test

ISSUES CLOSED: clevermicro/amq-adapter-python#8

amqp/adapter/backpressure_handler.py

@@ -2,15 +2,21 @@ import asyncio
 import json
 import logging
 import os
-import threading
 import time
 from asyncio import AbstractEventLoop
+from threading import Thread
 
 from aio_pika import Message
 from aio_pika.abc import AbstractRobustChannel, ExchangeType
 
 from amqp.adapter.logging_utils import logging_info, logging_warning
 from amqp.model.model import ScalingRequestAlert
+from amqp.router.utils import await_future, await_result
+
+# Duration in seconds between backpressure reports
+REPORT_WINDOW_SEC = 10
+# Number of reports without activity to trigger idle event
+NUM_REPORTS_FOR_IDLE = 3
 
 
 class ScaleRequestV1:
@@ -29,6 +35,7 @@ class ScaleRequestV1:
         self.maxAvailability = maxAvailability
         self.currentAvailability = currentAvailability
         self.requestType = requestType
+        self.thread = None
 
     def to_json(self) -> str:
         """Converts the object to a JSON string matching the Java structure"""
@@ -48,26 +55,133 @@ class ScaleRequestV1:
 class BackpressureHandler:
     # Track the number of messages currently being processed
     current_parallel_executions = 0
-    last_data_message_time = 0  # helps detect IDLE condition
-    last_backpressure_event_time = (
-        0  # helps prevent flooding the system with backpressure events
-    )
-    last_backpressure_event = ScalingRequestAlert.IDLE
+    # helps detect IDLE condition
+    last_data_message_time = 0
+    # helps prevent flooding the system with backpressure events
+    last_backpressure_event_time = 0
+    last_backpressure_event = ScalingRequestAlert.UPDATE
 
     parallel_workers = int(os.getenv("PARALLEL_WORKERS", default=0))
     swarm_service_id = os.getenv("SWARM_SERVICE_ID", default="clever-amqp-service")
     swarm_task_id = os.getenv("SWARM_TASK_ID", default="python-adapter")
 
     def __init__(self, channel: AbstractRobustChannel, loop: AbstractEventLoop):
+        self.lock = None
         self.channel = channel
         self.loop = loop
         self.exchange = None
 
