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1772 Commits

Author SHA1 Message Date
Matthias
1b6548c8d8 Don't modify leverage through DCA 2022-02-27 15:44:23 +01:00
Matthias
bcfa73d492 Add "nr_of_successfull_entries" 2022-02-27 15:44:23 +01:00
Sam Germain
8af2ea754f add margin mode to backtesting 2022-02-26 14:11:21 -06:00
Sam Germain
6dbd249570 backtesting._enter_trade get liquidation_price and backtesting._leverage_prep 2022-02-26 13:55:01 -06:00
Italo
8d9d003671
Merge branch 'freqtrade:develop' into plot_hyperopt_stats 2022-02-25 17:58:57 +00:00
Matthias
fd936e26ae Merge branch 'develop' into feat/short 2022-02-24 19:56:42 +01:00
Matthias
42df65d4ec Make sure backtesting is cleaned up in tests 2022-02-24 14:22:49 +00:00
Matthias
8952829adc Merge branch 'develop' into feat/short 2022-02-23 06:28:15 +01:00
Matthias
70f4305dfa don't allow short trades in spot mode 2022-02-21 19:19:12 +01:00
Matthias
d610b6305d Improve /balance output by removing trailing zeros 2022-02-19 16:40:30 +01:00
Sam Germain
a9eb8ce1bf added todos back in 2022-02-16 05:47:41 -06:00
Italo
88459acbeb
Merge branch 'freqtrade:develop' into plot_hyperopt_stats 2022-02-15 19:10:49 +00:00
Matthias
64b98989d2 Update open candle ROI condition 2022-02-15 19:25:32 +01:00
Matthias
30f6dbfc40 Attempt fix for #6261 2022-02-14 20:02:38 +01:00
Sam Germain
19783e0d39 edited todos 2022-02-14 09:02:55 -06:00
Sam Germain
fc2d3649a1 edited todos 2022-02-12 16:23:14 -06:00
Matthias
0c6d92a7a6 Merge branch 'develop' into feat/short 2022-02-11 17:02:04 +01:00
Matthias
6a59103869 update wallets in backtesting to ensure a fresh wallet is used 
closes #6388
 2022-02-10 19:40:36 +01:00
Matthias
9f47853661
Merge pull request #6235 from freqtrade/backtest_order_timeout 
Backtest order timeout
 2022-02-09 07:12:35 +01:00
Matthias
dcf8ad36f9 Backtesting should not allow unrealistic (automatic-filling) orders. 2022-02-08 19:12:01 +01:00
Matthias
b192c82731 Only call "custom_exit_price" for limit orders 2022-02-08 07:10:54 +01:00
Matthias
036c2888b4 Track timedout entry/exit orders 2022-02-07 18:49:30 +01:00
zx
4bce64b427 commented method deletition 2022-02-07 14:12:07 +01:00
zx
7811a36ae9 max_drawdown_abs calc fix & .DS_Store deletition 2022-02-07 07:44:13 +01:00
zx
8cdb6e0774 DRAWDOWN_MULT back to a higher value as built-in for safer HOs first 2022-02-07 06:31:16 +01:00
zx
2893d0b50d proper var name 2022-02-07 06:22:27 +01:00
zx
7d3b80fbde isort fix and leftover cleaning 2022-02-06 21:09:40 +01:00
Italo
d03378b1df Update hyperopt.py 2022-02-06 15:32:59 +00:00
zx
6b5f63d4d6 change profit_ratio by profit_abs 2022-02-06 16:28:01 +01:00
zx
0b01fcf047 Add ProfitDrawdownHyperoptLoss method 2022-02-06 15:40:54 +01:00
Matthias
644442e2f9 Track timedout orders 2022-02-06 13:37:31 +01:00
Matthias
17d748dd4c Improve handling of left_open_trades 2022-02-06 13:19:00 +01:00
Italo
adf8f6b2d5 Update hyperopt.py 2022-02-06 10:33:49 +00:00
Italo
6c1729e20b ignore warnings 2022-02-06 01:07:30 +00:00
Sam Germain
e0d42ad9a7
Update backtesting.py 2022-02-05 18:29:48 -06:00
