Commit Graph

214 Commits

Author SHA1 Message Date
robcaulk eaa43337d2 improve train queue system, ensure crash resilience in train queue. 2022-09-18 17:00:55 +02:00
Matthias 667853c504 Use Alias to type config objects 2022-09-18 13:20:55 +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
initrv b707a6da35 Add ability to plot feature importance 2022-09-16 19:17:41 +03:00
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
Robert Caulk 2077f84f9b
Merge pull request #7363 from wagnercosta/fixHyperoptFreqai
Fix hyperopt - freqai
2022-09-10 17:02:01 +02:00
Matthias 5705b8759b Merge branch 'develop' into add-continual-learning 2022-09-10 08:24:04 +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
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
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 4b28d0495f fix timestamping, move imports, add words to doc 2022-09-06 19:46:58 +02:00
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
Timothy Pogue dae3b3d86a support shutting down freqai 2022-09-03 13:24:14 -06:00
Robert Caulk 63514b0443
Merge pull request #7325 from wagnercosta/develop
Improve Freqai backtesting performance
2022-09-03 19:28:04 +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
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
Wagner Costa Santos df51da22ee refactoring freqai backtesting 2022-08-31 11:23:48 -03:00
Matthias a88ffd2c9d Merge branch 'develop' into move_datadownload 2022-08-31 10:23:45 +00:00
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
robcaulk 96d8882f1e Plug mem leak, add training timer 2022-08-22 13:30:30 +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
Matthias c7e1719215 Fix interface import sorting 2022-08-15 06:53:02 +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
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 2cae3c42e6 remove trade database analyzer, clean up a bit 2022-08-10 17:43:06 +02:00
Matthias 77b3b8a134 Use main exchange instead of creating a separate instance. 2022-08-08 18:34:11 +00:00
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
Matthias b16f57cb0d Minor stylistic fixes 2022-08-06 14:55:46 +02:00
Robert Caulk c172ce1011 improve flexibility of user defined prediction dataframe 2022-08-06 13:51:19 +02:00
Robert Caulk 07763d0d4f add classifier, improve model naming scheme 2022-08-06 08:33:55 +02:00
robcaulk a42a060ab5 fix DB once and for all. Make DBSCAN more efficient and robust. 2022-08-05 21:29:03 +02:00
robcaulk db1d367941 fix bug associated to fit_live_predictions_candles 2022-08-05 13:46:20 +02:00
Robert Caulk 51a6b4289f improve DBSCAN performance for subsequent trainings 2022-08-04 17:41:58 +02:00
robcaulk 29225e4baf add DBSCAN outlier detection feature, add supporting documentation 2022-08-04 12:15:16 +02:00
robcaulk eae82d0222 fix bug with database url during backtesting. comment out example trade db analysis. 2022-08-03 16:17:57 +02:00
robcaulk 95d3009a95 give user ability to analyze live trade dataframe inside custom prediction model. Add documentation to explain new functionality 2022-08-02 20:14:02 +02:00
robcaulk f22b140782 fix backtesting bug, undo move of label stat calc, fix example strat exit logic 2022-07-29 17:27:35 +02:00
robcaulk c84d54b35e Fix typing issue, avoid using .get() when unnecessary, convert to fstrings 2022-07-29 08:12:50 +02:00
Matthias efbd83c56d Small type and typo fixes in freqai_interface 2022-07-28 07:24:30 +02:00
Matthias a2a0d35a24 Update missing typehints 2022-07-28 07:07:40 +02:00
robcaulk 324e54c015 fix possible memory leak associated with Catboost Pool object 2022-07-26 17:29:29 +02:00
robcaulk ad25a4cb56 reduce number of pair_dict lookups, remove coin_first 2022-07-26 15:58:40 +02:00
robcaulk e213d0ad55 isolate data_drawer functions from data_kitchen, accommodate tests, add new test 2022-07-26 10:24:14 +02:00
