nreHieW/SD-Prompts

This is a compilation of the following datasets

• FredZhang7/stable-diffusion-prompts-2.47M
• laion/dalle-3-dataset
• Multimodal-Fatima/COCO_captions_train
• recastai/LAION-art-EN-improved-captions
• succinctly/midjourney-prompts
• Geonmo/midjourney-prompts-only
• daspartho/stable-diffusion-prompts

# Filtering
filtered = dataset.filter(lambda x: (len(x['prompt'].split()) > 3) and (len(x['prompt'].split()) < 150)).filter(lambda x: (sum(1 for c in x['prompt'] if c.isupper()) < 10))

# Dedup
from itertools import cycle
from functools import partial

memory = set()
def is_unique(elem , column: str, memory: set) -> bool:
    if elem[column] in memory:
        return False
    else:
        memory.add(elem[column])
        return True

dedup = processed.filter(partial(is_unique, column="prompt", memory=memory))