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1163 Commits

Author SHA1 Message Date
Matthias
6aaaad29d7 Use backtesting output for hyperopt results 2021-05-02 09:46:27 +02:00
Matthias
545cba7fd8 Refactor optimize_report 
we should not calculate non-daily statistics in the daily stats method
 2021-05-02 09:46:27 +02:00
Matthias
9994fce577 Extract generation of report for one strategy to it's own method 2021-05-02 09:46:27 +02:00
Matthias
b125c975c7 Rename strategy_comparison method 2021-05-02 09:46:27 +02:00
Matthias
ac2e1eb3d7 Don't import joblib for regular strategies 2021-05-02 08:44:16 +02:00
Matthias
1cb430f59b Remove encoding specifics, gitattributes to echeckout as utf8 2021-05-01 17:41:40 +02:00
Matthias
e0ca3c014c Don't completely remove encode/decode 2021-05-01 17:12:48 +02:00
Matthias
30da307d13 Remove encode/decode for hyperopt 2021-05-01 17:01:52 +02:00
Matthias
e381df9098 extract has_space to Hyperopt-Tools 2021-05-01 16:36:35 +02:00
Matthias
7c8a367442 Update docs to not promote stoploss / take-profit 2021-04-28 20:36:06 +02:00
Matthias
2061162d79 Convert trade-opendate to python datetime 2021-04-26 20:01:13 +02:00
Rokas Kupstys
98f6fce2ec Use correct sell reason in case of custom sell reason. 2021-04-25 09:48:40 +03:00
Rokas Kupstys
595b8735f8 Add dataframe parameter to custom_stoploss() and custom_sell() methods. 2021-04-25 09:48:40 +03:00
Rokas Kupstys
1aad128d85 Support returning a string from custom_sell() and have it recorded as custom sell reason. 2021-04-25 09:48:40 +03:00
Matthias
88f26971fa Use defaultdict for backtesting 2021-04-24 19:15:09 +02:00
Matthias
f12e002686
Merge pull request #4775 from freqtrade/fix_wallet_unlimited 
Fix wallet unlimited
 2021-04-24 15:54:06 +02:00
Matthias
df16fbd742 Add "dataload complete" message to backtest + hyperopt 2021-04-23 19:22:41 +02:00
Matthias
d8c8a8d8c2 Remvoe pointless arguments from get_trade_stake_amount 2021-04-21 20:01:10 +02:00
Matthias
cfa9315e2a Prevent out of candle ROI sells 2021-04-20 20:29:53 +02:00
Matthias
ce870bbcf7 Use 3 decimals for ROI space 2021-04-15 21:38:20 +02:00
Matthias
52c482cecf Convert trailing and roi defaults to skdecimal 2021-04-14 20:36:34 +02:00
Matthias
e820814809 Default-stoploss-hyperopt should use decimal space, nto real 2021-04-14 20:32:34 +02:00
Matthias
9804e20114 Don't use _set_value for autoOpt-Spaces 2021-04-10 09:53:48 +02:00
Matthias
34e47db18d Test SKDecimal space 2021-04-09 22:15:24 +02:00
Matthias
5f67400649 Add SKDecimal Space 2021-04-09 21:58:15 +02:00
Matthias
7b2a0d46cb Fix typo 2021-04-05 15:38:25 +02:00
Matthias
b470672dfd
Merge pull request #4596 from rokups/rk/hyper-strategy 
Support for creating auto-hyperoptable strategies.
