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Zero
import sqlite3 | |
import traceback | |
from typing import List, Dict | |
from breed_health_info import breed_health_info, default_health_note | |
from breed_noise_info import breed_noise_info | |
from dog_database import get_dog_description | |
from scoring_calculation_system import ( | |
UserPreferences, | |
calculate_compatibility_score | |
) | |
def format_recommendation_html(recommendations: List[Dict]) -> str: | |
"""將推薦結果格式化為HTML""" | |
html_content = "<div class='recommendations-container'>" | |
for rec in recommendations: | |
breed = rec['breed'] | |
scores = rec['scores'] | |
info = rec['info'] | |
rank = rec.get('rank', 0) | |
final_score = rec.get('final_score', scores['overall']) | |
bonus_score = rec.get('bonus_score', 0) | |
health_info = breed_health_info.get(breed, {"health_notes": default_health_note}) | |
noise_info = breed_noise_info.get(breed, { | |
"noise_notes": "Noise information not available", | |
"noise_level": "Unknown", | |
"source": "N/A" | |
}) | |
# 解析噪音資訊 | |
noise_notes = noise_info.get('noise_notes', '').split('\n') | |
noise_characteristics = [] | |
barking_triggers = [] | |
noise_level = '' | |
current_section = None | |
for line in noise_notes: | |
line = line.strip() | |
if 'Typical noise characteristics:' in line: | |
current_section = 'characteristics' | |
elif 'Noise level:' in line: | |
noise_level = line.replace('Noise level:', '').strip() | |
elif 'Barking triggers:' in line: | |
current_section = 'triggers' | |
elif line.startswith('•'): | |
if current_section == 'characteristics': | |
noise_characteristics.append(line[1:].strip()) | |
elif current_section == 'triggers': | |
barking_triggers.append(line[1:].strip()) | |
# 生成特徵和觸發因素的HTML | |
noise_characteristics_html = '\n'.join([f'<li>{item}</li>' for item in noise_characteristics]) | |
barking_triggers_html = '\n'.join([f'<li>{item}</li>' for item in barking_triggers]) | |
# 處理健康資訊 | |
health_notes = health_info.get('health_notes', '').split('\n') | |
health_considerations = [] | |
health_screenings = [] | |
current_section = None | |
for line in health_notes: | |
line = line.strip() | |
if 'Common breed-specific health considerations' in line: | |
current_section = 'considerations' | |
elif 'Recommended health screenings:' in line: | |
current_section = 'screenings' | |
elif line.startswith('•'): | |
if current_section == 'considerations': | |
health_considerations.append(line[1:].strip()) | |
elif current_section == 'screenings': | |
health_screenings.append(line[1:].strip()) | |
health_considerations_html = '\n'.join([f'<li>{item}</li>' for item in health_considerations]) | |
health_screenings_html = '\n'.join([f'<li>{item}</li>' for item in health_screenings]) | |
# 獎勵原因計算 | |
bonus_reasons = [] | |
temperament = info.get('Temperament', '').lower() | |
if any(trait in temperament for trait in ['friendly', 'gentle', 'affectionate']): | |
bonus_reasons.append("Positive temperament traits") | |
if info.get('Good with Children') == 'Yes': | |
bonus_reasons.append("Excellent with children") | |
try: | |
lifespan = info.get('Lifespan', '10-12 years') | |
years = int(lifespan.split('-')[0]) | |
if years > 12: | |
bonus_reasons.append("Above-average lifespan") | |
except: | |
pass | |
html_content += f""" | |
<div class="dog-info-card recommendation-card"> | |
<div class="breed-info"> | |
<h2 class="section-title"> | |
<span class="icon">🏆</span> #{rank} {breed.replace('_', ' ')} | |
<span class="score-badge"> | |
Overall Match: {final_score*100:.1f}% | |
</span> | |
</h2> | |
<div class="compatibility-scores"> | |
<div class="score-item"> | |
<span class="label">Space Compatibility:</span> | |
<div class="progress-bar"> | |
<div class="progress" style="width: {scores['space']*100}%"></div> | |
</div> | |
<span class="percentage">{scores['space']*100:.1f}%</span> | |
</div> | |
<div class="score-item"> | |
<span class="label">Exercise Match:</span> | |
<div class="progress-bar"> | |
<div class="progress" style="width: {scores['exercise']*100}%"></div> | |
</div> | |
<span class="percentage">{scores['exercise']*100:.1f}%</span> | |
