SmartKDB v5 IntelliSense Enhancement Summary
✅ Completed Improvements
1. Comprehensive Type Annotations
All public classes and methods now have full type hints using typing module:
from typing import Dict, List, Any, Optional
def insert(self, doc: Dict[str, Any], transaction_id: Optional[str] = None) -> Dict[str, Any]:
...
2. Rich PEP-257 Compliant Docstrings
Every public API includes structured documentation:
def insert(self, doc: Dict[str, Any], transaction_id: Optional[str] = None) -> Dict[str, Any]:
"""
Insert a new document into the table.
If the primary key is not provided, a UUID will be auto-generated.
The operation supports transactions and automatically updates all indexes.
Args:
doc: Document data as a dictionary
transaction_id: Optional transaction ID for atomic operations
Returns:
The inserted document including the generated primary key
Raises:
ValueError: If a document with the same primary key already exists
Example:
>>> users.insert({"name": "Bob", "age": 30})
{'id': 'auto-uuid-123', 'name': 'Bob', 'age': 30}
"""
3. Enhanced init.py with all
Explicit API surface exposure for better autocomplete:
__all__ = [
"SmartKDB",
"KTable",
"QueryBuilder",
"Transaction",
"TransactionManager",
"TransactionState",
"VersionManager",
"NodeManager",
"Brain",
"Trainer",
"LLMConnector",
"PluginManager",
]
4. Type Stub File (smartkdb.pyi)
Complete .pyi file for static type checkers (Pylance/Pyright):
Simplified signatures for all classes
Explicit return types
Property declarations
Enum types
5. Pyright Configuration
Added pyrightconfig.json for consistent type checking:
{
"typeCheckingMode": "basic",
"reportMissingImports": true,
"pythonVersion": "3.8"
}
🎯 IntelliSense Features Now Available
When you type db. you see:
✅
create_table(name: str, pk: str = "id", indexes: List[str] = None) -> KTable✅
get_table(name: str) -> KTable✅
tx_manager: TransactionManager✅
version_manager: VersionManager✅
node_manager: NodeManager✅
brain: Brain✅
auth: AuthManager✅
login(user: str, password: str) -> None
When you type table. you see:
✅
insert(doc: Dict[str, Any], transaction_id: Optional[str] = None) -> Dict[str, Any]✅
get(id_val: str) -> Optional[Dict[str, Any]]✅
update(id_val: str, updates: Dict[str, Any], ...) -> Dict[str, Any]✅
delete(id_val: str, transaction_id: Optional[str] = None) -> None✅
query() -> QueryBuilder
When you type query. you see:
✅
where(field: str, op: str, value: Any) -> QueryBuilder✅
execute() -> List[Dict[str, Any]]
Hover Documentation
All methods show rich documentation when you hover over them in VS Code including:
Method summary
Parameter descriptions
Return type information
Usage examples
Raised exceptions
📝 Testing IntelliSense
Open VS Code in the project directory
Create a new Python file or open
examples/intellisense_test.pyType the following and observe autocomplete:
from smartkdb import SmartKDB
db = SmartKDB("test.kdb")
db. # <- IntelliSense shows all methods with descriptions
users = db.create_table("users")
users. # <- Shows insert, get, update, delete, query
query = users.query()
query. # <- Shows where and execute
Hover over any method to see full documentation
✨ IDE Support
This works seamlessly in:
✅ VS Code with Pylance/Pyright
✅ PyCharm Professional & Community
✅ Jupyter Notebooks
✅ Any IDE supporting Python type hints
🚀 Result
SmartKDB now provides the same premium developer experience as:
✅
requests✅
fastapi✅
django✅
telebot
Professional-grade autocomplete, parameter hints, and inline documentation! 🎉