 2021-04-05 13:55:32 +02:00
Matthias
bd5e1c5096
Merge pull request #4660 from rextea/order_pairlist_results 
Sort pair lists by total profit
 2021-04-04 19:47:33 +02:00
rextea
9e56f6d4eb Sort pair lists by total profit 2021-04-04 01:19:38 +03:00
Matthias
9d4b5cc6bb Fix typo 2021-04-03 19:56:20 +02:00
Matthias
41cb2a6451 Merge branch 'develop' into pr/rokups/4596 2021-04-03 17:00:37 +02:00
Matthias
6555454bd2 Remove more ticker_interval occurances 2021-04-03 16:54:47 +02:00
Rokas Kupstys
ea43d5ba85 Implement DecimalParameter and rename FloatParameter to RealParameter. 2021-04-02 17:08:16 +03:00
Matthias
5acdc9bf42 Fix type errors by converting all hyperopt methods to instance methods 2021-04-01 06:47:23 +02:00
Rokas Kupstys
5e5b11d4d6 Split "enabled" to "load" and "optimize" parameters. 2021-03-31 12:31:28 +03:00
Matthias
2869d5368d Allow edge to use dynamic pairlists 
closes #4298
 2021-03-30 20:20:24 +02:00
Matthias
89bbfd2324 Remove candle_count from dataframe before backtesting 
closes #3754
 2021-03-29 20:26:54 +02:00
Matthias
8022386404 Type custom_hyperopt 2021-03-27 18:00:07 +01:00
Matthias
786ddc6a91 remove unused imports 2021-03-27 10:47:33 +01:00
Rokas Kupstys
40f5c7853e [SQUASH] Add a way to temporarily disable a parameter (excludes from parameter loading/hyperopt) and print parameter values when executed. 2021-03-26 16:56:24 +02:00
Rokas Kupstys
fd45dfd894 [SQUASH] Make skopt imports optional. 2021-03-26 16:56:24 +02:00
Rokas Kupstys
11689100e7 [SQUASH] Fix exception when HyperOpt nested class is not defined. 2021-03-26 16:56:24 +02:00
Rokas Kupstys
e9f0babe8a [SQUASH] Use HyperStrategyMixin as part of IStrategy interface. 2021-03-26 16:56:24 +02:00
Rokas Kupstys
2d13e5fd50 [SQUASH] Oopsies. 2021-03-26 16:56:24 +02:00
Rokas Kupstys
bb89e44e19 [SQUASH] Address PR comments. 
* Split Parameter into IntParameter/FloatParameter/CategoricalParameter.
* Rename IHyperStrategy to HyperStrategyMixin and use it as mixin.
* --hyperopt parameter is now optional if strategy uses HyperStrategyMixin.
* Use OperationalException() instead of asserts.
 2021-03-26 16:56:24 +02:00
Rokas Kupstys
0a205f52b0 Optional support for defining hyperopt parameters in a strategy file and reusing common hyperopt/strategy parts. 2021-03-26 16:56:24 +02:00
Matthias
8da7d5c009
Merge pull request #4594 from rextea/add_confirm_exit_enter_tade_to_backtesting 
Add confirm_trade_exit and confirm_trade_entry to backtesting
 2021-03-25 20:26:56 +01:00
Matthias
292ea8c1d0
Update backtesting.py 2021-03-25 09:34:33 +01:00
rextea
0ca95aa0c2 Change rate to acctual close rate 2021-03-25 10:25:25 +02:00
Matthias
ec15610bff Fix isort issue 2021-03-24 19:21:07 +01:00
rextea
f51f4b1817 Add confirm_trade_exit and confirm_trade_entry to backtesting 2021-03-23 10:35:46 +02:00
rextea
dc4ea604dd Add confirm_trade_exit and confirm_trade_entry to backtesting 2021-03-23 10:19:16 +02:00
rextea
eb5d69dcd4 Add confirm_trade_exit and confirm_trade_entry to backtesting 2021-03-23 10:12:08 +02:00
rextea
6856963aef Add confirm_trade_exit and confirm_trade_entry to backtesting 2021-03-23 10:09:41 +02:00
Matthias
76ca3c219f extract result-printing from hyperopt class 2021-03-17 20:45:15 +01:00
Matthias
b57c150654 Final balance should include forcesold pairs 2021-03-14 09:48:40 +01:00
Matthias
cd8d9f2930
Merge pull request #4534 from rokups/patch-1 
Provide access to strategy instance from hyperopt class.
 2021-03-13 17:14:47 +01:00
Rokas Kupstys
5e872273d1 Provide access to strategy instance from hyperopt class. 2021-03-13 15:13:42 +02:00
Matthias
d1acc8092c Improve backtest performance 2021-03-13 10:17:14 +01:00
Matthias
0db5c9746f
Merge pull request #4454 from freqtrade/backtest_compound_speed 
Backtest compound, wallet, ...
