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Running
on
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Running
on
Zero
Update app.py
Browse files
app.py
CHANGED
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@@ -9,6 +9,7 @@ import torch.nn.functional as F
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from torchvision import transforms
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from PIL import Image, ImageDraw, ImageFont, ImageFilter
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from data_manager import get_dog_description, UserPreferences, get_breed_recommendations, format_recommendation_html
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from urllib.parse import quote
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from ultralytics import YOLO
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import asyncio
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@@ -274,7 +275,7 @@ def create_breed_comparison(breed1: str, breed2: str) -> dict:
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"""比較兩個狗品種的特性"""
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breed1_info = get_dog_description(breed1)
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breed2_info = get_dog_description(breed2)
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-
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# 標準化數值轉換
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value_mapping = {
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'Size': {'Small': 1, 'Medium': 2, 'Large': 3, 'Giant': 4},
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@@ -282,12 +283,12 @@ def create_breed_comparison(breed1: str, breed2: str) -> dict:
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'Care_Level': {'Low': 1, 'Moderate': 2, 'High': 3},
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'Grooming_Needs': {'Low': 1, 'Moderate': 2, 'High': 3}
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}
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-
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comparison_data = {
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breed1: {},
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breed2: {}
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}
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-
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for breed, info in [(breed1, breed1_info), (breed2, breed2_info)]:
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comparison_data[breed] = {
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'Size': value_mapping['Size'].get(info['Size'], 2), # 預設 Medium
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@@ -297,7 +298,7 @@ def create_breed_comparison(breed1: str, breed2: str) -> dict:
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'Good_with_Children': info['Good with Children'] == 'Yes',
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'Original_Data': info
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}
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-
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return comparison_data
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@@ -1260,6 +1261,90 @@ with gr.Blocks(css="""
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.bonus-score .progress {
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background: linear-gradient(90deg, #48bb78, #68d391);
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}
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""") as iface:
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gr.HTML("""
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@@ -1276,40 +1361,36 @@ with gr.Blocks(css="""
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</p>
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</header>
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""")
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-
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# 使用 Tabs 來分隔兩個功能
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with gr.Tabs():
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# 第一個 Tab:原有的辨識功能
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with gr.TabItem("Breed Detection"):
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-
gr.HTML("<p style='text-align: center;'>Upload a picture of a dog, the model will predict its breed and provide detailed information!</p>")
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gr.HTML("<p style='text-align: center; color: #666; font-size: 0.9em;'>Note: The model's predictions may not always be 100% accurate, and it is recommended to use the results as a reference.</p>")
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-
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with gr.Row():
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input_image = gr.Image(label="Upload a dog image", type="pil")
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output_image = gr.Image(label="Annotated Image")
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-
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output = gr.HTML(label="Prediction Results")
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initial_state = gr.State()
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-
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input_image.change(
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predict,
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inputs=input_image,
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outputs=[output, output_image, initial_state]
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)
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-
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gr.Examples(
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examples=['Border_Collie.jpg',
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'Golden_Retriever.jpeg',
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'Saint_Bernard.jpeg',
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'Samoyed.jpg',
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'French_Bulldog.jpeg'],
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inputs=input_image
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)
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-
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# 第二個 Tab:品種比較功能
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with gr.TabItem("Breed Comparison"):
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gr.HTML("<p style='text-align: center;'>Select two dog breeds to compare their characteristics and care requirements.</p>")
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-
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with gr.Row():
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breed1_dropdown = gr.Dropdown(
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choices=dog_breeds,
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@@ -1321,17 +1402,17 @@ with gr.Blocks(css="""
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label="Select Second Breed",
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value="Border_Collie"
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)
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-
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compare_btn = gr.Button("Compare Breeds")
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comparison_output = gr.HTML(label="Comparison Results")
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-
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def show_comparison(breed1, breed2):
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if not breed1 or not breed2:
