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1679 Commits

Author SHA1 Message Date
Italo
16a516a882 added plot functionality 2022-01-19 01:50:15 +00:00
Italo
a4dbdb549d added type spec 2022-01-19 01:37:47 +00:00
Italo
407c20412d Pass dimensions to generate_estimator 
It's needed in order to create isotropic kernels for the GaussianProcessRegressor
 2022-01-19 01:07:41 +00:00
Matthias
2bcfc0c90c Add warning about cache problems 2022-01-16 18:01:05 +01:00
Matthias
5bb48eaed0 Replace Nan with 0 or None in backtesting 
part of #6224
 2022-01-16 14:49:29 +01:00
Rokas Kupstys
062d00e8f2 Fix @informative decorator failing with edge. 2022-01-15 17:31:16 +02:00
Rokas Kupstys
2b7405470a Fix timerange check. 2022-01-15 17:30:40 +02:00
Rokas Kupstys
16861db653 Implement previous backtest result reuse when config and strategy did not change. 2022-01-15 17:30:40 +02:00
Reigo Reinmets
13bc5c5d8f Fine, this does look better. 2022-01-13 20:24:21 +02:00
Reigo Reinmets
678be0b773 Slightly move code. 2022-01-13 20:16:45 +02:00
Reigo Reinmets
3b7167ab07 Fix backtesting missing filled amounts in orders. 2022-01-10 20:30:40 +02:00
Reigo Reinmets
0bca07a32a Added min_stake, max_stake. Removed pair as its included in trade. 2022-01-08 17:20:02 +02:00
Reigo Reinmets
8e424f7c73
Merge branch 'freqtrade:develop' into dca 2022-01-08 14:57:15 +02:00
Matthias
dad080f56f Merge branch 'develop' into feat/short 2022-01-08 10:45:15 +01:00
Matthias
04976658da Fix crash when using backtesting-show on a old backtestresult 2022-01-07 17:34:47 +01:00
Rokas Kupstys
11ace0f867 Instead of clearing processed dict, store df_analyzed (one with buy/sell signals) dataframe in it. 
It still saves memory because this dataframe is kept by DataProvider.
Fixes #6179.
Amends #6133 (a715083fc0).
 2022-01-07 12:07:49 +02:00
Matthias
46809f08fe Merge branch 'develop' into feat/short 2022-01-07 10:13:16 +01:00
Matthias
e540959c27 Remove btdata from generate_strategy_stats 2022-01-07 09:27:07 +01:00
Matthias
1203d08d1e generate_pair_metrics does not need processed dict 2022-01-07 09:27:07 +01:00
Matthias
addba6597a
Merge pull request #6165 from freqtrade/drawdown_fixes 
Improved drawdown calculation
 2022-01-06 09:56:05 +01:00
Matthias
2a2392fd73 Update parameter name in docstring 2022-01-06 09:15:30 +01:00
Matthias
a9a6cf13f8 Add exit_tag to detail-sells 
closes #6159
 2022-01-06 08:22:15 +01:00
Matthias
6abd6bceb9 Avoid recalculating statistics for comparison line 2022-01-05 20:16:48 +01:00
Sam Germain
501f473164 Merge branch 'develop' into feat/short 2022-01-04 22:47:33 -06:00
Matthias
8373a4e713 Small Adjustments to improve compatibility 2022-01-04 19:17:08 +01:00
Matthias
4d9b4ddc28 Update hyperopt-tools to use account drawdown 2022-01-04 17:43:39 +01:00
Matthias
09fae25c94 Fix some tests after drawdown calculation change 2022-01-04 17:07:31 +01:00
Matthias
7a2b50ce8b Update drawdown calculation to account drawdown 2022-01-04 17:07:31 +01:00
Matthias
42579c0268 Drop hyperopt results legacy mode 2022-01-04 17:06:40 +01:00
Matthias
711a6a6dbc Merge branch 'develop' into pr/xataxxx/6079 2022-01-02 22:21:41 +01:00
Matthias
209ecc8732 Fix typo in bt_progress 2022-01-02 19:38:03 +01:00
Matthias
ddfbe55e7c Merge branch 'develop' into feat/short 2022-01-01 19:16:49 +01:00
Matthias
670aed06bf Remove loop for hyperopt. 2021-12-31 17:35:08 +01:00
Rokas Kupstys
a715083fc0 Reduce memory usage by not holding on to no longer needed data. 2021-12-31 12:10:01 +02:00
Wade Dyck
3d9360bb8c When backtesting, pass the candle_type to load_data. 2021-12-27 11:46:05 -07:00
Reigo Reinmets
817a65b656 This is not needed since backtesting does not have open orders. 2021-12-26 20:01:48 +02:00
Reigo Reinmets
de79d25caf Refactoring to use strategy based configuration 2021-12-24 12:38:43 +02:00
Reigo Reinmets
db2f0660fa Some more compatibility fixes. 2021-12-18 11:15:59 +02:00
Reigo Reinmets
30673f84f9 Flake8 compatibility 2021-12-18 11:00:25 +02:00
Reigo Reinmets
d10fb95fce Fix typo 2021-12-17 22:27:10 +02:00
Reigo Reinmets
f11a40f144 Improve documentation on adjust_trade_position and position_adjustment_enable 2021-12-11 17:14:04 +02:00
Reigo Reinmets
f97662e816 Add position_adjustment_enable config keyword to enable it. 2021-12-11 00:28:12 +02:00
Reigo Reinmets
1e3fc5e984 Slight code touchup 2021-12-10 22:48:00 +02:00
Reigo Reinmets
c179951cca Expect stake_amount, not actual amount of pair from strategy for DCA. 2021-12-10 20:42:24 +02:00
Reigo Reinmets
b2c2852f86 Initial backtesting support. This does make it rather slow. 2021-12-09 23:21:35 +02:00
Matthias
edd80c3006 Merge branch 'develop' into feat/short 2021-12-09 06:34:07 +01:00
Matthias
c981cc335d Remove wrong comment 2021-12-04 14:51:55 +01:00
Matthias
68ac8008ec Call custom_exit_price only for sell_signal and custom_sell 2021-12-04 14:14:22 +01:00
Matthias
86910b58dc Bracket entry/exit prices to low/high of the candle 2021-12-03 17:44:53 +01:00
Matthias
d1209fe415 Merge branch 'develop' into pr/GluTbl/5756 2021-12-03 17:37:44 +01:00
Matthias
2f17fa2765 Update more to use candleType 2021-12-03 14:15:35 +01:00