 2021-03-10 10:07:40 +01:00
Matthias
4b550dab17 Always reset fake-databases 
Otherwise results may stick around for the next strategy
 2021-03-08 19:40:29 +01:00
Matthias
0b81b58d28 Use pandas.values.tolist instead of itertuples 
speeds up backtesting
closes #4494
 2021-03-07 11:28:54 +01:00
Patrick Weber
4532222010
Fixed line length in HyperOpt for new name 
Fixed line length errors and multiple f strings to facilitate strategy being added in the name
 2021-03-05 13:16:49 -06:00
Patrick Weber
345f7404e9
Add strategy name to HyperOpt results filename 
This just extends the HyperOpt result filename by adding the strategy name. This allows analysis of HyperOpt results folder with no additional necessary context. An alternative idea would be to expand the result dict, but the additional static copies are non value added.
 2021-03-05 12:56:11 -06:00
Matthias
731ab5d2a7 Fix too long line errors 2021-03-05 19:22:57 +01:00
Matthias
bc05d03126 Make best / worst day absolute 2021-03-05 19:21:09 +01:00
raoulus
0968ecc1af added "Median profit" column to hyperopt -> export-csv 2021-03-04 17:27:04 +01:00
Matthias
078b77d41b Fix crash when using unlimited stake and no trades are made 2021-03-02 16:12:22 +01:00
Joe Schr
55a315be14 fix: avg_stake_amount should not be NaN if df is empty 2021-03-02 13:38:55 +01:00
Matthias
2083cf6ddf Fix mypy errors introduced by Arrow update 2021-03-01 08:57:57 +01:00
Matthias
9cb37409fd Explicitly convert starting-balance to float 2021-02-28 09:56:29 +01:00
Matthias
b2e9295d7f Small stylistic fixes 2021-02-27 19:57:42 +01:00
Matthias
324b9dbdff Simplify wallet code 2021-02-27 10:33:25 +01:00
Matthias
98f3142b30 Improve handling of backtesting params 2021-02-27 09:33:00 +01:00
Matthias
fc256749af Add test for backtesting _enter_trade 2021-02-27 09:33:00 +01:00
Matthias
53a57f2c81 Change some types 
Fix types of new model object
 2021-02-27 09:33:00 +01:00
Matthias
03eb23a4ce 2 levels of Trade models, one with and one without sqlalchemy 
Fixes a performance issue when backtesting with sqlalchemy, as that
uses descriptors for all properties.
 2021-02-27 09:33:00 +01:00
Matthias
394a6bbf2a Fix some type errors 2021-02-27 09:33:00 +01:00
Matthias
52acacbed5 Check min-trade-stake in backtesting 2021-02-27 09:33:00 +01:00
Matthias
f04f07299c Improve backtesting metrics 2021-02-27 09:33:00 +01:00
Matthias
7913166453 Improve performance by updating wallets only when necessary 2021-02-27 09:33:00 +01:00
Matthias
f367375e5b ABS drawdown should show wallet high and low values 2021-02-27 09:33:00 +01:00
Matthias
0d2f877e77 Use absolute drawdown calc 2021-02-27 09:32:59 +01:00
Matthias
74fc4bdab5 Shorten debug log 2021-02-27 09:32:59 +01:00
Matthias
72f21fc5ec Add trade-volume metric 2021-02-27 09:32:59 +01:00
Matthias
35e6a9ab3a Backtest-reports should calculate total gains based on starting capital 2021-02-27 09:32:59 +01:00
Matthias
8d61a26382 Allow dynamic stake for backtesting and hyperopt 2021-02-27 09:32:59 +01:00
Matthias
e4abe902fc Enable compounding for backtesting 2021-02-27 09:32:59 +01:00
Matthias
0faa6f84dc Improve Wallet logging disabling for backtesting 2021-02-27 09:32:59 +01:00
Matthias
081b9be45c use get_all_locks to get locks for backtest result 2021-02-27 09:32:59 +01:00
Matthias
712d503e6c Use sell-reason value in backtesting, not the enum object 2021-02-27 09:32:59 +01:00
Matthias
b5177eadab Extract close method for exchange 2021-02-27 09:32:59 +01:00
Matthias
4ce4eadc23 remove only ccxt objects when hyperopting 2021-02-27 09:32:59 +01:00
Matthias
9361aa1c95 Add wallets to backtesting 2021-02-27 09:32:59 +01:00
Matthias
11b20d6932 Add config to hyperopt_loss_function documentation 2021-02-17 07:04:29 +01:00
Matthias
eff0d46ea1
Merge pull request #4375 from flomerz/pass_processed_data 
pass data and config to loss function
 2021-02-16 20:06:50 +01:00
