From 29feb5d949534cb57dc117830874c414c9ad26bf Mon Sep 17 00:00:00 2001 From: Bolun <36321182+BolunDai0216@users.noreply.github.com> Date: Mon, 27 Mar 2023 19:23:55 -0400 Subject: [PATCH 1/9] updated version number to 2.2.1 --- minigrid/__init__.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/minigrid/__init__.py b/minigrid/__init__.py index 22370084d..98f5ac6e7 100644 --- a/minigrid/__init__.py +++ b/minigrid/__init__.py @@ -6,7 +6,7 @@ from minigrid.core import roomgrid from minigrid.core.world_object import Wall -__version__ = "2.2.0" +__version__ = "2.2.1" try: From adde8b41e362b2f62e4f2c338e0425c9cf3880f6 Mon Sep 17 00:00:00 2001 From: Bolun <36321182+BolunDai0216@users.noreply.github.com> Date: Fri, 14 Apr 2023 07:42:57 -0400 Subject: [PATCH 2/9] created environment tutorial --- .gitignore | 2 ++ docs/content/create_env_tutorial.md | 10 ++++++++++ docs/index.md | 1 + 3 files changed, 13 insertions(+) create mode 100644 docs/content/create_env_tutorial.md diff --git a/.gitignore b/.gitignore index d082ec318..7a666dc9f 100644 --- a/.gitignore +++ b/.gitignore @@ -15,6 +15,8 @@ _site __pycache__ .vscode/ docs/_build/ +docs/build/ +_build/ /docs/environments/**/*.md /docs/environments/**/*.html !/docs/environments/**/index.md diff --git a/docs/content/create_env_tutorial.md b/docs/content/create_env_tutorial.md new file mode 100644 index 000000000..09f39ad3e --- /dev/null +++ b/docs/content/create_env_tutorial.md @@ -0,0 +1,10 @@ +--- +layout: "contents" +title: Tutorial on Creating Environments +firstpage: +--- + +# Tutorial on Creating Environments + + + diff --git a/docs/index.md b/docs/index.md index e6d9223fe..1f18e8f19 100644 --- a/docs/index.md +++ b/docs/index.md @@ -39,6 +39,7 @@ env.close() content/basic_usage content/publications +context/create_env_tutorial ``` ```{toctree} From b2606bb06478b2a5b84a2612a91b232c90b33d0f Mon Sep 17 00:00:00 2001 From: Bolun <36321182+BolunDai0216@users.noreply.github.com> Date: Fri, 14 Apr 2023 08:44:13 -0400 Subject: [PATCH 3/9] updated environment tutorial --- docs/content/create_env_tutorial.md | 225 ++++++++++++++++++++++++++ figures/tutorial_imgs/first_step.png | Bin 0 -> 420419 bytes figures/tutorial_imgs/fourth_step.png | Bin 0 -> 441007 bytes figures/tutorial_imgs/second_step.png | Bin 0 -> 433351 bytes figures/tutorial_imgs/third_step.png | Bin 0 -> 437914 bytes 5 files changed, 225 insertions(+) create mode 100644 figures/tutorial_imgs/first_step.png create mode 100644 figures/tutorial_imgs/fourth_step.png create mode 100644 figures/tutorial_imgs/second_step.png create mode 100644 figures/tutorial_imgs/third_step.png diff --git a/docs/content/create_env_tutorial.md b/docs/content/create_env_tutorial.md index 09f39ad3e..82bddb7ae 100644 --- a/docs/content/create_env_tutorial.md +++ b/docs/content/create_env_tutorial.md @@ -6,5 +6,230 @@ firstpage: # Tutorial on Creating Environments +In this tutorial, we will go through the process of creating a new environment. +## Boilerplate Code +```python +class SimpleEnv(MiniGridEnv): + def __init__( + self, + size=8, + agent_start_pos=(1, 1), + agent_start_dir=0, + max_steps: int | None = None, + **kwargs, + ): + self.agent_start_pos = agent_start_pos + self.agent_start_dir = agent_start_dir + + mission_space = MissionSpace(mission_func=self._gen_mission) + + super().