</div> | |
<div class="score-item"> | |
<span class="label">Grooming Match:</span> | |
<div class="progress-bar"> | |
<div class="progress" style="width: {scores['grooming']*100}%"></div> | |
</div> | |
<span class="percentage">{scores['grooming']*100:.1f}%</span> | |
</div> | |
<div class="score-item"> | |
<span class="label">Experience Match:</span> | |
<div class="progress-bar"> | |
<div class="progress" style="width: {scores['experience']*100}%"></div> | |
</div> | |
<span class="percentage">{scores['experience']*100:.1f}%</span> | |
</div> | |
<div class="score-item"> | |
<span class="label"> | |
Noise Compatibility: | |
<span class="tooltip"> | |
<span class="tooltip-icon">ⓘ</span> | |
<span class="tooltip-text"> | |
<strong>Noise Compatibility Score:</strong><br> | |
• Based on your noise tolerance preference<br> | |
• Considers breed's typical noise level<br> | |
• Accounts for living environment | |
</span> | |
</span> | |
</span> | |
<div class="progress-bar"> | |
<div class="progress" style="width: {scores['noise']*100}%"></div> | |
</div> | |
<span class="percentage">{scores['noise']*100:.1f}%</span> | |
</div> | |
{f''' | |
<div class="score-item bonus-score"> | |
<span class="label"> | |
Breed Bonus: | |
<span class="tooltip"> | |
<span class="tooltip-icon">ⓘ</span> | |
<span class="tooltip-text"> | |
<strong>Breed Bonus Points:</strong><br> | |
• {('<br>• '.join(bonus_reasons)) if bonus_reasons else 'No additional bonus points'}<br> | |
<br> | |
<strong>Bonus Factors Include:</strong><br> | |
• Friendly temperament<br> | |
• Child compatibility<br> | |
• Longer lifespan<br> | |
• Living space adaptability | |
</span> | |
</span> | |
</span> | |
<div class="progress-bar"> | |
<div class="progress" style="width: {bonus_score*100}%"></div> | |
</div> | |
<span class="percentage">{bonus_score*100:.1f}%</span> | |
</div> | |
''' if bonus_score > 0 else ''} | |
</div> | |
<div class="breed-details-section"> | |
<h3 class="subsection-title"> | |
<span class="icon">📋</span> Breed Details | |
</h3> | |
<div class="details-grid"> | |
<div class="detail-item"> | |
<span class="tooltip"> | |
<span class="icon">📏</span> | |
<span class="label">Size:</span> | |
<span class="tooltip-icon">ⓘ</span> | |
<span class="tooltip-text"> | |
<strong>Size Categories:</strong><br> | |
• Small: Under 20 pounds<br> | |
• Medium: 20-60 pounds<br> | |
• Large: Over 60 pounds | |
</span> | |
<span class="value">{info['Size']}</span> | |
</span> | |
</div> | |
<div class="detail-item"> | |
<span class="tooltip"> | |
<span class="icon">🏃</span> | |
<span class="label">Exercise Needs:</span> | |
<span class="tooltip-icon">ⓘ</span> | |
<span class="tooltip-text"> | |
<strong>Exercise Needs:</strong><br> | |
• Low: Short walks<br> | |
• Moderate: 1-2 hours daily<br> | |
• High: 2+ hours daily<br> | |
• Very High: Constant activity | |
</span> | |
<span class="value">{info['Exercise Needs']}</span> | |
</span> | |
</div> | |
<div class="detail-item"> | |
<span class="tooltip"> | |
<span class="icon">👨👩👧👦</span> | |
<span class="label">Good with Children:</span> | |
<span class="tooltip-icon">ⓘ</span> | |
<span class="tooltip-text"> | |
<strong>Child Compatibility:</strong><br> | |
• Yes: Excellent with kids<br> | |
• Moderate: Good with older children<br> | |
• No: Better for adult households | |
</span> | |
<span class="value">{info['Good with Children']}</span> | |
</span> | |
</div> | |
<div class="detail-item"> | |
<span class="tooltip"> | |
<span class="icon">⏳</span> | |
<span class="label">Lifespan:</span> | |
<span class="tooltip-icon">ⓘ</span> | |
<span class="tooltip-text"> | |
<strong>Average Lifespan:</strong><br> | |
• Short: 6-8 years<br> | |
• Average: 10-15 years<br> | |
• Long: 12-20 years<br> | |
• Varies by size: Larger breeds typically have shorter lifespans | |
</span> | |
</span> | |
<span class="value">{info['Lifespan']}</span> | |
</div> | |
</div> | |
</div> | |
<div class="description-section"> | |
<h3 class="subsection-title"> | |
<span class="icon">📝</span> Description | |
</h3> | |
<p class="description-text">{info.get('Description', '')}</p> | |
