utils/misc.py

import math
import numpy as np

def get_prompt_templates():
    prompt_templates = [
        '{}.',
        'a photo of a {}.',
        'a bad photo of a {}.',
        'a photo of many {}.',
        'a sculpture of a {}.',
        'a photo of the hard to see {}.',
        'a low resolution photo of the {}.',
        'a rendering of a {}.',
        'graffiti of a {}.',
        'a bad photo of the {}.',
        'a cropped photo of the {}.',
        'a tattoo of a {}.',
        'the embroidered {}.',
        'a photo of a hard to see {}.',
        'a bright photo of a {}.',
        'a photo of a clean {}.',
        'a photo of a dirty {}.',
        'a dark photo of the {}.',
        'a drawing of a {}.',
        'a photo of my {}.',
        'the plastic {}.',
        'a photo of the cool {}.',
        'a close-up photo of a {}.',
        'a black and white photo of the {}.',
        'a painting of the {}.',
        'a painting of a {}.',
        'a pixelated photo of the {}.',
        'a sculpture of the {}.',
        'a bright photo of the {}.',
        'a cropped photo of a {}.',
        'a plastic {}.',
        'a photo of the dirty {}.',
        'a jpeg corrupted photo of a {}.',
        'a blurry photo of the {}.',
        'a photo of the {}.',
        'a good photo of the {}.',
        'a rendering of the {}.',
        'a {} in a video game.',
        'a photo of one {}.',
        'a doodle of a {}.',
        'a close-up photo of the {}.',
        'the origami {}.',
        'the {} in a video game.',
        'a sketch of a {}.',
        'a doodle of the {}.',
        'a origami {}.',
        'a low resolution photo of a {}.',
        'the toy {}.',
        'a rendition of the {}.',
        'a photo of the clean {}.',
        'a photo of a large {}.',
        'a rendition of a {}.',
        'a photo of a nice {}.',
        'a photo of a weird {}.',
        'a blurry photo of a {}.',
        'a cartoon {}.',
        'art of a {}.',
        'a sketch of the {}.',
        'a embroidered {}.',
        'a pixelated photo of a {}.',
        'itap of the {}.',
        'a jpeg corrupted photo of the {}.',
        'a good photo of a {}.',
        'a plushie {}.',
        'a photo of the nice {}.',
        'a photo of the small {}.',
        'a photo of the weird {}.',
        'the cartoon {}.',
        'art of the {}.',
        'a drawing of the {}.',
        'a photo of the large {}.',
        'a black and white photo of a {}.',
        'the plushie {}.',
        'a dark photo of a {}.',
        'itap of a {}.',
        'graffiti of the {}.',
        'a toy {}.',
        'itap of my {}.',
        'a photo of a cool {}.',
        'a photo of a small {}.',
        'a tattoo of the {}.',
    ]
    return prompt_templates


def prompt_engineering(classnames, topk=1, suffix='.'):
    prompt_templates = get_prompt_templates()
    temp_idx = np.random.randint(min(len(prompt_templates), topk))

    if isinstance(classnames, list):
        classname = random.choice(classnames)
    else:
        classname = classnames

    return prompt_templates[temp_idx].replace('.', suffix).format(classname.replace(',', '').replace('+', ' '))

class AverageMeter(object):
    """Computes and stores the average and current value."""
    def __init__(self):
        self.reset()

    def reset(self):
        self.val = 0
        self.avg = 0
        self.sum = 0
        self.count = 0

    def update(self, val, n=1, decay=0):
        self.val = val
        if decay:
            alpha = math.exp(-n / decay)  # exponential decay over 100 updates
            self.sum = alpha * self.sum + (1 - alpha) * val * n
            self.count = alpha * self.count + (1 - alpha) * n
        else:
            self.sum += val * n
            self.count += n
        self.avg = self.sum / self.count