Commit Graph

687 Commits

Author SHA1 Message Date
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
robcaulk 292d72d593 automatically handle model_save_type for user 2022-10-03 18:42:20 +02:00
Robert Caulk 3585742b43
remove trailing whitespace 2022-10-03 17:28:45 +02:00
Robert Caulk 265795824b
make default type for close_price and date_pred np.nan 2022-10-03 11:58:22 +02:00
Robert Caulk 6ecd92de4a
Allow updating without changing identifier 2022-10-03 09:55:57 +02:00
robcaulk b70f18f4c3 add close price and date to historic_predictions 2022-10-02 18:33:39 +02:00
robcaulk cf882fa84e fix tests 2022-10-01 20:26:41 +02:00
robcaulk 048cb95bd6 Merge remote-tracking branch 'origin/develop' into dev-merge-rl 2022-10-01 17:48:47 +02:00
Robert Caulk 3e34f10e3d
Merge pull request #7508 from aemr3/fix-pca-errors
Fix feature list match for PCA
2022-10-01 16:50:29 +02:00
robcaulk f4c6b99d63 remove commented lines 2022-10-01 14:23:15 +02:00
robcaulk cd514cf15d fix inlier metric in backtesting 2022-10-01 14:18:46 +02:00
robcaulk f2b875483f ensure raw features match when PCA is employed 2022-10-01 13:14:59 +02:00
robcaulk 51556e08c3 Merge branch 'develop' into pr/th0rntwig/7495 2022-10-01 12:45:08 +02:00
Emre cdc01a0781
Fix feature list match for pca 2022-09-30 15:22:05 -07:00
Matthias cc06c60fd8 Fix pandas deprecation warnings from freqAI 2022-09-30 15:43:23 +02:00
robcaulk be48131185 make shuffle false in constants 2022-09-30 00:33:08 +02:00
Robert Caulk 6e74d46660
Ensure 1 thread available 2022-09-29 14:02:00 +02:00
Robert Caulk 7ef56e3029
Ensure at least 1 thread is available 2022-09-29 14:01:22 +02:00
Robert Caulk 555cc42630
Ensure 1 thread is available (for testing purposes) 2022-09-29 14:00:09 +02:00
Wagner Costa Santos 6845a5c6ea backtest_live_models - refactoring after PR review 2022-09-29 01:48:38 -03:00
Robert Caulk dcf6ebe273
Update BaseReinforcementLearningModel.py 2022-09-29 00:37:03 +02:00
robcaulk 83343dc2f1 control number of threads, update doc 2022-09-29 00:10:18 +02:00
th0rntwig 683b084323 Set train-test-split shuffle=False as default and remove stratification 2022-09-28 18:23:56 +02:00
Wagner Costa Santos 55ebbeec18 backtest_live models tests refactoring 2022-09-28 08:48:32 -03:00
Timothy Pogue 099137adac remove hasattr calls 2022-09-27 22:35:15 -06:00
Timothy Pogue 9e36b0d2ea fix formatting 2022-09-27 22:02:33 -06:00
Timothy Pogue caa47a2f47 close subproc env on shutdown 2022-09-28 03:06:05 +00:00
Wagner Costa Santos 0be115de9c backtest_live_models - added new tests and refactoring 2022-09-27 10:26:57 -03:00
Wagner Costa Santos 72aa47fc51 backtest_live_models - fix issue with timerange BT and 2 trainings within same candle (no data) 2022-09-27 00:14:12 -03:00
Wagner Costa Santos 14b96aaa38 backtesting live models - fix ci issues 2022-09-26 19:52:59 -03:00
Wagner Costa Santos 290afd9699 backtest_live_models - fix typo 2022-09-26 19:21:53 -03:00
Wagner Costa Santos 0318ca9f12 backtest_live_models - fix typo 2022-09-26 19:08:25 -03:00
Wagner Costa Santos 22bef71d5d backtest_live_models - add function comments and tests 2022-09-26 19:01:24 -03:00
Wagner Costa Santos ec947ad65c remove commented code - backtest_live_models 2022-09-25 23:47:27 -03:00
Wagner Costa Santos 5880f7a638 backtest_live_models - params validation and get timerange from live models in BT 2022-09-25 23:14:00 -03:00