Matthias
5493212672 More candletype changes 2021-12-03 13:04:31 +01:00
Matthias
77443d5abc
Merge pull request #6011 from freqtrade/lev/backtesting 
correctly apply leverage to backtesting
 2021-12-01 19:49:40 +01:00
Matthias
67f3570bf3 Merge branch 'develop' into feat/short 2021-12-01 07:21:36 +01:00
Matthias
a2a974fc6d correctly apply leverage to backtesting 2021-11-30 20:32:34 +01:00
Matthias
6ca6f62509 Remove duplicate code in optimize_reports 2021-11-27 09:39:10 +01:00
Matthias
450293878f
Merge pull request #5964 from stash86/fix-docs 
Add more words on VolumePairlist backtest error message
 2021-11-26 07:48:24 +01:00
Matthias
897788de17 Reformulate exception to be "nicer" 2021-11-26 07:02:50 +01:00
Matthias
cc9ea1d466
Merge pull request #5935 from freqtrade/short_buy_tag_compat 
Short buy tag compat
 2021-11-26 06:29:56 +01:00
Stefano Ariestasia
5307d2bf3b Trimming the sentence 2021-11-25 17:04:04 +09:00
Stefano Ariestasia
0d1e84cf55 Add more words 
Because apparently, we get at least 1 question about this everyday in Discord
 2021-11-25 16:00:10 +09:00
Matthias
ce0593c0e1 Merge branch 'develop' into feat/short 2021-11-23 07:35:26 +01:00
Rokas Kupstys
78a00f2518 Use market data to get base and quote currencies in @informative() decorator. 2021-11-22 09:27:45 +02:00
Matthias
c26c0b6822 Merge branch 'feat/short' into short_buy_tag_compat 2021-11-21 19:31:59 +01:00
Matthias
aad37bb8f3
Merge pull request #5924 from freqtrade/feat/leverage 
call leverage methods
 2021-11-21 19:30:27 +01:00
Matthias
63d94aa585 short should be allowed for all non-spot modes 2021-11-21 19:29:08 +01:00
Matthias
fb519a5b39 Add comment with reasoning to ignore leverage in min_amount calculation 2021-11-21 10:28:40 +01:00
Matthias
192ac88314 Update optimize-reports to enter_tag wording 2021-11-21 10:20:09 +01:00
Matthias
36deced00b Remove more buy_tag references 2021-11-21 09:55:10 +01:00
Matthias
6247608cc6 top/bottom cap leverage 2021-11-19 07:11:19 +01:00
Matthias
021d1b518c Call "leverage" to determine leverage to be used. 2021-11-18 20:55:45 +01:00
Matthias
5a8824171c Add short/long metrics to backtest result 2021-11-18 20:42:43 +01:00
Matthias
0a50017c84 Add long/short support to backtesting 2021-11-18 20:34:59 +01:00
Matthias
f40221dd9f Merge branch 'develop' into feat/short 2021-11-18 20:20:01 +01:00
Matthias
8638e6fe47 Simplify tradingmode parsing 2021-11-18 19:58:44 +01:00
Matthias
e0fd880c11 Improve some more pct formattings 2021-11-11 16:12:23 +01:00
Matthias
4eb9038358 Some more fixes to % formatting 2021-11-11 15:06:16 +01:00
Matthias
23a566b478 validate_stake_amount should not be a private method 2021-11-10 06:38:24 +01:00
Matthias
e4cca63163 Align sell_reason assignment location 
trade mode sets it after "exit confirmation" - so should backtesting
detected in #5828
 2021-11-08 19:32:13 +01:00
Matthias
ebc38159b8 Merge branch 'develop' into feat/short 2021-11-06 15:24:52 +01:00
raphael
ae2343db93
Update optimize_reports 
Update show_backtest_reults() to preserve backwards compatibility by fixing KeyError: 'results_per_buy_tag' for older hyperopt result files.
 2021-11-04 10:25:13 -04:00
Matthias
431b96de98 Merge branch 'develop' into pr/theluxaz/5710 2021-11-03 19:43:36 +01:00
Matthias
4249fcefba
Merge pull request #5150 from cryptomeisternox/backtesting-filter 
Adding command for Filtering and print trades
 2021-11-01 09:43:49 +01:00
Matthias
c094ac5762 Merge branch 'develop' into feat/short 2021-10-30 19:45:19 +02:00
Matthias
20904f1ca4 Add tests for new command 2021-10-30 19:43:42 +02:00
Matthias
72ecb45d86 Add test for backtest_show logic 2021-10-30 16:53:48 +02:00
Matthias
d60001e886 Stoploss cannot be below candle low 
fix #5816
 2021-10-30 16:14:13 +02:00
Matthias
f472709438 Add option to show sorted pairlist 
Allows easy copy/pasting of the pairlist to a configuration
 2021-10-30 10:50:40 +02:00
Matthias
6f1e719216 Merge branch 'develop' into pr/cryptomeisternox/5150 2021-10-30 10:26:05 +02:00
Matthias
201fe108bc
Merge pull request #5607 from TreborNamor/develop 
a new hyperopt loss created that uses calmar ratio
 2021-10-29 09:20:44 +02:00
Matthias
5cdae2ce3f Remove CalmarDaily hyperopt loss 2021-10-29 06:53:40 +02:00
Matthias
20a61e03da
Merge pull request #5786 from SimonEbner/clean_up_file_handles 
Clean up file handles
 2021-10-25 19:49:07 +02:00
Robert Roman
88b96d5d1b
Update hyperopt_loss_calmar.py 2021-10-25 00:45:10 -05:00
Simon Ebner
f7926083ca Clean up unclosed file handles 
Close all file handles that are left dangling to avoid warnings such as

```
ResourceWarning: unclosed file <_io.TextIOWrapper
name='...' mode='r' encoding='UTF-8'> params = json_load(filename.open('r'))
```
 2021-10-24 23:15:05 +02:00
Simon Ebner
df033d92ef Improve performance of decimalspace.py 
decimalspace.py is heavily used in the hyperoptimization. The following
benchmark code runs an optimization which is taken from optimizing a
real strategy (wtc).
The optimized version takes on my machine approx. 11/12s compared to the
original 32s. Results are equivalent in both cases.

