Split optimize generation from printing
This commit is contained in:
parent
b50d072d82
commit
9d1ad70bb7
@ -1,7 +1,7 @@
|
|||||||
import logging
|
import logging
|
||||||
from datetime import timedelta
|
from datetime import timedelta
|
||||||
from pathlib import Path
|
from pathlib import Path
|
||||||
from typing import Dict
|
from typing import Dict, Tuple, List
|
||||||
|
|
||||||
from pandas import DataFrame
|
from pandas import DataFrame
|
||||||
from tabulate import tabulate
|
from tabulate import tabulate
|
||||||
@ -34,6 +34,65 @@ def store_backtest_result(recordfilename: Path, all_results: Dict[str, DataFrame
|
|||||||
file_dump_json(filename, records)
|
file_dump_json(filename, records)
|
||||||
|
|
||||||
|
|
||||||
|
def _get_line_header(first_column: str, stake_currency: str) -> List[str]:
|
||||||
|
"""
|
||||||
|
Generate header lines (goes in line with _generate_result_line())
|
||||||
|
"""
|
||||||
|
return [first_column, 'Buys', 'Avg Profit %', 'Cum Profit %',
|
||||||
|
f'Tot Profit {stake_currency}', 'Tot Profit %', 'Avg Duration',
|
||||||
|
'Wins', 'Draws', 'Losses']
|
||||||
|
|
||||||
|
|
||||||
|
def _generate_result_line(result: DataFrame, max_open_trades: int, first_column: str) -> List:
|
||||||
|
"""
|
||||||
|
Generate One Result line.
|
||||||
|
Columns are:
|
||||||
|
first_column
|
||||||
|
'Buys', 'Avg Profit %', 'Cum Profit %', f'Tot Profit',
|
||||||
|
'Tot Profit %', 'Avg Duration', 'Wins', 'Draws', 'Losses'
|
||||||
|
"""
|
||||||
|
return [
|
||||||
|
first_column,
|
||||||
|
len(result.index),
|
||||||
|
result.profit_percent.mean() * 100.0,
|
||||||
|
result.profit_percent.sum() * 100.0,
|
||||||
|
result.profit_abs.sum(),
|
||||||
|
result.profit_percent.sum() * 100.0 / max_open_trades,
|
||||||
|
str(timedelta(
|
||||||
|
minutes=round(result.trade_duration.mean()))) if not result.empty else '0:00',
|
||||||
|
len(result[result.profit_abs > 0]),
|
||||||
|
len(result[result.profit_abs == 0]),
|
||||||
|
len(result[result.profit_abs < 0])
|
||||||
|
]
|
||||||
|
|
||||||
|
|
||||||
|
def _generate_pair_results(data: Dict[str, Dict], stake_currency: str, max_open_trades: int,
|
||||||
|
results: DataFrame, skip_nan: bool = False) -> Tuple:
|
||||||
|
"""
|
||||||
|
Generates and returns a list for the given backtest data and the results dataframe
|
||||||
|
:param data: Dict of <pair: dataframe> containing data that was used during backtesting.
|
||||||
|
:param stake_currency: stake-currency - used to correctly name headers
|
||||||
|
:param max_open_trades: Maximum allowed open trades
|
||||||
|
:param results: Dataframe containing the backtest results
|
||||||
|
:param skip_nan: Print "left open" open trades
|
||||||
|
:return: Tuple of (data, headers, floatfmt) of summarized results.