-    def handle_backpressure(self, scaling_request: ScaleRequestV1):
-        # Handle the backpressure logic here
-        print(
-            f"Handling backpressure for {scaling_request.serviceId} with request type {scaling_request.requestType}"
+    def increase_parallel_executions(self):
+        """Increase the number of parallel executions"""
+        logging_info(
+            "Backpressure: Increase parallel executions, current=%s",
+            self.current_parallel_executions,
         )
+        self.current_parallel_executions += 1
+
+    def decrease_parallel_executions(self):
+        """Decrease the number of parallel executions"""
+        logging_info(
+            "Backpressure: Decrease parallel executions, current=%s",
+            self.current_parallel_executions,
+        )
+        if self.current_parallel_executions > 0:
+            self.current_parallel_executions -= 1
+
+    def update_parallel_executions(self, count: int):
+        """Update the number of parallel executions"""
+        self.current_parallel_executions = count
+
+    def update_last_data_message_time(self):
+        logging_info("Backpressure: Update last data message time")
+        """Update the last data message time"""
+        self.last_data_message_time = time.time()
+
+    def start_backpressure_monitor(self) -> Thread:
+        # Start the Backpressure monitor loop
+        self.thread = Thread(target=self.backpressure_monitor_loop)
+        self.thread.start()
+        return self.thread
+
+    async def check_overload_condition(self):
+        """Check if the current parallel executions exceed the limit"""
+        self.update_last_data_message_time()
+        logging_info(
+            "Backpressure: Check overload condition, current=%s, max=%s",
+            self.current_parallel_executions,
+            self.parallel_workers,
+        )
+        if self.current_parallel_executions >= self.parallel_workers - 1:
+            # Check if the last backpressure event was not an overload
+            if self.last_backpressure_event != ScalingRequestAlert.OVERLOAD:
+                # Trigger the overload event
+                await self.handle_backpressure_overload_event()
+                self.last_backpressure_event_time = time.time()
+                self.last_backpressure_event = ScalingRequestAlert.OVERLOAD
+
+    def backpressure_monitor_loop(self):
+        global REPORT_WINDOW_SEC
+        _loop = asyncio.new_event_loop()
+
+        async def _backpressure_monitor():
+            """Monitor the backpressure conditions and trigger events accordingly"""
+            while True:
+                logging_info(
+                    "Backpressure: Monitor loop, current=%s",
+                    self.current_parallel_executions,
+                )
+                logging_info(
+                    "Backpressure: Last data message time=%s, eventTime=%s",
+                    self.last_data_message_time,
+                    self.last_backpressure_event_time,
+                )
+                logging_info(
+                    "Backpressure: Last backpressure event=%s",
+                    self.last_backpressure_event,
+                )
+                # Check if the current time exceeds the last backpressure event time
+                if (
+                    self.current_parallel_executions >= self.parallel_workers
+                    and time.time() - self.last_backpressure_event_time
+                    > REPORT_WINDOW_SEC
+                    and self.last_backpressure_event != ScalingRequestAlert.OVERLOAD
+                ):
+                    # Trigger the overload event
+                    await self.handle_backpressure_overload_event()
+                    self.last_backpressure_event_time = time.time()
+                    self.last_backpressure_event = ScalingRequestAlert.OVERLOAD
+                elif (
+                    self.current_parallel_executions == 0
+                    and time.time() - self.last_data_message_time
+                    > NUM_REPORTS_FOR_IDLE * REPORT_WINDOW_SEC
+                    and self.last_backpressure_event != ScalingRequestAlert.IDLE
+                ):
+                    # Trigger the idle event
+                    await self._handle_backpressure_idle_event()
+                    self.last_backpressure_event = ScalingRequestAlert.IDLE
+                    self.last_backpressure_event_time = time.time()
+                else:
+                    # Trigger update event
+                    if (
+                        self.current_parallel_executions > 0
+                        and time.time() - self.last_backpressure_event_time
+                        > REPORT_WINDOW_SEC
+                    ):
+                        # Trigger the update event
+                        _scaling_request: ScaleRequestV1 = ScaleRequestV1(
+                            self.swarm_service_id,
+                            self.swarm_task_id,
+                            self.parallel_workers,
+                            self.parallel_workers - self.current_parallel_executions,
+                            ScalingRequestAlert.UPDATE,
+                        )
+                        # Address the message to any adapter capable of supporting BACKPRESSURE request
+                        await self.publish_backpressure_request(_scaling_request)
+                        self.last_backpressure_event_time = time.time()
+                        self.last_backpressure_event = ScalingRequestAlert.UPDATE
+                await asyncio.sleep(REPORT_WINDOW_SEC)
+
+        _loop.run_until_complete(_backpressure_monitor())
 
     async def handle_backpressure_overload_event(self):
         logging_warning("Backpressure: Capacity close to depleted!")
@@ -84,7 +198,7 @@ class BackpressureHandler:
         # update / reset time-window so that the OVERLOAD is not sent too often
         self.last_data_message_time = time.time()
 
-    def _handle_backpressure_idle_event(self):
+    async def _handle_backpressure_idle_event(self):
         logging_warning("Backpressure: Service is idle.")
         # Send an Idle event to the Management service
         scaling_request: ScaleRequestV1 = ScaleRequestV1(
@@ -95,26 +209,28 @@ class BackpressureHandler:
             ScalingRequestAlert.IDLE,
         )
         # Address the message to any adapter capable of supporting BACKPRESSURE request
-        self.publish_backpressure_request(scaling_request)
+        await self.publish_backpressure_request(scaling_request)
         # update / reset time-window so that the IDLE is not sent too often
         self.last_data_message_time = time.time()
 
     async def publish_backpressure_request(self, scaling_request: ScaleRequestV1):
         # Publish the backpressure request to the management service
+        logging_info(
+            f"Publishing backpressure for {scaling_request.serviceId} with request type {scaling_request.requestType}"
+        )
         if not self.exchange:
 
             async def _wrap_rabbit_mq_api_init(channel):
-                _exchange = await channel.declare_exchange(
-                    name="cleverthis.clevermicro.management", type=ExchangeType.fanout
+                _exchange = await channel.get_exchange(
+                    name="cleverthis.clevermicro.management"
                 )
                 return _exchange
 
