webdriver_options = Options()
webdriver_options.add_argument("--headless")
driver_service = Service(ChromeDriverManager().install())
webdriver_chrome = webdriver.Chrome(service=driver_service, options=webdriver_options)
#----------------------------------------------------------------------
#저장 함수
def save_to_index(data, file_path='C:\\Users\\kevinkim\\Desktop\\recipes\\index.json'):
if not os.path.exists(file_path) or os.path.getsize(file_path) == 0:
print("File does not exist or is empty. Initializing with an empty list.")
index_data = []
else:
with open(file_path, 'r', encoding='utf-8') as file:
try:
index_data = json.load(file)
if not isinstance(index_data, list):
raise ValueError("Existing data is not a list. Please check the file format.")
print("Existing data loaded:", index_data)
except json.JSONDecodeError:
print("File is empty or corrupt. Initializing with an empty list.")
index_data = []
except ValueError as e:
print(f"Error: {e}")
return
print("Adding new data:", data)
index_data.append(data)
with open(file_path, 'w', encoding='utf-8') as file:
json.dump(index_data, file, ensure_ascii=False, indent=4)
print(f"Data saved to {file_path}")
#----------------------------------------------------------------------
food_url = f'https://www.10000recipe.com/recipe/list.html'
webdriver_chrome.get(food_url)
search_bar = webdriver_chrome.find_element(By.NAME, "q")
food_list = ['간장게장'] #여기에 레시피
# chat_history = []
# language = input('언어를 선택해 주세요(예: 한국어 혹은 Korean): ')
language = '한국어' #임시(나중에 삭제)
num_serving = '1 인분' #임시 (나중에 삭제)
for food_name in food_list:
search_bar.send_keys(food_name)
search_bar.submit()
webdriver_chrome.implicitly_wait(300)
results = webdriver_chrome.find_elements(By.CSS_SELECTOR, "a")
food_link = results[0].get_attribute("href") if results else None
# print(food_link)
food_data = []
food_count = 0
webdriver_chrome.quit()
response = requests.get(food_link)
if response.status_code == 200:
try:
food_link_text = response.text
soup = BeautifulSoup(food_link_text, 'html.parser')
except Exception as e:
print("잘못된 요청입니다. 에러:", {e} )
food_info = soup.find_all(attrs= {'class' : 'common_sp_link'})
for food in food_info:
food_id = food['href'].split('/')[-1]
food_recipe = f'https://www.10000recipe.com/recipe/{food_id}'
food_recipe_response = requests.get(food_recipe)
if food_recipe_response.status_code == 200:
try:
food_recipe_soup = BeautifulSoup(food_recipe_response.text, 'html.parser')
food_recipe_information = food_recipe_soup.find(attrs = {'type' : 'application/ld+json'})
except Exception as e:
print(f'조회에 실패했습니다, 이유: {e}')
if food_recipe_information:
try:
food_details = json.loads(food_recipe_information.text)
title = food_details.get('name','이름 없음')
ingredients = food_details.get("recipeIngredient", [])
instructions = [
step.get("text", "단계 없음") for step in food_details.get("recipeInstructions", [])
]
food_count += 1
food_data.append({
"제목": title,
"재료": ingredients,
"설명": instructions
})
except Exception as e:
print(f'가져오는데 실패했습니다. 이유: {e}')
if food_count == 5:
client2 = OpenAI()
completion = client2.chat.completions.create(
model = 'gpt-4o-mini',
messages = [{'role': 'system', 'content': """
You are a professional chef who knows every ingredient and detailed cooking process for any dish. When given a specific food topic:
1. Search and list all essential ingredients for the dish in detail (including quantities if possible).
2. Provide a step-by-step cooking process with precise instructions and tips for achieving the best results.
3. Use the language of {language} for your answer.
4. Do NOT use the example below as the answer to the user's question. It is only a reference for the level of detail expected in your response.
5.When writing the recipe, ensure to mention the number of servings based on the ingredients provided. Use clear formats such as 'serves 2' or 'serves 4'.
6. If the user requests a specific number of servings, such as 1 serving, adjust all the ingredients and steps accordingly and the number of serving will be informed by {num_serving}
**Example (Reference Only):**
Dish: Pasta (for 4~5 servings)
**Ingredients:**
- Pasta (spaghetti or another type) - 400g
- Water - 4L
- Salt - 2 tablespoons (for boiling water)
- Olive oil - 3 tablespoons
- Garlic - 4 cloves (minced or thinly sliced)
- Onion - 1 medium (diced)
- Tomato sauce - 400g (or 4 fresh tomatoes, crushed)
- Sugar - 1 teaspoon (to balance acidity)
- Parmesan cheese (grated) - 50g
- Fresh basil - a few leaves (or 1 teaspoon dried basil)
- Black pepper - a pinch (freshly ground)
Optional:
- Bacon or pancetta - 100g (diced)
- Red chili pepper (for spiciness) - 1 piece
**Cooking Steps:**
1. **Boil the Pasta:**
- Boil 4L of water in a large pot.
