Intelligent rule-based function dispatch for Python
Project description
Replace messy if-elif chains and duplicated logic with clean, maintainable function registries.
Installation
pip install smartswitch
The Problem-Solution Approach
SmartSwitch helps you organize code that needs to handle different cases. Let's see how, step by step.
1. Function Registry Pattern
Problem: You have several operations and want to call them by name.
Traditional approach - Dictionary of functions:
# Hard to maintain, easy to make mistakes
operations = {
'save': save_data,
'load': load_data,
'delete': delete_data
}
# Calling
op = operations.get(action)
if op:
op(data)
With SmartSwitch - Clean registration:
from smartswitch import Switcher
ops = Switcher()
@ops
def save_data(data):
# Save logic
pass
@ops
def load_data(data):
# Load logic
pass
@ops
def delete_data(data):
# Delete logic
pass
# Call by name
ops('save_data')(data)
2. Custom Action Names
Problem: You want friendly names different from function names.
Traditional approach - Manual mapping:
actions = {
'reset': destroy_all_data,
'clear': remove_cache,
'wipe': erase_history
}
action = actions[command]
action()
With SmartSwitch - Alias registration:
ops = Switcher()
@ops('reset')
def destroy_all_data():
pass
@ops('clear')
def remove_cache():
pass
# Call with alias
ops('reset')()
3. Value-Based Dispatch
Problem: Choose handler based on actual data values.
Traditional approach - Long if-elif chains:
def process_user(user_type, reason):
if user_type == 'to_delete' and reason == 'no_payment':
# Remove user
pass
elif reason == 'no_payment':
# Send reminder
pass
elif user_type == 'to_delete':
# Archive
pass
else:
# Default
pass
With SmartSwitch - Declarative rules:
users = Switcher()
@users(valrule=lambda user_type, reason:
user_type == 'to_delete' and reason == 'no_payment')
def remove_user(user_type, reason):
# Remove user
pass
@users(valrule=lambda reason: reason == 'no_payment')
def send_payment_reminder(user_type, reason):
# Send reminder
pass
@users(valrule=lambda user_type: user_type == 'to_delete')
def archive_user(user_type, reason):
# Archive
pass
@users
def handle_default(user_type, reason):
# Default
pass
# Automatic dispatch
users()(user_type='to_delete', reason='no_payment')
Tip: For multi-parameter conditions, you can use compact dict-style lambda:
@users(valrule=lambda kw: kw['user_type'] == 'to_delete' and kw['reason'] == 'no_payment')
def remove_user(user_type, reason):
pass
4. Type-Based Dispatch
Problem: Handle different data types differently.
Traditional approach - Multiple isinstance checks:
def process(data):
if isinstance(data, str):
return data.upper()
elif isinstance(data, int):
return data * 2
elif isinstance(data, list):
return len(data)
else:
return None
With SmartSwitch - Type rules:
processor = Switcher()
@processor(typerule={'data': str})
def process_string(data):
return data.upper()
@processor(typerule={'data': int})
def process_number(data):
return data * 2
@processor(typerule={'data': list})
def process_list(data):
return len(data)
@processor
def process_other(data):
return None
# Automatic dispatch based on type
processor()(data="hello") # → HELLO
processor()(data=42) # → 84
Real-World Examples
API Routing
api = Switcher()
@api(valrule=lambda method, path: method == 'GET' and path == '/users')
def get_users(method, path, data=None):
return list_all_users()
@api(valrule=lambda method, path: method == 'POST' and path == '/users')
def create_user(method, path, data=None):
return create_new_user(data)
@api
def not_found(method, path, data=None):
return {"error": "Not Found", "status": 404}
# Dispatch
response = api()('GET', '/users')
Payment Processing
payments = Switcher()
@payments(typerule={'amount': int | float},
valrule=lambda method, amount: method == 'crypto' and amount > 1000)
def process_large_crypto(method, amount, details):
return {"processor": "crypto_large", "fee": amount * 0.01}
@payments(valrule=lambda method, **kw: method == 'credit_card')
def process_card(method, amount, details):
return {"processor": "credit_card", "fee": amount * 0.03}
@payments
def process_generic(method, amount, details):
return {"error": "Unsupported payment method"}
When to Use
✅ Good for:
- API handlers and request routers
- Business logic with multiple branches
- Plugin systems and extensible architectures
- State machines and workflow engines
- When you need type + value checks together
⚠️ Consider alternatives for:
- Simple 2-3 case switches → use
if/elif - Pure type dispatch → use
functools.singledispatch - Very high-performance code (< 10μs functions called millions of times)
Features
- 🎯 Value-based dispatch: Match on runtime values
- 📦 Named handler registry: Look up by name or alias
- 🔢 Type-based dispatch: Match on argument types
- 🧩 Modular: Each handler is separate and testable
- ✨ Clean API: Pythonic decorators
- 🚀 Efficient: Optimized with caching (~1-2μs overhead)
Performance
SmartSwitch adds ~1-2 microseconds per dispatch. For real-world functions (API calls, DB queries, business logic), this overhead is negligible:
Function time: 50ms (API call)
Dispatch overhead: 0.002ms
Impact: 0.004% ✅
License
MIT
Contributing
Contributions welcome! Please feel free to submit a Pull Request.
Project details
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