Add progress tracking for backtesting

This commit is contained in:
Matthias 2021-03-11 19:16:18 +01:00
parent 06b6726029
commit 048008756f
5 changed files with 56 additions and 3 deletions

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@ -1,4 +1,5 @@
# flake8: noqa: F401
from freqtrade.enums.backteststate import BacktestState
from freqtrade.enums.rpcmessagetype import RPCMessageType
from freqtrade.enums.runmode import NON_UTIL_MODES, OPTIMIZE_MODES, TRADING_MODES, RunMode
from freqtrade.enums.selltype import SellType

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@ -0,0 +1,14 @@
from enum import Enum
class BacktestState(Enum):
"""
Bot application states
"""
STARTUP = 1
DATALOAD = 2
ANALYZE = 3
BACKTEST = 4
def __str__(self):
return f"{self.name.lower()}"

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@ -17,7 +17,7 @@ from freqtrade.data import history
from freqtrade.data.btanalysis import trade_list_to_dataframe
from freqtrade.data.converter import trim_dataframes
from freqtrade.data.dataprovider import DataProvider
from freqtrade.enums import SellType
from freqtrade.enums import BacktestState, SellType
from freqtrade.exceptions import DependencyException, OperationalException
from freqtrade.exchange import timeframe_to_minutes, timeframe_to_seconds
from freqtrade.mixins import LoggingMixin
@ -118,11 +118,26 @@ class Backtesting:
# Get maximum required startup period
self.required_startup = max([strat.startup_candle_count for strat in self.strategylist])
self._progress = 0
self._max_steps = 0
self._action = BacktestState.STARTUP
def __del__(self):
LoggingMixin.show_output = True
PairLocks.use_db = True
Trade.use_db = True
def set_progress(self, action: BacktestState, progress: float):
self._progress = 0
self._action = action
def get_progress(self) -> float:
return round(self._progress / self._max_steps, 5) if self._max_steps > 0 else 0
def get_action(self) -> str:
return str(self._action)
def _set_strategy(self, strategy: IStrategy):
"""
Load strategy into backtesting
@ -145,6 +160,8 @@ class Backtesting:
Loads backtest data and returns the data combined with the timerange
as tuple.
"""
self.set_progress(BacktestState.DATALOAD, 0)
timerange = TimeRange.parse_timerange(None if self.config.get(
'timerange') is None else str(self.config.get('timerange')))
@ -168,6 +185,7 @@ class Backtesting:
timerange.adjust_start_if_necessary(timeframe_to_seconds(self.timeframe),
self.required_startup, min_date)
self.set_progress(BacktestState.DATALOAD, 1)
return data, timerange
def prepare_backtest(self, enable_protections):
@ -404,6 +422,9 @@ class Backtesting:
open_trades: Dict[str, List[LocalTrade]] = defaultdict(list)
open_trade_count = 0
self.set_progress(BacktestState.BACKTEST, 0)
self._max_steps = int((end_date - start_date) / timedelta(minutes=self.timeframe_min))
# Loop timerange and get candle for each pair at that point in time
while tmp <= end_date:
open_trade_count_start = open_trade_count
@ -463,6 +484,7 @@ class Backtesting:
self.protections.global_stop(tmp)
# Move time one configured time_interval ahead.
self._progress += 1
tmp += timedelta(minutes=self.timeframe_min)
trades += self.handle_left_open(open_trades, data=data)
@ -478,6 +500,8 @@ class Backtesting:
}
def backtest_one_strategy(self, strat: IStrategy, data: Dict[str, Any], timerange: TimeRange):
self.set_progress(BacktestState.ANALYZE, 0)
self._max_steps = 0
logger.info("Running backtesting for Strategy %s", strat.get_strategy_name())
backtest_start_time = datetime.now(timezone.utc)
self._set_strategy(strat)
@ -504,6 +528,8 @@ class Backtesting:
"No data left after adjusting for startup candles.")
min_date, max_date = history.get_timerange(preprocessed)
self.set_progress(BacktestState.BACKTEST, 0)
logger.info(f'Backtesting with data from {min_date.strftime(DATETIME_PRINT_FORMAT)} '
f'up to {max_date.strftime(DATETIME_PRINT_FORMAT)} '
f'({(max_date - min_date).days} days).')

View File

@ -329,5 +329,7 @@ class BacktestResponse(BaseModel):
status: str
running: bool
status_msg: str
step: str
progress: float
# TODO: Properly type backtestresult...
backtest_result: Optional[Dict[str, Any]]

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@ -23,6 +23,7 @@ from freqtrade.rpc.api_server.api_schemas import (AvailablePairs, BacktestReques
WhitelistResponse)
from freqtrade.rpc.api_server.deps import get_config, get_rpc, get_rpc_optional
from freqtrade.rpc.rpc import RPCException
from freqtrade.state import BacktestState
logger = logging.getLogger(__name__)
@ -292,8 +293,7 @@ async def api_start_backtest(bt_settings: BacktestRequest, background_tasks: Bac
or lastconfig.get('timeframe') != strat.timeframe
or lastconfig.get('enable_protections') != btconfig.get('enable_protections')
or lastconfig.get('protections') != btconfig.get('protections', [])
or lastconfig.get('dry_run_wallet') != btconfig.get('dry_run_wallet', 0)
):
or lastconfig.get('dry_run_wallet') != btconfig.get('dry_run_wallet', 0)):
# TODO: Investigate if enabling protections can be dynamically ingested from here...
from freqtrade.optimize.backtesting import Backtesting
ApiServer._bt = Backtesting(btconfig)
@ -327,6 +327,8 @@ async def api_start_backtest(bt_settings: BacktestRequest, background_tasks: Bac
return {
"status": "running",
"running": True,
"progress": 0,
"step": str(BacktestState.STARTUP),
"status_msg": "Backtest started",
}
@ -341,6 +343,8 @@ def api_get_backtest():
return {
"status": "running",
"running": True,
"step": ApiServer._bt.get_action() if ApiServer._bt else str(BacktestState.STARTUP),
"progress": ApiServer._bt.get_progress() if ApiServer._bt else 0,
"status_msg": "Backtest running",
}
@ -348,6 +352,8 @@ def api_get_backtest():
return {
"status": "not_started",
"running": False,
"step": "",
"progress": 0,
"status_msg": "Backtesting not yet executed"
}
@ -355,6 +361,8 @@ def api_get_backtest():
"status": "ended",
"running": False,
"status_msg": "Backtest ended",
"step": "finished",
"progress": 1,
"backtest_result": ApiServer._bt.results,
}
@ -366,6 +374,7 @@ def api_delete_backtest():
return {
"status": "running",
"running": True,
"progress": 0,
"status_msg": "Backtest running",
}
if ApiServer._bt:
@ -377,5 +386,6 @@ def api_delete_backtest():
return {
"status": "reset",
"running": False,
"progress": 0,
"status_msg": "Backtesting reset",
}