* feature(lk): fix port conflict

* polish(lk): polish code style and format

* fix(lk): change to subprocess

* add trex algorithm for pong

* sort style

* add atari, ll,cp; fix device, collision; add_ppo

* add accuracy evaluation

* correct style

* add seed to make sure results are replicable

* remove useless part in cum return  of model part

* add mujoco onppo training pipeline; ppo config

* improve style

* add sac training config for mujoco

* add log, add save data; polish config

* logger; hyperparameter;walker

* correct style

* modify else condition

* change rnd to trex

* revise according to comments, add eposode collect

* new collect mode for trex, fix all bugs, commnets

* final change

* polish after the final comment

* add readme/test

* add test for serial entry of trex/gcl

* sort style

* change mujoco to cartpole for test for trex_onppo

* remove files generated by testing

* revise tests for entry

* sort style

* revise tests

* modify pytest

* fix(nyz): speed up ppg/ppo and marl algo unittest

* polish(nyz): speed up trex unittest and fix trex entry default config bug

* fix(nyz): fix same name bug

* fix(nyz): fix remove conflict bug(ci skip)
Co-authored-by: Nniuyazhe <niuyazhe@sensetime.com>

* add comments for r2d2

* sort style

* revise according to the comments

* fix style

* feature(nyz): add delay reward mujoco env

* test(nyz): add delay reward mujoco env test and fix bug

* Init base buffer and storage

* Use ratelimit as middleware

* Pass style check

* Keep the return original return value

* Add buffer.view

* Add replace flag on sample, rewrite middleware processing

* Test slicing

* Add buffer copy middleware

* Add update/delete api in buffer, rename middleware

* Implement update and delete api of buffer

* add naive use time count middleware in buffer

* Rename next to chain

* feature(nyz): add staleness check middleware and polish buffer

* feature(nyz): add naive priority experience replay

* Sample by indices

* Combine buffer and storage layers

* Support indices when deleting items from the queue

* Use dataclass to save buffered data, remove return_index and return_meta

* Add ignore_insufficient

* polish(nyz): add return index in push and copy same data in sample

* Drop useless import

* Fix sample with indices, ensure return size is equal to input size or indices size

* Make sure sampled data in buffer is different from each other

* Support sample by grouped meta key

* Support sample by rolling window

* Add import/export data in buffer

* Padding after sampling from buffer

* Polish use_time_check

* Use buffer as dataset

* Set collate_fn in buffer test

* feature(nyz): add deque buffer compatibility wrapper and demo

* polish(nyz): polish code style and add pong dqn new deque buffer demo

* feature(nyz): add use_time_count compatibility in wrapper

* feature(nyz): add priority replay buffer compatibility in wrapper

* Improve performance of buffer.update

* polish(nyz): add priority max limit and correct flake8

* Use __call__ to rewrite middleware

* Rewrite buffer index

* Fix buffer delete

* Skip first item

* Rewrite buffer delete

* Use caller

* Use caller in priority

* Add group sample
Co-authored-by: Nniuyazhe <niuyazhe@sensetime.com>

* add trex algorithm for pong

* sort style

* add atari, ll,cp; fix device, collision; add_ppo

* add accuracy evaluation

* correct style

* add seed to make sure results are replicable

* remove useless part in cum return  of model part

* add mujoco onppo training pipeline; ppo config

* improve style

* add sac training config for mujoco

* add log, add save data; polish config

* logger; hyperparameter;walker

* correct style

* modify else condition

* change rnd to trex

* revise according to comments, add eposode collect

* new collect mode for trex, fix all bugs, commnets

* final change

* polish after the final comment

* add readme/test

* add test for serial entry of trex/gcl

* sort style

* fix(wyh):masac

* feature(wyh):single agent discrete sac

* feature(wyh):single agent discrete sac td

* fix(wyh):fix pong bug

* fix(wyh):fix smac bug

* fix(wyh):masac_5m6m best config

* env(wyh):allow SMAC env return ippo/isac obs

* fix(wyh):masac polish

* fix(wyh):masac style

* fix(wyh):masac test

* feature(lk): add initial version of MP-PDQN

* fix(lk): fix expand function bug

* refactor(nyz): refactor mpdqn continuous args inputs module

* fix(nyz): fix pdqn scatter index generation

* fix(lk): fix pdqn scatter assignment bug

* feature(lk): polish mpdqn code and style format

* feature(lk): add mpdqn config and test file

* feature(lk): polish mpdqn code and style format

* fix(lk): fix import bug

* polish(lk): add test for mpdqn

* polish(lk): polish code style and format

* polish(lk): rm print debug info

* polish(lk): rm print debug info

* polish(lk): polish code style and format

* polish(lk): add MPDQN in readme.md
Co-authored-by: Nniuyazhe <niuyazhe@sensetime.com>

