grpcio-observability

gRPC Python Observability

Package for gRPC Python Observability.

More details can be found in OpenTelemetry Metrics gRFC <https://github.com/grpc/proposal/blob/master/A66-otel-stats.md#opentelemetry-metrics>_.

How gRPC Python Observability Works

gRPC Python is a wrapper layer built upon the gRPC Core (written in C/C++). Most of telemetry data is collected at core layer and then exported to Python layer. To optimize performance and reduce the overhead of acquiring the GIL too frequently, telemetry data is initially cached at the Core layer and then exported to the Python layer in batches.

Note that while this approach enhances efficiency, it will introduce a slight delay between the time the data is collected and the time it becomes available through Python exporters.

Installation

Currently gRPC Python Observability is only available for Linux.

Installing From PyPI

::

  $ pip install grpcio-observability


Installing From Source

Building from source requires that you have the Python headers (usually a package named :code:python-dev) and Cython installed. It further requires a GCC-like compiler to go smoothly; you can probably get it to work without GCC-like stuff, but you may end up having a bad time.

::

$ export REPO_ROOT=grpc # REPO_ROOT can be any directory of your choice $ git clone -b RELEASE_TAG_HERE https://github.com/grpc/grpc $REPO_ROOT $ cd $REPO_ROOT $ git submodule update --init

$ cd src/python/grpcio_observability $ python -m make_grpcio_observability

For the next command do sudo pip install if you get permission-denied errors

$ GRPC_PYTHON_BUILD_WITH_CYTHON=1 pip install .

Dependencies

gRPC Python Observability Depends on the following packages:

::

grpcio opentelemetry-api

Usage

You can find example usage in Python example folder <https://github.com/grpc/grpc/tree/master/examples/python/observability>_.

We also provide several environment variables to help you optimize gRPC python observability for your particular use.

1. GRPC_PYTHON_CENSUS_EXPORT_BATCH_INTERVAL

   • This controls how frequently telemetry data collected within gRPC Core is sent to Python layer.
   • Default value is 0.5 (Seconds).

2. GRPC_PYTHON_CENSUS_MAX_EXPORT_BUFFER_SIZE

   • This controls the maximum number of telemetry data items that can be held in the buffer within gRPC Core before they are sent to Python.
   • Default value is 10,000.

3. GRPC_PYTHON_CENSUS_EXPORT_THRESHOLD

   • This setting acts as a trigger: When the buffer in gRPC Core reaches a certain percentage of its capacity, the telemetry data is sent to Python.
   • Default value is 0.7 (Which means buffer will start export when it's 70% full).

4. GRPC_PYTHON_CENSUS_EXPORT_THREAD_TIMEOUT

   • This controls the maximum time allowed for the exporting thread (responsible for sending data to Python) to complete.
   • Main thread will terminate the exporting thread after this timeout.
   • Default value is 10 (Seconds).