Wagner Costa Santos f3f3917da3 Merge branch 'develop' into backtest_live_models 2022-09-25 20:05:26 -03:00
robcaulk 48e89e68b9 fix typos 2022-09-25 20:22:19 +02:00
Wagner Costa Santos 0ed7b2bfc3 change start_backtesting to handle backtest_live_models 2022-09-25 10:35:55 -03:00
robcaulk 873d2a5069 no model save backtest, plot features backtest, ensure inlier plays nice, doc 2022-09-25 11:18:10 +02:00
Wagner Costa Santos 7f116db95e added generic function to get timerange from existent models 2022-09-24 13:01:53 -03:00
Wagner Costa Santos d9c16d4888 Merge branch 'develop' into backtest_live_models 2022-09-24 12:30:55 -03:00
Wagner Costa Santos 3ee7eb63f7 starting backtest live models 2022-09-24 12:28:52 -03:00
Matthias 585342f193
Merge pull request #7454 from freqtrade/fix_backtesting_dfsize_freqai
Ensure the DF has the same size in backtesting FreqAI
2022-09-24 16:17:39 +02:00
paranoidandy 2cc00a1a2c
Allow use of --strategy-list with freqai, with warning (#7455)
* Allow use of --strategy-list with freqai, with warning

* ensure populate_any_indicators is identical for resused identifiers

* use pair instead of metadata["pair"]

Co-authored-by: robcaulk <rob.caulk@gmail.com>
2022-09-24 13:21:01 +02:00
Matthias 6643d90e64 simplify freqAI start_backtesting 2022-09-24 10:34:14 +02:00
robcaulk 647200e8a7 isort 2022-09-23 19:30:56 +02:00
robcaulk 77c360b264 improve typing, improve docstrings, ensure global tests pass 2022-09-23 19:17:27 +02:00
robcaulk 9c361f4422 increase test coverage for RL and FreqAI 2022-09-23 18:04:43 +02:00
Robert Caulk f5cd8f62c6
Remove unused code from BaseEnv 2022-09-23 10:24:39 +02:00
Emre a4eaff4da6
Add training elapsed time 2022-09-23 01:18:34 -07:00
robcaulk 7295ba0fb2 add test for Base4ActionEnv 2022-09-22 23:42:33 +02:00
robcaulk eeebb78a5c skip darwin in RL tests, remove example scripts, improve doc 2022-09-22 21:16:21 +02:00
robcaulk ea8e34e192 Merge branch 'develop' into dev-merge-rl 2022-09-22 19:46:50 +02:00
th0rntwig 71e6c54ea4
Normalise distances before Weibull fit (#7432)
* Normalise distances before Weibull

* Track inlier-metric params
2022-09-22 18:11:50 +02:00
Wagner Costa Santos b1dbc3a65f remove function remove_training_from_backtesting and ensure BT period is correct with startup_candle_count 2022-09-22 12:13:51 -03:00
robcaulk b5fd11f91b protect against unforeseen issues in scanning thread 2022-09-19 21:18:31 +02:00
robcaulk 42c75b4a7b combine log messages 2022-09-19 19:16:32 +02:00
Robert Caulk 9b66297cc0
Fix append 2022-09-19 12:47:20 +02:00
Robert Caulk 995396c775
Add useful log info 2022-09-19 11:42:56 +02:00
Robert Caulk ad652817ef
Ensure train ordering after restart
Ensure lowest timestamps get trained first after restart
2022-09-19 11:11:23 +02:00
Robert Caulk f9460c80c2
Merge pull request #7434 from freqtrade/improve-train-queue
improve train queue system in FreqAI
2022-09-19 10:55:53 +02:00
Matthias ea58c29ded Add plot_feature_importance to schema definition 2022-09-19 08:13:54 +00:00
Matthias 225f7cd5f8
Merge pull request #7431 from initrv/add-plot-feature-importance
Add plot feature importance
2022-09-19 08:41:10 +02:00
Matthias d930931000 Bring back sleep - it'll ensure we give up control over the thread. 2022-09-19 07:14:33 +02:00
