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 |
|
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 |
|
robcaulk
|
0b0688a91e
|
ensure scanning purges models
|
2022-06-16 16:12:38 +02:00 |
|
robcaulk
|
c5de0c49e4
|
first functional scanning commit
|
2022-06-16 00:24:18 +02:00 |
|
robcaulk
|
4d472a0ea1
|
merging datarehaul into scanning branch
|
2022-06-16 00:22:49 +02:00 |
|
robcaulk
|
66800c7a45
|
ensure newest candles are always appended
|
2022-06-07 20:24:23 +02:00 |
|
robcaulk
|
15d049cffe
|
detect if upper tf candles are new or not, append if so. Correct the epoch for candle update check
|
2022-06-07 19:49:20 +02:00 |
|
robcaulk
|
4b26b6aaec
|
add lock to any historic data access
|
2022-06-07 00:54:18 +02:00 |
|
robcaulk
|
d6b8801f41
|
fix follower bug
|
2022-06-05 04:40:58 +02:00 |
|
robcaulk
|
16b4a5b71f
|
rehaul of backend data management - increasing performance by holding history in memory, reducing load on the ratelimit by only pinging exchange once per candle. Improve code readability.
|
2022-06-03 15:19:46 +02:00 |
|
robcaulk
|
ace951bf7e
|
another queue bug fix for fresh starts
|
2022-06-02 13:28:06 +02:00 |
|
robcaulk
|
833d25bda0
|
Save data after queue reorg
|
2022-06-01 08:05:38 +02:00 |
|
robcaulk
|
0b0dd8dd80
|
Force high priority pair to be trained before anything else.
|
2022-06-01 07:55:05 +02:00 |
|
robcaulk
|
7523ed825e
|
automatically detect maximum required data based on user fed indicators (to avoid NaNs in dataset for rolling indicators), add new config parameter for backtesting to let users increase their startup_candles to accommodate high timeframe indicators, add docs to explain all. Add new feature for automatic indicator duplication according to user defined intervals (exhibited in example strat and configs now).
|
2022-05-31 18:42:27 +02:00 |
|
robcaulk
|
9b3b08a2bb
|
let follower purge old model files
|
2022-05-31 15:37:38 +02:00 |
|
robcaulk
|
bac4ced382
|
Ensure follower predictions are persistent and uniquely stored
|
2022-05-31 14:35:04 +02:00 |
|
robcaulk
|
70adf55643
|
Automatically detect and change follower data_path to accommodate remote systems
|
2022-05-31 12:35:09 +02:00 |
|
robcaulk
|
0306f5ca13
|
Add autopurge feature so that FreqAI cleans up after itself when it no longer needs old models on disk
|
2022-05-31 11:58:21 +02:00 |
|
robcaulk
|
45f4f0f603
|
ensure follower sends back null arrays in case leader hasnt created a model file yet
|
2022-05-31 01:48:48 +02:00 |
|
robcaulk
|
606f18e5c1
|
Add follow_mode feature so that secondary bots can be launched with the same identifier and load models trained by the leader
|
2022-05-30 21:35:48 +02:00 |
|
robcaulk
|
5b4c649d43
|
detect variable sized dataframes coming from strat, adjust our stored/returned data accordingly
|
2022-05-30 13:55:46 +02:00 |
|
robcaulk
|
e229902381
|
fix bug in previous commit
|
2022-05-30 12:48:22 +02:00 |
|
robcaulk
|
a20651efd8
|
Increase performance by only predicting on most recent candle instead of full strat provided dataframe. Collect predictions and store them so that we can feed true predictions back to strategy (so that frequi isnt updating historic predictions based on newly trained models).