-            _future = asyncio.run_coroutine_threadsafe(
-                _wrap_rabbit_mq_api_init(self.channel), self.loop
+            self.exchange = await await_result(
+                asyncio.run_coroutine_threadsafe(
+                    _wrap_rabbit_mq_api_init(self.channel), self.loop
+                )
             )
-            while not _future.done():
-                await asyncio.sleep(0.05)
-            self.exchange = _future.result()
 
         if self.exchange:
 
@@ -130,7 +246,9 @@ class BackpressureHandler:
                         priority=0,
                         correlation_id=None,
                     )
-                    await self.exchange.publish(message=pika_message, routing_key="")
+                    await self.exchange.publish(
+                        message=pika_message, routing_key="backpressure-scaling-v1"
+                    )
                     logging_info(
                         "Service Message Published to %s, msg: %s",
                         self.exchange.name,
@@ -139,6 +257,6 @@ class BackpressureHandler:
                     return True
                 return False
 
-            _future = asyncio.run_coroutine_threadsafe(_wrap_rabbit_mq_api(), self.loop)
-            while not _future.done():
-                await asyncio.sleep(0.05)
+            await await_future(
+                asyncio.run_coroutine_threadsafe(_wrap_rabbit_mq_api(), self.loop)
+            )

amqp/adapter/cleverthis_service_adapter.py

@@ -27,6 +27,7 @@ from amqp.adapter.logging_utils import logging_error, logging_debug, logging_inf
 from amqp.config.amq_configuration import AMQConfiguration
 from amqp.model.model import DataMessage, DataResponse
 from amqp.router.router_base import AMQ_REPLY_TO_EXCHANGE
+from amqp.router.utils import await_result
 
 
 @dataclass
@@ -86,12 +87,10 @@ async def _convert_file_response(
 
     # All calls to RabbitMQ API have to be called threadsafe, because those appear to be attached to parent
     # event loop, and need to execute at that event loop, not the current one
-    _future = asyncio.run_coroutine_threadsafe(_wrap_amq_api_calls(connection), loop)
-    while not _future.done():
-        await asyncio.sleep(
-            0.1
-        )  # allow coroutine to execute. calling _future.result() will block the entire thread and the coroutine will never execute
-    _channel, _exchange, _routing_key = _future.result()
+    # allow coroutine to execute. calling _future.result() will block the entire thread and the coroutine will never execute
+    _channel, _exchange, _routing_key = await await_result(
+        asyncio.run_coroutine_threadsafe(_wrap_amq_api_calls(connection), loop)
+    )
     # publish_file also needs RabbitMQ API, ensure the loop is passed as argument
     (_stream_name, _file_size) = await file_handler.publish_file(
         _exchange, obj.path, _routing_key, loop

amqp/adapter/file_handler.py

@@ -20,6 +20,7 @@ from aio_pika.abc import (
 )
 
 from amqp.adapter.logging_utils import logging_error, logging_debug, logging_info
+from amqp.router.utils import await_result
 
 # Global dictionary to track completed downloads
 download_locations = defaultdict(str)
@@ -211,12 +212,9 @@ class StreamingFileHandler(FileHandler):
             return _file_size, _eof
 
         if queue_name:
-            _future: Future = asyncio.run_coroutine_threadsafe(
-                wrap_rabbit_mq_calls(), loop=loop
+            _local_file_size, _local_eof = await await_result(
+                asyncio.run_coroutine_threadsafe(wrap_rabbit_mq_calls(), loop=loop)
             )
-            while not _future.done():
-                await asyncio.sleep(0.05)
-            _local_file_size, _local_eof = _future.result()
             return _local_file_size, _local_eof
 
         return 0, CANCELLED
@@ -259,12 +257,9 @@ class StreamingFileHandler(FileHandler):
                 await _connection.close()
                 return _res, _eof
 
-            _future: Future = asyncio.run_coroutine_threadsafe(
-                wrap_rabbit_mq_calls(), loop=loop
+            _local_res, _local_eof = await await_result(
+                asyncio.run_coroutine_threadsafe(wrap_rabbit_mq_calls(), loop=loop)
             )
-            while not _future.done():
-                await asyncio.sleep(0.05)
-            _local_res, _local_eof = _future.result()
             return _local_res, _local_eof
         return 0, CANCELLED
 