Matthias
009a447d8a Adjust documentation for new parameter in loss functions 2021-02-16 19:51:09 +01:00
Florian Merz
3e06cd8b3a pass data and config to loss function 2021-02-16 10:11:33 +01:00
Florian Reitmeir
5c263c7ffd add backtesting results abs profit min/abs profit max, to get a better view if a strategy has a enough money to succeed 2021-02-14 19:41:12 +01:00
Matthias
e7acee7904 Improve coin value output by rounding coin specific 2021-02-13 16:05:56 +01:00
Matthias
072abde9b7 Introduce round_coin_value to simplify coin rounding 2021-02-13 16:05:35 +01:00
Matthias
c659150d9f Also print trade_duration in seconds to json 2021-01-25 19:42:34 +01:00
Matthias
62e43539c9 Limit max_open_trades to maximum available pairs 
closes #4008
 2021-01-24 19:59:54 +01:00
Matthias
789a980a30 Fix tests for new export format 2021-01-24 19:42:32 +01:00
Matthias
deb8432d33 Streamline trade to dataframe conversion 2021-01-24 08:58:41 +01:00
Matthias
8ee264bc59 Don't use profit_percent for backtesting results anymore 2021-01-24 08:58:41 +01:00
Matthias
48977493bb Backtesting does not need to convert to BacktestResult object 2021-01-24 08:58:41 +01:00
Matthias
7c80eeea95 Add use_custom_stoploss to optimize_report 2021-01-19 22:51:12 +01:00
Matthias
0b65fe6afe Capture backtest start / end time 2021-01-14 19:09:25 +01:00
Matthias
9147106259 call bot_loop_start() in backtesting to allow setup-code to run 2021-01-14 19:09:25 +01:00
Matthias
baa1142afa Use preprocessed to get min/max date in hyperopt 2021-01-14 19:09:21 +01:00
Matthias
9d4cdcad10 Extract backtesting of one strategy 2021-01-14 19:04:42 +01:00
Matthias
f3de0dd3eb Fix support for protections in hyperopt 
closes #4208
 2021-01-14 06:53:40 +01:00
Matthias
63a579dbab Add sell_profit_offset parameter 
Allows defining positive offsets before enabling the sell signal
 2021-01-11 19:30:25 +01:00
Matthias
f11fd2fee1 Sort imports 2020-12-23 17:00:02 +01:00
Matthias
67193bca3d Move pairlists to be a plugin submodule 2020-12-23 16:54:35 +01:00
Matthias
266031a6be Disallow PerformanceFilter for backtesting 
closes #4072
 2020-12-16 19:24:47 +01:00
Matthias
f047297995 Improve wording, fix bug 2020-12-07 15:48:06 +01:00
Matthias
5849d07497 Export locks as part of backtesting 2020-12-07 11:39:01 +01:00
Matthias
bb51da8297 Fix slow backtest due to protections 2020-12-07 11:39:01 +01:00
Matthias
75a5161650 Support multis-strategy backtests with protections 2020-12-07 11:39:01 +01:00
Matthias
a3f9cd2c26 Only load protections when necessary 2020-12-07 11:39:01 +01:00
Matthias
e2d15f4082 Add parameter to enable protections for backtesting 2020-12-07 11:39:01 +01:00
Matthias
32189d27c8 Disable output from plugins in backtesting 2020-12-07 11:39:01 +01:00
Matthias
9f34aebdaa Allow closing trades without message 2020-12-07 11:39:01 +01:00
Matthias
b606936eb7 Make changes to backtesting to incorporate protections 2020-12-07 11:39:01 +01:00
Matthias
e40d97e05e Small formatting improvements 2020-11-28 17:52:29 +01:00
Matthias
5d3f59df90 Add best / worst trade 2020-11-28 17:45:56 +01:00
Matthias
a00f852cf9 Add best / worst pair to summary statistics 2020-11-28 17:37:10 +01:00
Matthias
a47d8dbe56 Small refactor, avoiding duplicate calculation of profits 2020-11-28 11:35:29 +01:00
Matthias
730c9ce471 Add Max_open_trades to summary metrics 2020-11-24 06:57:26 +01:00
Matthias
887d78171c
Merge pull request #3857 from freqtrade/arrow_deprecation_timestamp 
Convert timestamp to int_timestamp for all arrow occurances
 2020-11-02 16:40:43 +01:00
Matthias
e73203acb8 FIx bug with dmmp 2020-11-01 10:51:07 +01:00
Matthias
7a092271c5 Merge branch 'develop' into arrow_deprecation_timestamp 2020-10-20 20:01:54 +02:00
Matthias
cf2ae788d7 Convert backtesting rows to Tuples for performance gains 2020-10-18 17:16:57 +02:00
Matthias
5d3a67d324 Don't debug-log during backtesting. 
