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Browse files- README.md +3 -9
- app.py +49 -0
- requirements.txt +9 -0
README.md
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---
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title:
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emoji: 🐨
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colorFrom: green
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colorTo: red
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sdk: gradio
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sdk_version: 4.16.0
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app_file: app.py
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Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
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title: ocr_model
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app_file: app.py
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sdk: gradio
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sdk_version: 3.44.4
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---
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app.py
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from paddleocr import PaddleOCR
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import requests
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import numpy as np
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from PIL import Image
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from io import BytesIO
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import json
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import gradio as gr
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ocr = PaddleOCR(use_angle_cls=True, lang='en', use_pdserving=False, cls_batch_num=8, det_batch_num=8, rec_batch_num=8)
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def index(url):
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response = requests.get(url)
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img = Image.open(BytesIO(response.content))
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resize_factor = 1
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new_size = tuple(int(dim * resize_factor) for dim in img.size)
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img = img.resize(new_size, Image.Resampling.LANCZOS)
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img_array = np.array(img.convert('RGB'))
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result = ocr.ocr(img_array)
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boxes = [line[0] for line in result]
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txts = [line[1][0] for line in result]
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scores = [line[1][1] for line in result]
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print(boxes)
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print(txts)
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output_dict = {"texts": txts, "boxes": boxes, "scores": scores}
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output_json = json.dumps(output_dict) # Convert to JSON string
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return output_json
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inputs_image_url = [
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gr.Textbox(type="text", label="Image URL"),
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]
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outputs_result_json = [
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gr.Textbox(type="text", label="Result JSON"),
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]
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interface_image_url = gr.Interface(
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fn=index,
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inputs=inputs_image_url,
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outputs=outputs_result_json,
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title="Text Extraction",
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cache_examples=False,
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).queue().launch()
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requirements.txt
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common
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paddlepaddle
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paddleocr
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opencv-python
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Shapely
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requests
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numpy
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pillow
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gradio
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