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confidence #100

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61ffc52
confidence
Cheesper May 21, 2025
51d4543
Update wd14tagger.py
Cheesper May 21, 2025
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15 changes: 10 additions & 5 deletions wd14tagger.py
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Original file line number Diff line number Diff line change
Expand Up @@ -25,6 +25,7 @@
"replace_underscore": False,
"trailing_comma": False,
"exclude_tags": "",
"show_confidence": False,
"ortProviders": ["CUDAExecutionProvider", "CPUExecutionProvider"],
"HF_ENDPOINT": "https://huggingface.co"
}
Expand All @@ -47,7 +48,7 @@ def get_installed_models():
return models


async def tag(image, model_name, threshold=0.35, character_threshold=0.85, exclude_tags="", replace_underscore=True, trailing_comma=False, client_id=None, node=None):
async def tag(image, model_name, threshold=0.35, character_threshold=0.85, exclude_tags="", replace_underscore=True, trailing_comma=False, show_confidence=False, client_id=None, node=None):
if model_name.endswith(".onnx"):
model_name = model_name[0:-5]
installed = list(get_installed_models())
Expand Down Expand Up @@ -97,11 +98,14 @@ async def tag(image, model_name, threshold=0.35, character_threshold=0.85, exclu
general = [item for item in result[general_index:character_index] if item[1] > threshold]
character = [item for item in result[character_index:] if item[1] > character_threshold]

all = character + general
all = sorted(general + character, key=lambda x: x[1], reverse=True)
remove = [s.strip() for s in exclude_tags.lower().split(",")]
all = [tag for tag in all if tag[0] not in remove]

res = ("" if trailing_comma else ", ").join((item[0].replace("(", "\\(").replace(")", "\\)") + (", " if trailing_comma else "") for item in all))
if show_confidence:
res = ("" if trailing_comma else ", ").join((f"{item[0].replace('(', '\\(').replace(')', '\\)')}: {item[1]:.2f}" + ("," if trailing_comma else "")) for item in all)
else:
res = ("" if trailing_comma else ", ").join((item[0].replace("(", "\\(").replace(")", "\\)") + (", " if trailing_comma else "") for item in all))

print(res)
return res
Expand Down Expand Up @@ -180,6 +184,7 @@ def INPUT_TYPES(s):
"replace_underscore": ("BOOLEAN", {"default": defaults["replace_underscore"]}),
"trailing_comma": ("BOOLEAN", {"default": defaults["trailing_comma"]}),
"exclude_tags": ("STRING", {"default": defaults["exclude_tags"]}),
"show_confidence": ("BOOLEAN", {"default": defaults["show_confidence"]}),
}}

RETURN_TYPES = ("STRING",)
Expand All @@ -189,15 +194,15 @@ def INPUT_TYPES(s):

CATEGORY = "image"

def tag(self, image, model, threshold, character_threshold, exclude_tags="", replace_underscore=False, trailing_comma=False):
def tag(self, image, model, threshold, character_threshold, exclude_tags="", replace_underscore=False, trailing_comma=False, show_confidence=False):
tensor = image*255
tensor = np.array(tensor, dtype=np.uint8)

pbar = comfy.utils.ProgressBar(tensor.shape[0])
tags = []
for i in range(tensor.shape[0]):
image = Image.fromarray(tensor[i])
tags.append(wait_for_async(lambda: tag(image, model, threshold, character_threshold, exclude_tags, replace_underscore, trailing_comma)))
tags.append(wait_for_async(lambda: tag(image, model, threshold, character_threshold, exclude_tags, replace_underscore, trailing_comma, show_confidence)))
pbar.update(1)
return {"ui": {"tags": tags}, "result": (tags,)}

Expand Down