Commit Graph

684 Commits

Author SHA1 Message Date
richardjozsa
64d4a52a56 Improve the RL learning process
Improve the RL learning process by selecting random start point for the agent, it can help to block the agent to only learn on the selected period of time, while improving the quality of the model.
2022-11-27 20:43:50 +01:00
Matthias
f4025ee5de
Merge pull request #7289 from freqtrade/feat/freqai-rl-dev
Add reinforcement learning module to FreqAI
2022-11-27 17:15:21 +01:00
stm
51d21b413d
Fix 4ac update_total_profit
_update_total_profit() must be executed before "self._position = Positions.Neutral" because _update_total_profit() calls get_unrealized_profit(), which returns 0 if position is neutral and total_profit is not updated
2022-11-26 23:35:20 +03:00
robcaulk
dba30393fb ensure extra_returns_per_train are set properly on first hist_preds build 2022-11-26 18:04:47 +01:00
robcaulk
be890b52fd remove np import 2022-11-26 13:44:58 +01:00
robcaulk
aaaa5a5f64 add documentation for net_arch, other small changes 2022-11-26 13:44:58 +01:00
Matthias
7ebc8ee169 Fix missing Optional typehint 2022-11-26 13:32:18 +01:00
Matthias
bdfedb5fcb Improve typehints / reduce warnings from mypy 2022-11-26 13:03:07 +01:00
robcaulk
81fd2e588f ensure typing, remove unsued code 2022-11-26 12:11:59 +01:00
robcaulk
8dbfd2cacf improve docstring clarity about how to inherit from ReinforcementLearner, demonstrate inherittance with ReinforcementLearner_multiproc 2022-11-26 11:51:08 +01:00
robcaulk
2e82e6784a move data_provider cleanup to shutdown() 2022-11-24 19:07:38 +01:00
robcaulk
73c458d47b use importlib instead of __import___ 2022-11-24 19:04:35 +01:00
robcaulk
3a07749fcc fix docstring 2022-11-24 18:46:54 +01:00
robcaulk
44b042ba51 remove unused function 2022-11-24 17:53:26 +01:00
Matthias
8f1a8c752b Add freqairl docker build process 2022-11-24 07:00:12 +01:00
Wagner Costa
d09157efb8 update code to use one prediction file / pair 2022-11-22 15:15:42 -03:00
Wagner Costa
c01f25ddc9 update code to freqai_backtest_live_models only from historic predictions 2022-11-22 13:09:09 -03:00
Wagner Costa Santos
fdc82af883 fix tests - update code to backtest with historic_predictions 2022-11-19 22:27:58 -03:00
Wagner Costa Santos
80d070e9ee update code to use historic_predictions for freqai_backtest_live_models 2022-11-19 14:15:58 -03:00
robcaulk
387c905a86 merge develop into RL 2022-11-17 21:59:07 +01:00
robcaulk
60fcd8dce2 fix skipped mac test, fix RL bug in add_state_info, fix use of __import__, revise doc 2022-11-17 21:50:02 +01:00
robcaulk
91df79ff44 merge dev into backtest-live-predictions 2022-11-17 21:20:47 +01:00
Robert Caulk
cd6f87be17
Merge pull request #7728 from freqtrade/improve_timerange
Simplify timerange handling
2022-11-17 19:57:48 +01:00
Wagner Costa Santos
3903b04d3f save_live_data_backtest - added docs and tests 2022-11-17 15:20:07 -03:00
Wagner Costa Santos
99bff9cbfa backtesting_from_live_saved_files - code refactoring 2022-11-17 10:30:51 -03:00
Wagner Costa Santos
913749c81b backtesting_from_live_saved_files - code refactoring 2022-11-17 10:30:16 -03:00
Wagner Costa Santos