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return "Please select two breeds to compare"
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-
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breed1_info = get_dog_description(breed1)
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breed2_info = get_dog_description(breed2)
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-
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html_output = f"""
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<div class="dog-info-card">
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<div class="comparison-grid" style="display: grid; grid-template-columns: 1fr 1fr; gap: 20px;">
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@@ -1370,7 +1451,7 @@ with gr.Blocks(css="""
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</div>
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</div>
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</div>
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-
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<div class="breed-info">
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<h2 class="section-title">
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<span class="icon">🐕</span> {breed2.replace('_', ' ')}
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@@ -1410,17 +1491,17 @@ with gr.Blocks(css="""
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</div>
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"""
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return html_output
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-
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compare_btn.click(
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show_comparison,
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inputs=[breed1_dropdown, breed2_dropdown],
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outputs=comparison_output
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)
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-
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# 第三個 Tab:品種推薦功能
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with gr.TabItem("Breed Recommendation"):
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gr.HTML("<p style='text-align: center;'>Tell us about your lifestyle, and we'll recommend the perfect dog breeds for you!</p>")
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-
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with gr.Row():
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with gr.Column():
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living_space = gr.Radio(
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@@ -1429,7 +1510,7 @@ with gr.Blocks(css="""
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info="Choose your current living situation",
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value="apartment"
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)
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-
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exercise_time = gr.Slider(
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minimum=0,
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maximum=180,
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@@ -1437,14 +1518,14 @@ with gr.Blocks(css="""
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label="Daily exercise time (minutes)",
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info="Consider walks, play time, and training"
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)
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-
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grooming_commitment = gr.Radio(
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choices=["low", "medium", "high"],
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label="Grooming commitment level",
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info="Low: monthly, Medium: weekly, High: daily",
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value="medium"
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)
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-
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with gr.Column():
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experience_level = gr.Radio(
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choices=["beginner", "intermediate", "advanced"],
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@@ -1452,20 +1533,20 @@ with gr.Blocks(css="""
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info="Be honest - this helps find the right match",
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value="beginner"
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)
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-
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has_children = gr.Checkbox(
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label="Have children at home",
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info="Helps recommend child-friendly breeds"
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)
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-
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noise_tolerance = gr.Radio(
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choices=["low", "medium", "high"],
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label="Noise tolerance level",
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info="Some breeds are more vocal than others",
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value="medium"
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)
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-
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-
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# 設置按鈕的點擊事件
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get_recommendations_btn = gr.Button("Find My Perfect Match! 🔍", variant="primary")
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recommendation_output = gr.HTML(label="Breed Recommendations")
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other_pets=False,
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climate="moderate"
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)
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-
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recommendations = get_breed_recommendations(user_prefs)
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return format_recommendation_html(recommendations)
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except Exception as e:
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print(f"Error in process_recommendations: {str(e)}")
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return f"An error occurred: {str(e)}"
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-
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# 這行是關鍵 - 確保按鈕點擊事件有正確連接到處理函數
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get_recommendations_btn.click(
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fn=process_recommendations, # 處理函數
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inputs=[
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living_space,
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exercise_time,
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grooming_commitment,
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experience_level,
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has_children,
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noise_tolerance
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],
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outputs=recommendation_output # 輸出結果的位置
