Data Model Designer
Design data models for construction projects. Create entity-relationship diagrams, define schemas, and generate database structures.
Design data models for construction projects. Create entity-relationship diagrams, define schemas, and generate database structures.
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Construction data management challenges:
Systematic data model design for construction projects, defining entities, relationships, and schemas for effective data management.
from typing import Dict, Any, List, Optional from dataclasses import dataclass, field from enum import Enum import jsonclass DataType(Enum): STRING = "string" INTEGER = "integer" FLOAT = "float" BOOLEAN = "boolean" DATE = "date" DATETIME = "datetime" TEXT = "text" JSON = "json"
class RelationType(Enum): ONE_TO_ONE = "1:1" ONE_TO_MANY = "1:N" MANY_TO_MANY = "N:M"
class ConstraintType(Enum): PRIMARY_KEY = "primary_key" FOREIGN_KEY = "foreign_key" UNIQUE = "unique" NOT_NULL = "not_null"
@dataclass class Field: name: str data_type: DataType nullable: bool = True default: Any = None description: str = "" constraints: List[ConstraintType] = field(default_factory=list)
@dataclass class Entity: name: str description: str fields: List[Field] = field(default_factory=list) primary_key: str = "id"
@dataclass class Relationship: name: str from_entity: str to_entity: str relation_type: RelationType from_field: str to_field: str
class ConstructionDataModel: """Design data models for construction projects."""
def __init__(self, project_name: str): self.project_name = project_name self.entities: Dict[str, Entity] = {} self.relationships: List[Relationship] = [] def add_entity(self, entity: Entity): """Add entity to model.""" self.entities[entity.name] = entity def add_relationship(self, relationship: Relationship): """Add relationship between entities.""" self.relationships.append(relationship) def create_entity(self, name: str, description: str, fields: List[Dict[str, Any]]) -> Entity: """Create entity from field definitions.""" entity_fields = [ Field( name=f['name'], data_type=DataType(f.get('type', 'string')), nullable=f.get('nullable', True), default=f.get('default'), description=f.get('description', ''), constraints=[ConstraintType(c) for c in f.get('constraints', [])] ) for f in fields ] entity = Entity(name=name, description=description, fields=entity_fields) self.add_entity(entity) return entity def create_relationship(self, from_entity: str, to_entity: str, relation_type: str = "1:N", from_field: str = None) -> Relationship: """Create relationship between entities.""" rel = Relationship( name=f"{from_entity}_{to_entity}", from_entity=from_entity, to_entity=to_entity, relation_type=RelationType(relation_type), from_field=from_field or f"{to_entity.lower()}_id", to_field="id" ) self.add_relationship(rel) return rel def generate_sql_schema(self, dialect: str = "postgresql") -> str: """Generate SQL DDL statements.""" sql = [] type_map = { DataType.STRING: "VARCHAR(255)", DataType.INTEGER: "INTEGER", DataType.FLOAT: "DECIMAL(15,2)", DataType.BOOLEAN: "BOOLEAN", DataType.DATE: "DATE", DataType.DATETIME: "TIMESTAMP", DataType.TEXT: "TEXT", DataType.JSON: "JSONB" if dialect == "postgresql" else "JSON" } for name, entity in self.entities.items(): columns = [] for fld in entity.fields: col = f" {fld.name} {type_map.get(fld.data_type, 'VARCHAR(255)')}" if not fld.nullable: col += " NOT NULL" if ConstraintType.PRIMARY_KEY in fld.constraints: col += " PRIMARY KEY" columns.append(col) sql.append(f"CREATE TABLE {name} (\n" + ",\n".join(columns) + "\n);") for rel in self.relationships: sql.append(f"""ALTER TABLE {rel.from_entity}ADD CONSTRAINT fk_{rel.name} FOREIGN KEY ({rel.from_field}) REFERENCES {rel.to_entity}({rel.to_field});""")
