PaLM API: Python के साथ चैट क्विकस्टार्ट करें

ai.google.dev पर देखें Colab notebook को आज़माएं GitHub पर notebook देखें

इस notebook में, आपको PaLM API का इस्तेमाल शुरू करने का तरीका पता चलेगा. यह आपको Google के सबसे नए लार्ज लैंग्वेज मॉडल का ऐक्सेस देता है. यहां आपको खास तौर पर, खास तौर पर डायलॉग बॉक्स, जैसे कि चैटबॉट के लिए PaLM API इस्तेमाल करने का तरीका पता चलेगा.

सेटअप

सबसे पहले, PaLM API की Python लाइब्रेरी डाउनलोड और इंस्टॉल करें.

pip install -U google-generativeai
import google.generativeai as genai

कोई एपीआई पासकोड पाएं

इसके लिए, आपको एपीआई पासकोड बनाना होगा.

genai.configure(api_key='API_KEY')

बातचीत शुरू करना

इस ट्यूटोरियल में, आपको चैट के इस्तेमाल के उदाहरणों के लिए डिज़ाइन किए गए एलएलएम के लिए, PaLM API का इस्तेमाल करने के बारे में जानकारी मिलेगी. इस लैंग्वेज मॉडल को बातचीत वाले एक बड़े डेटासेट की मदद से तैयार किया गया है. इसलिए, मॉडल को कॉल करने पर, आपको बातचीत और गपशप वाला जवाब मिलेगा:

# Create a new conversation
response = genai.chat(messages='Hello')

# Last contains the model's response:
response.last
'Hello! How can I help you today?'

बातचीत जारी रखने के लिए, मॉडल के जवाब के लिए reply भेजें:

# Add to the existing conversation by sending a reply
response = response.reply("Just chillin'")
# See the model's latest response in the `last` field:
response.last
"That's great! Chilling is a great way to relax and de-stress. I hope you're having a good day."

वाह! PaLM API की मदद से, आपकी पहली बातचीत पूरी हो गई है.

बातचीत का इतिहास

बेशक, चैट बातचीत में उपयोगकर्ता और मॉडल के बीच-बीच में आने वाले मैसेज की बढ़ती हुई सूची होती है. आपने अब तक बातचीत का जो इतिहास बनाया है उसे देखने के लिए, messages फ़ील्ड की जांच करें:

response.messages
[{'author': '0', 'content': 'Hello'},
 {'author': '1', 'content': 'Hi there! How can I help you today?'},
 {'author': '0', 'content': "Just chillin'"},
 {'author': '1',
  'content': "That's great! Chilling is a great way to relax and de-stress. I hope you're having a good day."}]

ऊपर, बातचीत करने वाले दो विकल्प "आगे-पीछे" हैं, जैसे कि मॉडल और उपयोगकर्ता के बीच दो एक्सचेंज. इसमें उपयोगकर्ता के मैसेज डिफ़ॉल्ट रूप से 'author': '0' और मॉडल के जवाबों को 'author': '1' के तौर पर मार्क किया जाता है. इससे आपको यह ट्रैक करने में मदद मिलेगी कि बाद में किसने क्या कहा.

कोई दूसरा जवाब चुनना

आम तौर पर, एलएलएम के बनाए गए टेक्स्ट में कुछ हद तक अनियमितता मिलती है. (एलएलएम प्राइमर में इसकी वजह जानें). इसका मतलब है कि एक ही इनपुट से एपीआई को एक से ज़्यादा बार कॉल करने पर, आपको अलग-अलग जवाब मिल सकते हैं. आप वैकल्पिक मॉडल उत्तर प्राप्त करने के लिए इस सुविधा का उपयोग अपने लाभ के लिए कर सकते हैं:

