Merge pull request #6685 from freqtrade/bt_load_history

Backtesting load history
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Matthias 2022-04-15 16:06:20 +02:00 committed by GitHub
commit a4ec8984cd
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14 changed files with 146 additions and 28 deletions

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@ -149,7 +149,14 @@ def load_backtest_stats(filename: Union[Path, str]) -> Dict[str, Any]:
return data return data
def _load_and_merge_backtest_result(strategy_name: str, filename: Path, results: Dict[str, Any]): def load_and_merge_backtest_result(strategy_name: str, filename: Path, results: Dict[str, Any]):
"""
Load one strategy from multi-strategy result
and merge it with results
:param strategy_name: Name of the strategy contained in the result
:param filename: Backtest-result-filename to load
:param results: dict to merge the result to.
"""
bt_data = load_backtest_stats(filename) bt_data = load_backtest_stats(filename)
for k in ('metadata', 'strategy'): for k in ('metadata', 'strategy'):
results[k][strategy_name] = bt_data[k][strategy_name] results[k][strategy_name] = bt_data[k][strategy_name]
@ -160,6 +167,30 @@ def _load_and_merge_backtest_result(strategy_name: str, filename: Path, results:
break break
def _get_backtest_files(dirname: Path) -> List[Path]:
return list(reversed(sorted(dirname.glob('backtest-result-*-[0-9][0-9].json'))))
def get_backtest_resultlist(dirname: Path):
"""
Get list of backtest results read from metadata files
"""
results = []
for filename in _get_backtest_files(dirname):
metadata = load_backtest_metadata(filename)
if not metadata:
continue
for s, v in metadata.items():
results.append({
'filename': filename.name,
'strategy': s,
'run_id': v['run_id'],
'backtest_start_time': v['backtest_start_time'],
})
return results
def find_existing_backtest_stats(dirname: Union[Path, str], run_ids: Dict[str, str], def find_existing_backtest_stats(dirname: Union[Path, str], run_ids: Dict[str, str],
min_backtest_date: datetime = None) -> Dict[str, Any]: min_backtest_date: datetime = None) -> Dict[str, Any]:
""" """
@ -179,7 +210,7 @@ def find_existing_backtest_stats(dirname: Union[Path, str], run_ids: Dict[str, s
} }
# Weird glob expression here avoids including .meta.json files. # Weird glob expression here avoids including .meta.json files.
for filename in reversed(sorted(dirname.glob('backtest-result-*-[0-9][0-9].json'))): for filename in _get_backtest_files(dirname):
metadata = load_backtest_metadata(filename) metadata = load_backtest_metadata(filename)
if not metadata: if not metadata:
# Files are sorted from newest to oldest. When file without metadata is encountered it # Files are sorted from newest to oldest. When file without metadata is encountered it
@ -202,7 +233,7 @@ def find_existing_backtest_stats(dirname: Union[Path, str], run_ids: Dict[str, s
if strategy_metadata['run_id'] == run_id: if strategy_metadata['run_id'] == run_id:
del run_ids[strategy_name] del run_ids[strategy_name]
_load_and_merge_backtest_result(strategy_name, filename, results) load_and_merge_backtest_result(strategy_name, filename, results)
if len(run_ids) == 0: if len(run_ids) == 0:
break break