__init__( + mission_space=mission_space, + grid_size=size, + max_steps=256, + **kwargs, + ) + + @staticmethod + def _gen_mission(): + return "grand mission" +``` + +First, we need to create a class the inherits from `MiniGridEnv`, we call our class `SimpleEnv`. Then, we define a mission space, the recommended way to do it is to define a static function + +```python +@staticmethod +def _gen_mission(): + return "grand mission" +``` + +that only returns a string which corresponds to the mission. We then pass this function as an argument + +```python +mission_space = MissionSpace(mission_func=self._gen_mission) +``` + +Then, in the `__init__` function, we pass the required arguments to the parent class. In this case we are passing the `mission_space`, `grid_size` and `max_steps`. We also create `self.agent_start_pos` and `self.agent_start_dir` so that member functions can have access to these two values. + +## Generate the grid-world + +To create your own grid-world environment we override the function `_gen_grid`. We can see from the `MiniGridEnv` class + +```python +# MiniGridEnv._gen_grid +@abstractmethod +def _gen_grid(self, width, height): + pass +``` + +`_gen_grid` takes in two inputs `width` and `height`, which are used to specify the size of the environment. + +### Create World + +To create the environment, we first an empty grid using + +```python +self.grid = Grid(width, height) +``` + +Then, we create the walls that surrounds the grid + +```python +self.grid.wall_rect(0, 0, width, height) +``` +Finally, we place the agent in the environment + +```python +if self.agent_start_pos is not None: + self.agent_pos = self.agent_start_pos + self.agent_dir = self.agent_start_dir +else: + self.place_agent() +``` + +these lines of code is saying if we specified the agent starting position and direction the environment will follow what we specified, otherwise, it will randomly place the agent within the environment. If we render the environment right now, it would look like this: + +```{figure} ../../figures/tutorial_imgs/first_step.png +:alt: env after first step +:width: 200px +``` + +### Place Goal + +To place a goal in the environment, we use the function + +```python +self.put_obj(Goal(), width - 2, height - 2) +``` + +which places the goal in the bottom right corner. Now the environment should look like this: + +```{figure} ../../figures/tutorial_imgs/second_step.png +:alt: env after second step +:width: 200px +``` + +### Create Seperating Walls + +To create a wall that seperates the environment into two rooms, we use the command + +```python +for i in range(0, height): + self.grid.set(5, i, Wall()) +``` + +this goes over the grids with coordinates `(5, 0)`, `(5, 1)` ... `(5, height)` and make them walls. The result would look like: + +```{figure} ../../figures/tutorial_imgs/third_step.png +:alt: env after third step +:width: 200px +``` + +### Add Keys and Doors + +To add keys and doors, we would first need to import + +```python +from minigrid.core.constants import COLOR_NAMES +from minigrid.core.world_object import Door, Key +``` + +Then, we can simply place the door and key using the command + + +```python +self.grid.set(5, 6, Door(COLOR_NAMES[0], is_locked=True)) +self.grid.set(3, 6, Key(COLOR_NAMES[0])) +``` + +Now the environment looks like: + +```{figure} ../../figures/tutorial_imgs/fourth_step.png +:alt: env after fourth step +:width: 200px +``` + +Even for creating more complicated environments, this is all you need know. + +## Source Code + +The source code of this tutorial is + +```python +from __future__ import annotations + +from minigrid.core.constants import COLOR_NAMES +from minigrid.core.grid import Grid +from minigrid.core.mission import MissionSpace +from minigrid.core.world_object import Door, Goal, Key, Wall +from minigrid.manual_control import ManualControl +from minigrid.minigrid_env import MiniGridEnv + + +class SimpleEnv(MiniGridEnv): + def __init__( + self, + size=10, + agent_start_pos=(1, 1), + agent_start_dir=0, + max_steps: int | None = None, + **kwargs, + ): + self.agent_start_pos = agent_start_pos + self.agent_start_dir = agent_start_dir + + mission_space = MissionSpace(mission_func=self._gen_mission) + + if max_steps is None: + max_steps = 4 * size**2 + + super().__init__( + mission_space=mission_space, + grid_size=size, + # Set this to True for maximum speed + see_through_walls=True, + max_steps=max_steps, + **kwargs, + ) + + @staticmethod + def _gen_mission(): + return "grand mission" + + def _gen_grid(self, width, height): + # Create an empty grid + self.grid = Grid(width, height) + + # Generate the surrounding walls + self.grid.wall_rect(0, 0, width, height) + + for i in range(0, height): + self.grid.set(5, i, Wall()) + + self.grid.set(5, 6, Door(COLOR_NAMES[0], is_locked=True)) + self.grid.set(3, 6, Key(COLOR_NAMES[0])) + + # Place a goal square in the bottom-right corner + self.put_obj(Goal(), width - 2, height - 2) + + # Place the agent + if self.agent_start_pos is not None: + self.agent_pos = self.agent_start_pos + self.agent_dir = self.agent_start_dir + else: + self.place_agent() + + self.mission = "grand mission" + + +def main(): + env = SimpleEnv(render_mode="human") + manual_control = ManualControl(env, seed=42) + manual_control.start() + + +if __name__ == "__main__": + main() +``` \ No newline at end of file diff --git a/figures/tutorial_imgs/first_step.png b/figures/tutorial_imgs/first_step.png new file mode 100644 index 0000000000000000000000000000000000000000..351096a94aeb1df280e6588ca8a79f8f0f763096 GIT binary patch literal 420419 zcmeFXc|26_`#(-Zi)crdA(a+Ugsh_|TBInurmV>_*>@*Nl093pOd-k|LWCj9*hgV( ziEP7+eGD^W=A7@DUa$A(^M3q(zkh%KeaB;*Gv}Q9oO9pzbv>`=^}Ozg+qZQ0>^icG 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zqTP)s@%`<1E5-R{m#cA%O$uxZ#`Wty#Eh@$&NRL353?l|LNn6LXsxko?4+6={#9|ZLsD<#?c*x!l8d-fJ&PP^y_np^84i>TGj5m$!otg%6!GCRF67+nK{{Z!^&vv%I zyLC!%pcU~3u2;=BCGcr0w#_TFR_+_)?}JSZv)d~_WMPUm<{p=}o3%{;Z*{9MZp~V` zEM;Tb(o)>w*Z2u7t|58~ka(tgm+cl#{UmgzE#`FDy3D(r~JoRGnTklnvJv>X8w z((TICyNb?rRPGBqM(aCmJ@aDD0PU&K?}bLWMfoAKj<%yA!skPYV#&`bsEQkk;l{Wx za4i~uC}r0s>rS@oVK;Fj=2gjHlBDol1{v$}J%fS<^kcF72>m(}%e1g>aD54-qyN2s zp=!V}$=p)er{Q3L!dB8;-G{2&SF`+cNu;cW!3=q|X@mIbVsChFHre)C9`)z^#l*AQ zKsJUIs}bu&=l^8Jzf4e|L=K#EHh<`Vt%SNG4exb;>13}?OaPxs0?mIt{mXtw8f#_yx#ssos>P!;(Ry>evG*W@BPF()dlv3 zwe-@+PpgyELU*IPac$`A70yvDv`8+4xJ16QN+lwfn&)jLPx_DbUaUX%|NroR{()56 dULQj?B;xCi-X!?