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GPTΒ API

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  • Avatar of Eric deQuevedo πŸ˜„
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    Eric deQuevedo πŸ˜„
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Working with OpenAI API πŸš€πŸ€–

This README provides a comprehensive guide to working with the OpenAI API for generating text, translating languages, writing creative content, and answering questions using GPT-powered models. Follow the steps below to get started!

Table of Contents πŸ“š

  • [Working with OpenAI API πŸš€πŸ€–](#w orking-with-openai-api-)
    • [Table of Contents πŸ“š](#t able-of-contents-)
    • [Prerequisites βš™οΈ](#p rerequisites-️)
    • [Installation πŸ“¦](#i nstallation-)
    • [Configuration πŸ”§](#c onfiguration-)
    • [Usage πŸ› οΈ](#u sage-️)
    • [Text Generation πŸ“](#t ext-generation-)
    • [Translation 🌍](#t ranslation-)
    • [Content Creation 🎨](#c ontent-creation-)
    • [Question Answering ❓](#q uestion-answering-)
    • [Tips and Best Practices πŸŽ“](#t ips-and-best-practices-)
    • [Support and Community πŸ’¬](#s upport-and-community-)
    • [License πŸ“„](#l icense-)

Prerequisites βš™οΈ

Before you begin, make sure you have the following:

  1. A Python environment with version 3.6 or higher.
  2. An OpenAI account. Sign up here if you don't have one.

Installation πŸ“¦

To install the OpenAI Python library, run the following command:

pip install openai

Configuration πŸ”§

To authenticate with the OpenAI API, you'll need to set up an API key. After you've signed in to your OpenAI account, go to the API key page and create a new key.

Next, set up an environment variable called OPENAI_API_KEY with your API key as its value:

export OPENAI_API_KEY='your-api-key'

Replace 'your-api-key' with the actual API key.

Usage πŸ› οΈ

You can use the OpenAI API for various tasks, such as text generation, translation, content creation, and question answering. The examples below demonstrate how to use the API for these tasks.

Text Generation πŸ“

Use the OpenAI API to generate text by providing a prompt:

import openai

prompt = "Once upon a time in a land far away, there was a"
response = openai.Completion.create(engine="davinci-codex", prompt=prompt, max_tokens=50, n=1, stop=None, temperature=0.7)

generated_text = response.choices[0].text
print(generated_text)

Translation 🌍

Translate text from one language to another:

import openai

source_text = "C'est une belle journΓ©e pour apprendre Γ  utiliser l'API OpenAI."
target_language = "English"

prompt = f"Translate the following French text to {target_language}: '{source_text}'"
response = openai.Completion.create(engine="davinci-codex", prompt=prompt, max_tokens=50, n=1, stop=None, temperature=0.7)

translated_text = response.choices[0].text
print(translated_text)

Content Creation 🎨

Generate blog post titles related to a specific topic:

import openai

topic = "artificial intelligence"
prompt = f"Generate 5 blog post titles related to {topic}:"

response = openai.Completion.create(engine="davinci-codex", prompt=prompt, max_tokens=50, n=1, stop=None, temperature=0.7)

titles = response.choices[0].text.split("\n")
print("\n".join(titles))

Question Answering ❓

Ask a question and get an answer:

import openai

question = "What are the main components of a neural network?"
prompt = f"Answer the following question: {question}"

response = openai.Completion.create(engine="davinci-codex", prompt=prompt, max_tokens=100, n=1, stop=None, temperature=0.7)

answer = response.choices[0].text
print(answer)

Tips and Best Practices πŸŽ“

Choose the appropriate engine for your task. davinci-codex provides the best performance, but may be slower and more expensive than other options. Adjust the temperature parameter to control the randomness of the output. Higher values (e.g., 1.0) produce more random output, while lower values (e.g., 0.2) make the output more deterministic. Use the max_tokens parameter to limit the length of the generated text.

Support and Community πŸ’¬

If you have questions or need help, you can:

  • Consult the official documentation.
  • Join the OpenAI Community to discuss with other developers.
  • Reach out to the OpenAI support team through the contact form.

License πŸ“„

The OpenAI API and related tools are provided under the OpenAI License.