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@ -1,13 +1,16 @@
import asyncio import asyncio
import logging import logging
from copy import deepcopy from copy import deepcopy
from typing import Any, Dict, List
from fastapi import APIRouter, BackgroundTasks, Depends from fastapi import APIRouter, BackgroundTasks, Depends
from freqtrade.configuration.config_validation import validate_config_consistency from freqtrade.configuration.config_validation import validate_config_consistency
from freqtrade.data.btanalysis import get_backtest_resultlist, load_and_merge_backtest_result
from freqtrade.enums import BacktestState from freqtrade.enums import BacktestState
from freqtrade.exceptions import DependencyException from freqtrade.exceptions import DependencyException
from freqtrade.rpc.api_server.api_schemas import BacktestRequest, BacktestResponse from freqtrade.rpc.api_server.api_schemas import (BacktestHistoryEntry, BacktestRequest,
BacktestResponse)
from freqtrade.rpc.api_server.deps import get_config, is_webserver_mode from freqtrade.rpc.api_server.deps import get_config, is_webserver_mode
from freqtrade.rpc.api_server.webserver import ApiServer from freqtrade.rpc.api_server.webserver import ApiServer
from freqtrade.rpc.rpc import RPCException from freqtrade.rpc.rpc import RPCException
@ -200,3 +203,30 @@ def api_backtest_abort(ws_mode=Depends(is_webserver_mode)):
"progress": 0, "progress": 0,
"status_msg": "Backtest ended", "status_msg": "Backtest ended",
} }
@router.get('/backtest/history', response_model=List[BacktestHistoryEntry], tags=['webserver', 'backtest'])
def api_backtest_history(config=Depends(get_config), ws_mode=Depends(is_webserver_mode)):
# Get backtest result history, read from metadata files
return get_backtest_resultlist(config['user_data_dir'] / 'backtest_results')
@router.get('/backtest/history/result', response_model=BacktestResponse, tags=['webserver', 'backtest'])
def api_backtest_history_result(filename: str, strategy: str, config=Depends(get_config), ws_mode=Depends(is_webserver_mode)):
# Get backtest result history, read from metadata files
fn = config['user_data_dir'] / 'backtest_results' / filename
results: Dict[str, Any] = {
'metadata': {},
'strategy': {},
'strategy_comparison': [],
}
load_and_merge_backtest_result(strategy, fn, results)
return {
"status": "ended",
"running": False,
"step": "",
"progress": 1,
"status_msg": "Historic result",
"backtest_result": results,
}

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@ -421,6 +421,13 @@ class BacktestResponse(BaseModel):
backtest_result: Optional[Dict[str, Any]] backtest_result: Optional[Dict[str, Any]]
class BacktestHistoryEntry(BaseModel):
filename: str
strategy: str
run_id: str
backtest_start_time: int
class SysInfo(BaseModel): class SysInfo(BaseModel):
cpu_pct: List[float] cpu_pct: List[float]
ram_pct: float ram_pct: float

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@ -35,7 +35,8 @@ logger = logging.getLogger(__name__)
# 1.13: forcebuy supports stake_amount # 1.13: forcebuy supports stake_amount
# versions 2.xx -> futures/short branch # versions 2.xx -> futures/short branch
# 2.14: Add entry/exit orders to trade response # 2.14: Add entry/exit orders to trade response
API_VERSION = 2.14 # 2.15: Add backtest history endpoints
API_VERSION = 2.15
# Public API, requires no auth. # Public API, requires no auth.
router_public = APIRouter() router_public = APIRouter()

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@ -1429,7 +1429,7 @@ def test_backtesting_show(mocker, testdatadir, capsys):
args = [ args = [
"backtesting-show", "backtesting-show",
"--export-filename", "--export-filename",
f"{testdatadir / 'backtest-result_new.json'}", f"{testdatadir / 'backtest_results/backtest-result_new.json'}",
"--show-pair-list" "--show-pair-list"
] ]
pargs = get_args(args) pargs = get_args(args)

