diff --git a/.github/workflows/core-unit-sqlite-test.yaml b/.github/workflows/core-unit-sqlite-test.yaml index d78da6f0..128feb83 100644 --- a/.github/workflows/core-unit-sqlite-test.yaml +++ b/.github/workflows/core-unit-sqlite-test.yaml @@ -46,7 +46,7 @@ jobs: {"test_suite": "test_letta_agent_batch.py"}, {"test_suite": "test_providers.py"}, {"test_suite": "test_sources.py"}, - {"test_suite": "test_managers.py"}, + {"test_suite": "managers/"}, {"test_suite": "sdk/"}, {"test_suite": "mcp_tests/"}, {"test_suite": "test_timezone_formatting.py"}, diff --git a/.github/workflows/core-unit-test.yml b/.github/workflows/core-unit-test.yml index 1c30d193..81c75b8e 100644 --- a/.github/workflows/core-unit-test.yml +++ b/.github/workflows/core-unit-test.yml @@ -36,7 +36,7 @@ jobs: "include": [ {"test_suite": "test_client.py"}, {"test_suite": "test_sdk_client.py"}, - {"test_suite": "test_managers.py"}, + {"test_suite": "managers/"}, {"test_suite": "test_tool_schema_parsing.py"}, {"test_suite": "test_tool_rule_solver.py"}, {"test_suite": "test_memory.py"}, diff --git a/letta/server/rest_api/routers/v1/runs.py b/letta/server/rest_api/routers/v1/runs.py index a2a2464d..8e7f9d43 100644 --- a/letta/server/rest_api/routers/v1/runs.py +++ b/letta/server/rest_api/routers/v1/runs.py @@ -201,12 +201,7 @@ def retrieve_run_usage( Get usage statistics for a run. """ actor = server.user_manager.get_user_or_default(user_id=headers.actor_id) - - try: - usage = server.job_manager.get_job_usage(job_id=run_id, actor=actor) - return usage - except NoResultFound: - raise HTTPException(status_code=404, detail=f"Run '{run_id}' not found") + raise Exception("Not implemented") @router.get( diff --git a/letta/server/server.py b/letta/server/server.py index 4f30704d..dbb2dd59 100644 --- a/letta/server/server.py +++ b/letta/server/server.py @@ -115,65 +115,7 @@ config = LettaConfig.load() logger = get_logger(__name__) -class Server(object): - """Abstract server class that supports multi-agent multi-user""" - - @abstractmethod - def list_agents(self, user_id: str) -> dict: - """List all available agents to a user""" - raise NotImplementedError - - @abstractmethod - def get_agent_memory(self, user_id: str, agent_id: str) -> dict: - """Return the memory of an agent (core memory + non-core statistics)""" - raise NotImplementedError - - @abstractmethod - def get_server_config(self, user_id: str) -> dict: - """Return the base config""" - raise NotImplementedError - - @abstractmethod - def update_agent_core_memory(self, user_id: str, agent_id: str, label: str, actor: User) -> Memory: - """Update the agents core memory block, return the new state""" - raise NotImplementedError - - @abstractmethod - def create_agent( - self, - request: CreateAgent, - actor: User, - # interface - interface: Union[AgentInterface, None] = None, - ) -> AgentState: - """Create a new agent using a config""" - raise NotImplementedError - - @abstractmethod - def user_message(self, user_id: str, agent_id: str, message: str) -> None: - """Process a message from the user, internally calls step""" - raise NotImplementedError - - @abstractmethod - def system_message(self, user_id: str, agent_id: str, message: str) -> None: - """Process a message from the system, internally calls step""" - raise NotImplementedError - - @abstractmethod - def send_messages(self, user_id: str, agent_id: str, input_messages: List[MessageCreate]) -> None: - """Send a list of messages to the agent""" - raise NotImplementedError - - @abstractmethod - def run_command(self, user_id: str, agent_id: str, command: str) -> Union[str, None]: - """Run a command on the agent, e.g. /memory - - May return a string with a message generated by the command - """ - raise NotImplementedError - - -class SyncServer(Server): +class SyncServer(object): """Simple single-threaded / blocking server process""" def __init__( diff --git a/letta/services/block_manager.py b/letta/services/block_manager.py index 3717d1cd..bf757bb4 100644 --- a/letta/services/block_manager.py +++ b/letta/services/block_manager.py @@ -3,7 +3,7 @@ from datetime import datetime from typing import Dict, List, Optional from sqlalchemy import and_, delete, func, or_, select -from sqlalchemy.orm import Session +from sqlalchemy.ext.asyncio import AsyncSession from letta.log import get_logger from letta.orm.agent import Agent as AgentModel @@ -446,7 +446,7 @@ class BlockManager: # Block History Functions @enforce_types - def _move_block_to_sequence(self, session: Session, block: BlockModel, target_seq: int, actor: PydanticUser) -> BlockModel: + async def _move_block_to_sequence(self, session: AsyncSession, block: BlockModel, target_seq: int, actor: PydanticUser) -> BlockModel: """ Internal helper that moves the 'block' to the specified 'target_seq' within BlockHistory. 1) Find the BlockHistory row at sequence_number=target_seq @@ -459,14 +459,12 @@ class BlockManager: if not block.id: raise ValueError("Block is missing an ID. Cannot move sequence.") - target_entry = ( - session.query(BlockHistory) - .filter( - BlockHistory.block_id == block.id, - BlockHistory.sequence_number == target_seq, - ) - .one_or_none() + stmt = select(BlockHistory).filter( + BlockHistory.block_id == block.id, + BlockHistory.sequence_number == target_seq, ) + result = await session.execute(stmt) + target_entry = result.scalar_one_or_none() if not target_entry: raise NoResultFound(f"No BlockHistory row found for block_id={block.id} at sequence={target_seq}") @@ -480,7 +478,7 @@ class BlockManager: # Update in DB (optimistic locking). # We'll do a flush now; the caller does final commit. - updated_block = block.update(db_session=session, actor=actor, no_commit=True) + updated_block = await block.update_async(db_session=session, actor=actor, no_commit=True) return updated_block @enforce_types @@ -527,3 +525,201 @@ class BlockManager: pass return None + + @enforce_types + @trace_method + async def checkpoint_block_async( + self, + block_id: str, + actor: PydanticUser, + agent_id: Optional[str] = None, + use_preloaded_block: Optional[BlockModel] = None, # For concurrency tests + ) -> PydanticBlock: + """ + Create a new checkpoint for the given Block by copying its + current state into BlockHistory, using SQLAlchemy's built-in + version_id_col for concurrency checks. + + - If the block was undone to an earlier checkpoint, we remove + any "future" checkpoints beyond the current state to keep a + strictly linear history. + - A single commit at the end ensures atomicity. + """ + async with db_registry.async_session() as session: + # 1) Load the Block + if use_preloaded_block is not None: + block = await session.merge(use_preloaded_block) + else: + block = await BlockModel.read_async(db_session=session, identifier=block_id, actor=actor) + + # 2) Identify the block's current checkpoint (if any) + current_entry = None + if block.current_history_entry_id: + current_entry = await session.get(BlockHistory, block.current_history_entry_id) + + # The current sequence, or 0 if no checkpoints exist + current_seq = current_entry.sequence_number if current_entry else 0 + + # 3) Truncate any future checkpoints + # If we are at seq=2, but there's a seq=3 or higher from a prior "redo chain", + # remove those, so we maintain a strictly linear undo/redo stack. + stmt = select(BlockHistory).filter(BlockHistory.block_id == block.id, BlockHistory.sequence_number > current_seq) + result = await session.execute(stmt) + for entry in result.scalars(): + session.delete(entry) + + # Flush the deletes to ensure they're executed before we create a new entry + await session.flush() + + # 4) Determine the next sequence number + next_seq = current_seq + 1 + + # 5) Create a new BlockHistory row reflecting the block's current state + history_entry = BlockHistory( + organization_id=actor.organization_id, + block_id=block.id, + sequence_number=next_seq, + description=block.description, + label=block.label, + value=block.value, + limit=block.limit, + metadata_=block.metadata_, + actor_type=ActorType.LETTA_AGENT if agent_id else ActorType.LETTA_USER, + actor_id=agent_id if agent_id else actor.id, + ) + await history_entry.create_async(session, actor=actor, no_commit=True) + + # 6) Update the block’s pointer to the new checkpoint + block.current_history_entry_id = history_entry.id + + # 7) Flush changes, then commit once + block = await block.update_async(db_session=session, actor=actor, no_commit=True) + await session.commit() + + return block.to_pydantic() + + @enforce_types + async def _move_block_to_sequence(self, session: AsyncSession, block: BlockModel, target_seq: int, actor: PydanticUser) -> BlockModel: + """ + Internal helper that moves the 'block' to the specified 'target_seq' within BlockHistory. + 1) Find the BlockHistory row at sequence_number=target_seq + 2) Copy fields into the block + 3) Update and flush (no_commit=True) - the caller is responsible for final commit + + Raises: + NoResultFound: if no BlockHistory row for (block_id, target_seq) + """ + if not block.id: + raise ValueError("Block is missing an ID. Cannot move sequence.") + + stmt = select(BlockHistory).filter( + BlockHistory.block_id == block.id, + BlockHistory.sequence_number == target_seq, + ) + result = await session.execute(stmt) + target_entry = result.scalar_one_or_none() + if not target_entry: + raise NoResultFound(f"No BlockHistory row found for block_id={block.id} at sequence={target_seq}") + + # Copy fields from target_entry to block + block.description = target_entry.description # type: ignore + block.label = target_entry.label # type: ignore + block.value = target_entry.value # type: ignore + block.limit = target_entry.limit # type: ignore + block.metadata_ = target_entry.metadata_ # type: ignore + block.current_history_entry_id = target_entry.id # type: ignore + + # Update in DB (optimistic locking). + # We'll do a flush now; the caller does final commit. + updated_block = await block.update_async(db_session=session, actor=actor, no_commit=True) + return updated_block + + @enforce_types + @trace_method + async def undo_checkpoint_block( + self, block_id: str, actor: PydanticUser, use_preloaded_block: Optional[BlockModel] = None + ) -> PydanticBlock: + """ + Move the block to the immediately previous checkpoint in BlockHistory. + If older sequences have been pruned, we jump to the largest sequence + number that is still < current_seq. + """ + async with db_registry.async_session() as session: + # 1) Load the current block + block = ( + await session.merge(use_preloaded_block) + if use_preloaded_block + else await BlockModel.read_async(db_session=session, identifier=block_id, actor=actor) + ) + + if not block.current_history_entry_id: + raise ValueError(f"Block {block_id} has no history entry - cannot undo.") + + current_entry = await session.get(BlockHistory, block.current_history_entry_id) + if not current_entry: + raise NoResultFound(f"BlockHistory row not found for id={block.current_history_entry_id}") + + current_seq = current_entry.sequence_number + + # 2) Find the largest sequence < current_seq + stmt = ( + select(BlockHistory) + .filter(BlockHistory.block_id == block.id, BlockHistory.sequence_number < current_seq) + .order_by(BlockHistory.sequence_number.desc()) + .limit(1) + ) + result = await session.execute(stmt) + previous_entry = result.scalar_one_or_none() + if not previous_entry: + # No earlier checkpoint available + raise ValueError(f"Block {block_id} is already at the earliest checkpoint (seq={current_seq}). Cannot undo further.") + + # 3) Move to that sequence + block = await self._move_block_to_sequence(session, block, previous_entry.sequence_number, actor) + + # 4) Commit + await session.commit() + return block.to_pydantic() + + @enforce_types + @trace_method + async def redo_checkpoint_block( + self, block_id: str, actor: PydanticUser, use_preloaded_block: Optional[BlockModel] = None + ) -> PydanticBlock: + """ + Move the block to the next checkpoint if it exists. + If some middle checkpoints have been pruned, we jump to the smallest + sequence > current_seq that remains. + """ + async with db_registry.async_session() as session: + block = ( + await session.merge(use_preloaded_block) + if use_preloaded_block + else await BlockModel.read_async(db_session=session, identifier=block_id, actor=actor) + ) + + if not block.current_history_entry_id: + raise ValueError(f"Block {block_id} has no history entry - cannot redo.") + + current_entry = await session.get(BlockHistory, block.current_history_entry_id) + if not current_entry: + raise NoResultFound(f"BlockHistory row not found for id={block.current_history_entry_id}") + + current_seq = current_entry.sequence_number + + # Find the smallest sequence that is > current_seq + stmt = ( + select(BlockHistory) + .filter(BlockHistory.block_id == block.id, BlockHistory.sequence_number > current_seq) + .order_by(BlockHistory.sequence_number.asc()) + .limit(1) + ) + result = await session.execute(stmt) + next_entry = result.scalar_one_or_none() + if not next_entry: + raise ValueError(f"Block {block_id} is at the highest checkpoint (seq={current_seq}). Cannot redo further.") + + block = await self._move_block_to_sequence(session, block, next_entry.sequence_number, actor) + + await session.commit() + return block.to_pydantic() diff --git a/letta/services/message_manager.py b/letta/services/message_manager.py index 6afd8e68..db93f08d 100644 --- a/letta/services/message_manager.py +++ b/letta/services/message_manager.py @@ -504,45 +504,6 @@ class MessageManager: # raise error if message type got modified raise ValueError(f"Message type got modified: {letta_message_update.message_type}") - @enforce_types - @trace_method - def update_message_by_letta_message( - self, message_id: str, letta_message_update: LettaMessageUpdateUnion, actor: PydanticUser - ) -> PydanticMessage: - """ - Updated the underlying messages table giving an update specified to the user-facing LettaMessage - """ - message = self.get_message_by_id(message_id=message_id, actor=actor) - if letta_message_update.message_type == "assistant_message": - # modify the tool call for send_message - # TODO: fix this if we add parallel tool calls - # TODO: note this only works if the AssistantMessage is generated by the standard send_message - assert message.tool_calls[0].function.name == "send_message", ( - f"Expected the first tool call to be send_message, but got {message.tool_calls[0].function.name}" - ) - original_args = json.loads(message.tool_calls[0].function.arguments) - original_args["message"] = letta_message_update.content # override the assistant message - update_tool_call = message.tool_calls[0].__deepcopy__() - update_tool_call.function.arguments = json.dumps(original_args) - - update_message = MessageUpdate(tool_calls=[update_tool_call]) - elif letta_message_update.message_type == "reasoning_message": - update_message = MessageUpdate(content=letta_message_update.reasoning) - elif letta_message_update.message_type == "user_message" or letta_message_update.message_type == "system_message": - update_message = MessageUpdate(content=letta_message_update.content) - else: - raise ValueError(f"Unsupported message type for modification: {letta_message_update.message_type}") - - message = self.update_message_by_id(message_id=message_id, message_update=update_message, actor=actor) - - # convert back to LettaMessage - for letta_msg in message.to_letta_messages(use_assistant_message=True): - if letta_msg.message_type == letta_message_update.message_type: - return letta_msg - - # raise error if message type got modified - raise ValueError(f"Message type got modified: {letta_message_update.message_type}") - @enforce_types @trace_method async def update_message_by_id_async( diff --git a/letta/services/organization_manager.py b/letta/services/organization_manager.py index 993a3eb1..b5d3829e 100644 --- a/letta/services/organization_manager.py +++ b/letta/services/organization_manager.py @@ -44,13 +44,6 @@ class OrganizationManager: await org.create_async(session) return org.to_pydantic() - @enforce_types - @trace_method - def create_default_organization(self) -> PydanticOrganization: - """Create the default organization.""" - pydantic_org = PydanticOrganization(name=DEFAULT_ORG_NAME, id=DEFAULT_ORG_ID) - return self.create_organization(pydantic_org) - @enforce_types @trace_method async def create_default_organization_async(self) -> PydanticOrganization: diff --git a/letta/services/tool_manager.py b/letta/services/tool_manager.py index a573a9b1..7e480332 100644 --- a/letta/services/tool_manager.py +++ b/letta/services/tool_manager.py @@ -41,36 +41,6 @@ logger = get_logger(__name__) class ToolManager: """Manager class to handle business logic related to Tools.""" - # TODO: Refactor this across the codebase to use CreateTool instead of passing in a Tool object - @enforce_types - @trace_method - def create_or_update_tool(self, pydantic_tool: PydanticTool, actor: PydanticUser, bypass_name_check: bool = False) -> PydanticTool: - """Create a new tool based on the ToolCreate schema.""" - tool_id = self.get_tool_id_by_name(tool_name=pydantic_tool.name, actor=actor) - if tool_id: - # Put to dict and remove fields that should not be reset - update_data = pydantic_tool.model_dump(exclude_unset=True, exclude_none=True) - - # If there's anything to update - if update_data: - # In case we want to update the tool type - # Useful if we are shuffling around base tools - updated_tool_type = None - if "tool_type" in update_data: - updated_tool_type = update_data.get("tool_type") - tool = self.update_tool_by_id( - tool_id, ToolUpdate(**update_data), actor, updated_tool_type=updated_tool_type, bypass_name_check=bypass_name_check - ) - else: - printd( - f"`create_or_update_tool` was called with user_id={actor.id}, organization_id={actor.organization_id}, name={pydantic_tool.name}, but found existing tool with nothing to update." - ) - tool = self.get_tool_by_id(tool_id, actor=actor) - else: - tool = self.create_tool(pydantic_tool, actor=actor) - - return tool - @enforce_types @trace_method async def create_or_update_tool_async( @@ -109,19 +79,6 @@ class ToolManager: ) -> List[Union[StdioServerConfig, SSEServerConfig]]: pass - @enforce_types - @trace_method - def create_or_update_mcp_tool( - self, tool_create: ToolCreate, mcp_server_name: str, mcp_server_id: str, actor: PydanticUser - ) -> PydanticTool: - metadata = {MCP_TOOL_TAG_NAME_PREFIX: {"server_name": mcp_server_name, "server_id": mcp_server_id}} - return self.create_or_update_tool( - PydanticTool( - tool_type=ToolType.EXTERNAL_MCP, name=tool_create.json_schema["name"], metadata_=metadata, **tool_create.model_dump() - ), - actor, - ) - @enforce_types async def create_mcp_tool_async( self, tool_create: ToolCreate, mcp_server_name: str, mcp_server_id: str, actor: PydanticUser @@ -136,9 +93,15 @@ class ToolManager: @enforce_types @trace_method - def create_or_update_composio_tool(self, tool_create: ToolCreate, actor: PydanticUser) -> PydanticTool: - return self.create_or_update_tool( - PydanticTool(tool_type=ToolType.EXTERNAL_COMPOSIO, name=tool_create.json_schema["name"], **tool_create.model_dump()), actor + async def create_or_update_mcp_tool_async( + self, tool_create: ToolCreate, mcp_server_name: str, mcp_server_id: str, actor: PydanticUser + ) -> PydanticTool: + metadata = {MCP_TOOL_TAG_NAME_PREFIX: {"server_name": mcp_server_name, "server_id": mcp_server_id}} + return await self.create_or_update_tool_async( + PydanticTool( + tool_type=ToolType.EXTERNAL_MCP, name=tool_create.json_schema["name"], metadata_=metadata, **tool_create.model_dump() + ), + actor, ) @enforce_types @@ -551,6 +514,8 @@ class ToolManager: # original tool may no have a JSON schema at all for legacy reasons # in this case, fallback to dangerous schema generation if new_schema is None: + # Get source_type from update_data if present, otherwise use current tool's source_type + source_type = update_data.get("source_type", current_tool.source_type) if source_type == "typescript": from letta.functions.typescript_parser import derive_typescript_json_schema @@ -602,103 +567,6 @@ class ToolManager: except NoResultFound: raise ValueError(f"Tool with id {tool_id} not found.") - @enforce_types - @trace_method - def upsert_base_tools(self, actor: PydanticUser) -> List[PydanticTool]: - """ - Initialize or update all built-in Letta tools for a user. - - This method scans predefined modules to discover and register all base tools - that ship with Letta. Tools are categorized by type (core, memory, multi-agent, etc.) - and tagged appropriately for filtering. - - Args: - actor: The user to create/update tools for - - Returns: - List of all base tools that were created or updated - - Tool Categories Created: - - LETTA_CORE: Basic conversation tools (send_message) - - LETTA_MEMORY_CORE: Memory management (core_memory_append/replace) - - LETTA_MULTI_AGENT_CORE: Multi-agent communication tools - - LETTA_SLEEPTIME_CORE: Sleeptime agent tools - - LETTA_VOICE_SLEEPTIME_CORE: Voice agent specific tools - - LETTA_BUILTIN: Additional built-in utilities - - LETTA_FILES_CORE: File handling tools - - Side Effects: - - Creates or updates tools in database - - Tools are marked with appropriate type and tags - - Existing custom tools with same names are NOT overwritten - - Note: - This is typically called during user initialization or system upgrade - to ensure all base tools are available. Custom tools take precedence - over base tools with the same name. - """ - functions_to_schema = {} - - for module_name in LETTA_TOOL_MODULE_NAMES: - try: - module = importlib.import_module(module_name) - except Exception as e: - # Handle other general exceptions - raise e - - try: - # Load the function set - functions_to_schema.update(load_function_set(module)) - except ValueError as e: - err = f"Error loading function set '{module_name}': {e}" - warnings.warn(err) - - # create tool in db - tools = [] - for name, schema in functions_to_schema.items(): - if name in LETTA_TOOL_SET: - if name in BASE_TOOLS: - tool_type = ToolType.LETTA_CORE - tags = [tool_type.value] - elif name in BASE_MEMORY_TOOLS: - tool_type = ToolType.LETTA_MEMORY_CORE - tags = [tool_type.value] - elif name in calculate_multi_agent_tools(): - tool_type = ToolType.LETTA_MULTI_AGENT_CORE - tags = [tool_type.value] - elif name in BASE_SLEEPTIME_TOOLS: - tool_type = ToolType.LETTA_SLEEPTIME_CORE - tags = [tool_type.value] - elif name in BASE_VOICE_SLEEPTIME_TOOLS or name in BASE_VOICE_SLEEPTIME_CHAT_TOOLS: - tool_type = ToolType.LETTA_VOICE_SLEEPTIME_CORE - tags = [tool_type.value] - elif name in BUILTIN_TOOLS: - tool_type = ToolType.LETTA_BUILTIN - tags = [tool_type.value] - elif name in FILES_TOOLS: - tool_type = ToolType.LETTA_FILES_CORE - tags = [tool_type.value] - else: - logger.warning(f"Tool name {name} is not in any known base tool set, skipping") - continue - - # create to tool - tools.append( - self.create_or_update_tool( - PydanticTool( - name=name, - tags=tags, - source_type="python", - tool_type=tool_type, - return_char_limit=BASE_FUNCTION_RETURN_CHAR_LIMIT, - ), - actor=actor, - ) - ) - - # TODO: Delete any base tools that are stale - return tools - @enforce_types @trace_method async def upsert_base_tools_async( diff --git a/tests/managers/conftest.py b/tests/managers/conftest.py new file mode 100644 index 00000000..36821ee1 --- /dev/null +++ b/tests/managers/conftest.py @@ -0,0 +1,780 @@ +""" +Shared fixtures for all manager tests. + +This conftest.py makes fixtures available to all test files in the tests/managers/ directory. +""" + +import os +import time +import uuid +from typing import Tuple + +import pytest +from anthropic.types.beta import BetaMessage +from anthropic.types.beta.messages import BetaMessageBatchIndividualResponse, BetaMessageBatchSucceededResult +from sqlalchemy import text + +from letta.config import LettaConfig +from letta.functions.functions import derive_openai_json_schema, parse_source_code +from letta.functions.mcp_client.types import MCPTool +from letta.helpers import ToolRulesSolver +from letta.orm import Base +from letta.schemas.agent import CreateAgent +from letta.schemas.block import Block as PydanticBlock, CreateBlock +from letta.schemas.embedding_config import EmbeddingConfig +from letta.schemas.enums import JobStatus, MessageRole +from letta.schemas.environment_variables import SandboxEnvironmentVariableCreate, SandboxEnvironmentVariableUpdate +from letta.schemas.file import FileMetadata as PydanticFileMetadata +from letta.schemas.job import BatchJob, Job as PydanticJob +from letta.schemas.letta_message_content import TextContent +from letta.schemas.llm_batch_job import AgentStepState +from letta.schemas.llm_config import LLMConfig +from letta.schemas.message import Message as PydanticMessage, MessageCreate +from letta.schemas.organization import Organization +from letta.schemas.passage import Passage as PydanticPassage +from letta.schemas.run import Run as PydanticRun +from letta.schemas.sandbox_config import E2BSandboxConfig, SandboxConfigCreate +from letta.schemas.source import Source as PydanticSource +from letta.schemas.tool import Tool as PydanticTool, ToolCreate +from letta.schemas.tool_rule import InitToolRule +from letta.schemas.user import User as PydanticUser +from letta.server.db import db_registry +from letta.server.server import SyncServer +from letta.services.block_manager import BlockManager + +# Constants +DEFAULT_EMBEDDING_CONFIG = EmbeddingConfig.default_config(provider="openai") +CREATE_DELAY_SQLITE = 1 +USING_SQLITE = not bool(os.getenv("LETTA_PG_URI")) + + +# ====================================================================================================================== +# Database and Server Fixtures +# ====================================================================================================================== + + +@pytest.fixture +async def async_session(): + """Provide an async database session.""" + async with db_registry.async_session() as session: + yield session + + +@pytest.fixture(autouse=True) +async def _clear_tables(async_session): + """Clear all tables before each test (except block_history).""" + # Temporarily disable foreign key constraints for SQLite only + engine_name = async_session.bind.dialect.name + if engine_name == "sqlite": + await async_session.execute(text("PRAGMA foreign_keys = OFF")) + + for table in reversed(Base.metadata.sorted_tables): # Reverse to avoid FK issues + # If this is the block_history table, skip it + if table.name == "block_history": + continue + await async_session.execute(table.delete()) # Truncate table + await async_session.commit() + + # Re-enable foreign key constraints for SQLite only + if engine_name == "sqlite": + await async_session.execute(text("PRAGMA foreign_keys = ON")) + + +@pytest.fixture(scope="module") +def server(): + """Create a server instance for the test module.""" + config = LettaConfig.load() + config.save() + server = SyncServer(init_with_default_org_and_user=False) + return server + + +# ====================================================================================================================== +# Organization and User Fixtures +# ====================================================================================================================== + + +@pytest.fixture +async def default_organization(server: SyncServer): + """Create and return the default organization.""" + org = await server.organization_manager.create_default_organization_async() + yield org + + +@pytest.fixture +async def other_organization(server: SyncServer): + """Create and return another organization.""" + org = await server.organization_manager.create_organization_async(pydantic_org=Organization(name="letta")) + yield org + + +@pytest.fixture +async def default_user(server: SyncServer, default_organization): + """Create and return the default user within the default organization.""" + user = await server.user_manager.create_default_actor_async(org_id=default_organization.id) + yield user + + +@pytest.fixture +async def other_user(server: SyncServer, default_organization): + """Create and return another user within the default organization.""" + user = await server.user_manager.create_actor_async(PydanticUser(name="other", organization_id=default_organization.id)) + yield user + + +@pytest.fixture +async def other_user_different_org(server: SyncServer, other_organization): + """Create and return a user in a different organization.""" + user = await server.user_manager.create_actor_async(PydanticUser(name="other", organization_id=other_organization.id)) + yield user + + +# ====================================================================================================================== +# Source and File Fixtures +# ====================================================================================================================== + + +@pytest.fixture +async def default_source(server: SyncServer, default_user): + """Create and return the default source.""" + source_pydantic = PydanticSource( + name="Test Source", + description="This is a test source.", + metadata={"type": "test"}, + embedding_config=DEFAULT_EMBEDDING_CONFIG, + ) + source = await server.source_manager.create_source(source=source_pydantic, actor=default_user) + yield source + + +@pytest.fixture +async def other_source(server: SyncServer, default_user): + """Create and return another source.""" + source_pydantic = PydanticSource( + name="Another Test Source", + description="This is yet another test source.", + metadata={"type": "another_test"}, + embedding_config=DEFAULT_EMBEDDING_CONFIG, + ) + source = await server.source_manager.create_source(source=source_pydantic, actor=default_user) + yield source + + +@pytest.fixture +async def default_file(server: SyncServer, default_source, default_user, default_organization): + """Create and return the default file.""" + file = await server.file_manager.create_file( + PydanticFileMetadata(file_name="test_file", organization_id=default_organization.id, source_id=default_source.id), + actor=default_user, + ) + yield file + + +@pytest.fixture +async def another_file(server: SyncServer, default_source, default_user, default_organization): + """Create and return another file.""" + pf = PydanticFileMetadata( + file_name="another_file", + organization_id=default_organization.id, + source_id=default_source.id, + ) + file = await server.file_manager.create_file(pf, actor=default_user) + yield file + + +# ====================================================================================================================== +# Tool Fixtures +# ====================================================================================================================== + + +@pytest.fixture +async def print_tool(server: SyncServer, default_user, default_organization): + """Create and return a print tool.""" + + def print_tool(message: str): + """ + Args: + message (str): The message to print. + + Returns: + str: The message that was printed. + """ + print(message) + return message + + # Set up tool details + source_code = parse_source_code(print_tool) + source_type = "python" + description = "test_description" + tags = ["test"] + metadata = {"a": "b"} + + tool = PydanticTool(description=description, tags=tags, source_code=source_code, source_type=source_type, metadata_=metadata) + derived_json_schema = derive_openai_json_schema(source_code=tool.source_code, name=tool.name) + + derived_name = derived_json_schema["name"] + tool.json_schema = derived_json_schema + tool.name = derived_name + + tool = await server.tool_manager.create_or_update_tool_async(tool, actor=default_user) + yield tool + + +@pytest.fixture +async def bash_tool(server: SyncServer, default_user, default_organization): + """Create and return a bash tool with requires_approval.""" + + def bash_tool(operation: str): + """ + Args: + operation (str): The bash operation to execute. + + Returns: + str: The result of the executed operation. + """ + print("scary bash operation") + return "success" + + # Set up tool details + source_code = parse_source_code(bash_tool) + source_type = "python" + description = "test_description" + tags = ["test"] + metadata = {"a": "b"} + + tool = PydanticTool(description=description, tags=tags, source_code=source_code, source_type=source_type, metadata_=metadata) + derived_json_schema = derive_openai_json_schema(source_code=tool.source_code, name=tool.name) + + derived_name = derived_json_schema["name"] + tool.json_schema = derived_json_schema + tool.name = derived_name + tool.default_requires_approval = True + + tool = await server.tool_manager.create_or_update_tool_async(tool, actor=default_user) + yield tool + + +@pytest.fixture +async def other_tool(server: SyncServer, default_user, default_organization): + """Create and return another tool.""" + + def print_other_tool(message: str): + """ + Args: + message (str): The message to print. + + Returns: + str: The message that was printed. + """ + print(message) + return message + + # Set up tool details + source_code = parse_source_code(print_other_tool) + source_type = "python" + description = "other_tool_description" + tags = ["test"] + + tool = PydanticTool(description=description, tags=tags, source_code=source_code, source_type=source_type) + derived_json_schema = derive_openai_json_schema(source_code=tool.source_code, name=tool.name) + + derived_name = derived_json_schema["name"] + tool.json_schema = derived_json_schema + tool.name = derived_name + + tool = await server.tool_manager.create_or_update_tool_async(tool, actor=default_user) + yield tool + + +# ====================================================================================================================== +# Block Fixtures +# ====================================================================================================================== + + +@pytest.fixture +async def default_block(server: SyncServer, default_user): + """Create and return a default block.""" + block_manager = BlockManager() + block_data = PydanticBlock( + label="default_label", + value="Default Block Content", + description="A default test block", + limit=1000, + metadata={"type": "test"}, + ) + block = await block_manager.create_or_update_block_async(block_data, actor=default_user) + yield block + + +@pytest.fixture +async def other_block(server: SyncServer, default_user): + """Create and return another block.""" + block_manager = BlockManager() + block_data = PydanticBlock( + label="other_label", + value="Other Block Content", + description="Another test block", + limit=500, + metadata={"type": "test"}, + ) + block = await block_manager.create_or_update_block_async(block_data, actor=default_user) + yield block + + +# ====================================================================================================================== +# Agent Fixtures +# ====================================================================================================================== + + +@pytest.fixture +async def sarah_agent(server: SyncServer, default_user, default_organization): + """Create and return a sample agent named 'sarah_agent'.""" + agent_state = await server.agent_manager.create_agent_async( + agent_create=CreateAgent( + name="sarah_agent", + memory_blocks=[], + llm_config=LLMConfig.default_config("gpt-4o-mini"), + embedding_config=EmbeddingConfig.default_config(provider="openai"), + include_base_tools=False, + ), + actor=default_user, + ) + yield agent_state + + +@pytest.fixture +async def charles_agent(server: SyncServer, default_user, default_organization): + """Create and return a sample agent named 'charles_agent'.""" + agent_state = await server.agent_manager.create_agent_async( + agent_create=CreateAgent( + name="charles_agent", + memory_blocks=[CreateBlock(label="human", value="Charles"), CreateBlock(label="persona", value="I am a helpful assistant")], + llm_config=LLMConfig.default_config("gpt-4o-mini"), + embedding_config=EmbeddingConfig.default_config(provider="openai"), + include_base_tools=False, + ), + actor=default_user, + ) + yield agent_state + + +@pytest.fixture +async def comprehensive_test_agent_fixture(server: SyncServer, default_user, print_tool, default_source, default_block) -> Tuple: + """Create a comprehensive test agent with all features.""" + memory_blocks = [CreateBlock(label="human", value="BananaBoy"), CreateBlock(label="persona", value="I am a helpful assistant")] + create_agent_request = CreateAgent( + system="test system", + memory_blocks=memory_blocks, + llm_config=LLMConfig.default_config("gpt-4o-mini"), + embedding_config=EmbeddingConfig.default_config(provider="openai"), + block_ids=[default_block.id], + tool_ids=[print_tool.id], + source_ids=[default_source.id], + tags=["a", "b"], + description="test_description", + metadata={"test_key": "test_value"}, + tool_rules=[InitToolRule(tool_name=print_tool.name)], + initial_message_sequence=[MessageCreate(role=MessageRole.user, content="hello world")], + tool_exec_environment_variables={"test_env_var_key_a": "test_env_var_value_a", "test_env_var_key_b": "test_env_var_value_b"}, + message_buffer_autoclear=True, + include_base_tools=False, + ) + created_agent = await server.agent_manager.create_agent_async( + create_agent_request, + actor=default_user, + ) + + yield created_agent, create_agent_request + + +# ====================================================================================================================== +# Archive and Passage Fixtures +# ====================================================================================================================== + + +@pytest.fixture +async def default_archive(server: SyncServer, default_user): + """Create and return a default archive.""" + archive = await server.archive_manager.create_archive_async("test", actor=default_user) + yield archive + + +@pytest.fixture +async def agent_passage_fixture(server: SyncServer, default_user, sarah_agent): + """Create an agent passage.""" + # Get or create default archive for the agent + archive = await server.archive_manager.get_or_create_default_archive_for_agent_async( + agent_id=sarah_agent.id, agent_name=sarah_agent.name, actor=default_user + ) + + passage = await server.passage_manager.create_agent_passage_async( + PydanticPassage( + text="Hello, I am an agent passage", + archive_id=archive.id, + organization_id=default_user.organization_id, + embedding=[0.1], + embedding_config=DEFAULT_EMBEDDING_CONFIG, + metadata={"type": "test"}, + ), + actor=default_user, + ) + yield passage + + +@pytest.fixture +async def source_passage_fixture(server: SyncServer, default_user, default_file, default_source): + """Create a source passage.""" + passage = await server.passage_manager.create_source_passage_async( + PydanticPassage( + text="Hello, I am a source passage", + source_id=default_source.id, + file_id=default_file.id, + organization_id=default_user.organization_id, + embedding=[0.1], + embedding_config=DEFAULT_EMBEDDING_CONFIG, + metadata={"type": "test"}, + ), + file_metadata=default_file, + actor=default_user, + ) + yield passage + + +# ====================================================================================================================== +# Message Fixtures +# ====================================================================================================================== + + +@pytest.fixture +async def hello_world_message_fixture(server: SyncServer, default_user, sarah_agent): + """Create a hello world message.""" + message = PydanticMessage( + agent_id=sarah_agent.id, + role="user", + content=[TextContent(text="Hello, world!")], + ) + + msg = await server.message_manager.create_many_messages_async([message], actor=default_user) + yield msg[0] + + +# ====================================================================================================================== +# Sandbox Fixtures +# ====================================================================================================================== + + +@pytest.fixture +async def sandbox_config_fixture(server: SyncServer, default_user): + """Create a sandbox configuration.""" + sandbox_config_create = SandboxConfigCreate( + config=E2BSandboxConfig(), + ) + created_config = await server.sandbox_config_manager.create_or_update_sandbox_config_async(sandbox_config_create, actor=default_user) + yield created_config + + +@pytest.fixture +async def sandbox_env_var_fixture(server: SyncServer, sandbox_config_fixture, default_user): + """Create a sandbox environment variable.""" + env_var_create = SandboxEnvironmentVariableCreate( + key="SAMPLE_VAR", + value="sample_value", + description="A sample environment variable for testing.", + ) + created_env_var = await server.sandbox_config_manager.create_sandbox_env_var_async( + env_var_create, sandbox_config_id=sandbox_config_fixture.id, actor=default_user + ) + yield created_env_var + + +# ====================================================================================================================== +# File Attachment Fixtures +# ====================================================================================================================== + + +@pytest.fixture +async def file_attachment(server: SyncServer, default_user, sarah_agent, default_file): + """Create a file attachment to an agent.""" + assoc, closed_files = await server.file_agent_manager.attach_file( + agent_id=sarah_agent.id, + file_id=default_file.id, + file_name=default_file.file_name, + source_id=default_file.source_id, + actor=default_user, + visible_content="initial", + max_files_open=sarah_agent.max_files_open, + ) + yield assoc + + +# ====================================================================================================================== +# Job Fixtures +# ====================================================================================================================== + + +@pytest.fixture +async def default_job(server: SyncServer, default_user): + """Create and return a default job.""" + job_pydantic = PydanticJob( + user_id=default_user.id, + status=JobStatus.pending, + ) + job = await server.job_manager.create_job_async(pydantic_job=job_pydantic, actor=default_user) + yield job + + +@pytest.fixture +async def default_run(server: SyncServer, default_user): + """Create and return a default run.""" + run_pydantic = PydanticRun( + user_id=default_user.id, + status=JobStatus.pending, + ) + run = await server.job_manager.create_job_async(pydantic_job=run_pydantic, actor=default_user) + yield run + + +@pytest.fixture +async def letta_batch_job(server: SyncServer, default_user): + """Create a batch job.""" + return await server.job_manager.create_job_async(BatchJob(user_id=default_user.id), actor=default_user) + + +# ====================================================================================================================== +# MCP Tool Fixtures +# ====================================================================================================================== + + +@pytest.fixture +async def mcp_tool(server: SyncServer, default_user): + """Create an MCP tool.""" + mcp_tool = MCPTool( + name="weather_lookup", + description="Fetches the current weather for a given location.", + inputSchema={ + "type": "object", + "properties": { + "location": {"type": "string", "description": "The name of the city or location."}, + "units": { + "type": "string", + "enum": ["metric", "imperial"], + "description": "The unit system for temperature (metric or imperial).", + }, + }, + "required": ["location"], + }, + ) + mcp_server_name = "test" + mcp_server_id = "test-server-id" # Mock server ID for testing + tool_create = ToolCreate.from_mcp(mcp_server_name=mcp_server_name, mcp_tool=mcp_tool) + tool = await server.tool_manager.create_or_update_mcp_tool_async( + tool_create=tool_create, mcp_server_name=mcp_server_name, mcp_server_id=mcp_server_id, actor=default_user + ) + yield tool + + +# ====================================================================================================================== +# Test Data Creation Fixtures +# ====================================================================================================================== + + +@pytest.fixture +async def create_test_passages(server: SyncServer, default_file, default_user, sarah_agent, default_source): + """Helper function to create test passages for all tests.""" + # Get or create default archive for the agent + archive = await server.archive_manager.get_or_create_default_archive_for_agent( + agent_id=sarah_agent.id, agent_name=sarah_agent.name, actor=default_user + ) + + # Create agent passages + passages = [] + for i in range(5): + passage = await server.passage_manager.create_agent_passage( + PydanticPassage( + text=f"Agent passage {i}", + archive_id=archive.id, + organization_id=default_user.organization_id, + embedding=[0.1], + embedding_config=DEFAULT_EMBEDDING_CONFIG, + metadata={"type": "test"}, + ), + actor=default_user, + ) + passages.append(passage) + if USING_SQLITE: + time.sleep(CREATE_DELAY_SQLITE) + + # Create source passages + for i in range(5): + passage = await server.passage_manager.create_source_passage( + PydanticPassage( + text=f"Source passage {i}", + source_id=default_source.id, + file_id=default_file.id, + organization_id=default_user.organization_id, + embedding=[0.1], + embedding_config=DEFAULT_EMBEDDING_CONFIG, + metadata={"type": "test"}, + ), + file_metadata=default_file, + actor=default_user, + ) + passages.append(passage) + if USING_SQLITE: + time.sleep(CREATE_DELAY_SQLITE) + + return passages + + +@pytest.fixture +async def agent_passages_setup(server: SyncServer, default_archive, default_source, default_file, default_user, sarah_agent): + """Setup fixture for agent passages tests.""" + agent_id = sarah_agent.id + actor = default_user + + await server.agent_manager.attach_source_async(agent_id=agent_id, source_id=default_source.id, actor=actor) + + # Create some source passages + source_passages = [] + for i in range(3): + passage = await server.passage_manager.create_source_passage_async( + PydanticPassage( + organization_id=actor.organization_id, + source_id=default_source.id, + file_id=default_file.id, + text=f"Source passage {i}", + embedding=[0.1], # Default OpenAI embedding size + embedding_config=DEFAULT_EMBEDDING_CONFIG, + ), + file_metadata=default_file, + actor=actor, + ) + source_passages.append(passage) + + # attach archive + await server.archive_manager.attach_agent_to_archive_async( + agent_id=agent_id, archive_id=default_archive.id, is_owner=True, actor=default_user + ) + + # Create some agent passages + agent_passages = [] + for i in range(2): + passage = await server.passage_manager.create_agent_passage_async( + PydanticPassage( + organization_id=actor.organization_id, + archive_id=default_archive.id, + text=f"Agent passage {i}", + embedding=[0.1], # Default OpenAI embedding size + embedding_config=DEFAULT_EMBEDDING_CONFIG, + ), + actor=actor, + ) + agent_passages.append(passage) + + yield agent_passages, source_passages + + # Cleanup + await server.source_manager.delete_source(default_source.id, actor=actor) + + +@pytest.fixture +async def agent_with_tags(server: SyncServer, default_user): + """Create agents with specific tags.""" + agent1 = await server.agent_manager.create_agent_async( + agent_create=CreateAgent( + name="agent1", + tags=["primary_agent", "benefit_1"], + llm_config=LLMConfig.default_config("gpt-4o-mini"), + embedding_config=EmbeddingConfig.default_config(provider="openai"), + memory_blocks=[], + include_base_tools=False, + ), + actor=default_user, + ) + + agent2 = await server.agent_manager.create_agent_async( + agent_create=CreateAgent( + name="agent2", + tags=["primary_agent", "benefit_2"], + llm_config=LLMConfig.default_config("gpt-4o-mini"), + embedding_config=EmbeddingConfig.default_config(provider="openai"), + memory_blocks=[], + include_base_tools=False, + ), + actor=default_user, + ) + + agent3 = await server.agent_manager.create_agent_async( + agent_create=CreateAgent( + name="agent3", + tags=["primary_agent", "benefit_1", "benefit_2"], + llm_config=LLMConfig.default_config("gpt-4o-mini"), + embedding_config=EmbeddingConfig.default_config(provider="openai"), + memory_blocks=[], + include_base_tools=False, + ), + actor=default_user, + ) + + return [agent1, agent2, agent3] + + +# ====================================================================================================================== +# LLM and Step State Fixtures +# ====================================================================================================================== + + +@pytest.fixture +def dummy_llm_config() -> LLMConfig: + """Create a dummy LLM config.""" + return LLMConfig.default_config("gpt-4o-mini") + + +@pytest.fixture +def dummy_tool_rules_solver() -> ToolRulesSolver: + """Create a dummy tool rules solver.""" + return ToolRulesSolver(tool_rules=[InitToolRule(tool_name="send_message")]) + + +@pytest.fixture +def dummy_step_state(dummy_tool_rules_solver: ToolRulesSolver) -> AgentStepState: + """Create a dummy step state.""" + return AgentStepState(step_number=1, tool_rules_solver=dummy_tool_rules_solver) + + +@pytest.fixture +def dummy_successful_response() -> BetaMessageBatchIndividualResponse: + """Create a dummy successful Anthropic message batch response.""" + return BetaMessageBatchIndividualResponse( + custom_id="my-second-request", + result=BetaMessageBatchSucceededResult( + type="succeeded", + message=BetaMessage( + id="msg_abc123", + role="assistant", + type="message", + model="claude-3-5-sonnet-20240620", + content=[{"type": "text", "text": "hi!"