b01e4e3dbf change default value - save_live_data_backtest as false 2022-11-17 10:14:30 -03:00
Wagner Costa Santos
1a19d90e2e Merge branch 'develop' into backtest_fitlivepredictions 2022-11-17 10:13:11 -03:00
robcaulk
bf4d5b432a ensure model_type is defined 2022-11-13 18:50:25 +01:00
robcaulk
6394ef4558 fix docstrings 2022-11-13 17:43:52 +01:00
robcaulk
96fafb7f56 remove limit_ram_use 2022-11-13 17:14:47 +01:00
robcaulk
b421521be3 help default ReinforcementLearner users by assigning the model_type automatically 2022-11-13 17:12:17 +01:00
robcaulk
90f168d1ff remove more user references. cleanup dataprovider 2022-11-13 17:06:06 +01:00
robcaulk
388ca21200 update docs, fix bug in environment 2022-11-13 16:56:31 +01:00
robcaulk
af9e400562 add test coverage, fix bug in base environment. Ensure proper fee is used. 2022-11-13 15:31:37 +01:00
Matthias
942840da2d Improve setting wording to keep future possibilities open 2022-11-13 15:22:44 +01:00
robcaulk
81f800a79b switch to using FT calc_profi_pct, reverse entry/exit fees 2022-11-13 13:41:17 +01:00
robcaulk
e71a8b8ac1 add ability to integrate state info or not, and prevent state info integration during backtesting 2022-11-12 18:46:48 +01:00
Wagner Costa Santos
27fa9f1f4e backtest saved dataframe from live 2022-11-12 14:37:23 -03:00
Wagner Costa Santos
f9c6c538be Merge branch 'develop' into backtest_fitlivepredictions 2022-11-12 09:37:45 -03:00
robcaulk
9c6b97c678 ensure normalization acceleration methods are employed in RL 2022-11-12 12:01:59 +01:00
robcaulk
6746868ea7 store dataprovider to self instead of strategy 2022-11-12 11:33:03 +01:00
robcaulk
7a4bb040a5 merge develop into feat/freqai-rl-dev 2022-11-12 10:54:34 +01:00
robcaulk
214c622475 move dataframe converter to converter.py 2022-11-12 10:38:25 +01:00
robcaulk
9617d8143d Merge remote-tracking branch 'origin/develop' into add-single-precision-freqai 2022-11-12 10:21:38 +01:00
Matthias
e6172a68d7
Merge pull request #7730 from freqtrade/fix-metric-tracker
fix loading of metric tracker from disk
2022-11-11 20:01:26 +01:00
Robert Caulk
833578716c
Merge pull request #7644 from markdregan/multi-target-classifier
Support for multi target multi-class classification (FreqaiMultiOutputRegressor for Classification)
2022-11-11 18:48:38 +01:00
robcaulk
790ff2a84b merge develop into add-single-prec 2022-11-11 18:08:51 +01:00
robcaulk
e46a57bbd0 move mem logs to debug 2022-11-11 18:05:32 +01:00
robcaulk
66514e84e4 add LightGBMClassifierMultiTarget. add test 2022-11-11 17:45:53 +01:00
robcaulk
054133955b fix loading of metric tracker from disk 2022-11-11 17:24:09 +01:00
Matthias
0f9c5f8d41 Simplify timerange handling 2022-11-10 18:28:18 +01:00
Matthias
57313dd961 Update some usages of timerange to new, simplified method 2022-11-10 18:11:39 +01:00
Wagner Costa Santos
4f0f3e5b64 removed unnecessary code 2022-11-09 10:07:24 -03:00
Wagner Costa Santos
8ee95db927 refactoring backtesting_fit_live_predictions function 2022-11-09 09:51:42 -03:00
Wagner Costa Santos
3e57c18ac6 add fix_live_predictions function to backtesting 2022-11-08 18:20:39 -03:00
Wagner Costa Santos
