Pokemon Sprites

A collection of useful functions and classes for downloading and processing the pokemon sprite data used in this tutorial.

Cache Directory

We will use a cache directory to store the downloaded, processed data. This defaults to ~/.cache/amtutorial, but can be overridden by setting the AMTUTORIAL_CACHE_DIR environment variable.

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get_cache_dir

 get_cache_dir (subfolder:Optional[str]=None)

Get a cross-platform cache directory that works locally and in Google Colab.

	Type	Default	Details
subfolder	Optional	None	Subdir of cache dir
Returns	Path

Preparing Pokemon

For cutesies and funsies, let’s build our own black and white pokemon dataset from the Pokemon Database. Let’s use a little help from AI to download and process our Pokemon sprites to be binary.

Downloading Pokemon Sprites

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download_pokemon_sprites

 download_pokemon_sprites (delay:float=0.1, verbose:bool=True)

Download Pokemon sprite images from pokemondb.net

	Type	Default	Details
delay	float	0.1	Delay between downloads (seconds) to be nice to server
verbose	bool	True	Print progress messages

Processing Pokemon Sprites

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scale_to_fit

 scale_to_fit (img, target_size)

Scale image to fit within target_size while maintaining aspect ratio

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get_sprite_bbox

 get_sprite_bbox (img)

Get bounding box of non-transparent pixels

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floyd_steinberg_dither

 floyd_steinberg_dither (gray, strength=1.0)

Apply Floyd-Steinberg dithering with adjustable strength

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binarize_image

 binarize_image (img, method='adaptive', invert=False,
                 dither_strength=1.0)

Apply binarization to convert image to black and white

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process_pokemon_sprites

 process_pokemon_sprites (ds_name:str, canvas_size:int=48,
                          sprite_percentage:float=0.95,
                          binarize_method:str='adaptive',
                          dither_strength:float=1.0,
                          invert_colors:bool=False, verbose:bool=True,
                          force:bool=False)

*Process Pokemon sprites: upscale non-transparent pixels, convert to white bg, resize to specified dimensions

This script processes Pokemon sprite images by: 1. Cropping excess transparency around sprites 2. Scaling sprites to occupy a specified percentage of the canvas 3. Converting transparent backgrounds to white 4. Optionally converting to black and white using adaptive thresholding or dithering 5. Optionally inverting the binary result (black background, white sprites) 6. Centering sprites on a square canvas*

	Type	Default	Details
ds_name	str		Dataset name
canvas_size	int	48	Final image size
sprite_percentage	float	0.95	Pct of canvas the sprite should occupy (0.0-1.0)
binarize_method	str	adaptive	Binarization method: ‘adaptive’ or ‘dithered’
dither_strength	float	1.0	Dithering intensity (0.0=none, 1.0=full Floyd-Steinberg)
invert_colors	bool	False	Invert binary colors (only works with binarize=True)
verbose	bool	True	Print progress messages
force	bool	False	Force re-processing

We can experiment with different binarization methods.

# Experimenting with different binarization methods
process_pokemon_sprites("processed_adaptive", binarize_method='adaptive') # Best

Processing 1025 Pokemon sprites...
Canvas size: 48x48
Sprite will occupy 95.0% of canvas (45 pixels max)
Binarization using 'adaptive' method
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Processing complete! Successfully processed 1025/1025 sprites.

We only care about efficient representations of this data for this tutorial. .npy file and .txt file of names it is!

---

datafy_pokemon_sprites

 datafy_pokemon_sprites (ds_name:str)

Convert Pokemon sprites to numpy arrays and save filenames

download_pokemon_sprites()
process_pokemon_sprites("processed_adaptive", binarize_method='adaptive') # Best
poke_pixels_path, poke_names_path = datafy_pokemon_sprites("processed_adaptive")

Let’s load the data and take a look at it.

---

load_bipolar_pokemon_sprites

 load_bipolar_pokemon_sprites (ds_name:str='processed_adaptive',
                               binarize_method:str='adaptive')

Load Pokemon sprites from numpy arrays

This is what the pokemon data looks like after all the processing.

Fetching sprite page from: https://pokemondb.net/sprites
Found 1025 Pokemon sprites to download
Using 0.1s delay between downloads
Skipping 1/1025: bulbasaur.png (already exists)
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Downloading data from github repo

All data used in this tutorial are small, so we upload and download them from the github itself.

# poke_pixels, poke_names = get_pokemon_data()
poke_pixels, poke_names = load_bipolar_pokemon_sprites()
np.save(pf.DATA / "pokesprites_pixels.npy", poke_pixels)
with open(pf.DATA / "pokesprites_names.txt", 'w') as f: f.write('\n'.join(poke_names))

We can download the github repo to our cache directory.

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get_et_checkpoint

 get_et_checkpoint ()

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get_et_imgs

 get_et_imgs ()

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get_pokemon_data

 get_pokemon_data ()

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download_remote_data

 download_remote_data ()

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download_github_folder

 download_github_folder (repo:str='bhoov/amtutorial', branch:str='main',
                         folder_path:str='data', cache_subdir:str='')

Download GitHub folder in one API call using Trees API.