</div> | |
<div class="noise-section"> | |
<h3 class="section-header"> | |
<span class="icon">🔊</span> Noise Behavior | |
<span class="tooltip"> | |
<span class="tooltip-icon">ⓘ</span> | |
<span class="tooltip-text"> | |
<strong>Noise Behavior:</strong><br> | |
• Typical vocalization patterns<br> | |
• Common triggers and frequency<br> | |
• Based on breed characteristics | |
</span> | |
</span> | |
</h3> | |
<div class="noise-info"> | |
<div class="noise-details"> | |
<h4 class="section-header">Typical noise characteristics:</h4> | |
<div class="characteristics-list"> | |
<div class="list-item">Moderate to high barker</div> | |
<div class="list-item">Alert watch dog</div> | |
<div class="list-item">Attention-seeking barks</div> | |
<div class="list-item">Social vocalizations</div> | |
</div> | |
<div class="noise-level-display"> | |
<h4 class="section-header">Noise level:</h4> | |
<div class="level-indicator"> | |
<span class="level-text">Moderate-High</span> | |
<div class="level-bars"> | |
<span class="bar"></span> | |
<span class="bar"></span> | |
<span class="bar"></span> | |
</div> | |
</div> | |
</div> | |
<h4 class="section-header">Barking triggers:</h4> | |
<div class="triggers-list"> | |
<div class="list-item">Separation anxiety</div> | |
<div class="list-item">Attention needs</div> | |
<div class="list-item">Strange noises</div> | |
<div class="list-item">Excitement</div> | |
</div> | |
</div> | |
<div class="noise-disclaimer"> | |
<p class="disclaimer-text source-text">Source: Compiled from various breed behavior resources, 2024</p> | |
<p class="disclaimer-text">Individual dogs may vary in their vocalization patterns.</p> | |
<p class="disclaimer-text">Training can significantly influence barking behavior.</p> | |
<p class="disclaimer-text">Environmental factors may affect noise levels.</p> | |
</div> | |
</div> | |
</div> | |
<div class="health-section"> | |
<h3 class="section-header"> | |
<span class="icon">🏥</span> Health Insights | |
<span class="tooltip"> | |
<span class="tooltip-icon">ⓘ</span> | |
<span class="tooltip-text"> | |
Health information is compiled from multiple sources including veterinary resources, breed guides, and international canine health databases. | |
Each dog is unique and may vary from these general guidelines. | |
</span> | |
</span> | |
</h3> | |
<div class="health-info"> | |
<div class="health-details"> | |
<div class="health-block"> | |
<h4 class="section-header">Common breed-specific health considerations:</h4> | |
<div class="health-grid"> | |
<div class="health-item">Patellar luxation</div> | |
<div class="health-item">Progressive retinal atrophy</div> | |
<div class="health-item">Von Willebrand's disease</div> | |
<div class="health-item">Open fontanel</div> | |
</div> | |
</div> | |
<div class="health-block"> | |
<h4 class="section-header">Recommended health screenings:</h4> | |
<div class="health-grid"> | |
<div class="health-item screening">Patella evaluation</div> | |
<div class="health-item screening">Eye examination</div> | |
<div class="health-item screening">Blood clotting tests</div> | |
<div class="health-item screening">Skull development monitoring</div> | |
</div> | |
</div> | |
</div> | |
<div class="health-disclaimer"> | |
<p class="disclaimer-text source-text">Source: Compiled from various veterinary and breed information resources, 2024</p> | |
<p class="disclaimer-text">This information is for reference only and based on breed tendencies.</p> | |
<p class="disclaimer-text">Each dog is unique and may not develop any or all of these conditions.</p> | |
<p class="disclaimer-text">Always consult with qualified veterinarians for professional advice.</p> | |
</div> | |
</div> | |
</div> | |
<div class="action-section"> | |
<a href="https://www.akc.org/dog-breeds/{breed.lower().replace('_', '-')}/" | |
target="_blank" | |
class="akc-button"> | |
<span class="icon">🌐</span> | |
Learn more about {breed.replace('_', ' ')} on AKC website | |
</a> | |
</div> | |
</div> | |
</div> | |
""" | |
html_content += "</div>" | |
return html_content | |
def get_breed_recommendations(user_prefs: UserPreferences, top_n: int = 10) -> List[Dict]: | |
