A Python implementation of a Red-Black Tree data structure.
Project description
Python Red-Black Tree (rbtree-py)
A pure Python implementation of a Red-Black Tree, a self-balancing binary search tree. This data structure provides efficient insertion, deletion, and search operations in O(log n) time complexity.
Features
- Key-Value Storage: Stores data similar to a dictionary.
- Efficient Operations:
insert,delete,search,minimum,maximumall operate in O(log n) time. - Ordered Iteration: Iterate through keys, values, or items (key-value pairs) in ascending key order.
- Standard Dictionary Interface: Supports
len(),in,[](getitem),[]=(setitem),del [](delitem). - Type Hinting: Fully type-hinted for better static analysis and developer experience.
- Python 3.8+: Compatible with modern Python versions.
Installation
You can install the package directly from PyPI (once published):
pip install rbtree-py
Or, install directly from the source repository:
pip install git+https://github.com/manyan-chan/rbtree-py.git
For local development, clone the repository and install in editable mode:
git clone https://github.com/manyan-chan/rbtree-py.git
cd rbtree-py
pip install -e .[test]
Usage
Here's a basic example of how to use the RedBlackTree:
from redblacktree import RedBlackTree
# Create a new tree
rbt = RedBlackTree[int, str]() # Specify key and value types (optional but recommended)
# Insert key-value pairs (like a dictionary)
rbt[10] = "Apple"
rbt[5] = "Banana"
rbt[15] = "Cherry"
rbt[3] = "Date"
rbt[7] = "Elderberry"
rbt[12] = "Fig"
rbt[18] = "Grape"
# Check length
print(f"Tree size: {len(rbt)}") # Output: Tree size: 7
# Check if a key exists
print(f"Has key 7? {7 in rbt}") # Output: Has key 7? True
print(f"Has key 99? {99 in rbt}") # Output: Has key 99? False
# Get value by key
print(f"Value for key 15: {rbt[15]}") # Output: Value for key 15: Cherry
# Attempt to get non-existent key (raises KeyError)
try:
print(rbt[99])
except KeyError as e:
print(e) # Output: 'Key not found: 99'
# Update value
rbt[5] = "Blueberry"
print(f"Updated value for key 5: {rbt[5]}") # Output: Updated value for key 5: Blueberry
# Delete a key
del rbt[12]
print(f"Tree size after deleting 12: {len(rbt)}") # Output: Tree size after deleting 12: 6
print(f"Has key 12? {12 in rbt}") # Output: Has key 12? False
# Iterate over keys (sorted order)
print("Keys:", list(rbt)) # Output: Keys: [3, 5, 7, 10, 15, 18]
# Iterate over values (sorted by key)
print("Values:", list(rbt.values())) # Output: Values: ['Date', 'Blueberry', 'Elderberry', 'Apple', 'Cherry', 'Grape']
# Iterate over items (key, value) pairs (sorted by key)
print("Items:", list(rbt.items()))
# Output: Items: [(3, 'Date'), (5, 'Blueberry'), (7, 'Elderberry'), (10, 'Apple'), (15, 'Cherry'), (18, 'Grape')]
# Find minimum and maximum keys
min_node = rbt.minimum()
max_node = rbt.maximum()
if min_node is not rbt.nil: # Check if tree is not empty
print(f"Minimum key: {min_node.key}, Value: {min_node.value}")
if max_node is not rbt.nil:
print(f"Maximum key: {max_node.key}, Value: {max_node.value}")
# Output:
# Minimum key: 3, Value: Date
# Maximum key: 18, Value: Grape
# Print tree structure (for debugging)
# print("\nTree Structure:")
# rbt.print_tree() # Optional: Visualize the tree structure
Testing
The package uses pytest for testing. To run the tests:
- Make sure you have installed the test dependencies:
pip install -e .[test] - Run pytest from the root directory:
pytest
Contributing
Contributions are welcome! Please feel free to submit issues or pull requests.
- Fork the repository.
- Create a new branch (
git checkout -b feature/your-feature-name). - Make your changes.
- Add tests for your changes.
- Ensure all tests pass (
pytest). - Format your code (e.g., using
blackorflake8). - Commit your changes (
git commit -am 'Add some feature'). - Push to the branch (
git push origin feature/your-feature-name). - Create a new Pull Request.
License
This project is licensed under the MIT License - see the LICENSE file for details.
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