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    "info": {
        "author": "Christian Kauten",
        "author_email": "kautencreations@gmail.com",
        "bugtrack_url": null,
        "classifiers": [
            "Development Status :: 5 - Production/Stable",
            "Intended Audience :: Developers",
            "Intended Audience :: Science/Research",
            "License :: Free For Educational Use",
            "Operating System :: MacOS :: MacOS X",
            "Operating System :: Microsoft :: Windows",
            "Operating System :: POSIX :: Linux",
            "Programming Language :: Python :: 2.7",
            "Programming Language :: Python :: 3.5",
            "Programming Language :: Python :: 3.6",
            "Topic :: Games/Entertainment :: Side-Scrolling/Arcade Games",
            "Topic :: Scientific/Engineering :: Artificial Intelligence"
        ],
        "description": "# gym-super-mario-bros\n\n[![BuildStatus][build-status]][ci-server]\n[![PackageVersion][pypi-version]][pypi-home]\n[![PythonVersion][python-version]][python-home]\n[![Stable][pypi-status]][pypi-home]\n[![Format][pypi-format]][pypi-home]\n[![License][pypi-license]](LICENSE)\n\n[build-status]: https://travis-ci.com/Kautenja/gym-super-mario-bros.svg?branch=master\n[ci-server]: https://travis-ci.com/Kautenja/gym-super-mario-bros\n[pypi-version]: https://badge.fury.io/py/gym-super-mario-bros.svg\n[pypi-license]: https://img.shields.io/pypi/l/gym-super-mario-bros.svg\n[pypi-status]: https://img.shields.io/pypi/status/gym-super-mario-bros.svg\n[pypi-format]: https://img.shields.io/pypi/format/gym-super-mario-bros.svg\n[pypi-home]: https://badge.fury.io/py/gym-super-mario-bros\n[python-version]: https://img.shields.io/pypi/pyversions/gym-super-mario-bros.svg\n[python-home]: https://python.org\n\n![Mario](https://user-images.githubusercontent.com/2184469/40949613-7542733a-6834-11e8-895b-ce1cc3af9dbb.gif)\n\nAn [OpenAI Gym](https://github.com/openai/gym) environment for\nSuper Mario Bros. & Super Mario Bros. 2 (Lost Levels) on The Nintendo\nEntertainment System (NES) using\n[the nes-py emulator](https://github.com/Kautenja/nes-py).\n\n## Installation\n\nThe preferred installation of `gym-super-mario-bros` is from `pip`:\n\n```shell\npip install gym-super-mario-bros\n```\n\n## Usage\n\n### Python\n\nYou must import `gym_super_mario_bros` before trying to make an environment.\nThis is because gym environments are registered at runtime. By default,\n`gym_super_mario_bros` environments use the full NES action space of 256\ndiscrete actions. To contstrain this, `gym_super_mario_bros.actions` provides\nthree actions lists (`RIGHT_ONLY`, `SIMPLE_MOVEMENT`, and `COMPLEX_MOVEMENT`)\nfor the `nes_py.wrappers.JoypadSpace` wrapper. See\n[gym_super_mario_bros/actions.py](gym_super_mario_bros/actions.py) for a\nbreakdown of the legal actions in each of these three lists.\n\n```python\nfrom nes_py.wrappers import JoypadSpace\nimport gym_super_mario_bros\nfrom gym_super_mario_bros.actions import SIMPLE_MOVEMENT\nenv = gym_super_mario_bros.make('SuperMarioBros-v0')\nenv = JoypadSpace(env, SIMPLE_MOVEMENT)\n\ndone = True\nfor step in range(5000):\n    if done:\n        state = env.reset()\n    state, reward, done, info = env.step(env.action_space.sample())\n    env.render()\n\nenv.close()\n```\n\n**NOTE:** `gym_super_mario_bros.make` is just an alias to `gym.make` for\nconvenience.\n\n**NOTE:** remove calls to `render` in training code for a nontrivial\nspeedup.\n\n### Command Line\n\n`gym_super_mario_bros` features a command line interface for playing\nenvironments using either the keyboard, or uniform random movement.\n\n```shell\ngym_super_mario_bros -e <the environment ID to play> -m <`human` or `random`>\n```\n\n**NOTE:** by default, `-e` is set to `SuperMarioBros-v0` and `-m` is set to\n`human`.\n\n## Environments\n\nThese environments allow 3 attempts (lives) to make it through the 32 stages\nin the game. The environments only send reward-able game-play frames to\nagents; No cut-scenes, loading screens, etc. are sent from the NES emulator\nto an agent nor can an agent perform actions during these instances. If a\ncut-scene is not able to be skipped by hacking the NES's RAM, the environment\nwill lock the Python process until the emulator is ready for the next action.