@ZvcN*Cv1+tJ$B{Ze*lhEDX#zk literal 0 HcmV?d00001 From 37f2333dfe00ce2ba536a00f199ee061ff58ef8d Mon Sep 17 00:00:00 2001 From: Bolun <36321182+BolunDai0216@users.noreply.github.com> Date: Fri, 14 Apr 2023 08:48:01 -0400 Subject: [PATCH 4/9] updated environment tutorial --- docs/content/create_env_tutorial.md | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/docs/content/create_env_tutorial.md b/docs/content/create_env_tutorial.md index 82bddb7ae..8865af6c8 100644 --- a/docs/content/create_env_tutorial.md +++ b/docs/content/create_env_tutorial.md @@ -205,9 +205,11 @@ class SimpleEnv(MiniGridEnv): # Generate the surrounding walls self.grid.wall_rect(0, 0, width, height) + # Generate verical seperation wall for i in range(0, height): self.grid.set(5, i, Wall()) + # Place the door and key self.grid.set(5, 6, Door(COLOR_NAMES[0], is_locked=True)) self.grid.set(3, 6, Key(COLOR_NAMES[0])) @@ -226,6 +228,8 @@ class SimpleEnv(MiniGridEnv): def main(): env = SimpleEnv(render_mode="human") + + # enable manual control for testing manual_control = ManualControl(env, seed=42) manual_control.start() From 385c929c0b21a3c94ea345f05ffbafce1633dfa0 Mon Sep 17 00:00:00 2001 From: Bolun <36321182+BolunDai0216@users.noreply.github.com> Date: Fri, 14 Apr 2023 08:51:42 -0400 Subject: [PATCH 5/9] updated environment tutorial --- docs/content/create_env_tutorial.md | 7 +++---- 1 file changed, 3 insertions(+), 4 deletions(-) diff --git a/docs/content/create_env_tutorial.md b/docs/content/create_env_tutorial.md index 8865af6c8..8c5fce8eb 100644 --- a/docs/content/create_env_tutorial.md +++ b/docs/content/create_env_tutorial.md @@ -111,9 +111,9 @@ which places the goal in the bottom right corner. Now the environment should loo :width: 200px ``` -### Create Seperating Walls +### Create Separating Walls -To create a wall that seperates the environment into two rooms, we use the command +To create a wall that separates the environment into two rooms, we use the command ```python for i in range(0, height): @@ -138,7 +138,6 @@ from minigrid.core.world_object import Door, Key Then, we can simply place the door and key using the command - ```python self.grid.set(5, 6, Door(COLOR_NAMES[0], is_locked=True)) self.grid.set(3, 6, Key(COLOR_NAMES[0])) @@ -205,7 +204,7 @@ class SimpleEnv(MiniGridEnv): # Generate the surrounding walls self.grid.wall_rect(0, 0, width, height) - # Generate verical seperation wall + # Generate verical separation wall for i in range(0, height): self.grid.set(5, i, Wall()) From 59710e43c2e1bcc7db15fa0f09b6d6459b3ccf4a Mon Sep 17 00:00:00 2001 From: Bolun <36321182+BolunDai0216@users.noreply.github.com> Date: Mon, 29 May 2023 09:48:44 -0400 Subject: [PATCH 6/9] added stochastic action wrapper with its test --- minigrid/wrappers.py | 27 ++++++++++++++++++++++++++- tests/test_wrappers.py | 18 ++++++++++++++++++ 2 files changed, 44 insertions(+), 1 deletion(-) diff --git a/minigrid/wrappers.py b/minigrid/wrappers.py index 4d8574264..c78c0bb21 100644 --- a/minigrid/wrappers.py +++ b/minigrid/wrappers.py @@ -2,13 +2,14 @@ import math import operator +import random from functools import reduce from typing import Any import gymnasium as gym import numpy as np from gymnasium import logger, spaces -from gymnasium.core import ObservationWrapper, ObsType, Wrapper +from gymnasium.core import ActionWrapper, ObservationWrapper, ObsType, Wrapper from minigrid.core.constants import COLOR_TO_IDX, OBJECT_TO_IDX, STATE_TO_IDX from minigrid.core.world_object import Goal @@ -764,3 +765,27 @@ def observation(self, obs): obs["image"] = grid return obs + + +class StochasticActionWrapper(ActionWrapper): + """ + Add stochasticity to the actions + + If a random action is provided, it is returned with probability `1 - prob`. + Else, a random action is sampled from the action space. + """ + + def __init__(self, env=None, prob=0.9, random_action=None): + super().