79 Commits

Author	SHA1	Message	Date
sonnhfit	4baa36bdcf	fix persist a single training environment for PPO	2022-08-24 13:00:55 +02:00
robcaulk	f95602f6bd	persist a single training environment.	2022-08-24 13:00:55 +02:00
robcaulk	5d4e5e69fe	reinforce training with state info, reinforce prediction with state info, restructure config to accommodate all parameters from any user imported model type. Set 5Act to default env on TDQN. Clean example config.	2022-08-24 13:00:55 +02:00
robcaulk	b90da46b1b	improve price df handling to enable backtesting	2022-08-24 13:00:55 +02:00
sonnhfit	0475b7cb18	remove unuse code and fix coding conventions	2022-08-24 13:00:55 +02:00
MukavaValkku	d60a166fbf	multiproc TDQN with xtra callbacks	2022-08-24 13:00:55 +02:00
robcaulk	dd382dd370	add monitor to eval env so that multiproc can save best_model	2022-08-24 13:00:55 +02:00
robcaulk	e5df39e891	ensuring best_model is placed in ram and saved to disk and loaded from disk	2022-08-24 13:00:55 +02:00
robcaulk	bf7ceba958	set cpu threads in config	2022-08-24 13:00:55 +02:00
MukavaValkku	57c488a6f1	learning_rate + multicpu changes	2022-08-24 13:00:55 +02:00
robcaulk	acf3484e88	add multiprocessing variant of ReinforcementLearningPPO	2022-08-24 13:00:55 +02:00
MukavaValkku	13cd18dc9a	PPO policy change + verbose=1	2022-08-24 13:00:55 +02:00
robcaulk	926023935f	make base 3ac and base 5ac environments. TDQN defaults to 3AC.	2022-08-24 13:00:55 +02:00
MukavaValkku	096533bcb9	3ac to 5ac	2022-08-24 13:00:55 +02:00
MukavaValkku	718c9d0440	action fix	2022-08-24 13:00:55 +02:00
robcaulk	9c78e6c26f	base PPO model only customizes reward for 3AC	2022-08-24 13:00:55 +02:00
robcaulk	6048f60f13	get TDQN working with 5 action environment	2022-08-24 13:00:55 +02:00
robcaulk	d4db5c3281	ensure TDQN class is properly named	2022-08-24 13:00:55 +02:00
robcaulk	91683e1dca	restructure RL so that user can customize environment	2022-08-24 13:00:55 +02:00
sonnhfit	ecd1f55abc	add rl module	2022-08-24 13:00:55 +02:00
MukavaValkku	9b895500b3	initial commit - new dev branch	2022-08-24 13:00:55 +02:00
MukavaValkku	cd3fe44424	callback function and TDQN model added	2022-08-24 13:00:55 +02:00
MukavaValkku	01232e9a1f	callback function and TDQN model added	2022-08-24 13:00:55 +02:00
MukavaValkku	8eeaab2746	add reward function	2022-08-24 13:00:55 +02:00
MukavaValkku	ec813434f5	ReinforcementLearningModel	2022-08-24 13:00:55 +02:00
MukavaValkku	2f4d73eb06	Revert "ReinforcementLearningModel" ... This reverts commit 4d8dfe1ff1daa47276eda77118ddf39c13512a85.	2022-08-24 13:00:55 +02:00
MukavaValkku	c1e7db3130	ReinforcementLearningModel	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	4c0fda400f	fix input shape warning for LGBMClassifier, add sample_weights/eval_weights	2022-08-16 11:41:53 +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	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	eb8bde37c1	Add lightgbm classifier, add classifier check test, fix classifier bug.	2022-08-06 17:51:21 +02:00
Robert Caulk	07763d0d4f	add classifier, improve model naming scheme	2022-08-06 08:33:55 +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	59624181bd	isort BaseRegressionModel imports	2022-07-29 08:23:44 +02:00
robcaulk	c84d54b35e	Fix typing issue, avoid using .get() when unnecessary, convert to fstrings	2022-07-29 08:12:50 +02:00
robcaulk	324e54c015	fix possible memory leak associated with Catboost Pool object	2022-07-26 17:29:29 +02:00
robcaulk	3f149c4067	fix return type in BaseTensorFlowModel	2022-07-26 16:01:54 +02:00
robcaulk	e213d0ad55	isolate data_drawer functions from data_kitchen, accommodate tests, add new test	2022-07-26 10:24:14 +02:00
robcaulk	56b17e6f3c	allow user to pass test_size = 0 and avoid using eval sets in prediction models	2022-07-25 19:40:13 +02:00
Robert Caulk	7b105532d1	fix mypy error and add test for principal component analysis	2022-07-25 11:46:59 +02:00
Matthias	520ee3f7a1	Convert freqAI into packages	2022-07-24 17:07:45 +02:00
Matthias	1885deb632	More docstring changes	2022-07-24 16:54:39 +02:00
Robert Caulk	88e10f7306	add exception for not passing timerange. Remove hard coded arguments for CatboostPredictionModels. Update docs	2022-07-24 09:01:23 +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	98c8a447b2	add LightGBMPredictionMultiModel	2022-07-22 12:40:51 +02:00
lolong	9c051958a6	Feat/freqai (#7105) ... Vectorize weight setting, log training dates Co-authored-by: robcaulk <rob.caulk@gmail.com>	2022-07-19 17:49:18 +02:00
lolong	ed0f8b1189	Improve FreqAI documentation (#7072) ... Improve doc + some other small fixes Co-authored-by: robcaulk <rob.caulk@gmail.com>	2022-07-18 11:57:52 +02:00