178 Commits

Author	SHA1	Message	Date
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
Matthias	6669714a73	Update mal-formatted docstrings	2022-10-24 18:12:17 +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 ... https://github.com/catboost/catboost/issues/2195	2022-10-17 07:00:44 +02:00
Robert Caulk	62ca822597	Merge pull request #7569 from Silur/develop ... Add XGBoost random forest predictors to freqai	2022-10-15 16:09:26 +02:00
Emre	7f05b44376	Add eval set to CatboostClassifier	2022-10-13 23:01:09 +03:00
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	7bcb7d9a1a	Merge pull request #7554 from initrv/add-catboost-tensorboard ... Add tensorboard for catboost	2022-10-10 21:03:45 +02:00
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	8d7adfabe9	clean RL tests to avoid dir pollution and increase speed	2022-10-08 12:10:38 +02:00
initrv	86c781798a	Add сatboost train_dir for tensorboard	2022-10-06 19:59:35 +03:00
robcaulk	936ca24482	separate RL install from general FAI install, update docs	2022-10-05 15:58:54 +02:00
robcaulk	83343dc2f1	control number of threads, update doc	2022-09-29 00:10:18 +02:00
Timothy Pogue	099137adac	remove hasattr calls	2022-09-27 22:35:15 -06:00
Timothy Pogue	9e36b0d2ea	fix formatting	2022-09-27 22:02:33 -06:00
Timothy Pogue	caa47a2f47	close subproc env on shutdown	2022-09-28 03:06:05 +00:00
robcaulk	647200e8a7	isort	2022-09-23 19:30:56 +02:00
robcaulk	77c360b264	improve typing, improve docstrings, ensure global tests pass	2022-09-23 19:17:27 +02:00
robcaulk	ea8e34e192	Merge branch 'develop' into dev-merge-rl	2022-09-22 19:46:50 +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
Emre	330d7068ab	Merge branch 'develop' into add-xgboostclassifier	2022-09-10 23:59:11 +03:00
robcaulk	5a0cfee27e	allow user to multithread jobs (advanced users only)	2022-09-10 22:16:49 +02:00
Emre	60eb02bb62	Add XGBoostClassifier	2022-09-10 20:13:16 +03:00
robcaulk	10b6aebc5f	enable continual learning and evaluation sets on multioutput models.	2022-09-10 16:54:13 +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
robcaulk	4c9ac6b7c0	add kwargs, reduce duplicated code	2022-09-07 18:58:55 +02:00
robcaulk	97077ba18a	add continual learning to catboost and friends	2022-09-06 20:30:46 +02:00
robcaulk	240b529533	fix tensorboard path so that users can track all historical models	2022-08-31 16:50:39 +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	3199eb453b	reduce code for base use-case, ensure multiproc inherits custom env, add ability to limit ram use.	2022-08-25 19:05:51 +02:00
robcaulk	05ccebf9a1	automate eval freq in multiproc	2022-08-25 12:29:48 +02:00
robcaulk	94cfc8e63f	fix multiproc callback, add continual learning to multiproc, fix totalprofit bug in env, set eval_freq automatically, improve default reward	2022-08-25 11:46:18 +02:00
robcaulk	d1bee29b1e	improve default reward, fix bugs in environment	2022-08-24 18:32:40 +02:00
robcaulk	bd870e2331	fix monitor bug, set default values in case user doesnt set params	2022-08-24 16:32:14 +02:00
robcaulk	c0cee5df07	add continual retraining feature, handly mypy typing reqs, improve docstrings	2022-08-24 13:00:55 +02:00
robcaulk	b708134c1a	switch multiproc thread count to rl_config definition	2022-08-24 13:00:55 +02:00
robcaulk	b26ed7dea4	fix generic reward, add time duration to reward	2022-08-24 13:00:55 +02:00
robcaulk	29f0e01c4a	expose environment reward parameters to the user config	2022-08-24 13:00:55 +02:00
robcaulk	3eb897c2f8	reuse callback, allow user to acces all stable_baselines3 agents via config	2022-08-24 13:00:55 +02:00
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
robcaulk	4141d165ff	add BaseTensorFlowModel class	2022-07-12 19:10:09 +02:00