return "\n\n".join(sql) def generate_json_schema(self) -> Dict[str, Any]: """Generate JSON Schema representation.""" schemas = {} for name, entity in self.entities.items(): properties = {} required = [] for fld in entity.fields: prop = {"description": fld.description} if fld.data_type == DataType.STRING: prop["type"] = "string" elif fld.data_type == DataType.INTEGER: prop["type"] = "integer" elif fld.data_type == DataType.FLOAT: prop["type"] = "number" elif fld.data_type == DataType.BOOLEAN: prop["type"] = "boolean" else: prop["type"] = "string" properties[fld.name] = prop if not fld.nullable: required.append(fld.name) schemas[name] = { "type": "object", "title": entity.description, "properties": properties, "required": required } return schemas def generate_er_diagram(self) -> str: """Generate Mermaid ER diagram.""" lines = ["erDiagram"] for name, entity in self.entities.items(): for fld in entity.fields[:5]: lines.append(f" {name} {{") lines.append(f" {fld.data_type.value} {fld.name}") lines.append(" }") for rel in self.relationships: rel_symbol = { RelationType.ONE_TO_ONE: "||--||", RelationType.ONE_TO_MANY: "||--o{", RelationType.MANY_TO_MANY: "}o--o{" }.get(rel.relation_type, "||--o{") lines.append(f" {rel.from_entity} {rel_symbol} {rel.to_entity} : \"{rel.name}\"") return "\n".join(lines) def validate_model(self) -> List[str]: """Validate data model for issues.""" issues = [] for rel in self.relationships: if rel.from_entity not in self.entities: issues.append(f"Missing entity: {rel.from_entity}") if rel.to_entity not in self.entities: issues.append(f"Missing entity: {rel.to_entity}") for name, entity in self.entities.items(): has_pk = any(ConstraintType.PRIMARY_KEY in f.constraints for f in entity.fields) if not has_pk: issues.append(f"Entity '{name}' has no primary key") return issuesclass ConstructionEntities: """Standard construction data entities."""
@staticmethod def project_entity() -> Entity: return Entity( name="projects", description="Construction projects", fields=[ Field("id", DataType.INTEGER, False, constraints=[ConstraintType.PRIMARY_KEY]), Field("code", DataType.STRING, False, constraints=[ConstraintType.UNIQUE]), Field("name", DataType.STRING, False), Field("status", DataType.STRING), Field("start_date", DataType.DATE), Field("end_date", DataType.DATE), Field("budget", DataType.FLOAT) ] ) @staticmethod def activity_entity() -> Entity: return Entity( name="activities", description="Schedule activities", fields=[ Field("id", DataType.INTEGER, False, constraints=[ConstraintType.PRIMARY_KEY]), Field("project_id", DataType.INTEGER, False), Field("wbs_code", DataType.STRING), Field("name", DataType.STRING, False), Field("start_date", DataType.DATE), Field("end_date", DataType.DATE), Field("percent_complete", DataType.FLOAT) ] ) @staticmethod def cost_item_entity() -> Entity: return Entity( name="cost_items", description="Project cost items", fields=[ Field("id", DataType.INTEGER, False, constraints=[ConstraintType.PRIMARY_KEY]), Field("project_id", DataType.INTEGER, False), Field("wbs_code", DataType.STRING), Field("description", DataType.STRING), Field("budgeted_cost", DataType.FLOAT), Field("actual_cost", DataType.FLOAT) ] )
# Create model model = ConstructionDataModel("Office Building A")Add standard entities
model.add_entity(ConstructionEntities.project_entity()) model.add_entity(ConstructionEntities.activity_entity()) model.add_entity(ConstructionEntities.cost_item_entity())
Add relationships
model.create_relationship("activities", "projects") model.create_relationship("cost_items", "projects")
Generate SQL
sql = model.generate_sql_schema("postgresql") print(sql)
model.create_entity( name="change_orders", description="Project change orders", fields=[ {"name": "id", "type": "integer", "nullable": False, "constraints": ["primary_key"]}, {"name": "project_id", "type": "integer", "nullable": False}, {"name": "amount", "type": "float"}, {"name": "status", "type": "string"} ] )
er_diagram = model.generate_er_diagram() print(er_diagram)
issues = model.validate_model() for issue in issues: print(f"Issue: {issue}")
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