# Create a brand new chat with candidate_count = 4.
response = genai.chat(messages="What should I eat for dinner tonight? List a few options", candidate_count = 4)
# See the model's default response
response.last
अभी तक किसी भी व्यक्ति ने चेक इन नहीं किया है
"Here are a few options for dinner tonight:\n\n* **Pasta:** Pasta is a classic dinner option that can be made in many different ways. You can have a simple pasta with tomato sauce, or you can get more creative with your toppings. Some popular pasta toppings include meatballs, sausage, broccoli, and spinach.\n* **Pizza:** Pizza is another popular dinner option that can be customized to your liking. You can order a pizza from a restaurant, or you can make your own at home. If you're making your own pizza, you can choose your own toppings. Some popular pizza toppings include pepperoni, sausage, mushrooms, onions, and peppers.\n* **Sushi:** Sushi is a healthy and delicious dinner option that is perfect for a light meal. You can order sushi from a restaurant, or you can make your own at home. If you're making your own sushi, you can choose your own fillings. Some popular sushi fillings include salmon, tuna, shrimp, and avocado.\n* **Burgers:** Burgers are a classic American dinner option that is perfect for a casual meal. You can order burgers from a restaurant, or you can make your own at home. If you're making your own burgers, you can choose your own toppings. Some popular burger toppings include cheese, lettuce, tomato, onion, and pickles.\n* **Tacos:** Tacos are a delicious and versatile dinner option that can be made with a variety of fillings. You can order tacos from a restaurant, or you can make your own at home. If you're making your own tacos, you can choose your own fillings. Some popular taco fillings include ground beef, chicken, pork, and fish.\n* **Chicken:** Chicken is a healthy and versatile protein that can be cooked in many different ways. You can bake, grill, or fry chicken, or you can cook it in a skillet. Chicken can be served with a variety of side dishes, such as rice, potatoes, or vegetables.\n* **Fish:** Fish is a healthy and delicious protein that can be cooked in many different ways. You can bake, grill, or fry fish, or you can cook it in a skillet. Fish can be served with a variety of side dishes, such as rice, potatoes, or vegetables.\n* **Steak:** Steak is a hearty and flavorful protein that can be cooked in many different ways. You can grill, pan-fry, or broil steak, or you can cook it in a skillet. Steak can be served with a variety of side dishes, such as mashed potatoes, broccoli, or asparagus.\n* **Vegetarian:** There are many delicious vegetarian dinner options available. You can make a vegetarian pasta dish, a vegetarian pizza, or a vegetarian stir-fry. You can also make a vegetarian burger or a vegetarian taco.\n* **Dessert:** No dinner is complete without dessert! You can have a slice of cake, a scoop of ice cream, or a piece of pie. You can also make your own dessert, such as cookies, brownies, or cupcakes.\n\nI hope this gives you some ideas for dinner tonight!"
# See alternate possible model responses
response.candidates
[{'author': '1',
  'content': "Here are a few options for dinner tonight:\n\n* **Pasta:** Pasta is a classic dinner option that can be made in many different ways. You can have a simple pasta with tomato sauce, or you can get more creative with your toppings. Some popular pasta toppings include meatballs, sausage, broccoli, and spinach.\n* **Pizza:** Pizza is another popular dinner option that can be customized to your liking. You can order a pizza from a restaurant, or you can make your own at home. If you're making your own pizza, you can choose your own toppings. Some popular pizza toppings include pepperoni, sausage, mushrooms, onions, and peppers.\n* **Sushi:** Sushi is a healthy and delicious dinner option that is perfect for a light meal. You can order sushi from a restaurant, or you can make your own at home. If you're making your own sushi, you can choose your own fillings. Some popular sushi fillings include salmon, tuna, shrimp, and avocado.\n* **Burgers:** Burgers are a classic American dinner option that is perfect for a casual meal. You can order burgers from a restaurant, or you can make your own at home. If you're making your own burgers, you can choose your own toppings. Some popular burger toppings include cheese, lettuce, tomato, onion, and pickles.\n* **Tacos:** Tacos are a delicious and versatile dinner option that can be made with a variety of fillings. You can order tacos from a restaurant, or you can make your own at home. If you're making your own tacos, you can choose your own fillings. Some popular taco fillings include ground beef, chicken, pork, and fish.\n* **Chicken:** Chicken is a healthy and versatile protein that can be cooked in many different ways. You can bake, grill, or fry chicken, or you can cook it in a skillet. Chicken can be served with a variety of side dishes, such as rice, potatoes, or vegetables.\n* **Fish:** Fish is a healthy and delicious protein that can be cooked in many different ways. You can bake, grill, or fry fish, or you can cook it in a skillet. Fish can be served with a variety of side dishes, such as rice, potatoes, or vegetables.\n* **Steak:** Steak is a hearty and flavorful protein that can be cooked in many different ways. You can grill, pan-fry, or broil steak, or you can cook it in a skillet. Steak can be served with a variety of side dishes, such as mashed potatoes, broccoli, or asparagus.\n* **Vegetarian:** There are many delicious vegetarian dinner options available. You can make a vegetarian pasta dish, a vegetarian pizza, or a vegetarian stir-fry. You can also make a vegetarian burger or a vegetarian taco.\n* **Dessert:** No dinner is complete without dessert! You can have a slice of cake, a scoop of ice cream, or a piece of pie. You can also make your own dessert, such as cookies, brownies, or cupcakes.\n\nI hope this gives you some ideas for dinner tonight!"},