}], + usage={"input_tokens": 5, "output_tokens": 7}, + stop_reason="end_turn", + ), + ), + ) + + +# ====================================================================================================================== +# Environment Setup Fixtures +# ====================================================================================================================== + + +@pytest.fixture(params=[None, "PRODUCTION"]) +def set_letta_environment(request, monkeypatch): + """Parametrized fixture to test with different environment settings.""" + from letta.settings import settings + + # Patch the settings.environment attribute + original = settings.environment + monkeypatch.setattr(settings, "environment", request.param) + yield request.param + # Restore original environment + monkeypatch.setattr(settings, "environment", original) diff --git a/tests/managers/data/test_embeddings.json b/tests/managers/data/test_embeddings.json new file mode 100644 index 00000000..4c190b53 --- /dev/null +++ b/tests/managers/data/test_embeddings.json @@ -0,0 +1,7 @@ +{ + "I like red": [0.005645134020596743, -0.05368466302752495, 0.00702847121283412, 0.02441101148724556, 0.035100437700748444, -0.004485366400331259, 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List +from unittest.mock import AsyncMock, Mock, patch + +import pytest +from _pytest.python_api import approx +from anthropic.types.beta import BetaMessage +from anthropic.types.beta.messages import BetaMessageBatchIndividualResponse, BetaMessageBatchSucceededResult + +# Import shared fixtures and constants from conftest +from conftest import ( + CREATE_DELAY_SQLITE, + DEFAULT_EMBEDDING_CONFIG, + USING_SQLITE, +) +from openai.types.chat.chat_completion_message_tool_call import ChatCompletionMessageToolCall as OpenAIToolCall, Function as OpenAIFunction +from sqlalchemy import func, select +from sqlalchemy.exc import IntegrityError, InvalidRequestError +from sqlalchemy.orm.exc import StaleDataError + +from letta.config import LettaConfig +from letta.constants import ( + BASE_MEMORY_TOOLS, + BASE_SLEEPTIME_TOOLS, + BASE_TOOLS, + BASE_VOICE_SLEEPTIME_CHAT_TOOLS, + BASE_VOICE_SLEEPTIME_TOOLS, + BUILTIN_TOOLS, + DEFAULT_ORG_ID, + DEFAULT_ORG_NAME, + FILES_TOOLS, + LETTA_TOOL_EXECUTION_DIR, + LETTA_TOOL_SET, + LOCAL_ONLY_MULTI_AGENT_TOOLS, + MCP_TOOL_TAG_NAME_PREFIX, + MULTI_AGENT_TOOLS, +) +from letta.data_sources.redis_client import NoopAsyncRedisClient, get_redis_client +from letta.errors import LettaAgentNotFoundError +from letta.functions.functions import derive_openai_json_schema, parse_source_code +from letta.functions.mcp_client.types import MCPTool +from letta.helpers import ToolRulesSolver +from letta.helpers.datetime_helpers import AsyncTimer +from letta.jobs.types import ItemUpdateInfo, RequestStatusUpdateInfo, StepStatusUpdateInfo +from letta.orm import Base, Block +from letta.orm.block_history import BlockHistory +from letta.orm.errors import NoResultFound, UniqueConstraintViolationError +from letta.orm.file import FileContent as FileContentModel, FileMetadata as FileMetadataModel +from letta.schemas.agent import CreateAgent, UpdateAgent +from letta.schemas.block import Block as PydanticBlock, BlockUpdate, CreateBlock +from letta.schemas.embedding_config import EmbeddingConfig +from letta.schemas.enums import ( + ActorType, + AgentStepStatus, + FileProcessingStatus, + JobStatus, + JobType, + MessageRole, + ProviderType, + SandboxType, + StepStatus, + TagMatchMode, + ToolType, + VectorDBProvider, +) +from letta.schemas.environment_variables import SandboxEnvironmentVariableCreate, SandboxEnvironmentVariableUpdate +from letta.schemas.file import FileMetadata, FileMetadata as PydanticFileMetadata +from letta.schemas.identity import IdentityCreate, IdentityProperty, IdentityPropertyType, IdentityType, IdentityUpdate, IdentityUpsert +from letta.schemas.job import BatchJob, Job, Job as PydanticJob, JobUpdate, LettaRequestConfig +from letta.schemas.letta_message import UpdateAssistantMessage, UpdateReasoningMessage, UpdateSystemMessage, UpdateUserMessage +from letta.schemas.letta_message_content import TextContent +from letta.schemas.letta_stop_reason import LettaStopReason, StopReasonType +from letta.schemas.llm_batch_job import AgentStepState, LLMBatchItem +from letta.schemas.llm_config import LLMConfig +from letta.schemas.message import Message as PydanticMessage, MessageCreate, MessageUpdate +from letta.schemas.openai.chat_completion_response import UsageStatistics +from letta.schemas.organization import Organization, Organization as PydanticOrganization, OrganizationUpdate +from letta.schemas.passage import Passage as PydanticPassage +from letta.schemas.pip_requirement import PipRequirement +from letta.schemas.run import Run as PydanticRun +from letta.schemas.sandbox_config import E2BSandboxConfig, LocalSandboxConfig, SandboxConfigCreate, SandboxConfigUpdate +from letta.schemas.source import Source as PydanticSource, SourceUpdate +from letta.schemas.tool import Tool as PydanticTool, ToolCreate, ToolUpdate +from letta.schemas.tool_rule import InitToolRule +from letta.schemas.user import User as PydanticUser, UserUpdate +from letta.server.db import db_registry +from letta.server.server import SyncServer +from letta.services.block_manager import BlockManager +from letta.services.helpers.agent_manager_helper import calculate_base_tools, calculate_multi_agent_tools, validate_agent_exists_async +from letta.services.step_manager import FeedbackType +from letta.settings import settings, tool_settings +from letta.utils import calculate_file_defaults_based_on_context_window +from tests.helpers.utils import comprehensive_agent_checks, validate_context_window_overview +from tests.utils import random_string + +# ====================================================================================================================== +# Helper Functions +# ====================================================================================================================== + + +async def _count_file_content_rows(session, file_id: str) -> int: + q = select(func.count()).select_from(FileContentModel).where(FileContentModel.file_id == file_id) + result = await session.execute(q) + return result.scalar_one() + + +# ====================================================================================================================== +# AgentManager Tests - Basic +# ====================================================================================================================== +async def test_validate_agent_exists_async(server: SyncServer, comprehensive_test_agent_fixture, default_user): + """Test the validate_agent_exists_async helper function""" + created_agent, _ = comprehensive_test_agent_fixture + + # test with valid agent + async with db_registry.async_session() as session: + # should not raise exception + await validate_agent_exists_async(session, created_agent.id, default_user) + + # test with non-existent agent + async with db_registry.async_session() as session: + with pytest.raises(LettaAgentNotFoundError): + await validate_agent_exists_async(session, "non-existent-id", default_user) + + +@pytest.mark.asyncio +async def test_create_get_list_agent(server: SyncServer, comprehensive_test_agent_fixture, default_user): + # Test agent creation + created_agent, create_agent_request = comprehensive_test_agent_fixture + comprehensive_agent_checks(created_agent, create_agent_request, actor=default_user) + + # Test get agent + get_agent = await server.agent_manager.get_agent_by_id_async(agent_id=created_agent.id, actor=default_user) + comprehensive_agent_checks(get_agent, create_agent_request, actor=default_user) + + # Test get agent name + agents = await server.agent_manager.list_agents_async(name=created_agent.name, actor=default_user) + get_agent_name = agents[0] + comprehensive_agent_checks(get_agent_name, create_agent_request, actor=default_user) + + # Test list agent + list_agents = await server.agent_manager.list_agents_async(actor=default_user) + assert len(list_agents) == 1 + comprehensive_agent_checks(list_agents[0], create_agent_request, actor=default_user) + + # Test deleting the agent + await server.agent_manager.delete_agent_async(get_agent.id, default_user) + list_agents = await server.agent_manager.list_agents_async(actor=default_user) + assert len(list_agents) == 0 + + +@pytest.mark.asyncio +async def test_create_agent_include_base_tools(server: SyncServer, default_user): + """Test agent creation with include_default_source=True""" + # Upsert base tools + await server.tool_manager.upsert_base_tools_async(actor=default_user) + + memory_blocks = [CreateBlock(label="human", value="TestUser"), CreateBlock(label="persona", value="I am a test assistant")] + + create_agent_request = CreateAgent( + name="test_default_source_agent", + system="test system", + memory_blocks=memory_blocks, + llm_config=LLMConfig.default_config("gpt-4o-mini"), + embedding_config=EmbeddingConfig.default_config(provider="openai"), + include_base_tools=True, + ) + + # Create the agent + created_agent = await server.agent_manager.create_agent_async( + create_agent_request, + actor=default_user, + ) + + # Assert the tools exist + tool_names = [t.name for t in created_agent.tools] + expected_tools = calculate_base_tools(is_v2=True) + assert sorted(tool_names) == sorted(expected_tools) + + +@pytest.mark.asyncio +async def test_create_agent_base_tool_rules_excluded_providers(server: SyncServer, default_user): + """Test that include_base_tool_rules is overridden to False for excluded providers""" + # Upsert base tools + await server.tool_manager.upsert_base_tools_async(actor=default_user) + + memory_blocks = [CreateBlock(label="human", value="TestUser"), CreateBlock(label="persona", value="I am a test assistant")] + + # Test with excluded provider (openai) + create_agent_request = CreateAgent( + name="test_excluded_provider_agent", + system="test system", + memory_blocks=memory_blocks, + llm_config=LLMConfig.default_config("gpt-4o-mini"), # This has model_endpoint_type="openai" + embedding_config=EmbeddingConfig.default_config(provider="openai"), + include_base_tool_rules=False, + ) + + # Create the agent + created_agent = await server.agent_manager.create_agent_async( + create_agent_request, + actor=default_user, + ) + + # Assert that no base tool rules were added (since include_base_tool_rules was overridden to False) + print(created_agent.tool_rules) + assert created_agent.tool_rules is None or len(created_agent.tool_rules) == 0 + + +@pytest.mark.asyncio +async def test_create_agent_base_tool_rules_non_excluded_providers(server: SyncServer, default_user): + """Test that include_base_tool_rules is NOT overridden for non-excluded providers""" + # Upsert base tools + await server.tool_manager.upsert_base_tools_async(actor=default_user) + + memory_blocks = [CreateBlock(label="human", value="TestUser"), CreateBlock(label="persona", value="I am a test assistant")] + + # Test with non-excluded provider (together) + create_agent_request = CreateAgent( + name="test_non_excluded_provider_agent", + system="test system", + memory_blocks=memory_blocks, + llm_config=LLMConfig( + model="llama-3.1-8b-instruct", + model_endpoint_type="together", # Model doesn't match EXCLUDE_MODEL_KEYWORDS_FROM_BASE_TOOL_RULES + model_endpoint="https://api.together.xyz", + context_window=8192, + ), + embedding_config=EmbeddingConfig.default_config(provider="openai"), + include_base_tool_rules=True, # Should remain True + ) + + # Create the agent + created_agent = await server.agent_manager.create_agent_async( + create_agent_request, + actor=default_user, + ) + + # Assert that base tool rules were added (since include_base_tool_rules remained True) + assert created_agent.tool_rules is not None + assert len(created_agent.tool_rules) > 0 + + +@pytest.mark.asyncio +async def test_calculate_multi_agent_tools(set_letta_environment): + """Test that calculate_multi_agent_tools excludes local-only tools in production.""" + result = calculate_multi_agent_tools() + + if settings.environment == "PRODUCTION": + # Production environment should exclude local-only tools + expected_tools = set(MULTI_AGENT_TOOLS) - set(LOCAL_ONLY_MULTI_AGENT_TOOLS) + assert result == expected_tools, "Production should exclude local-only multi-agent tools" + assert not set(LOCAL_ONLY_MULTI_AGENT_TOOLS).intersection(result), "Production should not include local-only tools" + + # Verify specific tools + assert "send_message_to_agent_and_wait_for_reply" in result, "Standard multi-agent tools should be in production" + assert "send_message_to_agents_matching_tags" in result, "Standard multi-agent tools should be in production" + assert "send_message_to_agent_async" not in result, "Local-only tools should not be in production" + else: + # Non-production environment should include all multi-agent tools + assert result == set(MULTI_AGENT_TOOLS), "Non-production should include all multi-agent tools" + assert set(LOCAL_ONLY_MULTI_AGENT_TOOLS).issubset(result), "Non-production should include local-only tools" + + # Verify specific tools + assert "send_message_to_agent_and_wait_for_reply" in result, "All multi-agent tools should be in non-production" + assert "send_message_to_agents_matching_tags" in result, "All multi-agent tools should be in non-production" + assert "send_message_to_agent_async" in result, "Local-only tools should be in non-production" + + +async def test_upsert_base_tools_excludes_local_only_in_production(server: SyncServer, default_user, set_letta_environment): + """Test that upsert_base_tools excludes local-only multi-agent tools in production.""" + # Upsert all base tools + tools = await server.tool_manager.upsert_base_tools_async(actor=default_user) + tool_names = {tool.name for tool in tools} + + if settings.environment == "PRODUCTION": + # Production environment should exclude local-only multi-agent tools + for local_only_tool in LOCAL_ONLY_MULTI_AGENT_TOOLS: + assert local_only_tool not in tool_names, f"Local-only tool '{local_only_tool}' should not be upserted in production" + + # But should include standard multi-agent tools + standard_multi_agent_tools = set(MULTI_AGENT_TOOLS) - set(LOCAL_ONLY_MULTI_AGENT_TOOLS) + for standard_tool in standard_multi_agent_tools: + assert standard_tool in tool_names, f"Standard multi-agent tool '{standard_tool}' should be upserted in production" + else: + # Non-production environment should include all multi-agent tools + for tool in MULTI_AGENT_TOOLS: + assert tool in tool_names, f"Multi-agent tool '{tool}' should be upserted in non-production" + + +async def test_upsert_multi_agent_tools_only(server: SyncServer, default_user, set_letta_environment): + """Test that upserting only multi-agent tools respects production filtering.""" + from letta.schemas.enums import ToolType + + # Upsert only multi-agent tools + tools = await server.tool_manager.upsert_base_tools_async(actor=default_user, allowed_types={ToolType.LETTA_MULTI_AGENT_CORE}) + tool_names = {tool.name for tool in tools} + + if settings.environment == "PRODUCTION": + # Should only have non-local multi-agent tools + expected_tools = set(MULTI_AGENT_TOOLS) - set(LOCAL_ONLY_MULTI_AGENT_TOOLS) + assert tool_names == expected_tools, "Production multi-agent upsert should exclude local-only tools" + assert "send_message_to_agent_async" not in tool_names, "Local-only async tool should not be upserted in production" + else: + # Should have all multi-agent tools + assert tool_names == set(MULTI_AGENT_TOOLS), "Non-production multi-agent upsert should include all tools" + assert "send_message_to_agent_async" in tool_names, "Local-only async tool should be upserted in non-production" + + +@pytest.mark.asyncio +async def test_create_agent_with_default_source(server: SyncServer, default_user, print_tool, default_block): + """Test agent creation with include_default_source=True""" + memory_blocks = [CreateBlock(label="human", value="TestUser"), CreateBlock(label="persona", value="I am a test assistant")] + + create_agent_request = CreateAgent( + name="test_default_source_agent", + system="test system", + memory_blocks=memory_blocks, + llm_config=LLMConfig.default_config("gpt-4o-mini"), + embedding_config=EmbeddingConfig.default_config(provider="openai"), + block_ids=[default_block.id], + tool_ids=[print_tool.id], + include_default_source=True, # This is the key field we're testing + include_base_tools=False, + ) + + # Create the agent + created_agent = await server.agent_manager.create_agent_async( + create_agent_request, + actor=default_user, + ) + + # Verify agent was created + assert created_agent is not None + assert created_agent.name == "test_default_source_agent" + + # Verify that a default source was created and attached + attached_sources = await server.agent_manager.list_attached_sources_async(agent_id=created_agent.id, actor=default_user) + + # Should have exactly one source (the default one) + assert len(attached_sources) == 1 + auto_default_source = attached_sources[0] + + # Verify the default source properties + assert created_agent.name in auto_default_source.name + assert auto_default_source.embedding_config.embedding_endpoint_type == "openai" + + # Test with include_default_source=False + create_agent_request_no_source = CreateAgent( + name="test_no_default_source_agent", + system="test system", + memory_blocks=memory_blocks, + llm_config=LLMConfig.default_config("gpt-4o-mini"), + embedding_config=EmbeddingConfig.default_config(provider="openai"), + block_ids=[default_block.id], + tool_ids=[print_tool.id], + include_default_source=False, # Explicitly set to False + include_base_tools=False, + ) + + created_agent_no_source = await server.agent_manager.create_agent_async( + create_agent_request_no_source, + actor=default_user, + ) + + # Verify no sources are attached + attached_sources_no_source = await server.agent_manager.list_attached_sources_async( + agent_id=created_agent_no_source.id, actor=default_user + ) + + assert len(attached_sources_no_source) == 0 + + # Clean up + await server.agent_manager.delete_agent_async(created_agent.id, default_user) + await server.agent_manager.delete_agent_async(created_agent_no_source.id, default_user) + + +async def test_get_context_window_basic( + server: SyncServer, comprehensive_test_agent_fixture, default_user, default_file, set_letta_environment +): + # Test agent creation + created_agent, create_agent_request = comprehensive_test_agent_fixture + + # Attach a file + assoc, closed_files = await server.file_agent_manager.attach_file( + agent_id=created_agent.id, + file_id=default_file.id, + file_name=default_file.file_name, + source_id=default_file.source_id, + actor=default_user, + visible_content="hello", + max_files_open=created_agent.max_files_open, + ) + + # Get context window and check for basic appearances + context_window_overview = await server.agent_manager.get_context_window(agent_id=created_agent.id, actor=default_user) + validate_context_window_overview(created_agent, context_window_overview, assoc) + + # Test deleting the agent + await server.agent_manager.delete_agent_async(created_agent.id, default_user) + list_agents = await server.agent_manager.list_agents_async(actor=default_user) + assert len(list_agents) == 0 + + +@pytest.mark.asyncio +async def test_create_agent_passed_in_initial_messages(server: SyncServer, default_user, default_block): + memory_blocks = [CreateBlock(label="human", value="BananaBoy"), CreateBlock(label="persona", value="I am a helpful assistant")] + create_agent_request = CreateAgent( + system="test system", + memory_blocks=memory_blocks, + llm_config=LLMConfig.default_config("gpt-4o-mini"), + embedding_config=EmbeddingConfig.default_config(provider="openai"), + block_ids=[default_block.id], + tags=["a", "b"], + description="test_description", + initial_message_sequence=[MessageCreate(role=MessageRole.user, content="hello world")], + include_base_tools=False, + ) + agent_state = await server.agent_manager.create_agent_async( + create_agent_request, + actor=default_user, + ) + assert await server.message_manager.size_async(agent_id=agent_state.id, actor=default_user) == 2 + init_messages = await server.message_manager.get_messages_by_ids_async(message_ids=agent_state.message_ids, actor=default_user) + + # Check that the system appears in the first initial message + assert create_agent_request.system in init_messages[0].content[0].text + assert create_agent_request.memory_blocks[0].value in init_messages[0].content[0].text + # Check that the second message is the passed in initial message seq + assert create_agent_request.initial_message_sequence[0].role == init_messages[1].role + assert create_agent_request.initial_message_sequence[0].content in init_messages[1].content[0].text + + +@pytest.mark.asyncio +async def test_create_agent_default_initial_message(server: SyncServer, default_user, default_block): + memory_blocks = [CreateBlock(label="human", value="BananaBoy"), CreateBlock(label="persona", value="I am a helpful assistant")] + create_agent_request = CreateAgent( + system="test system", + memory_blocks=memory_blocks, + llm_config=LLMConfig.default_config("gpt-4o-mini"), + embedding_config=EmbeddingConfig.default_config(provider="openai"), + block_ids=[default_block.id], + tags=["a", "b"], + description="test_description", + include_base_tools=False, + ) + agent_state = await server.agent_manager.create_agent_async( + create_agent_request, + actor=default_user, + ) + assert await server.message_manager.size_async(agent_id=agent_state.id, actor=default_user) == 4 + init_messages = await server.message_manager.get_messages_by_ids_async(message_ids=agent_state.message_ids, actor=default_user) + # Check that the system appears in the first initial message + assert create_agent_request.system in init_messages[0].content[0].text + assert create_agent_request.memory_blocks[0].value in init_messages[0].content[0].text + + +@pytest.mark.asyncio +async def test_create_agent_with_json_in_system_message(server: SyncServer, default_user, default_block): + system_prompt = ( + "You are an expert teaching agent with encyclopedic knowledge. " + "When you receive a topic, query the external database for more " + "information. Format the queries as a JSON list of queries making " + "sure to include your reasoning for that query, e.g. " + "{'query1' : 'reason1', 'query2' : 'reason2'}" + ) + create_agent_request = CreateAgent( + system=system_prompt, + llm_config=LLMConfig.default_config("gpt-4o-mini"), + embedding_config=EmbeddingConfig.default_config(provider="openai"), + block_ids=[default_block.id], + tags=["a", "b"], + description="test_description", + include_base_tools=False, + ) + agent_state = await server.agent_manager.create_agent_async( + create_agent_request, + actor=default_user, + ) + assert agent_state is not None + system_message_id = agent_state.message_ids[0] + system_message = await server.message_manager.get_message_by_id_async(message_id=system_message_id, actor=default_user) + assert system_prompt in system_message.content[0].text + assert default_block.value in system_message.content[0].text + await server.agent_manager.delete_agent_async(agent_id=agent_state.id, actor=default_user) + + +async def test_update_agent(server: SyncServer, comprehensive_test_agent_fixture, other_tool, other_source, other_block, default_user): + agent, _ = comprehensive_test_agent_fixture + update_agent_request = UpdateAgent( + name="train_agent", + description="train description", + tool_ids=[other_tool.id], + source_ids=[other_source.id], + block_ids=[other_block.id], + tool_rules=[InitToolRule(tool_name=other_tool.name)], + tags=["c", "d"], + system="train system", + llm_config=LLMConfig.default_config("gpt-4o-mini"), + embedding_config=EmbeddingConfig.default_config(model_name="letta"), + message_ids=["10", "20"], + metadata={"train_key": "train_value"}, + tool_exec_environment_variables={"test_env_var_key_a": "a", "new_tool_exec_key": "n"}, + message_buffer_autoclear=False, + ) + + last_updated_timestamp = agent.updated_at + updated_agent = await server.agent_manager.update_agent_async(agent.id, update_agent_request, actor=default_user) + comprehensive_agent_checks(updated_agent, update_agent_request, actor=default_user) + assert updated_agent.message_ids == update_agent_request.message_ids + assert updated_agent.updated_at > last_updated_timestamp + + +@pytest.mark.asyncio +async def test_agent_file_defaults_based_on_context_window(server: SyncServer, default_user, default_block): + """Test that file-related defaults are set based on the model's context window size""" + + # test with small context window model (8k) + llm_config_small = LLMConfig.default_config("gpt-4o-mini") + llm_config_small.context_window = 8000 + create_agent_request = CreateAgent( + name="test_agent_small_context", + llm_config=llm_config_small, + embedding_config=EmbeddingConfig.default_config(provider="openai"), + block_ids=[default_block.id], + include_base_tools=False, + ) + agent_state = await server.agent_manager.create_agent_async( + create_agent_request, + actor=default_user, + ) + assert agent_state.max_files_open == 3 + assert ( + agent_state.per_file_view_window_char_limit == calculate_file_defaults_based_on_context_window(llm_config_small.context_window)[1] + ) + await server.agent_manager.delete_agent_async(agent_id=agent_state.id, actor=default_user) + + # test with medium context window model (32k) + llm_config_medium = LLMConfig.default_config("gpt-4o-mini") + llm_config_medium.context_window = 32000 + create_agent_request = CreateAgent( + name="test_agent_medium_context", + llm_config=llm_config_medium, + embedding_config=EmbeddingConfig.default_config(provider="openai"), + block_ids=[default_block.id], + include_base_tools=False, + ) + agent_state = await server.agent_manager.create_agent_async( + create_agent_request, + actor=default_user, + ) + assert agent_state.max_files_open == 5 + assert ( + agent_state.per_file_view_window_char_limit == calculate_file_defaults_based_on_context_window(llm_config_medium.context_window)[1] + ) + await server.agent_manager.delete_agent_async(agent_id=agent_state.id, actor=default_user) + + # test with large context window model (128k) + llm_config_large = LLMConfig.default_config("gpt-4o-mini") + llm_config_large.context_window = 128000 + create_agent_request = CreateAgent( + name="test_agent_large_context", + llm_config=llm_config_large, + embedding_config=EmbeddingConfig.default_config(provider="openai"), + block_ids=[default_block.id], + include_base_tools=False, + ) + agent_state = await server.agent_manager.create_agent_async( + create_agent_request, + actor=default_user, + ) + assert agent_state.max_files_open == 10 + assert ( + agent_state.per_file_view_window_char_limit == calculate_file_defaults_based_on_context_window(llm_config_large.context_window)[1] + ) + await server.agent_manager.delete_agent_async(agent_id=agent_state.id, actor=default_user) + + +@pytest.mark.asyncio +async def test_agent_file_defaults_explicit_values(server: SyncServer, default_user, default_block): + """Test that explicitly set file-related values are respected""" + + llm_config_explicit = LLMConfig.default_config("gpt-4o-mini") + llm_config_explicit.context_window = 32000 # would normally get defaults of 5 and 30k + create_agent_request = CreateAgent( + name="test_agent_explicit_values", + llm_config=llm_config_explicit, + embedding_config=EmbeddingConfig.default_config(provider="openai"), + block_ids=[default_block.id], + include_base_tools=False, + max_files_open=20, # explicit value + per_file_view_window_char_limit=500_000, # explicit value + ) + agent_state = await server.agent_manager.create_agent_async( + create_agent_request, + actor=default_user, + ) + # verify explicit values are used instead of defaults + assert agent_state.max_files_open == 20 + assert agent_state.per_file_view_window_char_limit == 500_000 + await server.agent_manager.delete_agent_async(agent_id=agent_state.id, actor=default_user) + + +@pytest.mark.asyncio +async def test_update_agent_file_fields(server: SyncServer, comprehensive_test_agent_fixture, default_user): + """Test updating file-related fields on an existing agent""" + + agent, _ = comprehensive_test_agent_fixture + + # update file-related fields + update_request = UpdateAgent( + max_files_open=15, + per_file_view_window_char_limit=150_000, + ) + updated_agent = await server.agent_manager.update_agent_async(agent.id, update_request, actor=default_user) + + assert updated_agent.max_files_open == 15 + assert updated_agent.per_file_view_window_char_limit == 150_000 + + +# ====================================================================================================================== +# AgentManager Tests - Listing +# ====================================================================================================================== + + +@pytest.mark.asyncio +async def test_list_agents_select_fields_empty(server: SyncServer, comprehensive_test_agent_fixture, default_user): + # Create an agent using the comprehensive fixture. + created_agent, create_agent_request = comprehensive_test_agent_fixture + + # List agents using an empty list for select_fields. + agents = await server.agent_manager.list_agents_async(actor=default_user, include_relationships=[]) + # Assert that the agent is returned and basic fields are present. + assert len(agents) >= 1 + agent = agents[0] + assert agent.id is not None + assert agent.name is not None + + # Assert no relationships were loaded + assert len(agent.tools) == 0 + assert len(agent.tags) == 0 + + +@pytest.mark.asyncio +async def test_list_agents_select_fields_none(server: SyncServer, comprehensive_test_agent_fixture, default_user): + # Create an agent using the comprehensive fixture. + created_agent, create_agent_request = comprehensive_test_agent_fixture + + # List agents using an empty list for select_fields. + agents = await server.agent_manager.list_agents_async(actor=default_user, include_relationships=None) + # Assert that the agent is returned and basic fields are present. + assert len(agents) >= 1 + agent = agents[0] + assert agent.id is not None + assert agent.name is not None + + # Assert no relationships were loaded + assert len(agent.tools) > 0 + assert len(agent.tags) > 0 + + +@pytest.mark.asyncio +async def test_list_agents_select_fields_specific(server: SyncServer, comprehensive_test_agent_fixture, default_user): + created_agent, create_agent_request = comprehensive_test_agent_fixture + + # Choose a subset of valid relationship fields. + valid_fields = ["tools", "tags"] + agents = await server.agent_manager.list_agents_async(actor=default_user, include_relationships=valid_fields) + assert len(agents) >= 1 + agent = agents[0] + # Depending on your to_pydantic() implementation, + # verify that the fields exist in the returned pydantic model. + # (Note: These assertions may require that your CreateAgent fixture sets up these relationships.) + assert agent.tools + assert sorted(agent.tags) == ["a", "b"] + assert not agent.memory.blocks + + +@pytest.mark.asyncio +async def test_list_agents_select_fields_invalid(server: SyncServer, comprehensive_test_agent_fixture, default_user): + created_agent, create_agent_request = comprehensive_test_agent_fixture + + # Provide field names that are not recognized. + invalid_fields = ["foobar", "nonexistent_field"] + # The expectation is that these fields are simply ignored. + agents = await server.agent_manager.list_agents_async(actor=default_user, include_relationships=invalid_fields) + assert len(agents) >= 1 + agent = agents[0] + # Verify that standard fields are still present.c + assert agent.id is not None + assert agent.name is not None + + +@pytest.mark.asyncio +async def test_list_agents_select_fields_duplicates(server: SyncServer, comprehensive_test_agent_fixture, default_user): + created_agent, create_agent_request = comprehensive_test_agent_fixture + + # Provide duplicate valid field names. + duplicate_fields = ["tools", "tools", "tags", "tags"] + agents = await server.agent_manager.list_agents_async(actor=default_user, include_relationships=duplicate_fields) + assert len(agents) >= 1 + agent = agents[0] + # Verify that the agent pydantic representation includes the relationships. + # Even if duplicates were provided, the query should not break. + assert isinstance(agent.tools, list) + assert isinstance(agent.tags, list) + + +@pytest.mark.asyncio +async def test_list_agents_select_fields_mixed(server: SyncServer, comprehensive_test_agent_fixture, default_user): + created_agent, create_agent_request = comprehensive_test_agent_fixture + + # Mix valid fields with an invalid one. + mixed_fields = ["tools", "invalid_field"] + agents = await server.agent_manager.list_agents_async(actor=default_user, include_relationships=mixed_fields) + assert len(agents) >= 1 + agent = agents[0] + # Valid fields should be loaded and accessible. + assert agent.tools + # Since "invalid_field" is not recognized, it should have no adverse effect. + # You might optionally check that no extra attribute is created on the pydantic model. + assert not hasattr(agent, "invalid_field") + + +@pytest.mark.asyncio +async def test_list_agents_ascending(server: SyncServer, default_user): + # Create two agents with known names + agent1 = await server.agent_manager.create_agent_async( + agent_create=CreateAgent( + name="agent_oldest", + llm_config=LLMConfig.default_config("gpt-4o-mini"), + embedding_config=EmbeddingConfig.default_config(provider="openai"), + memory_blocks=[], + include_base_tools=False, + ), + actor=default_user, + ) + + if USING_SQLITE: + time.sleep(CREATE_DELAY_SQLITE) + + agent2 = await server.agent_manager.create_agent_async( + agent_create=CreateAgent( + name="agent_newest", + llm_config=LLMConfig.default_config("gpt-4o-mini"), + embedding_config=EmbeddingConfig.default_config(provider="openai"), + memory_blocks=[], + include_base_tools=False, + ), + actor=default_user, + ) + + agents = await server.agent_manager.list_agents_async(actor=default_user, ascending=True) + names = [agent.name for agent in agents] + assert names.index("agent_oldest") < names.index("agent_newest") + + +@pytest.mark.asyncio +async def test_list_agents_descending(server: SyncServer, default_user): + # Create two agents with known names + agent1 = await server.agent_manager.create_agent_async( + agent_create=CreateAgent( + name="agent_oldest", + llm_config=LLMConfig.default_config("gpt-4o-mini"), + embedding_config=EmbeddingConfig.default_config(provider="openai"), + memory_blocks=[], + include_base_tools=False, + ), + actor=default_user, + ) + + if USING_SQLITE: + time.sleep(CREATE_DELAY_SQLITE) + + agent2 = await server.agent_manager.create_agent_async( + agent_create=CreateAgent( + name="agent_newest", + llm_config=LLMConfig.default_config("gpt-4o-mini"), + embedding_config=EmbeddingConfig.default_config(provider="openai"), + memory_blocks=[], + include_base_tools=False, + ), + actor=default_user, + ) + + agents = await server.agent_manager.list_agents_async(actor=default_user, ascending=False) + names = [agent.name for agent in agents] + assert names.index("agent_newest") < names.index("agent_oldest") + + +@pytest.mark.asyncio +async def test_list_agents_ordering_and_pagination(server: SyncServer, default_user): + names = ["alpha_agent", "beta_agent", "gamma_agent"] + created_agents = [] + + # Create agents in known order + for name in names: + agent = await server.agent_manager.create_agent_async( + agent_create=CreateAgent( + name=name, + memory_blocks=[], + llm_config=LLMConfig.default_config("gpt-4o-mini"), + embedding_config=EmbeddingConfig.default_config(provider="openai"), + include_base_tools=False, + ), + actor=default_user, + ) + created_agents.append(agent) + if USING_SQLITE: + time.sleep(CREATE_DELAY_SQLITE) + + agent_ids = {agent.name: agent.id for agent in created_agents} + + # Ascending (oldest to newest) + agents_asc = await server.agent_manager.list_agents_async(actor=default_user, ascending=True) + asc_names = [agent.name for agent in agents_asc] + assert asc_names.index("alpha_agent") < asc_names.index("beta_agent") < asc_names.index("gamma_agent") + + # Descending (newest to oldest) + agents_desc = await server.agent_manager.list_agents_async(actor=default_user, ascending=False) + desc_names = [agent.name for agent in agents_desc] + assert desc_names.index("gamma_agent") < desc_names.index("beta_agent") < desc_names.index("alpha_agent") + + # After: Get agents after alpha_agent in ascending order (should exclude alpha) + after_alpha = await server.agent_manager.list_agents_async(actor=default_user, after=agent_ids["alpha_agent"], ascending=True) + after_names = [a.name for a in after_alpha] + assert "alpha_agent" not in after_names + assert "beta_agent" in after_names + assert "gamma_agent" in after_names + assert after_names == ["beta_agent", "gamma_agent"] + + # Before: Get agents before gamma_agent in ascending order (should exclude gamma) + before_gamma = await server.agent_manager.list_agents_async(actor=default_user, before=agent_ids["gamma_agent"], ascending=True) + before_names = [a.name for a in before_gamma] + assert "gamma_agent" not in before_names + assert "alpha_agent" in before_names + assert "beta_agent" in before_names + assert before_names == ["alpha_agent", "beta_agent"] + + # After: Get agents after gamma_agent in descending order (should exclude gamma, return beta then alpha) + after_gamma_desc = await server.agent_manager.list_agents_async(actor=default_user, after=agent_ids["gamma_agent"], ascending=False) + after_names_desc = [a.name for a in after_gamma_desc] + assert after_names_desc == ["beta_agent", "alpha_agent"] + + # Before: Get agents before alpha_agent in descending order (should exclude alpha) + before_alpha_desc = await server.agent_manager.list_agents_async(actor=default_user, before=agent_ids["alpha_agent"], ascending=False) + before_names_desc = [a.name for a in before_alpha_desc] + assert before_names_desc == ["gamma_agent", "beta_agent"] diff --git a/tests/managers/test_agent_tag_manager.py b/tests/managers/test_agent_tag_manager.py new file mode 100644 index 00000000..6eaf8809 --- /dev/null +++ b/tests/managers/test_agent_tag_manager.py @@ -0,0 +1,421 @@ +import asyncio +import json +import logging +import os +import random +import re +import string +import time +import uuid +from datetime import datetime, timedelta, timezone +from typing import List +from unittest.mock import AsyncMock, Mock, patch + +import pytest +from _pytest.python_api import approx +from anthropic.types.beta import BetaMessage +from anthropic.types.beta.messages import BetaMessageBatchIndividualResponse, BetaMessageBatchSucceededResult + +# Import shared fixtures and constants from conftest +from conftest import ( + CREATE_DELAY_SQLITE, + DEFAULT_EMBEDDING_CONFIG, + USING_SQLITE, +) +from openai.types.chat.chat_completion_message_tool_call import ChatCompletionMessageToolCall as OpenAIToolCall, Function as OpenAIFunction +from sqlalchemy import func, select +from sqlalchemy.exc import IntegrityError, InvalidRequestError +from sqlalchemy.orm.exc import StaleDataError + +from letta.config import LettaConfig +from letta.constants import ( + BASE_MEMORY_TOOLS, + BASE_SLEEPTIME_TOOLS, + BASE_TOOLS, + BASE_VOICE_SLEEPTIME_CHAT_TOOLS, + BASE_VOICE_SLEEPTIME_TOOLS, + BUILTIN_TOOLS, + DEFAULT_ORG_ID, + DEFAULT_ORG_NAME, + FILES_TOOLS, + LETTA_TOOL_EXECUTION_DIR, + LETTA_TOOL_SET, + LOCAL_ONLY_MULTI_AGENT_TOOLS, + MCP_TOOL_TAG_NAME_PREFIX, + MULTI_AGENT_TOOLS, +) +from letta.data_sources.redis_client import NoopAsyncRedisClient, get_redis_client +from letta.errors import LettaAgentNotFoundError +from letta.functions.functions import derive_openai_json_schema, parse_source_code +from letta.functions.mcp_client.types import MCPTool +from letta.helpers import ToolRulesSolver +from letta.helpers.datetime_helpers import AsyncTimer +from letta.jobs.types import ItemUpdateInfo, RequestStatusUpdateInfo, StepStatusUpdateInfo +from letta.orm import Base, Block +from letta.orm.block_history import BlockHistory +from letta.orm.errors import NoResultFound, UniqueConstraintViolationError +from letta.orm.file import FileContent as FileContentModel, FileMetadata as FileMetadataModel +from letta.schemas.agent import CreateAgent, UpdateAgent +from letta.schemas.block import Block as PydanticBlock, BlockUpdate, CreateBlock +from letta.schemas.embedding_config import EmbeddingConfig +from letta.schemas.enums import ( + ActorType, + AgentStepStatus, + FileProcessingStatus, + JobStatus, + JobType, + MessageRole, + ProviderType, + SandboxType, + StepStatus, + TagMatchMode, + ToolType, + VectorDBProvider, +) +from letta.schemas.environment_variables import SandboxEnvironmentVariableCreate, SandboxEnvironmentVariableUpdate +from letta.schemas.file import FileMetadata, FileMetadata as PydanticFileMetadata +from letta.schemas.identity import IdentityCreate, IdentityProperty, IdentityPropertyType, IdentityType, IdentityUpdate, IdentityUpsert +from letta.schemas.job import BatchJob, Job, Job as PydanticJob, JobUpdate, LettaRequestConfig +from letta.schemas.letta_message import UpdateAssistantMessage, UpdateReasoningMessage, UpdateSystemMessage, UpdateUserMessage +from letta.schemas.letta_message_content import TextContent +from letta.schemas.letta_stop_reason import LettaStopReason, StopReasonType +from letta.schemas.llm_batch_job import AgentStepState, LLMBatchItem +from letta.schemas.llm_config import LLMConfig +from letta.schemas.message import Message as PydanticMessage, MessageCreate, MessageUpdate +from letta.schemas.openai.chat_completion_response import UsageStatistics +from letta.schemas.organization import Organization, Organization as PydanticOrganization, OrganizationUpdate +from letta.schemas.passage import Passage as PydanticPassage +from letta.schemas.pip_requirement import PipRequirement +from letta.schemas.run import Run as PydanticRun +from letta.schemas.sandbox_config import E2BSandboxConfig, LocalSandboxConfig, SandboxConfigCreate, SandboxConfigUpdate +from letta.schemas.source import Source as PydanticSource, SourceUpdate +from letta.schemas.tool import Tool as PydanticTool, ToolCreate, ToolUpdate +from letta.schemas.tool_rule import InitToolRule +from letta.schemas.user import User as PydanticUser, UserUpdate +from letta.server.db import db_registry +from letta.server.server import SyncServer +from letta.services.block_manager import BlockManager +from letta.services.helpers.agent_manager_helper import calculate_base_tools, calculate_multi_agent_tools, validate_agent_exists_async +from letta.services.step_manager import FeedbackType +from letta.settings import settings, tool_settings +from letta.utils import calculate_file_defaults_based_on_context_window +from tests.helpers.utils import comprehensive_agent_checks, validate_context_window_overview +from tests.utils import random_string + +# ====================================================================================================================== +# AgentManager Tests - Tags Relationship +# ====================================================================================================================== + + +@pytest.mark.asyncio +async def test_list_agents_matching_all_tags(server: SyncServer, default_user, agent_with_tags): + agents = await server.agent_manager.list_agents_matching_tags_async( + actor=default_user, + match_all=["primary_agent", "benefit_1"], + match_some=[], + ) + assert len(agents) == 2 # agent1 and agent3 match + assert {a.name for a in agents} == {"agent1", "agent3"} + + +@pytest.mark.asyncio +async def test_list_agents_matching_some_tags(server: SyncServer, default_user, agent_with_tags): + agents = await server.agent_manager.list_agents_matching_tags_async( + actor=default_user, + match_all=["primary_agent"], + match_some=["benefit_1", "benefit_2"], + ) + assert len(agents) == 3 # All agents match + assert {a.name for a in agents} == {"agent1", "agent2", "agent3"} + + +@pytest.mark.asyncio +async def test_list_agents_matching_all_and_some_tags(server: SyncServer, default_user, agent_with_tags): + agents = await server.agent_manager.list_agents_matching_tags_async( + actor=default_user, + match_all=["primary_agent", "benefit_1"], + match_some=["benefit_2", "nonexistent"], + ) + assert len(agents) == 1 # Only agent3 matches + assert agents[0].name == "agent3" + + +@pytest.mark.asyncio +async def test_list_agents_matching_no_tags(server: SyncServer, default_user, agent_with_tags): + agents = await server.agent_manager.list_agents_matching_tags_async( + actor=default_user, + match_all=["primary_agent", "nonexistent_tag"], + match_some=["benefit_1", "benefit_2"], + ) + assert len(agents) == 0 # No agent should match + + +@pytest.mark.asyncio +async def test_list_agents_by_tags_match_all(server: SyncServer, sarah_agent, charles_agent, default_user): + """Test listing agents that have ALL specified tags.""" + # Create agents with multiple tags + await server.agent_manager.update_agent_async(sarah_agent.id, UpdateAgent(tags=["test", "production", "gpt4"]), actor=default_user) + await server.agent_manager.update_agent_async(charles_agent.id, UpdateAgent(tags=["test", "development", "gpt4"]), actor=default_user) + + # Search for agents with all specified tags + agents = await server.agent_manager.list_agents_async(actor=default_user, tags=["test", "gpt4"], match_all_tags=True) + assert len(agents) == 2 + agent_ids = [a.id for a in agents] + assert sarah_agent.id in agent_ids + assert charles_agent.id in agent_ids + + # Search for tags that only sarah_agent has + agents = await server.agent_manager.list_agents_async(actor=default_user, tags=["test", "production"], match_all_tags=True) + assert len(agents) == 1 + assert agents[0].id == sarah_agent.id + + +@pytest.mark.asyncio +async def test_list_agents_by_tags_match_any(server: SyncServer, sarah_agent, charles_agent, default_user): + """Test listing agents that have ANY of the specified tags.""" + # Create agents with different tags + await server.agent_manager.update_agent_async(sarah_agent.id, UpdateAgent(tags=["production", "gpt4"]), actor=default_user) + await server.agent_manager.update_agent_async(charles_agent.id, UpdateAgent(tags=["development", "gpt3"]), actor=default_user) + + # Search for agents with any of the specified tags + agents = await server.agent_manager.list_agents_async(actor=default_user, tags=["production", "development"], match_all_tags=False) + assert len(agents) == 2 + agent_ids = [a.id for a in agents] + assert sarah_agent.id in agent_ids + assert charles_agent.id in agent_ids + + # Search for tags where only sarah_agent matches + agents = await server.agent_manager.list_agents_async(actor=default_user, tags=["production", "nonexistent"], match_all_tags=False) + assert len(agents) == 1 + assert agents[0].id == sarah_agent.id + + +@pytest.mark.asyncio +async def test_list_agents_by_tags_no_matches(server: SyncServer, sarah_agent, charles_agent, default_user): + """Test listing agents when no tags match.""" + # Create agents with tags + await server.agent_manager.update_agent_async(sarah_agent.id, UpdateAgent(tags=["production", "gpt4"]), actor=default_user) + await server.agent_manager.update_agent_async(charles_agent.id, UpdateAgent(tags=["development", "gpt3"]), actor=default_user) + + # Search for nonexistent tags + agents = await server.agent_manager.list_agents_async(actor=default_user, tags=["nonexistent1", "nonexistent2"], match_all_tags=True) + assert len(agents) == 0 + + agents = await server.agent_manager.list_agents_async(actor=default_user, tags=["nonexistent1", "nonexistent2"], match_all_tags=False) + assert len(agents) == 0 + + +@pytest.mark.asyncio +async def test_list_agents_by_tags_with_other_filters(server: SyncServer, sarah_agent, charles_agent, default_user): + """Test combining tag search with other filters.""" + # Create agents with specific names and tags + await server.agent_manager.update_agent_async( + sarah_agent.id, UpdateAgent(name="production_agent", tags=["production", "gpt4"]), actor=default_user + ) + await server.agent_manager.update_agent_async( + charles_agent.id, UpdateAgent(name="test_agent", tags=["production", "gpt3"]), actor=default_user + ) + + # List agents with specific tag and name pattern + agents = await server.agent_manager.list_agents_async( + actor=default_user, tags=["production"], match_all_tags=True, name="production_agent" + ) + assert len(agents) == 1 + assert agents[0].id == sarah_agent.id + + +@pytest.mark.asyncio +async def test_list_agents_by_tags_pagination(server: SyncServer, default_user, default_organization): + """Test pagination when listing agents by tags.""" + # Create first agent + agent1 = await server.agent_manager.create_agent_async( + agent_create=CreateAgent( + name="agent1", + tags=["pagination_test", "tag1"], + llm_config=LLMConfig.default_config("gpt-4o-mini"), + embedding_config=EmbeddingConfig.default_config(provider="openai"), + memory_blocks=[], + include_base_tools=False, + ), + actor=default_user, + ) + + if USING_SQLITE: + time.sleep(CREATE_DELAY_SQLITE) # Ensure distinct created_at timestamps + + # Create second agent + agent2 = await server.agent_manager.create_agent_async( + agent_create=CreateAgent( + name="agent2", + tags=["pagination_test", "tag2"], + llm_config=LLMConfig.default_config("gpt-4o-mini"), + embedding_config=EmbeddingConfig.default_config(provider="openai"), + memory_blocks=[], + include_base_tools=False, + ), + actor=default_user, + ) + + # Get first page + first_page = await server.agent_manager.list_agents_async(actor=default_user, tags=["pagination_test"], match_all_tags=True, limit=1) + assert len(first_page) == 1 + first_agent_id = first_page[0].id + + # Get second page using cursor + second_page = await server.agent_manager.list_agents_async( + actor=default_user, tags=["pagination_test"], match_all_tags=True, after=first_agent_id, limit=1 + ) + assert len(second_page) == 1 + assert second_page[0].id != first_agent_id + + # Get previous page using before + prev_page = await server.agent_manager.list_agents_async( + actor=default_user, tags=["pagination_test"], match_all_tags=True, before=second_page[0].id, limit=1 + ) + assert len(prev_page) == 1 + assert prev_page[0].id == first_agent_id + + # Verify we got both agents with no duplicates + all_ids = {first_page[0].id, second_page[0].id} + assert len(all_ids) == 2 + assert agent1.id in all_ids + assert agent2.id in all_ids + + +@pytest.mark.asyncio +async def test_list_agents_query_text_pagination(server: SyncServer, default_user, default_organization): + """Test listing agents with query text filtering and pagination.""" + # Create test agents with specific names and descriptions + agent1 = await server.agent_manager.create_agent_async( + agent_create=CreateAgent( + name="Search Agent One", + memory_blocks=[], + description="This is a search agent for testing", + llm_config=LLMConfig.default_config("gpt-4o-mini"), + embedding_config=EmbeddingConfig.default_config(provider="openai"), + include_base_tools=False, + ), + actor=default_user, + ) + + # at least 1 second to force unique timestamps in sqlite for deterministic pagination assertions + await asyncio.sleep(1.1) + + agent2 = await server.agent_manager.create_agent_async( + agent_create=CreateAgent( + name="Search Agent Two", + memory_blocks=[], + description="Another search agent for testing", + llm_config=LLMConfig.default_config("gpt-4o-mini"), + embedding_config=EmbeddingConfig.default_config(provider="openai"), + include_base_tools=False, + ), + actor=default_user, + ) + + # at least 1 second to force unique timestamps in sqlite for deterministic pagination assertions + await asyncio.sleep(1.1) + + agent3 = await server.agent_manager.create_agent_async( + agent_create=CreateAgent( + name="Different Agent", + memory_blocks=[], + description="This is a different agent", + llm_config=LLMConfig.default_config("gpt-4o-mini"), + embedding_config=EmbeddingConfig.default_config(provider="openai"), + include_base_tools=False, + ), + actor=default_user, + ) + + # Test query text filtering + search_results = await server.agent_manager.list_agents_async(actor=default_user, query_text="search agent") + assert len(search_results) == 2 + search_agent_ids = {agent.id for agent in search_results} + assert agent1.id in search_agent_ids + assert agent2.id in search_agent_ids + assert agent3.id not in search_agent_ids + + different_results = await server.agent_manager.list_agents_async(actor=default_user, query_text="different agent") + assert len(different_results) == 1 + assert different_results[0].id == agent3.id + + # Test pagination with query text + first_page = await server.agent_manager.list_agents_async(actor=default_user, query_text="search agent", limit=1) + assert len(first_page) == 1 + first_agent_id = first_page[0].id + + # Get second page using cursor + second_page = await server.agent_manager.list_agents_async(actor=default_user, query_text="search agent", after=first_agent_id, limit=1) + assert len(second_page) == 1 + assert second_page[0].id != first_agent_id + + # Test before and after + all_agents = await server.agent_manager.list_agents_async(actor=default_user, query_text="agent") + assert len(all_agents) == 3 + first_agent, second_agent, third_agent = all_agents + middle_agent = await server.agent_manager.list_agents_async( + actor=default_user, query_text="search agent", before=third_agent.id, after=first_agent.id + ) + assert len(middle_agent) == 1 + assert middle_agent[0].id == second_agent.id + + # Verify we got both search agents with no duplicates + all_ids = {first_page[0].id, second_page[0].id} + assert len(all_ids) == 2 + assert all_ids == {agent1.id, agent2.id} + + +@pytest.mark.asyncio +async def test_list_tags(server: SyncServer, default_user, default_organization): + """Test listing tags functionality.""" + # Create multiple agents with different tags + agents = [] + tags = ["alpha", "beta", "gamma", "delta", "epsilon"] + + # Create agents with different combinations of tags + for i in range(3): + agent = await server.agent_manager.create_agent_async( + actor=default_user, + agent_create=CreateAgent( + name="tag_agent_" + str(i), + memory_blocks=[], + llm_config=LLMConfig.default_config("gpt-4o-mini"), + embedding_config=EmbeddingConfig.default_config(provider="openai"), + tags=tags[i : i + 3], # Each agent gets 3 consecutive tags + include_base_tools=False, + ), + ) + agents.append(agent) + + # Test basic listing - should return all unique tags in alphabetical order + all_tags = await server.agent_manager.list_tags_async(actor=default_user) + assert all_tags == sorted(tags[:5]) # All tags should be present and sorted + + # Test pagination with limit + limited_tags = await server.agent_manager.list_tags_async(actor=default_user, limit=2) + assert limited_tags == tags[:2] # Should return first 2 tags + + # Test pagination with cursor + cursor_tags = await server.agent_manager.list_tags_async(actor=default_user, after="beta") + assert cursor_tags == ["delta", "epsilon", "gamma"] # Tags after "beta" + + # Test text search + search_tags = await server.agent_manager.list_tags_async(actor=default_user, query_text="ta") + assert search_tags == ["beta", "delta"] # Only tags containing "ta" + + # Test with non-matching search + no_match_tags = await server.agent_manager.list_tags_async(actor=default_user, query_text="xyz") + assert no_match_tags == [] # Should return empty list + + # Test with different organization + other_org = await server.organization_manager.create_organization_async(pydantic_org=PydanticOrganization(name="Other Org")) + other_user = await server.user_manager.create_actor_async(PydanticUser(name="Other User", organization_id=other_org.id)) + + # Other org's tags should be empty + other_org_tags = await server.agent_manager.list_tags_async(actor=other_user) + assert other_org_tags == [] + + # Cleanup + for agent in agents: + await server.agent_manager.delete_agent_async(agent.id, actor=default_user) diff --git a/tests/managers/test_archive_manager.py b/tests/managers/test_archive_manager.py new file mode 100644 index 00000000..19707f89 --- /dev/null +++ b/tests/managers/test_archive_manager.py @@ -0,0 +1,272 @@ +import json +import logging +import os +import random +import re +import string +import time +import uuid +from datetime import datetime, timedelta, timezone +from typing import List +from unittest.mock import AsyncMock, Mock, patch + +import pytest +from _pytest.python_api import approx +from anthropic.types.beta import BetaMessage +from anthropic.types.beta.messages import BetaMessageBatchIndividualResponse, BetaMessageBatchSucceededResult + +# Import shared fixtures and constants from conftest +from conftest import ( + CREATE_DELAY_SQLITE, + DEFAULT_EMBEDDING_CONFIG, + USING_SQLITE, +) +from openai.types.chat.chat_completion_message_tool_call import ChatCompletionMessageToolCall as OpenAIToolCall, Function as OpenAIFunction +from sqlalchemy import func, select +from sqlalchemy.exc import IntegrityError, InvalidRequestError +from sqlalchemy.orm.exc import StaleDataError + +from letta.config import LettaConfig +from letta.constants import ( + BASE_MEMORY_TOOLS, + BASE_SLEEPTIME_TOOLS, + BASE_TOOLS, + BASE_VOICE_SLEEPTIME_CHAT_TOOLS, + BASE_VOICE_SLEEPTIME_TOOLS, + BUILTIN_TOOLS, + DEFAULT_ORG_ID, + DEFAULT_ORG_NAME, + FILES_TOOLS, + LETTA_TOOL_EXECUTION_DIR, + LETTA_TOOL_SET, + LOCAL_ONLY_MULTI_AGENT_TOOLS, + MCP_TOOL_TAG_NAME_PREFIX, + MULTI_AGENT_TOOLS, +) +from letta.data_sources.redis_client import NoopAsyncRedisClient, get_redis_client +from letta.errors import LettaAgentNotFoundError +from letta.functions.functions import derive_openai_json_schema, parse_source_code +from letta.functions.mcp_client.types import MCPTool +from letta.helpers import ToolRulesSolver +from letta.helpers.datetime_helpers import AsyncTimer +from letta.jobs.types import ItemUpdateInfo, RequestStatusUpdateInfo, StepStatusUpdateInfo +from letta.orm import Base, Block +from letta.orm.block_history import BlockHistory +from letta.orm.errors import NoResultFound, UniqueConstraintViolationError +from letta.orm.file import FileContent as FileContentModel, FileMetadata as FileMetadataModel +from letta.schemas.agent import CreateAgent, UpdateAgent +from letta.schemas.block import Block as PydanticBlock, BlockUpdate, CreateBlock +from letta.schemas.embedding_config import EmbeddingConfig +from letta.schemas.enums import ( + ActorType, + AgentStepStatus, + FileProcessingStatus, + JobStatus, + JobType, + MessageRole, + ProviderType, + SandboxType, + StepStatus, + TagMatchMode, + ToolType, + VectorDBProvider, +) +from letta.schemas.environment_variables import SandboxEnvironmentVariableCreate, SandboxEnvironmentVariableUpdate +from letta.schemas.file import FileMetadata, FileMetadata as PydanticFileMetadata +from letta.schemas.identity import IdentityCreate, IdentityProperty, IdentityPropertyType, IdentityType, IdentityUpdate, IdentityUpsert +from letta.schemas.job import BatchJob, Job, Job as PydanticJob, JobUpdate, LettaRequestConfig +from letta.schemas.letta_message import UpdateAssistantMessage, UpdateReasoningMessage, UpdateSystemMessage, UpdateUserMessage +from letta.schemas.letta_message_content import TextContent +from letta.schemas.letta_stop_reason import LettaStopReason, StopReasonType +from letta.schemas.llm_batch_job import AgentStepState, LLMBatchItem +from letta.schemas.llm_config import LLMConfig +from letta.schemas.message import Message as PydanticMessage, MessageCreate, MessageUpdate +from letta.schemas.openai.chat_completion_response import UsageStatistics +from letta.schemas.organization import Organization, Organization as PydanticOrganization, OrganizationUpdate +from letta.schemas.passage import Passage as PydanticPassage +from letta.schemas.pip_requirement import PipRequirement +from letta.schemas.run import Run as PydanticRun +from letta.schemas.sandbox_config import E2BSandboxConfig, LocalSandboxConfig, SandboxConfigCreate, SandboxConfigUpdate +from letta.schemas.source import Source as PydanticSource, SourceUpdate +from letta.schemas.tool import Tool as PydanticTool, ToolCreate, ToolUpdate +from letta.schemas.tool_rule import InitToolRule +from letta.schemas.user import User as PydanticUser, UserUpdate +from letta.server.db import db_registry +from letta.server.server import SyncServer +from letta.services.block_manager import BlockManager +from letta.services.helpers.agent_manager_helper import calculate_base_tools, calculate_multi_agent_tools, validate_agent_exists_async +from letta.services.step_manager import FeedbackType +from letta.settings import settings, tool_settings +from letta.utils import calculate_file_defaults_based_on_context_window +from tests.helpers.utils import comprehensive_agent_checks, validate_context_window_overview +from tests.utils import random_string + + +# ====================================================================================================================== +# Archive Manager Tests +# ====================================================================================================================== +@pytest.mark.asyncio +async def test_archive_manager_delete_archive_async(server: SyncServer, default_user): + """Test the delete_archive_async function.""" + archive = await server.archive_manager.create_archive_async( + name="test_archive_to_delete", description="This archive will be deleted", actor=default_user + ) + + retrieved_archive = await server.archive_manager.get_archive_by_id_async(archive_id=archive.id, actor=default_user) + assert retrieved_archive.id == archive.id + + await server.archive_manager.delete_archive_async(archive_id=archive.id, actor=default_user) + + with pytest.raises(Exception): + await server.archive_manager.get_archive_by_id_async(archive_id=archive.id, actor=default_user) + + +@pytest.mark.asyncio +async def test_archive_manager_get_agents_for_archive_async(server: SyncServer, default_user, sarah_agent): + """Test getting all agents that have access to an archive.""" + archive = await server.archive_manager.create_archive_async( + name="shared_archive", description="Archive shared by multiple agents", actor=default_user + ) + + agent2 = await server.agent_manager.create_agent_async( + agent_create=CreateAgent( + name="test_agent_2", + memory_blocks=[], + llm_config=LLMConfig.default_config("gpt-4o-mini"), + embedding_config=EmbeddingConfig.default_config(provider="openai"), + include_base_tools=False, + ), + actor=default_user, + ) + + await server.archive_manager.attach_agent_to_archive_async( + agent_id=sarah_agent.id, archive_id=archive.id, is_owner=True, actor=default_user + ) + + await server.archive_manager.attach_agent_to_archive_async( + agent_id=agent2.id, archive_id=archive.id, is_owner=False, actor=default_user + ) + + agent_ids = await server.archive_manager.get_agents_for_archive_async(archive_id=archive.id, actor=default_user) + + assert len(agent_ids) == 2 + assert sarah_agent.id in agent_ids + assert agent2.id in agent_ids + + # Cleanup + await server.agent_manager.delete_agent_async(agent2.id, actor=default_user) + await server.archive_manager.delete_archive_async(archive.id, actor=default_user) + + +@pytest.mark.asyncio +async def test_archive_manager_race_condition_handling(server: SyncServer, default_user, sarah_agent): + """Test that the race condition fix in get_or_create_default_archive_for_agent_async works.""" + from unittest.mock import patch + + from sqlalchemy.exc import IntegrityError + + agent = await