Commit Graph

81 Commits

Author SHA1 Message Date
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