8d9988a942 enforce date column in backtesting freqai predictions files 2022-11-08 11:06:23 -03:00
Wagner Costa Santos
9c5ba0732a save predictions with date and merge by date 2022-11-08 10:32:18 -03:00
Matthias
884014a4b9 Fix some minor typos 2022-11-07 18:35:28 +00:00
Wagner Costa Santos
6559384286 Merge branch 'develop' into backtest_live_models 2022-11-07 15:14:10 -03:00
Emre
43bdd34964
Optimize reduce_dataframe_footprint function 2022-11-05 19:13:02 +03:00
robcaulk
53df607067 avoid duplicating features with okx/gateio, ensure inference timer gets logged 2022-11-05 15:42:19 +01:00
robcaulk
257c833831 add doc for single precision, dont allow half precision, add test 2022-11-04 18:10:04 +01:00
robcaulk
3ccc120f92 add option to force single precision 2022-11-04 17:42:10 +01:00
robcaulk
8bdc99a3d6 fix self-imposed bug 2022-11-04 16:41:38 +01:00
robcaulk
19d90b813a improve readibility in start_backtesting() 2022-11-04 16:10:46 +01:00
Wagner Costa Santos
8008c63319 Merge branch 'develop' into backtest_live_models 2022-11-04 09:09:39 -03:00
Wagner Costa Santos
a7acfb7ab7 fix dict key error 2022-11-04 09:02:28 -03:00
robcaulk
90c5bfb4b5 add default conv_width 2022-11-03 21:35:12 +01:00
robcaulk
05b309caf2 ensure colon replaced for cached attach 2022-11-03 21:17:48 +01:00
robcaulk
6938ed6584 change default conv_width to 1 2022-11-03 21:11:26 +01:00
robcaulk
444a068481 merge develop into track-current-candle 2022-11-03 21:09:08 +01:00
robcaulk
db942321ad fix bug with lightgbm and colons 2022-11-03 21:03:48 +01:00
robcaulk
d721b50230 flake8 2022-11-03 19:13:24 +01:00
robcaulk
3ba1e221eb fix typo 2022-11-03 19:08:33 +01:00
robcaulk
6c4bdb8f67 remove special characters from feature names 2022-11-03 18:49:39 +01:00
Wagner Costa Santos
17798b3397 Merge branch 'develop' into backtest_live_models 2022-11-03 13:29:25 -03:00
Wagner Costa Santos
356d79b38a verify mean and std exists in model metadata 2022-11-03 13:27:56 -03:00
robcaulk
ce92731132 ensure backwards compatitibility 2022-11-02 20:20:35 +01:00
Wagner Costa Santos
23b6915dde fix issue with different backtesting prediction size 2022-11-02 15:49:51 -03:00
robcaulk
1a38c10fc6 remove old code 2022-11-02 19:37:47 +01:00
robcaulk
255eb71270 start tracking the current candle in FreqAI, add robustness to corr_df caching and inference timer, add test for cache corr_df 2022-11-02 19:32:22 +01:00
robcaulk
97df232ac6 add a warning to __init__ for get_corr_dataframes 2022-10-31 18:18:00 +01:00
robcaulk
66d8ed6c0b Merge remote-tracking branch 'origin/develop' into reduce-indicator-population 2022-10-31 09:42:01 +01:00
robcaulk
d59a7fa2f9 remove analysis_lock and realign example hybrid strat 2022-10-30 17:07:33 +01:00
Matthias
391c3f56f7 Add typehint to corr_pairlist 2022-10-30 13:28:01 +01:00
Mark Regan
7053f81fa8 simplified predict and predict_proba using super(). Added duplicate class label check. 2022-10-30 09:48:30 +00:00
Matthias
cf4af2175c
Merge pull request #7662 from markdregan/backtest_extra_returns_fix
Fix missing f-string from PR #7611
2022-10-30 10:47:06 +01:00
robcaulk
a2843165e1 fix leftovers from merge 2022-10-30 10:31:38 +01:00
