Ahsen Khaliq commited on
Commit
2592f72
1 Parent(s): 374175a

Create app.py

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  1. app.py +47 -0
app.py ADDED
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+ import os
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+ os.system("gdown https://drive.google.com/uc?id=1riNxV1BWMAXfmWZ3LrQbEkvzV8f7lOCp")
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+
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+ import onnxruntime
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+
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+ onnx_session = onnxruntime.InferenceSession("face_paint_512_v2_0.onnx")
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+
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+ input_name = onnx_session.get_inputs()[0].name
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+ output_name = onnx_session.get_outputs()[0].name
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+
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+ side_length = 512
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+
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+ import cv2 as cv
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+ import numpy as np
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+
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+ def inference(img):
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+ image = numpy.array(img)
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+ image = image[:, :, ::-1].copy()
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+ image = cv.resize(image, dsize=(side_length, side_length))
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+ x = cv.cvtColor(image, cv.COLOR_BGR2RGB)
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+
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+ x = np.array(x, dtype=np.float32)
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+ x = x.transpose(2, 0, 1)
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+ x = x * 2 - 1
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+ x = x.reshape(-1, 3, side_length, side_length)
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+
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+ onnx_result = onnx_session.run([output_name], {input_name: x})
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+
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+ onnx_result = np.array(onnx_result).squeeze()
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+ onnx_result = (onnx_result * 0.5 + 0.5).clip(0, 1)
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+ onnx_result = onnx_result * 255
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+
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+ onnx_result = onnx_result.transpose(1, 2, 0).astype('uint8')
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+ onnx_result = cv.cvtColor(onnx_result, cv.COLOR_RGB2BGR)
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+
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+
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+ img = cv2.cvtColor(onnx_result, cv2.COLOR_BGR2RGB)
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+ im_pil = Image.fromarray(img)
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+ return im_pil
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+
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+
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+ title = "Animeganv2"
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+ description = "Gradio demo for AnimeGanv2 Face Portrait v2. To use it, simply upload your image, or click one of the examples to load them. Read more at the links below. Please use a cropped portrait picture for best results similar to the examples below"
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+ article = "<p style='text-align: center'><a href='https://github.com/bryandlee/animegan2-pytorch' target='_blank'>Github Repo</a></p><p style='text-align: center'>samples from repo: <img src='https://user-images.githubusercontent.com/26464535/129888683-98bb6283-7bb8-4d1a-a04a-e795f5858dcf.gif' alt='animation'/> <img src='https://user-images.githubusercontent.com/26464535/137619176-59620b59-4e20-4d98-9559-a424f86b7f24.jpg' alt='animation'/></p>"
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+
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+
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+ gr.Interface(inference, gr.inputs.Image(type="pil"), gr.outputs.Image(type="pil"),title=title,description=description,article=article,enable_queue=True).launch()