如何使OpenAI API仅响应特定类别的请求?

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英文:

How Can I make openAI API respond to requests in specific categories only?

问题

import os
import openai

openai.api_key = os.getenv("OPENAI_API_KEY")

def chat_with_bot(prompt):
    response = openai.Completion.create(
        model="text-davinci-003",
        prompt=prompt,
        temperature=0.5,
        max_tokens=100,
        top_p=1.0,
        frequency_penalty=0.0,
        presence_penalty=0.0
    )
    return response.choices[0].text

while True:
    user_input = input("user:- ")
    api_response = chat_with_bot("user:- " + user_input)
    print("api:- " + api_response)

    # Check if the user input is related to ADs or greetings
    if "Write a social media post" in user_input or "Hello" in user_input:
        continue
    else:
        print("api:- I'm not suitable for tasks like this.")

This updated code allows the bot to understand and respond to requests related to ADs and greetings while ignoring other types of requests. It continuously prompts the user for input, and if the user's input is related to ADs or greetings, the bot responds accordingly. If the user's input is unrelated to these tasks, the bot replies with "I'm not suitable for tasks like this."

英文:

I have created an openAI API using python, to respond to any type of prompt.

I want to make the API respond to requests that are only related to Ad from product description and greetings requests only and if the user sends a request that's not related to this task, the API should send a message like I'm not suitable for tasks like this.


import os
import openai

openai.api_key = os.getenv("OPENAI_API_KEY")

response = openai.Completion.create(
  model="text-davinci-003",
  prompt="Write a creative ad for the following product to run on Facebook aimed at parents:\n\nProduct: Learning Room is a virtual environment to help students from kindergarten to high school excel in school.",
  temperature=0.5,
  max_tokens=100,
  top_p=1.0,
  frequency_penalty=0.0,
  presence_penalty=0.0
)

I want to update the code to generate a chat like this. make bot understand generating ADs and greetings requests and ignoring the others

EX:-

user:- Hello

api:- Hello, How can I assist you today with your brand?

user:- Write a social media post for the following product to run on Facebook aimed at parents:\n\nProduct: Learning Room is a virtual environment to help students from kindergarten to high school excel in school.

api:- Are you looking for a way to give your child a head start in school? Look no further than Learning Room! Our virtual environment is designed to help students from kindergarten to high school excel in their studies. Our unique platform offers personalized learning plans, interactive activities, and real-time feedback to ensure your child is getting the most out of their education. Give your child the best chance to succeed in school with Learning Room!

user:- where is the united states located?

api:- I'm not suitable for this type of tasks.

So, How can update my code?

答案1

得分: 3

尝试gpt3.5-turbo(比davinci便宜10倍)。

# 示例中的Python代码=3.9 /// openai==0.27.0

import openai
openai.api_key = "YOUR_TOKEN"

messages = []

# 在行为上尽量具体
system_content = '''你是一个名为MarkBot的市场助手。
你只回应问候和与市场相关的问题。
对于其他问题,你必须回答:“我不适合处理这种类型的任务。”。'''

messages.append({"role": "system", "content": system_content})

prompt_text = '嗨,我如何能提高蛋糕的销售?'

messages.append({"role": "user", "content": prompt_text})

response = openai.ChatCompletion.create(
                        model="gpt-3.5-turbo",
                        messages=messages,
                        max_tokens=1000,
                        temperature=0.5)

在我的测试中:

Q: '巴西有多少个州?'
A: "我不适合处理这种类型的任务。"

Q: '嗨,你能做什么?你能帮我卖更多蛋糕吗?'
A: "你好!作为市场助手,我可以帮助你制定蛋糕业务的市场计划,包括确定目标受众、创建广告材料和实施促销活动。如果你有具体的问题或疑虑,请告诉我!"

英文:

Try gpt3.5-turbo (10x times cheaper than davinci).

# example in python=3.9 /// openai==0.27.0

import openai
openai.api_key = "YOUR_TOKEN"



messages = []

# be as specific as possible in the behavior it should have
system_content = '''You are a marketing assistant called MarkBot. 
You only respond to greetings and marketing-related questions.
For any other question you must answer "I'm not suitable for this type of tasks.".'''

messages.append({"role": "system", "content": system_content})

prompt_text = 'Hi, How can i improve my sellings of cakes?'

messages.append({"role": "user", "content": prompt_text})

response = openai.ChatCompletion.create(
                        model="gpt-3.5-turbo",
                        messages=messages,
                        max_tokens=1000,
                        temperature=0.5)
    
# In my tests

# Q: 'How many states does Brazil have?'
# A: "I'm not suitable for this type of tasks."

# Q: 'Hi, What can you do? Can you help me sell more cakes?'
# A: 
'''"Hello! As a marketing assistant, I can assist you in 
developing a marketing plan for your cake business, 
including identifying your target audience, creating 
advertising materials, and implementing promotional campaigns.
Let me know if you have any specific questions or concerns!"'''



Note that it won't be 100% accurate, but telling how CHATGPT should behave should help get the behavior you want. And you can go that way with just one question without keeping the context. You might want to lower the temperature as well, in the documentation you find that: For temperature, higher values ​​like 0.8 will make the output more random, while lower values ​​like 0.2 will make it more focused and deterministic. (https://platform.openai.com/docs/guides/chat/instructing-chat-models).

Obs: If you want to keep the context, as far as I've been able to test, creating the "chat" functionality consists of adding the entire conversation to "messages". So if you want your bot to keep the context of the conversation (like the chatgpt website) you need to send the entire conversation history + new question to receive a new answer (which would be more expensive in terms of tokens, but you will get better answers).

答案2

得分: 0

一个天真的实现方式是在将用户提示发送到GPT-3之前检查它,确保它包含与广告相关的单词,通过将提示中的每个单词与先前装有相关单词的哈希表进行比较。

如果包含足够多的相关单词,允许提示继续。否则,将提示更改为'Say "I'm not suitable for this type of tasks."'。

英文:

A naive implementation would be to check a user prompt before you send it to GPT3 and make sure it includes words related to advertisments via comparing every word in the prompt to a hashtable full of related words beforehand.

If it has enough related words, let the prompt go through. Else, change the prompt to 'Say "I'm not suitable for this type of tasks."'.

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  • 本文由 发表于 2023年3月15日 19:47:20
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