A library for easy integration with Groq API
Project description
PocketGroq
PocketGroq is a powerful and user-friendly Python library that provides seamless integration with the Groq API. It offers a simple interface to leverage Groq's advanced language models for various natural language processing tasks, including text generation, tool use, and more.
Table of Contents
- Installation
- Configuration
- Basic Usage
- Advanced Features
- Error Handling
- Best Practices
- Contributing
- License
Installation
Install PocketGroq using pip:
pip install pocketgroq
Configuration
Before using PocketGroq, you need to set up your Groq API key. There are two ways to do this:
-
Environment Variable: Set the
GROQ_API_KEY
environment variable:export GROQ_API_KEY=your_api_key_here
-
.env File: Create a
.env
file in your project root and add your API key:GROQ_API_KEY=your_api_key_here
PocketGroq will automatically load the API key from the .env file.
Basic Usage
Here's a simple example of how to use PocketGroq for text generation:
from pocketgroq import GroqProvider
# Initialize the GroqProvider
groq = GroqProvider()
# Generate text
response = groq.generate("Tell me a joke about programming")
print(response)
Advanced Features
JSON Mode
You can use JSON mode to ensure the model's output is in a valid JSON format:
from pocketgroq import GroqProvider
groq = GroqProvider()
prompt = "Generate a JSON object with name, age, and occupation fields"
response = groq.generate(prompt, json_mode=True)
print(response)
Streaming
For long responses, you can use streaming to get partial results as they're generated:
from pocketgroq import GroqProvider
groq = GroqProvider()
prompt = "Write a short story about a time traveler"
for chunk in groq.generate(prompt, stream=True):
print(chunk, end="", flush=True)
Tool Use
PocketGroq supports tool use, allowing the model to call predefined functions:
from pocketgroq import GroqProvider
def get_weather(location: str):
# Simulated weather function
return {"temperature": 20, "condition": "sunny"}
groq = GroqProvider()
tools = [
{
"type": "function",
"function": {
"name": "get_weather",
"description": "Get the current weather for a location",
"parameters": {
"type": "object",
"properties": {
"location": {
"type": "string",
"description": "The city and state, e.g. San Francisco, CA",
}
},
"required": ["location"],
},
"implementation": get_weather
}
}
]
response = groq.generate("What's the weather in San Francisco?", tools=tools)
print(response)
Asynchronous Operations
PocketGroq supports asynchronous operations for both regular and streaming responses:
import asyncio
from pocketgroq import GroqProvider
groq = GroqProvider()
async def async_generate():
response = await groq.generate("Explain quantum computing", async_mode=True)
print(response)
async def async_stream():
async for chunk in groq.generate("Tell me a story about AI", async_mode=True, stream=True):
print(chunk, end="", flush=True)
async def main():
await async_generate()
print("\n---\n")
await async_stream()
asyncio.run(main())
Error Handling
PocketGroq provides custom exceptions for better error handling:
from pocketgroq import GroqProvider
from pocketgroq.exceptions import GroqAPIKeyMissingError, GroqAPIError
try:
groq = GroqProvider()
response = groq.generate("Tell me a joke")
print(response)
except GroqAPIKeyMissingError:
print("Please set your GROQ_API_KEY environment variable or in the .env file")
except GroqAPIError as e:
print(f"An error occurred while calling the Groq API: {str(e)}")
Best Practices
- Always handle exceptions to gracefully manage API errors and missing keys.
- Use streaming for long-form content generation to improve user experience.
- Leverage tool use for complex tasks that require external data or computations.
- Use JSON mode when you need structured output from the model.
- For high-throughput applications, consider using asynchronous operations.
Contributing
We welcome contributions to PocketGroq! Please see our CONTRIBUTING.md file for details on how to get started.
License
PocketGroq is released under the MIT License. See the LICENSE file for more details.
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