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Add documentation on request cancellation (#6403) #6407
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# Request Cancellation | ||
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Starting from 23.10, Triton supports handling request cancellation received | ||
from the gRPC client or a C API user. Long running inference requests such | ||
as for auto generative large language models may run for an indeterminate | ||
amount of time or indeterminate number of steps. Additionally clients may | ||
enqueue a large number of requests as part of a sequence or request stream | ||
and later determine the results are no longer needed. Continuing to process | ||
requests whose results are no longer required can significantly impact server | ||
resources. | ||
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## Issuing Request Cancellation | ||
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### Triton C API | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Nit: Should we just call this the "In-Process C API" |
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[In-Process Triton Server C API](../customization_guide/inference_protocols.md#in-process-triton-server-api) has been enhanced with `TRITONSERVER_InferenceRequestCancel` | ||
and `TRITONSERVER_InferenceRequestIsCancelled` to issue cancellation and query | ||
whether cancellation has been issued on an inflight request respectively. Read more | ||
about the APIs in [tritonserver.h](https://github.com/triton-inference-server/core/blob/main/include/triton/core/tritonserver.h). | ||
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### gRPC Endpoint | ||
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In addition, [gRPC endpoint](../customization_guide/inference_protocols.md#httprest-and-grpc-protocols) can | ||
now detect cancellation from the client and attempt to terminate request. | ||
At present, only gRPC python client supports issuing request cancellation | ||
to the server endpoint. See [request-cancellation](https://github.com/triton-inference-server/client#request-cancellation) | ||
for more details on how to issue requests from the client-side. | ||
See gRPC guide on RPC [cancellation](https://grpc.io/docs/guides/cancellation/) for | ||
finer details. | ||
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## Handling in Triton Core | ||
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Triton core checks for requests that have been cancelled at some critical points | ||
when using [dynamic](./model_configuration.md#dynamic-batcher) or | ||
[sequence](./model_configuration.md#sequence-batcher) batching. The checking is | ||
also performed between each | ||
[ensemble](./model_configuration.md#ensemble-scheduler) steps and terminates | ||
further processing if the request is cancelled. | ||
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On detecting a cancelled request, Triton core responds with CANCELLED status. If a request | ||
is cancelled when using [sequence_batching](./model_configuration.md#sequence-batcher), | ||
then all the pending requests in the same sequence will also be cancelled. The sequence | ||
is represented by the requests that has identical sequence id. | ||
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**Note**: Currently, Triton core does not detect cancellation status of a request once | ||
it is forwarded to [rate limiter](./rate_limiter.md). Improving the request cancellation | ||
detection and handling within Triton core is work in progress. | ||
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## Handling in Backend | ||
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Upon receiving request cancellation, triton does its best to terminate request | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. nit: Triton |
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at various points. However, once a request has been given to the backend | ||
for execution, it is upto the individual backends to detect and handle | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. nit: up to |
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request termination. | ||
Currently, the following backends support early termination: | ||
- [vLLM backend](https://github.com/triton-inference-server/vllm_backend) | ||
- [python backend](https://github.com/triton-inference-server/python_backend) | ||
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Python backend is a special case where we expose the APIs to detect cancellation | ||
status of the request but it is up to the `model.py` developer to detect whether | ||
the request is cancelled and terminate further execution. | ||
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**For the backend developer**: The backend APIs have also been enhanced to let the | ||
backend detect whether the request received from Triton core has been cancelled. | ||
See `TRITONBACKEND_RequestIsCancelled` and `TRITONBACKEND_ResponseFactoryIsCancelled` | ||
in [tritonbackend.h](https://github.com/triton-inference-server/core/blob/main/include/triton/core/tritonbackend.h) | ||
for more details. The backend upon detecting request cancellation can stop processing | ||
it any further. | ||
The Python models running behind Python backend can also query the cancellation status | ||
of request and response_sender. See [this](https://github.com/triton-inference-server/python_backend#request-cancellation-handling) | ||
section in python backend documentation for more details. | ||
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r23.10