Обьясните что это?: Overview
The Claude AI Toolkit makes it easy to use Anthropic's Claude 3 'Opus', 'Sonnet' and 'Haiku' language models for creating chatbots, generating text, and analyzing images. It's designed for everyone, from beginners to experienced developers, allowing quick addition of AI features to projects with simple commands. While it offers simplicity and lightweight integration, it doesn't compromise on power; experienced developers can access the full suite of advanced options available via the API, ensuring robust customization and control. This toolkit is perfect for those looking to efficiently tap into advanced AI without getting bogged down in technical details, yet it still provides the depth needed for complex project requirements.

Key Features
Chat Functionality: Engage in interactive conversations with Anthropic's advanced conversational models.
Image Captioning: Analyze images to generate descriptive captions or insights.
Text Generation: Produce creative and contextually relevant text based on prompts.
Command-Line Interface (CLI): Access the full suite of functionalities directly from the command line.
Python Wrapper: Simplify interaction with Anthropic's Claude models in only 2 lines of code.
Streamed Responses: Receive responses as they are generated for real-time interaction.
Flexible Configuration: Customize the token limits, safety thresholds, stop sequences, temperature and more.
Minimal Dependencies: Built to be efficient and lightweight, requiring only the requests package for operation.
Prerequisites
Python 3.x
An API key from Anthropic
Dependencies
The following Python packages are required:

requests: For making HTTP requests to the Claude API.
The following Python packages are optional:

python-dotenv: For managing API keys and other environment variables.
Installation
To use the Claude AI Toolkit, clone the repository to your local machine and install the required Python packages.

Clone the repository:

git clone https://github.com/RMNCLDYO/claude-ai-toolkit.git
Navigate to the repositories folder:

Install the required dependencies:

pip install -r requirements.txt
Configuration
Obtain an API key from Anthropic.

You have three options for managing your API key:

Click here to view the API key configuration options
Usage
The Claude AI Toolkit can be used in three different modes: Chat, Text, and Vision. Each mode is designed for specific types of interactions with the suite of models.

Chat Mode
Chat mode is intended for chatting with an AI model (similar to a chatbot) or building conversational applications.

Example Usage
CLI

Wrapper

from claude import Chat

Chat().run()
An executable version of this example can be found here. (You must move this file to the root folder before running the program.)

Text Mode
Text mode is suitable for generating text content based on a provided prompt.

Example Usage
CLI

python cli.py --text --prompt "Write a haiku about robots."
Wrapper

from claude import Text

Text().run(prompt="Write a haiku about robots.")
An executable version of this example can be found here. (You must move this file to the root folder before running the program.)

Vision Mode
Vision mode allows for generating text based on a combination of text prompts and images.

Example Usage
CLI

python cli.py --vision --prompt "Describe this image." --image "https://upload.wikimedia.org/wikipedia/commons/a/a7/Camponotus_flavomarginatus_ant.jpg"
Wrapper

from claude import Vision

Vision().run(prompt="Describe this image.", image="https://upload.wikimedia.org/wikipedia/commons/a/a7/Camponotus_flavomarginatus_ant.jpg")
An executable version of this example can be found here. (You must move this file to the root folder before running the program.)

Advanced Configuration
CLI and Wrapper Options
Description	CLI Flags	CLI Usage	Wrapper Usage
Enable chat mode	-c, --chat	--chat	See mode usage above.
Enable text mode	-t, --text	--text	See mode usage above.
Enable vision mode	-v, --vision	--vision	See mode usage above.
User prompt	-p, --prompt	--prompt "Write a haiku about robots."	prompt="Write a haiku about robots."
Image file path or url	-i, --image	--prompt "Describe this image." --image "image_path_or_url"	prompt="Describe this image.", image="image_path_or_url"
API key for authentication	-a, --api_key	--api_key "your_api_key"	api_key="your_api_key"
Model name	-m, --model	--model "claude-3-opus-20240229"	model="claude-3-opus-20240229"
Enable streaming mode	-s, --stream	--stream	stream=True
System prompt (instructions)	-sp,  '--system_prompt	--system_prompt "You are an advanced AI assistant."	system_prompt="You are an advanced AI assistant."
Maximum tokens to generate	-mt, --max_tokens	--max_tokens 1024	max_tokens=1024
Sampling temperature	-tm, --temperature	--temperature 0.7	temperature=0.7
Nucleus sampling threshold	-tp, --top_p	--top_p 0.9	top_p=0.9
Top-k sampling threshold	-tk, --top_k	--top_k 40	top_k=40
Stop sequences for completion	-ss, --stop_sequences	--stop_sequences ["\n", "."]	stop_sequences=["\n", "."]
To exit the program at any time, you can type exit or quit. This command works similarly whether you're interacting with the program via the CLI or through the Python wrapper ensuring that you can easily and safely conclude your work with the Claude AI Toolkit without having to resort to interrupt signals or forcibly closing the terminal or command prompt.

Available Models
Model	Max Tokens
claude-3-opus-20240229	4096
claude-3-sonnet-20240229	4096
claude-3-haiku-20240307	4096
Vision Mode Requirements & Suggestions:
Supported MIME (image) types: JPEG, PNG, GIF, and WEBP.
For optimal performance, Anthropic recommends resizing your images before uploading if it is likely to exceed size or token limits. If your image's long edge is more than 1568 pixels, or your image is more than ~1600 tokens, it will first be scaled down, preserving aspect ratio, until it is within size limits. If your input image is too large and needs to be resized, it will increase latency of time-to-first-token, without giving you any additional model performance. Very small images under 200 pixels on any given edge may lead to degraded performance.

Contributing
Contributions are welcome!

Please refer to CONTRIBUTING.md for detailed guidelines on how to contribute to this project.

Reporting Issues
Encountered a bug? We'd love to hear about it. Please follow these steps to report any issues:

Check if the issue has already been reported.
Use the Bug Report template to create a detailed report.
Submit the report here.
Your report will help us make the project better for everyone.

Feature Requests
Got an idea for a new feature? Feel free to suggest it. Here's how:

Check if the feature has already been suggested or implemented.
Use the Feature Request template to create a detailed request.
Submit the request here.
Your suggestions for improvements are always welcome.

Versioning and Changelog
Stay up-to-date with the latest changes and improvements in each version:

CHANGELOG.md provides detailed descriptions of each release.
Security
Your security is important to us. If you discover a security vulnerability, please follow our responsible disclosure guidelines found in SECURITY.md. Please refrain from disclosing any vulnerabilities publicly until said vulnerability has been reported and addressed.

License
Licensed under the MIT License. See LICENSE for details.