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343 Commits

Author SHA1 Message Date
Wagner Costa Santos
8ee95db927 refactoring backtesting_fit_live_predictions function 2022-11-09 09:51:42 -03:00
Wagner Costa Santos
3e57c18ac6 add fix_live_predictions function to backtesting 2022-11-08 18:20:39 -03:00
Wagner Costa Santos
9c5ba0732a save predictions with date and merge by date 2022-11-08 10:32:18 -03:00
Matthias
884014a4b9 Fix some minor typos 2022-11-07 18:35:28 +00:00
Wagner Costa Santos
6559384286 Merge branch 'develop' into backtest_live_models 2022-11-07 15:14:10 -03:00
robcaulk
53df607067 avoid duplicating features with okx/gateio, ensure inference timer gets logged 2022-11-05 15:42:19 +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
robcaulk
90c5bfb4b5 add default conv_width 2022-11-03 21:35:12 +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
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
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
robcaulk
d1a0874683 merge develop into feat/freqai-rl-dev 2022-10-30 10:13:03 +01:00
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
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
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
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
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
Wagner Costa Santos
93fe2b6446 Merge branch 'develop' into backtest_live_models 2022-10-13 11:22:58 -03:00
robcaulk
5b5bb8aab5 catboost tensorboard bugfix 2022-10-11 19:05:46 +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
Matthias
eaae9c9e03 Update docstring format 2022-10-10 12:19:29 +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
Matthias
d42fb15608 Improve generic exception handler 2022-10-07 16:05:41 +02:00
robcaulk
9c73411ac2 Merge remote-tracking branch 'origin/develop' into dev-merge-rl 2022-10-05 15:21:45 +02:00
robcaulk
b70f18f4c3 add close price and date to historic_predictions 2022-10-02 18:33:39 +02:00
robcaulk
048cb95bd6 Merge remote-tracking branch 'origin/develop' into dev-merge-rl 2022-10-01 17:48:47 +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
Emre
cdc01a0781
Fix feature list match for pca 2022-09-30 15:22:05 -07:00
Robert Caulk
7ef56e3029
Ensure at least 1 thread is available 2022-09-29 14:01:22 +02:00
Wagner Costa Santos
6845a5c6ea backtest_live_models - refactoring after PR review 2022-09-29 01:48:38 -03:00
robcaulk
83343dc2f1 control number of threads, update doc 2022-09-29 00:10:18 +02:00
Timothy Pogue
caa47a2f47 close subproc env on shutdown 2022-09-28 03:06:05 +00:00
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
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
3ee7eb63f7 starting backtest live models 2022-09-24 12:28:52 -03:00
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
ea8e34e192 Merge branch 'develop' into dev-merge-rl 2022-09-22 19:46:50 +02:00
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
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
robcaulk
7b1d409c98 fix mypy/flake8 2022-09-17 17:51:06 +02:00
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
81417cb795 Merge branch 'develop' into dev-merge-rl 2022-09-14 22:49:11 +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
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
robcaulk
69b3fcfd32 Merge branch 'develop' into dev-merge-rl 2022-09-04 11:23:25 +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
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
f9a49744e6 add strategy to the freqai object 2022-08-24 13:00:55 +02:00
robcaulk
05ed1b544f Working base for reinforcement learning model 2022-08-24 13:00:40 +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