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sberbank-ai
commited on
Commit
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346b427
1
Parent(s):
58c3bbc
feat: Add app file
Browse files
app.py
ADDED
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import numpy as np
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import cv2
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import gradio as gr
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from huggingface_hub import hf_hub_download
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from scgan.config import Config
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from scgan.generate_images import ImgGenerator
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def download_weights(repo_id):
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char_map_path = hf_hub_download(repo_id, "char_map.pkl")
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weights_path = hf_hub_download(repo_id, "model_checkpoint_epoch_200.pth.tar")
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return char_map_path, weights_path
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def get_text_from_image(img):
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COLOR_MIN = np.array([0, 0, 0],np.uint8)
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COLOR_MAX = np.array([250,250,160],np.uint8)
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img = cv2.cvtColor(img, cv2.COLOR_RGB2HSV)
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text_mask = cv2.inRange(img, COLOR_MIN, COLOR_MAX).astype(bool)
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img = cv2.cvtColor(img, cv2.COLOR_HSV2RGB)
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bg = np.ones(img.shape, dtype=np.uint8) * 255
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bg[text_mask] = img[text_mask]
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return bg
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def predict(text):
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imgs, texts = GENERATOR.generate(word_list=[text])
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image_on_white = get_text_from_image(imgs[0])
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return image_on_white
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CHAR_MAP_PATH, WEIGHTS_PATH = download_weights("sberbank-ai/scrabblegan-peter")
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GENERATOR = ImgGenerator(
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checkpt_path=WEIGHTS_PATH,
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config=Config,
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char_map_path=CHAR_MAP_PATH
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)
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gr.Interface(
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predict,
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inputs=gr.Textbox(label="Type your text to generate it on an image"),
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outputs=gr.Image(label="Generated image"),
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title="Peter handwritten image generation",
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).launch()
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