S2I/modules/utils.py

import os
import requests
from tqdm import tqdm
from S2I.logger import logger

def sc_vae_encoder_fwd(self, sample):
    sample = self.conv_in(sample)
    self.current_down_blocks = []

    for down_block in self.down_blocks:
        self.current_down_blocks.append(sample)
        sample = down_block(sample)

    sample = self.mid_block(sample)
    sample = self.conv_norm_out(sample)
    sample = self.conv_act(sample)
    sample = self.conv_out(sample)
    return sample

def sc_vae_decoder_fwd(self, sample, latent_embeds=None):
    sample = self.conv_in(sample)
    upscale_dtype = next(self.up_blocks.parameters()).dtype
    sample = self.mid_block(sample, latent_embeds)
    sample = sample.to(upscale_dtype)

    if not self.ignore_skip:
        skip_convs = [self.skip_conv_1, self.skip_conv_2, self.skip_conv_3, self.skip_conv_4]
        reversed_skip_acts = self.incoming_skip_acts[::-1]
        for idx, (up_block, skip_conv) in enumerate(zip(self.up_blocks, skip_convs)):
            skip_in = skip_conv(reversed_skip_acts[idx] * self.gamma)
            sample += skip_in
            sample = up_block(sample, latent_embeds)
    else:
        for up_block in self.up_blocks:
            sample = up_block(sample, latent_embeds)

    sample = self.conv_norm_out(sample, latent_embeds) if latent_embeds else self.conv_norm_out(sample)
    sample = self.conv_act(sample)
    sample = self.conv_out(sample)
    return sample

def downloading(url, outf):
    if not os.path.exists(outf):
        print(f"Downloading checkpoint to {outf}")
        response = requests.get(url, stream=True)
        total_size_in_bytes = int(response.headers.get('content-length', 0))
        block_size = 1024  # 1 Kibibyte
        progress_bar = tqdm(total=total_size_in_bytes, unit='iB', unit_scale=True)
        with open(outf, 'wb') as file:
            for data in response.iter_content(block_size):
                progress_bar.update(len(data))
                file.write(data)
        progress_bar.close()
        if total_size_in_bytes != 0 and progress_bar.n != total_size_in_bytes:
            print("ERROR, something went wrong")
        print(f"Downloaded successfully to {outf}")


def download_models():
    urls = {
        '350k': 'https://huggingface.co/myn0908/sk2ks/resolve/main/sketch_to_image_mixed_weights_350k_lora.pkl?download=true',
        '100k': 'https://huggingface.co/myn0908/sk2ks/resolve/main/model_16001.pkl?download=true',
    }
    # Get the current working directory
    ckpt_folder = os.path.join(os.getcwd(), 'checkpoints')
    os.makedirs(ckpt_folder, exist_ok=True)

    model_paths = {}
    for model_name, url in urls.items():
        outf = os.path.join(ckpt_folder, f"sketch2image_lora_{model_name}.pkl")
        downloading(url, outf)
        model_paths[model_name] = outf

    return model_paths


def get_model_path(model_name, model_paths):
    return model_paths.get(model_name, "Model not found")