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@ -27,18 +27,19 @@ def test_get_latest_backtest_filename(testdatadir, mocker):
with pytest.raises(ValueError, with pytest.raises(ValueError,
match=r"Directory .* does not seem to contain .*"): match=r"Directory .* does not seem to contain .*"):
get_latest_backtest_filename(testdatadir.parent) get_latest_backtest_filename(testdatadir)
res = get_latest_backtest_filename(testdatadir) testdir_bt = testdatadir / "backtest_results"
res = get_latest_backtest_filename(testdir_bt)
assert res == 'backtest-result_new.json' assert res == 'backtest-result_new.json'
res = get_latest_backtest_filename(str(testdatadir)) res = get_latest_backtest_filename(str(testdir_bt))
assert res == 'backtest-result_new.json' assert res == 'backtest-result_new.json'
mocker.patch("freqtrade.data.btanalysis.json_load", return_value={}) mocker.patch("freqtrade.data.btanalysis.json_load", return_value={})
with pytest.raises(ValueError, match=r"Invalid '.last_result.json' format."): with pytest.raises(ValueError, match=r"Invalid '.last_result.json' format."):
get_latest_backtest_filename(testdatadir) get_latest_backtest_filename(testdir_bt)
def test_get_latest_hyperopt_file(testdatadir): def test_get_latest_hyperopt_file(testdatadir):
@ -81,7 +82,7 @@ def test_load_backtest_data_old_format(testdatadir, mocker):
def test_load_backtest_data_new_format(testdatadir): def test_load_backtest_data_new_format(testdatadir):
filename = testdatadir / "backtest-result_new.json" filename = testdatadir / "backtest_results/backtest-result_new.json"
bt_data = load_backtest_data(filename) bt_data = load_backtest_data(filename)
assert isinstance(bt_data, DataFrame) assert isinstance(bt_data, DataFrame)
assert set(bt_data.columns) == set(BT_DATA_COLUMNS + ['close_timestamp', 'open_timestamp']) assert set(bt_data.columns) == set(BT_DATA_COLUMNS + ['close_timestamp', 'open_timestamp'])
@ -92,19 +93,19 @@ def test_load_backtest_data_new_format(testdatadir):
assert bt_data.equals(bt_data2) assert bt_data.equals(bt_data2)
# Test loading from folder (must yield same result) # Test loading from folder (must yield same result)
bt_data3 = load_backtest_data(testdatadir) bt_data3 = load_backtest_data(testdatadir / "backtest_results")
assert bt_data.equals(bt_data3) assert bt_data.equals(bt_data3)
with pytest.raises(ValueError, match=r"File .* does not exist\."): with pytest.raises(ValueError, match=r"File .* does not exist\."):
load_backtest_data(str("filename") + "nofile") load_backtest_data(str("filename") + "nofile")
with pytest.raises(ValueError, match=r"Unknown dataformat."): with pytest.raises(ValueError, match=r"Unknown dataformat."):
load_backtest_data(testdatadir / LAST_BT_RESULT_FN) load_backtest_data(testdatadir / "backtest_results" / LAST_BT_RESULT_FN)
def test_load_backtest_data_multi(testdatadir): def test_load_backtest_data_multi(testdatadir):
filename = testdatadir / "backtest-result_multistrat.json" filename = testdatadir / "backtest_results/backtest-result_multistrat.json"
for strategy in ('StrategyTestV2', 'TestStrategy'): for strategy in ('StrategyTestV2', 'TestStrategy'):
bt_data = load_backtest_data(filename, strategy=strategy) bt_data = load_backtest_data(filename, strategy=strategy)
assert isinstance(bt_data, DataFrame) assert isinstance(bt_data, DataFrame)
@ -182,7 +183,7 @@ def test_extract_trades_of_period(testdatadir):
def test_analyze_trade_parallelism(testdatadir): def test_analyze_trade_parallelism(testdatadir):
filename = testdatadir / "backtest-result_new.json" filename = testdatadir / "backtest_results/backtest-result_new.json"
bt_data = load_backtest_data(filename) bt_data = load_backtest_data(filename)
res = analyze_trade_parallelism(bt_data, "5m") res = analyze_trade_parallelism(bt_data, "5m")
@ -256,7 +257,7 @@ def test_combine_dataframes_with_mean_no_data(testdatadir):
def test_create_cum_profit(testdatadir): def test_create_cum_profit(testdatadir):
filename = testdatadir / "backtest-result_new.json" filename = testdatadir / "backtest_results/backtest-result_new.json"
bt_data = load_backtest_data(filename) bt_data = load_backtest_data(filename)
timerange = TimeRange.parse_timerange("20180110-20180112") timerange = TimeRange.parse_timerange("20180110-20180112")
@ -272,7 +273,7 @@ def test_create_cum_profit(testdatadir):
def test_create_cum_profit1(testdatadir): def test_create_cum_profit1(testdatadir):
filename = testdatadir / "backtest-result_new.json" filename = testdatadir / "backtest_results/backtest-result_new.json"
bt_data = load_backtest_data(filename) bt_data = load_backtest_data(filename)
# Move close-time to "off" the candle, to make sure the logic still works # Move close-time to "off" the candle, to make sure the logic still works
bt_data.loc[:, 'close_date'] = bt_data.loc[:, 'close_date'] + DateOffset(seconds=20) bt_data.loc[:, 'close_date'] = bt_data.loc[:, 'close_date'] + DateOffset(seconds=20)
@ -294,7 +295,7 @@ def test_create_cum_profit1(testdatadir):
def test_calculate_max_drawdown(testdatadir): def test_calculate_max_drawdown(testdatadir):
filename = testdatadir / "backtest-result_new.json" filename = testdatadir / "backtest_results/backtest-result_new.json"
bt_data = load_backtest_data(filename) bt_data = load_backtest_data(filename)
_, hdate, lowdate, hval, lval, drawdown = calculate_max_drawdown( _, hdate, lowdate, hval, lval, drawdown = calculate_max_drawdown(
bt_data, value_col="profit_abs") bt_data, value_col="profit_abs")
@ -318,7 +319,7 @@ def test_calculate_max_drawdown(testdatadir):
def test_calculate_csum(testdatadir): def test_calculate_csum(testdatadir):
filename = testdatadir / "backtest-result_new.json" filename = testdatadir / "backtest_results/backtest-result_new.json"
bt_data = load_backtest_data(filename) bt_data = load_backtest_data(filename)
csum_min, csum_max = calculate_csum(bt_data) csum_min, csum_max = calculate_csum(bt_data)

