robcaulk
c2936d551b
improve doc, update test strats, change function names
2022-12-28 13:25:40 +01:00
Emre
7727f31507
Add 3 Action RL env
2022-12-16 22:18:49 +03:00
Emre
dde363343c
Add can_short param to base env
2022-12-16 22:16:19 +03:00
initrv
36948e2a74
fix base4 env done condition
2022-12-16 14:14:05 +03:00
robcaulk
581a5296cc
fix docstrings to reflect new env_info changes
2022-12-15 16:50:08 +01:00
robcaulk
7b4abd5ef5
use a dictionary to make code more readable
2022-12-15 12:25:33 +01:00
Emre
3af2251ce8
Fix add_state_info backtesting bug
2022-12-14 22:03:23 +03:00
Emre
2018da0767
Add env_info dict to base environment
2022-12-14 22:03:05 +03:00
robcaulk
2285ca7d2a
add dp to multiproc
2022-12-14 18:22:20 +01:00
initrv
f9b7d35900
add increment param for tensorboard_log
2022-12-12 14:14:23 +03:00
robcaulk
0f6b98b69a
merge develop into tensorboard cleanup
2022-12-11 15:38:32 +01:00
robcaulk
0fd8e214e4
add documentation for tensorboard_log, change how users interact with tensorboard_log
2022-12-11 15:31:29 +01:00
initrv
cb8fc3c8c7
custom info to tensorboard_metrics
2022-12-11 15:37:45 +03:00
robcaulk
7b3406914c
flip add_state_info
2022-12-07 19:49:39 +01:00
robcaulk
9b4364ddc3
ensure that add_state_info is deactivated during backtesting
2022-12-07 19:49:14 +01:00
initrv
58604c747e
cleanup tensorboard callback
2022-12-07 14:37:55 +03:00
robcaulk
62c69bf2b5
fix custom_info
2022-12-05 20:22:54 +01:00
robcaulk
d8565261e1
ignore initializer type
2022-12-04 14:10:33 +01:00
robcaulk
24766928ba
reorganize/generalize tensorboard callback
2022-12-04 13:54:30 +01:00
smarmau
b2edc58089
fix flake8
2022-12-03 22:31:02 +11:00
smarmau
469aa0d43f
add state/action info to callbacks
2022-12-03 21:16:46 +11:00
Matthias
4dc591a170
Merge pull request #7834 from freqtrade/fix-data-drawer-model-load
...
Fix sb3_contrib loading issue
2022-12-02 06:29:23 +01:00
robcaulk
2b3e166dc2
fix fees RL
2022-12-01 10:10:28 +01:00
Emre
4a9982f86b
Fix sb3_contrib loading issue
2022-12-01 10:08:42 +03:00
robcaulk
e7f72d52b8
bring back market side setting in get_state_info
2022-11-30 12:36:26 +01:00
Matthias
c3daddc629
Merge pull request #7809 from richardjozsa/develop
...
Improve the RL learning process
2022-11-29 06:28:36 +01:00
Emre
9cbfa12011
Directly set model_type in base RL model
2022-11-28 16:02:17 +03:00
robcaulk
56518def42
isort
2022-11-27 21:06:01 +01:00
robcaulk
7fd6bc526e
add randomize_starting_position to the rl_config
2022-11-27 21:03:13 +01:00
richardjozsa
64d4a52a56
Improve the RL learning process
...
Improve the RL learning process by selecting random start point for the agent, it can help to block the agent to only learn on the selected period of time, while improving the quality of the model.
2022-11-27 20:43:50 +01:00
stm
51d21b413d
Fix 4ac update_total_profit
...
_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
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
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
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
6394ef4558
fix docstrings
2022-11-13 17:43:52 +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
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
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
8d7adfabe9
clean RL tests to avoid dir pollution and increase speed
2022-10-08 12:10:38 +02:00
robcaulk
488739424d
fix reward inconsistency in template
2022-10-05 20:55:50 +02:00
robcaulk
cf882fa84e
fix tests
2022-10-01 20:26:41 +02:00
Robert Caulk
555cc42630
Ensure 1 thread is available (for testing purposes)
2022-09-29 14:00:09 +02:00
Robert Caulk
dcf6ebe273
Update BaseReinforcementLearningModel.py
2022-09-29 00:37:03 +02:00
robcaulk
83343dc2f1
control number of threads, update doc
2022-09-29 00:10:18 +02:00
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
Robert Caulk
f5cd8f62c6
Remove unused code from BaseEnv
2022-09-23 10:24:39 +02:00
robcaulk
7295ba0fb2
add test for Base4ActionEnv
2022-09-22 23:42:33 +02:00
robcaulk
eeebb78a5c
skip darwin in RL tests, remove example scripts, improve doc
2022-09-22 21:16:21 +02:00
robcaulk
7b1d409c98
fix mypy/flake8
2022-09-17 17:51:06 +02:00
robcaulk
3b97b3d5c8
fix mypy error for strategy
2022-09-15 00:56:51 +02:00
robcaulk
8aac644009
add tests. add guardrails.
2022-09-15 00:46:35 +02:00
robcaulk
48140bff91
fix bug in 4ActRLEnv
2022-09-14 22:53:53 +02:00
robcaulk
27dce20b29
fix bug in Base4ActionRLEnv, improve example strats
2022-09-04 11:21:54 +02:00
Richard Jozsa
2493e0c8a5
Unnecessary lines in Base4, and changes for box space, to fit better for our needs ( #7324 )
2022-08-31 16:37:02 +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
baa4f8e3d0
remove Base3ActionEnv in favor of Base4Action
2022-08-26 11:04:25 +02:00
richardjozsa
d31926efdf
Added Base4Action
2022-08-26 11:04:25 +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
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
a61821e1c6
remove monitor log
2022-08-24 16:33:13 +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
b26ed7dea4
fix generic reward, add time duration to reward
2022-08-24 13:00:55 +02:00
robcaulk
280a1dc3f8
add live rate, add trade duration
2022-08-24 13:00:55 +02:00
robcaulk
f9a49744e6
add strategy to the freqai object
2022-08-24 13:00:55 +02:00
richardjozsa
a2a4bc05db
Fix the state profit calculation logic
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
d88a0dbf82
add sb3_contrib models to the available agents. include sb3_contrib in requirements.
2022-08-24 13:00:55 +02:00
robcaulk
8b3a8234ac
fix env bug, allow example strat to short
2022-08-24 13:00:55 +02:00
mrzdev
8cd4daad0a
Feat/freqai rl dev ( #7 )
...
* access trades through get_trades_proxy method to allow backtesting
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
robcaulk
4b9499e321
improve nomenclature and fix short exit bug
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
sonnhfit
7962a1439b
remove keep low profit
2022-08-24 13:00:55 +02:00
sonnhfit
81b5aa66e8
make env keep current position when low profit
2022-08-24 13:00:55 +02:00
sonnhfit
45218faeb0
fix coding convention
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
MukavaValkku
2080ff86ed
5ac base fixes in logic
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
robcaulk
bf7ceba958
set cpu threads in config
2022-08-24 13:00:55 +02:00
robcaulk
acf3484e88
add multiprocessing variant of ReinforcementLearningPPO
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
robcaulk
91683e1dca
restructure RL so that user can customize environment
2022-08-24 13:00:55 +02:00