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
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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."
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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
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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
Matthias
4f529fe424
Don't use Arrow to get min/max backtest dates
2021-05-06 19:43:14 +02:00
Matthias
da574e4e69
Small style fixes
2021-05-03 06:30:41 +02:00
Matthias
fc110ea418
Support csv export for new and old versions
2021-05-02 20:41:45 +02:00
Matthias
287b43e999
Output strategy results including non-optimized parameters
2021-05-02 11:30:53 +02:00
Matthias
d069ad43d8
Small reformatting in hyperopt
2021-05-02 11:01:26 +02:00
Matthias
8ee0b0d8e8
Store not optimized parameters (if applicable)
2021-05-02 10:46:04 +02:00
Matthias
46f0f66039
Keep dimensions stored in hyperopt class
...
There is no point in regenerating them and it will cause some
overhead as all space classes will be recreated for every epoch.
2021-05-02 09:48:37 +02:00
Matthias
ced5cc7ce2
Don't recalculate min/max date - they won't change between epochs
2021-05-02 09:46:27 +02:00
Matthias
ecdfb6e5ed
Fix output of % for new format
2021-05-02 09:46:27 +02:00
Matthias
881cba336a
Show backtesting result in hyperopt-show
2021-05-02 09:46:27 +02:00
Matthias
420e75af65
Extract show_backtest_result for one strategy
2021-05-02 09:46:27 +02:00
Matthias
97478abb9d
Move format explanation string to HyperoptTools
2021-05-02 09:46:27 +02:00
Matthias
f2e182002d
Simplify calling backtesting by returning the proper result
2021-05-02 09:46:27 +02:00
Matthias
e2e1d34828
Extract stake_currency param from hyperopt-explanationstring
2021-05-02 09:46:27 +02:00
Matthias
6aaaad29d7
Use backtesting output for hyperopt results
2021-05-02 09:46:27 +02:00