|
||||||
|
"""
|
||||||
|
|
||||||
|
floatfmt = ('s', 'd', '.2f', '.2f', '.8f', '.2f', 'd', 'd', 'd', 'd')
|
||||||
|
tabular_data = []
|
||||||
|
headers = _get_line_header('Pair', stake_currency)
|
||||||
|
for pair in data:
|
||||||
|
result = results[results.pair == pair]
|
||||||
|
if skip_nan and result.profit_abs.isnull().all():
|
||||||
|
continue
|
||||||
|
|
||||||
|
tabular_data.append(_generate_result_line(result, max_open_trades, pair))
|
||||||
|
|
||||||
|
# Append Total
|
||||||
|
tabular_data.append(_generate_result_line(results, max_open_trades, 'TOTAL'))
|
||||||
|
return tabular_data, headers, floatfmt
|
||||||
|
|
||||||
|
|
||||||
def generate_text_table(data: Dict[str, Dict], stake_currency: str, max_open_trades: int,
|
def generate_text_table(data: Dict[str, Dict], stake_currency: str, max_open_trades: int,
|
||||||
results: DataFrame, skip_nan: bool = False) -> str:
|
results: DataFrame, skip_nan: bool = False) -> str:
|
||||||
"""
|
"""
|
||||||
@ -46,66 +105,21 @@ def generate_text_table(data: Dict[str, Dict], stake_currency: str, max_open_tra
|
|||||||
:return: pretty printed table with tabulate as string
|
:return: pretty printed table with tabulate as string
|
||||||
"""
|
"""
|
||||||
|
|
||||||
floatfmt = ('s', 'd', '.2f', '.2f', '.8f', '.2f', 'd', '.1f', '.1f')
|
tabular_data, headers, floatfmt = _generate_pair_results(data, stake_currency, max_open_trades,
|
||||||
tabular_data = []
|
results, skip_nan)
|
||||||
headers = [
|
|
||||||
'Pair',
|
|
||||||
'Buys',
|
|
||||||
'Avg Profit %',
|
|
||||||
'Cum Profit %',
|
|
||||||
f'Tot Profit {stake_currency}',
|
|
||||||
'Tot Profit %',
|
|
||||||
'Avg Duration',
|
|
||||||
'Wins',
|
|
||||||
'Draws',
|
|
||||||
'Losses'
|
|
||||||
]
|
|
||||||
for pair in data:
|
|
||||||
result = results[results.pair == pair]
|
|
||||||
if skip_nan and result.profit_abs.isnull().all():
|
|
||||||
continue
|
|
||||||
|
|
||||||
tabular_data.append([
|
|
||||||
pair,
|
|
||||||
len(result.index),
|
|
||||||
result.profit_percent.mean() * 100.0,
|
|
||||||
result.profit_percent.sum() * 100.0,
|
|
||||||
result.profit_abs.sum(),
|
|
||||||
result.profit_percent.sum() * 100.0 / max_open_trades,
|
|
||||||
str(timedelta(
|
|
||||||
minutes=round(result.trade_duration.mean()))) if not result.empty else '0:00',
|
|
||||||
len(result[result.profit_abs > 0]),
|
|
||||||
len(result[result.profit_abs == 0]),
|
|
||||||
len(result[result.profit_abs < 0])
|
|
||||||
])
|
|
||||||
|
|
||||||
# Append Total
|
|
||||||
tabular_data.append([
|
|
||||||
'TOTAL',
|
|
||||||
len(results.index),
|
|
||||||
results.profit_percent.mean() * 100.0,
|
|
||||||
results.profit_percent.sum() * 100.0,
|
|
||||||
results.profit_abs.sum(),
|
|
||||||
results.profit_percent.sum() * 100.0 / max_open_trades,
|
|
||||||
str(timedelta(
|
|
||||||
minutes=round(results.trade_duration.mean()))) if not results.empty else '0:00',
|
|
||||||
len(results[results.profit_abs > 0]),
|
|
||||||
len(results[results.profit_abs == 0]),
|
|
||||||
