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Implement MinMaxSumCount aggregator #422
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toumorokoshi
merged 3 commits into
open-telemetry:master
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kinvolk:mauricio/implement-minmaxsumcount-aggregator
Feb 19, 2020
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# Copyright 2019, 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 module serves as an example for a simple application using metrics | ||
It shows: | ||
- How to configure a meter passing a sateful or stateless. | ||
- How to configure an exporter and how to create a controller. | ||
- How to create some metrics intruments and how to capture data with them. | ||
""" | ||
import sys | ||
import time | ||
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from opentelemetry import metrics | ||
from opentelemetry.sdk.metrics import Counter, Measure, Meter | ||
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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batcher_mode = "stateful" | ||
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def usage(argv): | ||
print("usage:") | ||
print("{} [mode]".format(argv[0])) | ||
print("mode: stateful (default) or stateless") | ||
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if len(sys.argv) >= 2: | ||
batcher_mode = sys.argv[1] | ||
if batcher_mode not in ("stateful", "stateless"): | ||
print("bad mode specified.") | ||
usage(sys.argv) | ||
sys.exit(1) | ||
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# Batcher used to collect all created metrics from meter ready for exporting | ||
# Pass in True/False to indicate whether the batcher is stateful. | ||
# True indicates the batcher computes checkpoints from over the process | ||
# lifetime. | ||
# False indicates the batcher computes checkpoints which describe the updates | ||
# of a single collection period (deltas) | ||
batcher = UngroupedBatcher(batcher_mode == "stateful") | ||
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# If a batcher is not provided, a default batcher is used | ||
# Meter is responsible for creating and recording metrics | ||
metrics.set_preferred_meter_implementation(lambda _: Meter(batcher)) | ||
meter = metrics.meter() | ||
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# Exporter to export metrics to the console | ||
exporter = ConsoleMetricsExporter() | ||
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# A PushController collects metrics created from meter and exports it via the | ||
# exporter every interval | ||
controller = PushController(meter, exporter, 5) | ||
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# Metric instruments allow to capture measurements | ||
requests_counter = meter.create_metric( | ||
"requests", "number of requests", 1, int, Counter, ("environment",) | ||
) | ||
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clicks_counter = meter.create_metric( | ||
"clicks", "number of clicks", 1, int, Counter, ("environment",) | ||
) | ||
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requests_size = meter.create_metric( | ||
"requests_size", "size of requests", 1, int, Measure, ("environment",) | ||
) | ||
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# Labelsets are used to identify key-values that are associated with a specific | ||
# metric that you want to record. These are useful for pre-aggregation and can | ||
# be used to store custom dimensions pertaining to a metric | ||
staging_label_set = meter.get_label_set({"environment": "staging"}) | ||
testing_label_set = meter.get_label_set({"environment": "testing"}) | ||
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# Update the metric instruments using the direct calling convention | ||
requests_size.record(100, staging_label_set) | ||
requests_counter.add(25, staging_label_set) | ||
# Sleep for 5 seconds, exported value should be 25 | ||
time.sleep(5) | ||
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requests_size.record(5000, staging_label_set) | ||
requests_counter.add(50, staging_label_set) | ||
# Exported value should be 75 | ||
time.sleep(5) | ||
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requests_size.record(2, testing_label_set) | ||
requests_counter.add(35, testing_label_set) | ||
# There should be two exported values 75 and 35, one for each labelset | ||
time.sleep(5) | ||
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clicks_counter.add(5, staging_label_set) | ||
# There should be three exported values, labelsets can be reused for different | ||
# metrics but will be recorded seperately, 75, 35 and 5 | ||
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time.sleep(5) |
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Ops, I didn't have the time to update it before it was merged, will update in follow up PRs!