Robert Caulk 897f18a8c8 ensure proper integer type casting for timestamps. Add check test for backtesting subdaily time periods 2022-07-25 15:07:09 +02:00
Robert Caulk 7b105532d1 fix mypy error and add test for principal component analysis 2022-07-25 11:46:59 +02:00
Robert Caulk c9d46a5237 finish bringing follow_mode up to date 2022-07-25 09:24:40 +02:00
Matthias 1885deb632 More docstring changes 2022-07-24 16:54:39 +02:00
Matthias 70b7a254af Update some areas to use default docstring formatting 2022-07-24 16:51:48 +02:00
robcaulk f3d46613ee move prediction denormalization into datakitchen. remove duplicate associated code. avoid normalization/denormalization for string dtypes. 2022-07-23 17:14:33 +02:00
robcaulk c2d6a0e891 add record of contribution to doc and source 2022-07-23 13:04:06 +02:00
robcaulk 5559e605b8 small PR conversation resolutions 2022-07-22 17:46:14 +02:00
robcaulk afcb0bec00 clean up obsolete comments, move remove_features_from_df to datakitchen 2022-07-22 12:29:20 +02:00
robcaulk 8033e0bf23 add counter to backtesting log so users know how many more pairs and how many more models will need to be trained 2022-07-21 13:22:12 +02:00
robcaulk e694ea1cfd make sure backtesting gets the populated indicators with slimmed down user strat 2022-07-21 12:48:09 +02:00
robcaulk 8f86b0deaa *breaking change* simplify user strat by consolidating feature loops into backend 2022-07-21 12:24:22 +02:00
robcaulk e7337728bf add separator in folder name just incase an asset ends in an integer 2022-07-21 11:25:28 +02:00
robcaulk 921a7ef216 add requirements-freqai.txt to builds 2022-07-20 15:51:25 +02:00
robcaulk d43c146676 add more tests for datakitchen functionalities, add regression tests for freqai_interface train/backtest 2022-07-20 12:56:46 +02:00
robcaulk ef409dd345 Add ground work for TensorFlow models, add protections from common mistakes 2022-07-12 18:09:17 +02:00
Robert Caulk 8ce6b18318 start collecting indefinite history of predictions. Allow user to generate statistics on these predictions. Direct FreqAI to save these to disk and reload them if available. 2022-07-11 22:01:48 +02:00
Robert Caulk 607455919e Change config parameter names to improve clarity and consistency throughout the code (!!breaking change, please check discord support channel for migration instructions or review templates/FreqaiExampleStrategy.py config_examples/config_freqai_futures.example.json file changes!!) 2022-07-10 12:35:44 +02:00
robcaulk d9acdc9767 remove excess, increase no model warning clarity 2022-07-06 18:20:21 +02:00
robcaulk 4cac67fd66 Catch infrequent issue associated with grabbing first candle 2022-07-05 12:43:33 +02:00
robcaulk bd3a6ba2fe update backtesting to handle new output framework 2022-07-03 17:34:44 +02:00
robcaulk ffb39a5029 black formatting on freqai files 2022-07-03 10:59:38 +02:00
robcaulk 106131ff0f Rehaul organization of return values 2022-07-02 18:09:38 +02:00
robcaulk 93e1410ed9 first step toward cleaning output and enabling multimodel training per pair 2022-07-01 14:00:30 +02:00
robcaulk 6c7d02cb18 expose nu in the SVM outlier detection via svm_nu in config 2022-06-28 15:12:25 +02:00
robcaulk 7dfbd432d1 fix config saving bug, assign priorities to pairs in scanning, sleep the scanning loop to reduce CPU usage 2022-06-27 11:35:33 +02:00
robcaulk 68bafa9517 archive config to the model folder, filter out features before returning dataframe to strategy (to alleviate frequi issues)` 2022-06-26 23:03:48 +02:00
robcaulk b35c64b6c0 fix bug in backtest, typo in example strat 2022-06-19 16:41:09 +02:00
robcaulk 3599d18ff6 fix bug in follow_mode, thanks @blood4rc 2022-06-18 12:05:28 +02:00
robcaulk 6da7a98857 add docstrings to new functions, remove superceded code 2022-06-17 16:16:23 +02:00
robcaulk f631ae911b add model expiration feature, fix bug in DI return values 2022-06-17 14:55:40 +02:00