robcaulk 470d5d8405 ensure full new pairlist is in the queue 2022-09-18 17:08:07 +02:00
robcaulk eaa43337d2 improve train queue system, ensure crash resilience in train queue. 2022-09-18 17:00:55 +02:00
robcaulk 95457d23ca escape freqai-specific characters from file naming 2022-09-18 13:59:30 +02:00
Matthias 667853c504 Use Alias to type config objects 2022-09-18 13:20:55 +02:00
robcaulk 188f75d8ec set model in models dict 2022-09-18 12:50:44 +02:00
robcaulk 1ef875901a maintian user privacy by keeping plotly offline 2022-09-18 00:01:42 +02:00
robcaulk 68f7a31504 ensure continued operation despite not being able to plot 2022-09-18 00:00:14 +02:00
robcaulk 2c23effbf2 allow plot to plot multitargets, add test 2022-09-17 19:17:44 +02:00
initrv 1c92734f39 simplify plot_feature_importance call 2022-09-17 18:53:43 +03:00
robcaulk 7b1d409c98 fix mypy/flake8 2022-09-17 17:51:06 +02:00
initrv 86aa875bc9 plot features as html instead of png 2022-09-16 21:47:12 +03:00
initrv b707a6da35 Add ability to plot feature importance 2022-09-16 19:17:41 +03:00
robcaulk 3b97b3d5c8 fix mypy error for strategy 2022-09-15 00:56:51 +02:00
robcaulk 8aac644009 add tests. add guardrails. 2022-09-15 00:46:35 +02:00
robcaulk 48140bff91 fix bug in 4ActRLEnv 2022-09-14 22:53:53 +02:00
robcaulk 81417cb795 Merge branch 'develop' into dev-merge-rl 2022-09-14 22:49:11 +02:00
initrv 37dd22c89e Fixed a bug that prevents clearing old models
Corrects the error of clearing old models when the model directory contains directories with names that do not match a regular expression
2022-09-14 03:40:13 +03:00
Emre 330d7068ab
Merge branch 'develop' into add-xgboostclassifier 2022-09-10 23:59:11 +03:00
Robert Caulk 075748b21a
Merge pull request #7392 from freqtrade/improve_ai_tests
Improve freqai tests by utilizing parametrization
2022-09-10 22:37:21 +02:00
robcaulk 5a0cfee27e allow user to multithread jobs (advanced users only) 2022-09-10 22:16:49 +02:00
Robert Caulk 73e122ad10
Merge pull request #7391 from wagnercosta/fixBTfreqaiV2
Fix FreaqAI backtesting - startup_candle_count bug
2022-09-10 21:53:00 +02:00
Matthias e4caccc353
Merge pull request #7367 from freqtrade/add-continual-learning
add continual learning to catboost and friends
2022-09-10 20:17:28 +02:00
Wagner Costa Santos 311ae8bf1f freqai backtesting - add startup_candle_count at function description 2022-09-10 14:45:42 -03:00
Emre 60eb02bb62
Add XGBoostClassifier 2022-09-10 20:13:16 +03:00
Robert Caulk 2077f84f9b
Merge pull request #7363 from wagnercosta/fixHyperoptFreqai
Fix hyperopt - freqai
2022-09-10 17:02:01 +02:00
Robert Caulk 4a47c63f71
Merge pull request #7374 from th0rntwig/filter-constant-features 2022-09-10 16:58:58 +02:00
robcaulk 10b6aebc5f enable continual learning and evaluation sets on multioutput models. 2022-09-10 16:54:13 +02:00
Wagner Costa Santos a1f88cca80 merge develop 2022-09-10 10:35:16 -03:00
Wagner Costa Santos 79985fda01 fix backtesting freqai startup candles bug 2022-09-10 10:27:17 -03:00
Matthias 5705b8759b Merge branch 'develop' into add-continual-learning 2022-09-10 08:24:04 +02:00
robcaulk 05581db4e3 ensure columns are only dropped in training 2022-09-09 20:37:21 +02:00
Matthias 97be3318f4 Use Datetime_format from constants 2022-09-09 20:31:02 +02:00
robcaulk a826c0eb83 ensure signatures match, reduce verbosity 2022-09-09 19:30:53 +02:00