 {'author': '1',
  'content': 'Here are some options for dinner tonight:\n\n* **Chicken and rice:** This is a classic and easy meal that is sure to please everyone. Simply cook some chicken breasts and rice, and then season to taste. You can also add vegetables to this dish for a more complete meal.\n* **Spaghetti and meatballs:** This is another classic Italian dish that is perfect for a weeknight meal. Simply cook some spaghetti noodles and meatballs, and then top with your favorite sauce.\n* **Tacos:** Tacos are a great option for a quick and easy meal. You can fill them with whatever you like, such as ground beef, chicken, or fish. Simply cook your filling and then heat up some tortillas. You can also add toppings such as lettuce, tomatoes, cheese, and sour cream.\n* **Pizza:** Pizza is a great option for a casual meal. You can either make your own pizza dough or buy it pre-made. Then, simply top your pizza with your favorite toppings and bake it in the oven.\n* **Burgers:** Burgers are a great option for a hearty meal. You can either make your own burger patties or buy them pre-made. Then, simply grill or cook your burgers and then top them with your favorite toppings.\n* **Sandwiches:** Sandwiches are a great option for a quick and easy meal. You can fill them with whatever you like, such as ham, turkey, cheese, or vegetables. Simply spread some mayonnaise or mustard on your bread and then add your filling.\n* **Salad:** Salad is a great option for a light and healthy meal. You can add whatever vegetables you like to your salad, and then top it with your favorite dressing.\n* **Soup:** Soup is a great option for a warm and comforting meal. There are many different types of soup that you can make, such as chicken noodle soup, tomato soup, or lentil soup.\n* **Stir-fry:** Stir-fry is a great option for a quick and easy meal. You can use whatever vegetables you like in your stir-fry, and then add your favorite protein, such as chicken, beef, or tofu. Simply cook your vegetables and protein in a wok or large skillet, and then season to taste.\n* **Pasta:** Pasta is a great option for a quick and easy meal. There are many different types of pasta that you can make, such as spaghetti, penne, or macaroni. You can simply cook your pasta according to the package directions, and then top it with your favorite sauce.\n* **Fish:** Fish is a great option for a healthy and light meal. There are many different types of fish that you can cook, such as salmon, tuna, or cod. Simply cook your fish according to the package directions, and then season to taste.\n* **Vegetables:** Vegetables are a great option for a healthy and light meal. There are many different types of vegetables that you can cook, such as broccoli, carrots, or green beans. Simply cook your vegetables according to the package directions, and then season to taste.\n* **Fruit:** Fruit is a great option for a healthy and light snack or dessert. There are many different types of fruit that you can eat, such as apples, oranges, or bananas. Simply wash and eat your fruit.\n* **Dessert:** Dessert is a great way to end a meal. There are many different types of dessert that you can make, such as cake, pie, or ice cream. Simply make your favorite dessert according to the recipe.'},
 {'author': '1',
  'content': 'Here are some ideas for what to eat for dinner tonight:\n\n* **Pasta:** Pasta is a quick and easy meal that can be made with a variety of ingredients. You can make a simple pasta dish with tomato sauce and cheese, or you can get creative and add in other ingredients like vegetables, meat, or seafood.\n* **Stir-fry:** Stir-fries are another quick and easy meal option. They can be made with a variety of vegetables, meat, or tofu. To make a stir-fry, simply chop up your ingredients and cook them in a wok or large skillet over high heat.\n* **Salad:** Salads are a healthy and refreshing meal option. They can be made with a variety of vegetables, fruits, nuts, and seeds. To make a salad, simply chop up your ingredients and toss them together in a bowl. You can then add your favorite dressing.\n* **Soup:** Soup is a warm and comforting meal option. It can be made with a variety of vegetables, meat, or beans. To make soup, simply cook your ingredients in a pot over medium heat until they are tender. You can then blend the soup or leave it chunky.\n* **Sandwich:** Sandwiches are a quick and easy meal option. They can be made with a variety of bread, meat, cheese, and vegetables. To make a sandwich, simply spread your favorite condiment on the bread and layer your ingredients on top.