```
import freqtrade.optimize.space
import numpy as np
import skopt
import timeit

def init():
    Decimal = freqtrade.optimize.space.decimalspace.SKDecimal
    Integer = skopt.space.space.Integer
    dimensions = [Decimal(low=-1.0,
        high=1.0,
        decimals=4,
        prior='uniform',
        transform='identity')] * 20

    return skopt.Optimizer(
        dimensions,
        base_estimator="ET",
        acq_optimizer="auto",
        n_initial_points=5,
        acq_optimizer_kwargs={'n_jobs': 96},
        random_state=0,
        model_queue_size=10,
    )

def test():
    opt = init()
    actual = opt.ask(n_points=2)
    expected = [[
        0.7515, -0.4723, -0.6941, -0.7988, 0.0448, 0.8605, -0.108, 0.5399,
        0.763, -0.2948, 0.8345, -0.7683, 0.7077, -0.2478, -0.333, 0.8575,
        0.6108, 0.4514, 0.5982, 0.3506
    ], [
        0.5563, 0.7386, -0.6407, 0.9073, -0.5211, -0.8167, -0.3771,
        -0.0318, 0.2861, 0.1176, 0.0943, -0.6077, -0.9317, -0.5372,
        -0.4934, -0.3637, -0.8035, -0.8627, -0.5399, 0.6036
    ]]

    absdiff = np.max(np.abs(np.asarray(expected) - np.asarray(actual)))
    assert absdiff < 1e-5

def time():
    opt = init()
    print('dt', timeit.timeit("opt.ask(n_points=20)", globals=locals()))

if __name__ == "__main__":
    test()
    time()
```
 2021-10-24 18:14:24 +02:00
Matthias
22dd2ca003 Fix mypy type errors 2021-10-24 15:18:29 +02:00
Matthias
17432b2823 Improve some stylings 2021-10-24 09:15:05 +02:00
Matthias
dffb4c5d53 Merge branch 'develop' into pr/TreborNamor/5607 2021-10-24 08:55:10 +02:00
Sam Germain
aed22f7dad Merge branch 'develop' into feat/short 2021-10-22 11:45:27 -06:00
Matthias
78724e304e Merge branch 'develop' into pr/theluxaz/5710 2021-10-21 17:46:39 +02:00
theluxaz
0e085298e9 Fixed test failures. 2021-10-21 17:25:38 +03:00
Matthias
96f99699e0
Merge pull request #4606 from rextea/add_days_breakdown_to_backtesting_summary 
Add days breakdown table to backtesting
 2021-10-21 13:56:30 +02:00
Matthias
e458c9867a Styling fixes 2021-10-21 07:45:15 +02:00
Matthias
7b5346b984 Add test for breakdown-stats 2021-10-21 07:11:39 +02:00
Matthias
fa028c2134 Support day/week/month breakdowns 2021-10-21 06:58:40 +02:00
Matthias
7197f4ce77 Don't show daily % profit (it's wrong) 2021-10-20 20:01:31 +02:00
Matthias
de5497c766 backtest_days cannot be below 1 2021-10-20 19:39:37 +02:00
theluxaz
905f3a1a50 Removed exit_tag from Trade objects. 2021-10-20 17:58:50 +03:00
Sam Germain
3fffc315ac Merge branch 'develop' into feat/short 2021-10-20 08:11:53 -06:00
Matthias
5454460227 Revert initial_points to 30 
closes #5760
 2021-10-20 07:46:15 +02:00
theluxaz
1fdc4425dd Changed exit_tag to be represented as sell_reason 2021-10-20 01:26:15 +03:00
GluTbl
00406ea7d5
Update backtesting.py 
Support for custom entry-prices and exit-prices during backtesting.
 2021-10-19 17:15:45 +05:30
theluxaz
5ecdd1d112 Merge branch 'develop' into freqtrade-development 2021-10-19 00:00:15 +03:00
theluxaz
69a59cdf37 Fixed flake 8, changed sell_tag to exit_tag and fixed telegram functions 2021-10-18 23:56:41 +03:00
Matthias
7d8cd736b8 Support days-breakdown also for hyperopt results 2021-10-17 16:49:39 +02:00
Matthias
47bba331c1 Merge branch 'develop' into pr/rextea/4606 2021-10-17 16:29:31 +02:00
Matthias
69fdb8edfa Merge branch 'develop' into feat/short 2021-10-17 10:40:08 +02:00
Matthias
0e7d903a6f
Merge pull request #5644 from slyons/develop 
Add ability to ignore unparameterized spaces
 2021-10-14 08:07:07 +02:00
Sam Germain
bd488cc086 Merge branch 'develop' into feat/short 2021-10-13 17:56:40 -06:00
theluxaz
0bb7ea10ab Fixed minor header for backtesting 2021-10-14 01:34:30 +03:00
theluxaz
ed39b8dab0 fixed profit total calculation 2021-10-14 01:18:16 +03:00
Matthias
aed919a05f Simplify "no-space-configured" error handling by moving it to hyperopt_auto 2021-10-13 19:54:35 +02:00
theluxaz
b151cf032b Merge branch 'develop' of https://github.com/theluxaz/freqtrade into main 
# Conflicts:
#	freqtrade/freqtradebot.py
#	freqtrade/optimize/backtesting.py
 2021-10-13 02:01:26 +03:00
theluxaz
80b71790bc Added some bigfixes for sell_tag 2021-10-13 01:22:53 +03:00
theluxaz
b898f86364 Added sell_tag and buy/sell telegram performance functions 2021-10-13 00:02:28 +03:00
sid
30bc96cf3f simplify expression 2021-10-09 06:36:23 +05:30
sid
46c320513a use profit_abs 2021-10-07 08:07:07 +05:30
sid
6ba46b38bd fix formatting 2021-10-06 13:46:05 +05:30
sid
c0d01dbc26 add max_drawdown loss 2021-10-06 13:24:27 +05:30
Sam Germain
e8b4cf6eaa Merge branch 'develop' into feat/short 2021-10-02 03:15:12 -06:00
Scott Lyons
df45f467c6
Adding ability to ignore unparameterized spaces 2021-09-30 01:11:02 -07:00
Robert Roman
ca973c05d1
Merge branch 'freqtrade:develop' into develop 2021-09-28 10:16:36 -05:00
Robert Roman
626a40252d
resolved mypy error 
error: Signature of "hyperopt_loss_function" incompatible with supertype "IHyperOptLoss"
 2021-09-27 17:33:29 -05:00
Robert Roman
c3414c3b78
resolved mypy error 
error: Signature of "hyperopt_loss_function" incompatible with supertype "IHyperOptLoss"
 2021-09-27 17:32:49 -05:00
Matthias
5726886b06 Reduce backtest-noise from "pandas slice" warning 2021-09-27 20:52:19 +02:00
Robert Roman
bdca3e2343
Merge branch 'freqtrade:develop' into develop 2021-09-26 15:37:09 -05:00
Matthias
a926f54a25 Add "side" parameter to custom_stake_amount 2021-09-26 19:35:54 +02:00
Matthias
84e013de2d Update confirm_trade_entry to support "side" parameter 2021-09-26 19:33:22 +02:00
Matthias
4d49f1a0c7 Reset columns by dropping instead of resetting 2021-09-26 15:39:34 +02:00
Matthias
4fd00db630 Use "combined" enter_tag column 2021-09-26 15:22:37 +02:00
Matthias
6319c104fe Fix unreliable backtest-result when using webserver mode 2021-09-26 15:07:48 +02:00
Matthias
2a678bdbb4 Update buy_tag column to long_tag 2021-09-26 08:37:44 +02:00
Robert Roman
24baad7884
Add Calmar Ratio Daily 
This hyper opt loss calculates the daily Calmar ratio.