Emre acb410a0de Remove verbosity params 2022-09-09 19:30:53 +02:00
Emre df6e43d2c5 Add XGBoostRegressorMultiTarget class 2022-09-09 19:30:53 +02:00
Emre 1b6410d7d1 Add XGBoostRegressor for freqAI, fix mypy errors 2022-09-09 19:30:53 +02:00
Wagner Costa Santos d38cc06139 Fix freqai backtesting time range issue 2022-09-09 19:27:05 +02:00
Wagner Costa Santos f4f2884a66 Fix freqai backtesting time range issue 2022-09-07 18:52:58 -03:00
robcaulk e51d352777 ensure pca is handling same DF as inlier 2022-09-07 19:11:54 +02:00
robcaulk 4c9ac6b7c0 add kwargs, reduce duplicated code 2022-09-07 18:58:55 +02:00
robcaulk ea7bdac9ed ensure inlier metric can be combined with other cleaning methods 2022-09-07 18:45:16 +02:00
th0rntwig cdc72bf8ca Correct indexing 2022-09-07 18:14:13 +02:00
th0rntwig 047ded1baa Check for constant columns 2022-09-07 17:47:27 +02:00
wagnercosta 6b7644029c
Merge branch 'freqtrade:develop' into fixHyperoptFreqai 2022-09-07 11:07:51 -03:00
Wagner Costa Santos 8d16dd804d hyperopt - freqai - docs and refactoring 2022-09-06 15:42:47 -03:00
Robert Caulk d7585161b2
Merge branch 'develop' into add-inlier-metric 2022-09-06 20:40:21 +02:00
robcaulk 97077ba18a add continual learning to catboost and friends 2022-09-06 20:30:46 +02:00
robcaulk d44296783e isort datakitchen 2022-09-06 20:10:12 +02:00
robcaulk e83c9b276d fix whitespace 2022-09-06 19:56:52 +02:00
robcaulk 4b28d0495f fix timestamping, move imports, add words to doc 2022-09-06 19:46:58 +02:00
Wagner Costa Santos 2c8e5b191b fix hyperopt - freqai 2022-09-05 17:43:55 -03:00
Wagner Costa Santos 5b826150df fix hyperopt - freqai 2022-09-05 17:43:28 -03:00
robcaulk 78d01810ed reduce code redundancy, ensure live always gets the latest data 2022-09-05 00:12:00 +02:00
Wagner Costa Santos d43ed186fc fix issue with freqai backtesting at slice dataframe 2022-09-05 00:12:00 +02:00
Robert Caulk 956ea43e55
Merge pull request #7340 from wizrds/sigint-freqai
Support SIGINT in FreqAI
2022-09-04 16:43:36 +02:00
robcaulk ec76214d02 backup historical predictions pickle and load the backup in case of corruption 2022-09-04 15:56:07 +02:00
robcaulk 69b3fcfd32 Merge branch 'develop' into dev-merge-rl 2022-09-04 11:23:25 +02:00
robcaulk 27dce20b29 fix bug in Base4ActionRLEnv, improve example strats 2022-09-04 11:21:54 +02:00
Robert Caulk 8545d74378
Merge pull request #7331 from th0rntwig/pca
Normalise PCA space
2022-09-03 21:49:54 +02:00
Timothy Pogue dae3b3d86a support shutting down freqai 2022-09-03 13:24:14 -06:00
robcaulk 5cfb4154eb revert all changes in normalize_data() 2022-09-03 19:48:30 +02:00
Robert Caulk 63514b0443
Merge pull request #7325 from wagnercosta/develop
Improve Freqai backtesting performance
2022-09-03 19:28:04 +02:00
robcaulk c21808ff98 remove metadata redundancy, fix pca bug 2022-09-03 16:54:30 +02:00
robcaulk c9be66b5b6 increase test coverage for dk, improve function naming, extra cleaning 2022-09-03 15:52:29 +02:00
Matthias 80b5f035ab Remove typo in log message 2022-09-03 15:01:28 +02:00
robcaulk 599c1c79fb reorganized backtest utilities, test new functionality, improve/update doc 2022-09-03 14:00:01 +02:00
Wagner Costa Santos af5460cebf Add option to keep models only in memory for backtest 2022-09-02 22:01:53 -03:00