@@ -399,12 +394,12 @@ class StreamingFileHandler(FileHandler):
                 while not _future.done():
                     # sleep allows coroutine to execute. must wait for completion to ensure all chunks written in right order
                     await asyncio.sleep(0.02)
-                    logging.debug(
+                    logging_debug(
                         f"Waiting for chunk {_offset}/{_file_size} future= {_future}"
                     )
 
                 _offset += len(_chunk)
-                logging.debug(
+                logging_debug(
                     f"Published chunk {_offset}/{_file_size} to {exchange.name}:{routing_key}"
                 )
 

amqp/adapter/logging_utils.py

@@ -2,6 +2,7 @@ import inspect
 import logging
 import os
 import sys
+import threading
 import traceback
 
 verbose = os.environ.get("AMQ_VERBOSE_LOGGING", "0") == "1"
@@ -46,21 +47,22 @@ def logging_error(msg: str, *args) -> None:
         msg (str): The error message to log.
     """
     _exec_info = sys.exc_info()[2]
+    _thread_id = threading.get_ident()
     if _exec_info:
         _tb = traceback.extract_tb(sys.exc_info()[2])[-1]
         logging.error(
-            f" [E] '{msg}' ---> '{_tb.filename}':{_tb.lineno}, '{_tb.name}()'",
+            f"{_thread_id} [E] '{msg}' ---> '{_tb.filename}':{_tb.lineno}, '{_tb.name}()'",
             *args,
         )
     else:
         module, line_number, function_name = get_context_info()
         if module and line_number and function_name:
             logging.error(
-                f" [E] '{msg}' ---> '{module}':{line_number}, '{function_name}()'",
+                f"{_thread_id} [E] '{msg}' ---> '{module}':{line_number}, '{function_name}()'",
                 *args,
             )
         else:
-            logging.error(f" [E] {msg}", *args)
+            logging.error(f"{_thread_id} [E] {msg}", *args)
 
 
 def logging_warning(msg: str, *args) -> None:
@@ -70,17 +72,18 @@ def logging_warning(msg: str, *args) -> None:
     Args:
         msg (str): The warning message to log.
     """
+    _thread_id = threading.get_ident()
     if not verbose:
-        logging.warning(f" [W] {msg}", *args)
+        logging.warning(f"{_thread_id} [W] {msg}", *args)
         return
     module, line_number, function_name = get_context_info()
     if module and line_number and function_name:
         logging.warning(
-            f" [W] '{msg}' ---> '{module}':{line_number}, '{function_name}()'",
+            f"{_thread_id} [W] '{msg}' ---> '{module}':{line_number}, '{function_name}()'",
             *args,
         )
     else:
-        logging.warning(f" [W] {msg}", *args)
+        logging.warning(f"{_thread_id} [W] {msg}", *args)
 
 
 def logging_info(msg: str, *args) -> None:
@@ -90,17 +93,18 @@ def logging_info(msg: str, *args) -> None:
     Args:
         msg (str): The info message to log.
     """
+    _thread_id = threading.get_ident()
     if not verbose:
-        logging.info(f" [*] {msg}", *args)
+        logging.info(f"{_thread_id} [*] {msg}", *args)
         return
     module, line_number, function_name = get_context_info()
     if module and line_number and function_name:
         logging.info(
-            f" [*] '{msg}' ---> '{module}':{line_number}, '{function_name}()'",
+            f"{_thread_id} [*] '{msg}' ---> '{module}':{line_number}, '{function_name}()'",
             *args,
         )
     else:
-        logging.info(f" [*] {msg}", *args)
+        logging.info(f"{_thread_id} [*] {msg}", *args)
 
 
 def logging_debug(msg: str, *args) -> None:
@@ -110,11 +114,12 @@ def logging_debug(msg: str, *args) -> None:
     Args:
         msg (str): The debug message to log.
     """
+    _thread_id = threading.get_ident()
     module, line_number, function_name = get_context_info()
     if module and line_number and function_name:
         logging.info(
-            f" [DBG] '{msg}' ---> '{module}':{line_number}, '{function_name}()'",
+            f"{_thread_id} [DBG] '{msg}' ---> '{module}':{line_number}, '{function_name}()'",
             *args,
         )
     else:
-        logging.debug(f" [DBG] {msg}", *args)
+        logging.debug(f"{_thread_id} [DBG] {msg}", *args)