robcaulk
52e15b2070 Merge remote-tracking branch 'origin/develop' into feat/freqai-rl-dev 2022-10-30 10:16:39 +01:00
robcaulk
d1a0874683 merge develop into feat/freqai-rl-dev 2022-10-30 10:13:03 +01:00
robcaulk
fc53054d43 leverage list length knowledge, f-string change 2022-10-30 10:12:14 +01:00
Emre
f98c7a2423 Remove loop of normalization from metadata 2022-10-30 10:12:14 +01:00
Mark Regan
c26fda282f fix missing f-string from PR #7611 2022-10-30 08:19:59 +00:00
robcaulk
650bb8b7d7 ensure full pair string is used for caching dataframes. If not, revert to old behavior. Update docs. 2022-10-29 22:26:49 +02:00
Matthias
801e91c39e
Merge pull request #7618 from wizrds/fix/docker-config-record
Update function in FreqAI interface to record FreqAI config params
2022-10-29 08:56:20 +02:00
Mark Regan
6ef82dd8b6 minor change to return 2022-10-27 12:41:12 +01:00
Timothy Pogue
b9bf9edb02 update rapidjson opts 2022-10-25 14:12:13 -06:00
Mark Regan
217add70bd add strat and config for testing on PR 2022-10-25 20:07:39 +01:00
Mark Regan
47056eded3 multi target classifier working but not for parallel 2022-10-25 18:24:27 +01:00
Matthias
1ef38f137d
Fix XGBoost regressor "used before assignment" 2022-10-25 13:37:04 +02:00
Timothy Pogue
51be45547f remove np object, make default str 2022-10-24 12:23:54 -06:00
Matthias
6669714a73 Update mal-formatted docstrings 2022-10-24 18:12:17 +02:00
Robert Caulk
137aa1756b
Merge pull request #7593 from th0rntwig/prediction-shape
Fix constant PCA
2022-10-24 08:33:36 +02:00
robcaulk
4d2b7a74f1 move record params to utils, use rapidjson 2022-10-23 20:51:32 +02:00
Timothy Pogue
07e813dfa0 change param record to only get certain params 2022-10-23 12:09:07 -06:00
th0rntwig
49ff51f11f Change storage loc and fix test fail 2022-10-23 16:24:02 +02:00
Timothy Pogue
4464e91256 use self.identifier in full path 2022-10-21 19:53:33 -06:00
Timothy Pogue
5ee3b8cbbb update config recording to use all configs, fix tests 2022-10-21 19:48:26 -06:00
Robert Caulk
a85826bf24
Merge pull request #7611 from markdregan/backtest_extra_returns
Make extra_returns_per_train data available during backtest
2022-10-21 17:13:22 +02:00
Wagner Costa Santos
6606a0113f refactoring - remove unnecessary config file 2022-10-20 14:53:25 -03:00
Wagner Costa Santos
589944055e fix typos - live predictions candles 2022-10-20 12:15:41 -03:00
Wagner Costa Santos
52b60c5cbb Merge branch 'develop' into backtest_live_models 2022-10-20 11:59:37 -03:00
rcaulk
a9db668082 avoid redundant indicator population for corr_pair list 2022-10-20 16:30:32 +02:00
Mark Regan
073ce1659e remove un-used f-string 2022-10-20 14:26:10 +01:00
Mark Regan
295ba21389 Make extra_returns_per_train values available during backtest 2022-10-20 12:05:37 +01:00
th0rntwig
033c5bd441 Make check constant pred labels agnostic 2022-10-18 12:55:47 +02:00
Matthias
880ddccaa8
Merge pull request #7590 from freqtrade/list-models
List models
2022-10-17 20:40:41 +02:00
Matthias
441032be25 Fix sys.stdout bug for CatboostRegressorMultiTarget 2022-10-17 19:48:27 +02:00
Matthias
6cb14148aa Fix random test failure due to catboost bug