th0rntwig 11b2bc269e Added missing s 2022-09-01 22:37:32 +02:00
th0rntwig 3f8400df10 Normalise PCA space 2022-09-01 21:51:33 +02:00
Wagner Costa Santos d6e115178a refactoring freqai backtesting - remove duplicate code 2022-09-01 07:09:23 -03:00
Wagner Costa Santos 44d3a9140d Merge branch 'develop' of https://github.com/wagnercosta/freqtrade into develop 2022-08-31 15:37:06 -03:00
Wagner Costa Santos 7bed0450d2 pr review - refactoring backtesting freqai 2022-08-31 15:36:29 -03:00
wagnercosta 3d4497467c
Merge branch 'freqtrade:develop' into develop 2022-08-31 14:47:06 -03:00
robcaulk 240b529533 fix tensorboard path so that users can track all historical models 2022-08-31 16:50:39 +02:00
Richard Jozsa 2493e0c8a5
Unnecessary lines in Base4, and changes for box space, to fit better for our needs (#7324) 2022-08-31 16:37:02 +02:00
Wagner Costa Santos df51da22ee refactoring freqai backtesting 2022-08-31 11:23:48 -03:00
Matthias 57ff6f8ac5 Init timerange object properly 2022-08-31 10:28:31 +00:00
Matthias 7ba4fda5d7 Implement PR feedback 2022-08-31 10:26:47 +00:00
Matthias a88ffd2c9d Merge branch 'develop' into move_datadownload 2022-08-31 10:23:45 +00:00
robcaulk 7e8e29e42d use continuous value for inlier_metric 2022-08-30 20:41:37 +02:00
robcaulk 7f52908e87 ensure the lost points are prepended for FreqUI 2022-08-30 18:55:58 +02:00
robcaulk a58dd0bbf9 add noise feature, improve docstrings 2022-08-30 18:26:24 +02:00
robcaulk b11742a4c5 integrate inlier metric function 2022-08-30 18:26:24 +02:00
th0rntwig d3cb211283 Add inlier metric computation 2022-08-30 18:26:24 +02:00
th0rntwig 50e2808667
Fix bug in DI (#7321) 2022-08-30 12:54:39 +02:00
robcaulk 62c0a174c8 allow users to properly reverse train-test data ordering 2022-08-29 11:04:58 +02:00
robcaulk 7766350c15 refactor environment inheritence tree to accommodate flexible action types/counts. fix bug in train profit handling 2022-08-28 19:21:57 +02:00
robcaulk fcb5d1cb5a remove debugging flag 2022-08-28 13:01:39 +02:00
robcaulk dd628eb525 add tests for outlier detection and removal functions 2022-08-28 12:56:39 +02:00
robcaulk 1e41c773a0 fix outlier protection 2022-08-28 12:11:29 +02:00
th0rntwig 71f7d68783 Fixed mypy error 2022-08-27 12:44:55 +02:00
elintornquist 86c5ac44e4 Add outlier percentage check 2022-08-26 23:05:07 +02:00
elintornquist b2d664c63c Change MinPts calculation 2022-08-26 18:57:27 +02:00
robcaulk bb3523f383 download data homogeneously across timeframes 2022-08-26 18:51:42 +02:00
robcaulk e7261cf515 add freqai utils.py file 2022-08-26 15:30:28 +02:00
robcaulk 65b552e310 make docs reflect reality, move download_all_data to new utils.py file, automatic startup_candle detection 2022-08-26 15:30:01 +02:00
robcaulk 4b7e640f31 reduce code duplication, optimize auto data download per tf 2022-08-26 13:56:44 +02:00
robcaulk baa4f8e3d0 remove Base3ActionEnv in favor of Base4Action 2022-08-26 11:04:25 +02:00
richardjozsa d31926efdf Added Base4Action 2022-08-26 11:04:25 +02:00
robcaulk 3199eb453b reduce code for base use-case, ensure multiproc inherits custom env, add ability to limit ram use. 2022-08-25 19:05:51 +02:00
robcaulk 05ccebf9a1 automate eval freq in multiproc 2022-08-25 12:29:48 +02:00
robcaulk 94cfc8e63f fix multiproc callback, add continual learning to multiproc, fix totalprofit bug in env, set eval_freq automatically, improve default reward 2022-08-25 11:46:18 +02:00