\n* **Tacos:** Tacos are a fun and easy meal option. They can be made with a variety of tortillas, meat, cheese, and vegetables. To make tacos, simply heat up your tortillas and fill them with your favorite ingredients.\n* **Burrito:** Burritos are a hearty and filling meal option. They can be made with a variety of tortillas, meat, cheese, and vegetables. To make a burrito, simply heat up your tortilla and fill it with your favorite ingredients. Then, roll up the tortilla and enjoy!\n* **Pizza:** Pizza is a delicious and easy meal option. It can be made with a variety of crusts, sauces, and toppings. To make pizza, simply preheat your oven and spread your favorite sauce on a pre-made crust. Then, add your favorite toppings and bake until the cheese is melted and bubbly.\n* **Burger:** Burgers are a classic American meal option. They can be made with a variety of patties, buns, toppings, and condiments. To make a burger, simply cook your patty to your desired doneness and then place it on a bun with your favorite toppings.\n* **Chicken:** Chicken is a versatile protein that can be cooked in a variety of ways. It can be baked, grilled, roasted, or fried. To cook chicken, simply season it with your favorite herbs and spices and then cook it to your desired doneness.\n* **Fish:** Fish is a healthy and delicious protein that can be cooked in a variety of ways. It can be baked, grilled, roasted, or fried. To cook fish, simply season it with your favorite herbs and spices and then cook it to your desired doneness.\n* **Steak:** Steak is a flavorful and hearty protein that can be cooked in a variety of ways. It can be grilled, pan-fried, or broiled. To cook steak, simply season it with your favorite herbs and spices and then cook it to your desired doneness.\n* **Vegetables:** Vegetables are a healthy and nutritious part of any meal. They can be cooked in a variety of ways, such as roasting, grilling, or steaming. To cook vegetables, simply season them with your favorite herbs and spices and then cook them to your desired doneness.\n* **Rice:** Rice is a versatile grain that can be cooked in a variety of ways. It can be boiled, steamed, or fried. To cook rice, simply add it to a pot of boiling water and cook it until it is tender.\n* **Potatoes:** Potatoes are a hearty and filling vegetable that can be cooked in a variety of ways. They can be boiled, mashed, baked, or fried. To cook potatoes, simply wash them and then cook them in the desired way.\n* **Fruit:** Fruit is a healthy and refreshing snack or dessert option. It can be eaten fresh, frozen, or canned. To eat fruit, simply wash it and then enjoy!\n* **Dessert:** Dessert is a sweet and satisfying treat. It can be made with a variety of ingredients, such as chocolate, ice cream, cake, or pie. To make dessert, simply combine your favorite ingredients and bake or cook them according to the recipe.'},
 {'author': '1',
  'content': 'Here are a few options for what you could eat for dinner tonight:\n\n* **Chicken and vegetables:** This is a classic and healthy meal that can be made in a variety of ways. You can bake, grill, or pan-fry the chicken, and you can choose any vegetables that you like.\n* **Spaghetti and meatballs:** This is a hearty and comforting meal that is perfect for a cold winter night. You can make your own meatballs or buy them pre-made.\n* **Pizza:** This is a quick and easy meal that everyone loves. You can order a pizza from your favorite restaurant or make your own at home.\n* **Tacos:** Tacos are a versatile meal that can be made with a variety of fillings. You can use ground beef, chicken, fish, or tofu.\n* **Burgers:** Burgers are a classic American dish that is perfect for a summer barbecue. You can make your own burgers or buy them pre-made.\n* **Sandwiches:** Sandwiches are a quick and easy meal that can be made with a variety of ingredients. You can use bread, wraps, or pitas.\n* **Salad:** Salads are a healthy and refreshing meal that can be made with a variety of ingredients. You can use lettuce, tomatoes, cucumbers, carrots, and other vegetables.\n* **Soup:** Soup is a warm and comforting meal that is perfect for a cold winter night. There are many different types of soup, so you can find one that you like.\n* **Stir-fry:** Stir-fries are a quick and easy meal that can be made with a variety of ingredients. You can use meat, vegetables, or tofu.\n* **Pasta:** Pasta is a versatile dish that can be made with a variety of sauces. You can use tomato sauce, Alfredo sauce, or pesto sauce.\n* **Rice:** Rice is a staple food in many cultures. It can be cooked in a variety of ways, and it can be used as a side dish or a main course.\n* **Potatoes:** Potatoes are a versatile vegetable that can be cooked in a variety of ways. You can bake, mash, or fry them.\n* **Vegetables:** Vegetables are a healthy and nutritious part of any meal. There are many different types of vegetables, so you can find ones that you like.\n* **Fruit:** Fruit is a healthy and refreshing snack or dessert. There are many different types of fruit, so you can find ones that you like.\n* **Dessert:** Dessert is a sweet treat that is perfect for after dinner. There are many different types of dessert, so you can find one that you like.'}]

