Commit Graph

111 Commits

Author SHA1 Message Date
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