"""基於使用者偏好推薦狗品種,確保正確的分數排序""" | |
print("Starting get_breed_recommendations") | |
recommendations = [] | |
seen_breeds = set() | |
try: | |
# 獲取所有品種 | |
conn = sqlite3.connect('animal_detector.db') | |
cursor = conn.cursor() | |
cursor.execute("SELECT Breed FROM AnimalCatalog") | |
all_breeds = cursor.fetchall() | |
conn.close() | |
# 收集所有品種的分數 | |
for breed_tuple in all_breeds: | |
breed = breed_tuple[0] | |
base_breed = breed.split('(')[0].strip() | |
if base_breed in seen_breeds: | |
continue | |
seen_breeds.add(base_breed) | |
# 獲取品種資訊 | |
breed_info = get_dog_description(breed) | |
if not isinstance(breed_info, dict): | |
continue | |
# 獲取噪音資訊 | |
noise_info = breed_noise_info.get(breed, { | |
"noise_notes": "Noise information not available", | |
"noise_level": "Unknown", | |
"source": "N/A" | |
}) | |
# 將噪音資訊整合到品種資訊中 | |
breed_info['noise_info'] = noise_info | |
# 計算基礎相容性分數 | |
compatibility_scores = calculate_compatibility_score(breed_info, user_prefs) | |
# 計算品種特定加分 | |
breed_bonus = 0.0 | |
# 壽命加分 | |
try: | |
lifespan = breed_info.get('Lifespan', '10-12 years') | |
years = [int(x) for x in lifespan.split('-')[0].split()[0:1]] | |
longevity_bonus = min(0.02, (max(years) - 10) * 0.005) | |
breed_bonus += longevity_bonus | |
except: | |
pass | |
# 性格特徵加分 | |
temperament = breed_info.get('Temperament', '').lower() | |
positive_traits = ['friendly', 'gentle', 'affectionate', 'intelligent'] | |
negative_traits = ['aggressive', 'stubborn', 'dominant'] | |
breed_bonus += sum(0.01 for trait in positive_traits if trait in temperament) | |
breed_bonus -= sum(0.01 for trait in negative_traits if trait in temperament) | |
# 與孩童相容性加分 | |
if user_prefs.has_children: | |
if breed_info.get('Good with Children') == 'Yes': | |
breed_bonus += 0.02 | |
elif breed_info.get('Good with Children') == 'No': | |
breed_bonus -= 0.03 | |
# 噪音相關加分 | |
if user_prefs.noise_tolerance == 'low': | |
if noise_info['noise_level'].lower() == 'high': | |
breed_bonus -= 0.03 | |
elif noise_info['noise_level'].lower() == 'low': | |
breed_bonus += 0.02 | |
elif user_prefs.noise_tolerance == 'high': | |
if noise_info['noise_level'].lower() == 'high': | |
breed_bonus += 0.01 | |
# 計算最終分數 | |
breed_bonus = round(breed_bonus, 4) | |
final_score = round(compatibility_scores['overall'] + breed_bonus, 4) | |
recommendations.append({ | |
'breed': breed, | |
'base_score': round(compatibility_scores['overall'], 4), | |
'bonus_score': round(breed_bonus, 4), | |
'final_score': final_score, | |
'scores': compatibility_scores, | |
'info': breed_info, | |
'noise_info': noise_info # 添加噪音資訊到推薦結果 | |
}) | |
# 嚴格按照 final_score 排序 | |
recommendations.sort(key=lambda x: (round(-x['final_score'], 4), x['breed'] )) # 負號使其降序排列,並確保4位小數 | |
# 選擇前N名並確保正確排序 | |
final_recommendations = [] | |
last_score = None | |
rank = 1 | |
for rec in recommendations: | |
if len(final_recommendations) >= top_n: | |
break | |
current_score = rec['final_score'] | |
# 確保分數遞減 | |
if last_score is not None and current_score > last_score: | |
continue | |
# 添加排名資訊 | |
rec['rank'] = rank | |
final_recommendations.append(rec) | |
last_score = current_score | |
rank += 1 | |
# 驗證最終排序 | |
for i in range(len(final_recommendations)-1): | |
current = final_recommendations[i] | |
next_rec = final_recommendations[i+1] | |
if current['final_score'] < next_rec['final_score']: | |
print(f"Warning: Sorting error detected!") | |
print(f"#{i+1} {current['breed']}: {current['final_score']}") | |
print(f"#{i+2} {next_rec['breed']}: {next_rec['final_score']}") | |
# 交換位置 | |
final_recommendations[i], final_recommendations[i+1] = \ | |
final_recommendations[i+1], final_recommendations[i] | |
# 打印最終結果以供驗證 | |
print("\nFinal Rankings:") | |
for rec in final_recommendations: | |
print(f"#{rec['rank']} {rec['breed']}") | |
print(f"Base Score: {rec['base_score']:.4f}") | |
print(f"Bonus: {rec['bonus_score']:.4f}") | |
print(f"Final Score: {rec['final_score']:.4f}\n") | |
return final_recommendations | |
except Exception as e: | |
print(f"Error in get_breed_recommendations: {str(e)}") | |
print(f"Traceback: {traceback.format_exc()}") | |
return [] | |