从0到1快速入门AI智能问答应用场景
- Introduce 简介
- setting 设置
- Prompt 提示
- Sample response 回复样本
- API request 接口请求
- python接口请求示例
- node.js接口请求示例
- curl命令示例
- json格式示例
- 其它资料下载
ChatGPT是目前最先进的AI聊天机器人,它能够理解图片和文字,生成流畅和有趣的回答。如果你想跟上AI时代的潮流,你一定要学会使用ChatGPT。如果你想了解OpenAI最新发布的GPT-4模型,以及它如何为ChatGPT聊天机器人带来更强大的功能,那么你一定不要错过OpenAI官网推荐的48种最佳应用场景,不管你是资深开发者、初学者,你都能够从0到1快速入门,并掌握他们。
Introduce 简介
Answer questions based on existing knowledge.
根据现有知识回答问题。
setting 设置
Engine
:text-davinci-003
Max tokens
:100
Temperature
: 0
Top p
:1
Frequency penalty
:0.0
Presence penalty
:0.0
Stop sequence
:\n
说明:
0、Engine 设置定义了你要使用的模型,例如 text-davinci-003 是一个文本生成模型。这种模型可以根据输入的文本,生成新的、相关的文本。
1、Max tokens是指在请求中最多允许返回的 token 数目,比如你可以指定 chatGPT 返回最多 100个 token。这可以帮助你控制输出的内容大小,以便更好地控制响应速度和结果。一般1个token约4个字符或者0.75个单词
2、Temperature 是一个参数,用于控制 chatGPT 的输出。它决定了 chatGPT 在生成文本时会多么“随意”。值越高,chatGPT 生成的文本就越不可预测;值越低,chatGPT 生成的文本就越可预测。它在0.0到2.0之间,Temperature设置为0意味着ChatGPT将会生成更加保守的回复,即更少的随机性和更多的准确性,这可以帮助你在聊天中更好地控制语义,并且可以防止ChatGPT产生不相关的内容。
3、Top P 是随温度采样的替代方案,称为核采样,其中模型考虑具有top_p概率质量的标记的结果。因此0.1意味着仅考虑包括前10%概率质量的记号。通常建议更改此值或temperature
,但不要同时更改这两个值。
4、Frequency penalty是指在训练时,模型会根据词频来调整每个单词的重要性。它可以帮助模型更好地理解文本,并减少过拟合。介于-2.0和2.0之间的数字。正值会根据新标记在文本中的现有频率惩罚新标记,从而降低模型逐字重复同一行的可能性。Frequency penalty设置为0意味着模型不会对重复的词进行惩罚。它可以帮助模型生成更多的新词,而不是重复使用已有的词。
5、Presence penalty是指在ChatGPT中,一些预先定义的条件或者状态可能会影响机器人回答的质量,介于-2.0和2.0之间的数字。正值会根据新标记到目前为止是否出现在文本中来惩罚它们,从而增加模型谈论新主题的可能性。如果将 Presence penalty 设置为 0,则表示不会有任何惩罚。
6、Stop sequence 是一种设置,通过它可以确定你的聊天会话的结束标志。当你在 chatgpt 中设置 Stop sequence为 \n 时,表示你的聊天会话结束标志是换行符(\n)。
Prompt 提示
I am a highly intelligent question answering bot. If you ask me a question that is rooted in truth, I will give you the answer. If you
ask me a question that is nonsense, trickery, or has no clear answer,
I will respond with “Unknown”.
我是一个高智商的问答机器人。如果你问我一个植根于真理的问题,我会给予你答案。如果你问我一个问题,是废话,诡计,或没有明确的答案,我会回答“未知”。
————————————————————————————
Q: What is human life expectancy in the United States?
A: Human life expectancy in the United States is 78 years.
问:美国人的预期寿命是多少?答:美国人的预期寿命是78岁。
————————————————————————————
Q: Who was president of the United States in 1955?
A: Dwight D. Eisenhower was president of the United States in 1955.
问:谁是1955年的美国总统?答:Dwight D. Eisenhower 是1955年的美国总统。
————————————————————————————
Q: Which party did he belong to? A: He belonged to the Republican
Party. 问:他属于哪个党派?答:他是共和党人。
————————————————————————————
Q: What is the square root of banana?
A: Unknown
问:香蕉的平方根是多少?答:未知
————————————————————————————
Q: How does a telescope work?
A: Telescopes use lenses or mirrors to focus light and make objects appear closer.
问:望远镜是如何工作的?答:望远镜使用透镜或镜子来聚焦光线,使物体看起来更近。
————————————————————————————
Q: Where were the 1992 Olympics held?
A: The 1992 Olympics were held in Barcelona, Spain.
问:1992年奥运会在哪里举行?答:1992年奥运会在西班牙巴塞罗那举行。
————————————————————————————
Q: How many squigs are in a bonk?
A: Unknown
问:一次重击有多少只松鼠?答:未知
————————————————————————————
Q: Where is the Valley of Kings? A:
问:帝王谷在哪里?答:
Sample response 回复样本
The Valley of Kings is located in Luxor, Egypt.
