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826 Commits

Author SHA1 Message Date
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
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
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
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
Robert Caulk
ce8fbbf743 ensure loading historical df matches frequi indices 2022-08-06 07:25:59 +02:00
robcaulk
60d782e5c5 remove unnecessary function 2022-08-05 21:31:32 +02:00
robcaulk
a42a060ab5 fix DB once and for all. Make DBSCAN more efficient and robust. 2022-08-05 21:29:03 +02:00
Robert Caulk
a3799c4d5d start frequi with historical data if available 2022-08-05 18:27:47 +02:00