A zero-configuration library with smart environment variable support and type-aware defaults
Project description
Zero Config 🚀
Smart configuration management with layered overrides and type-aware defaults.
🎯 Core Concept
Zero Config provides layered configuration where each layer can override the previous one:
- Application Defaults → 2. Environment Variables → 3. Environment Files
from zero_config import setup_environment, get_config
# 1. Define application defaults
default_config = {
'openai_api_key': '', # Will be overridden by env var
'llm.temperature': 0.0, # Will be overridden by .env file
'database.host': 'localhost', # Will stay as default
}
# 2. Set environment variable
# export OPENAI_API_KEY="sk-your-key-here"
# 3. Create .env.zero_config file
# llm.temperature=0.7
# database.port=5432
setup_environment(default_config=default_config)
config = get_config()
# Final configuration:
print(config.get('openai_api_key')) # "sk-your-key-here" (from env var)
print(config.get('llm.temperature')) # 0.7 (from .env file, converted to float)
print(config.get('database.host')) # "localhost" (from defaults)
print(config.get('database.port')) # 5432 (from .env file, new key as int)
🏗️ Why Layered Configuration?
- Defaults in Code: Your app defines the schema and sensible defaults
- Environment Variables: Perfect for deployment-specific overrides (Docker, CI/CD)
- Environment Files: Great for local development and secrets management
- Type Safety: Environment strings are automatically converted to match your default types
🔧 Configuration Sources
Environment Variables
# Uppercase env vars automatically override config keys
export OPENAI_API_KEY="sk-your-key-here" # Becomes: openai_api_key
export DEBUG="true" # Becomes: debug (bool)
export MODELS='["gpt-4", "claude-3"]' # JSON arrays for lists
export DATABASE_URL="host1,host2,host3" # Strings with commas stay safe
# Section headers with double underscore
export LLM__TEMPERATURE="0.7" # Becomes: llm.temperature
export DATABASE__HOST="remote.db.com" # Becomes: database.host
Environment Files
# .env.zero_config (default) or custom files
openai_api_key=sk-your-local-key
llm.temperature=0.7
database.port=5432
models=["gpt-4", "claude-3"]
Custom Environment Files
setup_environment(
default_config=default_config,
env_files="config/production.env" # Single file
)
setup_environment(
default_config=default_config,
env_files=["base.env", "production.env"] # Multiple files (later wins)
)
📁 Project Root Detection
Critical: Environment files are loaded relative to your project root.
# Auto-detection (looks for .git, pyproject.toml, setup.py, etc.)
setup_environment(default_config=config)
# Override via environment variable
# export PROJECT_ROOT="/path/to/project"
setup_environment(default_config=config)
Why it matters: Zero Config needs to know your project root to:
- Load
.env.zero_configfrom the correct location - Resolve relative paths in
env_filesparameter - Provide accurate dynamic path helpers (
config.data_path(), etc.)
🛠️ Advanced Features
Dynamic Path Helpers
config = get_config()
# Any directory name + '_path' works (Ruby on Rails style)
config.data_path('database.db') # /project/data/database.db
config.logs_path('app.log') # /project/logs/app.log
config.cache_path('session.json') # /project/cache/session.json
config.models_path('gpt4.bin') # /project/models/gpt4.bin
Section Configuration
# Define sections with dot notation
default_config = {
'llm.models': ['gpt-4'],
'llm.temperature': 0.0,
'database.host': 'localhost',
'database.port': 5432,
}
config = get_config()
llm_config = config.get('llm') # {'models': [...], 'temperature': 0.0}
db_config = config.get('database') # {'host': 'localhost', 'port': 5432}
Type Conversion
Environment variables are automatically converted to match your default types:
- Numbers:
"8000"→8000(int),"0.7"→0.7(float) - Booleans:
"true"→True,"false"→False - Lists:
'["a","b"]'→['a','b'](JSON only - comma strings stay safe) - Strings: Always preserved as-is (safe for URLs, CSVs, etc.)
📦 Installation
pip install zero-config
🛡️ Package Conflict Prevention
Critical for libraries: Zero Config prevents configuration conflicts when both your main project and its dependencies use zero-config.
