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fix Hyperopt-list avg-time filters
These should use a numeric field (which currently isn't available). closes #5061
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@ -197,8 +197,12 @@ def _hyperopt_filter_epochs_duration(epochs: List, filteroptions: dict) -> List:
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return x['results_metrics']['duration']
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else:
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# New mode
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avg = x['results_metrics']['holding_avg']
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return avg.total_seconds() // 60
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if 'holding_avg_s' in x['results_metrics']:
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avg = x['results_metrics']['holding_avg_s']
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return avg // 60
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raise OperationalException(
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"Holding-average not available. Please omit the filter on average time, "
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"or rerun hyperopt with this version")
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if filteroptions['filter_min_avg_time'] is not None:
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epochs = _hyperopt_filter_epochs_trade(epochs, 0)
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@ -232,16 +232,23 @@ def generate_trading_stats(results: DataFrame) -> Dict[str, Any]:
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zero_duration_trades = len(results.loc[(results['trade_duration'] == 0) &
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(results['sell_reason'] == 'trailing_stop_loss')])
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holding_avg = (timedelta(minutes=round(results['trade_duration'].mean()))
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if not results.empty else timedelta())
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winner_holding_avg = (timedelta(minutes=round(winning_trades['trade_duration'].mean()))
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if not winning_trades.empty else timedelta())
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loser_holding_avg = (timedelta(minutes=round(losing_trades['trade_duration'].mean()))
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if not losing_trades.empty else timedelta())
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return {
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'wins': len(winning_trades),
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'losses': len(losing_trades),
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'draws': len(draw_trades),
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'holding_avg': (timedelta(minutes=round(results['trade_duration'].mean()))
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if not results.empty else timedelta()),
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'winner_holding_avg': (timedelta(minutes=round(winning_trades['trade_duration'].mean()))
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if not winning_trades.empty else timedelta()),
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'loser_holding_avg': (timedelta(minutes=round(losing_trades['trade_duration'].mean()))
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if not losing_trades.empty else timedelta()),
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'holding_avg': holding_avg,
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'holding_avg_s': holding_avg.total_seconds(),
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'winner_holding_avg': winner_holding_avg,
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'winner_holding_avg_s': winner_holding_avg.total_seconds(),
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'loser_holding_avg': loser_holding_avg,
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'loser_holding_avg_s': loser_holding_avg.total_seconds(),
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'zero_duration_trades': zero_duration_trades,
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}
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@ -921,10 +921,10 @@ def test_start_test_pairlist(mocker, caplog, tickers, default_conf, capsys):
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def test_hyperopt_list(mocker, capsys, caplog, saved_hyperopt_results,
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saved_hyperopt_results_legacy, tmpdir):
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csv_file = Path(tmpdir) / "test.csv"
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for _ in (saved_hyperopt_results, saved_hyperopt_results_legacy):
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for res in (saved_hyperopt_results, saved_hyperopt_results_legacy):
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mocker.patch(
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'freqtrade.optimize.hyperopt_tools.HyperoptTools.load_previous_results',
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MagicMock(return_value=saved_hyperopt_results_legacy)
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MagicMock(return_value=res)
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)
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args = [
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@ -1148,9 +1148,10 @@ def test_hyperopt_list(mocker, capsys, caplog, saved_hyperopt_results,
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start_hyperopt_list(pargs)
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captured = capsys.readouterr()
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log_has("CSV file created: test_file.csv", caplog)
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assert ('Best,1,2,-1.25%,-1.2222,-0.00125625,,-2.51,"3,930.0 m",0.43662'
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in csv_file.read_text())
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assert csv_file.is_file()
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line = csv_file.read_text()
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assert ('Best,1,2,-1.25%,-1.2222,-0.00125625,,-2.51,"3,930.0 m",0.43662' in line
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or "Best,1,2,-1.25%,-1.2222,-0.00125625,,-2.51,2 days 17:30:00,0.43662" in line)
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csv_file.unlink()
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@ -1913,7 +1913,7 @@ def saved_hyperopt_results_legacy():
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@pytest.fixture
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def saved_hyperopt_results():
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return [
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hyperopt_res = [
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{
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'loss': 0.4366182531161519,
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'params_dict': {
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@ -2042,3 +2042,9 @@ def saved_hyperopt_results():
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'is_best': False
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}
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]
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for res in hyperopt_res:
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res['results_metrics']['holding_avg_s'] = res['results_metrics']['holding_avg'
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].total_seconds()
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return hyperopt_res
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