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authorVladimir Mandic <mandic00@live.com>2023-01-23 09:03:17 -0500
committerGitHub <noreply@github.com>2023-01-23 09:03:17 -0500
commit925dd09c91e7338aef72e4ec99d67b8b57280215 (patch)
treef6b94e9cbcb8672942e8d36218df696c4c4a2306 /modules/interrogate.py
parent59146621e256269b85feb536edeb745da20daf68 (diff)
improve interrogate
Diffstat (limited to 'modules/interrogate.py')
-rw-r--r--modules/interrogate.py29
1 files changed, 17 insertions, 12 deletions
diff --git a/modules/interrogate.py b/modules/interrogate.py
index 19938cbb..1d1ac572 100644
--- a/modules/interrogate.py
+++ b/modules/interrogate.py
@@ -20,6 +20,7 @@ Category = namedtuple("Category", ["name", "topn", "items"])
re_topn = re.compile(r"\.top(\d+)\.")
+category_types = ["artists", "flavors", "mediums", "movements"]
def download_default_clip_interrogate_categories(content_dir):
print("Downloading CLIP categories...")
@@ -27,12 +28,8 @@ def download_default_clip_interrogate_categories(content_dir):
tmpdir = content_dir + "_tmp"
try:
os.makedirs(tmpdir)
-
- torch.hub.download_url_to_file("https://raw.githubusercontent.com/pharmapsychotic/clip-interrogator/main/clip_interrogator/data/artists.txt", os.path.join(tmpdir, "artists.txt"))
- torch.hub.download_url_to_file("https://raw.githubusercontent.com/pharmapsychotic/clip-interrogator/main/clip_interrogator/data/flavors.txt", os.path.join(tmpdir, "flavors.top3.txt"))
- torch.hub.download_url_to_file("https://raw.githubusercontent.com/pharmapsychotic/clip-interrogator/main/clip_interrogator/data/mediums.txt", os.path.join(tmpdir, "mediums.txt"))
- torch.hub.download_url_to_file("https://raw.githubusercontent.com/pharmapsychotic/clip-interrogator/main/clip_interrogator/data/movements.txt", os.path.join(tmpdir, "movements.txt"))
-
+ for category_type in category_types:
+ torch.hub.download_url_to_file(f"https://raw.githubusercontent.com/pharmapsychotic/clip-interrogator/main/clip_interrogator/data/{category_type}.txt", os.path.join(tmpdir, f"{category_type}.txt"))
os.rename(tmpdir, content_dir)
except Exception as e:
@@ -51,12 +48,13 @@ class InterrogateModels:
def __init__(self, content_dir):
self.loaded_categories = None
+ self.selected_categories = []
self.content_dir = content_dir
self.running_on_cpu = devices.device_interrogate == torch.device("cpu")
def categories(self):
- if self.loaded_categories is not None:
- return self.loaded_categories
+ if self.loaded_categories is not None and self.selected_categories == shared.opts.interrogate_clip_categories:
+ return self.loaded_categories
self.loaded_categories = []
@@ -64,14 +62,19 @@ class InterrogateModels:
download_default_clip_interrogate_categories(self.content_dir)
if os.path.exists(self.content_dir):
- for filename in os.listdir(self.content_dir):
+ self.selected_categories = shared.opts.interrogate_clip_categories
+ for category_type in category_types:
+ if 'all' not in self.selected_categories and category_type not in self.selected_categories:
+ continue
+ filename = os.path.join(self.content_dir, f"{category_type}.txt")
+ if not os.path.isfile(filename):
+ continue
m = re_topn.search(filename)
topn = 1 if m is None else int(m.group(1))
-
- with open(os.path.join(self.content_dir, filename), "r", encoding="utf8") as file:
+ with open(filename, "r", encoding="utf8") as file:
lines = [x.strip() for x in file.readlines()]
- self.loaded_categories.append(Category(name=filename, topn=topn, items=lines))
+ self.loaded_categories.append(Category(name=category_type, topn=topn, items=lines))
return self.loaded_categories
@@ -139,6 +142,8 @@ class InterrogateModels:
def rank(self, image_features, text_array, top_count=1):
import clip
+ devices.torch_gc()
+
if shared.opts.interrogate_clip_dict_limit != 0:
text_array = text_array[0:int(shared.opts.interrogate_clip_dict_limit)]