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import spaces |
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import sys |
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print(sys.version_info) |
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import gradio as gr |
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import matplotlib.pyplot as plt |
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from aimodel import model_init, read_meter, visualization |
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from test_rect import read_meter as read_meter_rect |
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from PIL import Image |
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from io import BytesIO |
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import logging |
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print("Loading model...") |
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fl, fl_ft = model_init(hack=False) |
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@spaces.GPU(duration=30) |
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def process_image(input_image:Image, meter_type:str): |
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if meter_type == "方形儀表": |
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value, img = read_meter_rect(input_image, fl, fl_ft) |
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return img, f"辨識結果: PA={value}", None |
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assert meter_type == "圓形儀表" |
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plt.clf() |
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print("process_image") |
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W, H = 640, 480 |
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if input_image is None: |
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return None, None |
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meter_result = read_meter(input_image, fl, fl_ft) |
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img, fig = visualization(meter_result) |
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buf = BytesIO() |
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fig.savefig(buf, format='png') |
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buf.seek(0) |
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fig_img = Image.open(buf) |
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plt.clf() |
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return img, f"辨識結果: PSI={meter_result.needle_psi:.1f} kg/cm²={meter_result.needle_kg_cm2:.2f} ", fig_img |
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with gr.Blocks() as demo: |
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gr.Markdown("## 指針辨識系統\n請選擇儀表類型,上傳圖片,或點擊Submit") |
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with gr.Row(): |
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with gr.Column(): |
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with gr.Row(): |
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clear_button = gr.ClearButton() |
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submit_button = gr.Button("Submit", variant="primary") |
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meter_type_dropdown = gr.Dropdown(choices=["圓形儀表", "方形儀表"], label="選擇選項") |
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image_input = gr.Image(type="pil", label="上傳圖片") |
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with gr.Column(): |
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number_output = gr.Textbox(label="辨識結果", placeholder="辨識結果") |
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image_output = gr.Image(label="輸出圖片") |
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plot_output = gr.Image(label="模型結果") |
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clear_button.add([image_input, image_output, number_output]) |
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image_input.upload( |
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fn=process_image, |
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inputs=[image_input, meter_type_dropdown], |
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outputs=[image_output, number_output, plot_output], |
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queue=False |
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) |
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submit_button.click( |
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fn=process_image, |
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inputs=[image_input, meter_type_dropdown], |
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outputs=[image_output, number_output, plot_output], |
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) |
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demo.launch(debug=True) |
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