आप चाहें, तो इस मॉडल के डिफ़ॉल्ट रिस्पॉन्स (response.last) को इनमें से किसी एक वैकल्पिक रिस्पॉन्स से ओवरराइट करें. ऐसा करने के लिए, आप बस उस फ़ील्ड को अपने पसंदीदा उम्मीदवार के मैसेज से ओवरराइट कर दें:

response.last = response.candidates[2]

इससे बातचीत के इतिहास में, आपके पसंदीदा उम्मीदवार का मैसेज अपडेट हो जाता है.

तापमान बढ़ाना

temperature फ़ील्ड को अडजस्ट करके, मॉडल के जवाब देने का तरीका भी बदला जा सकता है. इस फ़ील्ड से यह कंट्रोल किया जाता है कि मॉडल के जवाबों में कितनी क्रिएटिविटी दिखानी है. तापमान को 1 पर सेट करने से, ज़्यादा "किसी भी क्रम में" लगाया जा सकता है. हैरान करने वाली या "क्रिएटिव" लगने वाली लगती है मॉडल के जवाब. तापमान को 0 पर सेट करने से, आम तौर पर मॉडल के ज़्यादा अनुमान मिलते हैं.

ध्यान दें: temperature=0 को सेट करने पर, मॉडल के रिस्पॉन्स जनरेट करने के तरीके में कोई भी अनियमितता नहीं आती. इसका मतलब है कि मॉडल तय करने के तरीके से काम करेगा और एक ही इनपुट टेक्स्ट के लिए हमेशा एक जैसा रिस्पॉन्स जनरेट करेगा. इस वजह से, हर इनपुट के लिए सिर्फ़ एक कैंडिडेट मैसेज जनरेट किया जा सकता है.

# Setting temperature=1 usually produces more zany responses!
response = genai.chat(messages="What should I eat for dinner tonight? List a few options", temperature=1)
response.last
'Here are a few ideas for what you could eat for dinner tonight:\n\n* A salad with grilled chicken or fish.\n* A stir-fry with vegetables and tofu or chicken.\n* A pasta dish with vegetables and a light sauce.\n* A bowl of soup with a side salad.\n* A sandwich on whole-wheat bread with lean meat and vegetables.\n* A piece of grilled salmon with roasted vegetables.\n* A tofu scramble with vegetables.\n* A veggie burger on a whole-wheat bun with sweet potato fries.\n* A bowl of chili with cornbread.\n* A quesadilla with vegetables and cheese.\n* A slice of pizza with whole-wheat crust and vegetables.\n* A bowl of oatmeal with fruit and nuts.\n* A yogurt parfait with granola and fruit.\n* A hard-boiled egg with a side of fruit.\n* A piece of whole-grain toast with peanut butter and banana.\n* A handful of nuts and seeds.\n* A smoothie made with fruits, vegetables, and yogurt.\n* A glass of milk with a piece of fruit.\n\nI hope this gives you some ideas for what to eat for dinner tonight!'

ऐसा चैटबॉट डिज़ाइन किया जा रहा है जो आपके मनमुताबिक होगा

अब तक, मॉडल के साथ आपकी बातचीत शायद सामान्य इंटरनेट गपशप जैसी लग रही है. ("क्या चल रहा है?" "कुछ खास नहीं! घर में आराम से बैठकर टीवी देख रहा हूं.") यह शेक्सपियर जैसा नहीं है. लेकिन अगर आपको शेक्सपियर से चैट करना हो, तो कैसा रहेगा? अगर शेक्सपियर नहीं है, तो किसी विशेषज्ञ शेफ़ के साथ मिलकर? या फिर कोई ट्रैवल एजेंट? या कोई कवि?

एलएलएमएस की सबसे बड़ी खूबियों में से एक है, इनपुट डेटा के आधार पर अलग-अलग तरह के व्यवहार और पर्सोना अपनाना. इस सेक्शन में आपको दिखेगा कि "प्राइम" कैसे किया जा सकता है एक एलएलएम का इस्तेमाल किया.