Italo
6a4cae1f8c Update hyperopt.py 2022-02-06 00:17:48 +00:00
Italo
992eac9efa Update hyperopt.py 2022-02-05 17:36:19 +00:00
Matthias
9bf86bbe27 Extract backtesting row validation to separate function 2022-02-05 16:28:47 +01:00
Matthias
58fad72778 Update wallets when necessary 
closes #6321
 2022-02-05 16:28:47 +01:00
Matthias
4ea79a32e4 Use Order object for ft_timeout check 2022-02-05 16:28:47 +01:00
Matthias
1e603985c5 Extract backtesting order cancelling 2022-02-05 16:28:47 +01:00
Matthias
6637dacd7f Extract protections in backtesting 2022-02-05 16:28:47 +01:00
Matthias
7ac44380f7 Extract backtest order closing to models class 2022-02-05 16:28:46 +01:00
Matthias
090554f197 Try fill backtest order imediately for adjusted order 2022-02-05 16:28:21 +01:00
Matthias
f4149ee462 Force ROI to be within candle 2022-02-05 16:28:21 +01:00
Matthias
44e616c264 Add unfilledtimeout to required props for backtesting 2022-02-05 16:28:21 +01:00
Matthias
49cecf1cb2 Small cosmetic fix 2022-02-05 16:28:21 +01:00
Rokas Kupstys
9140679bf4 Backtest order timeout continued. 2022-02-05 16:28:21 +01:00
Rokas Kupstys
15698dd1ca Fix errors so it runs, implement timeout handling. 2022-02-05 16:28:21 +01:00
Matthias
f7a1cabe23 Add first version to fill orders "later" in backtesting 2022-02-05 16:28:21 +01:00
Matthias
c12e5a3b6c Initial idea backtesting order timeout 2022-02-05 16:28:21 +01:00
Sam Germain
8b57827676 exchange.get_max_pair_stake_amount hard set leverage to 0 2022-02-04 14:26:15 -06:00
Sam Germain
dc6cb445fd Merge branch 'feat/short' into max-amount 2022-02-04 04:42:38 -06:00
Sam Germain
3ee2b7978c wallets.validate_stake_amount added param max_stake_available 2022-02-03 20:33:16 -06:00
Sam Germain
7465037906 freqtradebot.execute_entry test for too high stake amount 2022-02-03 20:33:16 -06:00
Sam Germain
8c680d75b9 moved max_stake_amount check for None to exchange.get_max_pair_stake_amount 2022-02-03 20:33:16 -06:00
Sam Germain
6b6b35ac1c check for max stake limit in freqtradebot and backtesting 2022-02-03 20:33:04 -06:00
Sam Germain
edc0e9c75f backtesting._get_ohlcv_as_lists changed candle_type to candle_type_def 2022-02-03 17:48:34 -06:00
Sam Germain
977f87659c edited backtesting._get_sell_trade_entry TODO: removed "Other fees" 2022-02-03 17:48:33 -06:00
Sam Germain
73d10b5c02 backtesting._get_ohlcv_as_lists removed # TODO-lev: Candle-type should be conditional, either "spot" or futures 2022-02-03 17:48:33 -06:00
Matthias
a4e1aaa9bd
Merge pull request #6307 from freqtrade/bt_shift 
Remove shift in analyzed dataframe columns
 2022-02-02 19:52:10 +01:00
Italo
328b969801 Merge branch 'develop' of https://github.com/freqtrade/freqtrade into freqtrade-develop 2022-02-01 01:06:57 +00:00
Matthias
463714832d Merge branch 'develop' into feat/short 2022-01-29 14:19:30 +01:00
Matthias
5d0c2bcb44 Shift candles after pushing them to dataprovider 
this will ensure that the signals are not shifted in callbacks
closes #6234
 2022-01-28 07:25:10 +01:00
Matthias
82e193d9f0
