
167 }
168
169 /*
170 * A service specific expression that can be used to return a limited set
171 * of available Arrow Flight streams.
172 */
173 message Criteria {
174 bytes expression = 1;
175 }
176
177 /*
178 * An opaque action specific for the service.
179 */
180 message Action {
181 string type = 1;
182 bytes body = 2;
183 }
184
185 /*
186 * An opaque result returned after executing an action.
187 */
188 message Result {
189 bytes body = 1;
190 }
191
192 /*
193 * Wrap the result of a getSchema call
194 */
195 message SchemaResult {
196 // The schema of the dataset in its IPC form:
197 // 4 bytes - an optional IPC_CONTINUATION_TOKEN prefix
198 // 4 bytes - the byte length of the payload
199 // a flatbuffer Message whose header is the Schema
200 bytes schema = 1;
201 }
202
203 /*
204 * The name or tag for a Flight. May be used as a way to retrieve or generate
205 * a flight or be used to expose a set of previously defined flights.
206 */
207 message FlightDescriptor {
208
209 /*
210 * Describes what type of descriptor is defined.
211 */
212 enum DescriptorType {
213
214 // Protobuf pattern, not used.
215 UNKNOWN = 0;
216
217 /*
218 * A named path that identifies a dataset. A path is composed of a string
219 * or list of strings describing a particular dataset. This is conceptually
220 * similar to a path inside a filesystem.
221 */
222 PATH = 1;
223
224 /*
225 * An opaque command to generate a dataset.
226 */
227 CMD = 2;
228 }
229
230 DescriptorType type = 1;
231
232 /*
233 * Opaque value used to express a command. Should only be defined when
234 * type = CMD.
235 */
236 bytes cmd = 2;
237
238 /*
239 * List of strings identifying a particular dataset. Should only be defined
240 * when type = PATH.
241 */
242 repeated string path = 3;
243 }
244
245 /*
246 * The access coordinates for retrieval of a dataset. With a FlightInfo, a
247 * consumer is able to determine how to retrieve a dataset.
248 */
249 message FlightInfo {
250 // The schema of the dataset in its IPC form:
251 // 4 bytes - an optional IPC_CONTINUATION_TOKEN prefix
252 // 4 bytes - the byte length of the payload
253 // a flatbuffer Message whose header is the Schema
254 bytes schema = 1;
255
256 /*
257 * The descriptor associated with this info.
258 */
259 FlightDescriptor flight_descriptor = 2;
260
261 /*
262 * A list of endpoints associated with the flight. To consume the whole
263 * flight, all endpoints must be consumed.
264 */
265 repeated FlightEndpoint endpoint = 3;
266
267 // Set these to -1 if unknown.
268 int64 total_records = 4;
269 int64 total_bytes = 5;
270 }
271
272 /*
273 * A particular stream or split associated with a flight.
274 */
275 message FlightEndpoint {
276
277 /*
278 * Token used to retrieve this stream.
279 */
280 Ticket ticket = 1;
281
282 /*
283 * A list of URIs where this ticket can be redeemed. If the list is
284 * empty, the expectation is that the ticket can only be redeemed on the
285 * current service where the ticket was generated.
286 */
287 repeated Location location = 2;
288 }
289
290 /*
291 * A location where a Flight service will accept retrieval of a particular
292 * stream given a ticket.
293 */
294 message Location {
295 string uri = 1;
296 }
297
298 /*
299 * An opaque identifier that the service can use to retrieve a particular
300 * portion of a stream.
301 */
302 message Ticket {
303 bytes ticket = 1;
304 }
305
306 /*
307 * A batch of Arrow data as part of a stream of batches.
308 */
309 message FlightData {
310
311 /*
312 * The descriptor of the data. This is only relevant when a client is
313 * starting a new DoPut stream.
314 */
315 FlightDescriptor flight_descriptor = 1;
316
317 /*
318 * Header for message data as described in Message.fbs::Message.
319 */
320 bytes data_header = 2;
321
322 /*
323 * Application-defined metadata.
324 */
325 bytes app_metadata = 3;
326
327 /*
328 * The actual batch of Arrow data. Preferably handled with minimal-copies
329 * coming last in the definition to help with sidecar patterns (it is
330 * expected that some implementations will fetch this field off the wire
331 * with specialized code to avoid extra memory copies).
332 */
333 bytes data_body = 1000;
334 }
335
336 /**
337 * The response message associated with the submission of a DoPut.
338 */
339 message PutResult {
340 bytes app_metadata = 1;
341 }