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@ -228,7 +228,7 @@ def test_generate_pair_metrics():
def test_generate_daily_stats(testdatadir): def test_generate_daily_stats(testdatadir):
filename = testdatadir / "backtest-result_new.json" filename = testdatadir / "backtest_results/backtest-result_new.json"
bt_data = load_backtest_data(filename) bt_data = load_backtest_data(filename)
res = generate_daily_stats(bt_data) res = generate_daily_stats(bt_data)
assert isinstance(res, dict) assert isinstance(res, dict)
@ -248,7 +248,7 @@ def test_generate_daily_stats(testdatadir):
def test_generate_trading_stats(testdatadir): def test_generate_trading_stats(testdatadir):
filename = testdatadir / "backtest-result_new.json" filename = testdatadir / "backtest_results/backtest-result_new.json"
bt_data = load_backtest_data(filename) bt_data = load_backtest_data(filename)
res = generate_trading_stats(bt_data) res = generate_trading_stats(bt_data)
assert isinstance(res, dict) assert isinstance(res, dict)
@ -332,7 +332,7 @@ def test_generate_sell_reason_stats():
def test_text_table_strategy(testdatadir): def test_text_table_strategy(testdatadir):
filename = testdatadir / "backtest-result_multistrat.json" filename = testdatadir / "backtest_results/backtest-result_multistrat.json"
bt_res_data = load_backtest_stats(filename) bt_res_data = load_backtest_stats(filename)
bt_res_data_comparison = bt_res_data.pop('strategy_comparison') bt_res_data_comparison = bt_res_data.pop('strategy_comparison')
@ -364,7 +364,7 @@ def test_generate_edge_table():
def test_generate_periodic_breakdown_stats(testdatadir): def test_generate_periodic_breakdown_stats(testdatadir):
filename = testdatadir / "backtest-result_new.json" filename = testdatadir / "backtest_results/backtest-result_new.json"
bt_data = load_backtest_data(filename).to_dict(orient='records') bt_data = load_backtest_data(filename).to_dict(orient='records')
res = generate_periodic_breakdown_stats(bt_data, 'day') res = generate_periodic_breakdown_stats(bt_data, 'day')
@ -392,7 +392,7 @@ def test__get_resample_from_period():
def test_show_sorted_pairlist(testdatadir, default_conf, capsys): def test_show_sorted_pairlist(testdatadir, default_conf, capsys):
filename = testdatadir / "backtest-result_new.json" filename = testdatadir / "backtest_results/backtest-result_new.json"
bt_data = load_backtest_stats(filename) bt_data = load_backtest_stats(filename)
default_conf['backtest_show_pair_list'] = True default_conf['backtest_show_pair_list'] = True

