"""Response schemas for knowledge graph operations. This module defines the response formats for all knowledge graph operations. Each response includes complete information about the affected entities, including IDs that can be used in subsequent operations. Key Features: 1. Every created/updated object gets an ID 2. Relations are included with their parent entities 3. Responses include everything needed for next operations 4. Bulk operations return all affected items """ from datetime import datetime from typing import List, Optional, Dict from pydantic import BaseModel, ConfigDict, Field, computed_field, model_validator from basic_memory.schemas.base import Relation, Permalink, NoteType, ContentType, Observation class SQLAlchemyModel(BaseModel): """Base class for models that read from SQLAlchemy attributes. This base class handles conversion of SQLAlchemy model attributes to Pydantic model fields. All response models extend this to ensure proper handling of database results. """ model_config = ConfigDict(from_attributes=True) class ObservationResponse(Observation, SQLAlchemyModel): """Schema for observation data returned from the service. Each observation gets a unique ID that can be used for later reference or deletion. Example Response: { "category": "feature", "content": "Added support for async operations", "context": "Initial database design meeting" } """ permalink: Permalink class RelationResponse(Relation, SQLAlchemyModel): """Response schema for relation operations. Extends the base Relation model with a unique ID that can be used for later modification or deletion. Example Response: { "from_id": "test/memory_test", "to_id": "component/memory-service", "relation_type": "validates", "context": "Comprehensive test suite" } """ permalink: Permalink # Override base Relation fields to allow Optional values from_id: Optional[Permalink] = Field(default=None) # pyright: ignore[reportIncompatibleVariableOverride] to_id: Optional[Permalink] = Field(default=None) # pyright: ignore[reportIncompatibleVariableOverride] to_name: Optional[str] = Field(default=None) @model_validator(mode="before") @classmethod def resolve_entity_references(cls, data): """Resolve from_id and to_id from joined entities, falling back to file_path. When loading from SQLAlchemy models, the from_entity and to_entity relationships are joined. We extract the permalink from these entities, falling back to file_path when permalink is None. We use file_path directly (not converted to permalink format) because if the entity doesn't have a permalink, the system won't be able to find it by a generated one anyway. Using the actual file_path preserves the real identifier. """ # Handle dict input (e.g., from API or tests) if isinstance(data, dict): from_entity = data.get("from_entity") to_entity = data.get("to_entity") # Resolve from_id: prefer permalink, fall back to file_path if from_entity and isinstance(from_entity, dict): permalink = from_entity.get("permalink") if permalink: data["from_id"] = permalink elif from_entity.get("file_path"): data["from_id"] = from_entity["file_path"] # Resolve to_id: prefer permalink, fall back to file_path if to_entity and isinstance(to_entity, dict): permalink = to_entity.get("permalink") if permalink: data["to_id"] = permalink elif to_entity.get("file_path"): data["to_id"] = to_entity["file_path"] # Also resolve to_name from entity title if to_entity.get("title") and not data.get("to_name"): data["to_name"] = to_entity["title"] return data # Handle SQLAlchemy model input (from_attributes=True) # Access attributes directly from the ORM model from_entity = getattr(data, "from_entity", None) to_entity = getattr(data, "to_entity", None) # Build a dict from the model's attributes result = {} # Copy base fields for field in ["permalink", "relation_type", "context", "to_name"]: if hasattr(data, field): result[field] = getattr(data, field) # Resolve from_id: prefer permalink, fall back to file_path if from_entity: permalink = getattr(from_entity, "permalink", None) file_path = getattr(from_entity, "file_path", None) if permalink: result["from_id"] = permalink elif file_path: result["from_id"] = file_path # Resolve to_id: prefer permalink, fall back to file_path if to_entity: permalink = getattr(to_entity, "permalink", None) file_path = getattr(to_entity, "file_path", None) if permalink: result["to_id"] = permalink elif file_path: result["to_id"] = file_path # Also resolve to_name from entity title if not set if not result.get("to_name"): title = getattr(to_entity, "title", None) if title: result["to_name"] = title return result class EntityResponse(SQLAlchemyModel): """Complete entity data returned from the service. This is the most comprehensive entity view, including: 1. Basic entity details (id, name, type) 2. All observations with their IDs 3. All relations with their IDs 4. Optional description Example Response: { "permalink": "component/memory-service", "file_path": "MemoryService", "note_type": "component", "entity_metadata": {} "content_type: "text/markdown" "observations": [ { "category": "feature", "content": "Uses SQLite storage" "context": "Initial design" }, { "category": "feature", "content": "Implements async operations" "context": "Initial design" } ], "relations": [ { "from_id": "test/memory-test", "to_id": "component/memory-service", "relation_type": "validates", "context": "Main test suite" } ] } """ permalink: Optional[Permalink] title: str file_path: str note_type: NoteType # COMPAT(v0.18): old clients expect entity_type; remove when no longer needed @computed_field @property def entity_type(self) -> str: return self.note_type entity_metadata: Optional[Dict] = None checksum: Optional[str] = None content_type: ContentType external_id: Optional[str] = None observations: List[ObservationResponse] = [] relations: List[RelationResponse] = [] created_at: datetime updated_at: datetime class EntityListResponse(SQLAlchemyModel): """Response for create_entities operation. Returns complete information about entities returned from the service, including their permalinks, observations, and any established relations. Example Response: { "entities": [ { "permalink": "component/search_service", "title": "SearchService", "note_type": "component", "description": "Knowledge graph search", "observations": [ { "content": "Implements full-text search" } ], "relations": [] }, { "permalink": "document/api_docs", "title": "API_Documentation", "note_type": "document", "description": "API Reference", "observations": [ { "content": "Documents REST endpoints" } ], "relations": [] } ] } """ entities: List[EntityResponse] class SearchNodesResponse(SQLAlchemyModel): """Response for search operation. Returns matching entities with their complete information, plus the original query for reference. Example Response: { "matches": [ { "permalink": "component/memory-service", "title": "MemoryService", "note_type": "component", "description": "Core service", "observations": [...], "relations": [...] } ], "query": "memory" } Note: Each entity in matches includes full details just like EntityResponse. """ matches: List[EntityResponse] query: str class DeleteEntitiesResponse(SQLAlchemyModel): """Response indicating successful entity deletion. A simple boolean response confirming the delete operation completed successfully. Example Response: { "deleted": true } """ deleted: bool class DirectoryMoveError(BaseModel): """Error details for a failed file move within a directory move operation.""" path: str error: str class DirectoryDeleteError(BaseModel): """Error details for a failed file delete within a directory delete operation.""" path: str error: str class DirectoryMoveResult(SQLAlchemyModel): """Response schema for directory move operations. Returns detailed results of moving all files within a directory, including counts and any errors encountered. Example Response: { "total_files": 5, "successful_moves": 5, "failed_moves": 0, "moved_files": [ "docs/file1.md", "docs/file2.md", "docs/subdir/file3.md" ], "errors": [] } """ total_files: int successful_moves: int failed_moves: int moved_files: List[str] # List of file paths that were moved errors: List[DirectoryMoveError] # List of errors for failed moves class DirectoryDeleteResult(SQLAlchemyModel): """Response schema for directory delete operations. Returns detailed results of deleting all files within a directory, including counts and any errors encountered. Example Response: { "total_files": 5, "successful_deletes": 5, "failed_deletes": 0, "deleted_files": [ "docs/file1.md", "docs/file2.md", "docs/subdir/file3.md" ], "errors": [] } """ total_files: int successful_deletes: int failed_deletes: int deleted_files: List[str] # List of file paths that were deleted errors: List[DirectoryDeleteError] # List of errors for failed deletes