Commit Graph

633 Commits

Author SHA1 Message Date
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
MukavaValkku cf0731095f type fix 2022-08-24 13:00:55 +02:00
MukavaValkku 1c81ec6016 3ac and 5ac example strategies 2022-08-24 13:00:55 +02:00
MukavaValkku 13cd18dc9a PPO policy change + verbose=1 2022-08-24 13:00:55 +02:00
robcaulk 926023935f make base 3ac and base 5ac environments. TDQN defaults to 3AC. 2022-08-24 13:00:55 +02:00
MukavaValkku 096533bcb9 3ac to 5ac 2022-08-24 13:00:55 +02:00
MukavaValkku 718c9d0440 action fix 2022-08-24 13:00:55 +02:00
robcaulk 9c78e6c26f base PPO model only customizes reward for 3AC 2022-08-24 13:00:55 +02:00
robcaulk 6048f60f13 get TDQN working with 5 action environment 2022-08-24 13:00:55 +02:00
robcaulk d4db5c3281 ensure TDQN class is properly named 2022-08-24 13:00:55 +02:00
robcaulk 91683e1dca restructure RL so that user can customize environment 2022-08-24 13:00:55 +02:00
sonnhfit ecd1f55abc add rl module 2022-08-24 13:00:55 +02:00
MukavaValkku 9b895500b3 initial commit - new dev branch 2022-08-24 13:00:55 +02:00
MukavaValkku cd3fe44424 callback function and TDQN model added 2022-08-24 13:00:55 +02:00
MukavaValkku 01232e9a1f callback function and TDQN model added 2022-08-24 13:00:55 +02:00
MukavaValkku 8eeaab2746 add reward function 2022-08-24 13:00:55 +02:00
MukavaValkku ec813434f5 ReinforcementLearningModel 2022-08-24 13:00:55 +02:00
MukavaValkku 2f4d73eb06 Revert "ReinforcementLearningModel"
This reverts commit 4d8dfe1ff1daa47276eda77118ddf39c13512a85.
2022-08-24 13:00:55 +02:00
MukavaValkku c1e7db3130 ReinforcementLearningModel 2022-08-24 13:00:55 +02:00
robcaulk 05ed1b544f Working base for reinforcement learning model 2022-08-24 13:00:40 +02:00
th0rntwig 5ce1c69803
Improve DBSCAN epsilon identification (#7269)
* Improve DBSCAN epsilon identification
2022-08-22 19:57:20 +02:00
robcaulk ac42c0153d deprecate indicator_max_period_candles, automatically compute startup candles for FreqAI backtesting. 2022-08-22 18:19:07 +02:00
robcaulk 96d8882f1e Plug mem leak, add training timer 2022-08-22 13:30:30 +02:00
longyu cfa5b3f12c add new line 2022-08-19 12:39:08 +02:00
longyu 277245c69d remove line 2022-08-19 12:39:00 +02:00
longyu f70b0bab80 remove line 2022-08-17 23:49:20 +02:00
robcaulk 5155afb4e7 clean up code remnants 2022-08-17 15:22:48 +02:00
robcaulk 0c34104e45 extract download-data from freqai to prepare for future async changes 2022-08-17 15:18:44 +02:00
longyu 9c38c27eed ignore sample itself distance for avg_mean_dist computation 2022-08-17 15:09:57 +02:00
longyu 72c34291e3 newline 2022-08-17 15:09:10 +02:00
robcaulk 4c0fda400f fix input shape warning for LGBMClassifier, add sample_weights/eval_weights 2022-08-16 11:41:53 +02:00
Matthias c7e1719215 Fix interface import sorting 2022-08-15 06:53:02 +02:00
robcaulk 006b11e5d5 fix leftover bug in indicator population 2022-08-14 21:42:55 +02:00
robcaulk 8961b8d560 merge in inference timer and historic predictions handling improvements. 2022-08-14 20:31:15 +02:00
robcaulk ad846cdb76 fix lock bug, update docstring 2022-08-14 20:24:29 +02:00
Matthias 464d99808f Update doc table formatting 2022-08-14 18:22:01 +02:00
Matthias a29402ddde Rename and move analysis_lock to data_kitchen 2022-08-14 17:23:14 +02:00
Matthias 3a9ec76c91 Move "freqai.lock" to backend to simplify user interface 2022-08-14 17:19:50 +02:00
Robert Caulk c9c128f781 finalize logo, improve doc, improve algo overview, fix base tensorflowmodel for mypy 2022-08-14 02:49:01 +02:00
robcaulk 58de20af0f make BaseClassifierModel. Add predict_proba to lightgbm 2022-08-13 20:07:31 +02:00
robcaulk 31be707cc8 clean up code, add docstrings 2022-08-13 19:40:24 +02:00
robcaulk 3e38c1b0bd take dynamic sized tail off historic_predictions as return dataframe to strategy. 2022-08-13 19:40:24 +02:00
robcaulk 7d448fd4ac allow fit_live_predictions access to current pair 2022-08-13 19:40:24 +02:00
robcaulk 1f192be43b avoid denormalizing labels twice 2022-08-13 19:40:24 +02:00
robcaulk b1b76a2dbe debug classifier with predict proba 2022-08-13 19:40:24 +02:00
robcaulk 23cc21ce59 add predict_proba to base classifier, improve historic predictions handling 2022-08-13 19:40:24 +02:00
robcaulk fb4b73ce89 ensure dates are saved 2022-08-12 12:03:44 +02:00
robcaulk 2cae3c42e6 remove trade database analyzer, clean up a bit 2022-08-10 17:43:06 +02:00
robcaulk 5a16d5a512 Deactivate database analyzer if user does not use sqlite 2022-08-09 16:36:22 +02:00
robcaulk e7de812948 Allow user to user pair_dict for persistent storage of custom data 2022-08-09 16:03:10 +02:00
robcaulk aef086b02e Improved dict typing, timeframe parser, collect dates associated with training data points 2022-08-09 15:30:25 +02:00
Matthias 77b3b8a134 Use main exchange instead of creating a separate instance. 2022-08-08 18:34:11 +00:00
robcaulk ea64f43e52 bring back auto DF resizing for okx 2022-08-08 01:13:13 +02:00
robcaulk eb8bde37c1 Add lightgbm classifier, add classifier check test, fix classifier bug. 2022-08-06 17:51:21 +02:00
Matthias 47a30047eb Fix typo 2022-08-06 15:03:10 +02:00