__init__(env) + self.prob = prob + self.random_action = random_action + + def action(self, action): + """ """ + if np.random.uniform() < self.prob: + return action + else: + if self.random_action is None: + return random.randint(0, 5) + else: + return self.random_action diff --git a/tests/test_wrappers.py b/tests/test_wrappers.py index 0a788fea6..e43a9ad0c 100644 --- a/tests/test_wrappers.py +++ b/tests/test_wrappers.py @@ -23,6 +23,7 @@ RGBImgPartialObsWrapper, SymbolicObsWrapper, ViewSizeWrapper, + StochasticActionWrapper, ) from tests.utils import all_testing_env_specs, assert_equals, minigrid_testing_env_specs @@ -329,6 +330,23 @@ def test_symbolic_obs_wrapper(env_id): env.close() +@pytest.mark.parametrize("env_id", ["MiniGrid-Empty-16x16-v0"]) +def test_stochastic_action_wrapper(env_id): + env = gym.make(env_id) + env = StochasticActionWrapper(env, prob=0.2) + _, _ = env.reset() + for _ in range(20): + _, _, _, _, _ = env.step(0) + env.close() + + env = gym.make(env_id) + env = StochasticActionWrapper(env, prob=0.2, random_action=1) + _, _ = env.reset() + for _ in range(20): + _, _, _, _, _ = env.step(0) + env.close() + + def test_dict_observation_space_doesnt_clash_with_one_hot(): env = gym.make("MiniGrid-Empty-5x5-v0") env = OneHotPartialObsWrapper(env) From 9f166b4a78c080d50f25477377fef9836a5c26a0 Mon Sep 17 00:00:00 2001 From: Bolun <36321182+BolunDai0216@users.noreply.github.com> Date: Mon, 29 May 2023 09:54:13 -0400 Subject: [PATCH 7/9] passed pre-commit --- tests/test_wrappers.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tests/test_wrappers.py b/tests/test_wrappers.py index e43a9ad0c..47e7190cb 100644 --- a/tests/test_wrappers.py +++ b/tests/test_wrappers.py @@ -21,9 +21,9 @@ ReseedWrapper, RGBImgObsWrapper, RGBImgPartialObsWrapper, + StochasticActionWrapper, SymbolicObsWrapper, ViewSizeWrapper, - StochasticActionWrapper, ) from tests.utils import all_testing_env_specs, assert_equals, minigrid_testing_env_specs From b3025440dd8beffe4e8148f23a8e2286bf2e18cf Mon Sep 17 00:00:00 2001 From: Bolun <36321182+BolunDai0216@users.noreply.github.com> Date: Tue, 30 May 2023 06:39:52 -0400 Subject: [PATCH 8/9] updated stochastic wrapper --- minigrid/wrappers.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/minigrid/wrappers.py b/minigrid/wrappers.py index c78c0bb21..ac486ce03 100644 --- a/minigrid/wrappers.py +++ b/minigrid/wrappers.py @@ -786,6 +786,6 @@ def action(self, action): return action else: if self.random_action is None: - return random.randint(0, 5) + return self.np_random.integers(0, high=6) else: return self.random_action From 152b38dfb10b65dec23fab06ac9ea1757b441f0e Mon Sep 17 00:00:00 2001 From: Bolun <36321182+BolunDai0216@users.noreply.github.com> Date: Tue, 30 May 2023 06:45:50 -0400 Subject: [PATCH 9/9] passed pre-commit --- minigrid/wrappers.py | 1 - 1 file changed, 1 deletion(-) diff --git a/minigrid/wrappers.py b/minigrid/wrappers.py index ac486ce03..6a1116c43 100644 --- a/minigrid/wrappers.py +++ b/minigrid/wrappers.py @@ -2,7 +2,6 @@ import math import operator -import random from functools import reduce from typing import Any

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