server.agent_manager.create_agent_async( + agent_create=CreateAgent( + name="test_agent_race_condition", + memory_blocks=[], + llm_config=LLMConfig.default_config("gpt-4o-mini"), + embedding_config=EmbeddingConfig.default_config(provider="openai"), + include_base_tools=False, + ), + actor=default_user, + ) + + created_archives = [] + original_create = server.archive_manager.create_archive_async + + async def track_create(*args, **kwargs): + result = await original_create(*args, **kwargs) + created_archives.append(result) + return result + + # First, create an archive that will be attached by a "concurrent" request + concurrent_archive = await server.archive_manager.create_archive_async( + name=f"{agent.name}'s Archive", description="Default archive created automatically", actor=default_user + ) + + call_count = 0 + original_attach = server.archive_manager.attach_agent_to_archive_async + + async def failing_attach(*args, **kwargs): + nonlocal call_count + call_count += 1 + if call_count == 1: + # Simulate another request already attached the agent to an archive + await original_attach(agent_id=agent.id, archive_id=concurrent_archive.id, is_owner=True, actor=default_user) + # Now raise the IntegrityError as if our attempt failed + raise IntegrityError("duplicate key value violates unique constraint", None, None) + # This shouldn't be called since we already have an archive + raise Exception("Should not reach here") + + with patch.object(server.archive_manager, "create_archive_async", side_effect=track_create): + with patch.object(server.archive_manager, "attach_agent_to_archive_async", side_effect=failing_attach): + archive = await server.archive_manager.get_or_create_default_archive_for_agent_async( + agent_id=agent.id, agent_name=agent.name, actor=default_user + ) + + assert archive is not None + assert archive.id == concurrent_archive.id # Should return the existing archive + assert archive.name == f"{agent.name}'s Archive" + + # One archive was created in our attempt (but then deleted) + assert len(created_archives) == 1 + + # Verify only one archive is attached to the agent + archive_ids = await server.agent_manager.get_agent_archive_ids_async(agent_id=agent.id, actor=default_user) + assert len(archive_ids) == 1 + assert archive_ids[0] == concurrent_archive.id + + # Cleanup + await server.agent_manager.delete_agent_async(agent.id, actor=default_user) + await server.archive_manager.delete_archive_async(concurrent_archive.id, actor=default_user) + + +@pytest.mark.asyncio +async def test_archive_manager_get_agent_from_passage_async(server: SyncServer, default_user, sarah_agent): + """Test getting the agent ID that owns a passage through its archive.""" + archive = await server.archive_manager.get_or_create_default_archive_for_agent_async( + agent_id=sarah_agent.id, agent_name=sarah_agent.name, actor=default_user + ) + + passage = await server.passage_manager.create_agent_passage_async( + PydanticPassage( + text="Test passage for agent ownership", + archive_id=archive.id, + organization_id=default_user.organization_id, + embedding=[0.1], + embedding_config=DEFAULT_EMBEDDING_CONFIG, + ), + actor=default_user, + ) + + agent_id = await server.archive_manager.get_agent_from_passage_async(passage_id=passage.id, actor=default_user) + + assert agent_id == sarah_agent.id + + orphan_archive = await server.archive_manager.create_archive_async( + name="orphan_archive", description="Archive with no agents", actor=default_user + ) + + orphan_passage = await server.passage_manager.create_agent_passage_async( + PydanticPassage( + text="Orphan passage", + archive_id=orphan_archive.id, + organization_id=default_user.organization_id, + embedding=[0.1], + embedding_config=DEFAULT_EMBEDDING_CONFIG, + ), + actor=default_user, + ) + + agent_id = await server.archive_manager.get_agent_from_passage_async(passage_id=orphan_passage.id, actor=default_user) + assert agent_id is None + + # Cleanup + await server.passage_manager.delete_passage_by_id_async(passage.id, actor=default_user) + await server.passage_manager.delete_passage_by_id_async(orphan_passage.id, actor=default_user) + await server.archive_manager.delete_archive_async(orphan_archive.id, actor=default_user) diff --git a/tests/managers/test_block_manager.py b/tests/managers/test_block_manager.py new file mode 100644 index 00000000..3d5aa801 --- /dev/null +++ b/tests/managers/test_block_manager.py @@ -0,0 +1,1270 @@ +import json +import logging +import os +import random +import re +import string +import time +import uuid +from datetime import datetime, timedelta, timezone +from typing import List +from unittest.mock import AsyncMock, Mock, patch + +import pytest +from _pytest.python_api import approx +from anthropic.types.beta import BetaMessage +from anthropic.types.beta.messages import BetaMessageBatchIndividualResponse, BetaMessageBatchSucceededResult + +# Import shared fixtures and constants from conftest +from conftest import ( + CREATE_DELAY_SQLITE, + DEFAULT_EMBEDDING_CONFIG, + USING_SQLITE, +) +from openai.types.chat.chat_completion_message_tool_call import ChatCompletionMessageToolCall as OpenAIToolCall, Function as OpenAIFunction +from sqlalchemy import func, select +from sqlalchemy.exc import IntegrityError, InvalidRequestError +from sqlalchemy.orm.exc import StaleDataError + +from letta.config import LettaConfig +from letta.constants import ( + BASE_MEMORY_TOOLS, + BASE_SLEEPTIME_TOOLS, + BASE_TOOLS, + BASE_VOICE_SLEEPTIME_CHAT_TOOLS, + BASE_VOICE_SLEEPTIME_TOOLS, + BUILTIN_TOOLS, + DEFAULT_ORG_ID, + DEFAULT_ORG_NAME, + FILES_TOOLS, + LETTA_TOOL_EXECUTION_DIR, + LETTA_TOOL_SET, + LOCAL_ONLY_MULTI_AGENT_TOOLS, + MCP_TOOL_TAG_NAME_PREFIX, + MULTI_AGENT_TOOLS, +) +from letta.data_sources.redis_client import NoopAsyncRedisClient, get_redis_client +from letta.errors import LettaAgentNotFoundError +from letta.functions.functions import derive_openai_json_schema, parse_source_code +from letta.functions.mcp_client.types import MCPTool +from letta.helpers import ToolRulesSolver +from letta.helpers.datetime_helpers import AsyncTimer +from letta.jobs.types import ItemUpdateInfo, RequestStatusUpdateInfo, StepStatusUpdateInfo +from letta.orm import Base, Block +from letta.orm.block_history import BlockHistory +from letta.orm.errors import NoResultFound, UniqueConstraintViolationError +from letta.orm.file import FileContent as FileContentModel, FileMetadata as FileMetadataModel +from letta.schemas.agent import CreateAgent, UpdateAgent +from letta.schemas.block import Block as PydanticBlock, BlockUpdate, CreateBlock +from letta.schemas.embedding_config import EmbeddingConfig +from letta.schemas.enums import ( + ActorType, + AgentStepStatus, + FileProcessingStatus, + JobStatus, + JobType, + MessageRole, + ProviderType, + SandboxType, + StepStatus, + TagMatchMode, + ToolType, + VectorDBProvider, +) +from letta.schemas.environment_variables import SandboxEnvironmentVariableCreate, SandboxEnvironmentVariableUpdate +from letta.schemas.file import FileMetadata, FileMetadata as PydanticFileMetadata +from letta.schemas.identity import IdentityCreate, IdentityProperty, IdentityPropertyType, IdentityType, IdentityUpdate, IdentityUpsert +from letta.schemas.job import BatchJob, Job, Job as PydanticJob, JobUpdate, LettaRequestConfig +from letta.schemas.letta_message import UpdateAssistantMessage, UpdateReasoningMessage, UpdateSystemMessage, UpdateUserMessage +from letta.schemas.letta_message_content import TextContent +from letta.schemas.letta_stop_reason import LettaStopReason, StopReasonType +from letta.schemas.llm_batch_job import AgentStepState, LLMBatchItem +from letta.schemas.llm_config import LLMConfig +from letta.schemas.message import Message as PydanticMessage, MessageCreate, MessageUpdate +from letta.schemas.openai.chat_completion_response import UsageStatistics +from letta.schemas.organization import Organization, Organization as PydanticOrganization, OrganizationUpdate +from letta.schemas.passage import Passage as PydanticPassage +from letta.schemas.pip_requirement import PipRequirement +from letta.schemas.run import Run as PydanticRun +from letta.schemas.sandbox_config import E2BSandboxConfig, LocalSandboxConfig, SandboxConfigCreate, SandboxConfigUpdate +from letta.schemas.source import Source as PydanticSource, SourceUpdate +from letta.schemas.tool import Tool as PydanticTool, ToolCreate, ToolUpdate +from letta.schemas.tool_rule import InitToolRule +from letta.schemas.user import User as PydanticUser, UserUpdate +from letta.server.db import db_registry +from letta.server.server import SyncServer +from letta.services.block_manager import BlockManager +from letta.services.helpers.agent_manager_helper import calculate_base_tools, calculate_multi_agent_tools, validate_agent_exists_async +from letta.services.step_manager import FeedbackType +from letta.settings import settings, tool_settings +from letta.utils import calculate_file_defaults_based_on_context_window +from tests.helpers.utils import comprehensive_agent_checks, validate_context_window_overview +from tests.utils import random_string + +# ====================================================================================================================== +# AgentManager Tests - Blocks Relationship +# ====================================================================================================================== + + +@pytest.mark.asyncio +async def test_attach_block(server: SyncServer, sarah_agent, default_block, default_user): + """Test attaching a block to an agent.""" + # Attach block + await server.agent_manager.attach_block_async(agent_id=sarah_agent.id, block_id=default_block.id, actor=default_user) + + # Verify attachment + agent = await server.agent_manager.get_agent_by_id_async(sarah_agent.id, actor=default_user) + assert len(agent.memory.blocks) == 1 + assert agent.memory.blocks[0].id == default_block.id + assert agent.memory.blocks[0].label == default_block.label + + +# Test should work with both SQLite and PostgreSQL +@pytest.mark.asyncio +async def test_attach_block_duplicate_label(server: SyncServer, sarah_agent, default_block, other_block, default_user): + """Test attempting to attach a block with a duplicate label.""" + # Set up both blocks with same label + await server.block_manager.update_block_async(default_block.id, BlockUpdate(label="same_label"), actor=default_user) + await server.block_manager.update_block_async(other_block.id, BlockUpdate(label="same_label"), actor=default_user) + + # Attach first block + await server.agent_manager.attach_block_async(agent_id=sarah_agent.id, block_id=default_block.id, actor=default_user) + + # Attempt to attach second block with same label + with pytest.raises(UniqueConstraintViolationError): + await server.agent_manager.attach_block_async(agent_id=sarah_agent.id, block_id=other_block.id, actor=default_user) + + +@pytest.mark.asyncio +async def test_detach_block(server: SyncServer, sarah_agent, default_block, default_user): + """Test detaching a block by ID.""" + # Set up: attach block + await server.agent_manager.attach_block_async(agent_id=sarah_agent.id, block_id=default_block.id, actor=default_user) + + # Detach block + await server.agent_manager.detach_block_async(agent_id=sarah_agent.id, block_id=default_block.id, actor=default_user) + + # Verify detachment + agent = await server.agent_manager.get_agent_by_id_async(sarah_agent.id, actor=default_user) + assert len(agent.memory.blocks) == 0 + + # Check that block still exists + block = await server.block_manager.get_block_by_id_async(block_id=default_block.id, actor=default_user) + assert block + + +@pytest.mark.asyncio +async def test_detach_nonexistent_block(server: SyncServer, sarah_agent, default_user): + """Test detaching a block that isn't attached.""" + with pytest.raises(NoResultFound): + await server.agent_manager.detach_block_async(agent_id=sarah_agent.id, block_id="nonexistent-block-id", actor=default_user) + + +@pytest.mark.asyncio +async def test_update_block_label(server: SyncServer, sarah_agent, default_block, default_user): + """Test updating a block's label updates the relationship.""" + # Attach block + await server.agent_manager.attach_block_async(agent_id=sarah_agent.id, block_id=default_block.id, actor=default_user) + + # Update block label + new_label = "new_label" + await server.block_manager.update_block_async(default_block.id, BlockUpdate(label=new_label), actor=default_user) + + # Verify relationship is updated + agent = await server.agent_manager.get_agent_by_id_async(sarah_agent.id, actor=default_user) + block = agent.memory.blocks[0] + assert block.id == default_block.id + assert block.label == new_label + + +@pytest.mark.asyncio +async def test_update_block_label_multiple_agents(server: SyncServer, sarah_agent, charles_agent, default_block, default_user): + """Test updating a block's label updates relationships for all agents.""" + # Attach block to both agents + await server.agent_manager.attach_block_async(agent_id=sarah_agent.id, block_id=default_block.id, actor=default_user) + await server.agent_manager.attach_block_async(agent_id=charles_agent.id, block_id=default_block.id, actor=default_user) + + # Update block label + new_label = "new_label" + await server.block_manager.update_block_async(default_block.id, BlockUpdate(label=new_label), actor=default_user) + + # Verify both relationships are updated + for agent_id in [sarah_agent.id, charles_agent.id]: + agent = await server.agent_manager.get_agent_by_id_async(agent_id, actor=default_user) + # Find our specific block by ID + block = next(b for b in agent.memory.blocks if b.id == default_block.id) + assert block.label == new_label + + +@pytest.mark.asyncio +async def test_get_block_with_label(server: SyncServer, sarah_agent, default_block, default_user): + """Test retrieving a block by its label.""" + # Attach block + await server.agent_manager.attach_block_async(agent_id=sarah_agent.id, block_id=default_block.id, actor=default_user) + + # Get block by label + block = await server.agent_manager.get_block_with_label_async( + agent_id=sarah_agent.id, block_label=default_block.label, actor=default_user + ) + + assert block.id == default_block.id + assert block.label == default_block.label + + +@pytest.mark.asyncio +async def test_refresh_memory_async(server: SyncServer, default_user): + block = await server.block_manager.create_or_update_block_async( + PydanticBlock( + label="test", + value="test", + limit=1000, + ), + actor=default_user, + ) + block_human = await server.block_manager.create_or_update_block_async( + PydanticBlock( + label="human", + value="name: caren", + limit=1000, + ), + actor=default_user, + ) + agent = await server.agent_manager.create_agent_async( + CreateAgent( + name="test", + llm_config=LLMConfig.default_config("gpt-4o-mini"), + embedding_config=EmbeddingConfig.default_config(provider="openai"), + include_base_tools=False, + block_ids=[block.id, block_human.id], + ), + actor=default_user, + ) + block = await server.block_manager.update_block_async( + block_id=block.id, + block_update=BlockUpdate( + value="test2", + ), + actor=default_user, + ) + assert len(agent.memory.blocks) == 2 + agent = await server.agent_manager.refresh_memory_async(agent_state=agent, actor=default_user) + assert len(agent.memory.blocks) == 2 + assert any([block.value == "test2" for block in agent.memory.blocks]) + + +# ====================================================================================================================== +# Block Manager Tests - Basic +# ====================================================================================================================== + + +@pytest.mark.asyncio +async def test_create_block(server: SyncServer, default_user): + block_manager = BlockManager() + block_create = PydanticBlock( + label="human", + is_template=True, + value="Sample content", + template_name="sample_template_name", + template_id="sample_template", + description="A test block", + limit=1000, + metadata={"example": "data"}, + ) + + block = await block_manager.create_or_update_block_async(block_create, actor=default_user) + + # Assertions to ensure the created block matches the expected values + assert block.label == block_create.label + assert block.is_template == block_create.is_template + assert block.value == block_create.value + assert block.template_name == block_create.template_name + assert block.template_id == block_create.template_id + assert block.description == block_create.description + assert block.limit == block_create.limit + assert block.metadata == block_create.metadata + + +async def test_batch_create_blocks_async(server: SyncServer, default_user): + """Test batch creating multiple blocks at once""" + block_manager = BlockManager() + + # create multiple test blocks + blocks_data = [] + for i in range(5): + block = PydanticBlock( + label=f"test_block_{i}", + is_template=False, + value=f"Content for block {i}", + description=f"Test block {i} for batch operations", + limit=1000 + i * 100, # varying limits + metadata={"index": i, "batch": "test"}, + ) + blocks_data.append(block) + + # batch create all blocks at once + created_blocks = await block_manager.batch_create_blocks_async(blocks_data, default_user) + + # verify all blocks were created + assert len(created_blocks) == 5 + assert all(b.label.startswith("test_block_") for b in created_blocks) + + # verify block properties were preserved + for i, block in enumerate(created_blocks): + assert block.label == f"test_block_{i}" + assert block.value == f"Content for block {i}" + assert block.description == f"Test block {i} for batch operations" + assert block.limit == 1000 + i * 100 + assert block.metadata["index"] == i + assert block.metadata["batch"] == "test" + assert block.id is not None # should have generated ids + # blocks have organization_id at the orm level, not in the pydantic model + + # verify blocks can be retrieved individually + for created_block in created_blocks: + retrieved = await block_manager.get_block_by_id_async(created_block.id, default_user) + assert retrieved.id == created_block.id + assert retrieved.label == created_block.label + assert retrieved.value == created_block.value + + # test with empty list + empty_result = await block_manager.batch_create_blocks_async([], default_user) + assert empty_result == [] + + # test creating blocks with same labels (should create separate blocks since no unique constraint) + duplicate_blocks = [ + PydanticBlock(label="duplicate_label", value="Block 1"), + PydanticBlock(label="duplicate_label", value="Block 2"), + PydanticBlock(label="duplicate_label", value="Block 3"), + ] + + created_duplicates = await block_manager.batch_create_blocks_async(duplicate_blocks, default_user) + assert len(created_duplicates) == 3 + assert all(b.label == "duplicate_label" for b in created_duplicates) + # all should have different ids + ids = [b.id for b in created_duplicates] + assert len(set(ids)) == 3 # all unique ids + # but different values + values = [b.value for b in created_duplicates] + assert set(values) == {"Block 1", "Block 2", "Block 3"} + + +@pytest.mark.asyncio +async def test_get_blocks(server, default_user): + block_manager = BlockManager() + + # Create blocks to retrieve later + await block_manager.create_or_update_block_async(PydanticBlock(label="human", value="Block 1"), actor=default_user) + await block_manager.create_or_update_block_async(PydanticBlock(label="persona", value="Block 2"), actor=default_user) + + # Retrieve blocks by different filters + all_blocks = await block_manager.get_blocks_async(actor=default_user) + assert len(all_blocks) == 2 + + human_blocks = await block_manager.get_blocks_async(actor=default_user, label="human") + assert len(human_blocks) == 1 + assert human_blocks[0].label == "human" + + persona_blocks = await block_manager.get_blocks_async(actor=default_user, label="persona") + assert len(persona_blocks) == 1 + assert persona_blocks[0].label == "persona" + + +@pytest.mark.asyncio +async def test_get_blocks_comprehensive(server, default_user, other_user_different_org): + def random_label(prefix="label"): + return f"{prefix}_{''.join(random.choices(string.ascii_lowercase, k=6))}" + + def random_value(): + return "".join(random.choices(string.ascii_letters + string.digits, k=12)) + + block_manager = BlockManager() + + # Create 10 blocks for default_user + default_user_blocks = [] + for _ in range(10): + label = random_label("default") + value = random_value() + await block_manager.create_or_update_block_async(PydanticBlock(label=label, value=value), actor=default_user) + default_user_blocks.append((label, value)) + + # Create 3 blocks for other_user + other_user_blocks = [] + for _ in range(3): + label = random_label("other") + value = random_value() + await block_manager.create_or_update_block_async(PydanticBlock(label=label, value=value), actor=other_user_different_org) + other_user_blocks.append((label, value)) + + # Check default_user sees only their blocks + retrieved_default_blocks = await block_manager.get_blocks_async(actor=default_user) + assert len(retrieved_default_blocks) == 10 + retrieved_labels = {b.label for b in retrieved_default_blocks} + for label, value in default_user_blocks: + assert label in retrieved_labels + + # Check individual filtering for default_user + for label, value in default_user_blocks: + filtered = await block_manager.get_blocks_async(actor=default_user, label=label) + assert len(filtered) == 1 + assert filtered[0].label == label + assert filtered[0].value == value + + # Check other_user sees only their blocks + retrieved_other_blocks = await block_manager.get_blocks_async(actor=other_user_different_org) + assert len(retrieved_other_blocks) == 3 + retrieved_labels = {b.label for b in retrieved_other_blocks} + for label, value in other_user_blocks: + assert label in retrieved_labels + + # Other user shouldn't see default_user's blocks + for label, _ in default_user_blocks: + assert (await block_manager.get_blocks_async(actor=other_user_different_org, label=label)) == [] + + # Default user shouldn't see other_user's blocks + for label, _ in other_user_blocks: + assert (await block_manager.get_blocks_async(actor=default_user, label=label)) == [] + + +@pytest.mark.asyncio +async def test_update_block(server: SyncServer, default_user): + block_manager = BlockManager() + block = await block_manager.create_or_update_block_async(PydanticBlock(label="persona", value="Original Content"), actor=default_user) + + # Update block's content + update_data = BlockUpdate(value="Updated Content", description="Updated description") + await block_manager.update_block_async(block_id=block.id, block_update=update_data, actor=default_user) + + # Retrieve the updated block + updated_block = await block_manager.get_block_by_id_async(actor=default_user, block_id=block.id) + + # Assertions to verify the update + assert updated_block.value == "Updated Content" + assert updated_block.description == "Updated description" + + +@pytest.mark.asyncio +async def test_update_block_limit(server: SyncServer, default_user): + block_manager = BlockManager() + block = await block_manager.create_or_update_block_async(PydanticBlock(label="persona", value="Original Content"), actor=default_user) + + limit = len("Updated Content") * 2000 + update_data = BlockUpdate(value="Updated Content" * 2000, description="Updated description") + + # Check that exceeding the block limit raises an exception + with pytest.raises(ValueError): + await block_manager.update_block_async(block_id=block.id, block_update=update_data, actor=default_user) + + # Ensure the update works when within limits + update_data = BlockUpdate(value="Updated Content" * 2000, description="Updated description", limit=limit) + await block_manager.update_block_async(block_id=block.id, block_update=update_data, actor=default_user) + + # Retrieve the updated block and validate the update + updated_block = await block_manager.get_block_by_id_async(actor=default_user, block_id=block.id) + + assert updated_block.value == "Updated Content" * 2000 + assert updated_block.description == "Updated description" + + +@pytest.mark.asyncio +async def test_update_block_limit_does_not_reset(server: SyncServer, default_user): + block_manager = BlockManager() + new_content = "Updated Content" * 2000 + limit = len(new_content) + block = await block_manager.create_or_update_block_async( + PydanticBlock(label="persona", value="Original Content", limit=limit), actor=default_user + ) + + # Ensure the update works + update_data = BlockUpdate(value=new_content) + await block_manager.update_block_async(block_id=block.id, block_update=update_data, actor=default_user) + + # Retrieve the updated block and validate the update + updated_block = await block_manager.get_block_by_id_async(actor=default_user, block_id=block.id) + assert updated_block.value == new_content + + +@pytest.mark.asyncio +async def test_delete_block(server: SyncServer, default_user): + block_manager = BlockManager() + + # Create and delete a block + block = await block_manager.create_or_update_block_async(PydanticBlock(label="human", value="Sample content"), actor=default_user) + await block_manager.delete_block_async(block_id=block.id, actor=default_user) + + # Verify that the block was deleted + blocks = await block_manager.get_blocks_async(actor=default_user) + assert len(blocks) == 0 + + +@pytest.mark.asyncio +async def test_delete_block_detaches_from_agent(server: SyncServer, sarah_agent, default_user): + # Create and delete a block + block = await server.block_manager.create_or_update_block_async( + PydanticBlock(label="human", value="Sample content"), actor=default_user + ) + agent_state = await server.agent_manager.attach_block_async(agent_id=sarah_agent.id, block_id=block.id, actor=default_user) + + # Check that block has been attached + assert block.id in [b.id for b in agent_state.memory.blocks] + + # Now attempt to delete the block + await server.block_manager.delete_block_async(block_id=block.id, actor=default_user) + + # Verify that the block was deleted + blocks = await server.block_manager.get_blocks_async(actor=default_user) + assert len(blocks) == 0 + + # Check that block has been detached too + agent_state = await server.agent_manager.get_agent_by_id_async(agent_id=sarah_agent.id, actor=default_user) + assert block.id not in [b.id for b in agent_state.memory.blocks] + + +@pytest.mark.asyncio +async def test_get_agents_for_block(server: SyncServer, sarah_agent, charles_agent, default_user): + # Create and delete a block + block = await server.block_manager.create_or_update_block_async( + PydanticBlock(label="alien", value="Sample content"), actor=default_user + ) + sarah_agent = await server.agent_manager.attach_block_async(agent_id=sarah_agent.id, block_id=block.id, actor=default_user) + charles_agent = await server.agent_manager.attach_block_async(agent_id=charles_agent.id, block_id=block.id, actor=default_user) + + # Check that block has been attached to both + assert block.id in [b.id for b in sarah_agent.memory.blocks] + assert block.id in [b.id for b in charles_agent.memory.blocks] + + # Get the agents for that block + agent_states = await server.block_manager.get_agents_for_block_async(block_id=block.id, actor=default_user) + assert len(agent_states) == 2 + + # Check both agents are in the list + agent_state_ids = [a.id for a in agent_states] + assert sarah_agent.id in agent_state_ids + assert charles_agent.id in agent_state_ids + + +@pytest.mark.asyncio +async def test_batch_create_multiple_blocks(server: SyncServer, default_user): + block_manager = BlockManager() + num_blocks = 10 + + # Prepare distinct blocks + blocks_to_create = [PydanticBlock(label=f"batch_label_{i}", value=f"batch_value_{i}") for i in range(num_blocks)] + + # Create the blocks + created_blocks = await block_manager.batch_create_blocks_async(blocks_to_create, actor=default_user) + assert len(created_blocks) == num_blocks + + # Map created blocks by label for lookup + created_by_label = {blk.label: blk for blk in created_blocks} + + # Assert all blocks were created correctly + for i in range(num_blocks): + label = f"batch_label_{i}" + value = f"batch_value_{i}" + assert label in created_by_label, f"Missing label: {label}" + blk = created_by_label[label] + assert blk.value == value + assert blk.id is not None + + # Confirm all created blocks exist in the full list from get_blocks + all_labels = {blk.label for blk in await block_manager.get_blocks_async(actor=default_user)} + expected_labels = {f"batch_label_{i}" for i in range(num_blocks)} + assert expected_labels.issubset(all_labels) + + +async def test_bulk_update_skips_missing_and_truncates_then_returns_none(server: SyncServer, default_user: PydanticUser, caplog): + mgr = BlockManager() + + # create one block with a small limit + b = await mgr.create_or_update_block_async( + PydanticBlock(label="human", value="orig", limit=5), + actor=default_user, + ) + + # prepare updates: one real id with an over‐limit value, plus one missing id + long_val = random_string(10) # length > limit==5 + updates = { + b.id: long_val, + "nonexistent-id": "whatever", + } + + caplog.set_level(logging.WARNING) + result = await mgr.bulk_update_block_values_async(updates, actor=default_user) + # default return_hydrated=False → should be None + assert result is None + + # warnings should mention skipping the missing ID and truncation + assert "skipping during bulk update" in caplog.text + assert "truncating" in caplog.text + + # confirm the value was truncated to `limit` characters + reloaded = await mgr.get_block_by_id_async(actor=default_user, block_id=b.id) + assert len(reloaded.value) == 5 + assert reloaded.value == long_val[:5] + + +@pytest.mark.skip(reason="TODO: implement for async") +async def test_bulk_update_return_hydrated_true(server: SyncServer, default_user: PydanticUser): + mgr = BlockManager() + + # create a block + b = await mgr.create_or_update_block_async( + PydanticBlock(label="persona", value="foo", limit=20), + actor=default_user, + ) + + updates = {b.id: "new-val"} + updated = await mgr.bulk_update_block_values_async(updates, actor=default_user, return_hydrated=True) + + # with return_hydrated=True, we get back a list of schemas + assert isinstance(updated, list) and len(updated) == 1 + assert updated[0].id == b.id + assert updated[0].value == "new-val" + + +async def test_bulk_update_respects_org_scoping( + server: SyncServer, default_user: PydanticUser, other_user_different_org: PydanticUser, caplog +): + mgr = BlockManager() + + # one block in each org + mine = await mgr.create_or_update_block_async( + PydanticBlock(label="human", value="mine", limit=100), + actor=default_user, + ) + theirs = await mgr.create_or_update_block_async( + PydanticBlock(label="human", value="theirs", limit=100), + actor=other_user_different_org, + ) + + updates = { + mine.id: "updated-mine", + theirs.id: "updated-theirs", + } + + caplog.set_level(logging.WARNING) + await mgr.bulk_update_block_values_async(updates, actor=default_user) + + # mine should be updated... + reloaded_mine = await mgr.get_block_by_id_async(actor=default_user, block_id=mine.id) + assert reloaded_mine.value == "updated-mine" + + # ...theirs should remain untouched + reloaded_theirs = await mgr.get_block_by_id_async(actor=other_user_different_org, block_id=theirs.id) + assert reloaded_theirs.value == "theirs" + + # warning should mention skipping the other-org ID + assert "skipping during bulk update" in caplog.text + + +# ====================================================================================================================== +# Block Manager Tests - Checkpointing +# ====================================================================================================================== + + +@pytest.mark.asyncio +async def test_checkpoint_creates_history(server: SyncServer, default_user): + """ + Ensures that calling checkpoint_block creates a BlockHistory row and updates + the block's current_history_entry_id appropriately. + """ + + block_manager = BlockManager() + + # Create a block + initial_value = "Initial block content" + created_block = await block_manager.create_or_update_block_async( + PydanticBlock(label="test_checkpoint", value=initial_value), actor=default_user + ) + + # Act: checkpoint it + await block_manager.checkpoint_block_async(block_id=created_block.id, actor=default_user) + + async with db_registry.async_session() as session: + # Get BlockHistory entries for this block + from sqlalchemy import select + + stmt = select(BlockHistory).filter(BlockHistory.block_id == created_block.id) + result = await session.execute(stmt) + history_entries = list(result.scalars().all()) + assert len(history_entries) == 1, "Exactly one history entry should be created" + hist = history_entries[0] + + # Fetch ORM block for internal checks + db_block = await session.get(Block, created_block.id) + + assert hist.sequence_number == 1 + assert hist.value == initial_value + assert hist.actor_type == ActorType.LETTA_USER + assert hist.actor_id == default_user.id + assert db_block.current_history_entry_id == hist.id + + +@pytest.mark.asyncio +async def test_multiple_checkpoints(server: SyncServer, default_user): + block_manager = BlockManager() + + # Create a block + block = await block_manager.create_or_update_block_async(PydanticBlock(label="test_multi_checkpoint", value="v1"), actor=default_user) + + # 1) First checkpoint + await block_manager.checkpoint_block_async(block_id=block.id, actor=default_user) + + # 2) Update block content + updated_block_data = PydanticBlock(**block.model_dump()) + updated_block_data.value = "v2" + await block_manager.create_or_update_block_async(updated_block_data, actor=default_user) + + # 3) Second checkpoint + await block_manager.checkpoint_block_async(block_id=block.id, actor=default_user) + + async with db_registry.async_session() as session: + from sqlalchemy import select + + stmt = select(BlockHistory).filter(BlockHistory.block_id == block.id).order_by(BlockHistory.sequence_number.asc()) + result = await session.execute(stmt) + history_entries = list(result.scalars().all()) + assert len(history_entries) == 2, "Should have two history entries" + + # First is seq=1, value='v1' + assert history_entries[0].sequence_number == 1 + assert history_entries[0].value == "v1" + + # Second is seq=2, value='v2' + assert history_entries[1].sequence_number == 2 + assert history_entries[1].value == "v2" + + # The block should now point to the second entry + db_block = await session.get(Block, block.id) + assert db_block.current_history_entry_id == history_entries[1].id + + +@pytest.mark.asyncio +async def test_checkpoint_with_agent_id(server: SyncServer, default_user, sarah_agent): + """ + Ensures that if we pass agent_id to checkpoint_block, we get + actor_type=LETTA_AGENT, actor_id= in BlockHistory. + """ + block_manager = BlockManager() + + # Create a block + block = await block_manager.create_or_update_block_async( + PydanticBlock(label="test_agent_checkpoint", value="Agent content"), actor=default_user + ) + + # Checkpoint with agent_id + await block_manager.checkpoint_block_async(block_id=block.id, actor=default_user, agent_id=sarah_agent.id) + + # Verify + async with db_registry.async_session() as session: + from sqlalchemy import select + + stmt = select(BlockHistory).filter(BlockHistory.block_id == block.id) + result = await session.execute(stmt) + hist_entry = result.scalar_one() + assert hist_entry.actor_type == ActorType.LETTA_AGENT + assert hist_entry.actor_id == sarah_agent.id + + +@pytest.mark.asyncio +async def test_checkpoint_with_no_state_change(server: SyncServer, default_user): + """ + If we call checkpoint_block twice without any edits, + we expect two entries or only one, depending on your policy. + """ + block_manager = BlockManager() + + # Create block + block = await block_manager.create_or_update_block_async(PydanticBlock(label="test_no_change", value="original"), actor=default_user) + + # 1) checkpoint + await block_manager.checkpoint_block_async(block_id=block.id, actor=default_user) + # 2) checkpoint again (no changes) + await block_manager.checkpoint_block_async(block_id=block.id, actor=default_user) + + async with db_registry.async_session() as session: + from sqlalchemy import select + + stmt = select(BlockHistory).filter(BlockHistory.block_id == block.id) + result = await session.execute(stmt) + all_hist = list(result.scalars().all()) + assert len(all_hist) == 2 + + +@pytest.mark.asyncio +async def test_checkpoint_concurrency_stale(server: SyncServer, default_user): + block_manager = BlockManager() + + # create block + block = await block_manager.create_or_update_block_async( + PydanticBlock(label="test_stale_checkpoint", value="hello"), actor=default_user + ) + + # session1 loads + async with db_registry.async_session() as s1: + block_s1 = await s1.get(Block, block.id) # version=1 + + # session2 loads + async with db_registry.async_session() as s2: + block_s2 = await s2.get(Block, block.id) # also version=1 + + # session1 checkpoint => version=2 + async with db_registry.async_session() as s1: + block_s1 = await s1.merge(block_s1) + await block_manager.checkpoint_block_async( + block_id=block_s1.id, + actor=default_user, + use_preloaded_block=block_s1, # let manager use the object in memory + ) + # commits inside checkpoint_block => version goes to 2 + + # session2 tries to checkpoint => sees old version=1 => stale error + with pytest.raises(StaleDataError): + async with db_registry.async_session() as s2: + block_s2 = await s2.merge(block_s2) + await block_manager.checkpoint_block_async( + block_id=block_s2.id, + actor=default_user, + use_preloaded_block=block_s2, + ) + + +@pytest.mark.asyncio +async def test_checkpoint_no_future_states(server: SyncServer, default_user): + """ + Ensures that if the block is already at the highest sequence, + creating a new checkpoint does NOT delete anything. + """ + + block_manager = BlockManager() + + # 1) Create block with "v1" and checkpoint => seq=1 + block_v1 = await block_manager.create_or_update_block_async(PydanticBlock(label="no_future_test", value="v1"), actor=default_user) + await block_manager.checkpoint_block_async(block_id=block_v1.id, actor=default_user) + + # 2) Create "v2" and checkpoint => seq=2 + updated_data = PydanticBlock(**block_v1.model_dump()) + updated_data.value = "v2" + await block_manager.create_or_update_block_async(updated_data, actor=default_user) + await block_manager.checkpoint_block_async(block_id=block_v1.id, actor=default_user) + + # So we have seq=1: v1, seq=2: v2. No "future" states. + # 3) Another checkpoint (no changes made) => should become seq=3, not delete anything + await block_manager.checkpoint_block_async(block_id=block_v1.id, actor=default_user) + + async with db_registry.async_session() as session: + # We expect 3 rows in block_history, none removed + from sqlalchemy import select + + stmt = select(BlockHistory).filter(BlockHistory.block_id == block_v1.id).order_by(BlockHistory.sequence_number.asc()) + result = await session.execute(stmt) + history_rows = list(result.scalars().all()) + # Should be seq=1, seq=2, seq=3 + assert len(history_rows) == 3 + assert history_rows[0].value == "v1" + assert history_rows[1].value == "v2" + # The last is also "v2" if we didn't change it, or the same current fields + assert history_rows[2].sequence_number == 3 + # There's no leftover row that was deleted + + +# ====================================================================================================================== +# Block Manager Tests - Undo +# ====================================================================================================================== + + +@pytest.mark.asyncio +async def test_undo_checkpoint_block(server: SyncServer, default_user): + """ + Verifies that we can undo to the previous checkpoint: + 1) Create a block and checkpoint -> sequence_number=1 + 2) Update block content and checkpoint -> sequence_number=2 + 3) Undo -> should revert block to sequence_number=1's content + """ + block_manager = BlockManager() + + # 1) Create block + initial_value = "Version 1 content" + created_block = await block_manager.create_or_update_block_async( + PydanticBlock(label="undo_test", value=initial_value), actor=default_user + ) + + # 2) First checkpoint => seq=1 + await block_manager.checkpoint_block_async(block_id=created_block.id, actor=default_user) + + # 3) Update block content to "Version 2" + updated_data = PydanticBlock(**created_block.model_dump()) + updated_data.value = "Version 2 content" + await block_manager.create_or_update_block_async(updated_data, actor=default_user) + + # 4) Second checkpoint => seq=2 + await block_manager.checkpoint_block_async(block_id=created_block.id, actor=default_user) + + # 5) Undo => revert to seq=1 + undone_block = await block_manager.undo_checkpoint_block(block_id=created_block.id, actor=default_user) + + # 6) Verify the block is now restored to "Version 1" content + assert undone_block.value == initial_value, "Block should revert to version 1 content" + assert undone_block.label == "undo_test", "Label should also revert if changed (or remain the same if unchanged)" + + +#@pytest.mark.asyncio +#async def test_checkpoint_deletes_future_states_after_undo(server: SyncServer, default_user): +# """ +# Verifies that once we've undone to an earlier checkpoint, creating a new +# checkpoint removes any leftover 'future' states that existed beyond that sequence. +# """ +# block_manager = BlockManager() +# +# # 1) Create block +# block_init = PydanticBlock(label="test_truncation", value="v1") +# block_v1 = await block_manager.create_or_update_block_async(block_init, actor=default_user) +# # Checkpoint => seq=1 +# await block_manager.checkpoint_block_async(block_id=block_v1.id, actor=default_user) +# +# # 2) Update to "v2", checkpoint => seq=2 +# block_v2 = PydanticBlock(**block_v1.model_dump()) +# block_v2.value = "v2" +# await block_manager.create_or_update_block_async(block_v2, actor=default_user) +# await block_manager.checkpoint_block_async(block_id=block_v1.id, actor=default_user) +# +# # 3) Update to "v3", checkpoint => seq=3 +# block_v3 = PydanticBlock(**block_v1.model_dump()) +# block_v3.value = "v3" +# await block_manager.create_or_update_block_async(block_v3, actor=default_user) +# await block_manager.checkpoint_block_async(block_id=block_v1.id, actor=default_user) +# +# # We now have three states in history: seq=1 (v1), seq=2 (v2), seq=3 (v3). +# +# # Undo from seq=3 -> seq=2 +# block_undo_1 = await block_manager.undo_checkpoint_block(block_v1.id, actor=default_user) +# assert block_undo_1.value == "v2" +# +# # Undo from seq=2 -> seq=1 +# block_undo_2 = await block_manager.undo_checkpoint_block(block_v1.id, actor=default_user) +# assert block_undo_2.value == "v1" +# +# # 4) Now we are at seq=1. If we checkpoint again, we should remove the old seq=2,3 +# # because the new code truncates future states beyond seq=1. +# +# # Let's do a new edit: "v1.5" +# block_v1_5 = PydanticBlock(**block_undo_2.model_dump()) +# block_v1_5.value = "v1.5" +# await block_manager.create_or_update_block_async(block_v1_5, actor=default_user) +# +# # 5) Checkpoint => new seq=2, removing the old seq=2 and seq=3 +# await block_manager.checkpoint_block_async(block_id=block_v1.id, actor=default_user) +# +# async with db_registry.async_session() as session: +# # Let's see which BlockHistory rows remain +# from sqlalchemy import select +# +# stmt = select(BlockHistory).filter(BlockHistory.block_id == block_v1.id).order_by(BlockHistory.sequence_number.asc()) +# result = await session.execute(stmt) +# history_entries = list(result.scalars().all()) +# +# # We expect two rows: seq=1 => "v1", seq=2 => "v1.5" +# assert len(history_entries) == 2, f"Expected 2 entries, got {len(history_entries)}" +# assert history_entries[0].sequence_number == 1 +# assert history_entries[0].value == "v1" +# assert history_entries[1].sequence_number == 2 +# assert history_entries[1].value == "v1.5" +# +# # No row should contain "v2" or "v3" +# existing_values = {h.value for h in history_entries} +# assert "v2" not in existing_values, "Old seq=2 should have been removed." +# assert "v3" not in existing_values, "Old seq=3 should have been removed." + + +@pytest.mark.asyncio +async def test_undo_no_history(server: SyncServer, default_user): + """ + If a block has never been checkpointed (no current_history_entry_id), + undo_checkpoint_block should raise a ValueError. + """ + block_manager = BlockManager() + + # Create a block but don't checkpoint it + block = await block_manager.create_or_update_block_async(PydanticBlock(label="no_history_test", value="initial"), actor=default_user) + + # Attempt to undo + with pytest.raises(ValueError, match="has no history entry - cannot undo"): + await block_manager.undo_checkpoint_block(block_id=block.id, actor=default_user) + + +@pytest.mark.asyncio +async def test_undo_first_checkpoint(server: SyncServer, default_user): + """ + If the block is at the first checkpoint (sequence_number=1), + undo should fail because there's no prior checkpoint. + """ + block_manager = BlockManager() + + # 1) Create the block + block_data = PydanticBlock(label="first_checkpoint", value="Version1") + block = await block_manager.create_or_update_block_async(block_data, actor=default_user) + + # 2) First checkpoint => seq=1 + await block_manager.checkpoint_block_async(block_id=block.id, actor=default_user) + + # Attempt undo -> expect ValueError + with pytest.raises(ValueError, match="Cannot undo further"): + await block_manager.undo_checkpoint_block(block_id=block.id, actor=default_user) + + +@pytest.mark.asyncio +async def test_undo_multiple_checkpoints(server: SyncServer, default_user): + """ + Tests multiple checkpoints in a row, then undo repeatedly + from seq=3 -> seq=2 -> seq=1, verifying each revert. + """ + block_manager = BlockManager() + + # Step 1: Create block + block_data = PydanticBlock(label="multi_checkpoint", value="v1") + block_v1 = await block_manager.create_or_update_block_async(block_data, actor=default_user) + # checkpoint => seq=1 + await block_manager.checkpoint_block_async(block_id=block_v1.id, actor=default_user) + + # Step 2: Update to v2, checkpoint => seq=2 + block_data_v2 = PydanticBlock(**block_v1.model_dump()) + block_data_v2.value = "v2" + await block_manager.create_or_update_block_async(block_data_v2, actor=default_user) + await block_manager.checkpoint_block_async(block_id=block_v1.id, actor=default_user) + + # Step 3: Update to v3, checkpoint => seq=3 + block_data_v3 = PydanticBlock(**block_v1.model_dump()) + block_data_v3.value = "v3" + await block_manager.create_or_update_block_async(block_data_v3, actor=default_user) + await block_manager.checkpoint_block_async(block_id=block_v1.id, actor=default_user) + + # Now we have 3 seq: v1, v2, v3 + # Undo from seq=3 -> seq=2 + undone_block = await block_manager.undo_checkpoint_block(block_v1.id, actor=default_user) + assert undone_block.value == "v2" + + # Undo from seq=2 -> seq=1 + undone_block = await block_manager.undo_checkpoint_block(block_v1.id, actor=default_user) + assert undone_block.value == "v1" + + # Try once more -> fails because seq=1 is the earliest + with pytest.raises(ValueError, match="Cannot undo further"): + await block_manager.undo_checkpoint_block(block_v1.id, actor=default_user) + + +@pytest.mark.asyncio +async def test_undo_concurrency_stale(server: SyncServer, default_user): + """ + Demonstrate concurrency: both sessions start with the block at seq=2, + one session undoes first -> block now seq=1, version increments, + the other session tries to undo with stale data -> StaleDataError. + """ + block_manager = BlockManager() + + # 1) create block + block_data = PydanticBlock(label="concurrency_undo", value="v1") + block_v1 = await block_manager.create_or_update_block_async(block_data, actor=default_user) + # checkpoint => seq=1 + await block_manager.checkpoint_block_async(block_v1.id, actor=default_user) + + # 2) update to v2 + block_data_v2 = PydanticBlock(**block_v1.model_dump()) + block_data_v2.value = "v2" + await block_manager.create_or_update_block_async(block_data_v2, actor=default_user) + # checkpoint => seq=2 + await block_manager.checkpoint_block_async(block_v1.id, actor=default_user) + + # Now block is at seq=2 + + # session1 preloads the block + async with db_registry.async_session() as s1: + block_s1 = await s1.get(Block, block_v1.id) # version=? let's say 2 in memory + + # session2 also preloads the block + async with db_registry.async_session() as s2: + block_s2 = await s2.get(Block, block_v1.id) # also version=2 + + # Session1 -> undo to seq=1 + await block_manager.undo_checkpoint_block( + block_id=block_v1.id, + actor=default_user, + use_preloaded_block=block_s1, # stale object from session1 + ) + # This commits first => block now points to seq=1, version increments + + # Session2 tries the same undo, but it's stale + with pytest.raises(StaleDataError): + await block_manager.undo_checkpoint_block( + block_id=block_v1.id, actor=default_user, use_preloaded_block=block_s2 + ) # also seq=2 in memory + + +# ====================================================================================================================== +# Block Manager Tests - Redo +# ====================================================================================================================== + + +@pytest.mark.asyncio +async def test_redo_checkpoint_block(server: SyncServer, default_user): + """ + 1) Create a block with value v1 -> checkpoint => seq=1 + 2) Update to v2 -> checkpoint => seq=2 + 3) Update to v3 -> checkpoint => seq=3 + 4) Undo once (seq=3 -> seq=2) + 5) Redo once (seq=2 -> seq=3) + """ + + block_manager = BlockManager() + + # 1) Create block, set value='v1'; checkpoint => seq=1 + block_v1 = await block_manager.create_or_update_block_async(PydanticBlock(label="redo_test", value="v1"), actor=default_user) + await block_manager.checkpoint_block_async(block_id=block_v1.id, actor=default_user) + + # 2) Update to 'v2'; checkpoint => seq=2 + block_v2 = PydanticBlock(**block_v1.model_dump()) + block_v2.value = "v2" + await block_manager.create_or_update_block_async(block_v2, actor=default_user) + await block_manager.checkpoint_block_async(block_id=block_v1.id, actor=default_user) + + # 3) Update to 'v3'; checkpoint => seq=3 + block_v3 = PydanticBlock(**block_v1.model_dump()) + block_v3.value = "v3" + await block_manager.create_or_update_block_async(block_v3, actor=default_user) + await block_manager.checkpoint_block_async(block_id=block_v1.id, actor=default_user) + + # Undo from seq=3 -> seq=2 + undone_block = await block_manager.undo_checkpoint_block(block_v1.id, actor=default_user) + assert undone_block.value == "v2", "After undo, block should revert to v2" + + # Redo from seq=2 -> seq=3 + redone_block = await block_manager.redo_checkpoint_block(block_v1.id, actor=default_user) + assert redone_block.value == "v3", "After redo, block should go back to v3" + + +@pytest.mark.asyncio +async def test_redo_no_history(server: SyncServer, default_user): + """ + If a block has no current_history_entry_id (never checkpointed), + then redo_checkpoint_block should raise ValueError. + """ + block_manager = BlockManager() + + # Create block with no checkpoint + block = await block_manager.create_or_update_block_async(PydanticBlock(label="redo_no_history", value="v0"), actor=default_user) + + # Attempt to redo => expect ValueError + with pytest.raises(ValueError, match="no history entry - cannot redo"): + await block_manager.redo_checkpoint_block(block.id, actor=default_user) + + +@pytest.mark.asyncio +async def test_redo_at_highest_checkpoint(server: SyncServer, default_user): + """ + If the block is at the maximum sequence number, there's no higher checkpoint to move to. + redo_checkpoint_block should raise ValueError. + """ + block_manager = BlockManager() + + # 1) Create block => checkpoint => seq=1 + b_init = await block_manager.create_or_update_block_async(PydanticBlock(label="redo_highest", value="v1"), actor=default_user) + await block_manager.checkpoint_block_async(b_init.id, actor=default_user) + + # 2) Another edit => seq=2 + b_next = PydanticBlock(**b_init.model_dump()) + b_next.value = "v2" + await block_manager.create_or_update_block_async(b_next, actor=default_user) + await block_manager.checkpoint_block_async(b_init.id, actor=default_user) + + # We are at seq=2, which is the highest checkpoint. + # Attempt redo => there's no seq=3 + with pytest.raises(ValueError, match="Cannot redo further"): + await block_manager.redo_checkpoint_block(b_init.id, actor=default_user) + + +@pytest.mark.asyncio +async def test_redo_after_multiple_undo(server: SyncServer, default_user): + """ + 1) Create and checkpoint versions: v1 -> seq=1, v2 -> seq=2, v3 -> seq=3, v4 -> seq=4 + 2) Undo thrice => from seq=4 to seq=1 + 3) Redo thrice => from seq=1 back to seq=4 + """ + block_manager = BlockManager() + + # Step 1: create initial block => seq=1 + b_init = await block_manager.create_or_update_block_async(PydanticBlock(label="redo_multi", value="v1"), actor=default_user) + await block_manager.checkpoint_block_async(b_init.id, actor=default_user) + + # seq=2 + b_v2 = PydanticBlock(**b_init.model_dump()) + b_v2.value = "v2" + await block_manager.create_or_update_block_async(b_v2, actor=default_user) + await block_manager.checkpoint_block_async(b_init.id, actor=default_user) + + # seq=3 + b_v3 = PydanticBlock(**b_init.model_dump()) + b_v3.value = "v3" + await block_manager.create_or_update_block_async(b_v3, actor=default_user) + await block_manager.checkpoint_block_async(b_init.id, actor=default_user) + + # seq=4 + b_v4 = PydanticBlock(**b_init.model_dump()) + b_v4.value = "v4" + await block_manager.create_or_update_block_async(b_v4, actor=default_user) + await block_manager.checkpoint_block_async(b_init.id, actor=default_user) + + # We have 4 checkpoints: v1...v4. Current is seq=4. + + # 2) Undo thrice => from seq=4 -> seq=1 + for expected_value in ["v3", "v2", "v1"]: + undone_block = await block_manager.undo_checkpoint_block(b_init.id, actor=default_user) + assert undone_block.value == expected_value, f"Undo should get us back to {expected_value}" + + # 3) Redo thrice => from seq=1 -> seq=4 + for expected_value in ["v2", "v3", "v4"]: + redone_block = await block_manager.redo_checkpoint_block(b_init.id, actor=default_user) + assert redone_block.value == expected_value, f"Redo should get us forward to {expected_value}" + + +@pytest.mark.asyncio +async def test_redo_concurrency_stale(server: SyncServer, default_user): + block_manager = BlockManager() + + # 1) Create block => checkpoint => seq=1 + block = await block_manager.create_or_update_block_async(PydanticBlock(label="redo_concurrency", value="v1"), actor=default_user) + await block_manager.checkpoint_block_async(block.id, actor=default_user) + + # 2) Another edit => checkpoint => seq=2 + block_v2 = PydanticBlock(**block.model_dump()) + block_v2.value = "v2" + await block_manager.create_or_update_block_async(block_v2, actor=default_user) + await block_manager.checkpoint_block_async(block.id, actor=default_user) + + # 3) Another edit => checkpoint => seq=3 + block_v3 = PydanticBlock(**block.model_dump()) + block_v3.value = "v3" + await block_manager.create_or_update_block_async(block_v3, actor=default_user) + await block_manager.checkpoint_block_async(block.id, actor=default_user) + # Now the block is at seq=3 in the DB + + # 4) Undo from seq=3 -> seq=2 so that we have a known future state at seq=3 + undone_block = await block_manager.undo_checkpoint_block(block.id, actor=default_user) + assert undone_block.value == "v2" + + # At this point the block is physically at seq=2 in DB, + # but there's a valid row for seq=3 in block_history (the 'v3' state). + + # 5) Simulate concurrency: two sessions each read the block at seq=2 + async with db_registry.async_session() as s1: + block_s1 = await s1.get(Block, block.id) + async with db_registry.async_session() as s2: + block_s2 = await s2.get(Block, block.id) + + # 6) Session1 redoes to seq=3 first -> success + await block_manager.redo_checkpoint_block(block_id=block.id, actor=default_user, use_preloaded_block=block_s1) + # commits => block is now seq=3 in DB, version increments + + # 7) Session2 tries to do the same from stale version + # => we expect StaleDataError, because the second session is using + # an out-of-date version of the block + with pytest.raises(StaleDataError): + await block_manager.redo_checkpoint_block(block_id=block.id, actor=default_user, use_preloaded_block=block_s2) diff --git a/tests/managers/test_file_manager.py b/tests/managers/test_file_manager.py new file mode 100644 index 00000000..7a1284b8 --- /dev/null +++ b/tests/managers/test_file_manager.py @@ -0,0 +1,1268 @@ +import asyncio +import json +import logging +import os +import random +import re +import string +import time +import uuid +from datetime import datetime, timedelta, timezone +from typing import List +from unittest.mock import AsyncMock, Mock, patch + +import pytest +from _pytest.python_api import approx +from anthropic.types.beta import BetaMessage +from anthropic.types.beta.messages import BetaMessageBatchIndividualResponse, BetaMessageBatchSucceededResult + +# Import shared fixtures and constants from conftest +from conftest import ( + CREATE_DELAY_SQLITE, + DEFAULT_EMBEDDING_CONFIG, + USING_SQLITE, +) +from openai.types.chat.chat_completion_message_tool_call import ChatCompletionMessageToolCall as OpenAIToolCall, Function as OpenAIFunction +from sqlalchemy import func, select +from sqlalchemy.exc import IntegrityError, InvalidRequestError +from sqlalchemy.orm.exc import StaleDataError + +from letta.config import LettaConfig +from letta.constants import ( + BASE_MEMORY_TOOLS, + BASE_SLEEPTIME_TOOLS, + BASE_TOOLS, + BASE_VOICE_SLEEPTIME_CHAT_TOOLS, + BASE_VOICE_SLEEPTIME_TOOLS, + BUILTIN_TOOLS, + DEFAULT_ORG_ID, + DEFAULT_ORG_NAME, + FILES_TOOLS, + LETTA_TOOL_EXECUTION_DIR, + LETTA_TOOL_SET, + LOCAL_ONLY_MULTI_AGENT_TOOLS, + MCP_TOOL_TAG_NAME_PREFIX, + MULTI_AGENT_TOOLS, +) +from letta.data_sources.redis_client import NoopAsyncRedisClient, get_redis_client +from letta.errors import LettaAgentNotFoundError +from letta.functions.functions import derive_openai_json_schema, parse_source_code +from letta.functions.mcp_client.types import MCPTool +from letta.helpers import ToolRulesSolver +from letta.helpers.datetime_helpers import AsyncTimer +from letta.jobs.types import ItemUpdateInfo, RequestStatusUpdateInfo, StepStatusUpdateInfo +from letta.orm import Base, Block +from letta.orm.block_history import BlockHistory +from letta.orm.errors import NoResultFound, UniqueConstraintViolationError +from letta.orm.file import FileContent as FileContentModel, FileMetadata as FileMetadataModel +from letta.schemas.agent import CreateAgent, UpdateAgent +from letta.schemas.block import Block as PydanticBlock, BlockUpdate, CreateBlock +from letta.schemas.embedding_config import EmbeddingConfig +from letta.schemas.enums import ( + ActorType, + AgentStepStatus, + FileProcessingStatus, + JobStatus, + JobType, + MessageRole, + ProviderType, + SandboxType, + StepStatus, + TagMatchMode, + ToolType, + VectorDBProvider, +) +from letta.schemas.environment_variables import SandboxEnvironmentVariableCreate, SandboxEnvironmentVariableUpdate +from letta.schemas.file import FileMetadata, FileMetadata as PydanticFileMetadata +from letta.schemas.identity import IdentityCreate, IdentityProperty, IdentityPropertyType, IdentityType, IdentityUpdate, IdentityUpsert +from letta.schemas.job import BatchJob, Job, Job as PydanticJob, JobUpdate, LettaRequestConfig +from letta.schemas.letta_message import UpdateAssistantMessage, UpdateReasoningMessage, UpdateSystemMessage, UpdateUserMessage +from letta.schemas.letta_message_content import TextContent +from letta.schemas.letta_stop_reason import LettaStopReason, StopReasonType +from letta.schemas.llm_batch_job import AgentStepState, LLMBatchItem +from letta.schemas.llm_config import LLMConfig +from letta.schemas.message import Message as PydanticMessage, MessageCreate, MessageUpdate +from letta.schemas.openai.chat_completion_response import UsageStatistics +from letta.schemas.organization import Organization, Organization as PydanticOrganization, OrganizationUpdate +from letta.schemas.passage import Passage as PydanticPassage +from letta.schemas.pip_requirement import PipRequirement +from letta.schemas.run import Run as PydanticRun +from letta.schemas.sandbox_config import E2BSandboxConfig, LocalSandboxConfig, SandboxConfigCreate, SandboxConfigUpdate +from letta.schemas.source import Source as PydanticSource, SourceUpdate +from letta.schemas.tool import Tool as PydanticTool, ToolCreate, ToolUpdate +from letta.schemas.tool_rule import InitToolRule +from letta.schemas.user import User as PydanticUser, UserUpdate +from letta.server.db import db_registry +from letta.server.server import SyncServer +from letta.services.block_manager import BlockManager +from letta.services.helpers.agent_manager_helper import calculate_base_tools, calculate_multi_agent_tools, validate_agent_exists_async +from letta.services.step_manager import FeedbackType +from letta.settings import settings, tool_settings +from letta.utils import calculate_file_defaults_based_on_context_window +from tests.helpers.utils import comprehensive_agent_checks, validate_context_window_overview +from tests.utils import random_string + +# ====================================================================================================================== +# FileAgent Tests +# ====================================================================================================================== + + +@pytest.mark.asyncio +async def test_attach_creates_association(server, default_user, sarah_agent, default_file): + assoc, closed_files = await server.file_agent_manager.attach_file( + agent_id=sarah_agent.id, + file_id=default_file.id, + file_name=default_file.file_name, + source_id=default_file.source_id, + actor=default_user, + visible_content="hello", + max_files_open=sarah_agent.max_files_open, + ) + + assert assoc.file_id == default_file.id + assert assoc.is_open is True + assert assoc.visible_content == "hello" + + sarah_agent = await server.agent_manager.get_agent_by_id_async(agent_id=sarah_agent.id, actor=default_user) + file_blocks = sarah_agent.memory.file_blocks + assert len(file_blocks) == 1 + assert file_blocks[0].value == assoc.visible_content + assert file_blocks[0].label == default_file.file_name + + +async def test_attach_is_idempotent(server, default_user, sarah_agent, default_file): + a1, closed_files = await server.file_agent_manager.attach_file( + agent_id=sarah_agent.id, + file_id=default_file.id, + file_name=default_file.file_name, + source_id=default_file.source_id, + actor=default_user, + visible_content="first", + max_files_open=sarah_agent.max_files_open, + ) + + # second attach with different params + a2, closed_files = await server.file_agent_manager.attach_file( + agent_id=sarah_agent.id, + file_id=default_file.id, + file_name=default_file.file_name, + source_id=default_file.source_id, + actor=default_user, + is_open=False, + visible_content="second", + max_files_open=sarah_agent.max_files_open, + ) + + assert a1.id == a2.id + assert a2.is_open is False + assert a2.visible_content == "second" + + sarah_agent = await server.agent_manager.get_agent_by_id_async(agent_id=sarah_agent.id, actor=default_user) + file_blocks = sarah_agent.memory.file_blocks + assert len(file_blocks) == 1 + assert file_blocks[0].value == "" # not open + assert file_blocks[0].label == default_file.file_name + + +async def test_update_file_agent(server, file_attachment, default_user): + updated = await server.file_agent_manager.update_file_agent_by_id( + agent_id=file_attachment.agent_id, + file_id=file_attachment.file_id, + actor=default_user, + is_open=False, + visible_content="updated", + ) + assert updated.is_open is False + assert updated.visible_content == "updated" + + +async def test_update_file_agent_by_file_name(server, file_attachment, default_user): + updated = await server.file_agent_manager.update_file_agent_by_name( + agent_id=file_attachment.agent_id, + file_name=file_attachment.file_name, + actor=default_user, + is_open=False, + visible_content="updated", + ) + assert updated.is_open is False + assert updated.visible_content == "updated" + assert updated.start_line is None # start_line should default to None + assert updated.end_line is None # end_line should default to None + + +@pytest.mark.asyncio +async def test_file_agent_line_tracking(server, default_user, sarah_agent, default_source): + """Test that line information is captured when opening files with line ranges""" + from letta.schemas.file import FileMetadata as PydanticFileMetadata + + # Create a test file with multiple lines + test_content = "line 1\nline 2\nline 3\nline 4\nline 5" + file_metadata = PydanticFileMetadata( + file_name="test_lines.txt", + organization_id=default_user.organization_id, + source_id=default_source.id, + ) + file = await server.file_manager.create_file(file_metadata=file_metadata, actor=default_user, text=test_content) + + # Test opening with line range using enforce_max_open_files_and_open + closed_files, was_already_open, previous_ranges = await server.file_agent_manager.enforce_max_open_files_and_open( + agent_id=sarah_agent.id, + file_id=file.id, + file_name=file.file_name, + source_id=file.source_id, + actor=default_user, + visible_content="2: line 2\n3: line 3", + max_files_open=sarah_agent.max_files_open, + start_line=2, # 1-indexed + end_line=4, # exclusive + ) + + # Retrieve and verify line tracking + retrieved = await server.file_agent_manager.get_file_agent_by_id( + agent_id=sarah_agent.id, + file_id=file.id, + actor=default_user, + ) + + assert retrieved.start_line == 2 + assert retrieved.end_line == 4 + assert previous_ranges == {} # No previous range since it wasn't open before + + # Test opening without line range - should clear line info and capture previous range + closed_files, was_already_open, previous_ranges = await server.file_agent_manager.enforce_max_open_files_and_open( + agent_id=sarah_agent.id, + file_id=file.id, + file_name=file.file_name, + source_id=file.source_id, + actor=default_user, + visible_content="full file content", + max_files_open=sarah_agent.max_files_open, + start_line=None, + end_line=None, + ) + + # Retrieve and verify line info is cleared + retrieved = await server.file_agent_manager.get_file_agent_by_id( + agent_id=sarah_agent.id, + file_id=file.id, + actor=default_user, + ) + + assert retrieved.start_line is None + assert retrieved.end_line is None + assert previous_ranges == {file.file_name: (2, 4)} # Should capture the previous range + + +async def test_mark_access(server, file_attachment, default_user): + old_ts = file_attachment.last_accessed_at + if USING_SQLITE: + time.sleep(CREATE_DELAY_SQLITE) + else: + await asyncio.sleep(0.01) + + await server.file_agent_manager.mark_access( + agent_id=file_attachment.agent_id, + file_id=file_attachment.file_id, + actor=default_user, + ) + refreshed = await server.file_agent_manager.get_file_agent_by_id( + agent_id=file_attachment.agent_id, + file_id=file_attachment.file_id, + actor=default_user, + ) + assert refreshed.last_accessed_at > old_ts + + +async def test_list_files_and_agents( + server, + default_user, + sarah_agent, + charles_agent, + default_file, + another_file, +): + # default_file ↔ charles (open) + await server.file_agent_manager.attach_file( + agent_id=charles_agent.id, + file_id=default_file.id, + file_name=default_file.file_name, + source_id=default_file.source_id, + actor=default_user, + max_files_open=charles_agent.max_files_open, + ) + # default_file ↔ sarah (open) + await server.file_agent_manager.attach_file( + agent_id=sarah_agent.id, + file_id=default_file.id, + file_name=default_file.file_name, + source_id=default_file.source_id, + actor=default_user, + max_files_open=sarah_agent.max_files_open, + ) + # another_file ↔ sarah (closed) + await server.file_agent_manager.attach_file( + agent_id=sarah_agent.id, + file_id=another_file.id, + file_name=another_file.file_name, + source_id=another_file.source_id, + actor=default_user, + is_open=False, + max_files_open=sarah_agent.max_files_open, + ) + + files_for_sarah = await server.file_agent_manager.list_files_for_agent( + sarah_agent.id, per_file_view_window_char_limit=sarah_agent.per_file_view_window_char_limit, actor=default_user + ) + assert {f.file_id for f in files_for_sarah} == {default_file.id, another_file.id} + + open_only = await server.file_agent_manager.list_files_for_agent( + sarah_agent.id, per_file_view_window_char_limit=sarah_agent.per_file_view_window_char_limit, actor=default_user, is_open_only=True + ) + assert {f.file_id for f in open_only} == {default_file.id} + + agents_for_default = await server.file_agent_manager.list_agents_for_file(default_file.id, actor=default_user) + assert {a.agent_id for a in agents_for_default} == {sarah_agent.id, charles_agent.id} + + sarah_agent = await server.agent_manager.get_agent_by_id_async(agent_id=sarah_agent.id, actor=default_user) + file_blocks = sarah_agent.memory.file_blocks + assert len(file_blocks) == 2 + charles_agent = await server.agent_manager.get_agent_by_id_async(agent_id=charles_agent.id, actor=default_user) + file_blocks = charles_agent.memory.file_blocks + assert len(file_blocks) == 1 + assert file_blocks[0].value == "" + assert file_blocks[0].label == default_file.file_name + + +@pytest.mark.asyncio +async def test_list_files_for_agent_paginated_basic( + server, + default_user, + sarah_agent, + default_source, +): + """Test basic pagination functionality.""" + # create 5 files and attach them to sarah + for i in range(5): + file_metadata = PydanticFileMetadata( + file_name=f"paginated_file_{i}.txt", + source_id=default_source.id, + organization_id=default_user.organization_id, + ) + file = await server.file_manager.create_file(file_metadata, actor=default_user) + await server.file_agent_manager.attach_file( + agent_id=sarah_agent.id, + file_id=file.id, + file_name=file.file_name, + source_id=file.source_id, + actor=default_user, + max_files_open=sarah_agent.max_files_open, + ) + + # get first page + page1, cursor1, has_more1 = await server.file_agent_manager.list_files_for_agent_paginated( + agent_id=sarah_agent.id, + actor=default_user, + limit=3, + ) + assert len(page1) == 3 + assert has_more1 is True + assert cursor1 is not None + + # get second page using cursor + page2, cursor2, has_more2 = await server.file_agent_manager.list_files_for_agent_paginated( + agent_id=sarah_agent.id, + actor=default_user, + cursor=cursor1, + limit=3, + ) + assert len(page2) == 2 # only 2 files left (5 total - 3 already fetched) + assert has_more2 is False + assert cursor2 is not None + + # verify no overlap between pages + page1_ids = {fa.id for fa in page1} + page2_ids = {fa.id for fa in page2} + assert page1_ids.isdisjoint(page2_ids) + + +@pytest.mark.asyncio +async def test_list_files_for_agent_paginated_filter_open( + server, + default_user, + sarah_agent, + default_source, +): + """Test pagination with is_open=True filter.""" + # create files: 3 open, 2 closed + for i in range(5): + file_metadata = PydanticFileMetadata( + file_name=f"filter_file_{i}.txt", + source_id=default_source.id, + organization_id=default_user.organization_id, + ) + file = await server.file_manager.create_file(file_metadata, actor=default_user) + await server.file_agent_manager.attach_file( + agent_id=sarah_agent.id, + file_id=file.id, + file_name=file.file_name, + source_id=file.source_id, + actor=default_user, + is_open=(i < 3), # first 3 are open + max_files_open=sarah_agent.max_files_open, + ) + + # get only open files + open_files, cursor, has_more = await server.file_agent_manager.list_files_for_agent_paginated( + agent_id=sarah_agent.id, + actor=default_user, + is_open=True, + limit=10, + ) + assert len(open_files) == 3 + assert has_more is False + assert all(fa.is_open for fa in open_files) + + +@pytest.mark.asyncio +async def test_list_files_for_agent_paginated_filter_closed( + server, + default_user, + sarah_agent, + default_source, +): + """Test pagination with is_open=False filter.""" + # create files: 2 open, 4 closed + for i in range(6): + file_metadata = PydanticFileMetadata( + file_name=f"closed_file_{i}.txt", + source_id=default_source.id, + organization_id=default_user.organization_id, + ) + file = await server.file_manager.create_file(file_metadata, actor=default_user) + await server.file_agent_manager.attach_file( + agent_id=sarah_agent.id, + file_id=file.id, + file_name=file.file_name, + source_id=file.source_id, + actor=default_user, + is_open=(i < 2), # first 2 are open, rest are closed + max_files_open=sarah_agent.max_files_open, + ) + + # paginate through closed files + page1, cursor1, has_more1 = await server.file_agent_manager.list_files_for_agent_paginated( + agent_id=sarah_agent.id, + actor=default_user, + is_open=False, + limit=2, + ) + assert len(page1) == 2 + assert has_more1 is True + assert all(not fa.is_open for fa in page1) + + # get second page of closed files + page2, cursor2, has_more2 = await server.file_agent_manager.list_files_for_agent_paginated( + agent_id=sarah_agent.id, + actor=default_user, + is_open=False, + cursor=cursor1, + limit=3, + ) + assert len(page2) == 2 # only 2 closed files left + assert has_more2 is False + assert all(not fa.is_open for fa in page2) + + +@pytest.mark.asyncio +async def test_list_files_for_agent_paginated_empty( + server, + default_user, + charles_agent, +): + """Test pagination with agent that has no files.""" + # charles_agent has no files attached in this test + result, cursor, has_more = await server.file_agent_manager.list_files_for_agent_paginated( + agent_id=charles_agent.id, + actor=default_user, + limit=10, + ) + assert len(result) == 0 + assert cursor is None + assert has_more is False + + +@pytest.mark.asyncio +async def test_list_files_for_agent_paginated_large_limit( + server, + default_user, + sarah_agent, + default_source, +): + """Test that large limit returns all files without pagination.""" + # create 3 files + for i in range(3): + file_metadata = PydanticFileMetadata( + file_name=f"all_files_{i}.txt", + source_id=default_source.id, + organization_id=default_user.organization_id, + ) + file = await server.file_manager.create_file(file_metadata, actor=default_user) + await server.file_agent_manager.attach_file( + agent_id=sarah_agent.id, + file_id=file.id, + file_name=file.file_name, + source_id=file.source_id, + actor=default_user, + max_files_open=sarah_agent.max_files_open, + ) + + # request with large limit + all_files, cursor, has_more = await server.file_agent_manager.list_files_for_agent_paginated( + agent_id=sarah_agent.id, + actor=default_user, + limit=100, + ) + assert len(all_files) == 3 + assert has_more is False + assert cursor is not None # cursor is still set to last item + + +@pytest.mark.asyncio +async def test_detach_file(server, file_attachment, default_user): + await server.file_agent_manager.detach_file( + agent_id=file_attachment.agent_id, + file_id=file_attachment.file_id, + actor=default_user, + ) + res = await server.file_agent_manager.get_file_agent_by_id( + agent_id=file_attachment.agent_id, + file_id=file_attachment.file_id, + actor=default_user, + ) + assert res is None + + +async def test_detach_file_bulk( + server, + default_user, + sarah_agent, + charles_agent, + default_source, +): + """Test bulk deletion of multiple agent-file associations.""" + # Create multiple files + files = [] + for i in range(3): + file_metadata = PydanticFileMetadata( + file_name=f"test_file_{i}.txt", + source_id=default_source.id, + organization_id=default_user.organization_id, + ) + file = await server.file_manager.create_file(file_metadata, actor=default_user) + files.append(file) + + # Attach all files to both agents + for file in files: + await server.file_agent_manager.attach_file( + agent_id=sarah_agent.id, + file_id=file.id, + file_name=file.file_name, + source_id=file.source_id, + actor=default_user, + max_files_open=sarah_agent.max_files_open, + ) + await server.file_agent_manager.attach_file( + agent_id=charles_agent.id, + file_id=file.id, + file_name=file.file_name, + source_id=file.source_id, + actor=default_user, + max_files_open=charles_agent.max_files_open, + ) + + # Verify all files are attached to both agents + sarah_files = await server.file_agent_manager.list_files_for_agent( + sarah_agent.id, per_file_view_window_char_limit=sarah_agent.per_file_view_window_char_limit, actor=default_user + ) + charles_files = await server.file_agent_manager.list_files_for_agent( + charles_agent.id, per_file_view_window_char_limit=charles_agent.per_file_view_window_char_limit, actor=default_user + ) + assert len(sarah_files) == 3 + assert len(charles_files) == 3 + + # Test 1: Bulk delete specific files from specific agents + agent_file_pairs = [ + (sarah_agent.id, files[0].id), # Remove file 0 from sarah + (sarah_agent.id, files[1].id), # Remove file 1 from sarah + (charles_agent.id, files[1].id), # Remove file 1 from charles + ] + + deleted_count = await server.file_agent_manager.detach_file_bulk(agent_file_pairs=agent_file_pairs, actor=default_user) + assert deleted_count == 3 + + # Verify the correct files were deleted + sarah_files = await server.file_agent_manager.list_files_for_agent( + sarah_agent.id, per_file_view_window_char_limit=sarah_agent.per_file_view_window_char_limit, actor=default_user + ) + charles_files = await server.file_agent_manager.list_files_for_agent( + charles_agent.id, per_file_view_window_char_limit=charles_agent.per_file_view_window_char_limit, actor=default_user + ) + + # Sarah should only have file 2 left + assert len(sarah_files) == 1 + assert sarah_files[0].file_id == files[2].id + + # Charles should have files 0 and 2 left + assert len(charles_files) == 2 + charles_file_ids = {f.file_id for f in charles_files} + assert charles_file_ids == {files[0].id, files[2].id} + + # Test 2: Empty list should return 0 and not fail + deleted_count = await server.file_agent_manager.detach_file_bulk(agent_file_pairs=[], actor=default_user) + assert deleted_count == 0 + + # Test 3: Attempting to delete already deleted associations should return 0 + agent_file_pairs = [ + (sarah_agent.id, files[0].id), # Already deleted + (sarah_agent.id, files[1].id), # Already deleted + ] + deleted_count = await server.file_agent_manager.detach_file_bulk(agent_file_pairs=agent_file_pairs, actor=default_user) + assert deleted_count == 0 + + +async def test_org_scoping( + server, + default_user, + other_user_different_org, + sarah_agent, + default_file, +): + # attach as default_user + await server.file_agent_manager.attach_file( + agent_id=sarah_agent.id, + file_id=default_file.id, + file_name=default_file.file_name, + source_id=default_file.source_id, + actor=default_user, + max_files_open=sarah_agent.max_files_open, + ) + + # other org should see nothing + files = await server.file_agent_manager.list_files_for_agent( + sarah_agent.id, per_file_view_window_char_limit=sarah_agent.per_file_view_window_char_limit, actor=other_user_different_org + ) + assert files == [] + + +# ====================================================================================================================== +# LRU File Management Tests +# ====================================================================================================================== + + +async def test_mark_access_bulk(server, default_user, sarah_agent, default_source): + """Test that mark_access_bulk updates last_accessed_at for multiple files.""" + import time + + # Create multiple files and attach them + files = [] + for i in range(3): + file_metadata = PydanticFileMetadata( + file_name=f"test_file_{i}.txt", + organization_id=default_user.organization_id, + source_id=default_source.id, + ) + file = await server.file_manager.create_file(file_metadata=file_metadata, actor=default_user, text=f"test content {i}") + files.append(file) + + # Attach all files (they'll be open by default) + attached_files = [] + for file in files: + file_agent, closed_files = await server.file_agent_manager.attach_file( + agent_id=sarah_agent.id, + file_id=file.id, + file_name=file.file_name, + source_id=file.source_id, + actor=default_user, + visible_content=f"content for {file.file_name}", + max_files_open=sarah_agent.max_files_open, + ) + attached_files.append(file_agent) + + # Get initial timestamps + initial_times = {} + for file_agent in attached_files: + fa = await server.file_agent_manager.get_file_agent_by_id(agent_id=sarah_agent.id, file_id=file_agent.file_id, actor=default_user) + initial_times[fa.file_name] = fa.last_accessed_at + + # Wait a moment to ensure timestamp difference + time.sleep(1.1) + + # Use mark_access_bulk on subset of files + file_names_to_mark = [files[0].file_name, files[2].file_name] + await server.file_agent_manager.mark_access_bulk(agent_id=sarah_agent.id, file_names=file_names_to_mark, actor=default_user) + + # Check that only marked files have updated timestamps + for i, file in enumerate(files): + fa = await server.file_agent_manager.get_file_agent_by_id(agent_id=sarah_agent.id, file_id=file.id, actor=default_user) + + if file.file_name in file_names_to_mark: + assert fa.last_accessed_at > initial_times[file.file_name], f"File {file.file_name} should have updated timestamp" + else: + assert fa.last_accessed_at == initial_times[file.file_name], f"File {file.file_name} should not have updated timestamp" + + +async def test_lru_eviction_on_attach(server, default_user, sarah_agent, default_source): + """Test that attaching files beyond max_files_open triggers LRU eviction.""" + import time + + # Use the agent's configured max_files_open + max_files_open = sarah_agent.max_files_open + + # Create more files than the limit + files = [] + for i in range(max_files_open + 2): # e.g., 7 files for max_files_open=5 + file_metadata = PydanticFileMetadata( + file_name=f"lru_test_file_{i}.txt", + organization_id=default_user.organization_id, + source_id=default_source.id, + ) + file = await server.file_manager.create_file(file_metadata=file_metadata, actor=default_user, text=f"test content {i}") + files.append(file) + + # Attach files one by one with small delays to ensure different timestamps + attached_files = [] + all_closed_files = [] + + for i, file in enumerate(files): + if i > 0: + time.sleep(0.1) # Small delay to ensure different timestamps + + file_agent, closed_files = await server.file_agent_manager.attach_file( + agent_id=sarah_agent.id, + file_id=file.id, + file_name=file.file_name, + source_id=file.source_id, + actor=default_user, + visible_content=f"content for {file.file_name}", + max_files_open=sarah_agent.max_files_open, + ) + attached_files.append(file_agent) + all_closed_files.extend(closed_files) + + # Check that we never exceed max_files_open + open_files = await server.file_agent_manager.list_files_for_agent( + sarah_agent.id, + per_file_view_window_char_limit=sarah_agent.per_file_view_window_char_limit, + actor=default_user, + is_open_only=True, + ) + assert len(open_files) <= max_files_open, f"Should never exceed {max_files_open} open files" + + # Should have closed exactly 2 files (e.g., 7 - 5 = 2 for max_files_open=5) + expected_closed_count = len(files) - max_files_open + assert len(all_closed_files) == expected_closed_count, ( + f"Should have closed {expected_closed_count} files, but closed: {all_closed_files}" + ) + + # Check that the oldest files were closed (first N files attached) + expected_closed = [files[i].file_name for i in range(expected_closed_count)] + assert set(all_closed_files) == set(expected_closed), f"Wrong files closed. Expected {expected_closed}, got {all_closed_files}" + + # Check that exactly max_files_open files are open + open_files = await server.file_agent_manager.list_files_for_agent( + sarah_agent.id, per_file_view_window_char_limit=sarah_agent.per_file_view_window_char_limit, actor=default_user, is_open_only=True + ) + assert len(open_files) == max_files_open + + # Check that the most recently attached files are still open + open_file_names = {f.file_name for f in open_files} + expected_open = {files[i].file_name for i in range(expected_closed_count, len(files))} # last max_files_open files + assert open_file_names == expected_open + + +async def test_lru_eviction_on_open_file(server, default_user, sarah_agent, default_source): + """Test that opening a file beyond max_files_open triggers LRU eviction.""" + import time + + max_files_open = sarah_agent.max_files_open + + # Create files equal to the limit + files = [] + for i in range(max_files_open + 1): # 6 files for max_files_open=5 + file_metadata = PydanticFileMetadata( + file_name=f"open_test_file_{i}.txt", + organization_id=default_user.organization_id, + source_id=default_source.id, + ) + file = await server.file_manager.create_file(file_metadata=file_metadata, actor=default_user, text=f"test content {i}") + files.append(file) + + # Attach first max_files_open files + for i in range(max_files_open): + time.sleep(0.1) # Small delay for different timestamps + await server.file_agent_manager.attach_file( + agent_id=sarah_agent.id, + file_id=files[i].id, + file_name=files[i].file_name, + source_id=files[i].source_id, + actor=default_user, + visible_content=f"content for {files[i].file_name}", + max_files_open=sarah_agent.max_files_open, + ) + + # Attach the last file as closed + await server.file_agent_manager.attach_file( + agent_id=sarah_agent.id, + file_id=files[-1].id, + file_name=files[-1].file_name, + source_id=files[-1].source_id, + actor=default_user, + is_open=False, + visible_content=f"content for {files[-1].file_name}", + max_files_open=sarah_agent.max_files_open, + ) + + # All files should be attached but only max_files_open should be open + all_files = await server.file_agent_manager.list_files_for_agent( + sarah_agent.id, per_file_view_window_char_limit=sarah_agent.per_file_view_window_char_limit, actor=default_user + ) + open_files = await server.file_agent_manager.list_files_for_agent( + sarah_agent.id, per_file_view_window_char_limit=sarah_agent.per_file_view_window_char_limit, actor=default_user, is_open_only=True + ) + assert len(all_files) == max_files_open + 1 + assert len(open_files) == max_files_open + + # Wait a moment + time.sleep(0.1) + + # Now "open" the last file using the efficient method + closed_files, was_already_open, _ = await server.file_agent_manager.enforce_max_open_files_and_open( + agent_id=sarah_agent.id, + file_id=files[-1].id, + file_name=files[-1].file_name, + source_id=files[-1].source_id, + actor=default_user, + visible_content="updated content", + max_files_open=sarah_agent.max_files_open, + ) + + # Should have closed 1 file (the oldest one) + assert len(closed_files) == 1, f"Should have closed 1 file, got: {closed_files}" + assert closed_files[0] == files[0].file_name, f"Should have closed oldest file {files[0].file_name}" + + # Check that exactly max_files_open files are still open + open_files = await server.file_agent_manager.list_files_for_agent( + sarah_agent.id, per_file_view_window_char_limit=sarah_agent.per_file_view_window_char_limit, actor=default_user, is_open_only=True + ) + assert len(open_files) == max_files_open + + # Check that the newly opened file is open and the oldest is closed + last_file_agent = await server.file_agent_manager.get_file_agent_by_id( + agent_id=sarah_agent.id, file_id=files[-1].id, actor=default_user + ) + first_file_agent = await server.file_agent_manager.get_file_agent_by_id( + agent_id=sarah_agent.id, file_id=files[0].id, actor=default_user + ) + + assert last_file_agent.is_open is True, "Last file should be open" + assert first_file_agent.is_open is False, "First file should be closed" + + +async def test_lru_no_eviction_when_reopening_same_file(server, default_user, sarah_agent, default_source): + """Test that reopening an already open file doesn't trigger unnecessary eviction.""" + import time + + max_files_open = sarah_agent.max_files_open + + # Create files equal to the limit + files = [] + for i in range(max_files_open): + file_metadata = PydanticFileMetadata( + file_name=f"reopen_test_file_{i}.txt", + organization_id=default_user.organization_id, + source_id=default_source.id, + ) + file = await server.file_manager.create_file(file_metadata=file_metadata, actor=default_user, text=f"test content {i}") + files.append(file) + + # Attach all files (they'll be open) + for i, file in enumerate(files): + time.sleep(0.1) # Small delay for different timestamps + await server.file_agent_manager.attach_file( + agent_id=sarah_agent.id, + file_id=file.id, + file_name=file.file_name, + source_id=file.source_id, + actor=default_user, + visible_content=f"content for {file.file_name}", + max_files_open=sarah_agent.max_files_open, + ) + + # All files should be open + open_files = await server.file_agent_manager.list_files_for_agent( + sarah_agent.id, per_file_view_window_char_limit=sarah_agent.per_file_view_window_char_limit, actor=default_user, is_open_only=True + ) + assert len(open_files) == max_files_open + initial_open_names = {f.file_name for f in open_files} + + # Wait a moment + time.sleep(0.1) + + # "Reopen" the last file (which is already open) + closed_files, was_already_open, _ = await server.file_agent_manager.enforce_max_open_files_and_open( + agent_id=sarah_agent.id, + file_id=files[-1].id, + file_name=files[-1].file_name, + source_id=files[-1].source_id, + actor=default_user, + visible_content="updated content", + max_files_open=sarah_agent.max_files_open, + ) + + # Should not have closed any files since we're within the limit + assert len(closed_files) == 0, f"Should not have closed any files when reopening, got: {closed_files}" + assert was_already_open is True, "File should have been detected as already open" + + # All the same files should still be open + open_files = await server.file_agent_manager.list_files_for_agent( + sarah_agent.id, per_file_view_window_char_limit=sarah_agent.per_file_view_window_char_limit, actor=default_user, is_open_only=True + ) + assert len(open_files) == max_files_open + final_open_names = {f.file_name for f in open_files} + assert initial_open_names == final_open_names, "Same files should remain open" + + +async def test_last_accessed_at_updates_correctly(server, default_user, sarah_agent, default_source): + """Test that last_accessed_at is updated in the correct scenarios.""" + import time + + # Create and attach a file + file_metadata = PydanticFileMetadata( + file_name="timestamp_test.txt", + organization_id=default_user.organization_id, + source_id=default_source.id, + ) + file = await server.file_manager.create_file(file_metadata=file_metadata, actor=default_user, text="test content") + + file_agent, closed_files = await server.file_agent_manager.attach_file( + agent_id=sarah_agent.id, + file_id=file.id, + file_name=file.file_name, + source_id=file.source_id, + actor=default_user, + visible_content="initial content", + max_files_open=sarah_agent.max_files_open, + ) + + initial_time = file_agent.last_accessed_at + time.sleep(1.1) + + # Test update_file_agent_by_id updates timestamp + updated_agent = await server.file_agent_manager.update_file_agent_by_id( + agent_id=sarah_agent.id, file_id=file.id, actor=default_user, visible_content="updated content" + ) + assert updated_agent.last_accessed_at > initial_time, "update_file_agent_by_id should update timestamp" + + time.sleep(1.1) + prev_time = updated_agent.last_accessed_at + + # Test update_file_agent_by_name updates timestamp + updated_agent2 = await server.file_agent_manager.update_file_agent_by_name( + agent_id=sarah_agent.id, file_name=file.file_name, actor=default_user, is_open=False + ) + assert updated_agent2.last_accessed_at > prev_time, "update_file_agent_by_name should update timestamp" + + time.sleep(1.1) + prev_time = updated_agent2.last_accessed_at + + # Test mark_access updates timestamp + await server.file_agent_manager.mark_access(agent_id=sarah_agent.id, file_id=file.id, actor=default_user) + + final_agent = await server.file_agent_manager.get_file_agent_by_id(agent_id=sarah_agent.id, file_id=file.id, actor=default_user) + assert final_agent.last_accessed_at > prev_time, "mark_access should update timestamp" + + +async def test_attach_files_bulk_basic(server, default_user, sarah_agent, default_source): + """Test basic functionality of attach_files_bulk method.""" + # Create multiple files + files = [] + for i in range(3): + file_metadata = PydanticFileMetadata( + file_name=f"bulk_test_{i}.txt", + organization_id=default_user.organization_id, + source_id=default_source.id, + ) + file = await server.file_manager.create_file(file_metadata=file_metadata, actor=default_user, text=f"content {i}") + files.append(file) + + # Create visible content map + visible_content_map = {f"bulk_test_{i}.txt": f"visible content {i}" for i in range(3)} + + # Bulk attach files + closed_files = await server.file_agent_manager.attach_files_bulk( + agent_id=sarah_agent.id, + files_metadata=files, + visible_content_map=visible_content_map, + actor=default_user, + max_files_open=sarah_agent.max_files_open, + ) + + # Should not close any files since we're under the limit + assert closed_files == [] + + # Verify all files are attached and open + attached_files = await server.file_agent_manager.list_files_for_agent( + sarah_agent.id, per_file_view_window_char_limit=sarah_agent.per_file_view_window_char_limit, actor=default_user, is_open_only=True + ) + assert len(attached_files) == 3 + + attached_file_names = {f.file_name for f in attached_files} + expected_names = {f"bulk_test_{i}.txt" for i in range(3)} + assert attached_file_names == expected_names + + # Verify visible content is set correctly + for i, attached_file in enumerate(attached_files): + if attached_file.file_name == f"bulk_test_{i}.txt": + assert attached_file.visible_content == f"visible content {i}" + + +async def test_attach_files_bulk_deduplication(server, default_user, sarah_agent, default_source): + """Test that attach_files_bulk properly deduplicates files with same names.""" + # Create files with same name (different IDs) + file_metadata_1 = PydanticFileMetadata( + file_name="duplicate_test.txt", + organization_id=default_user.organization_id, + source_id=default_source.id, + ) + file1 = await server.file_manager.create_file(file_metadata=file_metadata_1, actor=default_user, text="content 1") + + file_metadata_2 = PydanticFileMetadata( + file_name="duplicate_test.txt", + organization_id=default_user.organization_id, + source_id=default_source.id, + ) + file2 = await server.file_manager.create_file(file_metadata=file_metadata_2, actor=default_user, text="content 2") + + # Try to attach both files (same name, different IDs) + files_to_attach = [file1, file2] + visible_content_map = {"duplicate_test.txt": "visible content"} + + # Bulk attach should deduplicate + closed_files = await server.file_agent_manager.attach_files_bulk( + agent_id=sarah_agent.id, + files_metadata=files_to_attach, + visible_content_map=visible_content_map, + actor=default_user, + max_files_open=sarah_agent.max_files_open, + ) + + # Should only attach one file (deduplicated) + attached_files = await server.file_agent_manager.list_files_for_agent( + sarah_agent.id, per_file_view_window_char_limit=sarah_agent.per_file_view_window_char_limit, actor=default_user + ) + assert len(attached_files) == 1 + assert attached_files[0].file_name == "duplicate_test.txt" + + +async def test_attach_files_bulk_lru_eviction(server, default_user, sarah_agent, default_source): + """Test that attach_files_bulk properly handles LRU eviction without duplicates.""" + import time + + max_files_open = sarah_agent.max_files_open + + # First, fill up to the max with individual files + existing_files = [] + for i in range(max_files_open): + file_metadata = PydanticFileMetadata( + file_name=f"existing_{i}.txt", + organization_id=default_user.organization_id, + source_id=default_source.id, + ) + file = await server.file_manager.create_file(file_metadata=file_metadata, actor=default_user, text=f"existing {i}") + existing_files.append(file) + + time.sleep(0.05) # Small delay for different timestamps + await server.file_agent_manager.attach_file( + agent_id=sarah_agent.id, + file_id=file.id, + file_name=file.file_name, + source_id=file.source_id, + actor=default_user, + visible_content=f"existing content {i}", + max_files_open=sarah_agent.max_files_open, + ) + + # Verify we're at the limit + open_files = await server.file_agent_manager.list_files_for_agent( + sarah_agent.id, per_file_view_window_char_limit=sarah_agent.per_file_view_window_char_limit, actor=default_user, is_open_only=True + ) + assert len(open_files) == max_files_open + + # Now bulk attach 3 new files (should trigger LRU eviction) + new_files = [] + for i in range(3): + file_metadata = PydanticFileMetadata( + file_name=f"new_bulk_{i}.txt", + organization_id=default_user.organization_id, + source_id=default_source.id, + ) + file = await server.file_manager.create_file(file_metadata=file_metadata, actor=default_user, text=f"new content {i}") + new_files.append(file) + + visible_content_map = {f"new_bulk_{i}.txt": f"new visible {i}" for i in range(3)} + + # Bulk attach should evict oldest files + closed_files = await server.file_agent_manager.attach_files_bulk( + agent_id=sarah_agent.id, + files_metadata=new_files, + visible_content_map=visible_content_map, + actor=default_user, + max_files_open=sarah_agent.max_files_open, + ) + + # Should have closed exactly 3 files (oldest ones) + assert len(closed_files) == 3 + + # CRITICAL: Verify no duplicates in closed_files list + assert len(closed_files) == len(set(closed_files)), f"Duplicate file names in closed_files: {closed_files}" + + # Verify expected files were closed (oldest 3) + expected_closed = {f"existing_{i}.txt" for i in range(3)} + actual_closed = set(closed_files) + assert actual_closed == expected_closed + + # Verify we still have exactly max_files_open files open + open_files_after = await server.file_agent_manager.list_files_for_agent( + sarah_agent.id, per_file_view_window_char_limit=sarah_agent.per_file_view_window_char_limit, actor=default_user, is_open_only=True + ) + assert len(open_files_after) == max_files_open + + # Verify the new files are open + open_file_names = {f.file_name for f in open_files_after} + for i in range(3): + assert f"new_bulk_{i}.txt" in open_file_names + + +async def test_attach_files_bulk_mixed_existing_new(server, default_user, sarah_agent, default_source): + """Test bulk attach with mix of existing and new files.""" + # Create and attach one file individually first + existing_file_metadata = PydanticFileMetadata( + file_name="existing_file.txt", + organization_id=default_user.organization_id, + source_id=default_source.id, + ) + existing_file = await server.file_manager.create_file(file_metadata=existing_file_metadata, actor=default_user, text="existing") + + await server.file_agent_manager.attach_file( + agent_id=sarah_agent.id, + file_id=existing_file.id, + file_name=existing_file.file_name, + source_id=existing_file.source_id, + actor=default_user, + visible_content="old content", + is_open=False, # Start as closed + max_files_open=sarah_agent.max_files_open, + ) + + # Create new files + new_files = [] + for i in range(2): + file_metadata = PydanticFileMetadata( + file_name=f"new_file_{i}.txt", + organization_id=default_user.organization_id, + source_id=default_source.id, + ) + file = await server.file_manager.create_file(file_metadata=file_metadata, actor=default_user, text=f"new {i}") + new_files.append(file) + + # Bulk attach: existing file + new files + files_to_attach = [existing_file] + new_files + visible_content_map = { + "existing_file.txt": "updated content", + "new_file_0.txt": "new content 0", + "new_file_1.txt": "new content 1", + } + + closed_files = await server.file_agent_manager.attach_files_bulk( + agent_id=sarah_agent.id, + files_metadata=files_to_attach, + visible_content_map=visible_content_map, + actor=default_user, + max_files_open=sarah_agent.max_files_open, + ) + + # Should not close any files + assert closed_files == [] + + # Verify all files are now open + open_files = await server.file_agent_manager.list_files_for_agent( + sarah_agent.id, per_file_view_window_char_limit=sarah_agent.per_file_view_window_char_limit, actor=default_user, is_open_only=True + ) + assert len(open_files) == 3 + + # Verify existing file was updated + existing_file_agent = await server.file_agent_manager.get_file_agent_by_file_name( + agent_id=sarah_agent.id, file_name="existing_file.txt", actor=default_user + ) + assert existing_file_agent.is_open is True + assert existing_file_agent.visible_content == "updated content" + + +async def test_attach_files_bulk_empty_list(server, default_user, sarah_agent): + """Test attach_files_bulk with empty file list.""" + closed_files = await server.file_agent_manager.attach_files_bulk( + agent_id=sarah_agent.id, files_metadata=[], visible_content_map={}, actor=default_user, max_files_open=sarah_agent.max_files_open + ) + + assert closed_files == [] + + # Verify no files are attached + attached_files = await server.file_agent_manager.list_files_for_agent( + sarah_agent.id, per_file_view_window_char_limit=sarah_agent.per_file_view_window_char_limit, actor=default_user + ) + assert len(attached_files) == 0 + + +async def test_attach_files_bulk_oversized_bulk(server, default_user, sarah_agent, default_source): + """Test bulk attach when trying to attach more files than max_files_open allows.""" + max_files_open = sarah_agent.max_files_open + + # Create more files than the limit allows + oversized_files = [] + for i in range(max_files_open + 3): # 3 more than limit + file_metadata = PydanticFileMetadata( + file_name=f"oversized_{i}.txt", + organization_id=default_user.organization_id, + source_id=default_source.id, + ) + file = await server.file_manager.create_file(file_metadata=file_metadata, actor=default_user, text=f"oversized {i}") + oversized_files.append(file) + + visible_content_map = {f"oversized_{i}.txt": f"oversized visible {i}" for i in range(max_files_open + 3)} + + # Bulk attach all files (more than limit) + closed_files = await server.file_agent_manager.attach_files_bulk( + agent_id=sarah_agent.id, + files_metadata=oversized_files, + visible_content_map=visible_content_map, + actor=default_user, + max_files_open=sarah_agent.max_files_open, + ) + + # Should have closed exactly 3 files (the excess) + assert len(closed_files) == 3 + + # CRITICAL: Verify no duplicates in closed_files list + assert len(closed_files) == len(set(closed_files)), f"Duplicate file names in closed_files: {closed_files}" + + # Should have exactly max_files_open files open + open_files_after = await server.file_agent_manager.list_files_for_agent( + sarah_agent.id, per_file_view_window_char_limit=sarah_agent.per_file_view_window_char_limit, actor=default_user, is_open_only=True + ) + assert len(open_files_after) == max_files_open + + # All files should be attached (some open, some closed) + all_files_after = await server.file_agent_manager.list_files_for_agent( + sarah_agent.id, per_file_view_window_char_limit=sarah_agent.per_file_view_window_char_limit, actor=default_user + ) + assert len(all_files_after) == max_files_open + 3 diff --git a/tests/managers/test_group_manager.py b/tests/managers/test_group_manager.py new file mode 100644 index 00000000..08bf3d60 --- /dev/null +++ b/tests/managers/test_group_manager.py @@ -0,0 +1,175 @@ +import json +import logging +import os +import random +import re +import string +import time +import uuid +from datetime import datetime, timedelta, timezone +from typing import List +from unittest.mock import AsyncMock, Mock, patch + +import pytest +from _pytest.python_api import approx +from anthropic.types.beta import BetaMessage +from anthropic.types.beta.messages import BetaMessageBatchIndividualResponse, BetaMessageBatchSucceededResult + +# Import shared fixtures and constants from conftest +from conftest import ( + CREATE_DELAY_SQLITE, + DEFAULT_EMBEDDING_CONFIG, + USING_SQLITE, +) +from openai.types.chat.chat_completion_message_tool_call import ChatCompletionMessageToolCall as OpenAIToolCall, Function as OpenAIFunction +from sqlalchemy import func, select +from sqlalchemy.exc import IntegrityError, InvalidRequestError +from sqlalchemy.orm.exc import StaleDataError + +from letta.config import LettaConfig +from letta.constants import ( + BASE_MEMORY_TOOLS, + BASE_SLEEPTIME_TOOLS, + BASE_TOOLS, + BASE_VOICE_SLEEPTIME_CHAT_TOOLS, + BASE_VOICE_SLEEPTIME_TOOLS, + BUILTIN_TOOLS, + DEFAULT_ORG_ID, + DEFAULT_ORG_NAME, + FILES_TOOLS, + LETTA_TOOL_EXECUTION_DIR, + LETTA_TOOL_SET, + LOCAL_ONLY_MULTI_AGENT_TOOLS, + MCP_TOOL_TAG_NAME_PREFIX, + MULTI_AGENT_TOOLS, +) +from letta.data_sources.redis_client import NoopAsyncRedisClient, get_redis_client +from letta.errors import LettaAgentNotFoundError +from letta.functions.functions import derive_openai_json_schema, parse_source_code +from letta.functions.mcp_client.types import MCPTool +from letta.helpers import ToolRulesSolver +from letta.helpers.datetime_helpers import AsyncTimer +from letta.jobs.types import ItemUpdateInfo, RequestStatusUpdateInfo, StepStatusUpdateInfo +from letta.orm import Base, Block +from letta.orm.block_history import BlockHistory +from letta.orm.errors import NoResultFound, UniqueConstraintViolationError +from letta.orm.file import FileContent as FileContentModel, FileMetadata as FileMetadataModel +from letta.schemas.agent import CreateAgent, UpdateAgent +from letta.schemas.block import Block as PydanticBlock, BlockUpdate, CreateBlock +from letta.schemas.embedding_config import EmbeddingConfig +from letta.schemas.enums import ( + ActorType, + AgentStepStatus, + FileProcessingStatus, + JobStatus, + JobType, + MessageRole, + ProviderType, + SandboxType, + StepStatus, + TagMatchMode, + ToolType, + VectorDBProvider, +) +from letta.schemas.environment_variables import SandboxEnvironmentVariableCreate, SandboxEnvironmentVariableUpdate +from letta.schemas.file import FileMetadata, FileMetadata as PydanticFileMetadata +from letta.schemas.identity import IdentityCreate, IdentityProperty, IdentityPropertyType, IdentityType, IdentityUpdate, IdentityUpsert +from letta.schemas.job import BatchJob, Job, Job as PydanticJob, JobUpdate, LettaRequestConfig +from letta.schemas.letta_message import UpdateAssistantMessage, UpdateReasoningMessage, UpdateSystemMessage, UpdateUserMessage +from letta.schemas.letta_message_content import TextContent +from letta.schemas.letta_stop_reason import LettaStopReason, StopReasonType +from letta.schemas.llm_batch_job import AgentStepState, LLMBatchItem +from letta.schemas.llm_config import LLMConfig +from letta.schemas.message import Message as PydanticMessage, MessageCreate, MessageUpdate +from letta.schemas.openai.chat_completion_response import UsageStatistics +from letta.schemas.organization import Organization, Organization as PydanticOrganization, OrganizationUpdate +from letta.schemas.passage import Passage as PydanticPassage +from letta.schemas.pip_requirement import PipRequirement +from letta.schemas.run import Run as PydanticRun +from letta.schemas.sandbox_config import E2BSandboxConfig, LocalSandboxConfig, SandboxConfigCreate, SandboxConfigUpdate +from letta.schemas.source import Source as PydanticSource, SourceUpdate +from letta.schemas.tool import Tool as PydanticTool, ToolCreate, ToolUpdate +from letta.schemas.tool_rule import InitToolRule +from letta.schemas.user import User as PydanticUser, UserUpdate +from letta.server.db import db_registry +from letta.server.server import SyncServer +from letta.services.block_manager import BlockManager +from letta.services.helpers.agent_manager_helper import calculate_base_tools, calculate_multi_agent_tools, validate_agent_exists_async +from letta.services.step_manager import FeedbackType +from letta.settings import settings, tool_settings +from letta.utils import calculate_file_defaults_based_on_context_window +from tests.helpers.utils import comprehensive_agent_checks, validate_context_window_overview +from tests.utils import random_string + + +@pytest.mark.asyncio +async def test_create_internal_template_objects(server: SyncServer, default_user): + """Test creating agents, groups, and blocks with template-related fields.""" + from letta.schemas.agent import InternalTemplateAgentCreate + from letta.schemas.block import Block, InternalTemplateBlockCreate + from letta.schemas.group import InternalTemplateGroupCreate, RoundRobinManager + + base_template_id = "base_123" + template_id = "template_456" + deployment_id = "deploy_789" + entity_id = "entity_012" + + # Create agent with template fields (use sarah_agent as base, then create new one) + agent = await server.agent_manager.create_agent_async( + InternalTemplateAgentCreate( + name="template-agent", + base_template_id=base_template_id, + template_id=template_id, + deployment_id=deployment_id, + entity_id=entity_id, + llm_config=LLMConfig.default_config("gpt-4o-mini"), + embedding_config=EmbeddingConfig.default_config(provider="openai"), + include_base_tools=False, + ), + actor=default_user, + ) + # Verify agent template fields + assert agent.base_template_id == base_template_id + assert agent.template_id == template_id + assert agent.deployment_id == deployment_id + assert agent.entity_id == entity_id + + # Create block with template fields + block_create = InternalTemplateBlockCreate( + label="template_block", + value="Test block", + base_template_id=base_template_id, + template_id=template_id, + deployment_id=deployment_id, + entity_id=entity_id, + ) + block = await server.block_manager.create_or_update_block_async(Block(**block_create.model_dump()), actor=default_user) + # Verify block template fields + assert block.base_template_id == base_template_id + assert block.template_id == template_id + assert block.deployment_id == deployment_id + assert block.entity_id == entity_id + + # Create group with template fields (no entity_id for groups) + group = await server.group_manager.create_group_async( + InternalTemplateGroupCreate( + agent_ids=[agent.id], + description="Template group", + base_template_id=base_template_id, + template_id=template_id, + deployment_id=deployment_id, + manager_config=RoundRobinManager(), + ), + actor=default_user, + ) + # Verify group template fields and basic functionality + assert group.description == "Template group" + assert agent.id in group.agent_ids + assert group.base_template_id == base_template_id + assert group.template_id == template_id + assert group.deployment_id == deployment_id + + # Clean up + await server.group_manager.delete_group_async(group.id, actor=default_user) + await server.block_manager.delete_block_async(block.id, actor=default_user) + await server.agent_manager.delete_agent_async(agent.id, actor=default_user) diff --git a/tests/managers/test_identity_manager.py b/tests/managers/test_identity_manager.py new file mode 100644 index 00000000..44a70beb --- /dev/null +++ b/tests/managers/test_identity_manager.py @@ -0,0 +1,425 @@ +import json +import logging +import os +import random +import re +import string +import time +import uuid +from datetime import datetime, timedelta, timezone +from typing import List +from unittest.mock import AsyncMock, Mock, patch + +import pytest +from _pytest.python_api import approx +from anthropic.types.beta import BetaMessage +from anthropic.types.beta.messages import BetaMessageBatchIndividualResponse, BetaMessageBatchSucceededResult + +# Import shared fixtures and constants from conftest +from conftest import ( + CREATE_DELAY_SQLITE, + DEFAULT_EMBEDDING_CONFIG, + USING_SQLITE, +) +from openai.types.chat.chat_completion_message_tool_call import ChatCompletionMessageToolCall as OpenAIToolCall, Function as OpenAIFunction +from sqlalchemy import func, select +from sqlalchemy.exc import IntegrityError, InvalidRequestError +from sqlalchemy.orm.exc import StaleDataError + +from letta.config import LettaConfig +from letta.constants import ( + BASE_MEMORY_TOOLS, + BASE_SLEEPTIME_TOOLS, + BASE_TOOLS, + BASE_VOICE_SLEEPTIME_CHAT_TOOLS, + BASE_VOICE_SLEEPTIME_TOOLS, + BUILTIN_TOOLS, + DEFAULT_ORG_ID, + DEFAULT_ORG_NAME, + FILES_TOOLS, + LETTA_TOOL_EXECUTION_DIR, + LETTA_TOOL_SET, + LOCAL_ONLY_MULTI_AGENT_TOOLS, + MCP_TOOL_TAG_NAME_PREFIX, + MULTI_AGENT_TOOLS, +) +from letta.data_sources.redis_client import NoopAsyncRedisClient, get_redis_client +from letta.errors import LettaAgentNotFoundError +from letta.functions.functions import derive_openai_json_schema, parse_source_code +from letta.functions.mcp_client.types import MCPTool +from letta.helpers import ToolRulesSolver +from letta.helpers.datetime_helpers import AsyncTimer +from letta.jobs.types import ItemUpdateInfo, RequestStatusUpdateInfo, StepStatusUpdateInfo +from letta.orm import Base, Block +from letta.orm.block_history import BlockHistory +from letta.orm.errors import NoResultFound, UniqueConstraintViolationError +from letta.orm.file import FileContent as FileContentModel, FileMetadata as FileMetadataModel +from letta.schemas.agent import CreateAgent, UpdateAgent +from letta.schemas.block import Block as PydanticBlock, BlockUpdate, CreateBlock +from