https://github.com/catboost/catboost/issues/2195
2022-10-17 07:00:44 +02:00
Matthias
23a5a516f9
Merge pull request #7557 from freqtrade/add-metric-tracker
Add metric tracker to FreqAI
2022-10-16 18:20:07 +02:00
th0rntwig
20fc521771 Fix constant PCA 2022-10-15 23:30:12 +02:00
Robert Caulk
62ca822597
Merge pull request #7569 from Silur/develop
Add XGBoost random forest predictors to freqai
2022-10-15 16:09:26 +02:00
robcaulk
3b4402aaab Merge branch 'move-disk-writing-to-ram' into add-metric-tracker 2022-10-15 13:52:14 +02:00
robcaulk
99dbba6cad avoid reading from disk to instantiate large objects 2022-10-15 13:50:55 +02:00
robcaulk
d81eef0b70 add timestamps to each metric, use rapidjson 2022-10-15 13:23:01 +02:00
robcaulk
b236e362ba Merge remote-tracking branch 'origin/develop' into add-metric-tracker 2022-10-14 19:00:49 +02:00
Emre
7f05b44376
Add eval set to CatboostClassifier 2022-10-13 23:01:09 +03:00
Wagner Costa Santos
6919f3aa75 Backtest live models - fix utc date convert issue 2022-10-13 15:03:27 -03:00
Wagner Costa Santos
93fe2b6446 Merge branch 'develop' into backtest_live_models 2022-10-13 11:22:58 -03:00
robcaulk
1e31be562e remove whitespace 2022-10-11 21:05:42 +02:00
robcaulk
dba1b573bc remove tensorboard dir from other pred models 2022-10-11 19:49:24 +02:00
robcaulk
5b5bb8aab5 catboost tensorboard bugfix 2022-10-11 19:05:46 +02:00
Robert Caulk
2e34aa9f04
Merge pull request #7544 from th0rntwig/prediction-shape
Remove constant labels from prediction
2022-10-10 21:24:25 +02:00
Robert Caulk
7bcb7d9a1a
Merge pull request #7554 from initrv/add-catboost-tensorboard
Add tensorboard for catboost
2022-10-10 21:03:45 +02:00
Wagner Costa Santos
3081e73f8a Merge branch 'develop' into backtest_live_models 2022-10-10 14:53:45 -03:00
silur
2ad086dd7a add XGBoost random forest predictors to freqai 2022-10-10 14:38:43 +02:00
Matthias
eaae9c9e03 Update docstring format 2022-10-10 12:19:29 +00:00
Matthias
60de192d47 Update Classifier docstrings 2022-10-10 12:13:41 +00:00
robcaulk
a4aa1b972c isolate and standardize location of tensorboard files, add doc, ensure backtesting functionality 2022-10-09 21:11:37 +02:00
robcaulk
76b33359a9 add an optional metric tracker to collect train timings, inference timings, and cpu load data 2022-10-09 20:22:42 +02:00
th0rntwig
4daf0000c7 Move check and add log warning 2022-10-08 16:15:48 +02:00
robcaulk
8d7adfabe9 clean RL tests to avoid dir pollution and increase speed 2022-10-08 12:10:38 +02:00
Emre
e337d4b78a Reset dataframe index after slice 2022-10-07 20:00:05 +02:00
Matthias
d42fb15608 Improve generic exception handler 2022-10-07 16:05:41 +02:00
th0rntwig
a9d5e04a43 Remove constant labels from prediction 2022-10-06 19:26:33 +02:00
initrv
86c781798a Add сatboost train_dir for tensorboard 2022-10-06 19:59:35 +03:00
robcaulk
488739424d fix reward inconsistency in template 2022-10-05 20:55:50 +02:00
robcaulk
936ca24482 separate RL install from general FAI install, update docs 2022-10-05 15:58:54 +02:00
robcaulk
9c73411ac2 Merge remote-tracking branch 'origin/develop' into dev-merge-rl 2022-10-05 15:21:45 +02:00