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gRPC Python Observability | ||
==================== | ||
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Module Contents | ||
--------------- | ||
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.. automodule:: grpc_observability |
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- name: multiping | ||
description: | ||
Allow more than one ping to be in flight at a time by default. | ||
expiry: 2024/01/15 | ||
expiry: 2024/06/15 | ||
owner: [email protected] | ||
test_tags: [flow_control_test] | ||
- name: peer_state_based_framing | ||
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@@ -231,7 +231,7 @@ | |
test_tags: [] | ||
- name: unconstrained_max_quota_buffer_size | ||
description: Discard the cap on the max free pool size for one memory allocator | ||
expiry: 2024/02/01 | ||
expiry: 2024/09/01 | ||
owner: [email protected] | ||
test_tags: [resource_quota_test] | ||
- name: v3_backend_metric_filter | ||
|
@@ -261,7 +261,7 @@ | |
- name: work_serializer_clears_time_cache | ||
description: | ||
Have the work serializer clear the time cache when it dispatches work. | ||
expiry: 2024/01/01 | ||
expiry: 2024/04/01 | ||
owner: [email protected] | ||
test_tags: [] | ||
- name: work_serializer_dispatch | ||
|
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### TODO(xuanwn) | ||
* Fill in content. | ||
gRPC Python Observability | ||
=========== | ||
Package for gRPC Python Observability. | ||
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More details can be found in `OpenTelemetry Metrics gRFC <https://github.com/grpc/proposal/blob/master/A66-otel-stats.md#opentelemetry-metrics>`_. | ||
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How gRPC Python Observability Works | ||
------------------------- | ||
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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. | ||
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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. | ||
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Supported Python Versions | ||
------------------------- | ||
Python >= 3.7 | ||
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Installation | ||
------------ | ||
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Currently gRPC Python Observability is **only available for Linux**. | ||
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Installing From PyPI | ||
~~~~~~~~~~~~~~~~~~~~ | ||
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:: | ||
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$ pip install grpcio-observability | ||
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Installing From Source | ||
~~~~~~~~~~~~~~~~~~~~~~ | ||
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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. | ||
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:: | ||
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$ 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 | ||
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$ cd src/python/grpcio_observability | ||
$ python -m make_grpcio_observability | ||
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# For the next command do `sudo pip install` if you get permission-denied errors | ||
$ GRPC_PYTHON_BUILD_WITH_CYTHON=1 pip install . | ||
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Dependencies | ||
------------------------- | ||
gRPC Python Observability Depends on the following packages: | ||
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:: | ||
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grpcio | ||
opentelemetry-sdk==1.21.0 | ||
opentelemetry-api==1.21.0 | ||
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Usage | ||
----- | ||
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You can find example usage in `Python example folder <https://github.com/grpc/grpc/tree/master/examples/python/observability>`_. | ||
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We also provide several environment variables to help you optimize gRPC python observability for your particular use. | ||
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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). | ||
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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. | ||
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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). | ||
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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). |
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src/python/grpcio_tests/tests/observability/_from_observability_import_star.py
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# Copyright 2024 gRPC authors. | ||
# | ||
# Licensed 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. | ||
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_BEFORE_IMPORT = tuple(globals()) | ||
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from grpc_observability import * # pylint: disable=wildcard-import,unused-wildcard-import | ||
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_AFTER_IMPORT = tuple(globals()) | ||
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GRPC_OBSERVABILITY_ELEMENTS = tuple( | ||
element | ||
for element in _AFTER_IMPORT | ||
if element not in _BEFORE_IMPORT and element != "_BEFORE_IMPORT" | ||
) |
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src/python/grpcio_tests/tests/observability/_observability_api_test.py
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# Copyright 2024 gRPC authors. | ||
# | ||
# Licensed 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. | ||
"""Test of gRPC Python Observability's application-layer API.""" | ||
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import logging | ||
import unittest | ||
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from tests.observability import _from_observability_import_star | ||
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class AllTest(unittest.TestCase): | ||
def testAll(self): | ||
expected_observability_code_elements = ( | ||
"OpenTelemetryObservability", | ||
"OpenTelemetryPlugin", | ||
) | ||
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self.assertCountEqual( | ||
expected_observability_code_elements, | ||
_from_observability_import_star.GRPC_OBSERVABILITY_ELEMENTS, | ||
) | ||
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if __name__ == "__main__": | ||
logging.basicConfig() | ||
unittest.main(verbosity=2) |
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