robcaulk d1bee29b1e improve default reward, fix bugs in environment 2022-08-24 18:32:40 +02:00
robcaulk a61821e1c6 remove monitor log 2022-08-24 16:33:13 +02:00
robcaulk bd870e2331 fix monitor bug, set default values in case user doesnt set params 2022-08-24 16:32:14 +02:00
robcaulk c0cee5df07 add continual retraining feature, handly mypy typing reqs, improve docstrings 2022-08-24 13:00:55 +02:00
robcaulk b708134c1a switch multiproc thread count to rl_config definition 2022-08-24 13:00:55 +02:00
robcaulk b26ed7dea4 fix generic reward, add time duration to reward 2022-08-24 13:00:55 +02:00
robcaulk 280a1dc3f8 add live rate, add trade duration 2022-08-24 13:00:55 +02:00
robcaulk f9a49744e6 add strategy to the freqai object 2022-08-24 13:00:55 +02:00
richardjozsa a2a4bc05db Fix the state profit calculation logic 2022-08-24 13:00:55 +02:00
robcaulk 29f0e01c4a expose environment reward parameters to the user config 2022-08-24 13:00:55 +02:00
robcaulk d88a0dbf82 add sb3_contrib models to the available agents. include sb3_contrib in requirements. 2022-08-24 13:00:55 +02:00
robcaulk 8b3a8234ac fix env bug, allow example strat to short 2022-08-24 13:00:55 +02:00
mrzdev 8cd4daad0a Feat/freqai rl dev (#7)
* access trades through get_trades_proxy method to allow backtesting
2022-08-24 13:00:55 +02:00
robcaulk 3eb897c2f8 reuse callback, allow user to acces all stable_baselines3 agents via config 2022-08-24 13:00:55 +02:00
robcaulk 4b9499e321 improve nomenclature and fix short exit bug 2022-08-24 13:00:55 +02:00
sonnhfit 4baa36bdcf fix persist a single training environment for PPO 2022-08-24 13:00:55 +02:00
robcaulk f95602f6bd persist a single training environment. 2022-08-24 13:00:55 +02:00
robcaulk 5d4e5e69fe reinforce training with state info, reinforce prediction with state info, restructure config to accommodate all parameters from any user imported model type. Set 5Act to default env on TDQN. Clean example config. 2022-08-24 13:00:55 +02:00
sonnhfit 7962a1439b remove keep low profit 2022-08-24 13:00:55 +02:00
sonnhfit 81b5aa66e8 make env keep current position when low profit 2022-08-24 13:00:55 +02:00
sonnhfit 45218faeb0 fix coding convention 2022-08-24 13:00:55 +02:00
robcaulk b90da46b1b improve price df handling to enable backtesting 2022-08-24 13:00:55 +02:00
MukavaValkku 2080ff86ed 5ac base fixes in logic 2022-08-24 13:00:55 +02:00
robcaulk 16cec7dfbd fix save/reload functionality for stablebaselines 2022-08-24 13:00:55 +02:00
sonnhfit 0475b7cb18 remove unuse code and fix coding conventions 2022-08-24 13:00:55 +02:00
MukavaValkku d60a166fbf multiproc TDQN with xtra callbacks 2022-08-24 13:00:55 +02:00
robcaulk dd382dd370 add monitor to eval env so that multiproc can save best_model 2022-08-24 13:00:55 +02:00
robcaulk 69d542d3e2 match config and strats to upstream freqai 2022-08-24 13:00:55 +02:00
robcaulk e5df39e891 ensuring best_model is placed in ram and saved to disk and loaded from disk 2022-08-24 13:00:55 +02:00
robcaulk bf7ceba958 set cpu threads in config 2022-08-24 13:00:55 +02:00
MukavaValkku 57c488a6f1 learning_rate + multicpu changes 2022-08-24 13:00:55 +02:00
robcaulk acf3484e88 add multiprocessing variant of ReinforcementLearningPPO 2022-08-24 13:00:55 +02:00