The Problem
Without protection, packages can accidentally overwrite your main project's configuration:
# ❌ Without protection (old behavior)
# Main project sets up config
setup_environment(default_config={'app_name': 'news_app', 'llm.api_key': 'main-key'})
# Package dependency overwrites everything!
setup_environment(default_config={'package_name': 'united_llm'})
# Main project's config is lost 😱
config = get_config()
print(config.get('app_name')) # None - lost!
The Solution
Zero Config now automatically prevents this:
# ✅ With protection (new behavior)
# Main project initializes first
setup_environment(default_config={'app_name': 'news_app', 'llm.api_key': 'main-key'})
# Package dependency tries to initialize (safely ignored)
setup_environment(default_config={'package_name': 'united_llm'}) # ← Ignored!
# Main project's config is preserved 🎉
config = get_config()
print(config.get('app_name')) # "news_app" (preserved)
print(config.get('package_name')) # None (package config ignored)
How It Works
- First Call Wins: The first
setup_environment()call initializes the global configuration - Automatic Protection: Subsequent calls are automatically ignored with helpful logging
- Shared Access: Packages can still access the main project's configuration
- Override Available: Use
force_reinit=Trueonly for testing or special cases
Best Practices
For Main Applications:
# Initialize early in your main application
def main():
setup_environment(default_config=your_app_config)
# ... rest of your app
For Package Libraries:
# Packages should call setup_environment but expect it might be ignored
def initialize_package():
# This will be ignored if main app already initialized
setup_environment(default_config=package_defaults)
# Always access config this way
config = get_config()
return config.get('llm') # Access main app's LLM config
🔗 API Reference
# Setup
setup_environment(
default_config={...}, # Your app's defaults
env_files="custom.env", # Optional: custom env file(s)
force_reinit=False # Force re-init (use with caution)
)
# Access
config = get_config()
config.get('key', default) # Safe access with fallback
config['key'] # Direct access (raises KeyError if missing)
config.get('llm') # Get all llm.* keys as dict
config.to_dict() # Get all config as dict
# Initialization status
is_initialized() # Check if already initialized
get_initialization_info() # Get info about who initialized
# Dynamic paths (Ruby on Rails style)
config.data_path('file.db') # /project/data/file.db
config.logs_path('app.log') # /project/logs/app.log
config.any_name_path('file') # /project/any_name/file
🔍 Debugging & Troubleshooting
Check Initialization Status
from zero_config import is_initialized, get_initialization_info
# Check if zero-config has been initialized
if is_initialized():
print(f"Initialized by: {get_initialization_info()}")
else:
print("Not yet initialized")
Common Issues
Issue: RuntimeError: Configuration not initialized
# ❌ Trying to get config before setup
config = get_config() # Error!
# ✅ Always call setup_environment first
setup_environment()
config = get_config() # Works!
Issue: Package config not working
# ❌ Package trying to override main config
setup_environment(default_config=package_config) # Ignored!
# ✅ Package accessing main config
setup_environment(default_config=package_config) # Ignored (expected)
config = get_config() # Access main app's config
llm_config = config.get('llm') # Get LLM section from main app
Issue: Need to reset for testing
# ✅ For testing only
from zero_config.config import _reset_for_testing
def test_something():
_reset_for_testing() # Reset global state
setup_environment(test_config)
# ... test code
Logging
Zero Config provides helpful logging. Enable it to see what's happening:
import logging
logging.basicConfig(level=logging.INFO)
setup_environment(default_config=config)
# INFO: Auto-detected project root: /path/to/project
# INFO: 🚀 Environment setup complete
🚀 Migration Guide
From v0.1.0 to v0.1.1+
No breaking changes! Your existing code continues to work. New features:
- ✅ Automatic package conflict prevention
- ✅ New
is_initialized()andget_initialization_info()functions - ✅ New
force_reinit=Trueparameter for special cases
Upgrading Your Package
If you maintain a package that uses zero-config:
# Before (still works)
def initialize():
setup_environment(default_config=defaults)
# After (recommended - more explicit)
def initialize():
if not is_initialized():
setup_environment(default_config=defaults)
return get_config()
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