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Update app.py
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app.py
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@@ -7,12 +7,7 @@ import tensorflow_hub as hub
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import matplotlib.pyplot as plt
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import gradio as gr
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os.environ["TFHUB_DOWNLOAD_PROGRESS"] = "True"
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os.system("wget https://user-images.githubusercontent.com/12981474/40157448-eff91f06-5953-11e8-9a37-f6b5693fa03f.png -O original.png")
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# Declaring Constants
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IMAGE_PATH = "original.png"
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SAVED_MODEL_PATH = "https://tfhub.dev/captain-pool/esrgan-tf2/1"
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def preprocess_image(image_path):
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@@ -46,12 +41,10 @@ def plot_image(image):
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model = hub.load(SAVED_MODEL_PATH)
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def inference(img):
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hr_image = preprocess_image(img)
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start = time.time()
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fake_image = model(hr_image)
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fake_image = tf.squeeze(fake_image)
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print("Time Taken: %f" % (time.time() - start))
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pil_image = plot_image(tf.squeeze(fake_image))
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return pil_image
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gr.Interface(inference,gr.inputs.Image(type="filepath"),"image").launch(enable_queue=True)
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import matplotlib.pyplot as plt
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import gradio as gr
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# Declaring Constants
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SAVED_MODEL_PATH = "https://tfhub.dev/captain-pool/esrgan-tf2/1"
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def preprocess_image(image_path):
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model = hub.load(SAVED_MODEL_PATH)
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def inference(img):
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hr_image = preprocess_image(img)
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fake_image = model(hr_image)
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fake_image = tf.squeeze(fake_image)
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pil_image = plot_image(tf.squeeze(fake_image))
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return pil_image
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gr.Interface(inference,gr.inputs.Image(type="filepath",shape=(256,256)),"image").launch(enable_queue=True)
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