merge develop into track-current-candle
This commit is contained in:
@@ -1316,14 +1316,16 @@ class FreqaiDataKitchen:
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append_df = pd.read_hdf(self.backtesting_results_path)
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return append_df
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def check_if_backtest_prediction_exists(
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self
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def check_if_backtest_prediction_is_valid(
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self,
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length_backtesting_dataframe: int
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) -> bool:
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"""
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Check if a backtesting prediction already exists
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:param dk: FreqaiDataKitchen
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Check if a backtesting prediction already exists and if the predictions
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to append has the same size of backtesting dataframe slice
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:param length_backtesting_dataframe: Length of backtesting dataframe slice
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:return:
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:boolean: whether the prediction file exists or not.
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:boolean: whether the prediction file is valid.
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"""
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path_to_predictionfile = Path(self.full_path /
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self.backtest_predictions_folder /
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@@ -1331,13 +1333,21 @@ class FreqaiDataKitchen:
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self.backtesting_results_path = path_to_predictionfile
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file_exists = path_to_predictionfile.is_file()
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if file_exists:
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logger.info(f"Found backtesting prediction file at {path_to_predictionfile}")
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append_df = self.get_backtesting_prediction()
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if len(append_df) == length_backtesting_dataframe:
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logger.info(f"Found backtesting prediction file at {path_to_predictionfile}")
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return True
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else:
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logger.info("A new backtesting prediction file is required. "
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"(Number of predictions is different from dataframe length).")
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return False
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else:
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logger.info(
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f"Could not find backtesting prediction file at {path_to_predictionfile}"
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)
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return file_exists
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return False
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def remove_special_chars_from_feature_names(self, dataframe: pd.DataFrame) -> pd.DataFrame:
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"""
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@@ -277,7 +277,7 @@ class IFreqaiModel(ABC):
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dk.set_new_model_names(pair, trained_timestamp)
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if dk.check_if_backtest_prediction_exists():
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if dk.check_if_backtest_prediction_is_valid(len(dataframe_backtest)):
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self.dd.load_metadata(dk)
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dk.find_features(dataframe_train)
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self.check_if_feature_list_matches_strategy(dk)
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@@ -36,7 +36,6 @@ class IPairList(LoggingMixin, ABC):
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self._pairlistconfig = pairlistconfig
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self._pairlist_pos = pairlist_pos
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self.refresh_period = self._pairlistconfig.get('refresh_period', 1800)
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self._last_refresh = 0
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LoggingMixin.__init__(self, logger, self.refresh_period)
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@property
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@@ -3,16 +3,20 @@ Shuffle pair list filter
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"""
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import logging
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import random
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from typing import Any, Dict, List
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from typing import Any, Dict, List, Literal
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from freqtrade.constants import Config
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from freqtrade.enums import RunMode
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from freqtrade.exchange import timeframe_to_seconds
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from freqtrade.exchange.types import Tickers
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from freqtrade.plugins.pairlist.IPairList import IPairList
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from freqtrade.util.periodic_cache import PeriodicCache
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logger = logging.getLogger(__name__)
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ShuffleValues = Literal['candle', 'iteration']
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class ShuffleFilter(IPairList):
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@@ -31,6 +35,9 @@ class ShuffleFilter(IPairList):
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logger.info(f"Backtesting mode detected, applying seed value: {self._seed}")
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self._random = random.Random(self._seed)
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self._shuffle_freq: ShuffleValues = pairlistconfig.get('shuffle_frequency', 'candle')
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self.__pairlist_cache = PeriodicCache(
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maxsize=1000, ttl=timeframe_to_seconds(self._config['timeframe']))
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@property
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def needstickers(self) -> bool:
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@@ -45,7 +52,7 @@ class ShuffleFilter(IPairList):
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"""
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Short whitelist method description - used for startup-messages
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"""
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return (f"{self.name} - Shuffling pairs" +
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return (f"{self.name} - Shuffling pairs every {self._shuffle_freq}" +
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(f", seed = {self._seed}." if self._seed is not None else "."))
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def filter_pairlist(self, pairlist: List[str], tickers: Tickers) -> List[str]:
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@@ -56,7 +63,13 @@ class ShuffleFilter(IPairList):
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:param tickers: Tickers (from exchange.get_tickers). May be cached.
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:return: new whitelist
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"""
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pairlist_bef = tuple(pairlist)
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pairlist_new = self.__pairlist_cache.get(pairlist_bef)
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if pairlist_new and self._shuffle_freq == 'candle':
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# Use cached pairlist.