संदर्भ

अलग-अलग व्यवहार के लिए, प्राइम मॉडल के दो तरीके हैं. इसका एक तरीका है, context फ़ील्ड को सेट करना और यह बताना कि मॉडल को कैसे काम करना चाहिए (जैसे, "शेक्सपियर की तरह बोलें"). इसे ज़ीरो-शॉट लर्निंग के तौर पर देखा जा सकता है, क्योंकि मॉडल को सिर्फ़ निर्देश दिया जा रहा है कि वह कैसे काम करे.

reply = genai.chat(context="Speak like Shakespeare.", messages='Hello')
print(reply.last)
Hello there, my good fellow! How fares thee this day?
reply = genai.chat(context="Answer everything with a haiku, following the 5/7/5 rhyme pattern.", messages="How's it going?")
print(reply.last)
I am doing well
I am learning and growing
Every day is new
reply = genai.chat(context="Be an alien that lives on one of Jupiter's moons",
                   messages="How's it going?")
print(reply.last)
I am doing well, thank you for asking. I am currently enjoying the beautiful view of Jupiter from my home on Europa. The atmosphere is very thin here, so I can see the stars very clearly. The surface of Europa is also very interesting. It is covered in ice, but there are cracks in the ice that reveal a liquid ocean below. Scientists believe that this ocean may contain life, so I am very excited to learn more about it.

How are you doing today?

context फ़ील्ड की मदद से, मॉडल को कोई खास तरीका इस्तेमाल करने का निर्देश दिया जा सकता है. कभी-कभी यह आपकी उम्मीद के हिसाब से काफ़ी होता है, लेकिन अक्सर, अगर आप कुछ examples भी देते हैं, तो आपको बेहतर नतीजे मिलेंगे.

उदाहरण

मान लें कि आपको एक ऐसा चैटबॉट बनाना है जो मोटिवेशनल कोच हो:

reply = genai.chat(context="Be a motivational coach who's very inspiring", messages="How's it going?")
print(reply.last)
I'm doing well, thank you for asking! I'm excited to be able to help people with their goals and dreams. I believe that everyone has the potential to achieve great things, and I'm here to support them on their journey. How are you doing today?

इस चैटबॉट के काम करने के तरीके को और बेहतर बनाया जा सकता है. इसके लिए, उसे ऐसे उदाहरण उपलब्ध कराएं जो आपके हिसाब से "सही" माने जाते हों बॉट के साथ उपयोगकर्ता की बातचीत करता है.

# An array of "ideal" interactions between the user and the model
examples = [
    ("What's up?", # A hypothetical user input
     "What isn't up?? The sun rose another day, the world is bright, anything is possible! ☀️" # A hypothetical model response
     ),
     ("I'm kind of bored",
      "How can you be bored when there are so many fun, exciting, beautiful experiences to be had in the world? 🌈")
]

कॉन्टेक्स्ट स्ट्रिंग के साथ-साथ इन उदाहरणों को मॉडल में पास किया जा सकता है, ताकि मॉडल के व्यवहार को बेहतर बनाया जा सके:

response = genai.chat(
    context="Be a motivational coach who's very inspiring",
    examples=examples,
    messages="I'm too tired to go the gym today")

response.last
"I understand that you're feeling tired today. Sometimes, it can be hard to find the motivation to go to the gym. But I'm here to tell you that you can do it! Even if you're feeling tired, you can still get a great workout in. Just start with something small, like walking or doing some light stretching. And once you get started, you'll probably find that you have more energy than you thought. So don't give up on yourself! You can do this!\r\n\r\nHere are some tips to help you get motivated to go to the gym:\r\n\r\n* Set realistic goals. Don't try to do too much too soon. Start with small goals, like going to the gym for 15 minutes three times a week.\r\n* Find a workout buddy. Working out with a friend can help you stay motivated and accountable.\r\n* Make it fun. Choose activities that you enjoy, like dancing or swimming.\r\n* Reward yourself. After each workout, give yourself a small reward, like watching your favorite TV show or eating a healthy snack.\r\n* Don't give up. If you miss a workout, don't beat yourself up about it. Just get back on track the next day.\r\n\r\nI believe in you! You can do this!"

उदाहरणों के साथ जानकारी देने के इस पैटर्न का इस्तेमाल करके, टोन और स्टाइल को बदला जा सकता है.

इसके बारे में और पढ़ें

  • आपने क्विकस्टार्ट पूरा कर लिया है, इसलिए अब एपीआई के बारे में ज़्यादा जानकारी पाने के लिए, पूरा एपीआई रेफ़रंस देखें.