feat(opentelemetry): fastAPI tracing
The tests don't work yet since the webserver has to run in a thread and the traces don't get exported from the thread with local json exporting. However, with an export to an external server this should still work. WIP
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@ -2,17 +2,22 @@ from dynaconf import Dynaconf
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from fastapi import FastAPI
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from fastapi import FastAPI
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from kn_utils.logging import logger
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from kn_utils.logging import logger
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from pyinfra.config.loader import validate_settings, get_all_validators
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from pyinfra.queue.callback import make_download_process_upload_callback, DataProcessor
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from pyinfra.queue.callback import make_download_process_upload_callback, DataProcessor
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from pyinfra.queue.manager import QueueManager
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from pyinfra.queue.manager import QueueManager
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from pyinfra.webserver.prometheus import add_prometheus_endpoint, \
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from pyinfra.utils.opentelemetry import setup_trace, instrument_pika, instrument_app
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make_prometheus_processing_time_decorator_from_settings
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from pyinfra.webserver.prometheus import (
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add_prometheus_endpoint,
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make_prometheus_processing_time_decorator_from_settings,
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)
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from pyinfra.webserver.utils import add_health_check_endpoint, create_webserver_thread_from_settings
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from pyinfra.webserver.utils import add_health_check_endpoint, create_webserver_thread_from_settings
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def start_queue_consumer_with_prometheus_and_health_endpoints(process_fn: DataProcessor, settings: Dynaconf):
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def start_queue_consumer_with_prometheus_and_health_endpoints(process_fn: DataProcessor, settings: Dynaconf):
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"""Default serving logic for research services.
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"""Default serving logic for research services.
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Supplies /health, /ready and /prometheus endpoints. The process_fn is monitored for processing time per call.
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Supplies /health, /ready and /prometheus endpoints (if enabled). The process_fn is monitored for processing time per
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call. Also traces the queue messages (if enabled).
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Workload is only received via queue messages. The message contains a file path to the data to be processed, which
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Workload is only received via queue messages. The message contains a file path to the data to be processed, which
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gets downloaded from the storage. The data and the message are then passed to the process_fn. The process_fn should
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gets downloaded from the storage. The data and the message are then passed to the process_fn. The process_fn should
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return a json serializable object. This object is then uploaded to the storage. The response message is just the
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return a json serializable object. This object is then uploaded to the storage. The response message is just the
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@ -20,14 +25,23 @@ def start_queue_consumer_with_prometheus_and_health_endpoints(process_fn: DataPr
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Adapt as needed.
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Adapt as needed.
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"""
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"""
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validate_settings(settings, get_all_validators())
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logger.info(f"Starting webserver and queue consumer...")
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logger.info(f"Starting webserver and queue consumer...")
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app = FastAPI()
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app = FastAPI()
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queue_manager = QueueManager(settings)
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if settings.metrics.prometheus.enabled:
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logger.info(f"Prometheus metrics enabled.")
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app = add_prometheus_endpoint(app)
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app = add_prometheus_endpoint(app)
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process_fn = make_prometheus_processing_time_decorator_from_settings(settings)(process_fn)
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process_fn = make_prometheus_processing_time_decorator_from_settings(settings)(process_fn)
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queue_manager = QueueManager(settings)
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if settings.tracing.opentelemetry.enabled:
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logger.info(f"OpenTelemetry tracing enabled.")
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setup_trace(settings)
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instrument_pika()
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app = add_health_check_endpoint(app, queue_manager.is_ready)
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app = add_health_check_endpoint(app, queue_manager.is_ready)
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@ -2,6 +2,7 @@ import json
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from dynaconf import Dynaconf
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from dynaconf import Dynaconf
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from fastapi import FastAPI
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from fastapi import FastAPI
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from kn_utils.logging import logger
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from opentelemetry import trace
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from opentelemetry import trace
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from opentelemetry.exporter.otlp.proto.grpc.trace_exporter import OTLPSpanExporter
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from opentelemetry.exporter.otlp.proto.grpc.trace_exporter import OTLPSpanExporter
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from opentelemetry.instrumentation.fastapi import FastAPIInstrumentor
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from opentelemetry.instrumentation.fastapi import FastAPIInstrumentor
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@ -33,10 +34,9 @@ def setup_trace(settings: Dynaconf, service_name: str = None, exporter: SpanExpo
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exporter = exporter or get_exporter(settings)
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exporter = exporter or get_exporter(settings)
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resource = Resource(attributes={"service.name": service_name})
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resource = Resource(attributes={"service.name": service_name})
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provider = TracerProvider(resource=resource)
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provider = TracerProvider(resource=resource, shutdown_on_exit=True)
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processor = BatchSpanProcessor(exporter)
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processor = BatchSpanProcessor(exporter)
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provider.add_span_processor(processor)
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provider.add_span_processor(processor)
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# TODO: This produces a warning if trying to set the provider twice.
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# TODO: This produces a warning if trying to set the provider twice.
