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sdk: Implement observer instrument (#425)
Observer instruments are used to capture a current set of values at a point in time [1]. This commit extends the Meter interface to allow to register an observer instrument by pasing a callback that will be executed at collection time. The logic inside collection is updated to consider these instruments and a new ObserverAggregator is implemented. [1] https://github.com/open-telemetry/opentelemetry-specification/blob/master/specification/api-metrics.md#observer-instruments
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# Copyright 2020, OpenTelemetry 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. | ||
# | ||
""" | ||
This example shows how the Observer metric instrument can be used to capture | ||
asynchronous metrics data. | ||
""" | ||
import psutil | ||
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from opentelemetry import metrics | ||
from opentelemetry.sdk.metrics import LabelSet, MeterProvider | ||
from opentelemetry.sdk.metrics.export import ConsoleMetricsExporter | ||
from opentelemetry.sdk.metrics.export.batcher import UngroupedBatcher | ||
from opentelemetry.sdk.metrics.export.controller import PushController | ||
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# Configure a stateful batcher | ||
batcher = UngroupedBatcher(stateful=True) | ||
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metrics.set_preferred_meter_provider_implementation(lambda _: MeterProvider()) | ||
meter = metrics.get_meter(__name__) | ||
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# Exporter to export metrics to the console | ||
exporter = ConsoleMetricsExporter() | ||
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# Configure a push controller | ||
controller = PushController(meter=meter, exporter=exporter, interval=2) | ||
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# Callback to gather cpu usage | ||
def get_cpu_usage_callback(observer): | ||
for (number, percent) in enumerate(psutil.cpu_percent(percpu=True)): | ||
label_set = meter.get_label_set({"cpu_number": str(number)}) | ||
observer.observe(percent, label_set) | ||
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meter.register_observer( | ||
callback=get_cpu_usage_callback, | ||
name="cpu_percent", | ||
description="per-cpu usage", | ||
unit="1", | ||
value_type=float, | ||
label_keys=("cpu_number",), | ||
) | ||
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# Callback to gather RAM memory usage | ||
def get_ram_usage_callback(observer): | ||
ram_percent = psutil.virtual_memory().percent | ||
observer.observe(ram_percent, LabelSet()) | ||
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meter.register_observer( | ||
callback=get_ram_usage_callback, | ||
name="ram_percent", | ||
description="RAM memory usage", | ||
unit="1", | ||
value_type=float, | ||
label_keys=(), | ||
) | ||
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input("Press a key to finish...\n") |
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