\n\n| Environment                     | Game | ROM           | Screenshot |\n|:--------------------------------|:-----|:--------------|:-----------|\n| `SuperMarioBros-v0`             | SMB  | standard      | ![][v0]    |\n| `SuperMarioBros-v1`             | SMB  | downsample    | ![][v1]    |\n| `SuperMarioBros-v2`             | SMB  | pixel         | ![][v2]    |\n| `SuperMarioBros-v3`             | SMB  | rectangle     | ![][v3]    |\n| `SuperMarioBros2-v0`            | SMB2 | standard      | ![][2-v0]  |\n| `SuperMarioBros2-v1`            | SMB2 | downsample    | ![][2-v1]  |\n\n[v0]: https://user-images.githubusercontent.com/2184469/40948820-3d15e5c2-6830-11e8-81d4-ecfaffee0a14.png\n[v1]: https://user-images.githubusercontent.com/2184469/40948819-3cff6c48-6830-11e8-8373-8fad1665ac72.png\n[v2]: https://user-images.githubusercontent.com/2184469/40948818-3cea09d4-6830-11e8-8efa-8f34d8b05b11.png\n[v3]: https://user-images.githubusercontent.com/2184469/40948817-3cd6600a-6830-11e8-8abb-9cee6a31d377.png\n[2-v0]: https://user-images.githubusercontent.com/2184469/40948822-3d3b8412-6830-11e8-860b-af3802f5373f.png\n[2-v1]: https://user-images.githubusercontent.com/2184469/40948821-3d2d61a2-6830-11e8-8789-a92e750aa9a8.png\n\n### Individual Stages\n\nThese environments allow a single attempt (life) to make it through a single\nstage of the game.\n\nUse the template\n\n    SuperMarioBros-<world>-<stage>-v<version>\n\nwhere:\n\n-   `<world>` is a number in {1, 2, 3, 4, 5, 6, 7, 8} indicating the world\n-   `<stage>` is a number in {1, 2, 3, 4} indicating the stage within a world\n-   `<version>` is a number in {0, 1, 2, 3} specifying the ROM mode to use\n    - 0: standard ROM\n    - 1: downsampled ROM\n    - 2: pixel ROM\n    - 3: rectangle ROM\n\nFor example, to play 4-2 on the downsampled ROM, you would use the environment\nid `SuperMarioBros-4-2-v1`.\n\n### Random Stage Selection\n\nThe random stage selection environment randomly selects a stage and allows a\nsingle attempt to clear it. Upon a death and subsequent call to `reset`, the\nenvironment randomly selects a new stage.  This is only available for the\nstandard Super Mario Bros. game, _not_ Lost Levels (at the moment). To use\nthese environments, append `RandomStages` to the `SuperMarioBros` id. For\nexample, to use the standard ROM with random stage selection use\n`SuperMarioBrosRandomStages-v0`. To seed the random stage selection use the\n`seed` method of the env, i.e., `env.seed(1)`, before any calls to `reset`.\n\n## Step\n\nInfo about the rewards and info returned by the `step` method.\n\n### Reward Function\n\nThe reward function assumes the objective of the game is to move as far right\nas possible (increase the agent's _x_ value), as fast as possible, without\ndying. To model this game, three separate variables compose the reward:\n\n1.  _v_: the difference in agent _x_ values between states\n    -   in this case this is instantaneous velocity for the given step\n    -   _v = x1 - x0_\n        -   _x0_ is the x position before the step\n        -   _x1_ is the x position after the step\n    -   moving right \u21d4 _v > 0_\n    -   moving left \u21d4 _v < 0_\n    -   not moving \u21d4 _v = 0_\n2.  _c_: the difference in the game clock between frames\n    -   the penalty prevents the agent from standing still\n    -   _c = c0 - c1_\n        -   _c0_ is the clock reading before the step\n        -   _c1_ is the clock reading after the step\n    -   no clock tick \u21d4 _c = 0_\n    -   clock tick \u21d4 _c < 0_\n3.  _d_: a death penalty that penalizes the agent for dying in a state\n    -   this penalty encourages the agent to avoid death\n    -   alive \u21d4 _d = 0_\n    -   dead \u21d4 _d = -15_\n\n_r = v + c + d_\n\nThe reward is clipped into the range _(-15, 15)_.\n\n### `info` dictionary\n\nThe `info` dictionary returned by the `step` method contains the following\nkeys:\n\n| Key            | Type   | Description\n|:---------------|:-------|:------------------------------------------------------|\n| `coins   `     | `int`  | The number of collected coins\n| `flag_get`     | `bool` | True if Mario reached a flag or ax\n| `life`         | `int`  | The number of lives left, i.e., _{3, 2, 1}_\n| `score`        | `int`  | The cumulative in-game score\n| `stage`        | `int`  | The current stage, i.e., _{1, ..., 4}_\n| `status`       | `str`  | Mario's status, i.e., _{'small', 'tall', 'fireball'}_\n| `time`         | `int`  | The time left on the clock\n| `world`        | `int`  | The current world, i.e., _{1, ..., 8}_\n| `x_pos`        | `int`  | Mario's _x_ position in the **stage** (from the left)\n| `x_pos_screen` | `int`  | Mario's _x_ position in the **screen** (from the left)\n| `y_pos`        | `int`  | Mario's _y_ position in the stage/screen (from the bottom)\n\n## Citation\n\nPlease cite `gym-super-mario-bros` if you use it in your research.\n\n```tex\n@misc{gym-super-mario-bros,\n  author = {Christian Kauten},\n  howpublished = {GitHub},\n  title = {{S}uper {M}ario {B}ros for {O}pen{AI} {G}ym},\n  URL = {https://github.com/Kautenja/gym-super-mario-bros},\n  year = {2018},\n}\n```\n\n\n",
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