len(results[results.profit_abs < 0])
|
|
||||||
])
|
|
||||||
# Ignore type as floatfmt does allow tuples but mypy does not know that
|
# Ignore type as floatfmt does allow tuples but mypy does not know that
|
||||||
return tabulate(tabular_data, headers=headers,
|
return tabulate(tabular_data, headers=headers,
|
||||||
floatfmt=floatfmt, tablefmt="orgtbl", stralign="right") # type: ignore
|
floatfmt=floatfmt, tablefmt="orgtbl", stralign="right") # type: ignore
|
||||||
|
|
||||||
|
|
||||||
def generate_text_table_sell_reason(stake_currency: str, max_open_trades: int,
|
def _generate_text_table_sell_reason(stake_currency: str, max_open_trades: int,
|
||||||
results: DataFrame) -> str:
|
results: DataFrame) -> Tuple:
|
||||||
"""
|
"""
|
||||||
Generate small table outlining Backtest results
|
Generate small table outlining Backtest results
|
||||||
:param stake_currency: Stakecurrency used
|
:param stake_currency: Stakecurrency used
|
||||||
:param max_open_trades: Max_open_trades parameter
|
:param max_open_trades: Max_open_trades parameter
|
||||||
:param results: Dataframe containing the backtest results
|
:param results: Dataframe containing the backtest result
|
||||||
:return: pretty printed table with tabulate as string
|
:return: Tuple of (List, Headers) containing the summary
|
||||||
"""
|
"""
|
||||||
tabular_data = []
|
tabular_data = []
|
||||||
headers = [
|
headers = [
|
||||||
@ -141,9 +155,43 @@ def generate_text_table_sell_reason(stake_currency: str, max_open_trades: int,
|
|||||||
profit_percent_tot,
|
profit_percent_tot,
|
||||||
]
|
]
|
||||||
)
|
)
|
||||||
|
return tabular_data, headers
|
||||||
|
|
||||||
|
|
||||||
|
def generate_text_table_sell_reason(stake_currency: str,
|
||||||
|
max_open_trades: int, results: DataFrame) -> str:
|
||||||
|
"""
|
||||||
|
Generate small table outlining Backtest results
|
||||||
|
:param stake_currency: Stakecurrency used
|
||||||
|
:param max_open_trades: Max_open_trades parameter
|
||||||
|
:param results: Dataframe containing the backtest result
|
||||||
|
:return: pretty printed table with tabulate as string
|
||||||
|
"""
|
||||||
|
|
||||||
|
tabular_data, headers = _generate_text_table_sell_reason(stake_currency,
|
||||||
|
max_open_trades, results)
|
||||||
|
|
||||||
return tabulate(tabular_data, headers=headers, tablefmt="orgtbl", stralign="right")
|
return tabulate(tabular_data, headers=headers, tablefmt="orgtbl", stralign="right")
|
||||||
|
|
||||||
|
|
||||||
|
def _generate_strategy_summary(stake_currency: str, max_open_trades: str,
|
||||||
|
all_results: Dict) -> Tuple[List, List, List]:
|
||||||
|
"""
|
||||||
|
Generate summary per strategy
|
||||||
|
:param stake_currency: stake-currency - used to correctly name headers
|
||||||
|
:param max_open_trades: Maximum allowed open trades used for backtest
|
||||||
|
:param all_results: Dict of <Strategyname: BacktestResult> containing results for all strategies
|
||||||
|
:return: Tuple of (data, headers, floatfmt) of summarized results.