 2021-09-25 16:28:36 -05:00
Robert Roman
3b99c84b0a
resolved the total profit issue 
I resolved the total profit issue and locally ran flak8 and isort
 2021-09-23 21:31:33 -05:00
Matthias
0e13d57e57 Update advise_* methods to entry/exit 2021-09-22 20:42:31 +02:00
Matthias
4c6b1cd55b Add very simple short logic to test-strategy 2021-09-22 20:36:03 +02:00
Robert Roman
c6b684603c
removed trade_count inside if statement 
i removed trade_count inside if statement. Even though it helps overfitting, It is not useful when running hyperopt on small datasets.
 2021-09-22 09:21:43 -05:00
Robert Roman
b946f8e7f1
I sorted imports with isort 2021-09-22 09:18:17 -05:00
Robert Roman
3834bb86ff
updated line 42 
I removed the minus sign on max drawdown.
 2021-09-21 20:25:17 -05:00
Robert Roman
3845d55186
a new hyperopt loss created that uses calmar ratio 
This is a new hyperopt loss file that uses the Calmar Ratio.

Calmar Ratio = average annual rate of return / maximum drawdown
 2021-09-21 20:04:23 -05:00
Sam Germain
778f0d9d0a Merged feat/short into lev-strat 2021-09-19 17:44:12 -06:00
Rokas Kupstys
5dc78a0c66 [SQUASH] Get rid of _initialize() and fix informatives for dynamic pairlists. 2021-09-18 10:48:53 +03:00
Rokas Kupstys
dfa61b7ad2 [SQUASH] Fix informatives for each pair not being created because dataprovider was not available. 
Fix not being able to have informative dataframe of a pair in whitelist.
 2021-09-18 10:48:53 +03:00
Matthias
853c3a4433
Merge pull request #5587 from raph92/patch-3 
Update prepare_trials_columns() return type
 2021-09-18 08:08:18 +02:00
raphael
4b2c1a9b8e
Remove trailing whitespace 2021-09-17 14:39:15 -04:00
raphael
e715f2a253
Update formatting 
Line 302 was too long
 2021-09-17 14:23:26 -04:00
raphael
9525a5b96c
Add type to "trials" parameter 2021-09-17 14:10:37 -04:00
Matthias
4d558879e9 Merge branch 'feat/short' into pr/samgermain/5378 2021-09-17 19:33:35 +02:00
raphael
124e97f3b9
Remove ununsed variables from export_csv_file 2021-09-17 11:57:36 -04:00
raphael
3a98fb72a4
Update prepare_trials_columns() return type 
Was returning str, updated to pd.DataFrame
 2021-09-17 11:42:33 -04:00
Matthias
d680fdf33a Merge branch 'develop' into feat/short 2021-09-17 11:16:37 +02:00
Matthias
994c3c3a4c Add some errorhandling for custom estimator 2021-09-16 07:13:25 +02:00
Matthias
c0811ae896 Add possibility to override estimator from within hyperopt 2021-09-15 21:36:53 +02:00
Matthias
57ea0c322f Rename indicator_space to buy_indicator_space 2021-09-15 20:20:31 +02:00
Sam Germain
d77ab337bf merged with develop 2021-09-14 18:26:46 -06:00
Matthias
315ea1e116
Merge pull request #5566 from freqtrade/remove_hyperopt 
Remove legacy hyperopt
 2021-09-14 19:20:58 +02:00
Sam Germain
5225bd4a5b Merge branch 'develop' into feat/short 2021-09-13 14:02:23 -06:00
Matthias
a12c3ecc9b Remove credentials whenever dry-run is set from within the exchange 2021-09-13 20:27:32 +02:00
Matthias
fd6bf591f8 Update some tests to remove explicit hyperopt interface 2021-09-12 08:18:13 +02:00
Matthias
dad4a49e81 Remove legacy hyperopt interface from hyperopt.py 2021-09-12 08:18:13 +02:00
Sam Germain
695a8fc73b comment updates, formatting, TODOs 2021-09-08 03:09:39 -06:00
Matthias
68b75af08e Fix bug with inversed sell signals in backtesting 2021-09-05 08:59:18 +02:00
Matthias
ca44d2e092 Merge branch 'feat/short' into pr/samgermain/5378 2021-09-04 19:54:34 +02:00
Matthias
5184cc7749 Merge branch 'develop' into feat/short 2021-09-02 07:03:14 +02:00
Matthias
b0c4f079c2 Merge branch 'develop' into feat/backtest_detail 2021-08-31 20:16:42 +02:00
Matthias
2ce458810b rename default_hyperopt_loss file 2021-08-26 19:39:57 +02:00
Matthias
053d6d8ee1 Merge branch 'feat/short' into pr/samgermain/5378 2021-08-25 20:34:52 +02:00
Matthias
e1c3b7fd8c Merge branch 'develop' into feat/short 2021-08-25 20:31:40 +02:00
Matthias
7fb570cc58 hyperopt Fallback methods should not be used. 2021-08-25 20:28:55 +02:00
Matthias
23d21d8ace Fix wrong message if protection-space is missing 
closes #5480
 2021-08-25 19:57:10 +02:00
Matthias
cb4889398b Fix backtesting bug 2021-08-25 07:03:48 +02:00
Matthias
6524edbb4e Simplify should_exit interface 2021-08-24 20:47:54 +02:00
Matthias
b40f985b13 Add short-exit logic to backtesting 2021-08-24 20:02:40 +02:00
Matthias
eb71ee847c Rename backtest index constants 2021-08-24 06:56:06 +02:00
Matthias
11bd8e912e Fix some tests 2021-08-24 06:52:28 +02:00
Matthias
7a977a8eaf Merge branch 'feat/short' into pr/samgermain/5378 2021-08-24 06:28:16 +02:00
Matthias
957551ea97 Merge branch 'develop' into feat/short 2021-08-24 06:25:06 +02:00
Matthias
7373b39015 Initial support for backtesting with short 2021-08-23 21:16:26 +02:00
Matthias
3e8164bfca Use proper exchange name in backtesting 2021-08-23 21:13:47 +02:00
Sam Germain
a5be535cc9 strategy interface: removed some changes 2021-08-21 17:06:04 -06:00
Sam Germain
e2d5299116 Name changes for strategy 2021-08-18 13:22:54 -06:00
Matthias
fa4ec9f83e Add explicit test for get_sell_trade_entry 2021-08-15 14:52:24 +02:00
Matthias
8405ccc15e Seperate detail data loading from regular backest-data loading 2021-08-14 16:33:01 +02:00
Matthias
88172fab82 Allow "detailed" backtesting timeframe to look into the candle 2021-08-14 16:04:23 +02:00
Matthias
bdbac37be7
Merge pull request #5399 from rokups/rk/fix-buy-tag-backtest 
Fix buy_tag not being saved to trade object.
