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The C based gRPC (C++, Python, Ruby, Objective-C, PHP, C#)
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127 lines
4.8 KiB
127 lines
4.8 KiB
### Cancellation |
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In the example, we implement a silly algorithm. We search for bytestrings whose |
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hashes are similar to a given search string. For example, say we're looking for |
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the string "doctor". Our algorithm may return `JrqhZVkTDoctYrUlXDbL6pfYQHU=` or |
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`RC9/7mlM3ldy4TdoctOc6WzYbO4=`. This is a brute force algorithm, so the server |
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performing the search must be conscious of the resources it allows to each client |
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and each client must be conscientious of the resources it demands of the server. |
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In particular, we ensure that client processes cancel the stream explicitly |
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before terminating and we ensure that server processes cancel RPCs that have gone on longer |
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than a certain number of iterations. |
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#### Cancellation on the Client Side |
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A client may cancel an RPC for several reasons. Perhaps the data it requested |
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has been made irrelevant. Perhaps you, as the client, want to be a good citizen |
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of the server and are conserving compute resources. |
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##### Cancelling a Server-Side Unary RPC from the Client |
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The default RPC methods on a stub will simply return the result of an RPC. |
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```python |
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>>> stub = hash_name_pb2_grpc.HashFinderStub(channel) |
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>>> stub.Find(hash_name_pb2.HashNameRequest(desired_name=name)) |
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<hash_name_pb2.HashNameResponse object at 0x7fe2eb8ce2d0> |
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``` |
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But you may use the `future()` method to receive an instance of `grpc.Future`. |
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This interface allows you to wait on a response with a timeout, add a callback |
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to be executed when the RPC completes, or to cancel the RPC before it has |
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completed. |
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In the example, we use this interface to cancel our in-progress RPC when the |
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user interrupts the process with ctrl-c. |
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```python |
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stub = hash_name_pb2_grpc.HashFinderStub(channel) |
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future = stub.Find.future(hash_name_pb2.HashNameRequest(desired_name=name)) |
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def cancel_request(unused_signum, unused_frame): |
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future.cancel() |
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sys.exit(0) |
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signal.signal(signal.SIGINT, cancel_request) |
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result = future.result() |
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print(result) |
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``` |
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We also call `sys.exit(0)` to terminate the process. If we do not do this, then |
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`future.result()` with throw an `RpcError`. Alternatively, you may catch this |
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exception. |
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##### Cancelling a Server-Side Streaming RPC from the Client |
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Cancelling a Server-side streaming RPC is even simpler from the perspective of |
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the gRPC API. The default stub method is already an instance of `grpc.Future`, |
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so the methods outlined above still apply. It is also a generator, so we may |
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iterate over it to yield the results of our RPC. |
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```python |
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stub = hash_name_pb2_grpc.HashFinderStub(channel) |
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result_generator = stub.FindRange(hash_name_pb2.HashNameRequest(desired_name=name)) |
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def cancel_request(unused_signum, unused_frame): |
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result_generator.cancel() |
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sys.exit(0) |
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signal.signal(signal.SIGINT, cancel_request) |
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for result in result_generator: |
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print(result) |
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``` |
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We also call `sys.exit(0)` here to terminate the process. Alternatively, you may |
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catch the `RpcError` raised by the for loop upon cancellation. |
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#### Cancellation on the Server Side |
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A server is reponsible for cancellation in two ways. It must respond in some way |
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when a client initiates a cancellation, otherwise long-running computations |
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could continue indefinitely. |
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It may also decide to cancel the RPC for its own reasons. In our example, the |
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server can be configured to cancel an RPC after a certain number of hashes has |
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been computed in order to conserve compute resources. |
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##### Responding to Cancellations from a Servicer Thread |
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It's important to remember that a gRPC Python server is backed by a thread pool |
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with a fixed size. When an RPC is cancelled, the library does *not* terminate |
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your servicer thread. It is your responsibility as the application author to |
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ensure that your servicer thread terminates soon after the RPC has been |
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cancelled. |
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In this example, we use the `ServicerContext.add_callback` method to set a |
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`threading.Event` object when the RPC is terminated. We pass this `Event` object |
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down through our hashing algorithm and ensure to check that the RPC is still |
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ongoing before each iteration. |
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```python |
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stop_event = threading.Event() |
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def on_rpc_done(): |
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# Regain servicer thread. |
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stop_event.set() |
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context.add_callback(on_rpc_done) |
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secret = _find_secret(stop_event) |
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``` |
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##### Initiating a Cancellation on the Server Side |
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Initiating a cancellation from the server side is simpler. Just call |
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`ServicerContext.cancel()`. |
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In our example, we ensure that no single client is monopolizing the server by |
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cancelling after a configurable number of hashes have been checked. |
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```python |
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try: |
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for candidate in secret_generator: |
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yield candidate |
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except ResourceLimitExceededError: |
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print("Cancelling RPC due to exhausted resources.") |
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context.cancel() |
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``` |
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In this type of situation, you may also consider returning a more specific error |
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using the [`grpcio-status`](https://pypi.org/project/grpcio-status/) package.
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