|
||||||
|
"""
|
||||||
|
|
||||||
|
floatfmt = ('s', 'd', '.2f', '.2f', '.8f', '.2f', 'd', 'd', 'd', 'd')
|
||||||
|
tabular_data = []
|
||||||
|
headers = _get_line_header('Strategy', stake_currency)
|
||||||
|
for strategy, results in all_results.items():
|
||||||
|
tabular_data.append(_generate_result_line(results, max_open_trades, strategy))
|
||||||
|
return tabular_data, headers, floatfmt
|
||||||
|
|
||||||
|
|
||||||
def generate_text_table_strategy(stake_currency: str, max_open_trades: str,
|
def generate_text_table_strategy(stake_currency: str, max_open_trades: str,
|
||||||
all_results: Dict) -> str:
|
all_results: Dict) -> str:
|
||||||
"""
|
"""
|
||||||
@ -154,25 +202,8 @@ def generate_text_table_strategy(stake_currency: str, max_open_trades: str,
|
|||||||
:return: pretty printed table with tabulate as string
|
:return: pretty printed table with tabulate as string
|
||||||
"""
|
"""
|
||||||
|
|
||||||
floatfmt = ('s', 'd', '.2f', '.2f', '.8f', '.2f', 'd', '.1f', '.1f')
|
tabular_data, headers, floatfmt = _generate_strategy_summary(stake_currency,
|
||||||
tabular_data = []
|
max_open_trades, all_results)
|
||||||
headers = ['Strategy', 'Buys', 'Avg Profit %', 'Cum Profit %',
|
|
||||||
f'Tot Profit {stake_currency}', 'Tot Profit %', 'Avg Duration',
|
|
||||||
'Wins', 'Draws', 'Losses']
|
|
||||||
for strategy, results in all_results.items():
|
|
||||||
tabular_data.append([
|
|
||||||
strategy,
|
|
||||||
len(results.index),
|
|
||||||
results.profit_percent.mean() * 100.0,
|
|
||||||
results.profit_percent.sum() * 100.0,
|
|
||||||
results.profit_abs.sum(),
|
|
||||||
results.profit_percent.sum() * 100.0 / max_open_trades,
|
|
||||||
str(timedelta(
|
|
||||||
minutes=round(results.trade_duration.mean()))) if not results.empty else '0:00',
|
|
||||||
len(results[results.profit_abs > 0]),
|
|
||||||
len(results[results.profit_abs == 0]),
|
|
||||||
len(results[results.profit_abs < 0])
|
|
||||||
])
|
|
||||||
# Ignore type as floatfmt does allow tuples but mypy does not know that
|
# Ignore type as floatfmt does allow tuples but mypy does not know that
|
||||||
return tabulate(tabular_data, headers=headers,
|
return tabulate(tabular_data, headers=headers,
|
||||||
floatfmt=floatfmt, tablefmt="orgtbl", stralign="right") # type: ignore
|
floatfmt=floatfmt, tablefmt="orgtbl", stralign="right") # type: ignore
|
||||||
@ -180,7 +211,7 @@ def generate_text_table_strategy(stake_currency: str, max_open_trades: str,
|
|||||||
|
|
||||||
def generate_edge_table(results: dict) -> str:
|
def generate_edge_table(results: dict) -> str:
|
||||||
|
|
||||||
floatfmt = ('s', '.10g', '.2f', '.2f', '.2f', '.2f', 'd', '.d')
|
floatfmt = ('s', '.10g', '.2f', '.2f', '.2f', '.2f', 'd', 'd', 'd')
|
||||||
tabular_data = []
|
tabular_data = []
|
||||||
headers = ['Pair', 'Stoploss', 'Win Rate', 'Risk Reward Ratio',
|
headers = ['Pair', 'Stoploss', 'Win Rate', 'Risk Reward Ratio',
|
||||||
'Required Risk Reward', 'Expectancy', 'Total Number of Trades',
|
'Required Risk Reward', 'Expectancy', 'Total Number of Trades',
|
||||||
@ -233,6 +264,7 @@ def show_backtest_results(config: Dict, btdata: Dict[str, DataFrame],
|
|||||||
if isinstance(table, str):
|
if isinstance(table, str):
|
||||||
print('=' * len(table.splitlines()[0]))
|
print('=' * len(table.splitlines()[0]))
|
||||||
print()
|
print()
|
||||||
|
|
||||||
if len(all_results) > 1:
|
if len(all_results) > 1:
|
||||||
# Print Strategy summary table
|
# Print Strategy summary table
|
||||||
table = generate_text_table_strategy(config['stake_currency'],
|
table = generate_text_table_strategy(config['stake_currency'],
|
||||||
|
Loading…
Reference in New Issue
Block a user