Python wrapper to access OpenAI's ChatGPT functionality.
This project contains a number of test scripts that provide access to OpenAI's ChatGPT models (text, image).
For the ChatGPT text function a user will be requested to enter their text prompt, question or scenario. The resulting answer will be output on the screen. In addition, the output_to_file flag can be changed to output the text prompt, question, scenario, ChatGPT response and associated metadata in a JSON file.
For the ChatGPT image function a user will be requested to enter a description of the image they want created. The resulting image will be created and downloaded. In addition, the output_to_file flag can be changed to output the associated metadata in a JSON file.
All user input will be analyzed to ensure it complies with OpenAI's Content Policy. Any input that is flagged for hate, threats, self-harm, sexual, or violent will not be passed to our text completion or image generator functions. The output_to_file flag can be changed to output the associated metadata in a JSON file for all input requests, regardless of whether they are flagged as in violation or not.
- Requires an OpenAI API Key
- Requires the following Modules:
- os (makes interaction with the local file system simpler)
- json (in-built package to create, store, convert json objects)
- openai (https://github.com/openai/openai-python)
- dotenv (https://pypi.org/project/python-dotenv/)
- re (to enable the use of regular expressions)
- requests (to request images from the web)
- shutil (to save images locally)
- hashlib (create simple file IDs for images)
Please be aware of the costs associated with using the OpenAI API when utilizing this project.
- Create an account and get API Key at https://chat.openai.com
- Add the API Key to the openai-credentials.env file
- Run the main.py file
ChatGPT
├── output_chatgpt_images # Directory
│ ├── images # Directory
├── output_chatgpt_moderation # Directory
├── output_chatgpt_text # Directory
├── chatgpt_images.py # File
├── chatgpt_moderation.py # File
├── chatgpt_text.py # File
├── main.py # File
├── openai_credentials.env # File
├── LICENSE.md # File
└── README.md # File
Input Prompt:
What are the top 5 emerging AI trends?
Response:
1. Autonomous Vehicles: Autonomous vehicles are becoming increasingly popular and are expected to become a major part of the transportation landscape by 2023. Autonomous vehicles are expected to become commonplace in cities, allowing for faster and more efficient transportation.
2. Smart Cities: Smart cities are cities that use technology to improve the lives of their citizens. This includes things like self-driving cars, smart energy grids, and automated waste management systems.
3. AI-Powered Healthcare: AI-powered healthcare solutions are becoming more popular as they can help diagnose and treat illnesses more accurately and quickly. AI-powered healthcare solutions are expected to become more widespread in the next few years, allowing for more efficient and accurate healthcare.
4. Natural Language Processing: Natural language processing (NLP) is the ability of a computer to understand human language. NLP is becoming more popular and is being used in applications such as voice assistants and customer service chatbots.
5. Edge Computing: Edge computing is the use of computing resources that are located close to the user, such as on the user's device or in the cloud. Edge computing allows for faster and more efficient processing of data, which is becoming increasingly important as data becomes more complex.
Input Prompt:
landscape painting with water and trees
Response:
Input Prompt:
I want to kill them.
Response:
(True, ['hate/threatening', 'violence'])
Set the output_to_file flag to True in the chatgpt_text function in order to generate the a JSON output file for each request.
chatgpt_text(prompt, output_to_file=True)
JSON Response:
{
"id": "cmpl-6WendmCVAliTTdQZCvh9MQBsrkin2",
"object": "text_completion",
"created": 1673241349,
"model": "text-davinci-003",
"choices": [
{
"text": "\n\nNo, Pluto is no longer considered a planet. It is now classified as a dwarf planet.",
"index": 0,
"logprobs": null,
"finish_reason": "stop"
}
],
"usage": {
"prompt_tokens": 5,
"completion_tokens": 21,
"total_tokens": 26
},
"parameters": [
{
"prompt": "Is Pluto a planet?",
"max_tokens": 2048,
"temperature": 0.5,
"top_p": 1,
"frequency_penalty": 0,
"presence_penalty": 0,
"n": 1
}
]
}
Set the output_to_file flag to True in the chatgpt_images function in order to generate the a JSON output file for each request.
chatgpt_images(prompt, output_to_file=True)
JSON Response:
{
"created": 1673589687,
"data": [
{
"url": "https://oaidalleapiprodscus.blob.core.windows.net/private/org-XXXXXXXXXXXXXXXXXXXXXXXX/user-XXXXXXXXXXXXXXXXXXXXXXXX/img-hx959DWtE7QaZ8CWbSph0xo7.png?st=2023-01-13T05%3A01%3A27Z&se=2023-01-13T07%3A01%3A27Z&sp=r&sv=2021-08-06&sr=b&rscd=inline&rsct=image/png&skoid=6aaadede-4fb3-4698-a8f6-684d7786b067&sktid=a48cca56-e6da-484e-a814-9c849652bcb3&skt=2023-01-13T00%3A13%3A40Z&ske=2023-01-14T00%3A13%3A40Z&sks=b&skv=2021-08-06&sig=nf9r9g20TYpxORNGKy3zT82atGsoAy/Q22sJrLTDKUE%3D"
}
],
"_response_ms": 5705,
"parameters": [
{
"prompt": "landscape painting with water and trees",
"size": "1024x1024",
"n": 1
}
],
"ids": [
"img-hx959DWtE7QaZ8CWbSph0xo7"
]
}
Set the output_to_file flag to True in the chatgpt_moderation function in order to generate the a JSON output file for each request.
chatgpt_moderation('I want to kill them.', output_to_file=True)
JSON Response:
{
"id": "modr-6Yu9h3Lz1mwNdfQLMmynkROTAynjF",
"model": "text-moderation-001",
"results": [
{
"categories": {
"hate": false,
"hate/threatening": true,
"self-harm": false,
"sexual": false,
"sexual/minors": false,
"violence": true,
"violence/graphic": false
},
"category_scores": {
"hate": 0.22702568769454956,
"hate/threatening": 0.4133393466472626,
"self-harm": 0.005232803523540497,
"sexual": 0.01407555304467678,
"sexual/minors": 0.0038546782452613115,
"violence": 0.922382652759552,
"violence/graphic": 0.036863770335912704
},
"flagged": true
}
],
"_response_ms": 136,
"parameters": [
{
"input": "I want to kill them.",
"model": "text-moderation-stable"
}
],
"created": 1673777034
}
Your OpenAI APIKEY key/s should be kept secure and private at all times.
Please follow the best practices guide for API security from OpenAI
https://help.openai.com/en/articles/5112595-best-practices-for-api-key-safety
React
Typescript
Django
Laravel
Facebook
Microsoft
Google
Alibaba
D3
Tencent