amqp/router/utils.py

@@ -1,6 +1,8 @@
+import asyncio
 import re
 
 pattern = re.compile(r"[^a-zA-Z0-9.#/\-]")
+AWAIT_SLEEP = 0.05  # seconds
 
 
 def sanitize_as_rabbitmq_name(input_str: str) -> str:
@@ -17,3 +19,19 @@ def sanitize_as_rabbitmq_domain_name(token: str) -> str:
     # Step 3: Remove trailing '.' character, if applicable
     step_last_char = len(step2) - 1
     return step2[:-1] if step_last_char > 0 and step2[step_last_char] == "." else step2
+
+
+async def await_future(future: asyncio.Future, sleep_time=AWAIT_SLEEP):
+    """
+    Wait for a future to complete.
+    """
+    while not future.done():
+        await asyncio.sleep(sleep_time)
+
+
+async def await_result(future: asyncio.Future, sleep_time=AWAIT_SLEEP):
+    """
+    Wait for a future to complete and return its result.
+    """
+    await await_future(future, sleep_time=sleep_time)
+    return future.result()

amqp/service/amq_message_handler.py

@@ -63,6 +63,7 @@ class DataMessageHandler:
         rabbit_mq_client: RabbitMQClient,
         amq_configuration: AMQConfiguration,
         loop,
+        backpressure_handler: BackpressureHandler,
         file_handler: FileHandler = StreamingFileHandler(),
     ):
         self.service_adapter: CleverThisServiceAdapter = service_adapter
@@ -82,9 +83,7 @@ class DataMessageHandler:
             amq_configuration.backpressure.time_window / 1000
         )  # convert to seconds
         self.file_handler: FileHandler = file_handler
-        self.backpressure_handler = BackpressureHandler(
-            channel=rabbit_mq_client.channel, loop=loop
-        )
+        self.backpressure_handler: BackpressureHandler = backpressure_handler
         _backpressure_treshold = amq_configuration.backpressure.threshold
         """
         Determine the number of parallel workers based on the backpressure threshold and PARALLEL_WORKERS env var.
@@ -143,19 +142,15 @@ class DataMessageHandler:
         :return: DataResponse
         """
         # Increment the counter for parallel executions
-        BackpressureHandler.current_parallel_executions += 1
+        self.backpressure_handler.increase_parallel_executions()
         logging_info(
-            f"PARALLEL: Current Capacity [{BackpressureHandler.current_parallel_executions}] of [{BackpressureHandler.parallel_workers}]"
+            f"PARALLEL: Current Capacity [{self.backpressure_handler.current_parallel_executions}] of [{self.backpressure_handler.parallel_workers}]"
         )
         if message.reply_to:
             self.reply_to = message.reply_to
-        if (
-            BackpressureHandler.current_parallel_executions
-            > BackpressureHandler.parallel_workers - 2
-        ):
-            await self.backpressure_handler.handle_backpressure_overload_event()
 
         try:
+            await self.backpressure_handler.check_overload_condition()
             _a_message = AMQMessage(amq_message, self.rabbit_mq_client.connection)
             _response: DataResponse = await self.service_adapter.on_message(_a_message)
             logging_debug(f"Result in thread: {_response}")
@@ -175,11 +170,10 @@ class DataMessageHandler:
                         os.remove(filename)
                     except OSError as e:
                         logging_error(f"Deleting file {filename}: {e}")
-            BackpressureHandler.current_parallel_executions -= 1
-            return
         except Exception as e:
             logging_error(f"Request handler: {e}")
-            return
+
+        self.backpressure_handler.decrease_parallel_executions()
 
     async def reconstitute_data_message(
         self, message: AbstractIncomingMessage

amqp/service/amq_service.py

@@ -3,9 +3,12 @@ import logging.config
 import os
 import asyncio
 from asyncio import Future
+from threading import Thread
+from typing import Optional
 
 from aio_pika.abc import AbstractRobustExchange
 
+from amqp.adapter.backpressure_handler import BackpressureHandler
 from amqp.adapter.data_message_factory import DataMessageFactory
 from amqp.adapter.amq_route_factory import AMQRouteFactory
 from amqp.adapter.logging_utils import logging_info, logging_warning
@@ -33,13 +36,14 @@ class AMQService:
     CLEVER_AMQP_CLIENT_VERSION = os.getenv("CLEVER_AMQP_CLIENT_VERSION")
     MAX_WAIT = 300  # defaults to 5 minutes (300 seconds)
 