 2021-08-12 06:36:33 +02:00
Rokas Kupstys
f6267c7514 Fix buy_tag not being saved to trade object. 
Column is mistakenly excluded because advise_buy() creating this column runs after code detecting presence of buy_tag column.
 2021-08-11 15:21:23 +03:00
ipqhjjybj
65d025923d add code 2021-08-11 14:35:16 +08:00
Matthias
0b6aedbc4c
Merge pull request #5395 from freqtrade/fix/hyperopt-show 
Stream hyperopt-result in small batches
 2021-08-10 19:54:02 +02:00
Matthias
039d6384ed Stream hyperopt-result in small batches 
Avoiding memory-exhaustion on huge hyperopt results

closes #5305
closes #5149
 2021-08-10 10:12:57 +02:00
Matthias
3f160c7144 Cache dataframe before cutting the first candle 
This allows providing the "current closed" candle in all cases.
 2021-08-10 09:14:29 +02:00
Matthias
5bfb9edf02 Only query date once from list 2021-08-09 15:42:17 +02:00
Matthias
895b912c71 Fix recently introduced lookahead bias in backtesting 
closes #5388
 2021-08-09 14:54:47 +02:00
Matthias
a5f796bc97 refactor ohlcvdata_to_dataframe to advise_all_indicators 2021-08-09 14:53:18 +02:00
Matthias
f17942b68f Fix random test failure 2021-08-09 11:18:18 +02:00
Matthias
47f641d12f Remove hyperopt-pickle result support 2021-08-09 07:04:18 +02:00
Matthias
3bd0c3d009 Remove legacy code from export to csv 2021-08-08 11:02:54 +02:00
Matthias
faf16a64e5 Remove legacy hyperopt file support 2021-08-08 10:22:45 +02:00
Matthias
0ae4eccea5 Refactor Hyperopt-list and hyperopt-show to reduce some duplicate code 2021-08-08 10:06:35 +02:00
Matthias
6532aba765
Merge pull request #5360 from freqtrade/hyperopt_protections 
Hyperopt protections and Boolean parameter
 2021-08-07 09:42:05 +02:00
Sam Germain
b9356a5564 Autopep8 formatting 2021-08-06 16:35:39 -06:00
Matthias
a6454cfc39 Autoenable protections when protection-space is selected 2021-08-04 07:17:29 +02:00
Matthias
091bf7c4d2 Output protection space 2021-08-04 06:50:14 +02:00
Matthias
544e0da6c2 Add protection parameter space 2021-08-04 06:50:14 +02:00
Matthias
800b2eeaf0 Load protections as part of backtest() 
this enables different values in hyperopt per epoch
 2021-08-04 06:50:14 +02:00
Matthias
dfc17f2bd1 Fix ci failure 2021-08-03 07:21:11 +02:00
Matthias
4ab03f7e37 Don't load fallback methods for autohyperopt 2021-08-02 21:17:56 +02:00
Matthias
e70a742005 Reorder space methods in hyperopt 2021-08-02 21:12:10 +02:00
Matthias
056bc93bc6 backtesting needs startup_candle_count 
fixes informative-pair loading  being different between --strategy-list and
--strategy.