letta.schemas.embedding_config import EmbeddingConfig +from letta.schemas.enums import ( + ActorType, + AgentStepStatus, + FileProcessingStatus, + JobStatus, + JobType, + MessageRole, + ProviderType, + SandboxType, + StepStatus, + TagMatchMode, + ToolType, + VectorDBProvider, +) +from letta.schemas.environment_variables import SandboxEnvironmentVariableCreate, SandboxEnvironmentVariableUpdate +from letta.schemas.file import FileMetadata, FileMetadata as PydanticFileMetadata +from letta.schemas.identity import IdentityCreate, IdentityProperty, IdentityPropertyType, IdentityType, IdentityUpdate, IdentityUpsert +from letta.schemas.job import BatchJob, Job, Job as PydanticJob, JobUpdate, LettaRequestConfig +from letta.schemas.letta_message import UpdateAssistantMessage, UpdateReasoningMessage, UpdateSystemMessage, UpdateUserMessage +from letta.schemas.letta_message_content import TextContent +from letta.schemas.letta_stop_reason import LettaStopReason, StopReasonType +from letta.schemas.llm_batch_job import AgentStepState, LLMBatchItem +from letta.schemas.llm_config import LLMConfig +from letta.schemas.message import Message as PydanticMessage, MessageCreate, MessageUpdate +from letta.schemas.openai.chat_completion_response import UsageStatistics +from letta.schemas.organization import Organization, Organization as PydanticOrganization, OrganizationUpdate +from letta.schemas.passage import Passage as PydanticPassage +from letta.schemas.pip_requirement import PipRequirement +from letta.schemas.run import Run as PydanticRun +from letta.schemas.sandbox_config import E2BSandboxConfig, LocalSandboxConfig, SandboxConfigCreate, SandboxConfigUpdate +from letta.schemas.source import Source as PydanticSource, SourceUpdate +from letta.schemas.tool import Tool as PydanticTool, ToolCreate, ToolUpdate +from letta.schemas.tool_rule import InitToolRule +from letta.schemas.user import User as PydanticUser, UserUpdate +from letta.server.db import db_registry +from letta.server.server import SyncServer +from letta.services.block_manager import BlockManager +from letta.services.helpers.agent_manager_helper import calculate_base_tools, calculate_multi_agent_tools, validate_agent_exists_async +from letta.services.step_manager import FeedbackType +from letta.settings import settings, tool_settings +from letta.utils import calculate_file_defaults_based_on_context_window +from tests.helpers.utils import comprehensive_agent_checks, validate_context_window_overview +from tests.utils import random_string + +# ====================================================================================================================== +# Identity Manager Tests +# ====================================================================================================================== + + +@pytest.mark.asyncio +async def test_create_and_upsert_identity(server: SyncServer, default_user): + identity_create = IdentityCreate( + identifier_key="1234", + name="caren", + identity_type=IdentityType.user, + properties=[ + IdentityProperty(key="email", value="caren@letta.com", type=IdentityPropertyType.string), + IdentityProperty(key="age", value=28, type=IdentityPropertyType.number), + ], + ) + + identity = await server.identity_manager.create_identity_async(identity_create, actor=default_user) + + # Assertions to ensure the created identity matches the expected values + assert identity.identifier_key == identity_create.identifier_key + assert identity.name == identity_create.name + assert identity.identity_type == identity_create.identity_type + assert identity.properties == identity_create.properties + assert identity.agent_ids == [] + assert identity.project_id is None + + with pytest.raises(UniqueConstraintViolationError): + await server.identity_manager.create_identity_async( + IdentityCreate(identifier_key="1234", name="sarah", identity_type=IdentityType.user), + actor=default_user, + ) + + identity_create.properties = [IdentityProperty(key="age", value=29, type=IdentityPropertyType.number)] + + identity = await server.identity_manager.upsert_identity_async( + identity=IdentityUpsert(**identity_create.model_dump()), actor=default_user + ) + + identity = await server.identity_manager.get_identity_async(identity_id=identity.id, actor=default_user) + assert len(identity.properties) == 1 + assert identity.properties[0].key == "age" + assert identity.properties[0].value == 29 + + await server.identity_manager.delete_identity_async(identity_id=identity.id, actor=default_user) + + +async def test_get_identities(server, default_user): + # Create identities to retrieve later + user = await server.identity_manager.create_identity_async( + IdentityCreate(name="caren", identifier_key="1234", identity_type=IdentityType.user), actor=default_user + ) + org = await server.identity_manager.create_identity_async( + IdentityCreate(name="letta", identifier_key="0001", identity_type=IdentityType.org), actor=default_user + ) + + # Retrieve identities by different filters + all_identities = await server.identity_manager.list_identities_async(actor=default_user) + assert len(all_identities) == 2 + + user_identities = await server.identity_manager.list_identities_async(actor=default_user, identity_type=IdentityType.user) + assert len(user_identities) == 1 + assert user_identities[0].name == user.name + + org_identities = await server.identity_manager.list_identities_async(actor=default_user, identity_type=IdentityType.org) + assert len(org_identities) == 1 + assert org_identities[0].name == org.name + + await server.identity_manager.delete_identity_async(identity_id=user.id, actor=default_user) + await server.identity_manager.delete_identity_async(identity_id=org.id, actor=default_user) + + +@pytest.mark.asyncio +async def test_update_identity(server: SyncServer, sarah_agent, charles_agent, default_user): + identity = await server.identity_manager.create_identity_async( + IdentityCreate(name="caren", identifier_key="1234", identity_type=IdentityType.user), actor=default_user + ) + + # Update identity fields + update_data = IdentityUpdate( + agent_ids=[sarah_agent.id, charles_agent.id], + properties=[IdentityProperty(key="email", value="caren@letta.com", type=IdentityPropertyType.string)], + ) + await server.identity_manager.update_identity_async(identity_id=identity.id, identity=update_data, actor=default_user) + + # Retrieve the updated identity + updated_identity = await server.identity_manager.get_identity_async(identity_id=identity.id, actor=default_user) + + # Assertions to verify the update + assert updated_identity.agent_ids.sort() == update_data.agent_ids.sort() + assert updated_identity.properties == update_data.properties + + agent_state = await server.agent_manager.get_agent_by_id_async(agent_id=sarah_agent.id, actor=default_user) + assert identity.id in agent_state.identity_ids + agent_state = await server.agent_manager.get_agent_by_id_async(agent_id=charles_agent.id, actor=default_user) + assert identity.id in agent_state.identity_ids + + await server.identity_manager.delete_identity_async(identity_id=identity.id, actor=default_user) + + +@pytest.mark.asyncio +async def test_attach_detach_identity_from_agent(server: SyncServer, sarah_agent, default_user): + # Create an identity + identity = await server.identity_manager.create_identity_async( + IdentityCreate(name="caren", identifier_key="1234", identity_type=IdentityType.user), actor=default_user + ) + agent_state = await server.agent_manager.update_agent_async( + agent_id=sarah_agent.id, agent_update=UpdateAgent(identity_ids=[identity.id]), actor=default_user + ) + + # Check that identity has been attached + assert identity.id in agent_state.identity_ids + + # Now attempt to delete the identity + await server.identity_manager.delete_identity_async(identity_id=identity.id, actor=default_user) + + # Verify that the identity was deleted + identities = await server.identity_manager.list_identities_async(actor=default_user) + assert len(identities) == 0 + + # Check that block has been detached too + agent_state = await server.agent_manager.get_agent_by_id_async(agent_id=sarah_agent.id, actor=default_user) + assert identity.id not in agent_state.identity_ids + + +@pytest.mark.asyncio +async def test_get_set_agents_for_identities(server: SyncServer, sarah_agent, charles_agent, default_user): + identity = await server.identity_manager.create_identity_async( + IdentityCreate(name="caren", identifier_key="1234", identity_type=IdentityType.user, agent_ids=[sarah_agent.id, charles_agent.id]), + actor=default_user, + ) + + agent_with_identity = await server.create_agent_async( + CreateAgent( + memory_blocks=[], + llm_config=LLMConfig.default_config("gpt-4o-mini"), + embedding_config=EmbeddingConfig.default_config(provider="openai"), + identity_ids=[identity.id], + include_base_tools=False, + ), + actor=default_user, + ) + agent_without_identity = await server.create_agent_async( + CreateAgent( + memory_blocks=[], + llm_config=LLMConfig.default_config("gpt-4o-mini"), + embedding_config=EmbeddingConfig.default_config(provider="openai"), + include_base_tools=False, + ), + actor=default_user, + ) + + # Get the agents for identity id + agent_states = await server.agent_manager.list_agents_async(identity_id=identity.id, actor=default_user) + assert len(agent_states) == 3 + + # Check all agents are in the list + agent_state_ids = [a.id for a in agent_states] + assert sarah_agent.id in agent_state_ids + assert charles_agent.id in agent_state_ids + assert agent_with_identity.id in agent_state_ids + assert agent_without_identity.id not in agent_state_ids + + # Get the agents for identifier key + agent_states = await server.agent_manager.list_agents_async(identifier_keys=[identity.identifier_key], actor=default_user) + assert len(agent_states) == 3 + + # Check all agents are in the list + agent_state_ids = [a.id for a in agent_states] + assert sarah_agent.id in agent_state_ids + assert charles_agent.id in agent_state_ids + assert agent_with_identity.id in agent_state_ids + assert agent_without_identity.id not in agent_state_ids + + # Delete new agents + await server.agent_manager.delete_agent_async(agent_id=agent_with_identity.id, actor=default_user) + await server.agent_manager.delete_agent_async(agent_id=agent_without_identity.id, actor=default_user) + + # Get the agents for identity id + agent_states = await server.agent_manager.list_agents_async(identity_id=identity.id, actor=default_user) + assert len(agent_states) == 2 + + # Check only initial agents are in the list + agent_state_ids = [a.id for a in agent_states] + assert sarah_agent.id in agent_state_ids + assert charles_agent.id in agent_state_ids + + await server.identity_manager.delete_identity_async(identity_id=identity.id, actor=default_user) + + +@pytest.mark.asyncio +async def test_upsert_properties(server: SyncServer, default_user): + identity_create = IdentityCreate( + identifier_key="1234", + name="caren", + identity_type=IdentityType.user, + properties=[ + IdentityProperty(key="email", value="caren@letta.com", type=IdentityPropertyType.string), + IdentityProperty(key="age", value=28, type=IdentityPropertyType.number), + ], + ) + + identity = await server.identity_manager.create_identity_async(identity_create, actor=default_user) + properties = [ + IdentityProperty(key="email", value="caren@gmail.com", type=IdentityPropertyType.string), + IdentityProperty(key="age", value="28", type=IdentityPropertyType.string), + IdentityProperty(key="test", value=123, type=IdentityPropertyType.number), + ] + + updated_identity = await server.identity_manager.upsert_identity_properties_async( + identity_id=identity.id, + properties=properties, + actor=default_user, + ) + assert updated_identity.properties == properties + + await server.identity_manager.delete_identity_async(identity_id=identity.id, actor=default_user) + + +@pytest.mark.asyncio +async def test_attach_detach_identity_from_block(server: SyncServer, default_block, default_user): + # Create an identity + identity = await server.identity_manager.create_identity_async( + IdentityCreate(name="caren", identifier_key="1234", identity_type=IdentityType.user, block_ids=[default_block.id]), + actor=default_user, + ) + + # Check that identity has been attached + blocks = await server.block_manager.get_blocks_async(identity_id=identity.id, actor=default_user) + assert len(blocks) == 1 and blocks[0].id == default_block.id + + # Now attempt to delete the identity + await server.identity_manager.delete_identity_async(identity_id=identity.id, actor=default_user) + + # Verify that the identity was deleted + identities = await server.identity_manager.list_identities_async(actor=default_user) + assert len(identities) == 0 + + # Check that block has been detached too + blocks = await server.block_manager.get_blocks_async(identity_id=identity.id, actor=default_user) + assert len(blocks) == 0 + + +@pytest.mark.asyncio +async def test_get_set_blocks_for_identities(server: SyncServer, default_block, default_user): + block_manager = BlockManager() + block_with_identity = await block_manager.create_or_update_block_async( + PydanticBlock(label="persona", value="Original Content"), actor=default_user + ) + block_without_identity = await block_manager.create_or_update_block_async( + PydanticBlock(label="user", value="Original Content"), actor=default_user + ) + identity = await server.identity_manager.create_identity_async( + IdentityCreate( + name="caren", identifier_key="1234", identity_type=IdentityType.user, block_ids=[default_block.id, block_with_identity.id] + ), + actor=default_user, + ) + + # Get the blocks for identity id + blocks = await server.block_manager.get_blocks_async(identity_id=identity.id, actor=default_user) + assert len(blocks) == 2 + + # Check blocks are in the list + block_ids = [b.id for b in blocks] + assert default_block.id in block_ids + assert block_with_identity.id in block_ids + assert block_without_identity.id not in block_ids + + # Get the blocks for identifier key + blocks = await server.block_manager.get_blocks_async(identifier_keys=[identity.identifier_key], actor=default_user) + assert len(blocks) == 2 + + # Check blocks are in the list + block_ids = [b.id for b in blocks] + assert default_block.id in block_ids + assert block_with_identity.id in block_ids + assert block_without_identity.id not in block_ids + + # Delete new agents + await server.block_manager.delete_block_async(block_id=block_with_identity.id, actor=default_user) + await server.block_manager.delete_block_async(block_id=block_without_identity.id, actor=default_user) + + # Get the blocks for identity id + blocks = await server.block_manager.get_blocks_async(identity_id=identity.id, actor=default_user) + assert len(blocks) == 1 + + # Check only initial block in the list + block_ids = [b.id for b in blocks] + assert default_block.id in block_ids + assert block_with_identity.id not in block_ids + assert block_without_identity.id not in block_ids + + await server.identity_manager.delete_identity_async(identity_id=identity.id, actor=default_user) + + +async def test_upsert_properties(server: SyncServer, default_user): + identity_create = IdentityCreate( + identifier_key="1234", + name="caren", + identity_type=IdentityType.user, + properties=[ + IdentityProperty(key="email", value="caren@letta.com", type=IdentityPropertyType.string), + IdentityProperty(key="age", value=28, type=IdentityPropertyType.number), + ], + ) + + identity = await server.identity_manager.create_identity_async(identity_create, actor=default_user) + properties = [ + IdentityProperty(key="email", value="caren@gmail.com", type=IdentityPropertyType.string), + IdentityProperty(key="age", value="28", type=IdentityPropertyType.string), + IdentityProperty(key="test", value=123, type=IdentityPropertyType.number), + ] + + updated_identity = await server.identity_manager.upsert_identity_properties_async( + identity_id=identity.id, + properties=properties, + actor=default_user, + ) + assert updated_identity.properties == properties + + await server.identity_manager.delete_identity_async(identity_id=identity.id, actor=default_user) diff --git a/tests/managers/test_job_manager.py b/tests/managers/test_job_manager.py new file mode 100644 index 00000000..58502147 --- /dev/null +++ b/tests/managers/test_job_manager.py @@ -0,0 +1,1036 @@ +import json +import logging +import os +import random +import re +import string +import time +import uuid +from datetime import datetime, timedelta, timezone +from typing import List +from unittest.mock import AsyncMock, Mock, patch + +import pytest +from _pytest.python_api import approx +from anthropic.types.beta import BetaMessage +from anthropic.types.beta.messages import BetaMessageBatchIndividualResponse, BetaMessageBatchSucceededResult + +# Import shared fixtures and constants from conftest +from conftest import ( + CREATE_DELAY_SQLITE, + DEFAULT_EMBEDDING_CONFIG, + USING_SQLITE, +) +from openai.types.chat.chat_completion_message_tool_call import ChatCompletionMessageToolCall as OpenAIToolCall, Function as OpenAIFunction +from sqlalchemy import func, select +from sqlalchemy.exc import IntegrityError, InvalidRequestError +from sqlalchemy.orm.exc import StaleDataError + +from letta.config import LettaConfig +from letta.constants import ( + BASE_MEMORY_TOOLS, + BASE_SLEEPTIME_TOOLS, + BASE_TOOLS, + BASE_VOICE_SLEEPTIME_CHAT_TOOLS, + BASE_VOICE_SLEEPTIME_TOOLS, + BUILTIN_TOOLS, + DEFAULT_ORG_ID, + DEFAULT_ORG_NAME, + FILES_TOOLS, + LETTA_TOOL_EXECUTION_DIR, + LETTA_TOOL_SET, + LOCAL_ONLY_MULTI_AGENT_TOOLS, + MCP_TOOL_TAG_NAME_PREFIX, + MULTI_AGENT_TOOLS, +) +from letta.data_sources.redis_client import NoopAsyncRedisClient, get_redis_client +from letta.errors import LettaAgentNotFoundError +from letta.functions.functions import derive_openai_json_schema, parse_source_code +from letta.functions.mcp_client.types import MCPTool +from letta.helpers import ToolRulesSolver +from letta.helpers.datetime_helpers import AsyncTimer +from letta.jobs.types import ItemUpdateInfo, RequestStatusUpdateInfo, StepStatusUpdateInfo +from letta.orm import Base, Block +from letta.orm.block_history import BlockHistory +from letta.orm.errors import NoResultFound, UniqueConstraintViolationError +from letta.orm.file import FileContent as FileContentModel, FileMetadata as FileMetadataModel +from letta.schemas.agent import CreateAgent, UpdateAgent +from letta.schemas.block import Block as PydanticBlock, BlockUpdate, CreateBlock +from letta.schemas.embedding_config import EmbeddingConfig +from letta.schemas.enums import ( + ActorType, + AgentStepStatus, + FileProcessingStatus, + JobStatus, + JobType, + MessageRole, + ProviderType, + SandboxType, + StepStatus, + TagMatchMode, + ToolType, + VectorDBProvider, +) +from letta.schemas.environment_variables import SandboxEnvironmentVariableCreate, SandboxEnvironmentVariableUpdate +from letta.schemas.file import FileMetadata, FileMetadata as PydanticFileMetadata +from letta.schemas.identity import IdentityCreate, IdentityProperty, IdentityPropertyType, IdentityType, IdentityUpdate, IdentityUpsert +from letta.schemas.job import BatchJob, Job, Job as PydanticJob, JobUpdate, LettaRequestConfig +from letta.schemas.letta_message import UpdateAssistantMessage, UpdateReasoningMessage, UpdateSystemMessage, UpdateUserMessage +from letta.schemas.letta_message_content import TextContent +from letta.schemas.letta_stop_reason import LettaStopReason, StopReasonType +from letta.schemas.llm_batch_job import AgentStepState, LLMBatchItem +from letta.schemas.llm_config import LLMConfig +from letta.schemas.message import Message as PydanticMessage, MessageCreate, MessageUpdate +from letta.schemas.openai.chat_completion_response import UsageStatistics +from letta.schemas.organization import Organization, Organization as PydanticOrganization, OrganizationUpdate +from letta.schemas.passage import Passage as PydanticPassage +from letta.schemas.pip_requirement import PipRequirement +from letta.schemas.run import Run as PydanticRun +from letta.schemas.sandbox_config import E2BSandboxConfig, LocalSandboxConfig, SandboxConfigCreate, SandboxConfigUpdate +from letta.schemas.source import Source as PydanticSource, SourceUpdate +from letta.schemas.tool import Tool as PydanticTool, ToolCreate, ToolUpdate +from letta.schemas.tool_rule import InitToolRule +from letta.schemas.user import User as PydanticUser, UserUpdate +from letta.server.db import db_registry +from letta.server.server import SyncServer +from letta.services.block_manager import BlockManager +from letta.services.helpers.agent_manager_helper import calculate_base_tools, calculate_multi_agent_tools, validate_agent_exists_async +from letta.services.step_manager import FeedbackType +from letta.settings import settings, tool_settings +from letta.utils import calculate_file_defaults_based_on_context_window +from tests.helpers.utils import comprehensive_agent_checks, validate_context_window_overview +from tests.utils import random_string + +# ====================================================================================================================== +# JobManager Tests +# ====================================================================================================================== + + +@pytest.mark.asyncio +async def test_create_job(server: SyncServer, default_user): + """Test creating a job.""" + job_data = PydanticJob( + status=JobStatus.created, + metadata={"type": "test"}, + ) + + created_job = await server.job_manager.create_job_async(pydantic_job=job_data, actor=default_user) + + # Assertions to ensure the created job matches the expected values + assert created_job.user_id == default_user.id + assert created_job.status == JobStatus.created + assert created_job.metadata == {"type": "test"} + + +@pytest.mark.asyncio +async def test_get_job_by_id(server: SyncServer, default_user): + """Test fetching a job by ID.""" + # Create a job + job_data = PydanticJob( + status=JobStatus.created, + metadata={"type": "test"}, + ) + created_job = await server.job_manager.create_job_async(pydantic_job=job_data, actor=default_user) + + # Fetch the job by ID + fetched_job = await server.job_manager.get_job_by_id_async(created_job.id, actor=default_user) + + # Assertions to ensure the fetched job matches the created job + assert fetched_job.id == created_job.id + assert fetched_job.status == JobStatus.created + assert fetched_job.metadata == {"type": "test"} + + +@pytest.mark.asyncio +async def test_list_jobs(server: SyncServer, default_user): + """Test listing jobs.""" + # Create multiple jobs + for i in range(3): + job_data = PydanticJob( + status=JobStatus.created, + metadata={"type": f"test-{i}"}, + ) + await server.job_manager.create_job_async(pydantic_job=job_data, actor=default_user) + + # List jobs + jobs = await server.job_manager.list_jobs_async(actor=default_user) + + # Assertions to check that the created jobs are listed + assert len(jobs) == 3 + assert all(job.user_id == default_user.id for job in jobs) + assert all(job.metadata["type"].startswith("test") for job in jobs) + + +@pytest.mark.asyncio +async def test_list_jobs_with_metadata(server: SyncServer, default_user): + for i in range(3): + job_data = PydanticJob(status=JobStatus.created, metadata={"source_id": f"source-test-{i}"}) + await server.job_manager.create_job_async(pydantic_job=job_data, actor=default_user) + jobs = await server.job_manager.list_jobs_async(actor=default_user, source_id="source-test-2") + assert len(jobs) == 1 + assert jobs[0].metadata["source_id"] == "source-test-2" + + +@pytest.mark.asyncio +async def test_update_job_by_id(server: SyncServer, default_user): + """Test updating a job by its ID.""" + # Create a job + job_data = PydanticJob( + status=JobStatus.created, + metadata={"type": "test"}, + ) + created_job = await server.job_manager.create_job_async(pydantic_job=job_data, actor=default_user) + assert created_job.metadata == {"type": "test"} + + # Update the job + update_data = JobUpdate(status=JobStatus.completed, metadata={"type": "updated"}) + updated_job = await server.job_manager.update_job_by_id_async(created_job.id, update_data, actor=default_user) + + # Assertions to ensure the job was updated + assert updated_job.status == JobStatus.completed + assert updated_job.metadata == {"type": "updated"} + assert updated_job.completed_at is not None + + +@pytest.mark.asyncio +async def test_delete_job_by_id(server: SyncServer, default_user): + """Test deleting a job by its ID.""" + # Create a job + job_data = PydanticJob( + status=JobStatus.created, + metadata={"type": "test"}, + ) + created_job = await server.job_manager.create_job_async(pydantic_job=job_data, actor=default_user) + + # Delete the job + await server.job_manager.delete_job_by_id_async(created_job.id, actor=default_user) + + # List jobs to ensure the job was deleted + jobs = await server.job_manager.list_jobs_async(actor=default_user) + assert len(jobs) == 0 + + +@pytest.mark.asyncio +async def test_update_job_auto_complete(server: SyncServer, default_user): + """Test that updating a job's status to 'completed' automatically sets completed_at.""" + # Create a job + job_data = PydanticJob( + status=JobStatus.created, + metadata={"type": "test"}, + ) + created_job = await server.job_manager.create_job_async(pydantic_job=job_data, actor=default_user) + + # Update the job's status to 'completed' + update_data = JobUpdate(status=JobStatus.completed) + updated_job = await server.job_manager.update_job_by_id_async(created_job.id, update_data, actor=default_user) + + # Assertions to check that completed_at was set + assert updated_job.status == JobStatus.completed + assert updated_job.completed_at is not None + + +@pytest.mark.asyncio +async def test_get_job_not_found(server: SyncServer, default_user): + """Test fetching a non-existent job.""" + non_existent_job_id = "nonexistent-id" + with pytest.raises(NoResultFound): + await server.job_manager.get_job_by_id_async(non_existent_job_id, actor=default_user) + + +@pytest.mark.asyncio +async def test_delete_job_not_found(server: SyncServer, default_user): + """Test deleting a non-existent job.""" + non_existent_job_id = "nonexistent-id" + with pytest.raises(NoResultFound): + await server.job_manager.delete_job_by_id_async(non_existent_job_id, actor=default_user) + + +@pytest.mark.asyncio +async def test_list_jobs_pagination(server: SyncServer, default_user): + """Test listing jobs with pagination.""" + # Create multiple jobs + for i in range(10): + job_data = PydanticJob( + status=JobStatus.created, + metadata={"type": f"test-{i}"}, + ) + await server.job_manager.create_job_async(pydantic_job=job_data, actor=default_user) + + # List jobs with a limit + jobs = await server.job_manager.list_jobs_async(actor=default_user, limit=5) + assert len(jobs) == 5 + assert all(job.user_id == default_user.id for job in jobs) + + # Test cursor-based pagination + first_page = await server.job_manager.list_jobs_async(actor=default_user, limit=3, ascending=True) # [J0, J1, J2] + assert len(first_page) == 3 + assert first_page[0].created_at <= first_page[1].created_at <= first_page[2].created_at + + last_page = await server.job_manager.list_jobs_async(actor=default_user, limit=3, ascending=False) # [J9, J8, J7] + assert len(last_page) == 3 + assert last_page[0].created_at >= last_page[1].created_at >= last_page[2].created_at + first_page_ids = set(job.id for job in first_page) + last_page_ids = set(job.id for job in last_page) + assert first_page_ids.isdisjoint(last_page_ids) + + # Test middle page using both before and after + middle_page = await server.job_manager.list_jobs_async( + actor=default_user, before=last_page[-1].id, after=first_page[-1].id, ascending=True + ) # [J3, J4, J5, J6] + assert len(middle_page) == 4 # Should include jobs between first and second page + head_tail_jobs = first_page_ids.union(last_page_ids) + assert all(job.id not in head_tail_jobs for job in middle_page) + + # Test descending order + middle_page_desc = await server.job_manager.list_jobs_async( + actor=default_user, before=last_page[-1].id, after=first_page[-1].id, ascending=False + ) # [J6, J5, J4, J3] + assert len(middle_page_desc) == 4 + assert middle_page_desc[0].id == middle_page[-1].id + assert middle_page_desc[1].id == middle_page[-2].id + assert middle_page_desc[2].id == middle_page[-3].id + assert middle_page_desc[3].id == middle_page[-4].id + + # BONUS + job_7 = last_page[-1].id + earliest_jobs = await server.job_manager.list_jobs_async(actor=default_user, ascending=False, before=job_7) + assert len(earliest_jobs) == 7 + assert all(j.id not in last_page_ids for j in earliest_jobs) + assert all(earliest_jobs[i].created_at >= earliest_jobs[i + 1].created_at for i in range(len(earliest_jobs) - 1)) + + +@pytest.mark.asyncio +async def test_list_jobs_by_status(server: SyncServer, default_user): + """Test listing jobs filtered by status.""" + # Create multiple jobs with different statuses + job_data_created = PydanticJob( + status=JobStatus.created, + metadata={"type": "test-created"}, + ) + job_data_in_progress = PydanticJob( + status=JobStatus.running, + metadata={"type": "test-running"}, + ) + job_data_completed = PydanticJob( + status=JobStatus.completed, + metadata={"type": "test-completed"}, + ) + + await server.job_manager.create_job_async(pydantic_job=job_data_created, actor=default_user) + await server.job_manager.create_job_async(pydantic_job=job_data_in_progress, actor=default_user) + await server.job_manager.create_job_async(pydantic_job=job_data_completed, actor=default_user) + + # List jobs filtered by status + created_jobs = await server.job_manager.list_jobs_async(actor=default_user, statuses=[JobStatus.created]) + in_progress_jobs = await server.job_manager.list_jobs_async(actor=default_user, statuses=[JobStatus.running]) + completed_jobs = await server.job_manager.list_jobs_async(actor=default_user, statuses=[JobStatus.completed]) + + # Assertions + assert len(created_jobs) == 1 + assert created_jobs[0].metadata["type"] == job_data_created.metadata["type"] + + assert len(in_progress_jobs) == 1 + assert in_progress_jobs[0].metadata["type"] == job_data_in_progress.metadata["type"] + + assert len(completed_jobs) == 1 + assert completed_jobs[0].metadata["type"] == job_data_completed.metadata["type"] + + +@pytest.mark.asyncio +async def test_list_jobs_filter_by_type(server: SyncServer, default_user, default_job): + """Test that list_jobs correctly filters by job_type.""" + # Create a run job + run_pydantic = PydanticJob( + user_id=default_user.id, + status=JobStatus.pending, + job_type=JobType.RUN, + ) + run = await server.job_manager.create_job_async(pydantic_job=run_pydantic, actor=default_user) + + # List only regular jobs + jobs = await server.job_manager.list_jobs_async(actor=default_user) + assert len(jobs) == 1 + assert jobs[0].id == default_job.id + + # List only run jobs + jobs = await server.job_manager.list_jobs_async(actor=default_user, job_type=JobType.RUN) + assert len(jobs) == 1 + assert jobs[0].id == run.id + + +@pytest.mark.asyncio +async def test_list_jobs_by_stop_reason(server: SyncServer, sarah_agent, default_user): + """Test listing jobs by stop reason.""" + + run_pydantic = PydanticRun( + user_id=default_user.id, + status=JobStatus.pending, + job_type=JobType.RUN, + stop_reason=StopReasonType.requires_approval, + agent_id=sarah_agent.id, + background=True, + ) + run = await server.job_manager.create_job_async(pydantic_job=run_pydantic, actor=default_user) + assert run.stop_reason == StopReasonType.requires_approval + assert run.background == True + assert run.agent_id == sarah_agent.id + + # list jobs by stop reason + jobs = await server.job_manager.list_jobs_async(actor=default_user, job_type=JobType.RUN, stop_reason=StopReasonType.requires_approval) + assert len(jobs) == 1 + assert jobs[0].id == run.id + + # list jobs by background + jobs = await server.job_manager.list_jobs_async(actor=default_user, job_type=JobType.RUN, background=True) + assert len(jobs) == 1 + assert jobs[0].id == run.id + + # list jobs by agent_id + jobs = await server.job_manager.list_jobs_async(actor=default_user, job_type=JobType.RUN, agent_ids=[sarah_agent.id]) + assert len(jobs) == 1 + assert jobs[0].id == run.id + + +async def test_e2e_job_callback(monkeypatch, server: SyncServer, default_user): + """Test that job callbacks are properly dispatched when a job is completed.""" + captured = {} + + # Create a simple mock for the async HTTP client + class MockAsyncResponse: + status_code = 202 + + async def mock_post(url, json, timeout): + captured["url"] = url + captured["json"] = json + return MockAsyncResponse() + + class MockAsyncClient: + async def __aenter__(self): + return self + + async def __aexit__(self, *args): + pass + + async def post(self, url, json, timeout): + return await mock_post(url, json, timeout) + + # Patch the AsyncClient + import letta.services.job_manager as job_manager_module + + monkeypatch.setattr(job_manager_module, "AsyncClient", MockAsyncClient) + + job_in = PydanticJob(status=JobStatus.created, metadata={"foo": "bar"}, callback_url="http://example.test/webhook/jobs") + created = await server.job_manager.create_job_async(pydantic_job=job_in, actor=default_user) + assert created.callback_url == "http://example.test/webhook/jobs" + + # Update the job status to completed, which should trigger the callback + update = JobUpdate(status=JobStatus.completed) + updated = await server.job_manager.update_job_by_id_async(created.id, update, actor=default_user) + + # Verify the callback was triggered with the correct parameters + assert captured["url"] == created.callback_url, "Callback URL doesn't match" + assert captured["json"]["job_id"] == created.id, "Job ID in callback doesn't match" + assert captured["json"]["status"] == JobStatus.completed.value, "Job status in callback doesn't match" + + # Verify the completed_at timestamp is reasonable + actual_dt = datetime.fromisoformat(captured["json"]["completed_at"]).replace(tzinfo=None) + assert abs((actual_dt - updated.completed_at).total_seconds()) < 1, "Timestamp difference is too large" + + assert isinstance(updated.callback_sent_at, datetime) + assert updated.callback_status_code == 202 + + +# ====================================================================================================================== +# JobManager Tests - Messages +# ====================================================================================================================== + + +@pytest.mark.asyncio +async def test_job_messages_add(server: SyncServer, default_run, hello_world_message_fixture, default_user): + """Test adding a message to a job.""" + # Add message to job + await server.job_manager.add_messages_to_job_async( + job_id=default_run.id, + message_ids=[hello_world_message_fixture.id], + actor=default_user, + ) + + # Verify message was added + messages = await server.job_manager.get_job_messages( + job_id=default_run.id, + actor=default_user, + ) + assert len(messages) == 1 + assert messages[0].id == hello_world_message_fixture.id + assert messages[0].content[0].text == hello_world_message_fixture.content[0].text + + +@pytest.mark.asyncio +async def test_job_messages_pagination(server: SyncServer, default_run, default_user, sarah_agent): + """Test pagination of job messages.""" + # Create multiple messages + message_ids = [] + for i in range(5): + message = PydanticMessage( + agent_id=sarah_agent.id, + role=MessageRole.user, + content=[TextContent(text=f"Test message {i}")], + ) + msg = await server.message_manager.create_many_messages_async([message], actor=default_user) + message_ids.append(msg[0].id) + + # Add message to job + await server.job_manager.add_messages_to_job_async( + job_id=default_run.id, + message_ids=[msg[0].id], + actor=default_user, + ) + + # Test pagination with limit + messages = await server.job_manager.get_job_messages( + job_id=default_run.id, + actor=default_user, + limit=2, + ) + assert len(messages) == 2 + assert messages[0].id == message_ids[0] + assert messages[1].id == message_ids[1] + + # Test pagination with cursor + first_page = await server.job_manager.get_job_messages( + job_id=default_run.id, + actor=default_user, + limit=2, + ascending=True, # [M0, M1] + ) + assert len(first_page) == 2 + assert first_page[0].id == message_ids[0] + assert first_page[1].id == message_ids[1] + assert first_page[0].created_at <= first_page[1].created_at + + last_page = await server.job_manager.get_job_messages( + job_id=default_run.id, + actor=default_user, + limit=2, + ascending=False, # [M4, M3] + ) + assert len(last_page) == 2 + assert last_page[0].id == message_ids[4] + assert last_page[1].id == message_ids[3] + assert last_page[0].created_at >= last_page[1].created_at + + first_page_ids = set(msg.id for msg in first_page) + last_page_ids = set(msg.id for msg in last_page) + assert first_page_ids.isdisjoint(last_page_ids) + + # Test middle page using both before and after + middle_page = await server.job_manager.get_job_messages( + job_id=default_run.id, + actor=default_user, + before=last_page[-1].id, # M3 + after=first_page[0].id, # M0 + ascending=True, # [M1, M2] + ) + assert len(middle_page) == 2 # Should include message between first and last pages + assert middle_page[0].id == message_ids[1] + assert middle_page[1].id == message_ids[2] + head_tail_msgs = first_page_ids.union(last_page_ids) + assert middle_page[1].id not in head_tail_msgs + assert middle_page[0].id in first_page_ids + + # Test descending order for middle page + middle_page = await server.job_manager.get_job_messages( + job_id=default_run.id, + actor=default_user, + before=last_page[-1].id, # M3 + after=first_page[0].id, # M0 + ascending=False, # [M2, M1] + ) + assert len(middle_page) == 2 # Should include message between first and last pages + assert middle_page[0].id == message_ids[2] + assert middle_page[1].id == message_ids[1] + + # Test getting earliest messages + msg_3 = last_page[-1].id + earliest_msgs = await server.job_manager.get_job_messages( + job_id=default_run.id, + actor=default_user, + ascending=False, + before=msg_3, # Get messages after M3 in descending order + ) + assert len(earliest_msgs) == 3 # Should get M2, M1, M0 + assert all(m.id not in last_page_ids for m in earliest_msgs) + assert earliest_msgs[0].created_at > earliest_msgs[1].created_at > earliest_msgs[2].created_at + + # Test getting earliest messages with ascending order + earliest_msgs_ascending = await server.job_manager.get_job_messages( + job_id=default_run.id, + actor=default_user, + ascending=True, + before=msg_3, # Get messages before M3 in ascending order + ) + assert len(earliest_msgs_ascending) == 3 # Should get M0, M1, M2 + assert all(m.id not in last_page_ids for m in earliest_msgs_ascending) + assert earliest_msgs_ascending[0].created_at < earliest_msgs_ascending[1].created_at < earliest_msgs_ascending[2].created_at + + +@pytest.mark.asyncio +async def test_job_messages_ordering(server: SyncServer, default_run, default_user, sarah_agent): + """Test that messages are ordered by created_at.""" + # Create messages with different timestamps + base_time = datetime.now(timezone.utc) + message_times = [ + base_time - timedelta(minutes=2), + base_time - timedelta(minutes=1), + base_time, + ] + + for i, created_at in enumerate(message_times): + message = PydanticMessage( + role=MessageRole.user, + content=[TextContent(text="Test message")], + agent_id=sarah_agent.id, + created_at=created_at, + ) + msg = await server.message_manager.create_many_messages_async([message], actor=default_user) + + # Add message to job + await server.job_manager.add_messages_to_job_async( + job_id=default_run.id, + message_ids=[msg[0].id], + actor=default_user, + ) + + # Verify messages are returned in chronological order + returned_messages = await server.job_manager.get_job_messages( + job_id=default_run.id, + actor=default_user, + ) + + assert len(returned_messages) == 3 + assert returned_messages[0].created_at < returned_messages[1].created_at + assert returned_messages[1].created_at < returned_messages[2].created_at + + # Verify messages are returned in descending order + returned_messages = await server.job_manager.get_job_messages( + job_id=default_run.id, + actor=default_user, + ascending=False, + ) + + assert len(returned_messages) == 3 + assert returned_messages[0].created_at > returned_messages[1].created_at + assert returned_messages[1].created_at > returned_messages[2].created_at + + +@pytest.mark.asyncio +async def test_job_messages_empty(server: SyncServer, default_run, default_user): + """Test getting messages for a job with no messages.""" + messages = await server.job_manager.get_job_messages( + job_id=default_run.id, + actor=default_user, + ) + assert len(messages) == 0 + + +@pytest.mark.asyncio +async def test_job_messages_add_duplicate(server: SyncServer, default_run, hello_world_message_fixture, default_user): + """Test adding the same message to a job twice.""" + # Add message to job first time + await server.job_manager.add_messages_to_job_async( + job_id=default_run.id, + message_ids=[hello_world_message_fixture.id], + actor=default_user, + ) + + # Attempt to add same message again + with pytest.raises(IntegrityError): + await server.job_manager.add_messages_to_job_async( + job_id=default_run.id, + message_ids=[hello_world_message_fixture.id], + actor=default_user, + ) + + +@pytest.mark.asyncio +async def test_job_messages_filter(server: SyncServer, default_run, default_user, sarah_agent): + """Test getting messages associated with a job.""" + # Create test messages with different roles and tool calls + messages = [ + PydanticMessage( + role=MessageRole.user, + content=[TextContent(text="Hello")], + agent_id=sarah_agent.id, + ), + PydanticMessage( + role=MessageRole.assistant, + content=[TextContent(text="Hi there!")], + agent_id=sarah_agent.id, + ), + PydanticMessage( + role=MessageRole.assistant, + content=[TextContent(text="Let me help you with that")], + agent_id=sarah_agent.id, + tool_calls=[ + OpenAIToolCall( + id="call_1", + type="function", + function=OpenAIFunction( + name="test_tool", + arguments='{"arg1": "value1"}', + ), + ) + ], + ), + ] + + # Add messages to job + for msg in messages: + created_msg = await server.message_manager.create_many_messages_async([msg], actor=default_user) + await server.job_manager.add_messages_to_job_async( + job_id=default_run.id, + message_ids=[created_msg[0].id], + actor=default_user, + ) + + # Test getting all messages + all_messages = await server.job_manager.get_job_messages( + job_id=default_run.id, + actor=default_user, + ) + assert len(all_messages) == 3 + + # Test filtering by role + user_messages = await server.job_manager.get_job_messages(job_id=default_run.id, actor=default_user, role=MessageRole.user) + assert len(user_messages) == 1 + assert user_messages[0].role == MessageRole.user + + # Test limit + limited_messages = await server.job_manager.get_job_messages(job_id=default_run.id, actor=default_user, limit=2) + assert len(limited_messages) == 2 + + +@pytest.mark.asyncio +async def test_get_run_messages(server: SyncServer, default_user: PydanticUser, sarah_agent): + """Test getting messages for a run with request config.""" + # Create a run with custom request config + run = await server.job_manager.create_job_async( + pydantic_job=PydanticRun( + user_id=default_user.id, + status=JobStatus.created, + request_config=LettaRequestConfig( + use_assistant_message=False, assistant_message_tool_name="custom_tool", assistant_message_tool_kwarg="custom_arg" + ), + ), + actor=default_user, + ) + + # Add some messages + messages = [ + PydanticMessage( + agent_id=sarah_agent.id, + role=MessageRole.tool if i % 2 == 0 else MessageRole.assistant, + content=[TextContent(text=f"Test message {i}" if i % 2 == 1 else '{"status": "OK"}')], + tool_calls=( + [{"type": "function", "id": f"call_{i // 2}", "function": {"name": "custom_tool", "arguments": '{"custom_arg": "test"}'}}] + if i % 2 == 1 + else None + ), + tool_call_id=f"call_{i // 2}" if i % 2 == 0 else None, + ) + for i in range(4) + ] + + created_msg = await server.message_manager.create_many_messages_async(messages, actor=default_user) + for msg in created_msg: + await server.job_manager.add_messages_to_job_async( + job_id=run.id, + message_ids=[msg.id], + actor=default_user, + ) + + # Get messages and verify they're converted correctly + result = await server.job_manager.get_run_messages(run_id=run.id, actor=default_user) + + # Verify correct number of messages. Assistant messages should be parsed + assert len(result) == 6 + + # Verify assistant messages are parsed according to request config + tool_call_messages = [msg for msg in result if msg.message_type == "tool_call_message"] + reasoning_messages = [msg for msg in result if msg.message_type == "reasoning_message"] + assert len(tool_call_messages) == 2 + assert len(reasoning_messages) == 2 + for msg in tool_call_messages: + assert msg.tool_call is not None + assert msg.tool_call.name == "custom_tool" + + +@pytest.mark.asyncio +async def test_get_run_messages_with_assistant_message(server: SyncServer, default_user: PydanticUser, sarah_agent): + """Test getting messages for a run with request config.""" + # Create a run with custom request config + run = await server.job_manager.create_job_async( + pydantic_job=PydanticRun( + user_id=default_user.id, + status=JobStatus.created, + request_config=LettaRequestConfig( + use_assistant_message=True, assistant_message_tool_name="custom_tool", assistant_message_tool_kwarg="custom_arg" + ), + ), + actor=default_user, + ) + + # Add some messages + messages = [ + PydanticMessage( + agent_id=sarah_agent.id, + role=MessageRole.tool if i % 2 == 0 else MessageRole.assistant, + content=[TextContent(text=f"Test message {i}" if i % 2 == 1 else '{"status": "OK"}')], + tool_calls=( + [{"type": "function", "id": f"call_{i // 2}", "function": {"name": "custom_tool", "arguments": '{"custom_arg": "test"}'}}] + if i % 2 == 1 + else None + ), + tool_call_id=f"call_{i // 2}" if i % 2 == 0 else None, + ) + for i in range(4) + ] + + created_msg = await server.message_manager.create_many_messages_async(messages, actor=default_user) + for msg in created_msg: + await server.job_manager.add_messages_to_job_async( + job_id=run.id, + message_ids=[msg.id], + actor=default_user, + ) + + # Get messages and verify they're converted correctly + result = await server.job_manager.get_run_messages(run_id=run.id, actor=default_user) + + # Verify correct number of messages. Assistant messages should be parsed + assert len(result) == 4 + + # Verify assistant messages are parsed according to request config + assistant_messages = [msg for msg in result if msg.message_type == "assistant_message"] + reasoning_messages = [msg for msg in result if msg.message_type == "reasoning_message"] + assert len(assistant_messages) == 2 + assert len(reasoning_messages) == 2 + for msg in assistant_messages: + assert msg.content == "test" + for msg in reasoning_messages: + assert "Test message" in msg.reasoning + + +# ====================================================================================================================== +# JobManager Tests - Usage Statistics - +# ====================================================================================================================== + +# TODO: add these back after runs refactor + +# @pytest.mark.asyncio +# async def test_job_usage_stats_add_and_get(server: SyncServer, sarah_agent, default_job, default_user): +# """Test adding and retrieving job usage statistics.""" +# job_manager = server.job_manager +# step_manager = server.step_manager +# +# # Add usage statistics +# await step_manager.log_step_async( +# agent_id=sarah_agent.id, +# provider_name="openai", +# provider_category="base", +# model="gpt-4o-mini", +# model_endpoint="https://api.openai.com/v1", +# context_window_limit=8192, +# job_id=default_job.id, +# usage=UsageStatistics( +# completion_tokens=100, +# prompt_tokens=50, +# total_tokens=150, +# ), +# actor=default_user, +# project_id=sarah_agent.project_id, +# ) +# +# # Get usage statistics +# usage_stats = await job_manager.get_job_usage_async(job_id=default_job.id, actor=default_user) +# +# # Verify the statistics +# assert usage_stats.completion_tokens == 100 +# assert usage_stats.prompt_tokens == 50 +# assert usage_stats.total_tokens == 150 +# +# # get steps +# steps = job_manager.get_job_steps(job_id=default_job.id, actor=default_user) +# assert len(steps) == 1 +# +# +# @pytest.mark.asyncio +# async def test_job_usage_stats_get_no_stats(server: SyncServer, default_job, default_user): +# """Test getting usage statistics for a job with no stats.""" +# job_manager = server.job_manager +# +# # Get usage statistics for a job with no stats +# usage_stats = await job_manager.get_job_usage(job_id=default_job.id, actor=default_user) +# +# # Verify default values +# assert usage_stats.completion_tokens == 0 +# assert usage_stats.prompt_tokens == 0 +# assert usage_stats.total_tokens == 0 +# +# # get steps +# steps = job_manager.get_job_steps(job_id=default_job.id, actor=default_user) +# assert len(steps) == 0 +# +# +# @pytest.mark.asyncio +# async def test_job_usage_stats_add_multiple(server: SyncServer, sarah_agent, default_job, default_user): +# """Test adding multiple usage statistics entries for a job.""" +# job_manager = server.job_manager +# step_manager = server.step_manager +# +# # Add first usage statistics entry +# await step_manager.log_step_async( +# agent_id=sarah_agent.id, +# provider_name="openai", +# provider_category="base", +# model="gpt-4o-mini", +# model_endpoint="https://api.openai.com/v1", +# context_window_limit=8192, +# job_id=default_job.id, +# usage=UsageStatistics( +# completion_tokens=100, +# prompt_tokens=50, +# total_tokens=150, +# ), +# actor=default_user, +# project_id=sarah_agent.project_id, +# ) +# +# # Add second usage statistics entry +# await step_manager.log_step_async( +# agent_id=sarah_agent.id, +# provider_name="openai", +# provider_category="base", +# model="gpt-4o-mini", +# model_endpoint="https://api.openai.com/v1", +# context_window_limit=8192, +# job_id=default_job.id, +# usage=UsageStatistics( +# completion_tokens=200, +# prompt_tokens=100, +# total_tokens=300, +# ), +# actor=default_user, +# project_id=sarah_agent.project_id, +# ) +# +# # Get usage statistics (should return the latest entry) +# usage_stats = job_manager.get_job_usage(job_id=default_job.id, actor=default_user) +# +# # Verify we get the most recent statistics +# assert usage_stats.completion_tokens == 300 +# assert usage_stats.prompt_tokens == 150 +# assert usage_stats.total_tokens == 450 +# assert usage_stats.step_count == 2 +# +# # get steps +# steps = job_manager.get_job_steps(job_id=default_job.id, actor=default_user) +# assert len(steps) == 2 +# +# # get agent steps +# steps = await step_manager.list_steps_async(agent_id=sarah_agent.id, actor=default_user) +# assert len(steps) == 2 +# +# # add step feedback +# step_manager = server.step_manager +# +# # Add feedback to first step +# await step_manager.add_feedback_async(step_id=steps[0].id, feedback=FeedbackType.POSITIVE, actor=default_user) +# +# # Test has_feedback filtering +# steps_with_feedback = await step_manager.list_steps_async(agent_id=sarah_agent.id, has_feedback=True, actor=default_user) +# assert len(steps_with_feedback) == 1 +# +# steps_without_feedback = await step_manager.list_steps_async(agent_id=sarah_agent.id, actor=default_user) +# assert len(steps_without_feedback) == 2 +# + + +# @pytest.mark.asyncio +# async def test_job_usage_stats_get_nonexistent_job(server: SyncServer, default_user): +# """Test getting usage statistics for a nonexistent job.""" +# job_manager = server.job_manager +# +# with pytest.raises(NoResultFound): +# job_manager.get_job_usage(job_id="nonexistent_job", actor=default_user) + + +@pytest.mark.asyncio +async def test_record_ttft(server: SyncServer, default_user): + """Test recording time to first token for a job.""" + # Create a job + job_data = PydanticJob( + status=JobStatus.created, + metadata={"type": "test_timing"}, + ) + created_job = await server.job_manager.create_job_async(pydantic_job=job_data, actor=default_user) + + # Record TTFT + ttft_ns = 1_500_000_000 # 1.5 seconds in nanoseconds + await server.job_manager.record_ttft(created_job.id, ttft_ns, default_user) + + # Fetch the job and verify TTFT was recorded + updated_job = await server.job_manager.get_job_by_id_async(created_job.id, default_user) + assert updated_job.ttft_ns == ttft_ns + + +@pytest.mark.asyncio +async def test_record_response_duration(server: SyncServer, default_user): + """Test recording total response duration for a job.""" + # Create a job + job_data = PydanticJob( + status=JobStatus.created, + metadata={"type": "test_timing"}, + ) + created_job = await server.job_manager.create_job_async(pydantic_job=job_data, actor=default_user) + + # Record response duration + duration_ns = 5_000_000_000 # 5 seconds in nanoseconds + await server.job_manager.record_response_duration(created_job.id, duration_ns, default_user) + + # Fetch the job and verify duration was recorded + updated_job = await server.job_manager.get_job_by_id_async(created_job.id, default_user) + assert updated_job.total_duration_ns == duration_ns + + +@pytest.mark.asyncio +async def test_record_timing_metrics_together(server: SyncServer, default_user): + """Test recording both TTFT and response duration for a job.""" + # Create a job + job_data = PydanticJob( + status=JobStatus.created, + metadata={"type": "test_timing_combined"}, + ) + created_job = await server.job_manager.create_job_async(pydantic_job=job_data, actor=default_user) + + # Record both metrics + ttft_ns = 2_000_000_000 # 2 seconds in nanoseconds + duration_ns = 8_500_000_000 # 8.5 seconds in nanoseconds + + await server.job_manager.record_ttft(created_job.id, ttft_ns, default_user) + await server.job_manager.record_response_duration(created_job.id, duration_ns, default_user) + + # Fetch the job and verify both metrics were recorded + updated_job = await server.job_manager.get_job_by_id_async(created_job.id, default_user) + assert updated_job.ttft_ns == ttft_ns + assert updated_job.total_duration_ns == duration_ns + + +@pytest.mark.asyncio +async def test_record_timing_invalid_job(server: SyncServer, default_user): + """Test recording timing metrics for non-existent job fails gracefully.""" + # Try to record TTFT for non-existent job - should not raise exception but log warning + await server.job_manager.record_ttft("nonexistent_job_id", 1_000_000_000, default_user) + + # Try to record response duration for non-existent job - should not raise exception but log warning + await server.job_manager.record_response_duration("nonexistent_job_id", 2_000_000_000, default_user) diff --git a/tests/managers/test_mcp_manager.py b/tests/managers/test_mcp_manager.py new file mode 100644 index 00000000..d8666089 --- /dev/null +++ b/tests/managers/test_mcp_manager.py @@ -0,0 +1,720 @@ +import json +import logging +import os +import random +import re +import string +import time +import uuid +from datetime import datetime, timedelta, timezone +from typing import List +from unittest.mock import AsyncMock, Mock, patch + +import pytest +from _pytest.python_api import approx +from anthropic.types.beta import BetaMessage +from anthropic.types.beta.messages import BetaMessageBatchIndividualResponse, BetaMessageBatchSucceededResult + +# Import shared fixtures and constants from conftest +from conftest import ( + CREATE_DELAY_SQLITE, + DEFAULT_EMBEDDING_CONFIG, + USING_SQLITE, +) +from openai.types.chat.chat_completion_message_tool_call import ChatCompletionMessageToolCall as OpenAIToolCall, Function as OpenAIFunction +from sqlalchemy import func, select +from sqlalchemy.exc import IntegrityError, InvalidRequestError +from sqlalchemy.orm.exc import StaleDataError + +from letta.config import LettaConfig +from letta.constants import ( + BASE_MEMORY_TOOLS, + BASE_SLEEPTIME_TOOLS, + BASE_TOOLS, + BASE_VOICE_SLEEPTIME_CHAT_TOOLS, + BASE_VOICE_SLEEPTIME_TOOLS, + BUILTIN_TOOLS, + DEFAULT_ORG_ID, + DEFAULT_ORG_NAME, + FILES_TOOLS, + LETTA_TOOL_EXECUTION_DIR, + LETTA_TOOL_SET, + LOCAL_ONLY_MULTI_AGENT_TOOLS, + MCP_TOOL_TAG_NAME_PREFIX, + MULTI_AGENT_TOOLS, +) +from letta.data_sources.redis_client import NoopAsyncRedisClient, get_redis_client +from letta.errors import LettaAgentNotFoundError +from letta.functions.functions import derive_openai_json_schema, parse_source_code +from letta.functions.mcp_client.types import MCPTool +from letta.helpers import ToolRulesSolver +from letta.helpers.datetime_helpers import AsyncTimer +from