Merge pull request #1242 from pipecat-ai/aleix/utils-network-exponential

network: added exponential_backoff_time() function
This commit is contained in:
Aleix Conchillo Flaqué
2025-02-18 17:44:21 -08:00
committed by GitHub
4 changed files with 67 additions and 22 deletions

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@@ -7,6 +7,10 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
## Unreleased
### Added
- Added `exponential_backoff_time()` to `utils.network` module.
### Fixed
- Fixed an issue that would cause `DeepgramSTTService` to stop working after an

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@@ -13,6 +13,7 @@ from loguru import logger
from websockets.protocol import State
from pipecat.frames.frames import ErrorFrame
from pipecat.utils.network import exponential_backoff_time
class WebsocketService(ABC):
@@ -51,27 +52,6 @@ class WebsocketService(ABC):
await self._connect_websocket()
return await self._verify_connection()
def _calculate_wait_time(
self, attempt: int, min_wait: float = 4, max_wait: float = 10, multiplier: float = 1
) -> float:
"""Calculate exponential backoff wait time.
Args:
attempt: Current attempt number (1-based)
min_wait: Minimum wait time in seconds
max_wait: Maximum wait time in seconds
multiplier: Base multiplier for exponential calculation
Returns:
Wait time in seconds
"""
try:
exp = 2 ** (attempt - 1) * multiplier
result = max(0, min(exp, max_wait))
return max(min_wait, result)
except (ValueError, ArithmeticError):
return max_wait
async def _receive_task_handler(self, report_error: Callable[[ErrorFrame], Awaitable[None]]):
"""Handles WebSocket message receiving with automatic retry logic.
@@ -104,7 +84,7 @@ class WebsocketService(ABC):
try:
if await self._reconnect_websocket(retry_count):
retry_count = 0 # Reset counter on successful reconnection
wait_time = self._calculate_wait_time(retry_count)
wait_time = exponential_backoff_time(retry_count)
await asyncio.sleep(wait_time)
except Exception as reconnect_error:
logger.error(f"{self} reconnection failed: {reconnect_error}")

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@@ -0,0 +1,27 @@
#
# Copyright (c) 20242025, Daily
#
# SPDX-License-Identifier: BSD 2-Clause License
#
def exponential_backoff_time(
attempt: int, min_wait: float = 4, max_wait: float = 10, multiplier: float = 1
) -> float:
"""Calculate exponential backoff wait time.
Args:
attempt: Current attempt number (1-based)
min_wait: Minimum wait time in seconds
max_wait: Maximum wait time in seconds
multiplier: Base multiplier for exponential calculation
Returns:
Wait time in seconds
"""
try:
exp = 2 ** (attempt - 1) * multiplier
result = max(0, min(exp, max_wait))
return max(min_wait, result)
except (ValueError, ArithmeticError):
return max_wait

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@@ -0,0 +1,34 @@
#
# Copyright (c) 2024-2025 Daily
#
# SPDX-License-Identifier: BSD 2-Clause License
#
import unittest
from pipecat.utils.network import exponential_backoff_time
class TestUtilsNetwork(unittest.IsolatedAsyncioTestCase):
async def test_exponential_backoff_time(self):
# min_wait=4, max_wait=10, multiplier=1
assert exponential_backoff_time(attempt=1, min_wait=4, max_wait=10, multiplier=1) == 4
assert exponential_backoff_time(attempt=2, min_wait=4, max_wait=10, multiplier=1) == 4
assert exponential_backoff_time(attempt=3, min_wait=4, max_wait=10, multiplier=1) == 4
assert exponential_backoff_time(attempt=4, min_wait=4, max_wait=10, multiplier=1) == 8
assert exponential_backoff_time(attempt=5, min_wait=4, max_wait=10, multiplier=1) == 10
assert exponential_backoff_time(attempt=6, min_wait=4, max_wait=10, multiplier=1) == 10
# min_wait=1, max_wait=10, multiplier=1
assert exponential_backoff_time(attempt=1, min_wait=1, max_wait=10, multiplier=1) == 1
assert exponential_backoff_time(attempt=2, min_wait=1, max_wait=10, multiplier=1) == 2
assert exponential_backoff_time(attempt=3, min_wait=1, max_wait=10, multiplier=1) == 4
assert exponential_backoff_time(attempt=4, min_wait=1, max_wait=10, multiplier=1) == 8
assert exponential_backoff_time(attempt=5, min_wait=1, max_wait=10, multiplier=1) == 10
assert exponential_backoff_time(attempt=6, min_wait=1, max_wait=10, multiplier=1) == 10
# min_wait=1, max_wait=20, multiplier=2
assert exponential_backoff_time(attempt=1, min_wait=1, max_wait=20, multiplier=2) == 2
assert exponential_backoff_time(attempt=2, min_wait=1, max_wait=20, multiplier=2) == 4
assert exponential_backoff_time(attempt=3, min_wait=1, max_wait=20, multiplier=2) == 8
assert exponential_backoff_time(attempt=4, min_wait=1, max_wait=20, multiplier=2) == 16
assert exponential_backoff_time(attempt=5, min_wait=1, max_wait=20, multiplier=2) == 20
assert exponential_backoff_time(attempt=6, min_wait=1, max_wait=20, multiplier=2) == 20