Matthias
f4025ee5de
Merge pull request #7289 from freqtrade/feat/freqai-rl-dev
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Add reinforcement learning module to FreqAI
2022-11-27 17:15:21 +01:00
stm
51d21b413d
Fix 4ac update_total_profit
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_update_total_profit() must be executed before "self._position = Positions.Neutral" because _update_total_profit() calls get_unrealized_profit(), which returns 0 if position is neutral and total_profit is not updated
2022-11-26 23:35:20 +03:00
robcaulk
dba30393fb
ensure extra_returns_per_train are set properly on first hist_preds build
2022-11-26 18:04:47 +01:00
robcaulk
be890b52fd
remove np import
2022-11-26 13:44:58 +01:00
robcaulk
aaaa5a5f64
add documentation for net_arch, other small changes
2022-11-26 13:44:58 +01:00
Matthias
7ebc8ee169
Fix missing Optional typehint
2022-11-26 13:32:18 +01:00
Matthias
bdfedb5fcb
Improve typehints / reduce warnings from mypy
2022-11-26 13:03:07 +01:00
robcaulk
81fd2e588f
ensure typing, remove unsued code
2022-11-26 12:11:59 +01:00
robcaulk
8dbfd2cacf
improve docstring clarity about how to inherit from ReinforcementLearner, demonstrate inherittance with ReinforcementLearner_multiproc
2022-11-26 11:51:08 +01:00
robcaulk
2e82e6784a
move data_provider cleanup to shutdown()
2022-11-24 19:07:38 +01:00
robcaulk
73c458d47b
use importlib instead of __import___
2022-11-24 19:04:35 +01:00
robcaulk
3a07749fcc
fix docstring
2022-11-24 18:46:54 +01:00
robcaulk
44b042ba51
remove unused function
2022-11-24 17:53:26 +01:00
Matthias
8f1a8c752b
Add freqairl docker build process
2022-11-24 07:00:12 +01:00
Wagner Costa
d09157efb8
update code to use one prediction file / pair
2022-11-22 15:15:42 -03:00
Wagner Costa
c01f25ddc9
update code to freqai_backtest_live_models only from historic predictions
2022-11-22 13:09:09 -03:00
Wagner Costa Santos
fdc82af883
fix tests - update code to backtest with historic_predictions
2022-11-19 22:27:58 -03:00
Wagner Costa Santos
80d070e9ee
update code to use historic_predictions for freqai_backtest_live_models
2022-11-19 14:15:58 -03:00
robcaulk
387c905a86
merge develop into RL
2022-11-17 21:59:07 +01:00
robcaulk
60fcd8dce2
fix skipped mac test, fix RL bug in add_state_info, fix use of __import__, revise doc
2022-11-17 21:50:02 +01:00
robcaulk
91df79ff44
merge dev into backtest-live-predictions
2022-11-17 21:20:47 +01:00
Robert Caulk
cd6f87be17
Merge pull request #7728 from freqtrade/improve_timerange
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Simplify timerange handling
2022-11-17 19:57:48 +01:00
Wagner Costa Santos
3903b04d3f
save_live_data_backtest - added docs and tests
2022-11-17 15:20:07 -03:00
Wagner Costa Santos
99bff9cbfa
backtesting_from_live_saved_files - code refactoring
2022-11-17 10:30:51 -03:00
Wagner Costa Santos
913749c81b
backtesting_from_live_saved_files - code refactoring
2022-11-17 10:30:16 -03:00
Wagner Costa Santos
b01e4e3dbf
change default value - save_live_data_backtest as false
2022-11-17 10:14:30 -03:00
Wagner Costa Santos
1a19d90e2e
Merge branch 'develop' into backtest_fitlivepredictions
2022-11-17 10:13:11 -03:00
robcaulk
bf4d5b432a
ensure model_type is defined
2022-11-13 18:50:25 +01:00
robcaulk
6394ef4558
fix docstrings
2022-11-13 17:43:52 +01:00
robcaulk
96fafb7f56
remove limit_ram_use
2022-11-13 17:14:47 +01:00
robcaulk
b421521be3
help default ReinforcementLearner users by assigning the model_type automatically
2022-11-13 17:12:17 +01:00
robcaulk
90f168d1ff
remove more user references. cleanup dataprovider
2022-11-13 17:06:06 +01:00
robcaulk
388ca21200
update docs, fix bug in environment
2022-11-13 16:56:31 +01:00
robcaulk
af9e400562
add test coverage, fix bug in base environment. Ensure proper fee is used.
2022-11-13 15:31:37 +01:00
Matthias
942840da2d
Improve setting wording to keep future possibilities open
2022-11-13 15:22:44 +01:00
robcaulk
81f800a79b
switch to using FT calc_profi_pct, reverse entry/exit fees
2022-11-13 13:41:17 +01:00
robcaulk
e71a8b8ac1
add ability to integrate state info or not, and prevent state info integration during backtesting
2022-11-12 18:46:48 +01:00
Wagner Costa Santos
27fa9f1f4e
backtest saved dataframe from live
2022-11-12 14:37:23 -03:00
Wagner Costa Santos
f9c6c538be
Merge branch 'develop' into backtest_fitlivepredictions
2022-11-12 09:37:45 -03:00
robcaulk
9c6b97c678
ensure normalization acceleration methods are employed in RL
2022-11-12 12:01:59 +01:00
robcaulk
6746868ea7
store dataprovider to self instead of strategy
2022-11-12 11:33:03 +01:00
robcaulk
7a4bb040a5
merge develop into feat/freqai-rl-dev
2022-11-12 10:54:34 +01:00
robcaulk
214c622475
move dataframe converter to converter.py
2022-11-12 10:38:25 +01:00
robcaulk
9617d8143d
Merge remote-tracking branch 'origin/develop' into add-single-precision-freqai
2022-11-12 10:21:38 +01:00
Matthias
e6172a68d7
Merge pull request #7730 from freqtrade/fix-metric-tracker
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fix loading of metric tracker from disk
2022-11-11 20:01:26 +01:00
Robert Caulk
833578716c
Merge pull request #7644 from markdregan/multi-target-classifier
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Support for multi target multi-class classification (FreqaiMultiOutputRegressor for Classification)
2022-11-11 18:48:38 +01:00
robcaulk
790ff2a84b
merge develop into add-single-prec
2022-11-11 18:08:51 +01:00
robcaulk
e46a57bbd0
move mem logs to debug
2022-11-11 18:05:32 +01:00
robcaulk
66514e84e4
add LightGBMClassifierMultiTarget. add test
2022-11-11 17:45:53 +01:00
robcaulk
054133955b
fix loading of metric tracker from disk
2022-11-11 17:24:09 +01:00
Matthias
0f9c5f8d41
Simplify timerange handling
2022-11-10 18:28:18 +01:00
Matthias
57313dd961
Update some usages of timerange to new, simplified method
2022-11-10 18:11:39 +01:00
Wagner Costa Santos
4f0f3e5b64
removed unnecessary code
2022-11-09 10:07:24 -03:00
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
8d9988a942
enforce date column in backtesting freqai predictions files
2022-11-08 11:06:23 -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
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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