 2021-08-01 19:17:52 +02:00
Matthias
1ccc89d1e9 Store fully analyzed dataframe 2021-07-31 10:00:24 +02:00
Matthias
b1cbc75e93 Properly cache pair dataframe in backtesting (without startup-range). 2021-07-31 08:45:04 +02:00
Matthias
138b126d03
Merge pull request #5299 from kevinjulian/feat/kevinjulian/add-buy-signal-name 
Add buy signal name
 2021-07-30 08:23:11 +02:00
kevinjulian
aea5da0c73 changes testcase 2021-07-23 11:42:43 +07:00
kevinjulian
f5a660f845 caps BUY_TAG_IDX 2021-07-21 20:19:56 +07:00
kevinjulian
49886874aa rename to buy_tag 2021-07-21 20:05:35 +07:00
kevinjulian
5d04d6ffa7 fix edge testcase 2021-07-20 23:40:32 +07:00
kevinjulian
cbfedf8b29 fix backtest testcase 2021-07-20 23:25:00 +07:00
Kevin Julian
edf9c08f06
Merge branch 'develop' into feat/kevinjulian/add-buy-signal-name 2021-07-20 19:19:46 +07:00
kevinjulian
ed30c023cd fix some testcase 2021-07-20 19:08:14 +07:00
kevinjulian
9e63bdbac9 feat: add buy signal name 2021-07-20 04:58:20 +07:00
Matthias
365479f5e0 Remove startup-candles after populating buy/sell signals 
closes #5242
 2021-07-18 11:06:41 +02:00
Matthias
7b7d9c02d7
Merge pull request #5243 from freqtrade/feat/webservermode_progress 
Introduce webserver mode subcommand
 2021-07-18 10:48:55 +02:00
Matthias
38296e8689
Merge pull request #5189 from rokups/rk/custom-stake 
Implement strategy-controlled stake sizes
 2021-07-11 19:45:43 +02:00
Matthias
7ea0a74c53 Default to proposed stake 2021-07-11 14:11:41 +02:00
Rokas Kupstys
0e4466ca1e Implement strategy-controlled stake sizes. Expose self.wallet to a strategy. 2021-07-11 12:38:58 +03:00
Matthias
ad26b0dad0 Don't void backtest object when not necessary 2021-07-10 10:59:00 +02:00
Matthias
6129c5ca9e Fix deprecation warnings from pandas 1.3.0 
closes #5251
 2021-07-09 20:46:38 +02:00
Matthias
2f33b97b95 Validate startup candles for backtesting correctly 
closes #5250
 2021-07-09 07:20:43 +02:00
octaviusgus
d1104bd434 fix daily profit data and daily profit curve example 2021-07-06 22:47:39 +02:00
Matthias
005da97183 extract backtesting abort functionality 2021-07-06 19:48:28 +02:00
Matthias
830b2548bc Add backtest stopping 2021-07-06 19:48:28 +02:00
Matthias
134c61126e Properly track bt progress ... 2021-07-06 19:48:28 +02:00
Matthias
048008756f Add progress tracking for backtesting 2021-07-06 19:48:28 +02:00
Matthias
800e314bfd Store backtesting results in backtest instance 2021-07-06 19:48:28 +02:00
octaviusgus
4aa2ae37bd
add daily_profit_list 
added extra key daily_profit in return of optimize_reports.generate_daily_stats
this allows us to analyze and plot a daily profit chart / equity line using snippet below inside jupyter notebook

```
# Plotting equity line (starting with 0 on day 1 and adding daily profit for each backtested day)

from freqtrade.configuration import Configuration
from freqtrade.data.btanalysis import load_backtest_data, load_backtest_stats
import plotly.express as px
import pandas as pd

# strategy = 'Strat'
# config = Configuration.from_files(["user_data/config.json"])
# backtest_dir = config["user_data_dir"] / "backtest_results"

stats = load_backtest_stats(backtest_dir)
strategy_stats = stats['strategy'][strategy]

equity = 0
equity_daily = []
for dp in strategy_stats['daily_profit']:
    equity_daily.append(equity)
    equity += float(dp)

dates = pd.date_range(strategy_stats['backtest_start'], strategy_stats['backtest_end'])

df = pd.DataFrame({'dates':dates,'equity_daily':equity_daily})

fig = px.line(df, x="dates", y="equity_daily")
fig.show()

```
 2021-07-04 14:38:17 +02:00
Matthias
898bef1837
Merge pull request #5219 from freqtrade/hyperopt_paramfile 
automatic Hyperopt paramfile
 2021-07-04 13:56:52 +02:00
Matthias
77293b1f1e Remove Zero duration Trades 
after the recent backtesting fixes, this metric no longer makes sense, as it can't really be 0 any longer.
 2021-07-04 10:50:10 +02:00
Matthias
a4096318e0 Provide full backtest-statistics to Hyperopt loss functions 
closes #5223
 2021-07-04 10:15:19 +02:00
Matthias
9d6860337f
Merge pull request #5212 from rokups/rk/trailing-stop-2 
Trailing stoploss in backtesting v2
 2021-07-03 08:39:30 +02:00
Matthias
fbd91cd3f8 Improve formatting to avoid backslash newlines 2021-07-03 08:22:21 +02:00
Matthias
b25ad68c44 Fix np.bool_ not outputting correctly 2021-07-02 20:52:25 +02:00
Matthias
15e36a20e1 Improve naming of default hyperopt serializer 2021-06-30 19:48:34 +02:00
Rokas Kupstys
bc0742ae67 Fix extremely optimistic results when using a combination of custom_stoploss and trailing_stop. 2021-06-30 09:10:50 +03:00
Matthias
0809225a0a Update documentation to mention parameter strategy files 2021-06-30 07:05:20 +02:00
Matthias
645da51b5f Add test for parameter loading 2021-06-30 06:55:10 +02:00
Matthias
dcf53ac3ff Add test for try_eport_params 2021-06-30 06:33:40 +02:00
Matthias
84703080b8 Extract hyperopt_defaults_serializer to hyperopt_tools 2021-06-29 20:51:29 +02:00
Matthias
62cdbdc26a Automatically export hyperopt parameters 2021-06-29 20:51:25 +02:00
barbarius
a8117c6e0b Refactored to use results variable from for loop 2021-06-29 11:24:49 +02:00
Matthias
8ca0076332 Fix small typos 2021-06-29 06:50:47 +02:00
Matthias
d4514f5f16 Introduce File versions to hyperopt result files 2021-06-29 06:50:47 +02:00
Matthias
a7e9e362b7 Simplify printing logic for non-optimized parameters 2021-06-29 06:50:47 +02:00
Matthias
8b7010fc9a Update pprint name 2021-06-29 06:50:47 +02:00
Matthias
aa5181ca81 Properly export non-optimized parameters 2021-06-29 06:50:47 +02:00
Matthias
34e6ce431f Print non-optimized parameters (also stop / roi) 2021-06-29 06:50:47 +02:00
Matthias
2310deec53 Update name to get non-optimized parameters 2021-06-29 06:50:47 +02:00
Matthias
8cdd1e3aef Fix some type errors 2021-06-29 06:50:47 +02:00
Matthias
2bf17f71e7 Dump parameters from hyperopt-show 2021-06-29 06:50:47 +02:00
barbarius
a0f28f4a15 Added max open trades to strategy summary first line 2021-06-28 17:05:12 +02:00
barbarius
2e5b719de8 Added timerange above multiple strategy backtest result summary table 2021-06-28 10:54:54 +02:00
barbarius
c99ae3b419 Added timerange above multiple strategy backtest result summary table 2021-06-28 10:20:34 +02:00
Matthias
1067a9f356 Move strategy-override signals to top-level of the config 
closes #2867
 2021-06-26 16:06:13 +02:00
aayush-jain18
d294ef10d7 unexpected docstring params 2021-06-25 23:56:16 +05:30
aayush-jain18
a46f60bd94 spell corrections 2021-06-25 22:10:04 +05:30
Matthias
e40d481d09
Merge pull request #5014 from Rikj000/hyperopt-show-include-non-optimized-in-json 
BugFix - `hyperopt-show --print-json` include non-optimized params
 2021-06-19 07:42:15 +01:00
Rik Helsen
656bebd4da 🪲 Included completely non_optimized spaces in json + swapped merge dictionary order 2021-06-18 22:03:04 +02:00
Matthias
e1010ff592 Don't load protections from config if strategy defines a property 2021-06-18 19:55:53 +02:00
Rik Helsen
1567804509 ⚡ kwargs merge dictionaries instead of using loops 2021-06-17 22:41:49 +02:00
Cryptomeister Nox
85979c3176 * Adding command for Filtering 
* Read latest Backtest file and print trades
 2021-06-17 20:35:02 +02:00
Rik Helsen
546ca01071 ♻️ Fixed flake8 warning 2021-06-17 20:33:21 +02:00
Rik Helsen
90d37f5ec6 🔀 Merged upstream branches and fixed merge conflicts 2021-06-17 20:24:20 +02:00
Matthias
8bb464bd64
Merge pull request #5108 from rokups/rk/pessimistic-trailing-stoploss 
Implement most pessimistic handling of trailing stoploss.
