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
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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 )
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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
Emre
a4eaff4da6
Add training elapsed time
2022-09-23 01:18:34 -07:00
th0rntwig
71e6c54ea4
Normalise distances before Weibull fit ( #7432 )
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* 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
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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
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
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
initrv
37dd22c89e
Fixed a bug that prevents clearing old models
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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
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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
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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
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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
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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
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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
Robert Caulk
8545d74378
Merge pull request #7331 from th0rntwig/pca
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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
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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
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
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
th0rntwig
5ce1c69803
Improve DBSCAN epsilon identification ( #7269 )
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* 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