|
2022-05-30 11:37:05 +02:00 |
|
robcaulk
|
d59eac3321
|
revert a79032b
|
2022-05-29 21:33:38 +02:00 |
|
robcaulk
|
a79032bf75
|
fixing bug in training queue
|
2022-05-29 20:19:32 +02:00 |
|
robcaulk
|
3f72263278
|
allow pairs deeper in the queue to get trained if the higher priority pairs dont need training
|
2022-05-29 20:02:43 +02:00 |
|
robcaulk
|
cc6cae47ec
|
allow pairs deeper in the queue to get trained if the higher priority pairs dont need training
|
2022-05-29 19:49:43 +02:00 |
|
robcaulk
|
4eb4753e20
|
allow subdaily retraining for backtesting
|
2022-05-29 17:44:35 +02:00 |
|
robcaulk
|
ce365eb9e3
|
improve example strat so that it has dynamic buy and sell logic according to original prediction
|
2022-05-29 14:45:46 +02:00 |
|
robcaulk
|
4eb29c8810
|
Dont reset pair priority if it doesnt successfully train
|
2022-05-28 18:34:26 +02:00 |
|
robcaulk
|
83dd453723
|
catch errors occuring on background thread, and make sure to keep the ball rolling. Improve pair retraining queue.
|
2022-05-28 18:26:19 +02:00 |
|
robcaulk
|
e54614fa2f
|
remove remnants of single threaded version, ensure pair queue priority is checked before retraining
|
2022-05-28 14:55:07 +02:00 |
|
robcaulk
|
2a4d1e2d64
|
fix bug in setting new timerange for retraining
|
2022-05-28 12:23:26 +02:00 |
|
robcaulk
|
7870a86e9a
|
fix live retraining bug
|
2022-05-28 11:38:57 +02:00 |
|
robcaulk
|
0bf915054d
|
handle key check correctly
|
2022-05-28 11:22:32 +02:00 |
|
robcaulk
|
c5a16e91fb
|
throw user error if user tries to load models but feeds the wrong features (while using PCA)
|
2022-05-28 11:11:41 +02:00 |
|
robcaulk
|
6193205012
|
fix bug for target_mean/std array merging in backtesting
|
2022-05-26 21:07:50 +02:00 |
|
robcaulk
|
b79d4e8876
|
Allow user to go live and start from pretrained models (after a completed backtest) by simply reusing the identifier config parameter while dry/live.
|
2022-05-25 14:40:32 +02:00 |
|
robcaulk
|
7486d9d9e2
|
proper validation of freqai config parameters
|
2022-05-25 12:37:25 +02:00 |
|
robcaulk
|
7ff3258607
|
remove assertions, log error if user has not assigned freqai in config, fix stratify bug
|
2022-05-25 11:43:45 +02:00 |
|
robcaulk
|
35bed842cb
|
cleanup, add clarity to comments and docstrings
|
2022-05-25 11:31:03 +02:00 |
|
robcaulk
|
58b5abbaa6
|
improve multithreaded training queue system
|
2022-05-24 15:28:38 +02:00 |
|
robcaulk
|
255d35976e
|
add priority metadata to pairs to avoid a sync of train time + train period
|
2022-05-24 12:58:53 +02:00 |
|
robcaulk
|
059c285425
|
paying closer attention to managing live retraining on separate thread without affecting prediction of other coins on master thread
|
2022-05-24 12:01:01 +02:00 |
|
robcaulk
|
b0d2d13eb1
|
improve data persistence/mapping for live/dry. This accommodates quick reloads after crash and handles multi-pair cleanly
|
2022-05-23 21:05:05 +02:00 |
|
robcaulk
|
e1c068ca66
|
add config asserts, use .get method with default values for optional functionality, move data_cleaning_* to freqai_interface (away from user custom pred model) since it is controlled by config params.
|
2022-05-23 12:07:09 +02:00 |
|
robcaulk
|
ee3cdd0ffe
|
more cleanup
|
2022-05-23 09:55:58 +02:00 |
|
robcaulk
|
af0cc21af9
|
Enable hourly/minute retraining in live/dry. Suppress catboost folder output. Update config + constants + docs to reflect updates.
|
2022-05-23 00:06:26 +02:00 |
|
robcaulk
|
42d95af829
|
Aggregated commit. Adding support vector machine for outlier detection, improve user interface to dry/live, better standardization, fix various other bugs
|
2022-05-22 17:51:49 +02:00 |
|