Even though log-messages are surpressed, calling "debug" will always
have to do something.
 2020-10-18 16:38:16 +02:00
Matthias
b80a219d03 Improve typehints for backtesting 2020-10-18 16:35:23 +02:00
Matthias
380e6628e0 Merge branch 'develop' into feat/backtest_speedup_serialize 2020-10-18 16:19:04 +02:00
Matthias
2591a34db4 Don't use arrow objects for backtesting 2020-10-18 16:18:52 +02:00
Matthias
ecddaa663b Convert timestamp to int_timestamp for all arrow occurances 2020-10-13 06:24:01 +02:00
Matthias
23bad8fd9f Rename DefahltHyperoptLoss function to ShortTradeDurHyperOptLoss 2020-10-10 14:22:29 +02:00
Matthias
23278e52db remove obsolete logging statements 2020-10-08 20:22:59 +02:00
Matthias
e8f2c09f08 Extract handling of left open trades to seperate method 2020-10-08 20:11:45 +02:00
Matthias
52502193c4 Backtesting should not double-loop for sell signals 2020-10-07 20:59:05 +02:00
Matthias
40b61bbfe3 Adjust trailing-stop to be python compliant 2020-10-05 07:44:12 +02:00
Matthias
cb74c9bcde Fix hyperopt output 2020-10-03 13:27:06 +02:00
Matthias
6977ffdbf9 Merge branch 'develop' into isort_config 2020-09-28 20:21:55 +02:00
Matthias
253b7b763e Apply isort to freqtrade codebase 2020-09-28 19:40:46 +02:00
Matthias
c42a924df8 Load latest file 2020-09-27 16:50:42 +02:00
Matthias
ff96cf154c Keep hyperopt result history 2020-09-27 16:33:26 +02:00
Matthias
b736691e0e Remove hyperopt --continue 2020-09-27 16:18:28 +02:00
Matthias
bb27b236ce Remove unused arguments 2020-09-26 14:55:12 +02:00
Matthias
ff3e2641ae generate_backtest_stats must take config options from the strategy 
config

as a strategy can override certain options.
 2020-09-25 20:47:37 +02:00
Matthias
378f03a5b1 Add relevant parameters to stored backtest result 2020-09-25 06:37:40 +02:00
Matthias
6674285b12
Merge pull request #3756 from allenday/patch-1 
prettify hyperopt console output
 2020-09-19 17:43:05 +02:00
Matthias
f0d7f18cf9 Pad wins / draws / losses for hyperopt with spaces instead of 0's 2020-09-19 17:32:22 +02:00
Matthias
ec01f20bf8 Add ratio to sell reason stats 2020-09-16 20:27:28 +02:00
Allen Day
f63a378967
Update hyperopt.py 
zero pad wins/draws/losses (W/D/L) column to preserve alignment in console pretty print
 2020-09-07 23:26:55 +08:00
Matthias
284d39930f Allow using pairlists through dataprovider in backtesting 2020-08-30 10:07:28 +02:00
Matthias
d8a6410fd1 Fix small bug when using max-open-trades -1 in backtesting 2020-08-23 09:00:57 +02:00
Matthias
3d93236709 Remove unused import 2020-08-21 14:55:47 +02:00
Matthias
301f74fd1b
Merge pull request #3418 from freqtrade/hyperopt_colorama_init 
Test colorama init again (after the fixes done to progressbar)
 2020-08-21 14:54:35 +02:00
Matthias
4f1179d85c Test for empty case 2020-08-20 20:11:58 +02:00
Matthias
f5a9001dc0 Handle backtest results without any trades 2020-08-20 19:51:36 +02:00
Matthias
3d515ed5bf
Merge pull request #3558 from freqtrade/bt_add_maxdrawdown 
Revise backtesting export format, add some metrics
 2020-08-19 06:39:47 +02:00
Matthias
9982ad2f36 Add profit to backtest summary output 2020-08-18 16:59:24 +02:00
