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victorisgeek
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61dbd85
Delete nsfw_checker/opennsfw.py
Browse files- nsfw_checker/opennsfw.py +0 -37
nsfw_checker/opennsfw.py
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import cv2
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import torch
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import onnx
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import onnxruntime
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import numpy as np
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from tqdm import tqdm
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# https://github.com/chemistzombie/stable-diffusion-unfiltered.git
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class NSFWChecker:
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def __init__(self, model_path=None, providers=["CPUExecutionProvider"]):
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model = onnx.load(model_path)
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self.input_name = model.graph.input[0].name
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session_options = onnxruntime.SessionOptions()
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self.session = onnxruntime.InferenceSession(model_path, sess_options=session_options, providers=providers)
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def is_nsfw(self, img_paths, threshold = 0.85):
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skip_step = 1
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total_len = len(img_paths)
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if total_len < 100: skip_step = 1
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if total_len > 100 and total_len < 500: skip_step = 10
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if total_len > 500 and total_len < 1000: skip_step = 20
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if total_len > 1000 and total_len < 10000: skip_step = 50
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if total_len > 10000: skip_step = 100
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for idx in tqdm(range(0, total_len, skip_step), total=int(total_len // skip_step), desc="Checking for NSFW contents"):
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img = cv2.imread(img_paths[idx])
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img = cv2.resize(img, (224,224)).astype('float32')
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img -= np.array([104, 117, 123], dtype=np.float32)
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img = np.expand_dims(img, axis=0)
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score = self.session.run(None, {self.input_name:img})[0][0][1]
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if score > threshold:
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print(f"Detected nsfw score:{score}")
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return False
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return False
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