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 )
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* 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
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
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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
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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
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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
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
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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
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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
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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