Matthias
668d167adc Add docstring to store_backtest_stats 2020-08-18 16:15:24 +02:00
Matthias
4eb17b4daf Remove unneeded function 2020-08-18 15:20:37 +02:00
Matthias
a6dac9acf3
Merge pull request #3667 from freqtrade/hyperopt_enable_dataprovider 
Hyperopt enable dataprovider
 2020-08-17 07:00:48 +02:00
Matthias
1f153f51ee
Merge pull request #3660 from freqtrade/hyperopt_default_tests 
Move DefaultHyperopt to tests
 2020-08-17 06:49:55 +02:00
Matthias
b98107375e Improve formatting of result string to be a bit conciser 2020-08-14 07:31:14 +02:00
Matthias
d76ee43246 Show wins / draws / losses in hyperopt table 2020-08-14 07:14:10 +02:00
Matthias
05bd099f51 Merge branch 'develop' into pr/yazeed/3008 2020-08-14 06:58:09 +02:00
Matthias
87e4a82041 Merge branch 'develop' into bt_add_maxdrawdown 2020-08-09 08:34:36 +02:00
Matthias
fca41a44bb Also logg timeframe 2020-08-08 20:20:58 +02:00
Matthias
2afe1d5b11 Add link to full sample 2020-08-08 17:30:31 +02:00
Matthias
dd430455e4 Enable dataprovier for hyperopt 2020-08-08 17:04:32 +02:00
Matthias
8b6d10daf1 Move DefaultHyperopt to test folder (aligned to strategy) 2020-08-06 08:50:41 +02:00
Matthias
aab5596fa6 Convert trade open / close to timestamp 
(to allow uniform analysis of backtest and real trade data - while
giving control of date-formatting to the endsystem.
 2020-07-27 07:20:40 +02:00
Matthias
977a6d4e9c Add profit_total to results line 2020-07-26 16:10:48 +02:00
Matthias
454046f745 Add stake_currency and max_opeN_trades to backtest result 2020-07-26 15:55:54 +02:00
Matthias
8d0f338bf2 Timestamps should be in ms 2020-07-26 15:23:21 +02:00
Matthias
9ed5fed887 Fix output format to be of an identical type 2020-07-26 15:17:54 +02:00
Matthias
902e8fa62f Fix wrong spelling in one subcomponent 2020-07-26 14:39:00 +02:00
Matthias
c1191400a4 Allow 0 fee value by correctly checking for None 2020-07-15 19:20:20 +02:00
Matthias
bdf611352e Update summary-metrics output 2020-07-14 19:34:01 +02:00
Matthias
1fc4451d2f Avoid \ linebreak 2020-07-03 20:32:04 +02:00
Matthias
0d15a87af8 Remove old store_backtest method 2020-07-03 20:21:32 +02:00
Matthias
987188e41f Add avgduration for winners and losers 2020-07-03 19:58:02 +02:00
Matthias
8e0ff4bd86 Add Win / draw / losing days 2020-07-03 19:45:45 +02:00
Matthias
42868ad24a Add best / worst day to statistics 2020-07-03 19:30:29 +02:00
Matthias
7c5587aeaa exportfilename can be a file or directory 2020-07-03 06:58:27 +02:00
Matthias
2ed808da1f Extract .last_result.json to constant 2020-07-03 06:58:27 +02:00
Matthias
59e0ca0aaa Add pairlist to backtest-result 2020-07-03 06:58:27 +02:00
Matthias
c13ec4a1d4 implement fallback loading for load_backtest_data 2020-07-03 06:58:27 +02:00
Matthias
7727292861 Rename duration to trade_duration 2020-07-03 06:58:27 +02:00
Matthias
f368aabcc7 Add amount to backtest-result 2020-07-03 06:58:27 +02:00
Matthias
6e94734678 Add fee to backtestresult 2020-07-03 06:58:27 +02:00
Matthias
03ab61959b Add test for generate_backtest_stats 2020-07-03 06:58:27 +02:00
Matthias
075eb0a161 Fix sequence of saving 2020-07-03 06:58:27 +02:00