Getting Started with LLMPromptKit
This guide will help you get started with LLMPromptKit, a comprehensive library for managing LLM prompts.
Installation
pip install llmpromptkit
Basic Usage
Initialize Components
from llmpromptkit import PromptManager, VersionControl, PromptTesting, Evaluator
# Initialize with default storage location
prompt_manager = PromptManager()
# Or specify a custom storage location
# prompt_manager = PromptManager("/path/to/storage")
# Initialize other components
version_control = VersionControl(prompt_manager)
testing = PromptTesting(prompt_manager)
evaluator = Evaluator(prompt_manager)
Create and Manage Prompts
# Create a prompt
prompt = prompt_manager.create(
content="Translate the following text from {source_language} to {target_language}: {text}",
name="Translation Prompt",
description="A prompt for translating text between languages",
tags=["translation", "multilingual"]
)
# The prompt.id property contains a unique identifier (e.g., "a1b2c3d4e5")
prompt_id = prompt.id
# Get a prompt by ID
retrieved_prompt = prompt_manager.get(prompt_id)
# Update a prompt
prompt_manager.update(
prompt_id,
content="Please translate the following text from {source_language} to {target_language}:\n\n{text}"
)
# Search prompts by tags
translation_prompts = prompt_manager.search_by_tags(["translation"])
# List all prompts
all_prompts = prompt_manager.list_all()
Version Control
# Create a version snapshot
version_control.commit(
prompt_id=prompt_id,
commit_message="Initial version"
)
# Update the prompt and create another version
prompt_manager.update(
prompt_id,
content="Please provide a translation of the following text from {source_language} to {target_language}:\n\n{text}\n\nMaintain the original formatting and tone."
)
version_control.commit(
prompt_id=prompt_id,
commit_message="Added formatting instructions"
)
# List all versions
versions = version_control.list_versions(prompt_id)
# Compare versions
diff = version_control.diff(prompt_id, 1, 2)
# Revert to a previous version
version_control.checkout(prompt_id, 1)
Using Prompts with Variables
# Get a prompt
prompt = prompt_manager.get(prompt_id)
# Render with variables
rendered_prompt = prompt.render(
source_language="English",
target_language="Spanish",
text="Hello, how are you today?"
)
# Now use rendered_prompt with your LLM API
Next Steps
- See the CLI Usage guide for command-line operations
- Explore Advanced Features for templating and custom metrics
- Check Integration Examples for real-world use cases