--- language: - en license: apache-2.0 --- download with ```python huggingface-cli download Yuanzhi/aesthetics_prompts_laion --repo-type=dataset --local-dir aesthetics ``` Aesthetic6+, Aesthetic6.25+ & Aesthetic6.5+ prompts dataset for SiD-LSG training. Filtered from dclure/laion-aesthetics-12m-umap. All credits to the authors of SiD. ```python from datasets import load_dataset import os dataset_dir = 'aesthetics' # ds = load_dataset("parquet", data_dir=dataset_dir, split='train') ds = load_dataset("aesthetics", data_files='train.parquet') # ds = load_dataset(dataset_dir, data_files='train.parquet') six_two_five_plus = [] six_five_plus = [] six_plus = [] ds = ds['train'] total = len(ds) print(f'total {total} records need to be scanned') percent = int(total / 100) i = 0 for entry in ds: six_plus.append(entry['TEXT']) if entry['AESTHETIC_SCORE'] >= 6.25: six_two_five_plus.append(entry['TEXT']) if entry['AESTHETIC_SCORE'] >= 6.5: six_five_plus.append(entry['TEXT']) i += 1 if i % percent == 0: print(f'scanned {i / percent}% data') print(f'got {len(six_plus)} 6.0+, {len(six_two_five_plus)} 6.25+ and {len(six_five_plus)} 6.5+') percent = int(len(six_plus) / 100) i = 0 with open(os.path.join(dataset_dir, 'aesthetics_6_plus.txt'), 'wt') as f: for row in six_plus: i += 1 f.write(row + '\n') if i % percent == 0: print(f'generated {i / percent}% 6.0+ data to text file') print(f'Generated {len(six_plus)} prompts for 6.0+ score') percent = int(len(six_two_five_plus) / 100) i = 0 with open(os.path.join(dataset_dir, 'aesthetics_625_plus.txt'), 'wt') as f: for row in six_two_five_plus: i += 1 f.write(row + '\n') if i % percent == 0: print(f'generated {i / percent}% 6.25+ data to text file') print(f'Generated {len(six_two_five_plus)} prompts for 6.25+ score') percent = int(len(six_five_plus) / 100) i = 0 with open(os.path.join(dataset_dir, 'aesthetics_65_plus.txt'), 'wt') as f: for row in six_five_plus: i += 1 f.write(row + '\n') if i % percent == 0: print(f'generated {i / percent}% 6.5+ data to text file') print(f'Generated {len(six_five_plus)} prompts for 6.5+ score') ```