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Runtime error
tangjicheng
commited on
Commit
•
f0e6347
1
Parent(s):
96c37db
new file: app.py
Browse filesnew file: requirements.txt
- app.py +31 -0
- requirements.txt +9 -0
app.py
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import opennsfw2
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import numpy as np
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import gradio as gr
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def predict_nsfw(pil_image) -> str:
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image = opennsfw2.preprocess_image(
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pil_image, opennsfw2.Preprocessing.YAHOO)
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model = opennsfw2.make_open_nsfw_model()
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# Add batch axis (for single image).
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inputs = np.expand_dims(image, axis=0)
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predictions = model.predict(inputs)
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# The shape of predictions is (num_images, 2).
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sfw_probability, nsfw_probability = predictions[0]
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if nsfw_probability > sfw_probability:
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result_str = f"It is NSFW image.\nnsfw_probability: {nsfw_probability:.5f}"
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else:
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result_str = f"It is NOT NSFW image.\nnsfw_probability: {nsfw_probability:.5f}"
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return result_str
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inputs = gr.inputs.Image(label="input_image", type="pil")
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outputs = gr.outputs.Textbox(label="output_string")
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app = gr.Interface(fn=predict_nsfw, inputs=inputs, outputs=outputs)
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app.launch()
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requirements.txt
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gdown>=4.2.0
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matplotlib>=3.0.0
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numpy>=1.22.0
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opencv-python>=4.0.0.0
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Pillow>=9.0.0
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scikit-image>=0.18.0
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tensorflow>=2.0.0
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tqdm>=4.62
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opennsfw2
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