feat: graffiti-database.com conditioning

.gitignore

@@ -1,3 +1,4 @@
 .DS_Store
 images/
+conditioning/
 files.list

cli.py

@@ -7,7 +7,8 @@ import json
 import argparse
 from pathlib import Path
 import os
-import codecs
+
+from controlnet_aux.processor import Processor
 
 from PIL import UnidentifiedImageError
 from PIL import Image, ImageFile
@@ -176,6 +177,7 @@ class CLI():
                             help='Choose data source to scrape')
         subparsers.add_parser('cleanup', help='Cleans up downloaded images')
         subparsers.add_parser('caption', help='Captions downloaded images')
+        subparsers.add_parser('condition', help='Condition downloaded images')
         metadata = subparsers.add_parser('metadata', help='Creates single meta files from metadata.jsonl')
         metadata.add_argument('--source',
                             default='graffiti.org',
@@ -231,6 +233,21 @@ class CLI():
                     data = json.loads(row)
                     with open('./images/' + data["file"] + '.json', 'w') as j:
                         j.write(json.dumps(data, indent=2, ensure_ascii=False))
+        elif args.command == 'condition':
+            processor_id = 'softedge_hed'
+            processor = Processor(processor_id)
+
+            path = Path("./images").rglob("*.jpg")
+            count = len(list(Path("./images").rglob("*.jpg")))
+            for i, img_p in enumerate(path):
+                path_name = str(img_p)
+                output_path = path_name.replace("images/", "conditioning/")
+                img = Image.open(img_p).convert("RGB")
+
+                processed_image = processor(img, to_pil=True)
+                processed_image.save(output_path)
+
+                print("{0} / {1}".format(i + 1, count), path_name, output_path)
 
 def main():
     CLI()

data/graffiti-database.com/conditioning.tar.gz

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b533be29480b8b686432a70814a48c9122385ceaee025b4bc2d324d70ed2cbc1
+size 2418234651

prepare.sh

@@ -2,18 +2,31 @@
 
 args=("$@")
 
-rm ./data/${args[0]}/images.tar.gz
-rm ./data/${args[0]}/metadata.jsonl
+clean () {
+  rm files.list
+  rm ./data/$1/$2.tar.gz
+  rm ./data/$1/metadata.jsonl
+}
 
-find ./images -name '*.jpg' -print > files.list
+list () {
+  find ./$1 -name '*.jpg' -print > files.list
+}
 
-while read p; do
-  cat "$p".json | tr -d "\n" >> ./data/${args[0]}/metadata.jsonl
-  echo >>  ./data/${args[0]}/metadata.jsonl
-done < files.list
+meta () {
+  while read p; do
+    cat "$p".json | tr -d "\n" >> ./data/$1/metadata.jsonl
+    echo >>  ./data/$1/metadata.jsonl
+  done < files.list
+}
 
-tar czf  ./data/${args[0]}/images.tar.gz  --files-from files.list
+tar () {
+  tar czf  ./data/$1/$2.tar.gz  --files-from files.list
+}
 
-rm files.list
 
-datasets-cli test graffiti.py --save_info --all_config
+test () {
+  datasets-cli test graffiti.py --save_info --all_config
+}
+
+# list ${args[1]}
+tar ${args[0]} ${args[1]}

requirements.txt

@@ -1,3 +1,4 @@
 bs4
 requests
-transformers
+transformers
+controlnet-aux==0.0.6