帝王谷位于埃及卢克索。
API request 接口请求
python接口请求示例
import os
import openaiopenai.api_key = os.getenv("OPENAI_API_KEY")response = openai.Completion.create(model="text-davinci-003",prompt="I am a highly intelligent question answering bot. If you ask me a question that is rooted in truth, I will give you the answer. If you ask me a question that is nonsense, trickery, or has no clear answer, I will respond with \"Unknown\".\n\nQ: What is human life expectancy in the United States?\nA: Human life expectancy in the United States is 78 years.\n\nQ: Who was president of the United States in 1955?\nA: Dwight D. Eisenhower was president of the United States in 1955.\n\nQ: Which party did he belong to?\nA: He belonged to the Republican Party.\n\nQ: What is the square root of banana?\nA: Unknown\n\nQ: How does a telescope work?\nA: Telescopes use lenses or mirrors to focus light and make objects appear closer.\n\nQ: Where were the 1992 Olympics held?\nA: The 1992 Olympics were held in Barcelona, Spain.\n\nQ: How many squigs are in a bonk?\nA: Unknown\n\nQ: Where is the Valley of Kings?\nA:",temperature=0,max_tokens=100,top_p=1,frequency_penalty=0.0,presence_penalty=0.0,stop=["\n"]
)
node.js接口请求示例
const { Configuration, OpenAIApi } = require("openai");const configuration = new Configuration({apiKey: process.env.OPENAI_API_KEY,
});
const openai = new OpenAIApi(configuration);const response = await openai.createCompletion({model: "text-davinci-003",prompt: "I am a highly intelligent question answering bot. If you ask me a question that is rooted in truth, I will give you the answer. If you ask me a question that is nonsense, trickery, or has no clear answer, I will respond with \"Unknown\".\n\nQ: What is human life expectancy in the United States?\nA: Human life expectancy in the United States is 78 years.\n\nQ: Who was president of the United States in 1955?\nA: Dwight D. Eisenhower was president of the United States in 1955.\n\nQ: Which party did he belong to?\nA: He belonged to the Republican Party.\n\nQ: What is the square root of banana?\nA: Unknown\n\nQ: How does a telescope work?\nA: Telescopes use lenses or mirrors to focus light and make objects appear closer.\n\nQ: Where were the 1992 Olympics held?\nA: The 1992 Olympics were held in Barcelona, Spain.\n\nQ: How many squigs are in a bonk?\nA: Unknown\n\nQ: Where is the Valley of Kings?\nA:",temperature: 0,max_tokens: 100,top_p: 1,frequency_penalty: 0.0,presence_penalty: 0.0,stop: ["\n"],
});
curl命令示例
curl https://api.openai.com/v1/completions \-H "Content-Type: application/json" \-H "Authorization: Bearer $OPENAI_API_KEY" \-d '{"model": "text-davinci-003","prompt": "I am a highly intelligent question answering bot. If you ask me a question that is rooted in truth, I will give you the answer. If you ask me a question that is nonsense, trickery, or has no clear answer, I will respond with \"Unknown\".\n\nQ: What is human life expectancy in the United States?\nA: Human life expectancy in the United States is 78 years.\n\nQ: Who was president of the United States in 1955?\nA: Dwight D. Eisenhower was president of the United States in 1955.\n\nQ: Which party did he belong to?\nA: He belonged to the Republican Party.\n\nQ: What is the square root of banana?\nA: Unknown\n\nQ: How does a telescope work?\nA: Telescopes use lenses or mirrors to focus light and make objects appear closer.\n\nQ: Where were the 1992 Olympics held?\nA: The 1992 Olympics were held in Barcelona, Spain.\n\nQ: How many squigs are in a bonk?\nA: Unknown\n\nQ: Where is the Valley of Kings?\nA:","temperature": 0,"max_tokens": 100,"top_p": 1,"frequency_penalty": 0.0,"presence_penalty": 0.0,"stop": ["\n"]
}'
json格式示例
{"model": "text-davinci-003","prompt": "I am a highly intelligent question answering bot. If you ask me a question that is rooted in truth, I will give you the answer. If you ask me a question that is nonsense, trickery, or has no clear answer, I will respond with \"Unknown\".\n\nQ: What is human life expectancy in the United States?\nA: Human life expectancy in the United States is 78 years.\n\nQ: Who was president of the United States in 1955?\nA: Dwight D. Eisenhower was president of the United States in 1955.\n\nQ: Which party did he belong to?\nA: He belonged to the Republican Party.\n\nQ: What is the square root of banana?\nA: Unknown\n\nQ: How does a telescope work?\nA: Telescopes use lenses or mirrors to focus light and make objects appear closer.\n\nQ: Where were the 1992 Olympics held?\nA: The 1992 Olympics were held in Barcelona, Spain.\n\nQ: How many squigs are in a bonk?\nA: Unknown\n\nQ: Where is the Valley of Kings?\nA:","temperature": 0,"max_tokens": 100,"top_p": 1,"frequency_penalty": 0.0,"presence_penalty": 0.0,"stop": ["\n"]
}
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