 2021-06-17 18:41:00 +01:00
Matthias
b38ab84a13 Add documentation mention about new behaviour 2021-06-17 06:48:41 +02:00
Matthias
1c9def2fdb
Update freqtrade/optimize/optimize_reports.py 2021-06-16 20:17:44 +01:00
barbarius
1bb04bb0c2 Moved daily avg trade row next to total trades on backtest results 2021-06-16 11:40:55 +02:00
Rokas Kupstys
6d5fc96714 Implement most pessimistic handling of trailing stoploss. 2021-06-15 09:05:36 +03:00
Matthias
cf7394d01c Export backtesting results by default 
closes #4977
 2021-06-14 19:57:24 +02:00
Matthias
eaf0aac77e Remove OrderedDict 
as we're no longer supporting python 3.6
 2021-06-13 11:47:18 +02:00
Matthias
d54ee0eb04 Refactor hyperopt_tools naming 2021-06-13 11:24:24 +02:00
Matthias
ef208012c4
Merge pull request #5104 from freqtrade/enums_own_module 
Enums own package
 2021-06-10 05:31:14 +01:00
Bruno Gouvea
40f1ede775 Simplifying HO's result function 2021-06-09 12:03:24 -03:00
Matthias
d16a619489 Move SellType Enum to it's own module 2021-06-08 21:04:34 +02:00
Bruno Gouvea
3cce668353 Creating a control variable to determine the existence of max drawdown in the final result. 2021-06-08 02:57:44 -03:00
Bruno Gouvea
816bb531b3 Creating fake column for legacy mode on max drawdown 2021-06-08 02:42:55 -03:00
Bruno Gouvea
4595db39aa Displaying max. drawdown only when it is not legacy mode. 2021-06-08 02:18:00 -03:00
Bruno Gouvea
c513c9685d Remove blank line (PEP8) 2021-06-07 18:20:04 -03:00
Bruno Gouvea
5c3a418e65 Adjusting drawdown column position. 2021-06-07 18:15:26 -03:00
Bruno Gouvea
35d6140068 Displays the max drawdown in the hyper optimization results table. 2021-06-07 17:53:19 -03:00
Matthias
f920c26802 fix Hyperopt-list avg-time filters 
These should use a numeric field (which currently isn't available).

closes #5061
 2021-05-31 20:01:40 +02:00
Matthias
8a56af9192 Update onlyprofit loss should use absolute profit 
closes #4934
 2021-05-28 08:38:46 +02:00
Matthias
a89364aa98 Merge branch 'develop' into pr/Antreasgr/4838 2021-05-27 14:59:39 +02:00
Matthias
3014bc3467 Don't use Sum sign in hyperopt to avoid compatibility problems 2021-05-27 14:22:11 +02:00
Matthias
cf39dd2163 Fix csv-export error with new hyperopt format 2021-05-27 13:08:28 +02:00
Matthias
8e89d3e6e4 Fix sort error 2021-05-25 19:33:34 +02:00
Matthias
cc5769e900 Convert np.int64 to proper int 
closes #5018
 2021-05-25 19:24:56 +02:00
Rikj000
bd44deea0d BugFix - hyperopt-show --print-json include non-optimized params 2021-05-24 18:51:33 +02:00
Matthias
af16614bf2 Fix formatting issue 2021-05-24 07:48:36 +02:00
Priveyes
6f990c5976
Fix a rare error in save_result : ValueError: Out of range float values are not JSON compliant 
freqtrade/freqtrade/optimize/hyperopt.py", line 166, in _save_result
    rapidjson.dump(epoch, f, default=str, number_mode=rapidjson.NM_NATIVE)
ValueError: Out of range float values are not JSON compliant
 2021-05-23 18:49:07 +02:00
Matthias
971d5b2ecc
Merge pull request #5002 from freqtrade/track_rejected_trades 
Track rejected trades
 2021-05-23 14:56:50 +01:00
Matthias
3f956441fc Properly format % of zero_duration_trades 2021-05-23 15:53:54 +02:00
Matthias
a39860e0de Add tests for rejected signals 2021-05-23 14:15:02 +02:00
Matthias
7f125315b0 Track Rejected Trades 
closes #3423
 2021-05-23 09:42:05 +02:00
Matthias
02faeb60a3
Merge pull request #4943 from rokups/rk/statistics 
Extra statistics
 2021-05-23 08:38:27 +01:00
Rokas Kupstys
db985cbc2e Fix hyperopt-show failing to display old results with missing new fields. 2021-05-23 09:45:26 +03:00
Rokas Kupstys
25cc4eae96 Fix tests that broke after table formatting changed. 2021-05-22 15:25:37 +02:00
Rokas Kupstys
981b2df7ca Include win:loss ratio in results tables. 2021-05-21 12:18:08 +03:00
Rokas Kupstys
debd98ad9a Make results table more compact by merging win/draw/loss columns and drawdown abs/% into single columns. 2021-05-21 11:36:23 +03:00
Rokas Kupstys
e1dc1357ce Add drawdown column to strategy summary table. 2021-05-21 11:36:23 +03:00
Rokas Kupstys
edcfa94093 Include zero duration trades in backtesting report. 2021-05-21 11:36:23 +03:00
Matthias
f398888865 Refactor preprocessed trimming to seperate method 2021-05-21 08:26:19 +02:00
Kamontat Chantrachirathumrong
6172e67fcd
Update hyperopt.py 2021-05-20 11:56:31 +07:00
Kamontat Chantrachirathumrong
c2b9da68e1
fix indent 2021-05-20 11:56:11 +07:00
Kamontat Chantrachirathumrong
1b3bfb2e7f
found root cause. 2021-05-20 11:50:15 +07:00
Kamontat Chantrachirathumrong
48210170e7
wrap with is not empty 2021-05-20 11:49:25 +07:00
Kamontat Chantrachirathumrong
082fb11bbe
Avoid having error cannot set a frame with no defined index and a scalar 2021-05-20 01:54:48 +07:00
Matthias
ef4d1c24d7
Merge pull request #4941 from brookmiles/fix-stoploss-above-candle 
prevent backtest stoploss trade price being set above candle high
 2021-05-19 06:20:35 +02:00
Matthias
7a9853bfe1 Fix "Too many open Files" exception 2021-05-18 20:39:55 +02:00
Matthias
36eba0f110 Don't use "r+" memmap, but "r2 2021-05-17 21:05:48 +02:00
Matthias
6aa574fa2b Convert ROI result to proper json object 
closes #4952
 2021-05-17 20:58:50 +02:00
Matthias
4f968b4a6f
Merge pull request #4926 from rokups/rk/misc-fixes 
Two fixes
 2021-05-15 15:11:07 +02:00
Rokas Kupstys
2d5f465f1b Fix protections being loaded multiple times for first strategy when backtesting. 2021-05-15 13:37:03 +03:00
Rokas Kupstys
29fed37df3 Fix exception when few pairs with no data do not result in aborting backtest. 