- Add 2 tablespoons of salt once the water boils (the water should taste slightly salty).
- Cook pasta for 1 minute less than the package instructions (e.g., if recommended time is 10 minutes, cook for 9).
- Reserve 1 cup of pasta water, then drain the pasta.
2. **Prepare the Sauce:**
(A) For Aglio e Olio:
- Heat a pan over medium heat and add 3 tablespoons of olive oil.
- Sauté garlic slices and diced chili peppers over low heat until fragrant (do not burn).
- Add cooked pasta and 2-3 tablespoons of reserved pasta water, tossing until well-coated.
- Garnish with fresh basil and grated Parmesan cheese.
(B) For Tomato Sauce:
- Heat 2 tablespoons of olive oil in a pan over medium heat.
- Sauté diced onions until translucent.
- Add garlic slices, followed by tomato sauce (or crushed fresh tomatoes).
- Season with salt, sugar, and black pepper. Simmer over low heat for 10 minutes.
- Add cooked pasta and a small amount of reserved pasta water. Toss until combined.
- Garnish with basil and Parmesan cheese before serving.
**Serving Tips:**
- Plate the pasta and top with extra sauce.
- Sprinkle additional Parmesan cheese and garnish with fresh basil leaves.
- Serve with freshly ground black pepper and a drizzle of olive oil if desired.
Now, provide an equally detailed response for the user's specific name ofthe food: {food_name}.
"""},
{'role' : 'user', 'content' : food_name},
{'role' : 'user', 'content' : language},
{'role' : 'user', 'content' : num_serving},
]
)
complete_recipe = completion.choices[0].message.content
client3 = OpenAI()
completion = client3.chat.completions.create(
model = 'gpt-4o-mini',
messages = [
{'role': 'system',
'content': """
You will receive two inputs: {complete_recipe} and {food_details}.
1. **Comparison Task**: Start by comparing {complete_recipe} with each recipe in {food_details}. This is only for analysis, to identify differences or enhancements this work will not be answer.
2. **Enhancement Task**: Use {complete_recipe} as the base recipe (do not replace it), and refer to {food_details} to create an enhanced version of {complete_recipe}(which mean, you must improve {complete_recipe} using {food_details}).
2.1 Identify any additional ingredients, tips, or unique elements in {food_details} that could enhance {complete_recipe}.
2.2 Add these enhancements to {complete_recipe} as suggestions or optional steps, without altering the original recipe structure.
2.3 Provide detailed explanations for each suggestion, including:
- Specific quantities of new ingredients.
- Clear steps for incorporating them into the recipe.
- A brief explanation of how each suggestion improves the dish (max of 4 unique enhancements, no duplicates).
3. **Output Format**: Present the enhanced recipe in the following structure:
- Original Recipe: {complete_recipe}
- Enhanced Recipe: List the new steps or ingredients clearly as additions to the original.
- Explanations: Provide detailed explanations for each enhancement (only unique explanations, no repetition).
4. **Alternative Ideas**:
4.1 Below the enhanced recipe, provide a section titled "이건 어때요?" with suggestions for other related recipes or variations based on the topic, incorporating any unique or creative ideas found in {food_details}(which means, you can recommend other food related to the topic).
5. **총 칼로리**:
5.1 List the calories for each ingredient in {complete_recipe}, so don't list the ingredient with calories again. and any new ingredients added, directly beside each ingredient (without creating a separate list for calories).
5.2 Calculate the total calorie count for the final enhanced recipe.
5.3 Present this information clearly at the end of the enhanced recipe.
6. **Language: You must use the language of {language} for your answer**.
7. ***Remove all the duplicated information (all)***.
Full Example:
Original Recipe: 고구마튀김 (1인분)
재료:
고구마 - 1개 (약 150g, 109 칼로리)
튀김 가루 - 50g (187 칼로리)
찬물 - 75ml (0 칼로리)
식물성 기름 (튀김용) - 적당량 (약 250 칼로리)
소금 - 약간 (0 칼로리)
조리 과정:
1. 고구마는 깨끗이 씻어 껍질을 벗긴 후 약 0.5cm 두께로 얇게 슬라이스합니다.
2. 작은 볼에 튀김 가루를 넣고 찬물을 부어줍니다. 젓가락이나 거품기를 이용해 반죽을 가볍게 섞어줍니다. 반죽에 약간의 덩어리가 있어도 괜찮습니다.
3. 냄비나 깊은 팬에 기름을 넉넉히 붓고 170-180°C까지 가열합니다. 기름 온도를 확인하려면 반죽을 조금 떨어뜨려보세요. 바로 떠오르면 적당한 온도입니다.
