--- title: Gopher --- # Gopher ```{figure} ../../_static/videos/atari/gopher.gif :width: 120px :name: Gopher ``` This environment is part of the Atari environments. Please read that page first for general information. | | | |---|---| | Action Space | Discrete(8) | | Observation Shape | (210, 160, 3) | | Observation High | 255 | | Observation Low | 0 | | Import | `gymnasium.make("ALE/Gopher-v5")` | For more Gopher variants with different observation and action spaces, see the variants section. ## Description The player controls a shovel-wielding farmer who protects a crop of three carrots from a gopher. For a more detailed documentation, see [the AtariAge page](https://atariage.com/manual_html_page.php?SoftwareLabelID=218) ## Actions Gopher has the action space `Discrete(8)` with the table below lists the meaning of each action's meanings. As Gopher uses a reduced set of actions for `v0`, `v4` and `v5` versions of the environment. To enable all 18 possible actions that can be performed on an Atari 2600, specify `full_action_space=True` during initialization or by passing `full_action_space=True` to `gymnasium.make`. | Value | Meaning | Value | Meaning | Value | Meaning | |---------|-------------|---------|------------|---------|-----------| | `0` | `NOOP` | `1` | `FIRE` | `2` | `UP` | | `3` | `RIGHT` | `4` | `LEFT` | `5` | `UPFIRE` | | `6` | `RIGHTFIRE` | `7` | `LEFTFIRE` | | | ## Observations Atari environment have two possible observation types, the observation space is listed below. See variants section for the type of observation used by each environment id. - `obs_type="rgb" -> observation_space=Box(0, 255, (210, 160, 3), np.uint8)` - `obs_type="ram" -> observation_space=Box(0, 255, (128,), np.uint8)` Additionally, `obs_type="grayscale"` cause the environment return a grayscale version of the rgb array for observations with the observation space being `Box(0, 255, (210, 160), np.uint8)` ### Rewards The exact reward dynamics depend on the environment and are usually documented in the game's manual. You can find these manuals on [AtariAge](https://atariage.com/manual_html_page.php?SoftwareLabelID=218). Atari environments are simulated via the Arcade Learning Environment (ALE) [[1]](#1). ## Variants Gopher has the following variants of the environment id which have the following differences in observation, the number of frame-skips and the repeat action probability. | Env-id | obs_type= | frameskip= | repeat_action_probability= | |----------------------------|-------------|--------------|------------------------------| | Gopher-v0 | `"rgb"` | `(2, 5)` | `0.25` | | Gopher-ram-v0 | `"ram"` | `(2, 5)` | `0.25` | | Gopher-ramDeterministic-v0 | `"ram"` | `4` | `0.25` | | Gopher-ramNoFrameskip-v0 | `"ram"` | `1` | `0.25` | | GopherDeterministic-v0 | `"rgb"` | `4` | `0.25` | | GopherNoFrameskip-v0 | `"rgb"` | `1` | `0.25` | | Gopher-v4 | `"rgb"` | `(2, 5)` | `0.0` | | Gopher-ram-v4 | `"ram"` | `(2, 5)` | `0.0` | | Gopher-ramDeterministic-v4 | `"ram"` | `4` | `0.0` | | Gopher-ramNoFrameskip-v4 | `"ram"` | `1` | `0.0` | | GopherDeterministic-v4 | `"rgb"` | `4` | `0.0` | | GopherNoFrameskip-v4 | `"rgb"` | `1` | `0.0` | | ALE/Gopher-v5 | `"rgb"` | `4` | `0.25` | | ALE/Gopher-ram-v5 | `"ram"` | `4` | `0.25` | ## Difficulty and modes It is possible to specify various flavors of the environment via the keyword arguments `difficulty` and `mode`. A flavor is a combination of a game mode and a difficulty setting. The table below lists the possible difficulty and mode values along with the default values. | Available Modes | Default Mode | Available Difficulties | Default Difficulty | |-------------------|----------------|--------------------------|----------------------| | `[0, 2]` | `0` | `[0, 1]` | `0` | ## Version History A thorough discussion of the intricate differences between the versions and configurations can be found in the general article on Atari environments. * v5: Stickiness was added back and stochastic frameskipping was removed. The environments are now in the "ALE" namespace. * v4: Stickiness of actions was removed * v0: Initial versions release