-    def __init__(self, amq_configuration: AMQConfiguration, service_adapter):
+    def __init__(self, amq_configuration: AMQConfiguration, service_adapter=None):
         logging.info("***********************************************")
         logging.info("**********  AMQ   Service   *******************")
         logging.info("***********************************************")
-        self.loop = asyncio.get_event_loop()
+        self.loop = asyncio.new_event_loop()
 
         self.amq_configuration = amq_configuration
+        self.service_adapter = service_adapter
         self.data_message_factory = DataMessageFactory.get_instance(
             self.amq_configuration.amq_adapter.generator_id
         )
@@ -49,8 +53,12 @@ class AMQService:
         self.service_message_factory = ServiceMessageFactory(
             self.amq_configuration.amq_adapter.service_name
         )
+        self.backpressure_thread: Optional[Thread] = None
+
+    def run(self):
         # self.init(loop) will initialize RabbitMQ connection
-        self.loop.run_until_complete(self.init(self.loop, service_adapter))
+        asyncio.set_event_loop(self.loop)
+        self.loop.run_until_complete(self.init(self.loop, self.service_adapter))
 
         logging.info("***********************************************")
         logging.info("******  AMQ   Service  Init  Complete *********")
@@ -61,6 +69,9 @@ class AMQService:
         _reply_to_exchange: AbstractRobustExchange = await self.rabbit_mq_client.init(
             loop
         )
+        backpressure_handler = BackpressureHandler(
+            channel=self.rabbit_mq_client.channel, loop=loop
+        )
         self.amq_data_message_handler = DataMessageHandler(
             service_adapter,
             self.tracer,
@@ -70,9 +81,11 @@ class AMQService:
             self.rabbit_mq_client,
             self.amq_configuration,
             loop=loop,
+            backpressure_handler=backpressure_handler,
         )
         await self.register_routes()
         await self.rabbit_mq_client.request_routes()
+        self.backpressure_thread = backpressure_handler.start_backpressure_monitor()
 
     def cleanup(self):
         logging_info("AMQService.cleanup() rmqc=%s", self.rabbit_mq_client)

cleverswarm/clever_swarm_adapter.py

@@ -8,6 +8,7 @@ import importlib
 import pathlib
 import re
 from collections import defaultdict
+from threading import Thread
 from typing import Optional, List, Dict
 from aiohttp import ClientSession
 from fastapi.routing import APIRoute
@@ -128,7 +129,8 @@ class CleverSwarmAmqpAdapter(CleverThisServiceAdapter):
         super().__init__(amq_configuration, session)
         self.routes = group_routes_by_method(api_routes=api.api_router.routes)
         _amq_service: AMQService = AMQService(amq_configuration, self)
-        _amq_service.rabbit_mq_client.channel.start_consuming()
+        self.thread = Thread(target=_amq_service.run)
+        self.thread.start()
 
     async def get_current_user(self, token: str) -> UserSchema:
         """

cleverswarm/main.py

@@ -1,14 +1,8 @@
-import getch
 from amqp.config.amq_configuration import AMQConfiguration
 
 from clever_swarm_adapter import CleverSwarmAmqpAdapter
 
 if __name__ == "__main__":
     adapter = CleverSwarmAmqpAdapter(AMQConfiguration("./application.properties.local"))
-
-    print("Press the space bar to exit...")
-    while True:
-        key = getch.getch()  # Wait for a keypress
-        if key == " ":  # Check if the key is the space bar
-            print("Space bar pressed. Exiting...")
-            break
+    print("Press ^C to exit...")
+    adapter.thread.join()

pyproject.toml

@@ -4,7 +4,7 @@ build-backend = "setuptools.build_meta"
 
 [project]
 name = "amq_adapter"
-version = "0.2.21-dev"
+version = "0.2.22-dev"
 description = "The Python implementation of the AMQ Adaptor for CleverMicro"
 readme = "README.md"
 authors = [
@@ -22,7 +22,7 @@ dependencies = [
     "aio-pika~=9.5.5",
     "aiohttp~=3.11.11",
     "aio_pika~=9.5.5",
-    "fastapi==0.115.6",
+    "fastapi==0.114.2",
     "opentelemetry-api",
     "opentelemetry-sdk",
     "opentelemetry-exporter-otlp",