* added r2d2 + a2c configs

* changed convergence reward for some env

* removed configs that don't converge

* removed 'on_policy' param in 2rd2 configs

* update base env manager and test

* add test reset once

* update subprecess env manager and test

* format code

* update picking error

* add unpickle catch for sync

* fix reset waitingenv bug

* update base env manager and test

* add test reset once

* update subprecess env manager and test

* format code

* update picking error

* add unpickle catch for sync

* fix(pu): fix adam weight decay bug

* feature(pu): add pitfall offppo config

* feature(pu): add qbert spaceinvaders pitfall r2d3 config

* fix(pu): fix expert offfppo config in r2d3

* fix(pu): fix pong connfig

* polish(pu): add loss statistics

* fix(pu): fix loss statistics bug

* polish(pu): polish pong r2d3 config

* polish(pu): polish r2d3 pong and lunarlander config

* polish(pu): delete unused files

fix(crb): add renew for env manager; update retry and timeout logit for subprecess env manager (#127)

* update base env manager and test

* add test reset once

* update subprecess env manager and test

* format code

* update picking error

* add apple key to door treasure and polish

* add test, revise reward, build four envs

* add 7x7-1 ADTKT

* curisity_icm_v1

* modified version1

* modified v2

* one_hot function change

* add paper information

* format minigrid ppo curiosity

* flake8 ding checked

* 6th-Oct-gpu-modified

* reset configs in minigrid files

* minigird-env-doorkey88-100-300

* use modulelist instead of list in icm module

* change icm reward model

* delete origin curiosit_reward model and add icm_reward model

* modified icm reward model

* polish icm model by zt, (1) polish ding/reward_model/icm_reward_model.py and related __init__.py (2) add config files for pong:dizoo/atari/config/serial/pong/pong_ppo_offpolicy_icm.py and minigrid env: dizoo/minigrid/config/doorkey8_icm_config.py,fourroom_icm_config.py,minigrid_icm_config.py  (3) add element icm in README

* remove some useless config files in minigrid

* remove redundant part in ppo.py, add cartpole_ppo_icm_config.py, changed test_icm.py and Readme

* guided_cost

* max_e

* guided_cost

* fix(wyh):fix guided cost recompute bug

* fix(wyh):add model save

* feature(wyh):polish guided cost

* feature(wyh):on guided cost

* fix(wyh):gcl-modify

* fix(wyh):gcl sac config

* fix(wyh):gcl style

* fix(wyh):modify comments

* fix(wyh):masac_5m6m best config

* fix(wyh):sac bug

* fix(wyh):GCL readme

* fix(wyh):GCL readme conflicts

* test rnd

* fix mz config

* fix config

* fix config

* fix(pu): fix r2d2

* fix(pu): fix ppo-onpolicy-rnd adv bug

* fix(puyuan): fix r2d2

* feature(puyuan): add minigrid r2d2 config

* polish minigrid config

* dev-ppo-onpolicy-rnd

* fix(pu): fix rnd reward normalize bug

* feature(pu): add minigrid fourrooms and doorkey env info

* feature(pu): add serial_entry_onpolicy

* fix(pu): fix config params of onpolicy ppo

* feature(pu): add obs normalization

* polish(pu): polish rnd intrinsic reward normalization

* fix(pu): fix clear data bug

* test(pu): add off-policy ppo config

* polish(pu): polish minigrid onppo-rnd config

* polish(pu): polish rnd reward model and minigrid config for rnd_onppo

* polish(pu): polish minigrid rnd_onppo config

* feature(pu): add gym-minigrid

* fix(pu): fix ISerialEvaluator bug

* fix(pu): fix cuda device compatibility

* fix(pu): fix MiniGrid-ObstructedMaze-2Dlh-v0 env_id bug

* polish(pu): squash rnd intrinsic reward to [0,1] according to the batch min and max

* style(pu): yapf format

* polich(pu):polish pitfall offppo config

* polish(pu): polish rnd-onppo and onppo config

* polish(pu): polish config and weight last reward

* polish(pu):polish rnd-onppo config

* fix(pu)" fix mujoco onppo config

* fix(pu): fix continous version of  dict_data_split_traj_and_compute_adv

* polish(pu):polish config

* fix(pu): add key traj_flag in data to split traj correctly  when ignore_done is True in halfcheetah

* polish(pu): polish annatation

* polish(pu): withdraw files submitted wrongly

* polish(pu): withdraw files deleted wrongly

* polish(pu): polish onppo config

* fix(pu): fix remaining_traj_data recompute adv bug and polish rnd onppo code

* style(pu): yapf format

* polish(pu): polish gae_traj_flag function

* polish(pu): delete redundant function in onppo