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A lightning-fast, feature-rich embedded database designed for modern Python applications.

Project description

ApexBase

🚀 A lightning-fast, feature-rich embedded database designed for modern Python applications.

Features

High Performance

  • Built on SQLite with optimized configurations
  • Efficient batch operations support
  • Automatic performance optimization
  • Concurrent access support

🔍 Powerful Query Capabilities

  • SQL-like query syntax
  • Full-text search with case-insensitive support
  • Complex queries with multiple conditions
  • JSON field support

📊 Data Framework Integration

  • Seamless integration with Pandas
  • Native support for PyArrow
  • Built-in Polars compatibility

🎯 Multi-table Support

  • Multiple table management
  • Easy table switching
  • Automatic table creation and deletion

🛡️ Data Integrity

  • ACID compliance
  • Transaction support
  • Automatic error handling
  • Data consistency guarantees

🔧 Developer Friendly

  • Simple and intuitive API
  • Minimal configuration required
  • Comprehensive documentation
  • Extensive test coverage

Installation

pip install apexbase

Quick Start

from apexbase import ApexClient

# Initialize the database
client = ApexClient("my_database")

# Store single record
record = {"name": "John", "age": 30, "tags": ["python", "rust"]}
id_ = client.store(record)

# Store multiple records
records = [
    {"name": "Jane", "age": 25},
    {"name": "Bob", "age": 35}
]
ids = client.store(records)

# Query records
results = client.query("age > 25")
for record in results:
    print(record)

# Full-text search
client.set_searchable("name", True)
results = client.search_text("John")

# Import from Pandas
import pandas as pd
df = pd.DataFrame({"name": ["Alice", "Bob"], "age": [28, 32]})
client.from_pandas(df)

Advanced Usage

Multi-table Operations

# Create and switch tables
client.create_table("users")
client.create_table("orders")
client.use_table("users")

# Store user data
user = {"name": "John", "email": "john@example.com"}
user_id = client.store(user)

# Switch to orders table
client.use_table("orders")
order = {"user_id": user_id, "product": "Laptop"}
client.store(order)

Complex Queries

# Multiple conditions
results = client.query("age > 25 AND city = 'New York'")

# Range queries
results = client.query("score >= 85.0 AND score <= 90.0")

# LIKE queries
results = client.query("name LIKE 'J%'")

Performance Optimization

# Disable automatic FTS updates for batch operations
client.set_auto_update_fts(False)

# Store large batch of records
records = [{"id": i, "value": i * 2} for i in range(10000)]
ids = client.store(records)

# Manually rebuild search index
client.rebuild_search_index()

Requirements

  • Python >= 3.9
  • Dependencies:
    • orjson
    • pandas
    • pyarrow
    • polars
    • numpy
    • psutil

License

This project is licensed under the Apache License 2.0 - see the LICENSE file for details.

Contributing

Contributions are welcome! Please feel free to submit a Pull Request.

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