Update README.md

README.md

@@ -1,3 +1,71 @@
----
-license: apache-2.0
----
+---
+license: apache-2.0
+---
+
+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')
+```