Exception is triggered by backtesting 20210301-20210501 range with BAKE/USDT pair (binance). Pair data starts on 2021-04-30 12:00:00 and after adjusting for startup candles pair dataframe is empty.

Solution: Since there are other pairs with enough data - skip pairs with no data and issue a warning.

Exception:
```
Traceback (most recent call last):
  File "/home/rk/src/freqtrade/freqtrade/main.py", line 37, in main
    return_code = args['func'](args)
  File "/home/rk/src/freqtrade/freqtrade/commands/optimize_commands.py", line 53, in start_backtesting
    backtesting.start()
  File "/home/rk/src/freqtrade/freqtrade/optimize/backtesting.py", line 502, in start
    min_date, max_date = self.backtest_one_strategy(strat, data, timerange)
  File "/home/rk/src/freqtrade/freqtrade/optimize/backtesting.py", line 474, in backtest_one_strategy
    results = self.backtest(
  File "/home/rk/src/freqtrade/freqtrade/optimize/backtesting.py", line 365, in backtest
    data: Dict = self._get_ohlcv_as_lists(processed)
  File "/home/rk/src/freqtrade/freqtrade/optimize/backtesting.py", line 199, in _get_ohlcv_as_lists
    pair_data.loc[:, 'buy'] = 0  # cleanup from previous run
  File "/home/rk/src/freqtrade/venv/lib/python3.9/site-packages/pandas/core/indexing.py", line 692, in __setitem__
    iloc._setitem_with_indexer(indexer, value, self.name)
  File "/home/rk/src/freqtrade/venv/lib/python3.9/site-packages/pandas/core/indexing.py", line 1587, in _setitem_with_indexer
    raise ValueError(
ValueError: cannot set a frame with no defined index and a scalar
```
 2021-05-15 13:37:03 +03:00
Brook Miles
2eac23a15f if stoploss price is above the candle high, set it to candle open instead. this can occur if stoploss had previously been reached but the sell was prevented by confirm_trade_exit 2021-05-15 15:38:51 +09:00
Matthias
5e73195b30 Use linux lineseperator at all times 2021-05-15 07:01:32 +02:00
Matthias
ecee42f561 Read pickle file in mmap mode 2021-05-13 20:13:04 +02:00
Matthias
1055862bc0 Extract data-load + dump from hyperopt 
(Reduces memory-usage as the dataframes go out of scope)
 2021-05-12 21:15:01 +02:00
Matthias
24a1d5a96f Change default hyperopt-name to be shorter 2021-05-12 19:06:13 +02:00
Matthias
3cbe40875d read hyperopt results from pickle or json 2021-05-12 06:06:30 +02:00
Matthias
06bf1aa274 Store epochs as json per line 2021-05-12 05:58:25 +02:00
Matthias
7398ea88e0 Change optimize_reports to convert dates to string earlier 2021-05-11 20:37:49 +02:00
Matthias
92186d89a2 Add some changes to strategytemplate 2021-05-09 09:56:36 +02:00
Rokas Kupstys
8d8c782bd0 Slice dataframe in backtesting, preventing access to rows past current time. 2021-05-08 18:40:49 +03:00
Rokas Kupstys
f1eb653545 Fix strategy protections not being loaded in backtesting. 2021-05-08 10:29:47 +03:00
Rokas Kupstys
1b01ad6f85 Make exchange parameter optional and do not use it as parameter in backtesting. 2021-05-08 10:29:47 +03:00
Matthias
4b6cd69c81 Add test for no-exchange dataprovider 2021-05-08 10:29:47 +03:00
Rokas Kupstys
d344194b36 Fix dataprovider in hyperopt. 2021-05-08 10:29:47 +03:00
Rokas Kupstys
6fb4d83ab3 Fix dataprovider in hyperopt. 2021-05-08 10:29:47 +03:00
Rokas Kupstys
cdfa6adbe5 Store pair datafrmes in dataprovider for backtesting. 2021-05-08 10:29:47 +03:00
Rokas Kupstys
d34da3f981 Revert "Add dataframe parameter to custom_stoploss() and custom_sell() methods." 
This reverts commit 595b8735f8.

# Conflicts:
#	freqtrade/optimize/backtesting.py
#	freqtrade/strategy/interface.py
 2021-05-08 10:29:47 +03:00
Matthias
513be11fd9 Fix hyperopt output 
closes #4892
 2021-05-07 20:23:11 +02:00
Matthias
554f5f14b6 Raise exception if no data is left 2021-05-07 06:41:15 +02:00