Merge pull request #6260 from stash86/pos_adjust 
Add max_buy_position_adjustment as attribute
 2022-01-27 20:13:51 +01:00
Matthias
002226f5fd Update setting to max_entry_position_adjustment 2022-01-27 16:57:50 +01:00
Matthias
12c79967f5
Merge pull request #6258 from italodamato/pass_dimensions_to_generate_estimator 
Pass dimensions to generate_estimator
 2022-01-25 19:37:22 +01:00
Italo
30b27ae736 explicit dtype 2022-01-25 12:29:55 +00:00
Italo
f7a5b2cb71 explicit dimensions, added **kwargs, updated docs 2022-01-25 11:43:40 +00:00
Stefano Ariestasia
0fa7986369
Merge branch 'freqtrade:develop' into pos_adjust 2022-01-25 10:30:18 +09:00
Italo
a7ea06791a
Merge branch 'freqtrade:develop' into plot_hyperopt_stats 2022-01-24 21:46:33 +00:00
Matthias
e252830229 Add entry_tag to "entry" callbacks 2022-01-24 07:02:01 +01:00
Italo
a2fb241a3b increase initial points to 64 2022-01-24 01:35:42 +00:00
Reigo Reinmets
451eca51c8 Optimise the multiple usages of the same timestamp. 2022-01-23 20:58:25 +02:00
Reigo Reinmets
e67a54f7a9 Fix missing order time info in backtesting. 2022-01-23 20:52:35 +02:00
Matthias
7429f535c1 Imrpove code by reusing available properties 2022-01-23 18:59:09 +01:00
Matthias
ad28543d4d Update kraken calculation 2022-01-22 19:46:11 +01:00
Matthias
a0c0c4dcbe Update funding_fee formula to correctly calculate fees for long trades 2022-01-22 19:46:10 +01:00
Matthias
f26cd19146 Merge index and mark rates as part of dataload 2022-01-22 19:45:46 +01:00
Matthias
84c6d92d4c calculate_funding_fees is actually a public exchange interface (used in backtesting). 2022-01-22 19:45:46 +01:00
Matthias
e9e7fd749b Support funding-fees while running backtest 2022-01-22 19:45:43 +01:00
Matthias
f090dcc597 Merge branch 'develop' into feat/short 2022-01-22 17:56:01 +01:00
Italo
eacd1b0752
Merge branch 'plot_hyperopt_stats' into develop 2022-01-22 15:39:39 +00:00
Matthias
01b331ee42
Merge pull request #6274 from italodamato/set-stoploss-at-trade-creation 
set stoploss at trade creation
 2022-01-22 16:17:47 +01:00
Italo
0ce6c150ff set stoploss at trade creation 2022-01-22 14:06:45 +00:00
Italo
82f0d4d056 set stoploss at trade creation 2022-01-22 14:03:12 +00:00
Stefano Ariestasia
fe5f61694b
Merge branch 'freqtrade:develop' into pos_adjust 2022-01-22 21:25:16 +09:00
Matthias
bb1d8fb54f Improve message when no hyperopt fie is found 
closes #6266
 2022-01-21 15:24:26 +01:00
Stefano Ariestasia
f3a152a5a2
Merge branch 'freqtrade:develop' into pos_adjust 2022-01-21 17:11:36 +09:00
Italo
34d19dc108
Merge branch 'freqtrade:develop' into plot_hyperopt_stats 2022-01-20 11:37:54 +00:00
Matthias
a6c7f45545 Update webserver backtseting to reuse prior results 2022-01-20 06:51:48 +01:00
Stefano Ariestasia
62ea1a445e add lines to show_config message 2022-01-20 10:03:26 +09:00
Rokas Kupstys
5fffc5033a Rework backtesting --no-cahche to --cache=[none, day, week, month]. 
Fix an issue where config modification during runtime would prevent use of cached results.
 2022-01-19 11:44:35 +02:00
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