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return pairlist_new
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# Shuffle is done inplace
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self._random.shuffle(pairlist)
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self.__pairlist_cache[pairlist_bef] = pairlist
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return pairlist
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@@ -127,13 +127,6 @@ async def message_endpoint(
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except Exception as e:
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logger.info(f"Consumer connection failed - {channel}: {e}")
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logger.debug(e, exc_info=e)
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finally:
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await channel_manager.on_disconnect(ws)
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else:
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if channel:
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await channel_manager.on_disconnect(ws)
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await ws.close()
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except RuntimeError:
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# WebSocket was closed
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@@ -144,4 +137,5 @@ async def message_endpoint(
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# Log tracebacks to keep track of what errors are happening
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logger.exception(e)
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finally:
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await channel_manager.on_disconnect(ws)
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if channel:
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await channel_manager.on_disconnect(ws)
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@@ -197,6 +197,7 @@ class ApiServer(RPCHandler):
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# Get data from queue
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message: WSMessageSchemaType = await async_queue.get()
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logger.debug(f"Found message of type: {message.get('type')}")
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async_queue.task_done()
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# Broadcast it
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await self._ws_channel_manager.broadcast(message)
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except asyncio.CancelledError:
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@@ -210,6 +211,9 @@ class ApiServer(RPCHandler):
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# Disconnect channels and stop the loop on cancel
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await self._ws_channel_manager.disconnect_all()
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self._ws_loop.stop()
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# Avoid adding more items to the queue if they aren't
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# going to get broadcasted.
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self._ws_queue = None
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def start_api(self):
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"""
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@@ -1,5 +1,6 @@
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import asyncio
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import logging
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import time
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from threading import RLock
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from typing import Any, Dict, List, Optional, Type, Union
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from uuid import uuid4
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@@ -46,7 +47,7 @@ class WebSocketChannel:
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self._relay_task = asyncio.create_task(self.relay())
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# Internal event to signify a closed websocket
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self._closed = False
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self._closed = asyncio.Event()
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# Wrap the WebSocket in the Serializing class
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self._wrapped_ws = self._serializer_cls(self._websocket)
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@@ -73,15 +74,26 @@ class WebSocketChannel:
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Add the data to the queue to be sent.
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:returns: True if data added to queue, False otherwise
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"""
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# This block only runs if the queue is full, it will wait
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# until self.drain_timeout for the relay to drain the outgoing queue
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# We can't use asyncio.wait_for here because the queue may have been created with a
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# different eventloop
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start = time.time()
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while self.queue.full():
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await asyncio.sleep(1)
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if (time.time() - start) > self.drain_timeout:
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return False
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# If for some reason the queue is still full, just return False
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try:
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await asyncio.wait_for(
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self.queue.put(data),
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timeout=self.drain_timeout
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)
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return True
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except asyncio.TimeoutError:
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self.queue.put_nowait(data)
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except asyncio.QueueFull:
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return False
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# If we got here everything is ok
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return True
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async def recv(self):
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"""
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Receive data on the wrapped websocket
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@@ -99,14 +111,19 @@ class WebSocketChannel:
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Close the WebSocketChannel
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"""
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self._closed = True
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try:
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await self.raw_websocket.close()
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except Exception:
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pass
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self._closed.set()
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self._relay_task.cancel()
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def is_closed(self) -> bool:
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"""
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Closed flag
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"""
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return self._closed
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return self._closed.is_set()
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def set_subscriptions(self, subscriptions: List[str] = []) -> None:
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"""
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@@ -129,7 +146,7 @@ class WebSocketChannel:
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Relay messages from the channel's queue and send them out. This is started
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as a task.
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"""
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while True:
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while not self._closed.is_set():
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message = await self.queue.get()
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try:
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await self._send(message)
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@@ -264,10 +264,10 @@ class ExternalMessageConsumer:
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# We haven't received data yet. Check the connection and continue.
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try:
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# ping
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ping = await channel.ping()
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pong = await channel.ping()
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latency = (await asyncio.wait_for(pong, timeout=self.ping_timeout) * 1000)
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await asyncio.wait_for(ping, timeout=self.ping_timeout)
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logger.debug(f"Connection to {channel} still alive...")
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logger.info(f"Connection to {channel} still alive, latency: {latency}ms")
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continue
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except (websockets.exceptions.ConnectionClosed):
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@@ -276,7 +276,7 @@ class ExternalMessageConsumer:
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await asyncio.sleep(self.sleep_time)
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break
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except Exception as e:
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logger.warning(f"Ping error {channel} - retrying in {self.sleep_time}s")
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logger.warning(f"Ping error {channel} - {e} - retrying in {self.sleep_time}s")
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logger.debug(e, exc_info=e)
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await asyncio.sleep(self.sleep_time)
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