4. 고구마 슬라이스를 반죽에 담가 고루 묻힌 후, 뜨거운 기름에 하나씩 넣어줍니다. 약 2-3분간, 혹은 고구마가 노릇노릇하고 바삭할 때까지 튀깁니다. 튀긴 고구마는 키친타월에 올려 기름을 제거합니다.\n 5. 튀긴 고구마에 소금을 약간 뿌려 간을 맞춥니다.\n\n **서빙 팁:** 따뜻할 때 바로 먹는 것이 가장 맛있습니다. 간장이나 칠리 소스를 곁들여 먹으면 더욱 맛있습니다.
Enhanced Recipe:
1. 향미 추가: 파슬리가루
- 추가 재료: 파슬리 가루 1큰술 (3 칼로리)
- 고구마를 슬라이스하고 반죽을 만들 때 파슬리 가루를 함께 섞어주세요. 시각적 아름다움과 더불어 향긋한 풍미를 더해줍니다.
2. 조리법 개선: 온도 확인
- 반죽을 너무 오래 젓지 않도록 주의하세요. 튀김의 부드러움과 바삭함을 유지하기 위해 살살 저어주는 것이 중요합니다.
3. 바삭함 유지: 채반 사용
- 튀긴 고구마를 키친타월 대신 채반에 올려 식히세요. 더 바삭하고 눅눅해지지 않게 유지됩니다.
4. 색감 강조: 주항빛 고구마 선택
- 주황빛이 도는 고구마를 사용하면 색감이 더욱 아름답게 나옵니다. 치자물을 들이지 않아도 예쁜 색을 가질 수 있습니다.
Explanations:
1. 파슬리가루 추가: 시각적 효과와 향을 더해줍니다. 더 풍부한 맛을 느낄 수 있습니다.
2. 온도 확인: 반죽을 가볍게 저어 튀김의 바삭함을 극대화합니다.
3. 바삭함 유지: 튀김이 눅눅해지지 않게 하여 식감 개선
4. 색감 강조: 요리의 시각적 매력을 높이는 데 기여합니다.
이건 어때요?
다양한 고구마 요리를 즐기고 싶다면, 고구마 맛탕이나 고구마전도 시도해보세요. 특별한 날엔 고구마 그라탱도 추천합니다. 새로운 식감과 맛을 경험할 수 있습니다.
그리고 고구마를 이용한 요리
**맛탕**
**고구마 케이크**
**고구마 튀김**들도 맛있습니다.
총 칼로리:기존 레시피 총 칼로리는 약 546 칼로리이고, 파슬리가루를 추가하면 총 549 칼로리가 됩니다.
"""},
{'role' : 'user', 'content' : complete_recipe},
{'role' : 'user', 'content' : language},
{'role' : 'user', 'content' : json.dumps(food_details, ensure_ascii=False)}
]
)
final_answer = completion.choices[0].message.content
print(final_answer)
save_to_index(final_answer)
break오늘의 완성 코드
바로 레시피를 크롤링해서 가져온다
for food_name in food_list: search_bar.send_keys(food_name) search_bar.submit() webdriver_chrome.implicitly_wait(300) results = webdriver_chrome.find_elements(By.CSS_SELECTOR, "a") food_link = results[0].get_attribute("href") if results else None # print(food_link) food_data = [] food_count = 0 webdriver_chrome.quit() response = requests.get(food_link) if response.status_code == 200: try: food_link_text = response.text soup = BeautifulSoup(food_link_text, 'html.parser') except Exception as e: print("잘못된 요청입니다. 에러:", {e} ) food_info = soup.find_all(attrs= {'class' : 'common_sp_link'}) for food in food_info: food_id = food['href'].split('/')[-1] food_recipe = f'https://www.10000recipe.com/recipe/{food_id}' food_recipe_response = requests.get(food_recipe) if food_recipe_response.status_code == 200: try: food_recipe_soup = BeautifulSoup(food_recipe_response.text, 'html.parser') food_recipe_information = food_recipe_soup.find(attrs = {'type' : 'application/ld+json'}) except Exception as e: print(f'조회에 실패했습니다, 이유: {e}') if food_recipe_information: try: food_details = json.loads(food_recipe_information.text) title = food_details.get('name','이름 없음') ingredients = food_details.get("recipeIngredient", []) instructions = [ step.get("text", "단계 없음") for step in food_details.get("recipeInstructions", []) ] food_count += 1 food_data.append({ "제목": title, "재료": ingredients, "설명": instructions })바로 이 부분. 사이트에서 chromedrive를 통해 서치바를 찾아 그 안에 값으로 사용자가 원하는 값을 넣도록 한다. 하지만 너무 비효율이다라는 지적을 받아, 대략 1000개의 레시피를 넣을 예정인데, 문제는 사이트에서 가져온 데이터를 왜쓸까? 나는 퀄리티가 높은 레시피를 원한다! 그래서 Ai를 통해 깊은 프롬프트로 칼로리 계산, 및 심도 있는 레시피를 필터링 후 그 값을 index.json에 저장해서 그것을 나중에 ChromaDB를 통해 RAG 연결을 할 생각입니다.