aamanlamba's picture
Phase 2: Enhanced lineage extraction with export to data catalogs
0510038
"""
Base classes for lineage export functionality.
"""
from dataclasses import dataclass, field
from typing import List, Dict, Optional, Any
from abc import ABC, abstractmethod
import json
from datetime import datetime, timezone
@dataclass
class LineageNode:
"""Represents a node in the lineage graph."""
id: str
name: str
type: str # table, view, model, source, destination, etc.
category: Optional[str] = None # raw, staging, marts, reporting, etc.
database: Optional[str] = None
schema: Optional[str] = None
description: Optional[str] = None
columns: Optional[List[Dict[str, Any]]] = None
metadata: Optional[Dict[str, Any]] = None
tags: Optional[List[str]] = None
owner: Optional[str] = None
def to_dict(self) -> Dict[str, Any]:
"""Convert node to dictionary."""
return {k: v for k, v in {
'id': self.id,
'name': self.name,
'type': self.type,
'category': self.category,
'database': self.database,
'schema': self.schema,
'description': self.description,
'columns': self.columns,
'metadata': self.metadata,
'tags': self.tags,
'owner': self.owner,
}.items() if v is not None}
@dataclass
class LineageEdge:
"""Represents an edge (relationship) in the lineage graph."""
source: str # source node id
target: str # target node id
type: str # transform, reference, ingest, export, etc.
job_id: Optional[str] = None
job_name: Optional[str] = None
transformation: Optional[str] = None
metadata: Optional[Dict[str, Any]] = None
def to_dict(self) -> Dict[str, Any]:
"""Convert edge to dictionary."""
return {k: v for k, v in {
'source': self.source,
'target': self.target,
'type': self.type,
'job_id': self.job_id,
'job_name': self.job_name,
'transformation': self.transformation,
'metadata': self.metadata,
}.items() if v is not None}
@dataclass
class LineageGraph:
"""Represents a complete lineage graph."""
name: str
nodes: List[LineageNode] = field(default_factory=list)
edges: List[LineageEdge] = field(default_factory=list)
metadata: Optional[Dict[str, Any]] = None
generated_at: str = field(default_factory=lambda: datetime.now(timezone.utc).isoformat().replace('+00:00', 'Z'))
def add_node(self, node: LineageNode) -> None:
"""Add a node to the graph."""
self.nodes.append(node)
def add_edge(self, edge: LineageEdge) -> None:
"""Add an edge to the graph."""
self.edges.append(edge)
def get_node(self, node_id: str) -> Optional[LineageNode]:
"""Get a node by ID."""
for node in self.nodes:
if node.id == node_id:
return node
return None
def get_upstream(self, node_id: str) -> List[LineageNode]:
"""Get all upstream nodes for a given node."""
upstream_ids = [e.source for e in self.edges if e.target == node_id]
return [n for n in self.nodes if n.id in upstream_ids]
def get_downstream(self, node_id: str) -> List[LineageNode]:
"""Get all downstream nodes for a given node."""
downstream_ids = [e.target for e in self.edges if e.source == node_id]
return [n for n in self.nodes if n.id in downstream_ids]
def to_dict(self) -> Dict[str, Any]:
"""Convert graph to dictionary."""
return {
'name': self.name,
'generated_at': self.generated_at,
'nodes': [n.to_dict() for n in self.nodes],
'edges': [e.to_dict() for e in self.edges],
'metadata': self.metadata,
}
@classmethod
def from_dict(cls, data: Dict[str, Any]) -> 'LineageGraph':
"""Create a LineageGraph from a dictionary."""
graph = cls(
name=data.get('name', 'Untitled'),
metadata=data.get('metadata'),
generated_at=data.get('generated_at', datetime.utcnow().isoformat() + 'Z')
)
# Parse nodes
for node_data in data.get('nodes', []):
node = LineageNode(
id=node_data.get('id'),
name=node_data.get('name'),
type=node_data.get('type', 'unknown'),
category=node_data.get('category'),
database=node_data.get('database'),
schema=node_data.get('schema'),
description=node_data.get('description'),
columns=node_data.get('columns'),
metadata=node_data.get('metadata'),
tags=node_data.get('tags'),
owner=node_data.get('owner'),
)
graph.add_node(node)
# Parse edges
for edge_data in data.get('edges', []):
edge = LineageEdge(
source=edge_data.get('source') or edge_data.get('from'),
target=edge_data.get('target') or edge_data.get('to'),
type=edge_data.get('type', 'transform'),
job_id=edge_data.get('job_id'),
job_name=edge_data.get('job_name') or edge_data.get('job'),
transformation=edge_data.get('transformation'),
metadata=edge_data.get('metadata'),
)
graph.add_edge(edge)
return graph
@classmethod
def from_json(cls, json_str: str) -> 'LineageGraph':
"""Create a LineageGraph from JSON string."""
data = json.loads(json_str)
# Handle nested structure (lineage_graph key)
if 'lineage_graph' in data:
data = data['lineage_graph']
return cls.from_dict(data)
class LineageExporter(ABC):
"""Abstract base class for lineage exporters."""
def __init__(self, graph: LineageGraph):
self.graph = graph
@property
@abstractmethod
def format_name(self) -> str:
"""Return the name of the export format."""
pass
@property
@abstractmethod
def file_extension(self) -> str:
"""Return the file extension for the export format."""
pass
@abstractmethod
def export(self) -> str:
"""Export the lineage graph to the target format."""
pass
def export_to_file(self, filepath: str) -> None:
"""Export the lineage graph to a file."""
content = self.export()
with open(filepath, 'w') as f:
f.write(content)
def to_json(self, indent: int = 2) -> str:
"""Convert export to JSON string."""
return json.dumps(self._to_dict(), indent=indent)
@abstractmethod
def _to_dict(self) -> Dict[str, Any]:
"""Convert export to dictionary (for JSON serialization)."""
pass