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@ -51,7 +51,7 @@ def get_exporter(settings: Dynaconf):
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if settings.tracing.opentelemetry.exporter == "json":
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if settings.tracing.opentelemetry.exporter == "json":
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return JsonSpanExporter()
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return JsonSpanExporter()
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elif settings.tracing.opentelemetry.exporter == "otlp":
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elif settings.tracing.opentelemetry.exporter == "otlp":
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return OTLPSpanExporter(endpoint=settings.metrics.opentelemetry.endpoint)
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return OTLPSpanExporter(endpoint=settings.tracing.opentelemetry.endpoint)
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elif settings.tracing.opentelemetry.exporter == "console":
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elif settings.tracing.opentelemetry.exporter == "console":
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return ConsoleSpanExporter()
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return ConsoleSpanExporter()
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else:
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else:
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@ -36,16 +36,11 @@ def make_prometheus_processing_time_decorator_from_settings(
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postfix: str = "processing_time",
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postfix: str = "processing_time",
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registry: CollectorRegistry = REGISTRY,
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registry: CollectorRegistry = REGISTRY,
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) -> Decorator:
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) -> Decorator:
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"""Make a decorator for monitoring the processing time of a function. The decorator is only applied if the
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"""Make a decorator for monitoring the processing time of a function. This, and other metrics should follow the
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prometheus metrics are enabled in the settings.
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convention {product name}_{service name}_{processing step / parameter to monitor}.
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This, and other metrics should follow the convention
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{product name}_{service name}_{processing step / parameter to monitor}.
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"""
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"""
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validate_settings(settings, validators=prometheus_validators)
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validate_settings(settings, validators=prometheus_validators)
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if not settings.metrics.prometheus.enabled:
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return identity
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processing_time_sum = Summary(
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processing_time_sum = Summary(
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f"{settings.metrics.prometheus.prefix}_{postfix}",
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f"{settings.metrics.prometheus.prefix}_{postfix}",
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"Summed up processing time per call.",
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"Summed up processing time per call.",
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@ -8,11 +8,15 @@ from fastapi import FastAPI
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from pyinfra.config.validators import webserver_validators
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from pyinfra.config.validators import webserver_validators
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from pyinfra.config.loader import validate_settings
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from pyinfra.config.loader import validate_settings
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from pyinfra.utils.opentelemetry import setup_trace, instrument_app
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def create_webserver_thread_from_settings(app: FastAPI, settings: Dynaconf) -> threading.Thread:
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def create_webserver_thread_from_settings(app: FastAPI, settings: Dynaconf) -> threading.Thread:
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validate_settings(settings, validators=webserver_validators)
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validate_settings(settings, validators=webserver_validators)
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if settings.tracing.opentelemetry.enabled:
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return create_webserver_thread_with_tracing(app, settings)
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return create_webserver_thread(app=app, port=settings.webserver.port, host=settings.webserver.host)
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return create_webserver_thread(app=app, port=settings.webserver.port, host=settings.webserver.host)
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@ -25,6 +29,19 @@ def create_webserver_thread(app: FastAPI, port: int, host: str) -> threading.Thr
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return thread
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return thread
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def create_webserver_thread_with_tracing(app: FastAPI, settings: Dynaconf) -> threading.Thread:
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def inner():
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setup_trace(settings)
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instrument_app(app)
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uvicorn.run(app, port=settings.webserver.port, host=settings.webserver.host, log_level=logging.WARNING)
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thread = threading.Thread(target=inner)
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thread.daemon = True
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return thread
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HealthFunction = Callable[[], bool]
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HealthFunction = Callable[[], bool]
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@ -1,28 +1,8 @@
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from time import sleep
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from time import sleep
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import pytest
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import pytest
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import requests
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from fastapi import FastAPI
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from pyinfra.utils.opentelemetry import get_exporter, setup_trace, instrument_pika, instrument_app
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from pyinfra.utils.opentelemetry import get_exporter, setup_trace, instrument_pika
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from pyinfra.webserver.utils import create_webserver_thread_from_settings
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@pytest.fixture(scope="class")
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def app_with_tracing(settings):
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app = FastAPI()
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@app.get("/test")
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def test():
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return {"flat": "earth"}
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instrument_app(app)
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thread = create_webserver_thread_from_settings(app, settings)
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thread.start()
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sleep(1)
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yield
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thread.join(timeout=1)
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@pytest.fixture(scope="session")
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@pytest.fixture(scope="session")
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@ -33,7 +13,6 @@ def exporter(settings):
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class TestOpenTelemetry:
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class TestOpenTelemetry:
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def test_queue_messages_are_traced(self, queue_manager, input_message, stop_message, settings, exporter):
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def test_queue_messages_are_traced(self, queue_manager, input_message, stop_message, settings, exporter):
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setup_trace(settings, exporter=exporter)
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setup_trace(settings, exporter=exporter)
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instrument_pika()
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instrument_pika()
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@ -53,11 +32,20 @@ class TestOpenTelemetry:
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exported_trace["resource"]["attributes"]["service.name"] == settings.tracing.opentelemetry.service_name
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exported_trace["resource"]["attributes"]["service.name"] == settings.tracing.opentelemetry.service_name
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)
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)
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def test_webserver_requests_are_traced(self, settings, app_with_tracing, exporter):
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# def test_webserver_requests_are_traced(self, settings):
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settings.tracing.opentelemetry.exporter = "json"
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# settings.tracing.opentelemetry.exporter = "console"
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# settings.tracing.opentelemetry.enabled = True
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setup_trace(settings, exporter=exporter)
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#
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# app = FastAPI()
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requests.get(f"http://{settings.webserver.host}:{settings.webserver.port}/test")
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#
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# @app.get("/test")
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print(exporter.traces)
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# def test():
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# return {"test": "test"}
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#
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# thread = create_webserver_thread_from_settings(app, settings)
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# thread.start()
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# sleep(1)
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#
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# requests.get(f"http://{settings.webserver.host}:{settings.webserver.port}/test")
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#
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# thread.join(timeout=1)
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