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)
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-
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gr.HTML('For more details on this project and other work, feel free to visit my GitHub <a href="https://github.com/Eric-Chung-0511/Learning-Record/tree/main/Data%20Science%20Projects/Dog_Breed_Classifier">Dog Breed Classifier</a>')
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if __name__ == "__main__":
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from torchvision import transforms
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from PIL import Image, ImageDraw, ImageFont, ImageFilter
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from data_manager import get_dog_description, UserPreferences, get_breed_recommendations, format_recommendation_html
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+
from breed_health_info import breed_health_info, default_health_note
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from urllib.parse import quote
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from ultralytics import YOLO
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import asyncio
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"""比較兩個狗品種的特性"""
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breed1_info = get_dog_description(breed1)
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breed2_info = get_dog_description(breed2)
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+
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# 標準化數值轉換
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value_mapping = {
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'Size': {'Small': 1, 'Medium': 2, 'Large': 3, 'Giant': 4},
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'Care_Level': {'Low': 1, 'Moderate': 2, 'High': 3},
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'Grooming_Needs': {'Low': 1, 'Moderate': 2, 'High': 3}
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}
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+
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comparison_data = {
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breed1: {},
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breed2: {}
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}
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+
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for breed, info in [(breed1, breed1_info), (breed2, breed2_info)]:
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comparison_data[breed] = {
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'Size': value_mapping['Size'].get(info['Size'], 2), # 預設 Medium
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'Good_with_Children': info['Good with Children'] == 'Yes',
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'Original_Data': info
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}
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+
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return comparison_data
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.bonus-score .progress {
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background: linear-gradient(90deg, #48bb78, #68d391);
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}
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+
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.health-section {
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margin: 25px 0;
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padding: 24px;
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background-color: #f8f9fb;
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border-radius: 12px;
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border: 1px solid #e1e4e8;
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}
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.health-section .subsection-title {
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font-size: 1.3em;
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font-weight: 600;
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margin-bottom: 20px;
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display: flex;
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align-items: center;
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gap: 8px;
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color: #2c3e50;
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}
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.health-info {
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background-color: white;
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padding: 24px;
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border-radius: 8px;
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margin: 15px 0;
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border: 1px solid #e1e4e8;
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}
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.health-details {
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font-size: 1.1rem;
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line-height: 1.6;
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}
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.health-details h4 {
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color: #2c3e50;
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font-size: 1.15rem;
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font-weight: 600;
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margin: 20px 0 15px 0;
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}
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.health-details h4:first-child {
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margin-top: 0;
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}
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.health-details ul {
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list-style-type: none;
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padding-left: 0;
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margin: 0 0 25px 0;
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}
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.health-details ul li {
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margin-bottom: 12px;
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padding-left: 20px;
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position: relative;
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}
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.health-details ul li:before {
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content: "•";
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position: absolute;
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left: 0;
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color: #2c3e50;
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}
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.health-disclaimer {
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margin-top: 20px;
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color: #666;
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font-size: 1.05rem;
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line-height: 1.6;
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padding-top: 20px;
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border-top: 1px solid #e1e4e8;
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}
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.health-disclaimer p {
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margin: 8px 0;