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@ -1581,6 +1581,38 @@ def test_api_backtesting(botclient, mocker, fee, caplog, tmpdir):
assert result['status_msg'] == 'Backtest reset' assert result['status_msg'] == 'Backtest reset'
def test_api_backtest_history(botclient, mocker, testdatadir):
ftbot, client = botclient
mocker.patch('freqtrade.data.btanalysis._get_backtest_files',
return_value=[
testdatadir / 'backtest_results/backtest-result_multistrat.json',
testdatadir / 'backtest_results/backtest-result_new.json'
])
rc = client_get(client, f"{BASE_URI}/backtest/history")
assert_response(rc, 502)
ftbot.config['user_data_dir'] = testdatadir
ftbot.config['runmode'] = RunMode.WEBSERVER
rc = client_get(client, f"{BASE_URI}/backtest/history")
assert_response(rc)
result = rc.json()
assert len(result) == 3
fn = result[0]['filename']
assert fn == "backtest-result_multistrat.json"
strategy = result[0]['strategy']
rc = client_get(client, f"{BASE_URI}/backtest/history/result?filename={fn}&strategy={strategy}")
assert_response(rc)
result2 = rc.json()
assert result2
assert result2['status'] == 'ended'
assert not result2['running']
assert result2['progress'] == 1
# Only one strategy loaded - even though we use multiresult
assert len(result2['backtest_result']['strategy']) == 1
assert result2['backtest_result']['strategy'][strategy]
def test_health(botclient): def test_health(botclient):
ftbot, client = botclient ftbot, client = botclient

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@ -157,7 +157,7 @@ def test_plot_trades(testdatadir, caplog):
assert fig == fig1 assert fig == fig1
assert log_has("No trades found.", caplog) assert log_has("No trades found.", caplog)
pair = "ADA/BTC" pair = "ADA/BTC"
filename = testdatadir / "backtest-result_new.json" filename = testdatadir / "backtest_results/backtest-result_new.json"
trades = load_backtest_data(filename) trades = load_backtest_data(filename)
trades = trades.loc[trades['pair'] == pair] trades = trades.loc[trades['pair'] == pair]
@ -298,7 +298,7 @@ def test_generate_plot_file(mocker, caplog):
def test_add_profit(testdatadir): def test_add_profit(testdatadir):
filename = testdatadir / "backtest-result_new.json" filename = testdatadir / "backtest_results/backtest-result_new.json"
bt_data = load_backtest_data(filename) bt_data = load_backtest_data(filename)
timerange = TimeRange.parse_timerange("20180110-20180112") timerange = TimeRange.parse_timerange("20180110-20180112")
@ -318,7 +318,7 @@ def test_add_profit(testdatadir):
def test_generate_profit_graph(testdatadir): def test_generate_profit_graph(testdatadir):
filename = testdatadir / "backtest-result_new.json" filename = testdatadir / "backtest_results/backtest-result_new.json"
trades = load_backtest_data(filename) trades = load_backtest_data(filename)
timerange = TimeRange.parse_timerange("20180110-20180112") timerange = TimeRange.parse_timerange("20180110-20180112")
pairs = ["TRX/BTC", "XLM/BTC"] pairs = ["TRX/BTC", "XLM/BTC"]
@ -456,7 +456,7 @@ def test_plot_profit(default_conf, mocker, testdatadir):
match=r"No trades found, cannot generate Profit-plot.*"): match=r"No trades found, cannot generate Profit-plot.*"):
plot_profit(default_conf) plot_profit(default_conf)
default_conf['exportfilename'] = testdatadir / "backtest-result_new.json" default_conf['exportfilename'] = testdatadir / "backtest_results/backtest-result_new.json"
plot_profit(default_conf) plot_profit(default_conf)

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@ -0,0 +1,10 @@
{
"StrategyTestV2": {
"run_id": "430d0271075ef327edbb23088f4db4ebe51a3dbf",
"backtest_start_time": 1648904006
},
"TestStrategy": {
"run_id": "110d0271075ef327edbb23085102b4ebe51a3d55",
"backtest_start_time": 1648904006
}
}

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@ -0,0 +1,6 @@
{
"StrategyTestV3": {
"run_id": "430d0271075ef327edbb23088f4db4ebe51a3dbf",
"backtest_start_time": 1648904006
}
}