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padding-left: 15px;
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position: relative;
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}
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.health-disclaimer p:before {
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content: "»";
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position: absolute;
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left: 0;
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color: #666;
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}
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""") as iface:
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gr.HTML("""
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</p>
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</header>
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""")
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+
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# 使用 Tabs 來分隔兩個功能
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with gr.Tabs():
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# 第一個 Tab:原有的辨識功能
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with gr.TabItem("Breed Detection"):
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gr.HTML("<p style='text-align: center;'>Upload a picture of a dog, and the model will predict its breed and provide detailed information!</p>")
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gr.HTML("<p style='text-align: center; color: #666; font-size: 0.9em;'>Note: The model's predictions may not always be 100% accurate, and it is recommended to use the results as a reference.</p>")
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+
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with gr.Row():
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input_image = gr.Image(label="Upload a dog image", type="pil")
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output_image = gr.Image(label="Annotated Image")
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output = gr.HTML(label="Prediction Results")
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initial_state = gr.State()
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input_image.change(
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predict,
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inputs=input_image,
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outputs=[output, output_image, initial_state]
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)
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+
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gr.Examples(
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examples=['Border_Collie.jpg', 'Golden_Retriever.jpeg', 'Saint_Bernard.jpeg', 'French_Bulldog.jpeg', 'Samoyed.jpg'],
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inputs=input_image
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)
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+
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# 第二個 Tab:品種比較功能
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with gr.TabItem("Breed Comparison"):
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gr.HTML("<p style='text-align: center;'>Select two dog breeds to compare their characteristics and care requirements.</p>")
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+
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with gr.Row():
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breed1_dropdown = gr.Dropdown(
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choices=dog_breeds,
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label="Select Second Breed",
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value="Border_Collie"
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)
|
| 1405 |
+
|
| 1406 |
compare_btn = gr.Button("Compare Breeds")
|
| 1407 |
comparison_output = gr.HTML(label="Comparison Results")
|
| 1408 |
+
|
| 1409 |
def show_comparison(breed1, breed2):
|
| 1410 |
if not breed1 or not breed2:
|
| 1411 |
return "Please select two breeds to compare"
|
| 1412 |
+
|
| 1413 |
breed1_info = get_dog_description(breed1)
|
| 1414 |
breed2_info = get_dog_description(breed2)
|
| 1415 |
+
|
| 1416 |
html_output = f"""
|
| 1417 |
<div class="dog-info-card">
|
| 1418 |
<div class="comparison-grid" style="display: grid; grid-template-columns: 1fr 1fr; gap: 20px;">
|
|
|
|
| 1451 |
</div>
|
| 1452 |
</div>
|
| 1453 |
</div>
|
| 1454 |
+
|
| 1455 |
<div class="breed-info">
|
| 1456 |
<h2 class="section-title">
|
| 1457 |
<span class="icon">🐕</span> {breed2.replace('_', ' ')}
|
|
|
|
| 1491 |
</div>
|
| 1492 |
"""
|
| 1493 |
return html_output
|
| 1494 |
+
|
| 1495 |
compare_btn.click(
|
| 1496 |
show_comparison,
|
| 1497 |
inputs=[breed1_dropdown, breed2_dropdown],
|
| 1498 |
outputs=comparison_output
|
| 1499 |
)
|
| 1500 |
+
|
| 1501 |
# 第三個 Tab:品種推薦功能
|
| 1502 |
with gr.TabItem("Breed Recommendation"):
|
| 1503 |
gr.HTML("<p style='text-align: center;'>Tell us about your lifestyle, and we'll recommend the perfect dog breeds for you!</p>")
|
| 1504 |
+
|
| 1505 |
with gr.Row():
|
| 1506 |
with gr.Column():
|
| 1507 |
living_space = gr.Radio(
|
|
|
|
| 1510 |
info="Choose your current living situation",
|
| 1511 |
value="apartment"
|
| 1512 |
)
|
| 1513 |
+
|
| 1514 |
exercise_time = gr.Slider(
|
| 1515 |
minimum=0,
|
| 1516 |
maximum=180,
|
|
|
|
| 1518 |
label="Daily exercise time (minutes)",
|
| 1519 |
info="Consider walks, play time, and training"
|
| 1520 |
)
|
| 1521 |
+
|
| 1522 |
grooming_commitment = gr.Radio(
|
| 1523 |
choices=["low", "medium", "high"],
|
| 1524 |
label="Grooming commitment level",
|
| 1525 |
info="Low: monthly, Medium: weekly, High: daily",
|
| 1526 |
value="medium"
|
| 1527 |
)
|
| 1528 |
+
|
| 1529 |
with gr.Column():
|
| 1530 |
experience_level = gr.Radio(
|
| 1531 |
choices=["beginner", "intermediate", "advanced"],
|
|
|
|
| 1533 |
info="Be honest - this helps find the right match",
|
| 1534 |
value="beginner"
|
| 1535 |
)
|
| 1536 |
+
|
| 1537 |
has_children = gr.Checkbox(
|
| 1538 |
label="Have children at home",
|
| 1539 |
info="Helps recommend child-friendly breeds"
|
| 1540 |
)
|
| 1541 |
+
|
| 1542 |
noise_tolerance = gr.Radio(
|
| 1543 |
choices=["low", "medium", "high"],
|
| 1544 |
label="Noise tolerance level",
|
| 1545 |
info="Some breeds are more vocal than others",
|
| 1546 |
value="medium"
|
| 1547 |
)
|
| 1548 |
+
|
| 1549 |
+
|
| 1550 |
# 設置按鈕的點擊事件
|
| 1551 |
get_recommendations_btn = gr.Button("Find My Perfect Match! 🔍", variant="primary")
|
| 1552 |
recommendation_output = gr.HTML(label="Breed Recommendations")
|
|
|
|
| 1565 |
other_pets=False,
|
| 1566 |
climate="moderate"
|
| 1567 |
)
|
| 1568 |
+
|
| 1569 |
recommendations = get_breed_recommendations(user_prefs)
|
| 1570 |
return format_recommendation_html(recommendations)
|
| 1571 |
except Exception as e:
|
| 1572 |
print(f"Error in process_recommendations: {str(e)}")
|
| 1573 |
return f"An error occurred: {str(e)}"
|
| 1574 |
+
|
| 1575 |
# 這行是關鍵 - 確保按鈕點擊事件有正確連接到處理函數
|
| 1576 |
get_recommendations_btn.click(
|
| 1577 |
fn=process_recommendations, # 處理函數
|
| 1578 |
inputs=[
|
| 1579 |
living_space,
|
| 1580 |
+
exercise_time,
|
| 1581 |
grooming_commitment,
|
| 1582 |
+
experience_level,
|
| 1583 |
+
has_children,
|
| 1584 |
noise_tolerance
|
| 1585 |
],
|
| 1586 |
outputs=recommendation_output # 輸出結果的位置
|
| 1587 |
)
|
| 1588 |
+
|
| 1589 |
gr.HTML('For more details on this project and other work, feel free to visit my GitHub <a href="https://github.com/Eric-Chung-0511/Learning-Record/tree/main/Data%20Science%20Projects/Dog_Breed_Classifier">Dog Breed Classifier</a>')
|
| 1590 |
|
| 1591 |
if __name__ == "__main__":
|