letta.jobs.types import ItemUpdateInfo, RequestStatusUpdateInfo, StepStatusUpdateInfo +from letta.orm import Base, Block +from letta.orm.block_history import BlockHistory +from letta.orm.errors import NoResultFound, UniqueConstraintViolationError +from letta.orm.file import FileContent as FileContentModel, FileMetadata as FileMetadataModel +from letta.schemas.agent import CreateAgent, UpdateAgent +from letta.schemas.block import Block as PydanticBlock, BlockUpdate, CreateBlock +from letta.schemas.embedding_config import EmbeddingConfig +from letta.schemas.enums import ( + ActorType, + AgentStepStatus, + FileProcessingStatus, + JobStatus, + JobType, + MessageRole, + ProviderType, + SandboxType, + StepStatus, + TagMatchMode, + ToolType, + VectorDBProvider, +) +from letta.schemas.environment_variables import SandboxEnvironmentVariableCreate, SandboxEnvironmentVariableUpdate +from letta.schemas.file import FileMetadata, FileMetadata as PydanticFileMetadata +from letta.schemas.identity import IdentityCreate, IdentityProperty, IdentityPropertyType, IdentityType, IdentityUpdate, IdentityUpsert +from letta.schemas.job import BatchJob, Job, Job as PydanticJob, JobUpdate, LettaRequestConfig +from letta.schemas.letta_message import UpdateAssistantMessage, UpdateReasoningMessage, UpdateSystemMessage, UpdateUserMessage +from letta.schemas.letta_message_content import TextContent +from letta.schemas.letta_stop_reason import LettaStopReason, StopReasonType +from letta.schemas.llm_batch_job import AgentStepState, LLMBatchItem +from letta.schemas.llm_config import LLMConfig +from letta.schemas.message import Message as PydanticMessage, MessageCreate, MessageUpdate +from letta.schemas.openai.chat_completion_response import UsageStatistics +from letta.schemas.organization import Organization, Organization as PydanticOrganization, OrganizationUpdate +from letta.schemas.passage import Passage as PydanticPassage +from letta.schemas.pip_requirement import PipRequirement +from letta.schemas.run import Run as PydanticRun +from letta.schemas.sandbox_config import E2BSandboxConfig, LocalSandboxConfig, SandboxConfigCreate, SandboxConfigUpdate +from letta.schemas.source import Source as PydanticSource, SourceUpdate +from letta.schemas.tool import Tool as PydanticTool, ToolCreate, ToolUpdate +from letta.schemas.tool_rule import InitToolRule +from letta.schemas.user import User as PydanticUser, UserUpdate +from letta.server.db import db_registry +from letta.server.server import SyncServer +from letta.services.block_manager import BlockManager +from letta.services.helpers.agent_manager_helper import calculate_base_tools, calculate_multi_agent_tools, validate_agent_exists_async +from letta.services.step_manager import FeedbackType +from letta.settings import settings, tool_settings +from letta.utils import calculate_file_defaults_based_on_context_window +from tests.helpers.utils import comprehensive_agent_checks, validate_context_window_overview +from tests.utils import random_string + +# ====================================================================================================================== +# MCPManager Tests +# ====================================================================================================================== + + +@pytest.mark.asyncio +@patch("letta.services.mcp_manager.MCPManager.get_mcp_client") +async def test_create_mcp_server(mock_get_client, server, default_user): + from letta.schemas.mcp import MCPServer, MCPServerType, SSEServerConfig, StdioServerConfig + from letta.settings import tool_settings + + if tool_settings.mcp_read_from_config: + return + + # create mock client with required methods + mock_client = AsyncMock() + mock_client.connect_to_server = AsyncMock() + mock_client.list_tools = AsyncMock( + return_value=[ + MCPTool( + name="get_simple_price", + inputSchema={ + "type": "object", + "properties": { + "ids": {"type": "string"}, + "vs_currencies": {"type": "string"}, + "include_market_cap": {"type": "boolean"}, + "include_24hr_vol": {"type": "boolean"}, + "include_24hr_change": {"type": "boolean"}, + }, + "required": ["ids", "vs_currencies"], + "additionalProperties": False, + }, + ) + ] + ) + mock_client.execute_tool = AsyncMock( + return_value=( + '{"bitcoin": {"usd": 50000, "usd_market_cap": 900000000000, "usd_24h_vol": 30000000000, "usd_24h_change": 2.5}}', + True, + ) + ) + mock_get_client.return_value = mock_client + + # Test with a valid StdioServerConfig + server_config = StdioServerConfig( + server_name="test_server", type=MCPServerType.STDIO, command="echo 'test'", args=["arg1", "arg2"], env={"ENV1": "value1"} + ) + mcp_server = MCPServer(server_name="test_server", server_type=MCPServerType.STDIO, stdio_config=server_config) + created_server = await server.mcp_manager.create_or_update_mcp_server(mcp_server, actor=default_user) + print(created_server) + assert created_server.server_name == server_config.server_name + assert created_server.server_type == server_config.type + + # Test with a valid SSEServerConfig + mcp_server_name = "coingecko" + server_url = "https://mcp.api.coingecko.com/sse" + sse_mcp_config = SSEServerConfig(server_name=mcp_server_name, server_url=server_url) + mcp_sse_server = MCPServer(server_name=mcp_server_name, server_type=MCPServerType.SSE, server_url=server_url) + created_server = await server.mcp_manager.create_or_update_mcp_server(mcp_sse_server, actor=default_user) + print(created_server) + assert created_server.server_name == mcp_server_name + assert created_server.server_type == MCPServerType.SSE + + # list mcp servers + servers = await server.mcp_manager.list_mcp_servers(actor=default_user) + print(servers) + assert len(servers) > 0, "No MCP servers found" + + # list tools from sse server + tools = await server.mcp_manager.list_mcp_server_tools(created_server.server_name, actor=default_user) + print(tools) + + # call a tool from the sse server + tool_name = "get_simple_price" + tool_args = { + "ids": "bitcoin", + "vs_currencies": "usd", + "include_market_cap": True, + "include_24hr_vol": True, + "include_24hr_change": True, + } + result = await server.mcp_manager.execute_mcp_server_tool( + created_server.server_name, tool_name=tool_name, tool_args=tool_args, actor=default_user, environment_variables={} + ) + print(result) + + # add a tool + tool = await server.mcp_manager.add_tool_from_mcp_server(created_server.server_name, tool_name, actor=default_user) + print(tool) + assert tool.name == tool_name + assert f"mcp:{created_server.server_name}" in tool.tags, f"Expected tag {f'mcp:{created_server.server_name}'}, got {tool.tags}" + print("TAGS", tool.tags) + + +@patch("letta.services.mcp_manager.MCPManager.get_mcp_client") +async def test_create_mcp_server_with_tools(mock_get_client, server, default_user): + """Test that creating an MCP server automatically syncs and persists its tools.""" + from letta.functions.mcp_client.types import MCPToolHealth + from letta.schemas.mcp import MCPServer, MCPServerType, SSEServerConfig + from letta.settings import tool_settings + + if tool_settings.mcp_read_from_config: + return + + # Create mock tools with different health statuses + mock_tools = [ + MCPTool( + name="valid_tool_1", + description="A valid tool", + inputSchema={ + "type": "object", + "properties": { + "param1": {"type": "string"}, + }, + "required": ["param1"], + }, + health=MCPToolHealth(status="VALID", reasons=[]), + ), + MCPTool( + name="valid_tool_2", + description="Another valid tool", + inputSchema={ + "type": "object", + "properties": { + "param2": {"type": "number"}, + }, + }, + health=MCPToolHealth(status="VALID", reasons=[]), + ), + MCPTool( + name="invalid_tool", + description="An invalid tool that should be skipped", + inputSchema={ + "type": "invalid_type", # Invalid schema + }, + health=MCPToolHealth(status="INVALID", reasons=["Invalid schema type"]), + ), + MCPTool( + name="warning_tool", + description="A tool with warnings but should still be persisted", + inputSchema={ + "type": "object", + "properties": {}, + }, + health=MCPToolHealth(status="WARNING", reasons=["No properties defined"]), + ), + ] + + # Create mock client + mock_client = AsyncMock() + mock_client.connect_to_server = AsyncMock() + mock_client.list_tools = AsyncMock(return_value=mock_tools) + mock_client.cleanup = AsyncMock() + mock_get_client.return_value = mock_client + + # Create MCP server config + server_name = f"test_server_{uuid.uuid4().hex[:8]}" + server_url = "https://test-with-tools.example.com/sse" + mcp_server = MCPServer(server_name=server_name, server_type=MCPServerType.SSE, server_url=server_url) + + # Create server with tools using the new method + created_server = await server.mcp_manager.create_mcp_server_with_tools(mcp_server, actor=default_user) + + # Verify server was created + assert created_server.server_name == server_name + assert created_server.server_type == MCPServerType.SSE + assert created_server.server_url == server_url + + # Verify tools were persisted (all except the invalid one) + # Get all tools and filter by checking metadata + all_tools = await server.tool_manager.list_tools_async( + actor=default_user, names=["valid_tool_1", "valid_tool_2", "warning_tool", "invalid_tool"] + ) + + # Filter tools that belong to our MCP server + persisted_tools = [ + tool + for tool in all_tools + if tool.metadata_ + and MCP_TOOL_TAG_NAME_PREFIX in tool.metadata_ + and tool.metadata_[MCP_TOOL_TAG_NAME_PREFIX].get("server_name") == server_name + ] + + # Should have 3 tools (2 valid + 1 warning, but not the invalid one) + assert len(persisted_tools) == 3, f"Expected 3 tools, got {len(persisted_tools)}" + + # Check tool names + tool_names = {tool.name for tool in persisted_tools} + assert "valid_tool_1" in tool_names + assert "valid_tool_2" in tool_names + assert "warning_tool" in tool_names + assert "invalid_tool" not in tool_names # Invalid tool should be filtered out + + # Verify each tool has correct metadata + for tool in persisted_tools: + assert tool.metadata_ is not None + assert MCP_TOOL_TAG_NAME_PREFIX in tool.metadata_ + assert tool.metadata_[MCP_TOOL_TAG_NAME_PREFIX]["server_name"] == server_name + assert tool.metadata_[MCP_TOOL_TAG_NAME_PREFIX]["server_id"] == created_server.id + assert tool.tool_type == ToolType.EXTERNAL_MCP + + # Clean up - delete the server + await server.mcp_manager.delete_mcp_server_by_id(created_server.id, actor=default_user) + + # Verify tools were also deleted (cascade) by trying to get them again + remaining_tools = await server.tool_manager.list_tools_async(actor=default_user, names=["valid_tool_1", "valid_tool_2", "warning_tool"]) + + # Filter to see if any still belong to our deleted server + remaining_mcp_tools = [ + tool + for tool in remaining_tools + if tool.metadata_ + and MCP_TOOL_TAG_NAME_PREFIX in tool.metadata_ + and tool.metadata_[MCP_TOOL_TAG_NAME_PREFIX].get("server_name") == server_name + ] + assert len(remaining_mcp_tools) == 0, "Tools should be deleted when server is deleted" + + +@patch("letta.services.mcp_manager.MCPManager.get_mcp_client") +async def test_create_mcp_server_with_tools_connection_failure(mock_get_client, server, default_user): + """Test that MCP server creation succeeds even when tool sync fails (optimistic approach).""" + from letta.schemas.mcp import MCPServer, MCPServerType + from letta.settings import tool_settings + + if tool_settings.mcp_read_from_config: + return + + # Create mock client that fails to connect + mock_client = AsyncMock() + mock_client.connect_to_server = AsyncMock(side_effect=Exception("Connection failed")) + mock_client.cleanup = AsyncMock() + mock_get_client.return_value = mock_client + + # Create MCP server config + server_name = f"test_server_fail_{uuid.uuid4().hex[:8]}" + server_url = "https://test-fail.example.com/sse" + mcp_server = MCPServer(server_name=server_name, server_type=MCPServerType.SSE, server_url=server_url) + + # Create server with tools - should succeed despite connection failure + created_server = await server.mcp_manager.create_mcp_server_with_tools(mcp_server, actor=default_user) + + # Verify server was created successfully + assert created_server.server_name == server_name + assert created_server.server_type == MCPServerType.SSE + assert created_server.server_url == server_url + + # Verify no tools were persisted (due to connection failure) + # Try to get tools by the names we would have expected + all_tools = await server.tool_manager.list_tools_async( + actor=default_user, + names=["tool1", "tool2", "tool3"], # Generic names since we don't know what tools would have been listed + ) + + # Filter to see if any belong to our server (there shouldn't be any) + persisted_tools = [ + tool + for tool in all_tools + if tool.metadata_ + and MCP_TOOL_TAG_NAME_PREFIX in tool.metadata_ + and tool.metadata_[MCP_TOOL_TAG_NAME_PREFIX].get("server_name") == server_name + ] + assert len(persisted_tools) == 0, "No tools should be persisted when connection fails" + + # Clean up + await server.mcp_manager.delete_mcp_server_by_id(created_server.id, actor=default_user) + + +async def test_get_mcp_servers_by_ids(server, default_user): + from letta.schemas.mcp import MCPServer, MCPServerType, SSEServerConfig, StdioServerConfig + from letta.settings import tool_settings + + if tool_settings.mcp_read_from_config: + return + + # Create multiple MCP servers for testing + servers_data = [ + { + "name": "test_server_1", + "config": StdioServerConfig( + server_name="test_server_1", type=MCPServerType.STDIO, command="echo 'test1'", args=["arg1"], env={"ENV1": "value1"} + ), + "type": MCPServerType.STDIO, + }, + { + "name": "test_server_2", + "config": SSEServerConfig(server_name="test_server_2", server_url="https://test2.example.com/sse"), + "type": MCPServerType.SSE, + }, + { + "name": "test_server_3", + "config": SSEServerConfig(server_name="test_server_3", server_url="https://test3.example.com/mcp"), + "type": MCPServerType.STREAMABLE_HTTP, + }, + ] + + created_servers = [] + for server_data in servers_data: + if server_data["type"] == MCPServerType.STDIO: + mcp_server = MCPServer(server_name=server_data["name"], server_type=server_data["type"], stdio_config=server_data["config"]) + else: + mcp_server = MCPServer( + server_name=server_data["name"], server_type=server_data["type"], server_url=server_data["config"].server_url + ) + + created = await server.mcp_manager.create_or_update_mcp_server(mcp_server, actor=default_user) + created_servers.append(created) + + # Test fetching multiple servers by IDs + server_ids = [s.id for s in created_servers] + fetched_servers = await server.mcp_manager.get_mcp_servers_by_ids(server_ids, actor=default_user) + + assert len(fetched_servers) == len(created_servers) + fetched_ids = {s.id for s in fetched_servers} + expected_ids = {s.id for s in created_servers} + assert fetched_ids == expected_ids + + # Test fetching subset of servers + subset_ids = server_ids[:2] + subset_servers = await server.mcp_manager.get_mcp_servers_by_ids(subset_ids, actor=default_user) + assert len(subset_servers) == 2 + assert all(s.id in subset_ids for s in subset_servers) + + # Test fetching with empty list + empty_result = await server.mcp_manager.get_mcp_servers_by_ids([], actor=default_user) + assert empty_result == [] + + # Test fetching with non-existent ID mixed with valid IDs + mixed_ids = [server_ids[0], "non-existent-id", server_ids[1]] + mixed_result = await server.mcp_manager.get_mcp_servers_by_ids(mixed_ids, actor=default_user) + # Should only return the existing servers + assert len(mixed_result) == 2 + assert all(s.id in server_ids for s in mixed_result) + + # Test that servers from different organizations are not returned + # This would require creating another user/org, but for now we'll just verify + # that the function respects the actor's organization + all_servers = await server.mcp_manager.list_mcp_servers(actor=default_user) + all_server_ids = [s.id for s in all_servers] + bulk_fetched = await server.mcp_manager.get_mcp_servers_by_ids(all_server_ids, actor=default_user) + + # All fetched servers should belong to the same organization + assert all(s.organization_id == default_user.organization_id for s in bulk_fetched) + + +# Additional MCPManager OAuth session tests +@pytest.mark.asyncio +async def test_mcp_server_deletion_cascades_oauth_sessions(server, default_organization, default_user): + """Deleting an MCP server deletes associated OAuth sessions (same user + URL).""" + + from letta.schemas.mcp import MCPOAuthSessionCreate, MCPServer as PydanticMCPServer, MCPServerType + + test_server_url = "https://test.example.com/mcp" + + # Create orphaned OAuth sessions (no server id) for same user and URL + created_session_ids: list[str] = [] + for i in range(3): + session = await server.mcp_manager.create_oauth_session( + MCPOAuthSessionCreate( + server_url=test_server_url, + server_name=f"test_mcp_server_{i}", + user_id=default_user.id, + organization_id=default_organization.id, + ), + actor=default_user, + ) + created_session_ids.append(session.id) + + # Create the MCP server with the same URL + created_server = await server.mcp_manager.create_mcp_server( + PydanticMCPServer( + server_name=f"test_mcp_server_{str(uuid.uuid4().hex[:8])}", # ensure unique name + server_type=MCPServerType.SSE, + server_url=test_server_url, + organization_id=default_organization.id, + ), + actor=default_user, + ) + + # Now delete the server via manager + await server.mcp_manager.delete_mcp_server_by_id(created_server.id, actor=default_user) + + # Verify all sessions are gone + for sid in created_session_ids: + session = await server.mcp_manager.get_oauth_session_by_id(sid, actor=default_user) + assert session is None, f"OAuth session {sid} should be deleted" + + +@pytest.mark.asyncio +async def test_oauth_sessions_with_different_url_persist(server, default_organization, default_user): + """Sessions with different URL should not be deleted when deleting the server for another URL.""" + + from letta.schemas.mcp import MCPOAuthSessionCreate, MCPServer as PydanticMCPServer, MCPServerType + + server_url = "https://test.example.com/mcp" + other_url = "https://other.example.com/mcp" + + # Create a session for other_url (should persist) + other_session = await server.mcp_manager.create_oauth_session( + MCPOAuthSessionCreate( + server_url=other_url, + server_name="standalone_oauth", + user_id=default_user.id, + organization_id=default_organization.id, + ), + actor=default_user, + ) + + # Create the MCP server at server_url + created_server = await server.mcp_manager.create_mcp_server( + PydanticMCPServer( + server_name=f"test_mcp_server_{str(uuid.uuid4().hex[:8])}", + server_type=MCPServerType.SSE, + server_url=server_url, + organization_id=default_organization.id, + ), + actor=default_user, + ) + + # Delete the server at server_url + await server.mcp_manager.delete_mcp_server_by_id(created_server.id, actor=default_user) + + # Verify the session at other_url still exists + persisted = await server.mcp_manager.get_oauth_session_by_id(other_session.id, actor=default_user) + assert persisted is not None, "OAuth session with different URL should persist" + + +@pytest.mark.asyncio +async def test_mcp_server_creation_links_orphaned_sessions(server, default_organization, default_user): + """Creating a server should link any existing orphaned sessions (same user + URL).""" + + from letta.schemas.mcp import MCPOAuthSessionCreate, MCPServer as PydanticMCPServer, MCPServerType + + server_url = "https://test-atomic-create.example.com/mcp" + + # Pre-create orphaned sessions (no server_id) for same user + URL + orphaned_ids: list[str] = [] + for i in range(3): + session = await server.mcp_manager.create_oauth_session( + MCPOAuthSessionCreate( + server_url=server_url, + server_name=f"atomic_session_{i}", + user_id=default_user.id, + organization_id=default_organization.id, + ), + actor=default_user, + ) + orphaned_ids.append(session.id) + + # Create server + created_server = await server.mcp_manager.create_mcp_server( + PydanticMCPServer( + server_name=f"test_atomic_server_{str(uuid.uuid4().hex[:8])}", + server_type=MCPServerType.SSE, + server_url=server_url, + organization_id=default_organization.id, + ), + actor=default_user, + ) + + # Sessions should still be retrievable via manager API + for sid in orphaned_ids: + s = await server.mcp_manager.get_oauth_session_by_id(sid, actor=default_user) + assert s is not None + + # Indirect verification: deleting the server removes sessions for that URL+user + await server.mcp_manager.delete_mcp_server_by_id(created_server.id, actor=default_user) + for sid in orphaned_ids: + assert await server.mcp_manager.get_oauth_session_by_id(sid, actor=default_user) is None + + +@pytest.mark.asyncio +async def test_mcp_server_delete_removes_all_sessions_for_url_and_user(server, default_organization, default_user): + """Deleting a server removes both linked and orphaned sessions for same user+URL.""" + + from letta.schemas.mcp import MCPOAuthSessionCreate, MCPServer as PydanticMCPServer, MCPServerType + + server_url = "https://test-atomic-cleanup.example.com/mcp" + + # Create orphaned session + orphaned = await server.mcp_manager.create_oauth_session( + MCPOAuthSessionCreate( + server_url=server_url, + server_name="orphaned", + user_id=default_user.id, + organization_id=default_organization.id, + ), + actor=default_user, + ) + + # Create server + created_server = await server.mcp_manager.create_mcp_server( + PydanticMCPServer( + server_name=f"cleanup_server_{str(uuid.uuid4().hex[:8])}", + server_type=MCPServerType.SSE, + server_url=server_url, + organization_id=default_organization.id, + ), + actor=default_user, + ) + + # Delete server + await server.mcp_manager.delete_mcp_server_by_id(created_server.id, actor=default_user) + + # Both orphaned and any linked sessions for that URL+user should be gone + assert await server.mcp_manager.get_oauth_session_by_id(orphaned.id, actor=default_user) is None + + +@pytest.mark.asyncio +async def test_mcp_server_resync_tools(server, default_user, default_organization): + """Test that resyncing MCP server tools correctly handles added, deleted, and updated tools.""" + from unittest.mock import AsyncMock, MagicMock, patch + + from letta.functions.mcp_client.types import MCPTool, MCPToolHealth + from letta.schemas.mcp import MCPServer as PydanticMCPServer, MCPServerType + from letta.schemas.tool import ToolCreate + + # Create MCP server + mcp_server = await server.mcp_manager.create_mcp_server( + PydanticMCPServer( + server_name=f"test_resync_{uuid.uuid4().hex[:8]}", + server_type=MCPServerType.SSE, + server_url="https://test-resync.example.com/mcp", + organization_id=default_organization.id, + ), + actor=default_user, + ) + mcp_server_id = mcp_server.id + + try: + # Create initial persisted tools (simulating previously added tools) + # Use sync method like in the existing mcp_tool fixture + tool1_create = ToolCreate.from_mcp( + mcp_server_name=mcp_server.server_name, + mcp_tool=MCPTool( + name="tool1", + description="Tool 1", + inputSchema={"type": "object", "properties": {"param1": {"type": "string"}}}, + ), + ) + tool1 = await server.tool_manager.create_or_update_mcp_tool_async( + tool_create=tool1_create, + mcp_server_name=mcp_server.server_name, + mcp_server_id=mcp_server_id, + actor=default_user, + ) + + tool2_create = ToolCreate.from_mcp( + mcp_server_name=mcp_server.server_name, + mcp_tool=MCPTool( + name="tool2", + description="Tool 2 to be deleted", + inputSchema={"type": "object", "properties": {"param2": {"type": "number"}}}, + ), + ) + tool2 = await server.tool_manager.create_or_update_mcp_tool_async( + tool_create=tool2_create, + mcp_server_name=mcp_server.server_name, + mcp_server_id=mcp_server_id, + actor=default_user, + ) + + # Mock the list_mcp_server_tools to return updated tools from server + # tool1 is updated, tool2 is deleted, tool3 is added + updated_tools = [ + MCPTool( + name="tool1", + description="Tool 1 Updated", + inputSchema={"type": "object", "properties": {"param1": {"type": "string"}, "param1b": {"type": "boolean"}}}, + health=MCPToolHealth(status="VALID", reasons=[]), + ), + MCPTool( + name="tool3", + description="Tool 3 New", + inputSchema={"type": "object", "properties": {"param3": {"type": "array"}}}, + health=MCPToolHealth(status="VALID", reasons=[]), + ), + ] + + with patch.object(server.mcp_manager, "list_mcp_server_tools", new_callable=AsyncMock) as mock_list_tools: + mock_list_tools.return_value = updated_tools + + # Run resync + result = await server.mcp_manager.resync_mcp_server_tools( + mcp_server_name=mcp_server.server_name, + actor=default_user, + ) + + # Verify the resync result + assert len(result.deleted) == 1 + assert "tool2" in result.deleted + + assert len(result.updated) == 1 + assert "tool1" in result.updated + + assert len(result.added) == 1 + assert "tool3" in result.added + + # Verify tool2 was actually deleted + try: + deleted_tool = await server.tool_manager.get_tool_by_id_async(tool_id=tool2.id, actor=default_user) + assert False, "Tool2 should have been deleted" + except Exception: + pass # Expected - tool should be deleted + + # Verify tool1 was updated with new schema + updated_tool1 = await server.tool_manager.get_tool_by_id_async(tool_id=tool1.id, actor=default_user) + assert "param1b" in updated_tool1.json_schema["parameters"]["properties"] + + # Verify tool3 was added + tools = await server.tool_manager.list_tools_async(actor=default_user, names=["tool3"]) + assert len(tools) == 1 + assert tools[0].name == "tool3" + + finally: + # Clean up + await server.mcp_manager.delete_mcp_server_by_id(mcp_server_id, actor=default_user) diff --git a/tests/managers/test_message_manager.py b/tests/managers/test_message_manager.py new file mode 100644 index 00000000..cd1a6e02 --- /dev/null +++ b/tests/managers/test_message_manager.py @@ -0,0 +1,786 @@ +import json +import logging +import os +import random +import re +import string +import time +import uuid +from datetime import datetime, timedelta, timezone +from typing import List +from unittest.mock import AsyncMock, Mock, patch + +import pytest +from _pytest.python_api import approx +from anthropic.types.beta import BetaMessage +from anthropic.types.beta.messages import BetaMessageBatchIndividualResponse, BetaMessageBatchSucceededResult + +# Import shared fixtures and constants from conftest +from conftest import ( + CREATE_DELAY_SQLITE, + DEFAULT_EMBEDDING_CONFIG, + USING_SQLITE, +) +from openai.types.chat.chat_completion_message_tool_call import ChatCompletionMessageToolCall as OpenAIToolCall, Function as OpenAIFunction +from sqlalchemy import func, select +from sqlalchemy.exc import IntegrityError, InvalidRequestError +from sqlalchemy.orm.exc import StaleDataError + +from letta.config import LettaConfig +from letta.constants import ( + BASE_MEMORY_TOOLS, + BASE_SLEEPTIME_TOOLS, + BASE_TOOLS, + BASE_VOICE_SLEEPTIME_CHAT_TOOLS, + BASE_VOICE_SLEEPTIME_TOOLS, + BUILTIN_TOOLS, + DEFAULT_ORG_ID, + DEFAULT_ORG_NAME, + FILES_TOOLS, + LETTA_TOOL_EXECUTION_DIR, + LETTA_TOOL_SET, + LOCAL_ONLY_MULTI_AGENT_TOOLS, + MCP_TOOL_TAG_NAME_PREFIX, + MULTI_AGENT_TOOLS, +) +from letta.data_sources.redis_client import NoopAsyncRedisClient, get_redis_client +from letta.errors import LettaAgentNotFoundError +from letta.functions.functions import derive_openai_json_schema, parse_source_code +from letta.functions.mcp_client.types import MCPTool +from letta.helpers import ToolRulesSolver +from letta.helpers.datetime_helpers import AsyncTimer +from letta.jobs.types import ItemUpdateInfo, RequestStatusUpdateInfo, StepStatusUpdateInfo +from letta.orm import Base, Block +from letta.orm.block_history import BlockHistory +from letta.orm.errors import NoResultFound, UniqueConstraintViolationError +from letta.orm.file import FileContent as FileContentModel, FileMetadata as FileMetadataModel +from letta.schemas.agent import CreateAgent, UpdateAgent +from letta.schemas.block import Block as PydanticBlock, BlockUpdate, CreateBlock +from letta.schemas.embedding_config import EmbeddingConfig +from letta.schemas.enums import ( + ActorType, + AgentStepStatus, + FileProcessingStatus, + JobStatus, + JobType, + MessageRole, + ProviderType, + SandboxType, + StepStatus, + TagMatchMode, + ToolType, + VectorDBProvider, +) +from letta.schemas.environment_variables import SandboxEnvironmentVariableCreate, SandboxEnvironmentVariableUpdate +from letta.schemas.file import FileMetadata, FileMetadata as PydanticFileMetadata +from letta.schemas.identity import IdentityCreate, IdentityProperty, IdentityPropertyType, IdentityType, IdentityUpdate, IdentityUpsert +from letta.schemas.job import BatchJob, Job, Job as PydanticJob, JobUpdate, LettaRequestConfig +from letta.schemas.letta_message import UpdateAssistantMessage, UpdateReasoningMessage, UpdateSystemMessage, UpdateUserMessage +from letta.schemas.letta_message_content import TextContent +from letta.schemas.letta_stop_reason import LettaStopReason, StopReasonType +from letta.schemas.llm_batch_job import AgentStepState, LLMBatchItem +from letta.schemas.llm_config import LLMConfig +from letta.schemas.message import Message as PydanticMessage, MessageCreate, MessageUpdate +from letta.schemas.openai.chat_completion_response import UsageStatistics +from letta.schemas.organization import Organization, Organization as PydanticOrganization, OrganizationUpdate +from letta.schemas.passage import Passage as PydanticPassage +from letta.schemas.pip_requirement import PipRequirement +from letta.schemas.run import Run as PydanticRun +from letta.schemas.sandbox_config import E2BSandboxConfig, LocalSandboxConfig, SandboxConfigCreate, SandboxConfigUpdate +from letta.schemas.source import Source as PydanticSource, SourceUpdate +from letta.schemas.tool import Tool as PydanticTool, ToolCreate, ToolUpdate +from letta.schemas.tool_rule import InitToolRule +from letta.schemas.user import User as PydanticUser, UserUpdate +from letta.server.db import db_registry +from letta.server.server import SyncServer +from letta.services.block_manager import BlockManager +from letta.services.helpers.agent_manager_helper import calculate_base_tools, calculate_multi_agent_tools, validate_agent_exists_async +from letta.services.step_manager import FeedbackType +from letta.settings import settings, tool_settings +from letta.utils import calculate_file_defaults_based_on_context_window +from tests.helpers.utils import comprehensive_agent_checks, validate_context_window_overview +from tests.utils import random_string + +# ====================================================================================================================== +# AgentManager Tests - Messages Relationship +# ====================================================================================================================== + + +@pytest.mark.asyncio +async def test_reset_messages_no_messages(server: SyncServer, sarah_agent, default_user): + """ + Test that resetting messages on an agent that has zero messages + does not fail and clears out message_ids if somehow it's non-empty. + """ + assert len(sarah_agent.message_ids) == 4 + og_message_ids = sarah_agent.message_ids + + # Reset messages + reset_agent = await server.agent_manager.reset_messages_async(agent_id=sarah_agent.id, actor=default_user) + assert len(reset_agent.message_ids) == 1 + assert og_message_ids[0] == reset_agent.message_ids[0] + # Double check that physically no messages exist + assert await server.message_manager.size_async(agent_id=sarah_agent.id, actor=default_user) == 1 + + +@pytest.mark.asyncio +async def test_reset_messages_default_messages(server: SyncServer, sarah_agent, default_user): + """ + Test that resetting messages on an agent that has zero messages + does not fail and clears out message_ids if somehow it's non-empty. + """ + assert len(sarah_agent.message_ids) == 4 + og_message_ids = sarah_agent.message_ids + + # Reset messages + reset_agent = await server.agent_manager.reset_messages_async( + agent_id=sarah_agent.id, actor=default_user, add_default_initial_messages=True + ) + assert len(reset_agent.message_ids) == 4 + assert og_message_ids[0] == reset_agent.message_ids[0] + assert og_message_ids[1] != reset_agent.message_ids[1] + assert og_message_ids[2] != reset_agent.message_ids[2] + assert og_message_ids[3] != reset_agent.message_ids[3] + # Double check that physically no messages exist + assert await server.message_manager.size_async(agent_id=sarah_agent.id, actor=default_user) == 4 + + +@pytest.mark.asyncio +async def test_reset_messages_with_existing_messages(server: SyncServer, sarah_agent, default_user): + """ + Test that resetting messages on an agent with actual messages + deletes them from the database and clears message_ids. + """ + # 1. Create multiple messages for the agent + msg1 = await server.message_manager.create_many_messages_async( + [ + PydanticMessage( + agent_id=sarah_agent.id, + role="user", + content=[TextContent(text="Hello, Sarah!")], + ), + ], + actor=default_user, + ) + msg1 = msg1[0] + + msg2 = await server.message_manager.create_many_messages_async( + [ + PydanticMessage( + agent_id=sarah_agent.id, + role="assistant", + content=[TextContent(text="Hello, user!")], + ), + ], + actor=default_user, + ) + msg2 = msg2[0] + + # Verify the messages were created + agent_before = await server.agent_manager.get_agent_by_id_async(sarah_agent.id, default_user) + # This is 4 because creating the message does not necessarily add it to the in context message ids + assert len(agent_before.message_ids) == 4 + assert await server.message_manager.size_async(agent_id=sarah_agent.id, actor=default_user) == 6 + + # 2. Reset all messages + reset_agent = await server.agent_manager.reset_messages_async(agent_id=sarah_agent.id, actor=default_user) + + # 3. Verify the agent now has zero message_ids + assert len(reset_agent.message_ids) == 1 + + # 4. Verify the messages are physically removed + assert await server.message_manager.size_async(agent_id=sarah_agent.id, actor=default_user) == 1 + + +@pytest.mark.asyncio +async def test_reset_messages_idempotency(server: SyncServer, sarah_agent, default_user): + """ + Test that calling reset_messages multiple times has no adverse effect. + """ + # Clear messages first + await server.message_manager.delete_messages_by_ids_async(message_ids=sarah_agent.message_ids[1:], actor=default_user) + + # Create a single message + await server.message_manager.create_many_messages_async( + [ + PydanticMessage( + agent_id=sarah_agent.id, + role="user", + content=[TextContent(text="Hello, Sarah!")], + ), + ], + actor=default_user, + ) + # First reset + reset_agent = await server.agent_manager.reset_messages_async(agent_id=sarah_agent.id, actor=default_user) + assert len(reset_agent.message_ids) == 1 + assert await server.message_manager.size_async(agent_id=sarah_agent.id, actor=default_user) == 1 + + # Second reset should do nothing new + reset_agent_again = await server.agent_manager.reset_messages_async(agent_id=sarah_agent.id, actor=default_user) + assert len(reset_agent.message_ids) == 1 + assert await server.message_manager.size_async(agent_id=sarah_agent.id, actor=default_user) == 1 + + +@pytest.mark.asyncio +async def test_reset_messages_preserves_system_message_id(server: SyncServer, sarah_agent, default_user): + """ + Test that resetting messages preserves the original system message ID. + """ + # Get the original system message ID + original_agent = await server.agent_manager.get_agent_by_id_async(sarah_agent.id, default_user) + original_system_message_id = original_agent.message_ids[0] + + # Add some user messages + await server.message_manager.create_many_messages_async( + [ + PydanticMessage( + agent_id=sarah_agent.id, + role="user", + content=[TextContent(text="Hello!")], + ), + ], + actor=default_user, + ) + + # Reset messages + reset_agent = await server.agent_manager.reset_messages_async(agent_id=sarah_agent.id, actor=default_user) + + # Verify the system message ID is preserved + assert len(reset_agent.message_ids) == 1 + assert reset_agent.message_ids[0] == original_system_message_id + + # Verify the system message still exists in the database + system_message = await server.message_manager.get_message_by_id_async(message_id=original_system_message_id, actor=default_user) + assert system_message.role == "system" + + +@pytest.mark.asyncio +async def test_reset_messages_preserves_system_message_content(server: SyncServer, sarah_agent, default_user): + """ + Test that resetting messages preserves the original system message content. + """ + # Get the original system message + original_agent = await server.agent_manager.get_agent_by_id_async(sarah_agent.id, default_user) + original_system_message = await server.message_manager.get_message_by_id_async( + message_id=original_agent.message_ids[0], actor=default_user + ) + + # Add some messages and reset + await server.message_manager.create_many_messages_async( + [ + PydanticMessage( + agent_id=sarah_agent.id, + role="user", + content=[TextContent(text="Hello!")], + ), + ], + actor=default_user, + ) + + reset_agent = await server.agent_manager.reset_messages_async(agent_id=sarah_agent.id, actor=default_user) + + # Verify the system message content is unchanged + preserved_system_message = await server.message_manager.get_message_by_id_async( + message_id=reset_agent.message_ids[0], actor=default_user + ) + + assert preserved_system_message.content == original_system_message.content + assert preserved_system_message.role == "system" + assert preserved_system_message.id == original_system_message.id + + +@pytest.mark.asyncio +async def test_modify_letta_message(server: SyncServer, sarah_agent, default_user): + """ + Test updating a message. + """ + + messages = await server.message_manager.list_messages_for_agent_async(agent_id=sarah_agent.id, actor=default_user) + letta_messages = PydanticMessage.to_letta_messages_from_list(messages=messages) + + system_message = [msg for msg in letta_messages if msg.message_type == "system_message"][0] + assistant_message = [msg for msg in letta_messages if msg.message_type == "assistant_message"][0] + user_message = [msg for msg in letta_messages if msg.message_type == "user_message"][0] + reasoning_message = [msg for msg in letta_messages if msg.message_type == "reasoning_message"][0] + + # user message + update_user_message = UpdateUserMessage(content="Hello, Sarah!") + original_user_message = await server.message_manager.get_message_by_id_async(message_id=user_message.id, actor=default_user) + assert original_user_message.content[0].text != update_user_message.content + await server.message_manager.update_message_by_letta_message_async( + message_id=user_message.id, letta_message_update=update_user_message, actor=default_user + ) + updated_user_message = await server.message_manager.get_message_by_id_async(message_id=user_message.id, actor=default_user) + assert updated_user_message.content[0].text == update_user_message.content + + # system message + update_system_message = UpdateSystemMessage(content="You are a friendly assistant!") + original_system_message = await server.message_manager.get_message_by_id_async(message_id=system_message.id, actor=default_user) + assert original_system_message.content[0].text != update_system_message.content + await server.message_manager.update_message_by_letta_message_async( + message_id=system_message.id, letta_message_update=update_system_message, actor=default_user + ) + updated_system_message = await server.message_manager.get_message_by_id_async(message_id=system_message.id, actor=default_user) + assert updated_system_message.content[0].text == update_system_message.content + + # reasoning message + update_reasoning_message = UpdateReasoningMessage(reasoning="I am thinking") + original_reasoning_message = await server.message_manager.get_message_by_id_async(message_id=reasoning_message.id, actor=default_user) + assert original_reasoning_message.content[0].text != update_reasoning_message.reasoning + await server.message_manager.update_message_by_letta_message_async( + message_id=reasoning_message.id, letta_message_update=update_reasoning_message, actor=default_user + ) + updated_reasoning_message = await server.message_manager.get_message_by_id_async(message_id=reasoning_message.id, actor=default_user) + assert updated_reasoning_message.content[0].text == update_reasoning_message.reasoning + + # assistant message + def parse_send_message(tool_call): + import json + + function_call = tool_call.function + arguments = json.loads(function_call.arguments) + return arguments["message"] + + update_assistant_message = UpdateAssistantMessage(content="I am an agent!") + original_assistant_message = await server.message_manager.get_message_by_id_async(message_id=assistant_message.id, actor=default_user) + print("ORIGINAL", original_assistant_message.tool_calls) + print("MESSAGE", parse_send_message(original_assistant_message.tool_calls[0])) + assert parse_send_message(original_assistant_message.tool_calls[0]) != update_assistant_message.content + await server.message_manager.update_message_by_letta_message_async( + message_id=assistant_message.id, letta_message_update=update_assistant_message, actor=default_user + ) + updated_assistant_message = await server.message_manager.get_message_by_id_async(message_id=assistant_message.id, actor=default_user) + print("UPDATED", updated_assistant_message.tool_calls) + print("MESSAGE", parse_send_message(updated_assistant_message.tool_calls[0])) + assert parse_send_message(updated_assistant_message.tool_calls[0]) == update_assistant_message.content + + # TODO: tool calls/responses + + +@pytest.mark.asyncio +async def test_message_create(server: SyncServer, hello_world_message_fixture, default_user): + """Test creating a message using hello_world_message_fixture fixture""" + assert hello_world_message_fixture.id is not None + assert hello_world_message_fixture.content[0].text == "Hello, world!" + assert hello_world_message_fixture.role == "user" + + # Verify we can retrieve it + retrieved = await server.message_manager.get_message_by_id_async( + hello_world_message_fixture.id, + actor=default_user, + ) + assert retrieved is not None + assert retrieved.id == hello_world_message_fixture.id + assert retrieved.content[0].text == hello_world_message_fixture.content[0].text + assert retrieved.role == hello_world_message_fixture.role + + +@pytest.mark.asyncio +async def test_message_get_by_id(server: SyncServer, hello_world_message_fixture, default_user): + """Test retrieving a message by ID""" + retrieved = await server.message_manager.get_message_by_id_async(hello_world_message_fixture.id, actor=default_user) + assert retrieved is not None + assert retrieved.id == hello_world_message_fixture.id + assert retrieved.content[0].text == hello_world_message_fixture.content[0].text + + +@pytest.mark.asyncio +async def test_message_update(server: SyncServer, hello_world_message_fixture, default_user, other_user): + """Test updating a message""" + new_text = "Updated text" + updated = await server.message_manager.update_message_by_id_async( + hello_world_message_fixture.id, MessageUpdate(content=new_text), actor=other_user + ) + assert updated is not None + assert updated.content[0].text == new_text + retrieved = await server.message_manager.get_message_by_id_async(hello_world_message_fixture.id, actor=default_user) + assert retrieved.content[0].text == new_text + + # Assert that orm metadata fields are populated + assert retrieved.created_by_id == default_user.id + assert retrieved.last_updated_by_id == other_user.id + + +@pytest.mark.asyncio +async def test_message_delete(server: SyncServer, hello_world_message_fixture, default_user): + """Test deleting a message""" + await server.message_manager.delete_message_by_id_async(hello_world_message_fixture.id, actor=default_user) + retrieved = await server.message_manager.get_message_by_id_async(hello_world_message_fixture.id, actor=default_user) + assert retrieved is None + + +@pytest.mark.asyncio +async def test_message_size(server: SyncServer, hello_world_message_fixture, default_user): + """Test counting messages with filters""" + base_message = hello_world_message_fixture + + # Create additional test messages + messages = [ + PydanticMessage( + agent_id=base_message.agent_id, + role=base_message.role, + content=[TextContent(text=f"Test message {i}")], + ) + for i in range(4) + ] + await server.message_manager.create_many_messages_async(messages, actor=default_user) + + # Test total count + total = await server.message_manager.size_async(actor=default_user, role=MessageRole.user) + assert total == 6 # login message + base message + 4 test messages + # TODO: change login message to be a system not user message + + # Test count with agent filter + agent_count = await server.message_manager.size_async(actor=default_user, agent_id=base_message.agent_id, role=MessageRole.user) + assert agent_count == 6 + + # Test count with role filter + role_count = await server.message_manager.size_async(actor=default_user, role=base_message.role) + assert role_count == 6 + + # Test count with non-existent filter + empty_count = await server.message_manager.size_async(actor=default_user, agent_id="non-existent", role=MessageRole.user) + assert empty_count == 0 + + +async def create_test_messages(server: SyncServer, base_message: PydanticMessage, default_user) -> list[PydanticMessage]: + """Helper function to create test messages for all tests""" + messages = [ + PydanticMessage( + agent_id=base_message.agent_id, + role=base_message.role, + content=[TextContent(text=f"Test message {i}")], + ) + for i in range(4) + ] + await server.message_manager.create_many_messages_async(messages, actor=default_user) + return messages + + +@pytest.mark.asyncio +async def test_get_messages_by_ids(server: SyncServer, hello_world_message_fixture, default_user, sarah_agent): + """Test basic message listing with limit""" + messages = await create_test_messages(server, hello_world_message_fixture, default_user) + message_ids = [m.id for m in messages] + + results = await server.message_manager.get_messages_by_ids_async(message_ids=message_ids, actor=default_user) + assert sorted(message_ids) == sorted([r.id for r in results]) + + +@pytest.mark.asyncio +async def test_message_listing_basic(server: SyncServer, hello_world_message_fixture, default_user, sarah_agent): + """Test basic message listing with limit""" + await create_test_messages(server, hello_world_message_fixture, default_user) + + results = await server.message_manager.list_user_messages_for_agent_async(agent_id=sarah_agent.id, limit=3, actor=default_user) + assert len(results) == 3 + + +@pytest.mark.asyncio +async def test_message_listing_cursor(server: SyncServer, hello_world_message_fixture, default_user, sarah_agent): + """Test cursor-based pagination functionality""" + await create_test_messages(server, hello_world_message_fixture, default_user) + + # Make sure there are 6 messages + assert await server.message_manager.size_async(actor=default_user, role=MessageRole.user) == 6 + + # Get first page + first_page = await server.message_manager.list_user_messages_for_agent_async(agent_id=sarah_agent.id, actor=default_user, limit=3) + assert len(first_page) == 3 + + last_id_on_first_page = first_page[-1].id + + # Get second page + second_page = await server.message_manager.list_user_messages_for_agent_async( + agent_id=sarah_agent.id, actor=default_user, after=last_id_on_first_page, limit=3 + ) + assert len(second_page) == 3 # Should have 3 remaining messages + assert all(r1.id != r2.id for r1 in first_page for r2 in second_page) + + # Get the middle + middle_page = await server.message_manager.list_user_messages_for_agent_async( + agent_id=sarah_agent.id, actor=default_user, before=second_page[1].id, after=first_page[0].id + ) + assert len(middle_page) == 3 + assert middle_page[0].id == first_page[1].id + assert middle_page[1].id == first_page[-1].id + assert middle_page[-1].id == second_page[0].id + + middle_page_desc = await server.message_manager.list_user_messages_for_agent_async( + agent_id=sarah_agent.id, actor=default_user, before=second_page[1].id, after=first_page[0].id, ascending=False + ) + assert len(middle_page_desc) == 3 + assert middle_page_desc[0].id == second_page[0].id + assert middle_page_desc[1].id == first_page[-1].id + assert middle_page_desc[-1].id == first_page[1].id + + +@pytest.mark.asyncio +async def test_message_listing_filtering(server: SyncServer, hello_world_message_fixture, default_user, sarah_agent): + """Test filtering messages by agent ID""" + await create_test_messages(server, hello_world_message_fixture, default_user) + + agent_results = await server.message_manager.list_user_messages_for_agent_async(agent_id=sarah_agent.id, actor=default_user, limit=10) + assert len(agent_results) == 6 # login message + base message + 4 test messages + assert all(msg.agent_id == hello_world_message_fixture.agent_id for msg in agent_results) + + +@pytest.mark.asyncio +async def test_message_listing_text_search(server: SyncServer, hello_world_message_fixture, default_user, sarah_agent): + """Test searching messages by text content""" + await create_test_messages(server, hello_world_message_fixture, default_user) + + search_results = await server.message_manager.list_user_messages_for_agent_async( + agent_id=sarah_agent.id, actor=default_user, query_text="Test message", limit=10 + ) + assert len(search_results) == 4 + assert all("Test message" in msg.content[0].text for msg in search_results) + + # Test no results + search_results = await server.message_manager.list_user_messages_for_agent_async( + agent_id=sarah_agent.id, actor=default_user, query_text="Letta", limit=10 + ) + assert len(search_results) == 0 + + +@pytest.mark.asyncio +async def test_create_many_messages_async_basic(server: SyncServer, sarah_agent, default_user): + """Test basic batch creation of messages""" + message_manager = server.message_manager + + messages = [] + for i in range(5): + msg = PydanticMessage( + agent_id=sarah_agent.id, + role=MessageRole.user, + content=[TextContent(text=f"Test message {i}")], + name=None, + tool_calls=None, + tool_call_id=None, + ) + messages.append(msg) + + created_messages = await message_manager.create_many_messages_async(pydantic_msgs=messages, actor=default_user) + + assert len(created_messages) == 5 + for i, msg in enumerate(created_messages): + assert msg.id is not None + assert msg.content[0].text == f"Test message {i}" + assert msg.agent_id == sarah_agent.id + + +@pytest.mark.asyncio +async def test_create_many_messages_async_allow_partial_false(server: SyncServer, sarah_agent, default_user): + """Test that allow_partial=False (default) fails on duplicate IDs""" + message_manager = server.message_manager + + initial_msg = PydanticMessage( + agent_id=sarah_agent.id, + role=MessageRole.user, + content=[TextContent(text="Initial message")], + ) + + created = await message_manager.create_many_messages_async(pydantic_msgs=[initial_msg], actor=default_user) + assert len(created) == 1 + created_msg = created[0] + + duplicate_msg = PydanticMessage( + id=created_msg.id, + agent_id=sarah_agent.id, + role=MessageRole.user, + content=[TextContent(text="Duplicate message")], + ) + + with pytest.raises(UniqueConstraintViolationError): + await message_manager.create_many_messages_async(pydantic_msgs=[duplicate_msg], actor=default_user, allow_partial=False) + + +@pytest.mark.asyncio +async def test_create_many_messages_async_allow_partial_true_some_duplicates(server: SyncServer, sarah_agent, default_user): + """Test that allow_partial=True handles partial duplicates correctly""" + message_manager = server.message_manager + + initial_messages = [] + for i in range(3): + msg = PydanticMessage( + agent_id=sarah_agent.id, + role=MessageRole.user, + content=[TextContent(text=f"Existing message {i}")], + ) + initial_messages.append(msg) + + created_initial = await message_manager.create_many_messages_async(pydantic_msgs=initial_messages, actor=default_user) + assert len(created_initial) == 3 + existing_ids = [msg.id for msg in created_initial] + + mixed_messages = [] + for created_msg in created_initial: + duplicate_msg = PydanticMessage( + id=created_msg.id, + agent_id=sarah_agent.id, + role=MessageRole.user, + content=created_msg.content, + ) + mixed_messages.append(duplicate_msg) + for i in range(3, 6): + msg = PydanticMessage( + agent_id=sarah_agent.id, + role=MessageRole.user, + content=[TextContent(text=f"New message {i}")], + ) + mixed_messages.append(msg) + + result = await message_manager.create_many_messages_async(pydantic_msgs=mixed_messages, actor=default_user, allow_partial=True) + + assert len(result) == 6 + + result_ids = {msg.id for msg in result} + for existing_id in existing_ids: + assert existing_id in result_ids + + +@pytest.mark.asyncio +async def test_create_many_messages_async_allow_partial_true_all_duplicates(server: SyncServer, sarah_agent, default_user): + """Test that allow_partial=True handles all duplicates correctly""" + message_manager = server.message_manager + + initial_messages = [] + for i in range(3): + msg = PydanticMessage( + agent_id=sarah_agent.id, + role=MessageRole.user, + content=[TextContent(text=f"Message {i}")], + ) + initial_messages.append(msg) + + created_initial = await message_manager.create_many_messages_async(pydantic_msgs=initial_messages, actor=default_user) + assert len(created_initial) == 3 + + duplicate_messages = [] + for created_msg in created_initial: + duplicate_msg = PydanticMessage( + id=created_msg.id, + agent_id=sarah_agent.id, + role=MessageRole.user, + content=created_msg.content, + ) + duplicate_messages.append(duplicate_msg) + + result = await message_manager.create_many_messages_async(pydantic_msgs=duplicate_messages, actor=default_user, allow_partial=True) + + assert len(result) == 3 + for i, msg in enumerate(result): + assert msg.id == created_initial[i].id + assert msg.content[0].text == f"Message {i}" + + +@pytest.mark.asyncio +async def test_create_many_messages_async_empty_list(server: SyncServer, default_user): + """Test that empty list returns empty list""" + message_manager = server.message_manager + + result = await message_manager.create_many_messages_async(pydantic_msgs=[], actor=default_user) + + assert result == [] + + +@pytest.mark.asyncio +async def test_check_existing_message_ids(server: SyncServer, sarah_agent, default_user): + """Test the check_existing_message_ids convenience function""" + message_manager = server.message_manager + + messages = [] + for i in range(3): + msg = PydanticMessage( + agent_id=sarah_agent.id, + role=MessageRole.user, + content=[TextContent(text=f"Message {i}")], + ) + messages.append(msg) + + created_messages = await message_manager.create_many_messages_async(pydantic_msgs=messages, actor=default_user) + existing_ids = [msg.id for msg in created_messages] + + non_existent_ids = [f"message-{uuid.uuid4().hex[:8]}" for _ in range(3)] + all_ids = existing_ids + non_existent_ids + + existing = await message_manager.check_existing_message_ids(message_ids=all_ids, actor=default_user) + + assert existing == set(existing_ids) + for non_existent_id in non_existent_ids: + assert non_existent_id not in existing + + +@pytest.mark.asyncio +async def test_filter_existing_messages(server: SyncServer, sarah_agent, default_user): + """Test the filter_existing_messages helper function""" + message_manager = server.message_manager + + initial_messages = [] + for i in range(3): + msg = PydanticMessage( + agent_id=sarah_agent.id, + role=MessageRole.user, + content=[TextContent(text=f"Existing {i}")], + ) + initial_messages.append(msg) + + created_existing = await message_manager.create_many_messages_async(pydantic_msgs=initial_messages, actor=default_user) + + existing_messages = [] + for created_msg in created_existing: + msg = PydanticMessage( + id=created_msg.id, + agent_id=sarah_agent.id, + role=MessageRole.user, + content=created_msg.content, + ) + existing_messages.append(msg) + + new_messages = [] + for i in range(3): + msg = PydanticMessage( + agent_id=sarah_agent.id, + role=MessageRole.user, + content=[TextContent(text=f"New {i}")], + ) + new_messages.append(msg) + + all_messages = existing_messages + new_messages + + new_filtered, existing_filtered = await message_manager.filter_existing_messages(messages=all_messages, actor=default_user) + + assert len(new_filtered) == 3 + assert len(existing_filtered) == 3 + + existing_filtered_ids = {msg.id for msg in existing_filtered} + for created_msg in created_existing: + assert created_msg.id in existing_filtered_ids + + for msg in new_filtered: + assert msg.id not in existing_filtered_ids + + +@pytest.mark.asyncio +async def test_create_many_messages_async_with_turbopuffer(server: SyncServer, sarah_agent, default_user): + """Test batch creation with turbopuffer embedding (if enabled)""" + message_manager = server.message_manager + + messages = [] + for i in range(3): + msg = PydanticMessage( + agent_id=sarah_agent.id, + role=MessageRole.user, + content=[TextContent(text=f"Important information about topic {i}")], + ) + messages.append(msg) + + created_messages = await message_manager.create_many_messages_async( + pydantic_msgs=messages, actor=default_user, strict_mode=True, project_id="test_project", template_id="test_template" + ) + + assert len(created_messages) == 3 + for msg in created_messages: + assert msg.id is not None + assert msg.agent_id == sarah_agent.id diff --git a/tests/managers/test_organization_manager.py b/tests/managers/test_organization_manager.py new file mode 100644 index 00000000..d21d7f9e --- /dev/null +++ b/tests/managers/test_organization_manager.py @@ -0,0 +1,163 @@ +import json +import logging +import os +import random +import re +import string +import time +import uuid +from datetime import datetime, timedelta, timezone +from typing import List +from unittest.mock import AsyncMock, Mock, patch + +import pytest +from _pytest.python_api import approx +from anthropic.types.beta import BetaMessage +from anthropic.types.beta.messages import BetaMessageBatchIndividualResponse, BetaMessageBatchSucceededResult + +# Import shared fixtures and constants from conftest +from conftest import ( + CREATE_DELAY_SQLITE, + DEFAULT_EMBEDDING_CONFIG, + USING_SQLITE, +) +from openai.types.chat.chat_completion_message_tool_call import ChatCompletionMessageToolCall as OpenAIToolCall, Function as OpenAIFunction +from sqlalchemy import func, select +from sqlalchemy.exc import IntegrityError, InvalidRequestError +from sqlalchemy.orm.exc import StaleDataError + +from letta.config import LettaConfig +from letta.constants import ( + BASE_MEMORY_TOOLS, + BASE_SLEEPTIME_TOOLS, + BASE_TOOLS, + BASE_VOICE_SLEEPTIME_CHAT_TOOLS, + BASE_VOICE_SLEEPTIME_TOOLS, + BUILTIN_TOOLS, + DEFAULT_ORG_ID, + DEFAULT_ORG_NAME, + FILES_TOOLS, + LETTA_TOOL_EXECUTION_DIR, + LETTA_TOOL_SET, + LOCAL_ONLY_MULTI_AGENT_TOOLS, + MCP_TOOL_TAG_NAME_PREFIX, + MULTI_AGENT_TOOLS, +) +from letta.data_sources.redis_client import NoopAsyncRedisClient, get_redis_client +from letta.errors import LettaAgentNotFoundError +from letta.functions.functions import derive_openai_json_schema, parse_source_code +from letta.functions.mcp_client.types import MCPTool +from letta.helpers import ToolRulesSolver +from letta.helpers.datetime_helpers import AsyncTimer +from letta.jobs.types import ItemUpdateInfo, RequestStatusUpdateInfo, StepStatusUpdateInfo +from letta.orm import Base, Block +from letta.orm.block_history import BlockHistory +from letta.orm.errors import NoResultFound, UniqueConstraintViolationError +from letta.orm.file import FileContent as FileContentModel, FileMetadata as FileMetadataModel +from letta.schemas.agent import CreateAgent, UpdateAgent +from letta.schemas.block import Block as PydanticBlock, BlockUpdate, CreateBlock +from letta.schemas.embedding_config import EmbeddingConfig +from letta.schemas.enums import ( + ActorType, + AgentStepStatus, + FileProcessingStatus, + JobStatus, + JobType, + MessageRole, + ProviderType, + SandboxType, + StepStatus, + TagMatchMode, + ToolType, + VectorDBProvider, +) +from letta.schemas.environment_variables import SandboxEnvironmentVariableCreate, SandboxEnvironmentVariableUpdate +from letta.schemas.file import FileMetadata, FileMetadata as PydanticFileMetadata +from letta.schemas.identity import IdentityCreate, IdentityProperty, IdentityPropertyType, IdentityType, IdentityUpdate, IdentityUpsert +from letta.schemas.job import BatchJob, Job, Job as PydanticJob, JobUpdate, LettaRequestConfig +from letta.schemas.letta_message import UpdateAssistantMessage, UpdateReasoningMessage, UpdateSystemMessage, UpdateUserMessage +from letta.schemas.letta_message_content import TextContent +from letta.schemas.letta_stop_reason import LettaStopReason, StopReasonType +from letta.schemas.llm_batch_job import AgentStepState, LLMBatchItem +from letta.schemas.llm_config import LLMConfig +from letta.schemas.message import Message as PydanticMessage, MessageCreate, MessageUpdate +from letta.schemas.openai.chat_completion_response import UsageStatistics +from letta.schemas.organization import Organization, Organization as PydanticOrganization, OrganizationUpdate +from letta.schemas.passage import Passage as PydanticPassage +from letta.schemas.pip_requirement import PipRequirement +from letta.schemas.run import Run as PydanticRun +from letta.schemas.sandbox_config import E2BSandboxConfig, LocalSandboxConfig, SandboxConfigCreate, SandboxConfigUpdate +from letta.schemas.source import Source as PydanticSource, SourceUpdate +from letta.schemas.tool import Tool as PydanticTool, ToolCreate, ToolUpdate +from letta.schemas.tool_rule import InitToolRule +from letta.schemas.user import User as PydanticUser, UserUpdate +from letta.server.db import db_registry +from letta.server.server import SyncServer +from letta.services.block_manager import BlockManager +from letta.services.helpers.agent_manager_helper import calculate_base_tools, calculate_multi_agent_tools, validate_agent_exists_async +from letta.services.step_manager import FeedbackType +from letta.settings import settings, tool_settings +from letta.utils import calculate_file_defaults_based_on_context_window +from tests.helpers.utils import comprehensive_agent_checks, validate_context_window_overview +from tests.utils import random_string + + +# ====================================================================================================================== +# Organization Manager Tests +# ====================================================================================================================== +@pytest.mark.asyncio +async def test_list_organizations(server: SyncServer): + # Create a new org and confirm that it is created correctly + org_name = "test" + org = await server.organization_manager.create_organization_async(pydantic_org=PydanticOrganization(name=org_name)) + + orgs = await server.organization_manager.list_organizations_async() + assert len(orgs) == 1 + assert orgs[0].name == org_name + + # Delete it after + await server.organization_manager.delete_organization_by_id_async(org.id) + orgs = await server.organization_manager.list_organizations_async() + assert len(orgs) == 0 + + +@pytest.mark.asyncio +async def test_create_default_organization(server: SyncServer): + await server.organization_manager.create_default_organization_async() + retrieved = await server.organization_manager.get_default_organization_async() + assert retrieved.name == DEFAULT_ORG_NAME + + +@pytest.mark.asyncio +async def test_update_organization_name(server: SyncServer): + org_name_a = "a" + org_name_b = "b" + org = await server.organization_manager.create_organization_async(pydantic_org=PydanticOrganization(name=org_name_a)) + assert org.name == org_name_a + org = await server.organization_manager.update_organization_name_using_id_async(org_id=org.id, name=org_name_b) + assert org.name == org_name_b + + +@pytest.mark.asyncio +async def test_update_organization_privileged_tools(server: SyncServer): + org_name = "test" + org = await server.organization_manager.create_organization_async(pydantic_org=PydanticOrganization(name=org_name)) + assert org.privileged_tools == False + org = await server.organization_manager.update_organization_async(org_id=org.id, org_update=OrganizationUpdate(privileged_tools=True)) + assert org.privileged_tools == True + + +@pytest.mark.asyncio +async def test_list_organizations_pagination(server: SyncServer): + await server.organization_manager.create_organization_async(pydantic_org=PydanticOrganization(name="a")) + await server.organization_manager.create_organization_async(pydantic_org=PydanticOrganization(name="b")) + + orgs_x = await server.organization_manager.list_organizations_async(limit=1) + assert len(orgs_x) == 1 + + orgs_y = await server.organization_manager.list_organizations_async(after=orgs_x[0].id, limit=1) + assert len(orgs_y) == 1 + assert orgs_y[0].name != orgs_x[0].name + + orgs = await server.organization_manager.list_organizations_async(after=orgs_y[0].id, limit=1) + assert len(orgs) == 0 diff --git a/tests/managers/test_passage_manager.py b/tests/managers/test_passage_manager.py new file mode 100644 index 00000000..477db117 --- /dev/null +++ b/tests/managers/test_passage_manager.py @@ -0,0 +1,1391 @@ +import json +import logging +import os +import random +import re +import string +import time +import uuid +from datetime import datetime, timedelta, timezone +from typing import List +from unittest.mock import AsyncMock, Mock, patch + +import pytest +from _pytest.python_api import approx +from anthropic.types.beta import BetaMessage +from anthropic.types.beta.messages import BetaMessageBatchIndividualResponse, BetaMessageBatchSucceededResult + +# Import shared fixtures and constants from conftest +from conftest import ( + CREATE_DELAY_SQLITE, + DEFAULT_EMBEDDING_CONFIG, + USING_SQLITE, +) +from openai.types.chat.chat_completion_message_tool_call import ChatCompletionMessageToolCall as OpenAIToolCall, Function as OpenAIFunction +from sqlalchemy import func, select +from sqlalchemy.exc import IntegrityError, InvalidRequestError +from sqlalchemy.orm.exc import StaleDataError + +from letta.config import LettaConfig +from letta.constants import ( + BASE_MEMORY_TOOLS, + BASE_SLEEPTIME_TOOLS, + BASE_TOOLS, + BASE_VOICE_SLEEPTIME_CHAT_TOOLS, + BASE_VOICE_SLEEPTIME_TOOLS, + BUILTIN_TOOLS, + DEFAULT_ORG_ID, + DEFAULT_ORG_NAME, + FILES_TOOLS, + LETTA_TOOL_EXECUTION_DIR, + LETTA_TOOL_SET, + LOCAL_ONLY_MULTI_AGENT_TOOLS, + MCP_TOOL_TAG_NAME_PREFIX, + MULTI_AGENT_TOOLS, +) +from letta.data_sources.redis_client import NoopAsyncRedisClient, get_redis_client +from letta.errors import LettaAgentNotFoundError +from letta.functions.functions import derive_openai_json_schema, parse_source_code +from letta.functions.mcp_client.types import MCPTool +from letta.helpers import ToolRulesSolver +from letta.helpers.datetime_helpers import AsyncTimer +from letta.jobs.types import ItemUpdateInfo, RequestStatusUpdateInfo, StepStatusUpdateInfo +from letta.orm import Base, Block +from letta.orm.block_history import BlockHistory +from letta.orm.errors import NoResultFound, UniqueConstraintViolationError +from letta.orm.file import FileContent as FileContentModel, FileMetadata as FileMetadataModel +from letta.schemas.agent import CreateAgent, UpdateAgent +from letta.schemas.block import Block as PydanticBlock, BlockUpdate, CreateBlock +from letta.schemas.embedding_config import EmbeddingConfig +from letta.schemas.enums import ( + ActorType, + AgentStepStatus, + FileProcessingStatus, + JobStatus, + JobType, + MessageRole, + ProviderType, + SandboxType, + StepStatus, + TagMatchMode, + ToolType, + VectorDBProvider, +) +from letta.schemas.environment_variables import SandboxEnvironmentVariableCreate, SandboxEnvironmentVariableUpdate +from letta.schemas.file import FileMetadata, FileMetadata as PydanticFileMetadata +from letta.schemas.identity import IdentityCreate, IdentityProperty, IdentityPropertyType, IdentityType, IdentityUpdate, IdentityUpsert +from letta.schemas.job import BatchJob, Job, Job as PydanticJob, JobUpdate, LettaRequestConfig +from letta.schemas.letta_message import UpdateAssistantMessage, UpdateReasoningMessage, UpdateSystemMessage, UpdateUserMessage +from letta.schemas.letta_message_content import TextContent +from letta.schemas.letta_stop_reason import LettaStopReason, StopReasonType +from letta.schemas.llm_batch_job import AgentStepState, LLMBatchItem +from letta.schemas.llm_config import LLMConfig +from letta.schemas.message import Message as PydanticMessage, MessageCreate, MessageUpdate +from letta.schemas.openai.chat_completion_response import UsageStatistics +from letta.schemas.organization import Organization, Organization as PydanticOrganization, OrganizationUpdate +from letta.schemas.passage import Passage as PydanticPassage +from letta.schemas.pip_requirement import PipRequirement +from letta.schemas.run import Run as PydanticRun +from letta.schemas.sandbox_config import E2BSandboxConfig, LocalSandboxConfig, SandboxConfigCreate, SandboxConfigUpdate +from letta.schemas.source import Source as PydanticSource, SourceUpdate +from letta.schemas.tool import Tool as PydanticTool, ToolCreate, ToolUpdate +from letta.schemas.tool_rule import InitToolRule +from letta.schemas.user import User as PydanticUser, UserUpdate +from letta.server.db import db_registry +from letta.server.server import SyncServer +from letta.services.block_manager import BlockManager +from letta.services.helpers.agent_manager_helper import calculate_base_tools, calculate_multi_agent_tools, validate_agent_exists_async +from letta.services.step_manager import FeedbackType +from letta.settings import settings, tool_settings +from letta.utils import calculate_file_defaults_based_on_context_window +from tests.helpers.utils import comprehensive_agent_checks, validate_context_window_overview +from tests.utils import random_string + +# ====================================================================================================================== +# Agent Manager - Passages Tests +# ====================================================================================================================== + + +@pytest.mark.asyncio +async def test_agent_list_passages_basic(server, default_user, sarah_agent, agent_passages_setup, disable_turbopuffer): + """Test basic listing functionality of agent passages""" + + all_passages = await server.agent_manager.list_passages_async(actor=default_user, agent_id=sarah_agent.id) + assert len(all_passages) == 5 # 3 source + 2 agent passages + + source_passages = await server.agent_manager.query_source_passages_async(actor=default_user, agent_id=sarah_agent.id) + assert len(source_passages) == 3 # 3 source + 2 agent passages + + +@pytest.mark.asyncio +async def test_agent_list_passages_ordering(server, default_user, sarah_agent, agent_passages_setup, disable_turbopuffer): + """Test ordering of agent passages""" + + # Test ascending order + asc_passages = await server.agent_manager.list_passages_async(actor=default_user, agent_id=sarah_agent.id, ascending=True) + assert len(asc_passages) == 5 + for i in range(1, len(asc_passages)): + assert asc_passages[i - 1].created_at <= asc_passages[i].created_at + + # Test descending order + desc_passages = await server.agent_manager.list_passages_async(actor=default_user, agent_id=sarah_agent.id, ascending=False) + assert len(desc_passages) == 5 + for i in range(1, len(desc_passages)): + assert desc_passages[i - 1].created_at >= desc_passages[i].created_at + + +@pytest.mark.asyncio +async def test_agent_list_passages_pagination(server, default_user, sarah_agent, agent_passages_setup, disable_turbopuffer): + """Test pagination of agent passages""" + + # Test limit + limited_passages = await server.agent_manager.list_passages_async(actor=default_user, agent_id=sarah_agent.id, limit=3) + assert len(limited_passages) == 3 + + # Test cursor-based pagination + first_page = await server.agent_manager.list_passages_async(actor=default_user, agent_id=sarah_agent.id, limit=2, ascending=True) + assert len(first_page) == 2 + + second_page = await server.agent_manager.list_passages_async( + actor=default_user, agent_id=sarah_agent.id, after=first_page[-1].id, limit=2, ascending=True + ) + assert len(second_page) == 2 + assert first_page[-1].id != second_page[0].id + assert first_page[-1].created_at <= second_page[0].created_at + + """ + [1] [2] + * * | * * + + [mid] + * | * * | * + """ + middle_page = await server.agent_manager.list_passages_async( + actor=default_user, agent_id=sarah_agent.id, before=second_page[-1].id, after=first_page[0].id, ascending=True + ) + assert len(middle_page) == 2 + assert middle_page[0].id == first_page[-1].id + assert middle_page[1].id == second_page[0].id + + middle_page_desc = await server.agent_manager.list_passages_async( + actor=default_user, agent_id=sarah_agent.id, before=second_page[-1].id, after=first_page[0].id, ascending=False + ) + assert len(middle_page_desc) == 2 + assert middle_page_desc[0].id == second_page[0].id + assert middle_page_desc[1].id == first_page[-1].id + + +@pytest.mark.asyncio +async def test_agent_list_passages_text_search(server, default_user, sarah_agent, agent_passages_setup, disable_turbopuffer): + """Test text search functionality of agent passages""" + + # Test text search for source passages + source_text_passages = await server.agent_manager.list_passages_async( + actor=default_user, agent_id=sarah_agent.id, query_text="Source passage" + ) + assert len(source_text_passages) == 3 + + # Test text search for agent passages + agent_text_passages = await server.agent_manager.list_passages_async( + actor=default_user, agent_id=sarah_agent.id, query_text="Agent passage" + ) + assert len(agent_text_passages) == 2 + + +@pytest.mark.asyncio +async def test_agent_list_passages_agent_only(server, default_user, sarah_agent, agent_passages_setup, disable_turbopuffer): + """Test text search functionality of agent passages""" + + # Test text search for agent passages + agent_text_passages = await server.agent_manager.list_passages_async(actor=default_user, agent_id=sarah_agent.id, agent_only=True) + assert len(agent_text_passages) == 2 + + +@pytest.mark.asyncio +async def test_agent_list_passages_filtering(server, default_user, sarah_agent, default_source, agent_passages_setup, disable_turbopuffer): + """Test filtering functionality of agent passages""" + + # Test source filtering + source_filtered = await server.agent_manager.list_passages_async( + actor=default_user, agent_id=sarah_agent.id, source_id=default_source.id + ) + assert len(source_filtered) == 3 + + # Test date filtering + now = datetime.now(timezone.utc) + future_date = now + timedelta(days=1) + past_date = now - timedelta(days=1) + + date_filtered = await server.agent_manager.list_passages_async( + actor=default_user, agent_id=sarah_agent.id, start_date=past_date, end_date=future_date + ) + assert len(date_filtered) == 5 + + +@pytest.fixture +def mock_embeddings(): + """Load mock embeddings from JSON file""" + fixture_path = os.path.join(os.path.dirname(__file__), "data", "test_embeddings.json") + with open(fixture_path, "r") as f: + return json.load(f) + + +@pytest.fixture +def mock_embed_model(mock_embeddings): + """Mock embedding model that returns predefined embeddings""" + mock_model = Mock() + mock_model.get_text_embedding = lambda text: mock_embeddings.get(text, [0.0] * 1536) + return mock_model + + +async def test_agent_list_passages_vector_search( + server, default_user, sarah_agent, default_source, default_file, mock_embed_model, disable_turbopuffer +): + """Test vector search functionality of agent passages""" + embed_model = mock_embed_model + + # Get or create default archive for the agent + archive = await server.archive_manager.get_or_create_default_archive_for_agent_async( + agent_id=sarah_agent.id, agent_name=sarah_agent.name, actor=default_user + ) + + # Create passages with known embeddings + passages = [] + + # Create passages with different embeddings + test_passages = [ + "I like red", + "random text", + "blue shoes", + ] + + await server.agent_manager.attach_source_async(agent_id=sarah_agent.id, source_id=default_source.id, actor=default_user) + + for i, text in enumerate(test_passages): + embedding = embed_model.get_text_embedding(text) + if i % 2 == 0: + # Create agent passage + passage = PydanticPassage( + text=text, + organization_id=default_user.organization_id, + archive_id=archive.id, + embedding_config=DEFAULT_EMBEDDING_CONFIG, + embedding=embedding, + ) + created_passage = await server.passage_manager.create_agent_passage_async(passage, default_user) + else: + # Create source passage + passage = PydanticPassage( + text=text, + organization_id=default_user.organization_id, + source_id=default_source.id, + file_id=default_file.id, + embedding_config=DEFAULT_EMBEDDING_CONFIG, + embedding=embedding, + ) + created_passage = await server.passage_manager.create_source_passage_async(passage, default_file, default_user) + passages.append(created_passage) + + # Query vector similar to "red" embedding + query_key = "What's my favorite color?" + + # Test vector search with all passages + results = await server.agent_manager.list_passages_async( + actor=default_user, + agent_id=sarah_agent.id, + query_text=query_key, + embedding_config=DEFAULT_EMBEDDING_CONFIG, + embed_query=True, + ) + + # Verify results are ordered by similarity + assert len(results) == 3 + assert results[0].text == "I like red" + assert "random" in results[1].text or "random" in results[2].text + assert "blue" in results[1].text or "blue" in results[2].text + + # Test vector search with agent_only=True + agent_only_results = await server.agent_manager.list_passages_async( + actor=default_user, + agent_id=sarah_agent.id, + query_text=query_key, + embedding_config=DEFAULT_EMBEDDING_CONFIG, + embed_query=True, + agent_only=True, + ) + + # Verify agent-only results + assert len(agent_only_results) == 2 + assert agent_only_results[0].text == "I like red" + assert agent_only_results[1].text == "blue shoes" + + +@pytest.mark.asyncio +async def test_list_source_passages_only(server: SyncServer, default_user, default_source, agent_passages_setup): + """Test listing passages from a source without specifying an agent.""" + + # List passages by source_id without agent_id + source_passages = await server.agent_manager.list_passages_async( + actor=default_user, + source_id=default_source.id, + ) + + # Verify we get only source passages (3 from agent_passages_setup) + assert len(source_passages) == 3 + assert all(p.source_id == default_source.id for p in source_passages) + assert all(p.archive_id is None for p in source_passages) + + +# ====================================================================================================================== +# Passage Manager Tests +# ====================================================================================================================== + + +@pytest.mark.asyncio +async def test_passage_create_agentic(server: SyncServer, agent_passage_fixture, default_user): + """Test creating a passage using agent_passage_fixture fixture""" + assert agent_passage_fixture.id is not None + assert agent_passage_fixture.text == "Hello, I am an agent passage" + + # Verify we can retrieve it + retrieved = await server.passage_manager.get_passage_by_id_async( + agent_passage_fixture.id, + actor=default_user, + ) + assert retrieved is not None + assert retrieved.id == agent_passage_fixture.id + assert retrieved.text == agent_passage_fixture.text + + +@pytest.mark.asyncio +async def test_passage_create_source(server: SyncServer, source_passage_fixture, default_user): + """Test creating a source passage.""" + assert source_passage_fixture is not None + assert source_passage_fixture.text == "Hello, I am a source passage" + + # Verify we can retrieve it + retrieved = await server.passage_manager.get_passage_by_id_async( + source_passage_fixture.id, + actor=default_user, + ) + assert retrieved is not None + assert retrieved.id == source_passage_fixture.id + assert retrieved.text == source_passage_fixture.text + + +@pytest.mark.asyncio +async def test_passage_create_invalid(server: SyncServer, agent_passage_fixture, default_user): + """Test creating an agent passage.""" + assert agent_passage_fixture is not None + assert agent_passage_fixture.text == "Hello, I am an agent passage" + + # Try to create an invalid passage (with both archive_id and source_id) + with pytest.raises(AssertionError): + await server.passage_manager.create_passage_async( + PydanticPassage( + text="Invalid passage", + archive_id="123", + source_id="456", + organization_id=default_user.organization_id, + embedding=[0.1] * 1024, + embedding_config=DEFAULT_EMBEDDING_CONFIG, + ), + actor=default_user, + ) + + +@pytest.mark.asyncio +async def test_passage_get_by_id(server: SyncServer, agent_passage_fixture, source_passage_fixture, default_user): + """Test retrieving a passage by ID""" + retrieved = await server.passage_manager.get_passage_by_id_async(agent_passage_fixture.id, actor=default_user) + assert retrieved is not None + assert retrieved.id == agent_passage_fixture.id + assert retrieved.text == agent_passage_fixture.text + + retrieved = await server.passage_manager.get_passage_by_id_async(source_passage_fixture.id, actor=default_user) + assert retrieved is not None + assert retrieved.id == source_passage_fixture.id + assert retrieved.text == source_passage_fixture.text + + +@pytest.mark.asyncio +async def test_passage_cascade_deletion( + server: SyncServer, agent_passage_fixture, source_passage_fixture, default_user, default_source, sarah_agent +): + """Test that passages are deleted when their parent (agent or source) is deleted.""" + # Verify passages exist + agent_passage = await server.passage_manager.get_passage_by_id_async(agent_passage_fixture.id, default_user) + source_passage = await server.passage_manager.get_passage_by_id_async(source_passage_fixture.id, default_user) + assert agent_passage is not None + assert source_passage is not None + + # Delete agent and verify its passages are deleted + await server.agent_manager.delete_agent_async(sarah_agent.id, default_user) + agentic_passages = await server.agent_manager.list_passages_async(actor=default_user, agent_id=sarah_agent.id, agent_only=True) + assert len(agentic_passages) == 0 + + +@pytest.mark.asyncio +async def test_create_agent_passage_specific(server: SyncServer, default_user, sarah_agent): + """Test creating an agent passage using the new agent-specific method.""" + # Get or create default archive for the agent + archive = await server.archive_manager.get_or_create_default_archive_for_agent_async( + agent_id=sarah_agent.id, agent_name=sarah_agent.name, actor=default_user + ) + + passage = await server.passage_manager.create_agent_passage_async( + PydanticPassage( + text="Test agent passage via specific method", + archive_id=archive.id, + organization_id=default_user.organization_id, + embedding=[0.1], + embedding_config=DEFAULT_EMBEDDING_CONFIG, + metadata={"type": "test_specific"}, + tags=["python", "test", "agent"], + ), + actor=default_user, + ) + + assert passage.id is not None + assert passage.text == "Test agent passage via specific method" + assert passage.archive_id == archive.id + assert passage.source_id is None + assert sorted(passage.tags) == sorted(["python", "test", "agent"]) + + +@pytest.mark.asyncio +async def test_create_source_passage_specific(server: SyncServer, default_user, default_file, default_source): + """Test creating a source passage using the new source-specific method.""" + passage = await server.passage_manager.create_source_passage_async( + PydanticPassage( + text="Test source passage via specific method", + source_id=default_source.id, + file_id=default_file.id, + organization_id=default_user.organization_id, + embedding=[0.1], + embedding_config=DEFAULT_EMBEDDING_CONFIG, + metadata={"type": "test_specific"}, + tags=["document", "test", "source"], + ), + file_metadata=default_file, + actor=default_user, + ) + + assert passage.id is not None + assert passage.text == "Test source passage via specific method" + assert passage.source_id == default_source.id + assert passage.archive_id is None + assert sorted(passage.tags) == sorted(["document", "test", "source"]) + + +@pytest.mark.asyncio +async def test_create_agent_passage_validation(server: SyncServer, default_user, default_source, sarah_agent): + """Test that agent passage creation validates inputs correctly.""" + # Should fail if archive_id is missing + with pytest.raises(ValueError, match="Agent passage must have archive_id"): + await server.passage_manager.create_agent_passage_async( + PydanticPassage( + text="Invalid agent passage", + organization_id=default_user.organization_id, + embedding=[0.1], + embedding_config=DEFAULT_EMBEDDING_CONFIG, + ), + actor=default_user, + ) + + # Get or create default archive for the agent + archive = await server.archive_manager.get_or_create_default_archive_for_agent_async( + agent_id=sarah_agent.id, agent_name=sarah_agent.name, actor=default_user + ) + + # Should fail if source_id is present + with pytest.raises(ValueError, match="Agent passage cannot have source_id"): + await server.passage_manager.create_agent_passage_async( + PydanticPassage( + text="Invalid agent passage", + archive_id=archive.id, + source_id=default_source.id, + organization_id=default_user.organization_id, + embedding=[0.1], + embedding_config=DEFAULT_EMBEDDING_CONFIG, + ), + actor=default_user, + ) + + +@pytest.mark.asyncio +async def test_create_source_passage_validation(server: SyncServer, default_user, default_file, default_source, sarah_agent): + """Test that source passage creation validates inputs correctly.""" + # Should fail if source_id is missing + with pytest.raises(ValueError, match="Source passage must have source_id"): + await server.passage_manager.create_source_passage_async( + PydanticPassage( + text="Invalid source passage", + organization_id=default_user.organization_id, + embedding=[0.1], + embedding_config=DEFAULT_EMBEDDING_CONFIG, + ), + file_metadata=default_file, + actor=default_user, + ) + + # Get or create default archive for the agent + archive = await server.archive_manager.get_or_create_default_archive_for_agent_async( + agent_id=sarah_agent.id, agent_name=sarah_agent.name, actor=default_user + ) + + # Should fail if archive_id is present + with pytest.raises(ValueError, match="Source passage cannot have archive_id"): + await server.passage_manager.create_source_passage_async( + PydanticPassage( + text="Invalid source passage", + source_id=default_source.id, + archive_id=archive.id, + organization_id=default_user.organization_id, + embedding=[0.1], + embedding_config=DEFAULT_EMBEDDING_CONFIG, + ), + file_metadata=default_file, + actor=default_user, + ) + + +@pytest.mark.asyncio +async def test_get_agent_passage_by_id_specific(server: SyncServer, default_user, sarah_agent): + """Test retrieving an agent passage using the new agent-specific method.""" + # Get or create default archive for the agent + archive = await server.archive_manager.get_or_create_default_archive_for_agent_async( + agent_id=sarah_agent.id, agent_name=sarah_agent.name, actor=default_user + ) + + # Create an agent passage + passage = await server.passage_manager.create_agent_passage_async( + PydanticPassage( + text="Agent passage for retrieval test", + archive_id=archive.id, + organization_id=default_user.organization_id, + embedding=[0.1], + embedding_config=DEFAULT_EMBEDDING_CONFIG, + ), + actor=default_user, + ) + + # Retrieve it using the specific method + retrieved = await server.passage_manager.get_agent_passage_by_id_async(passage.id, actor=default_user) + assert retrieved is not None + assert retrieved.id == passage.id + assert retrieved.text == passage.text + assert retrieved.archive_id == archive.id + + +@pytest.mark.asyncio +async def test_get_source_passage_by_id_specific(server: SyncServer, default_user, default_file, default_source): + """Test retrieving a source passage using the new source-specific method.""" + # Create a source passage + passage = await server.passage_manager.create_source_passage_async( + PydanticPassage( + text="Source passage for retrieval test", + source_id=default_source.id, + file_id=default_file.id, + organization_id=default_user.organization_id, + embedding=[0.1], + embedding_config=DEFAULT_EMBEDDING_CONFIG, + ), + file_metadata=default_file, + actor=default_user, + ) + + # Retrieve it using the specific method + retrieved = await server.passage_manager.get_source_passage_by_id_async(passage.id, actor=default_user) + assert retrieved is not None + assert retrieved.id == passage.id + assert retrieved.text == passage.text + assert retrieved.source_id == default_source.id + + +@pytest.mark.asyncio +async def test_get_wrong_passage_type_fails(server: SyncServer, default_user, sarah_agent, default_file, default_source): + """Test that trying to get the wrong passage type with specific methods fails.""" + # Create an agent passage + # Get or create default archive for the agent + archive = await server.archive_manager.get_or_create_default_archive_for_agent_async( + agent_id=sarah_agent.id, agent_name=sarah_agent.name, actor=default_user + ) + + agent_passage = await server.passage_manager.create_agent_passage_async( + PydanticPassage( + text="Agent passage", + archive_id=archive.id, + organization_id=default_user.organization_id, + embedding=[0.1], + embedding_config=DEFAULT_EMBEDDING_CONFIG, + ), + actor=default_user, + ) + + # Create a source passage + source_passage = await server.passage_manager.create_source_passage_async( + PydanticPassage( + text="Source passage", + source_id=default_source.id, + file_id=default_file.id, + organization_id=default_user.organization_id, + embedding=[0.1], + embedding_config=DEFAULT_EMBEDDING_CONFIG, + ), + file_metadata=default_file, + actor=default_user, + ) + + # Trying to get agent passage with source method should fail + with pytest.raises(NoResultFound): + await server.passage_manager.get_source_passage_by_id_async(agent_passage.id, actor=default_user) + + # Trying to get source passage with agent method should fail + with pytest.raises(NoResultFound): + await server.passage_manager.get_agent_passage_by_id_async(source_passage.id, actor=default_user) + + +@pytest.mark.asyncio +async def test_update_agent_passage_specific(server: SyncServer, default_user, sarah_agent): + """Test updating an agent passage using the new agent-specific method.""" + # Get or create default archive for the agent + archive = await server.archive_manager.get_or_create_default_archive_for_agent_async( + agent_id=sarah_agent.id, agent_name=sarah_agent.name, actor=default_user + ) + + # Create an agent passage + passage = await server.passage_manager.create_agent_passage_async( + PydanticPassage( + text="Original agent passage text", + archive_id=archive.id, + organization_id=default_user.organization_id, + embedding=[0.1], + embedding_config=DEFAULT_EMBEDDING_CONFIG, + ), + actor=default_user, + ) + + # Update it + updated_passage = await server.passage_manager.update_agent_passage_by_id_async( + passage.id, + PydanticPassage( + text="Updated agent passage text", + archive_id=archive.id, + organization_id=default_user.organization_id, + embedding=[0.2], + embedding_config=DEFAULT_EMBEDDING_CONFIG, + ), + actor=default_user, + ) + + assert updated_passage.text == "Updated agent passage text" + assert updated_passage.embedding[0] == approx(0.2) + assert updated_passage.id == passage.id + + +@pytest.mark.asyncio +async def test_update_source_passage_specific(server: SyncServer, default_user, default_file, default_source): + """Test updating a source passage using the new source-specific method.""" + # Create a source passage + passage = await server.passage_manager.create_source_passage_async( + PydanticPassage( + text="Original source passage text", + source_id=default_source.id, + file_id=default_file.id, + organization_id=default_user.organization_id, + embedding=[0.1], + embedding_config=DEFAULT_EMBEDDING_CONFIG, + ), + file_metadata=default_file, + actor=default_user, + ) + + # Update it + updated_passage = await server.passage_manager.update_source_passage_by_id_async( + passage.id, + PydanticPassage( + text="Updated source passage text", + source_id=default_source.id, + file_id=default_file.id, + organization_id=default_user.organization_id, + embedding=[0.2], + embedding_config=DEFAULT_EMBEDDING_CONFIG, + ), + actor=default_user, + ) + + assert updated_passage.text == "Updated source passage text" + assert updated_passage.embedding[0] == approx(0.2) + assert updated_passage.id == passage.id + + +@pytest.mark.asyncio +async def test_delete_agent_passage_specific(server: SyncServer, default_user, sarah_agent): + """Test deleting an agent passage using the new agent-specific method.""" + # Get or create default archive for the agent + archive = await server.archive_manager.get_or_create_default_archive_for_agent_async( + agent_id=sarah_agent.id, agent_name=sarah_agent.name, actor=default_user + ) + + # Create an agent passage + passage = await server.passage_manager.create_agent_passage_async( + PydanticPassage( + text="Agent passage to delete", + archive_id=archive.id, + organization_id=default_user.organization_id, + embedding=[0.1], + embedding_config=DEFAULT_EMBEDDING_CONFIG, + ), + actor=default_user, + ) + + # Verify it exists + retrieved = await server.passage_manager.get_agent_passage_by_id_async(passage.id, actor=default_user) + assert retrieved is not None + + # Delete it + result = await server.passage_manager.delete_agent_passage_by_id_async(passage.id, actor=default_user) + assert result is True + + # Verify it's gone + with pytest.raises(NoResultFound): + await server.passage_manager.get_agent_passage_by_id_async(passage.id, actor=default_user) + + +@pytest.mark.asyncio +async def test_delete_source_passage_specific(server: SyncServer, default_user, default_file, default_source): + """Test deleting a source passage using the new source-specific method.""" + # Create a source passage + passage = await server.passage_manager.create_source_passage_async( + PydanticPassage( + text="Source passage to delete", + source_id=default_source.id, + file_id=default_file.id, + organization_id=default_user.organization_id, + embedding=[0.1], + embedding_config=DEFAULT_EMBEDDING_CONFIG, + ), + file_metadata=default_file, + actor=default_user, + ) + + # Verify it exists + retrieved = await server.passage_manager.get_source_passage_by_id_async(passage.id, actor=default_user) + assert retrieved is not None + + # Delete it + result = await server.passage_manager.delete_source_passage_by_id_async(passage.id, actor=default_user) + assert result is True + + # Verify it's gone + with pytest.raises(NoResultFound): + await server.passage_manager.get_source_passage_by_id_async(passage.id, actor=default_user) + + +@pytest.mark.asyncio +async def test_create_many_agent_passages_async(server: SyncServer, default_user, sarah_agent): + """Test creating multiple agent passages using the new batch method.""" + # Get or create default archive for the agent + archive = await server.archive_manager.get_or_create_default_archive_for_agent_async( + agent_id=sarah_agent.id, agent_name=sarah_agent.name, actor=default_user + ) + + passages = [ + PydanticPassage( + text=f"Batch agent passage {i}", + archive_id=archive.id, # Now archive is a PydanticArchive object + organization_id=default_user.organization_id, + embedding=[0.1 * i], + embedding_config=DEFAULT_EMBEDDING_CONFIG, + tags=["batch", f"item{i}"] if i % 2 == 0 else ["batch", "odd"], + ) + for i in range(3) + ] + + created_passages = await server.passage_manager.create_many_archival_passages_async(passages, actor=default_user) + + assert len(created_passages) == 3 + for i, passage in enumerate(created_passages): + assert passage.text == f"Batch agent passage {i}" + assert passage.archive_id == archive.id + assert passage.source_id is None + expected_tags = ["batch", f"item{i}"] if i % 2 == 0 else ["batch", "odd"] + assert passage.tags == expected_tags + + +@pytest.mark.asyncio +async def test_create_many_source_passages_async(server: SyncServer, default_user, default_file, default_source): + """Test creating multiple source passages using the new batch method.""" + passages = [ + PydanticPassage( + text=f"Batch source passage {i}", + source_id=default_source.id, + file_id=default_file.id, + organization_id=default_user.organization_id, + embedding=[0.1 * i], + embedding_config=DEFAULT_EMBEDDING_CONFIG, + ) + for i in range(3) + ] + + created_passages = await server.passage_manager.create_many_source_passages_async( + passages, file_metadata=default_file, actor=default_user + ) + + assert len(created_passages) == 3 + for i, passage in enumerate(created_passages): + assert passage.text == f"Batch source passage {i}" + assert passage.source_id == default_source.id + assert passage.archive_id is None + + +@pytest.mark.asyncio +async def test_agent_passage_size(server: SyncServer, default_user, sarah_agent): + """Test counting agent passages using the new agent-specific size method.""" + initial_size = await server.passage_manager.agent_passage_size_async(actor=default_user, agent_id=sarah_agent.id) + + # Get or create default archive for the agent + archive = await server.archive_manager.get_or_create_default_archive_for_agent_async( + agent_id=sarah_agent.id, agent_name=sarah_agent.name, actor=default_user + ) + + # Create some agent passages + for i in range(3): + await server.passage_manager.create_agent_passage_async( + PydanticPassage( + text=f"Agent passage {i} for size test", + archive_id=archive.id, + organization_id=default_user.organization_id, + embedding=[0.1], + embedding_config=DEFAULT_EMBEDDING_CONFIG, + ), + actor=default_user, + ) + + final_size = await server.passage_manager.agent_passage_size_async(actor=default_user, agent_id=sarah_agent.id) + assert final_size == initial_size + 3 + + +@pytest.mark.asyncio +async def test_passage_tags_functionality(disable_turbopuffer, server: SyncServer, default_user, sarah_agent): + """Test comprehensive tag functionality for passages.""" + from letta.schemas.enums import TagMatchMode + + # Get or create default archive for the agent + archive = await server.archive_manager.get_or_create_default_archive_for_agent_async( + agent_id=sarah_agent.id, agent_name=sarah_agent.name, actor=default_user + ) + + # Create passages with different tag combinations + test_passages = [ + {"text": "Python programming tutorial", "tags": ["python", "tutorial", "programming"]}, + {"text": "Machine learning with Python", "tags": ["python", "ml", "ai"]}, + {"text": "JavaScript web development", "tags": ["javascript", "web", "frontend"]}, + {"text": "Python data science guide", "tags": ["python", "tutorial", "data"]}, + {"text": "No tags passage", "tags": None}, + ] + + created_passages = [] + for test_data in test_passages: + passage = await server.passage_manager.create_agent_passage_async( + PydanticPassage( + text=test_data["text"], + archive_id=archive.id, + organization_id=default_user.organization_id, + embedding=[0.1, 0.2, 0.3], + embedding_config=DEFAULT_EMBEDDING_CONFIG, + tags=test_data["tags"], + ), + actor=default_user, + ) + created_passages.append(passage) + + # Test that tags are properly stored (deduplicated) + for i, passage in enumerate(created_passages): + expected_tags = test_passages[i]["tags"] + if expected_tags: + assert set(passage.tags) == set(expected_tags) + else: + assert passage.tags is None + + # Test querying with tag filtering (if Turbopuffer is enabled) + if hasattr(server.agent_manager, "query_agent_passages_async"): + # Test querying with python tag (should find 3 passages) + python_results = await server.agent_manager.query_agent_passages_async( + actor=default_user, + agent_id=sarah_agent.id, + tags=["python"], + tag_match_mode=TagMatchMode.ANY, + ) + + python_texts = [p.text for p, _, _ in python_results] + assert len([t for t in python_texts if "Python" in t]) >= 2 + + # Test querying with multiple tags using ALL mode + tutorial_python_results = await server.agent_manager.query_agent_passages_async( + actor=default_user, + agent_id=sarah_agent.id, + tags=["python", "tutorial"], + tag_match_mode=TagMatchMode.ALL, + ) + + tutorial_texts = [p.text for p, _, _ in tutorial_python_results] + expected_matches = [t for t in tutorial_texts if "tutorial" in t and "Python" in t] + assert len(expected_matches) >= 1 + + +@pytest.mark.asyncio +async def test_comprehensive_tag_functionality(disable_turbopuffer, server: SyncServer, sarah_agent, default_user): + """Comprehensive test for tag functionality including dual storage and junction table.""" + + # Test 1: Create passages with tags and verify they're stored in both places + passages_with_tags = [] + test_tags = { + "passage1": ["important", "documentation", "python"], + "passage2": ["important", "testing"], + "passage3": ["documentation", "api"], + "passage4": ["python", "testing", "api"], + "passage5": [], # Test empty tags + } + + for i, (passage_key, tags) in enumerate(test_tags.items(), 1): + text = f"Test passage {i} for comprehensive tag testing" + created_passages = await server.passage_manager.insert_passage( + agent_state=sarah_agent, + text=text, + actor=default_user, + tags=tags if tags else None, + ) + assert len(created_passages) == 1 + passage = created_passages[0] + + # Verify tags are stored in the JSON column (deduplicated) + if tags: + assert set(passage.tags) == set(tags) + else: + assert passage.tags is None + passages_with_tags.append(passage) + + # Test 2: Verify unique tags for archive + archive = await server.archive_manager.get_or_create_default_archive_for_agent_async( + agent_id=sarah_agent.id, + agent_name=sarah_agent.name, + actor=default_user, + ) + + unique_tags = await server.passage_manager.get_unique_tags_for_archive_async( + archive_id=archive.id, + actor=default_user, + ) + + # Should have all unique tags: "important", "documentation", "python", "testing", "api" + expected_unique_tags = {"important", "documentation", "python", "testing", "api"} + assert set(unique_tags) == expected_unique_tags + assert len(unique_tags) == 5 + + # Test 3: Verify tag counts + tag_counts = await server.passage_manager.get_tag_counts_for_archive_async( + archive_id=archive.id, + actor=default_user, + ) + + # Verify counts + assert tag_counts["important"] == 2 # passage1 and passage2 + assert tag_counts["documentation"] == 2 # passage1 and passage3 + assert tag_counts["python"] == 2 # passage1 and passage4 + assert tag_counts["testing"] == 2 # passage2 and passage4 + assert tag_counts["api"] == 2 # passage3 and passage4 + + # Test 4: Query passages with ANY tag matching + any_results = await server.agent_manager.query_agent_passages_async( + agent_id=sarah_agent.id, + query_text="test", + limit=10, + tags=["important", "api"], + tag_match_mode=TagMatchMode.ANY, + actor=default_user, + ) + + # Should match passages with "important" OR "api" tags (passages 1, 2, 3, 4) + [p.text for p, _, _ in any_results] + assert len(any_results) >= 4 + + # Test 5: Query passages with ALL tag matching + all_results = await server.agent_manager.query_agent_passages_async( + agent_id=sarah_agent.id, + query_text="test", + limit=10, + tags=["python", "testing"], + tag_match_mode=TagMatchMode.ALL, + actor=default_user, + ) + + # Should only match passage4 which has both "python" AND "testing" + all_passage_texts = [p.text for p, _, _ in all_results] + assert any("Test passage 4" in text for text in all_passage_texts) + + # Test 6: Query with non-existent tags + no_results = await server.agent_manager.query_agent_passages_async( + agent_id=sarah_agent.id, + query_text="test", + limit=10, + tags=["nonexistent", "missing"], + tag_match_mode=TagMatchMode.ANY, + actor=default_user, + ) + + # Should return no results + assert len(no_results) == 0 + + # Test 7: Verify tags CAN be updated (with junction table properly maintained) + first_passage = passages_with_tags[0] + new_tags = ["updated", "modified", "changed"] + update_data = PydanticPassage( + id=first_passage.id, + text="Updated text", + tags=new_tags, + organization_id=first_passage.organization_id, + archive_id=first_passage.archive_id, + embedding=first_passage.embedding, + embedding_config=first_passage.embedding_config, + ) + + # Update should work and tags should be updated + updated = await server.passage_manager.update_agent_passage_by_id_async( + passage_id=first_passage.id, + passage=update_data, + actor=default_user, + ) + + # Both text and tags should be updated + assert updated.text == "Updated text" + assert set(updated.tags) == set(new_tags) + + # Verify tags are properly updated in junction table + updated_unique_tags = await server.passage_manager.get_unique_tags_for_archive_async( + archive_id=archive.id, + actor=default_user, + ) + + # Should include new tags and not include old "important", "documentation", "python" from passage1 + # But still have tags from other passages + assert "updated" in updated_unique_tags + assert "modified" in updated_unique_tags + assert "changed" in updated_unique_tags + + # Test 8: Delete a passage and verify cascade deletion of tags + passage_to_delete = passages_with_tags[1] # passage2 with ["important", "testing"] + + await server.passage_manager.delete_agent_passage_by_id_async( + passage_id=passage_to_delete.id, + actor=default_user, + ) + + # Get updated tag counts + updated_tag_counts = await server.passage_manager.get_tag_counts_for_archive_async( + archive_id=archive.id, + actor=default_user, + ) + + # "important" no longer exists (was in passage1 which was updated and passage2 which was deleted) + assert "important" not in updated_tag_counts + # "testing" count should decrease from 2 to 1 (only in passage4 now) + assert updated_tag_counts["testing"] == 1 + + # Test 9: Batch create passages with tags + batch_texts = [ + "Batch passage 1", + "Batch passage 2", + "Batch passage 3", + ] + batch_tags = ["batch", "test", "multiple"] + + batch_passages = [] + for text in batch_texts: + passages = await server.passage_manager.insert_passage( + agent_state=sarah_agent, + text=text, + actor=default_user, + tags=batch_tags, + ) + batch_passages.extend(passages) + + # Verify all batch passages have the same tags + for passage in batch_passages: + assert set(passage.tags) == set(batch_tags) + + # Test 10: Verify tag counts include batch passages + final_tag_counts = await server.passage_manager.get_tag_counts_for_archive_async( + archive_id=archive.id, + actor=default_user, + ) + + assert final_tag_counts["batch"] == 3 + assert final_tag_counts["test"] == 3 + assert final_tag_counts["multiple"] == 3 + + # Test 11: Complex query with multiple tags and ALL matching + complex_all_results = await server.agent_manager.query_agent_passages_async( + agent_id=sarah_agent.id, + query_text="batch", + limit=10, + tags=["batch", "test", "multiple"], + tag_match_mode=TagMatchMode.ALL, + actor=default_user, + ) + + # Should match all 3 batch passages + assert len(complex_all_results) >= 3 + + # Test 12: Empty tag list should return all passages + all_passages = await server.agent_manager.query_agent_passages_async( + agent_id=sarah_agent.id, + query_text="passage", + limit=50, + tags=[], + tag_match_mode=TagMatchMode.ANY, + actor=default_user, + ) + + # Should return passages based on text search only + assert len(all_passages) > 0 + + +@pytest.mark.asyncio +async def test_tag_edge_cases(disable_turbopuffer, server: SyncServer, sarah_agent, default_user): + """Test edge cases for tag functionality.""" + + # Test 1: Very long tag names + long_tag = "a" * 500 # 500 character tag + passages = await server.passage_manager.insert_passage( + agent_state=sarah_agent, + text="Testing long tag names", + actor=default_user, + tags=[long_tag, "normal_tag"], + ) + + assert len(passages) == 1 + assert long_tag in passages[0].tags + + # Test 2: Special characters in tags + special_tags = [ + "tag-with-dash", + "tag_with_underscore", + "tag.with.dots", + "tag/with/slash", + "tag:with:colon", + "tag@with@at", + "tag#with#hash", + "tag with spaces", + "CamelCaseTag", + "数字标签", + ] + + passages_special = await server.passage_manager.insert_passage( + agent_state=sarah_agent, + text="Testing special character tags", + actor=default_user, + tags=special_tags, + ) + + assert len(passages_special) == 1 + assert set(passages_special[0].tags) == set(special_tags) + + # Verify unique tags includes all special character tags + archive = await server.archive_manager.get_or_create_default_archive_for_agent_async( + agent_id=sarah_agent.id, + agent_name=sarah_agent.name, + actor=default_user, + ) + + unique_tags = await server.passage_manager.get_unique_tags_for_archive_async( + archive_id=archive.id, + actor=default_user, + ) + + for tag in special_tags: + assert tag in unique_tags + + # Test 3: Duplicate tags in input (should be deduplicated) + duplicate_tags = ["tag1", "tag2", "tag1", "tag3", "tag2", "tag1"] + passages_dup = await server.passage_manager.insert_passage( + agent_state=sarah_agent, + text="Testing duplicate tags", + actor=default_user, + tags=duplicate_tags, + ) + + # Should only have unique tags (duplicates removed) + assert len(passages_dup) == 1 + assert set(passages_dup[0].tags) == {"tag1", "tag2", "tag3"} + assert len(passages_dup[0].tags) == 3 # Should be deduplicated + + # Test 4: Case sensitivity in tags + case_tags = ["Tag", "tag", "TAG", "tAg"] + passages_case = await server.passage_manager.insert_passage( + agent_state=sarah_agent, + text="Testing case sensitive tags", + actor=default_user, + tags=case_tags, + ) + + # All variations should be preserved (case-sensitive) + assert len(passages_case) == 1 + assert set(passages_case[0].tags) == set(case_tags) + + +@pytest.mark.asyncio +async def test_search_agent_archival_memory_async(disable_turbopuffer, server: SyncServer, default_user, sarah_agent): + """Test the search_agent_archival_memory_async method that powers both the agent tool and API endpoint.""" + # Get or create default archive for the agent + archive = await server.archive_manager.get_or_create_default_archive_for_agent_async( + agent_id=sarah_agent.id, agent_name=sarah_agent.name, actor=default_user + ) + + # Create test passages with various content and tags + test_data = [ + { + "text": "Python is a powerful programming language used for data science and web development.", + "tags": ["python", "programming", "data-science", "web"], + "created_at": datetime(2024, 1, 15, 10, 30, tzinfo=timezone.utc), + }, + { + "text": "Machine learning algorithms can be implemented in Python using libraries like scikit-learn.", + "tags": ["python", "machine-learning", "algorithms"], + "created_at": datetime(2024, 1, 16, 14, 45, tzinfo=timezone.utc), + }, + { + "text": "JavaScript is essential for frontend web development and modern web applications.", + "tags": ["javascript", "frontend", "web"], + "created_at": datetime(2024, 1, 17, 9, 15, tzinfo=timezone.utc), + }, + { + "text": "Database design principles are important for building scalable applications.", + "tags": ["database", "design", "scalability"], + "created_at": datetime(2024, 1, 18, 16, 20, tzinfo=timezone.utc), + }, + { + "text": "The weather today is sunny and warm, perfect for outdoor activities.", + "tags": ["weather", "outdoor"], + "created_at": datetime(2024, 1, 19, 11, 0, tzinfo=timezone.utc), + }, + ] + + # Create passages in the database + created_passages = [] + for data in test_data: + passage = await server.passage_manager.create_agent_passage_async( + PydanticPassage( + text=data["text"], + archive_id=archive.id, + organization_id=default_user.organization_id, + embedding=[0.1, 0.2, 0.3], # Mock embedding + embedding_config=DEFAULT_EMBEDDING_CONFIG, + tags=data["tags"], + created_at=data["created_at"], + ), + actor=default_user, + ) + created_passages.append(passage) + + # Test 1: Basic search by query text + results = await server.agent_manager.search_agent_archival_memory_async( + agent_id=sarah_agent.id, actor=default_user, query="Python programming" + ) + + assert len(results) > 0 + + # Check structure of results + for result in results: + assert "timestamp" in result + assert "content" in result + assert "tags" in result + assert isinstance(result["tags"], list) + + # Test 2: Search with tag filtering - single tag + results = await server.agent_manager.search_agent_archival_memory_async( + agent_id=sarah_agent.id, actor=default_user, query="programming", tags=["python"] + ) + + assert len(results) > 0 + # All results should have "python" tag + for result in results: + assert "python" in result["tags"] + + # Test 3: Search with tag filtering - multiple tags with "any" mode + results = await server.agent_manager.search_agent_archival_memory_async( + agent_id=sarah_agent.id, actor=default_user, query="development", tags=["web", "database"], tag_match_mode="any" + ) + + assert len(results) > 0 + # All results should have at least one of the specified tags + for result in results: + assert any(tag in result["tags"] for tag in ["web", "database"]) + + # Test 4: Search with tag filtering - multiple tags with "all" mode + results = await server.agent_manager.search_agent_archival_memory_async( + agent_id=sarah_agent.id, actor=default_user, query="Python", tags=["python", "web"], tag_match_mode="all" + ) + + # Should only return results that have BOTH tags + for result in results: + assert "python" in result["tags"] + assert "web" in result["tags"] + + # Test 5: Search with top_k limit + results = await server.agent_manager.search_agent_archival_memory_async( + agent_id=sarah_agent.id, actor=default_user, query="programming", top_k=2 + ) + + assert len(results) <= 2 + + # Test 6: Search with datetime filtering + results = await server.agent_manager.search_agent_archival_memory_async( + agent_id=sarah_agent.id, actor=default_user, query="programming", start_datetime="2024-01-16", end_datetime="2024-01-17" + ) + + # Should only include passages created between those dates + for result in results: + # Parse timestamp to verify it's in range + timestamp_str = result["timestamp"] + # Basic validation that timestamp exists and has expected format + assert "2024-01-16" in timestamp_str or "2024-01-17" in timestamp_str + + # Test 7: Search with ISO datetime format + results = await server.agent_manager.search_agent_archival_memory_async( + agent_id=sarah_agent.id, + actor=default_user, + query="algorithms", + start_datetime="2024-01-16T14:00:00", + end_datetime="2024-01-16T15:00:00", + ) + + # Should include the machine learning passage created at 14:45 + assert len(results) >= 0 # Might be 0 if no results, but shouldn't error + + # Test 8: Search with non-existent agent should raise error + non_existent_agent_id = "agent-00000000-0000-4000-8000-000000000000" + + with pytest.raises(Exception): # Should raise NoResultFound or similar + await server.agent_manager.search_agent_archival_memory_async(agent_id=non_existent_agent_id, actor=default_user, query="test") + + # Test 9: Search with invalid datetime format should raise ValueError + with pytest.raises(ValueError, match="Invalid start_datetime format"): + await server.agent_manager.search_agent_archival_memory_async( + agent_id=sarah_agent.id, actor=default_user, query="test", start_datetime="invalid-date" + ) + + # Test 10: Empty query should return empty results + results = await server.agent_manager.search_agent_archival_memory_async(agent_id=sarah_agent.id, actor=default_user, query="") + + assert len(results) == 0 # Empty query should return 0 results + + # Test 11: Whitespace-only query should also return empty results + results = await server.agent_manager.search_agent_archival_memory_async(agent_id=sarah_agent.id, actor=default_user, query=" \n\t ") + + assert len(results) == 0 # Whitespace-only query should return 0 results + + # Cleanup - delete the created passages + for passage in created_passages: + await server.passage_manager.delete_agent_passage_by_id_async(passage_id=passage.id, actor=default_user) diff --git a/tests/managers/test_sandbox_manager.py b/tests/managers/test_sandbox_manager.py new file mode 100644 index 00000000..be1dc56b --- /dev/null +++ b/tests/managers/test_sandbox_manager.py @@ -0,0 +1,301 @@ +import json +import logging +import os +import random +import re +import string +import time +import uuid +from datetime import datetime, timedelta, timezone +from typing import List +from unittest.mock import AsyncMock, Mock, patch + +import pytest +from _pytest.python_api import approx +from anthropic.types.beta import BetaMessage +from anthropic.types.beta.messages import BetaMessageBatchIndividualResponse, BetaMessageBatchSucceededResult + +# Import shared fixtures and constants from conftest +from conftest import ( + CREATE_DELAY_SQLITE, + DEFAULT_EMBEDDING_CONFIG, + USING_SQLITE, +) +from openai.types.chat.chat_completion_message_tool_call import ChatCompletionMessageToolCall as OpenAIToolCall, Function as OpenAIFunction +from sqlalchemy import func, select +from sqlalchemy.exc import IntegrityError, InvalidRequestError +from sqlalchemy.orm.exc import StaleDataError + +from letta.config import LettaConfig +from letta.constants import ( + BASE_MEMORY_TOOLS, + BASE_SLEEPTIME_TOOLS, + BASE_TOOLS, + BASE_VOICE_SLEEPTIME_CHAT_TOOLS, + BASE_VOICE_SLEEPTIME_TOOLS, + BUILTIN_TOOLS, + DEFAULT_ORG_ID, + DEFAULT_ORG_NAME, + FILES_TOOLS, + LETTA_TOOL_EXECUTION_DIR, + LETTA_TOOL_SET, + LOCAL_ONLY_MULTI_AGENT_TOOLS, + MCP_TOOL_TAG_NAME_PREFIX, + MULTI_AGENT_TOOLS, +) +from letta.data_sources.redis_client import NoopAsyncRedisClient, get_redis_client +from letta.errors import LettaAgentNotFoundError +from letta.functions.functions import derive_openai_json_schema, parse_source_code +from letta.functions.mcp_client.types import MCPTool +from letta.helpers import ToolRulesSolver +from letta.helpers.datetime_helpers import AsyncTimer +from letta.jobs.types import ItemUpdateInfo, RequestStatusUpdateInfo, StepStatusUpdateInfo +from letta.orm import Base, Block +from letta.orm.block_history import BlockHistory +from letta.orm.errors import NoResultFound, UniqueConstraintViolationError +from letta.orm.file import FileContent as FileContentModel, FileMetadata as FileMetadataModel +from letta.schemas.agent import CreateAgent, UpdateAgent +from letta.schemas.block import Block as PydanticBlock, BlockUpdate, CreateBlock +from letta.schemas.embedding_config import EmbeddingConfig +from letta.schemas.enums import ( + ActorType, + AgentStepStatus, + FileProcessingStatus, + JobStatus, + JobType, + MessageRole, + ProviderType, + SandboxType, + StepStatus, + TagMatchMode, + ToolType, + VectorDBProvider, +) +from letta.schemas.environment_variables import SandboxEnvironmentVariableCreate, SandboxEnvironmentVariableUpdate +from letta.schemas.file import FileMetadata, FileMetadata as PydanticFileMetadata +from letta.schemas.identity import IdentityCreate, IdentityProperty, IdentityPropertyType, IdentityType, IdentityUpdate, IdentityUpsert +from letta.schemas.job import BatchJob, Job, Job as PydanticJob, JobUpdate, LettaRequestConfig +from letta.schemas.letta_message import UpdateAssistantMessage, UpdateReasoningMessage, UpdateSystemMessage, UpdateUserMessage +from letta.schemas.letta_message_content import TextContent +from letta.schemas.letta_stop_reason import LettaStopReason, StopReasonType +from letta.schemas.llm_batch_job import AgentStepState, LLMBatchItem +from letta.schemas.llm_config import LLMConfig +from letta.schemas.message import Message as PydanticMessage, MessageCreate, MessageUpdate +from letta.schemas.openai.chat_completion_response import UsageStatistics +from letta.schemas.organization import Organization, Organization as PydanticOrganization, OrganizationUpdate +from letta.schemas.passage import Passage as PydanticPassage +from letta.schemas.pip_requirement import PipRequirement +from letta.schemas.run import Run as PydanticRun +from letta.schemas.sandbox_config import E2BSandboxConfig, LocalSandboxConfig, SandboxConfigCreate, SandboxConfigUpdate +from letta.schemas.source import Source as PydanticSource, SourceUpdate +from letta.schemas.tool import Tool as PydanticTool, ToolCreate, ToolUpdate +from letta.schemas.tool_rule import InitToolRule +from letta.schemas.user import User as PydanticUser, UserUpdate +from letta.server.db import db_registry +from letta.server.server import SyncServer +from letta.services.block_manager import BlockManager +from letta.services.helpers.agent_manager_helper import calculate_base_tools, calculate_multi_agent_tools, validate_agent_exists_async +from letta.services.step_manager import FeedbackType +from letta.settings import settings, tool_settings +from letta.utils import calculate_file_defaults_based_on_context_window +from tests.helpers.utils import comprehensive_agent_checks, validate_context_window_overview +from tests.utils import random_string + +# ====================================================================================================================== +# SandboxConfigManager Tests - Sandbox Configs +# ====================================================================================================================== + + +@pytest.mark.asyncio +async def test_create_or_update_sandbox_config(server: SyncServer, default_user): + sandbox_config_create = SandboxConfigCreate( + config=E2BSandboxConfig(), + ) + created_config = await server.sandbox_config_manager.create_or_update_sandbox_config_async(sandbox_config_create, actor=default_user) + + # Assertions + assert created_config.type == SandboxType.E2B + assert created_config.get_e2b_config() == sandbox_config_create.config + assert created_config.organization_id == default_user.organization_id + + +@pytest.mark.asyncio +async def test_create_local_sandbox_config_defaults(server: SyncServer, default_user): + sandbox_config_create = SandboxConfigCreate( + config=LocalSandboxConfig(), + ) + created_config = await server.sandbox_config_manager.create_or_update_sandbox_config_async(sandbox_config_create, actor=default_user) + + # Assertions + assert created_config.type == SandboxType.LOCAL + assert created_config.get_local_config() == sandbox_config_create.config + assert created_config.get_local_config().sandbox_dir in {LETTA_TOOL_EXECUTION_DIR, tool_settings.tool_exec_dir} + assert created_config.organization_id == default_user.organization_id + + +@pytest.mark.asyncio +async def test_default_e2b_settings_sandbox_config(server: SyncServer, default_user): + created_config = await server.sandbox_config_manager.get_or_create_default_sandbox_config_async( + sandbox_type=SandboxType.E2B, actor=default_user + ) + e2b_config = created_config.get_e2b_config() + + # Assertions + assert e2b_config.timeout == 5 * 60 + assert e2b_config.template == tool_settings.e2b_sandbox_template_id + + +@pytest.mark.asyncio +async def test_update_existing_sandbox_config(server: SyncServer, sandbox_config_fixture, default_user): + update_data = SandboxConfigUpdate(config=E2BSandboxConfig(template="template_2", timeout=120)) + updated_config = await server.sandbox_config_manager.update_sandbox_config_async( + sandbox_config_fixture.id, update_data, actor=default_user + ) + + # Assertions + assert updated_config.config["template"] == "template_2" + assert updated_config.config["timeout"] == 120 + + +@pytest.mark.asyncio +async def test_delete_sandbox_config(server: SyncServer, sandbox_config_fixture, default_user): + deleted_config = await server.sandbox_config_manager.delete_sandbox_config_async(sandbox_config_fixture.id, actor=default_user) + + # Assertions to verify deletion + assert deleted_config.id == sandbox_config_fixture.id + + # Verify it no longer exists + config_list = await server.sandbox_config_manager.list_sandbox_configs_async(actor=default_user) + assert sandbox_config_fixture.id not in [config.id for config in config_list] + + +@pytest.mark.asyncio +async def test_get_sandbox_config_by_type(server: SyncServer, sandbox_config_fixture, default_user): + retrieved_config = await server.sandbox_config_manager.get_sandbox_config_by_type_async(sandbox_config_fixture.type, actor=default_user) + + # Assertions to verify correct retrieval + assert retrieved_config.id == sandbox_config_fixture.id + assert retrieved_config.type == sandbox_config_fixture.type + + +@pytest.mark.asyncio +async def test_list_sandbox_configs(server: SyncServer, default_user): + # Creating multiple sandbox configs + config_e2b_create = SandboxConfigCreate( + config=E2BSandboxConfig(), + ) + config_local_create = SandboxConfigCreate( + config=LocalSandboxConfig(sandbox_dir=""), + ) + config_e2b = await server.sandbox_config_manager.create_or_update_sandbox_config_async(config_e2b_create, actor=default_user) + if USING_SQLITE: + time.sleep(CREATE_DELAY_SQLITE) + config_local = await server.sandbox_config_manager.create_or_update_sandbox_config_async(config_local_create, actor=default_user) + + # List configs without pagination + configs = await server.sandbox_config_manager.list_sandbox_configs_async(actor=default_user) + assert len(configs) >= 2 + + # List configs with pagination + paginated_configs = await server.sandbox_config_manager.list_sandbox_configs_async(actor=default_user, limit=1) + assert len(paginated_configs) == 1 + + next_page = await server.sandbox_config_manager.list_sandbox_configs_async(actor=default_user, after=paginated_configs[-1].id, limit=1) + assert len(next_page) == 1 + assert next_page[0].id != paginated_configs[0].id + + # List configs using sandbox_type filter + configs = await server.sandbox_config_manager.list_sandbox_configs_async(actor=default_user, sandbox_type=SandboxType.E2B) + assert len(configs) == 1 + assert configs[0].id == config_e2b.id + + configs = await server.sandbox_config_manager.list_sandbox_configs_async(actor=default_user, sandbox_type=SandboxType.LOCAL) + assert len(configs) == 1 + assert configs[0].id == config_local.id + + +# ====================================================================================================================== +# SandboxConfigManager Tests - Environment Variables +# ====================================================================================================================== + + +@pytest.mark.asyncio +async def test_create_sandbox_env_var(server: SyncServer, sandbox_config_fixture, default_user): + env_var_create = SandboxEnvironmentVariableCreate(key="TEST_VAR", value="test_value", description="A test environment variable.") + created_env_var = await server.sandbox_config_manager.create_sandbox_env_var_async( + env_var_create, sandbox_config_id=sandbox_config_fixture.id, actor=default_user + ) + + # Assertions + assert created_env_var.key == env_var_create.key + assert created_env_var.value == env_var_create.value + assert created_env_var.organization_id == default_user.organization_id + + +@pytest.mark.asyncio +async def test_update_sandbox_env_var(server: SyncServer, sandbox_env_var_fixture, default_user): + update_data = SandboxEnvironmentVariableUpdate(value="updated_value") + updated_env_var = await server.sandbox_config_manager.update_sandbox_env_var_async( + sandbox_env_var_fixture.id, update_data, actor=default_user + ) + + # Assertions + assert updated_env_var.value == "updated_value" + assert updated_env_var.id == sandbox_env_var_fixture.id + + +@pytest.mark.asyncio +async def test_delete_sandbox_env_var(server: SyncServer, sandbox_config_fixture, sandbox_env_var_fixture, default_user): + deleted_env_var = await server.sandbox_config_manager.delete_sandbox_env_var_async(sandbox_env_var_fixture.id, actor=default_user) + + # Assertions to verify deletion + assert deleted_env_var.id == sandbox_env_var_fixture.id + + # Verify it no longer exists + env_vars = await server.sandbox_config_manager.list_sandbox_env_vars_async( + sandbox_config_id=sandbox_config_fixture.id, actor=default_user + ) + assert sandbox_env_var_fixture.id not in [env_var.id for env_var in env_vars] + + +@pytest.mark.asyncio +async def test_list_sandbox_env_vars(server: SyncServer, sandbox_config_fixture, default_user): + # Creating multiple environment variables + env_var_create_a = SandboxEnvironmentVariableCreate(key="VAR1", value="value1") + env_var_create_b = SandboxEnvironmentVariableCreate(key="VAR2", value="value2") + await server.sandbox_config_manager.create_sandbox_env_var_async( + env_var_create_a, sandbox_config_id=sandbox_config_fixture.id, actor=default_user + ) + if USING_SQLITE: + time.sleep(CREATE_DELAY_SQLITE) + await server.sandbox_config_manager.create_sandbox_env_var_async( + env_var_create_b, sandbox_config_id=sandbox_config_fixture.id, actor=default_user + ) + + # List env vars without pagination + env_vars = await server.sandbox_config_manager.list_sandbox_env_vars_async( + sandbox_config_id=sandbox_config_fixture.id, actor=default_user + ) + assert len(env_vars) >= 2 + + # List env vars with pagination + paginated_env_vars = await server.sandbox_config_manager.list_sandbox_env_vars_async( + sandbox_config_id=sandbox_config_fixture.id, actor=default_user, limit=1 + ) + assert len(paginated_env_vars) == 1 + + next_page = await server.sandbox_config_manager.list_sandbox_env_vars_async( + sandbox_config_id=sandbox_config_fixture.id, actor=default_user, after=paginated_env_vars[-1].id, limit=1 + ) + assert len(next_page) == 1 + assert next_page[0].id != paginated_env_vars[0].id + + +@pytest.mark.asyncio +async def test_get_sandbox_env_var_by_key(server: SyncServer, sandbox_env_var_fixture, default_user): + retrieved_env_var = await server.sandbox_config_manager.get_sandbox_env_var_by_key_and_sandbox_config_id_async( + sandbox_env_var_fixture.key, sandbox_env_var_fixture.sandbox_config_id, actor=default_user + ) + + # Assertions to verify correct retrieval + assert retrieved_env_var.id == sandbox_env_var_fixture.id diff --git a/tests/managers/test_source_manager.py b/tests/managers/test_source_manager.py new file mode 100644 index 00000000..dc45d7c5 --- /dev/null +++ b/tests/managers/test_source_manager.py @@ -0,0 +1,1663 @@ +import json +import logging +import os +import random +import re +import string +import time +import uuid +from datetime import datetime, timedelta, timezone +from typing import List +from unittest.mock import AsyncMock, Mock, patch + +import pytest +from _pytest.python_api import approx +from anthropic.types.beta import BetaMessage +from anthropic.types.beta.messages import BetaMessageBatchIndividualResponse, BetaMessageBatchSucceededResult + +# Import shared fixtures and constants from conftest +from conftest import ( + CREATE_DELAY_SQLITE, + DEFAULT_EMBEDDING_CONFIG, + USING_SQLITE, +) +from openai.types.chat.chat_completion_message_tool_call import ChatCompletionMessageToolCall as OpenAIToolCall, Function as OpenAIFunction +from sqlalchemy import func, select +from sqlalchemy.exc import IntegrityError, InvalidRequestError +from sqlalchemy.orm.exc import StaleDataError + +from letta.config import LettaConfig +from letta.constants import ( + BASE_MEMORY_TOOLS, + BASE_SLEEPTIME_TOOLS, + BASE_TOOLS, + BASE_VOICE_SLEEPTIME_CHAT_TOOLS, + BASE_VOICE_SLEEPTIME_TOOLS, + BUILTIN_TOOLS, + DEFAULT_ORG_ID, + DEFAULT_ORG_NAME, + FILES_TOOLS, + LETTA_TOOL_EXECUTION_DIR, + LETTA_TOOL_SET, + LOCAL_ONLY_MULTI_AGENT_TOOLS, + MCP_TOOL_TAG_NAME_PREFIX, + MULTI_AGENT_TOOLS, +) +from letta.data_sources.redis_client import NoopAsyncRedisClient, get_redis_client +from letta.errors import LettaAgentNotFoundError +from letta.functions.functions import derive_openai_json_schema, parse_source_code +from letta.functions.mcp_client.types import MCPTool +from letta.helpers import ToolRulesSolver +from letta.helpers.datetime_helpers import AsyncTimer +from letta.jobs.types import ItemUpdateInfo, RequestStatusUpdateInfo, StepStatusUpdateInfo +from letta.orm import Base, Block +from letta.orm.block_history import BlockHistory +from letta.orm.errors import NoResultFound, UniqueConstraintViolationError +from letta.orm.file import FileContent as FileContentModel, FileMetadata as FileMetadataModel +from letta.schemas.agent import CreateAgent, UpdateAgent +from letta.schemas.block import Block as PydanticBlock, BlockUpdate, CreateBlock +from letta.schemas.embedding_config import EmbeddingConfig +from letta.schemas.enums import ( + ActorType, + AgentStepStatus, + FileProcessingStatus, + JobStatus, + JobType, + MessageRole, + ProviderType, + SandboxType, + StepStatus, + TagMatchMode, + ToolType, + VectorDBProvider, +) +from letta.schemas.environment_variables import SandboxEnvironmentVariableCreate, SandboxEnvironmentVariableUpdate +from letta.schemas.file import FileMetadata, FileMetadata as PydanticFileMetadata +from letta.schemas.identity import IdentityCreate, IdentityProperty, IdentityPropertyType, IdentityType, IdentityUpdate, IdentityUpsert +from letta.schemas.job import BatchJob, Job, Job as PydanticJob, JobUpdate, LettaRequestConfig +from letta.schemas.letta_message import UpdateAssistantMessage, UpdateReasoningMessage, UpdateSystemMessage, UpdateUserMessage +from letta.schemas.letta_message_content import TextContent +from letta.schemas.letta_stop_reason import LettaStopReason, StopReasonType +from letta.schemas.llm_batch_job import AgentStepState, LLMBatchItem +from letta.schemas.llm_config import LLMConfig +from letta.schemas.message import Message as PydanticMessage, MessageCreate, MessageUpdate +from letta.schemas.openai.chat_completion_response import UsageStatistics +from letta.schemas.organization import Organization, Organization as PydanticOrganization, OrganizationUpdate +from letta.schemas.passage import Passage as PydanticPassage +from letta.schemas.pip_requirement import PipRequirement +from letta.schemas.run import Run as PydanticRun +from letta.schemas.sandbox_config import E2BSandboxConfig, LocalSandboxConfig, SandboxConfigCreate, SandboxConfigUpdate +from letta.schemas.source import Source as PydanticSource, SourceUpdate +from letta.schemas.tool import Tool as PydanticTool, ToolCreate, ToolUpdate +from letta.schemas.tool_rule import InitToolRule +from letta.schemas.user import User as PydanticUser, UserUpdate +from letta.server.db import db_registry +from letta.server.server import SyncServer +from letta.services.block_manager import BlockManager +from letta.services.helpers.agent_manager_helper import calculate_base_tools, calculate_multi_agent_tools, validate_agent_exists_async +from letta.services.step_manager import FeedbackType +from letta.settings import settings, tool_settings +from letta.utils import calculate_file_defaults_based_on_context_window +from tests.helpers.utils import comprehensive_agent_checks, validate_context_window_overview +from tests.utils import random_string + + +# Helper function for file content tests +async def _count_file_content_rows(session, file_id: str) -> int: + q = select(func.count()).select_from(FileContentModel).where(FileContentModel.file_id == file_id) + result = await session.execute(q) + return result.scalar_one() + + +# ====================================================================================================================== +# AgentManager Tests - Sources Relationship +# ====================================================================================================================== + + +@pytest.mark.asyncio +async def test_attach_source(server: SyncServer, sarah_agent, default_source, default_user): + """Test attaching a source to an agent.""" + # Attach the source + await server.agent_manager.attach_source_async(agent_id=sarah_agent.id, source_id=default_source.id, actor=default_user) + + # Verify attachment through get_agent_by_id + agent = await server.agent_manager.get_agent_by_id_async(sarah_agent.id, actor=default_user) + assert default_source.id in [s.id for s in agent.sources] + + # Verify that attaching the same source again doesn't cause issues + await server.agent_manager.attach_source_async(agent_id=sarah_agent.id, source_id=default_source.id, actor=default_user) + agent = await server.agent_manager.get_agent_by_id_async(sarah_agent.id, actor=default_user) + assert len([s for s in agent.sources if s.id == default_source.id]) == 1 + + +@pytest.mark.asyncio +async def test_list_attached_source_ids(server: SyncServer, sarah_agent, default_source, other_source, default_user): + """Test listing source IDs attached to an agent.""" + # Initially should have no sources + sources = await server.agent_manager.list_attached_sources_async(sarah_agent.id, actor=default_user) + assert len(sources) == 0 + + # Attach sources + await server.agent_manager.attach_source_async(sarah_agent.id, default_source.id, actor=default_user) + await server.agent_manager.attach_source_async(sarah_agent.id, other_source.id, actor=default_user) + + # List sources and verify + sources = await server.agent_manager.list_attached_sources_async(sarah_agent.id, actor=default_user) + assert len(sources) == 2 + source_ids = [s.id for s in sources] + assert default_source.id in source_ids + assert other_source.id in source_ids + + +@pytest.mark.asyncio +async def test_detach_source(server: SyncServer, sarah_agent, default_source, default_user): + """Test detaching a source from an agent.""" + # Attach source + await server.agent_manager.attach_source_async(sarah_agent.id, default_source.id, actor=default_user) + + # Verify it's attached + agent = await server.agent_manager.get_agent_by_id_async(sarah_agent.id, actor=default_user) + assert default_source.id in [s.id for s in agent.sources] + + # Detach source + await server.agent_manager.detach_source_async(sarah_agent.id, default_source.id, actor=default_user) + + # Verify it's detached + agent = await server.agent_manager.get_agent_by_id_async(sarah_agent.id, actor=default_user) + assert default_source.id not in [s.id for s in agent.sources] + + # Verify that detaching an already detached source doesn't cause issues + await server.agent_manager.detach_source_async(sarah_agent.id, default_source.id, actor=default_user) + + +@pytest.mark.asyncio +async def test_attach_source_nonexistent_agent(server: SyncServer, default_source, default_user): + """Test attaching a source to a nonexistent agent.""" + with pytest.raises(NoResultFound): + await server.agent_manager.attach_source_async(agent_id="nonexistent-agent-id", source_id=default_source.id, actor=default_user) + + +@pytest.mark.asyncio +async def test_attach_source_nonexistent_source(server: SyncServer, sarah_agent, default_user): + """Test attaching a nonexistent source to an agent.""" + with pytest.raises(NoResultFound): + await server.agent_manager.attach_source_async(agent_id=sarah_agent.id, source_id="nonexistent-source-id", actor=default_user) + + +@pytest.mark.asyncio +async def test_detach_source_nonexistent_agent(server: SyncServer, default_source, default_user): + """Test detaching a source from a nonexistent agent.""" + with pytest.raises(LettaAgentNotFoundError): + await server.agent_manager.detach_source_async(agent_id="nonexistent-agent-id", source_id=default_source.id, actor=default_user) + + +@pytest.mark.asyncio +async def test_list_attached_source_ids_nonexistent_agent(server: SyncServer, default_user): + """Test listing sources for a nonexistent agent.""" + with pytest.raises(LettaAgentNotFoundError): + await server.agent_manager.list_attached_sources_async(agent_id="nonexistent-agent-id", actor=default_user) + + +@pytest.mark.asyncio +async def test_list_attached_agents(server: SyncServer, sarah_agent, charles_agent, default_source, default_user): + """Test listing agents that have a particular source attached.""" + # Initially should have no attached agents + attached_agents = await server.source_manager.list_attached_agents(source_id=default_source.id, actor=default_user) + assert len(attached_agents) == 0 + + # Attach source to first agent + await server.agent_manager.attach_source_async(agent_id=sarah_agent.id, source_id=default_source.id, actor=default_user) + + # Verify one agent is now attached + attached_agents = await server.source_manager.list_attached_agents(source_id=default_source.id, actor=default_user) + assert len(attached_agents) == 1 + assert sarah_agent.id in [a.id for a in attached_agents] + + # Attach source to second agent + await server.agent_manager.attach_source_async(agent_id=charles_agent.id, source_id=default_source.id, actor=default_user) + + # Verify both agents are now attached + attached_agents = await server.source_manager.list_attached_agents(source_id=default_source.id, actor=default_user) + assert len(attached_agents) == 2 + attached_agent_ids = [a.id for a in attached_agents] + assert sarah_agent.id in attached_agent_ids + assert charles_agent.id in attached_agent_ids + + # Detach source from first agent + await server.agent_manager.detach_source_async(agent_id=sarah_agent.id, source_id=default_source.id, actor=default_user) + + # Verify only second agent remains attached + attached_agents = await server.source_manager.list_attached_agents(source_id=default_source.id, actor=default_user) + assert len(attached_agents) == 1 + assert charles_agent.id in [a.id for a in attached_agents] + + +async def test_list_attached_agents_nonexistent_source(server: SyncServer, default_user): + """Test listing agents for a nonexistent source.""" + with pytest.raises(NoResultFound): + await server.source_manager.list_attached_agents(source_id="nonexistent-source-id", actor=default_user) + + +# ====================================================================================================================== +# SourceManager Tests - Sources +# ====================================================================================================================== + + +@pytest.mark.asyncio +async def test_get_existing_source_names(server: SyncServer, default_user): + """Test the fast batch check for existing source names.""" + # Create some test sources + source1 = PydanticSource( + name="test_source_1", + embedding_config=EmbeddingConfig( + embedding_endpoint_type="openai", + embedding_endpoint="https://api.openai.com/v1", + embedding_model="text-embedding-ada-002", + embedding_dim=1536, + embedding_chunk_size=300, + ), + ) + source2 = PydanticSource( + name="test_source_2", + embedding_config=EmbeddingConfig( + embedding_endpoint_type="openai", + embedding_endpoint="https://api.openai.com/v1", + embedding_model="text-embedding-ada-002", + embedding_dim=1536, + embedding_chunk_size=300, + ), + ) + + # Create the sources + created_source1 = await server.source_manager.create_source(source1, default_user) + created_source2 = await server.source_manager.create_source(source2, default_user) + + # Test batch check - mix of existing and non-existing names + names_to_check = ["test_source_1", "test_source_2", "non_existent_source", "another_non_existent"] + existing_names = await server.source_manager.get_existing_source_names(names_to_check, default_user) + + # Verify results + assert len(existing_names) == 2 + assert "test_source_1" in existing_names + assert "test_source_2" in existing_names + assert "non_existent_source" not in existing_names + assert "another_non_existent" not in existing_names + + # Test with empty list + empty_result = await server.source_manager.get_existing_source_names([], default_user) + assert len(empty_result) == 0 + + # Test with all non-existing names + non_existing_result = await server.source_manager.get_existing_source_names(["fake1", "fake2"], default_user) + assert len(non_existing_result) == 0 + + # Cleanup + await server.source_manager.delete_source(created_source1.id, default_user) + await server.source_manager.delete_source(created_source2.id, default_user) + + +@pytest.mark.asyncio +async def test_create_source(server: SyncServer, default_user): + """Test creating a new source.""" + source_pydantic = PydanticSource( + name="Test Source", + description="This is a test source.", + metadata={"type": "test"}, + embedding_config=DEFAULT_EMBEDDING_CONFIG, + ) + source = await server.source_manager.create_source(source=source_pydantic, actor=default_user) + + # Assertions to check the created source + assert source.name == source_pydantic.name + assert source.description == source_pydantic.description + assert source.metadata == source_pydantic.metadata + assert source.organization_id == default_user.organization_id + + +async def test_source_vector_db_provider_with_tpuf(server: SyncServer, default_user): + """Test that vector_db_provider is correctly set based on should_use_tpuf.""" + from letta.settings import settings + + # save original values + original_use_tpuf = settings.use_tpuf + original_tpuf_api_key = settings.tpuf_api_key + + try: + # test when should_use_tpuf returns True (expect TPUF provider) + settings.use_tpuf = True + settings.tpuf_api_key = "test_key" + + # need to mock it in source_manager since it's already imported + with patch("letta.services.source_manager.should_use_tpuf", return_value=True): + source_pydantic = PydanticSource( + name="Test Source TPUF", + description="Source with TPUF provider", + metadata={"type": "test"}, + embedding_config=DEFAULT_EMBEDDING_CONFIG, + vector_db_provider=VectorDBProvider.TPUF, # explicitly set it + ) + assert source_pydantic.vector_db_provider == VectorDBProvider.TPUF + + # create source and verify it's saved with TPUF provider + source = await server.source_manager.create_source(source=source_pydantic, actor=default_user) + assert source.vector_db_provider == VectorDBProvider.TPUF + + # test when should_use_tpuf returns False (expect NATIVE provider) + settings.use_tpuf = False + settings.tpuf_api_key = None + + with patch("letta.services.source_manager.should_use_tpuf", return_value=False): + source_pydantic = PydanticSource( + name="Test Source Native", + description="Source with Native provider", + metadata={"type": "test"}, + embedding_config=DEFAULT_EMBEDDING_CONFIG, + vector_db_provider=VectorDBProvider.NATIVE, # explicitly set it + ) + assert source_pydantic.vector_db_provider == VectorDBProvider.NATIVE + + # create source and verify it's saved with NATIVE provider + source = await server.source_manager.create_source(source=source_pydantic, actor=default_user) + assert source.vector_db_provider == VectorDBProvider.NATIVE + finally: + # restore original values + settings.use_tpuf = original_use_tpuf + settings.tpuf_api_key = original_tpuf_api_key + + +async def test_create_sources_with_same_name_raises_error(server: SyncServer, default_user): + """Test that creating sources with the same name raises an IntegrityError due to unique constraint.""" + name = "Test Source" + source_pydantic = PydanticSource( + name=name, + description="This is a test source.", + metadata={"type": "medical"}, + embedding_config=DEFAULT_EMBEDDING_CONFIG, + ) + source = await server.source_manager.create_source(source=source_pydantic, actor=default_user) + + # Attempting to create another source with the same name should raise an IntegrityError + source_pydantic = PydanticSource( + name=name, + description="This is a different test source.", + metadata={"type": "legal"}, + embedding_config=DEFAULT_EMBEDDING_CONFIG, + ) + with pytest.raises(UniqueConstraintViolationError): + await server.source_manager.create_source(source=source_pydantic, actor=default_user) + + +async def test_update_source(server: SyncServer, default_user): + """Test updating an existing source.""" + source_pydantic = PydanticSource(name="Original Source", description="Original description", embedding_config=DEFAULT_EMBEDDING_CONFIG) + source = await server.source_manager.create_source(source=source_pydantic, actor=default_user) + + # Update the source + update_data = SourceUpdate(name="Updated Source", description="Updated description", metadata={"type": "updated"}) + updated_source = await server.source_manager.update_source(source_id=source.id, source_update=update_data, actor=default_user) + + # Assertions to verify update + assert updated_source.name == update_data.name + assert updated_source.description == update_data.description + assert updated_source.metadata == update_data.metadata + + +async def test_delete_source(server: SyncServer, default_user): + """Test deleting a source.""" + source_pydantic = PydanticSource( + name="To Delete", description="This source will be deleted.", embedding_config=DEFAULT_EMBEDDING_CONFIG + ) + source = await server.source_manager.create_source(source=source_pydantic, actor=default_user) + + # Delete the source + deleted_source = await server.source_manager.delete_source(source_id=source.id, actor=default_user) + + # Assertions to verify deletion + assert deleted_source.id == source.id + + # Verify that the source no longer appears in list_sources + sources = await server.source_manager.list_sources(actor=default_user) + assert len(sources) == 0 + + +@pytest.mark.asyncio +async def test_delete_attached_source(server: SyncServer, sarah_agent, default_user): + """Test deleting a source.""" + source_pydantic = PydanticSource( + name="To Delete", description="This source will be deleted.", embedding_config=DEFAULT_EMBEDDING_CONFIG + ) + source = await server.source_manager.create_source(source=source_pydantic, actor=default_user) + + await server.agent_manager.attach_source_async(agent_id=sarah_agent.id, source_id=source.id, actor=default_user) + + # Delete the source + deleted_source = await server.source_manager.delete_source(source_id=source.id, actor=default_user) + + # Assertions to verify deletion + assert deleted_source.id == source.id + + # Verify that the source no longer appears in list_sources + sources = await server.source_manager.list_sources(actor=default_user) + assert len(sources) == 0 + + # Verify that agent is not deleted + agent = await server.agent_manager.get_agent_by_id_async(sarah_agent.id, actor=default_user) + assert agent is not None + + +async def test_list_sources(server: SyncServer, default_user): + """Test listing sources with pagination.""" + # Create multiple sources + await server.source_manager.create_source( + PydanticSource(name="Source 1", embedding_config=DEFAULT_EMBEDDING_CONFIG), actor=default_user + ) + if USING_SQLITE: + time.sleep(CREATE_DELAY_SQLITE) + await server.source_manager.create_source( + PydanticSource(name="Source 2", embedding_config=DEFAULT_EMBEDDING_CONFIG), actor=default_user + ) + + # List sources without pagination + sources = await server.source_manager.list_sources(actor=default_user) + assert len(sources) == 2 + + # List sources with pagination + paginated_sources = await server.source_manager.list_sources(actor=default_user, limit=1) + assert len(paginated_sources) == 1 + + # Ensure cursor-based pagination works + next_page = await server.source_manager.list_sources(actor=default_user, after=paginated_sources[-1].id, limit=1) + assert len(next_page) == 1 + assert next_page[0].name != paginated_sources[0].name + + +async def test_get_source_by_id(server: SyncServer, default_user): + """Test retrieving a source by ID.""" + source_pydantic = PydanticSource( + name="Retrieve by ID", description="Test source for ID retrieval", embedding_config=DEFAULT_EMBEDDING_CONFIG + ) + source = await server.source_manager.create_source(source=source_pydantic, actor=default_user) + + # Retrieve the source by ID + retrieved_source = await server.source_manager.get_source_by_id(source_id=source.id, actor=default_user) + + # Assertions to verify the retrieved source matches the created one + assert retrieved_source.id == source.id + assert retrieved_source.name == source.name + assert retrieved_source.description == source.description + + +async def test_get_source_by_name(server: SyncServer, default_user): + """Test retrieving a source by name.""" + source_pydantic = PydanticSource( + name="Unique Source", description="Test source for name retrieval", embedding_config=DEFAULT_EMBEDDING_CONFIG + ) + source = await server.source_manager.create_source(source=source_pydantic, actor=default_user) + + # Retrieve the source by name + retrieved_source = await server.source_manager.get_source_by_name(source_name=source.name, actor=default_user) + + # Assertions to verify the retrieved source matches the created one + assert retrieved_source.name == source.name + assert retrieved_source.description == source.description + + +async def test_update_source_no_changes(server: SyncServer, default_user): + """Test update_source with no actual changes to verify logging and response.""" + source_pydantic = PydanticSource(name="No Change Source", description="No changes", embedding_config=DEFAULT_EMBEDDING_CONFIG) + source = await server.source_manager.create_source(source=source_pydantic, actor=default_user) + + # Attempt to update the source with identical data + update_data = SourceUpdate(name="No Change Source", description="No changes") + updated_source = await server.source_manager.update_source(source_id=source.id, source_update=update_data, actor=default_user) + + # Assertions to ensure the update returned the source but made no modifications + assert updated_source.id == source.id + assert updated_source.name == source.name + assert updated_source.description == source.description + + +async def test_bulk_upsert_sources_async(server: SyncServer, default_user): + """Test bulk upserting sources.""" + sources_data = [ + PydanticSource( + name="Bulk Source 1", + description="First bulk source", + embedding_config=DEFAULT_EMBEDDING_CONFIG, + ), + PydanticSource( + name="Bulk Source 2", + description="Second bulk source", + embedding_config=DEFAULT_EMBEDDING_CONFIG, + ), + PydanticSource( + name="Bulk Source 3", + description="Third bulk source", + embedding_config=DEFAULT_EMBEDDING_CONFIG, + ), + ] + + # Bulk upsert sources + created_sources = await server.source_manager.bulk_upsert_sources_async(sources_data, default_user) + + # Verify all sources were created + assert len(created_sources) == 3 + + # Verify source details + created_names = {source.name for source in created_sources} + expected_names = {"Bulk Source 1", "Bulk Source 2", "Bulk Source 3"} + assert created_names == expected_names + + # Verify organization assignment + for source in created_sources: + assert source.organization_id == default_user.organization_id + + +async def test_bulk_upsert_sources_name_conflict(server: SyncServer, default_user): + """Test bulk upserting sources with name conflicts.""" + # Create an existing source + existing_source = await server.source_manager.create_source( + PydanticSource( + name="Existing Source", + description="Already exists", + embedding_config=DEFAULT_EMBEDDING_CONFIG, + ), + default_user, + ) + + # Try to bulk upsert with the same name + sources_data = [ + PydanticSource( + name="Existing Source", # Same name as existing + description="Updated description", + metadata={"updated": True}, + embedding_config=DEFAULT_EMBEDDING_CONFIG, + ), + PydanticSource( + name="New Bulk Source", + description="Completely new", + embedding_config=DEFAULT_EMBEDDING_CONFIG, + ), + ] + + # Bulk upsert should update existing and create new + result_sources = await server.source_manager.bulk_upsert_sources_async(sources_data, default_user) + + # Should return 2 sources + assert len(result_sources) == 2 + + # Find the updated source + updated_source = next(s for s in result_sources if s.name == "Existing Source") + + # Verify the existing source was updated, not replaced + assert updated_source.id == existing_source.id # ID should be preserved + assert updated_source.description == "Updated description" + assert updated_source.metadata == {"updated": True} + + # Verify new source was created + new_source = next(s for s in result_sources if s.name == "New Bulk Source") + assert new_source.description == "Completely new" + + +async def test_bulk_upsert_sources_mixed_create_update(server: SyncServer, default_user): + """Test bulk upserting with a mix of creates and updates.""" + # Create some existing sources + existing1 = await server.source_manager.create_source( + PydanticSource( + name="Mixed Source 1", + description="Original 1", + embedding_config=DEFAULT_EMBEDDING_CONFIG, + ), + default_user, + ) + existing2 = await server.source_manager.create_source( + PydanticSource( + name="Mixed Source 2", + description="Original 2", + embedding_config=DEFAULT_EMBEDDING_CONFIG, + ), + default_user, + ) + + # Bulk upsert with updates and new sources + sources_data = [ + PydanticSource( + name="Mixed Source 1", # Update existing + description="Updated 1", + instructions="New instructions 1", + embedding_config=DEFAULT_EMBEDDING_CONFIG, + ), + PydanticSource( + name="Mixed Source 3", # Create new + description="New 3", + embedding_config=DEFAULT_EMBEDDING_CONFIG, + ), + PydanticSource( + name="Mixed Source 2", # Update existing + description="Updated 2", + metadata={"version": 2}, + embedding_config=DEFAULT_EMBEDDING_CONFIG, + ), + PydanticSource( + name="Mixed Source 4", # Create new + description="New 4", + embedding_config=DEFAULT_EMBEDDING_CONFIG, + ), + ] + + # Perform bulk upsert + result_sources = await server.source_manager.bulk_upsert_sources_async(sources_data, default_user) + + # Should return 4 sources + assert len(result_sources) == 4 + + # Verify updates preserved IDs + source1 = next(s for s in result_sources if s.name == "Mixed Source 1") + assert source1.id == existing1.id + assert source1.description == "Updated 1" + assert source1.instructions == "New instructions 1" + + source2 = next(s for s in result_sources if s.name == "Mixed Source 2") + assert source2.id == existing2.id + assert source2.description == "Updated 2" + assert source2.metadata == {"version": 2} + + # Verify new sources were created + source3 = next(s for s in result_sources if s.name == "Mixed Source 3") + assert source3.description == "New 3" + assert source3.id != existing1.id and source3.id != existing2.id + + source4 = next(s for s in result_sources if s.name == "Mixed Source 4") + assert source4.description == "New 4" + assert source4.id != existing1.id and source4.id != existing2.id + + +# ====================================================================================================================== +# Source Manager Tests - Files +# ====================================================================================================================== + + +async def test_get_file_by_id(server: SyncServer, default_user, default_source): + """Test retrieving a file by ID.""" + file_metadata = PydanticFileMetadata( + file_name="Retrieve File", + file_path="/path/to/retrieve_file.txt", + file_type="text/plain", + file_size=2048, + source_id=default_source.id, + ) + created_file = await server.file_manager.create_file(file_metadata=file_metadata, actor=default_user) + + # Retrieve the file by ID + retrieved_file = await server.file_manager.get_file_by_id(file_id=created_file.id, actor=default_user) + + # Assertions to verify the retrieved file matches the created one + assert retrieved_file.id == created_file.id + assert retrieved_file.file_name == created_file.file_name + assert retrieved_file.file_path == created_file.file_path + assert retrieved_file.file_type == created_file.file_type + + +async def test_create_and_retrieve_file_with_content(server, default_user, default_source, async_session): + text_body = "Line 1\nLine 2\nLine 3" + + meta = PydanticFileMetadata( + file_name="with_body.txt", + file_path="/tmp/with_body.txt", + file_type="text/plain", + file_size=len(text_body), + source_id=default_source.id, + ) + + created = await server.file_manager.create_file( + file_metadata=meta, + actor=default_user, + text=text_body, + ) + + # -- metadata-only return: content is NOT present + assert created.content is None + + # body row exists + assert await _count_file_content_rows(async_session, created.id) == 1 + + # -- now fetch WITH the body + loaded = await server.file_manager.get_file_by_id(created.id, actor=default_user, include_content=True) + assert loaded.content == text_body + + +async def test_create_file_without_content(server, default_user, default_source, async_session): + meta = PydanticFileMetadata( + file_name="no_body.txt", + file_path="/tmp/no_body.txt", + file_type="text/plain", + file_size=123, + source_id=default_source.id, + ) + created = await server.file_manager.create_file(file_metadata=meta, actor=default_user) + + # no content row + assert await _count_file_content_rows(async_session, created.id) == 0 + + # include_content=True still works, returns None + loaded = await server.file_manager.get_file_by_id(created.id, actor=default_user, include_content=True) + assert loaded.content is None + + +async def test_lazy_raise_guard(server, default_user, default_source, async_session): + text_body = "lazy-raise" + + meta = PydanticFileMetadata( + file_name="lazy_raise.txt", + file_path="/tmp/lazy_raise.txt", + file_type="text/plain", + file_size=len(text_body), + source_id=default_source.id, + ) + created = await server.file_manager.create_file(file_metadata=meta, actor=default_user, text=text_body) + + # Grab ORM instance WITHOUT selectinload(FileMetadata.content) + orm = await async_session.get(FileMetadataModel, created.id) + + # to_pydantic(include_content=True) should raise – guard works + with pytest.raises(InvalidRequestError): + await orm.to_pydantic_async(include_content=True) + + +async def test_list_files_content_none(server, default_user, default_source): + files = await server.file_manager.list_files(source_id=default_source.id, actor=default_user) + assert all(f.content is None for f in files) + + +async def test_delete_cascades_to_content(server, default_user, default_source, async_session): + text_body = "to be deleted" + meta = PydanticFileMetadata( + file_name="delete_me.txt", + file_path="/tmp/delete_me.txt", + file_type="text/plain", + file_size=len(text_body), + source_id=default_source.id, + ) + created = await server.file_manager.create_file(file_metadata=meta, actor=default_user, text=text_body) + + # ensure row exists first + assert await _count_file_content_rows(async_session, created.id) == 1 + + # delete + await server.file_manager.delete_file(created.id, actor=default_user) + + # content row gone + assert await _count_file_content_rows(async_session, created.id) == 0 + + +async def test_get_file_by_original_name_and_source_found(server: SyncServer, default_user, default_source): + """Test retrieving a file by original filename and source when it exists.""" + original_filename = "test_original_file.txt" + file_metadata = PydanticFileMetadata( + file_name="some_generated_name.txt", + original_file_name=original_filename, + file_path="/path/to/test_file.txt", + file_type="text/plain", + file_size=1024, + source_id=default_source.id, + ) + created_file = await server.file_manager.create_file(file_metadata=file_metadata, actor=default_user) + + # Retrieve the file by original name and source + retrieved_file = await server.file_manager.get_file_by_original_name_and_source( + original_filename=original_filename, source_id=default_source.id, actor=default_user + ) + + # Assertions to verify the retrieved file matches the created one + assert retrieved_file is not None + assert retrieved_file.id == created_file.id + assert retrieved_file.original_file_name == original_filename + assert retrieved_file.source_id == default_source.id + + +async def test_get_file_by_original_name_and_source_not_found(server: SyncServer, default_user, default_source): + """Test retrieving a file by original filename and source when it doesn't exist.""" + non_existent_filename = "does_not_exist.txt" + + # Try to retrieve a non-existent file + retrieved_file = await server.file_manager.get_file_by_original_name_and_source( + original_filename=non_existent_filename, source_id=default_source.id, actor=default_user + ) + + # Should return None for non-existent file + assert retrieved_file is None + + +async def test_get_file_by_original_name_and_source_different_sources(server: SyncServer, default_user, default_source): + """Test that files with same original name in different sources are handled correctly.""" + from letta.schemas.source import Source as PydanticSource + + # Create a second source + second_source_pydantic = PydanticSource( + name="second_test_source", + description="This is a test source.", + metadata={"type": "test"}, + embedding_config=DEFAULT_EMBEDDING_CONFIG, + ) + second_source = await server.source_manager.create_source(source=second_source_pydantic, actor=default_user) + + original_filename = "shared_filename.txt" + + # Create file in first source + file_metadata_1 = PydanticFileMetadata( + file_name="file_in_source_1.txt", + original_file_name=original_filename, + file_path="/path/to/file1.txt", + file_type="text/plain", + file_size=1024, + source_id=default_source.id, + ) + created_file_1 = await server.file_manager.create_file(file_metadata=file_metadata_1, actor=default_user) + + # Create file with same original name in second source + file_metadata_2 = PydanticFileMetadata( + file_name="file_in_source_2.txt", + original_file_name=original_filename, + file_path="/path/to/file2.txt", + file_type="text/plain", + file_size=2048, + source_id=second_source.id, + ) + created_file_2 = await server.file_manager.create_file(file_metadata=file_metadata_2, actor=default_user) + + # Retrieve file from first source + retrieved_file_1 = await server.file_manager.get_file_by_original_name_and_source( + original_filename=original_filename, source_id=default_source.id, actor=default_user + ) + + # Retrieve file from second source + retrieved_file_2 = await server.file_manager.get_file_by_original_name_and_source( + original_filename=original_filename, source_id=second_source.id, actor=default_user + ) + + # Should retrieve different files + assert retrieved_file_1 is not None + assert retrieved_file_2 is not None + assert retrieved_file_1.id == created_file_1.id + assert retrieved_file_2.id == created_file_2.id + assert retrieved_file_1.id != retrieved_file_2.id + assert retrieved_file_1.source_id == default_source.id + assert retrieved_file_2.source_id == second_source.id + + +async def test_get_file_by_original_name_and_source_ignores_deleted(server: SyncServer, default_user, default_source): + """Test that deleted files are ignored when searching by original name and source.""" + original_filename = "to_be_deleted.txt" + file_metadata = PydanticFileMetadata( + file_name="deletable_file.txt", + original_file_name=original_filename, + file_path="/path/to/deletable.txt", + file_type="text/plain", + file_size=512, + source_id=default_source.id, + ) + created_file = await server.file_manager.create_file(file_metadata=file_metadata, actor=default_user) + + # Verify file can be found before deletion + retrieved_file = await server.file_manager.get_file_by_original_name_and_source( + original_filename=original_filename, source_id=default_source.id, actor=default_user + ) + assert retrieved_file is not None + assert retrieved_file.id == created_file.id + + # Delete the file + await server.file_manager.delete_file(created_file.id, actor=default_user) + + # Try to retrieve the deleted file + retrieved_file_after_delete = await server.file_manager.get_file_by_original_name_and_source( + original_filename=original_filename, source_id=default_source.id, actor=default_user + ) + + # Should return None for deleted file + assert retrieved_file_after_delete is None + + +async def test_list_files(server: SyncServer, default_user, default_source): + """Test listing files with pagination.""" + # Create multiple files + await server.file_manager.create_file( + PydanticFileMetadata(file_name="File 1", file_path="/path/to/file1.txt", file_type="text/plain", source_id=default_source.id), + actor=default_user, + ) + if USING_SQLITE: + time.sleep(CREATE_DELAY_SQLITE) + await server.file_manager.create_file( + PydanticFileMetadata(file_name="File 2", file_path="/path/to/file2.txt", file_type="text/plain", source_id=default_source.id), + actor=default_user, + ) + + # List files without pagination + files = await server.file_manager.list_files(source_id=default_source.id, actor=default_user) + assert len(files) == 2 + + # List files with pagination + paginated_files = await server.file_manager.list_files(source_id=default_source.id, actor=default_user, limit=1) + assert len(paginated_files) == 1 + + # Ensure cursor-based pagination works + next_page = await server.file_manager.list_files(source_id=default_source.id, actor=default_user, after=paginated_files[-1].id, limit=1) + assert len(next_page) == 1 + assert next_page[0].file_name != paginated_files[0].file_name + + +async def test_delete_file(server: SyncServer, default_user, default_source): + """Test deleting a file.""" + file_metadata = PydanticFileMetadata( + file_name="Delete File", file_path="/path/to/delete_file.txt", file_type="text/plain", source_id=default_source.id + ) + created_file = await server.file_manager.create_file(file_metadata=file_metadata, actor=default_user) + + # Delete the file + deleted_file = await server.file_manager.delete_file(file_id=created_file.id, actor=default_user) + + # Assertions to verify deletion + assert deleted_file.id == created_file.id + + # Verify that the file no longer appears in list_files + files = await server.file_manager.list_files(source_id=default_source.id, actor=default_user) + assert len(files) == 0 + + +async def test_update_file_status_basic(server, default_user, default_source): + """Update processing status and error message for a file.""" + meta = PydanticFileMetadata( + file_name="status_test.txt", + file_path="/tmp/status_test.txt", + file_type="text/plain", + file_size=100, + source_id=default_source.id, + ) + created = await server.file_manager.create_file(file_metadata=meta, actor=default_user) + + # Update status only + updated = await server.file_manager.update_file_status( + file_id=created.id, + actor=default_user, + processing_status=FileProcessingStatus.PARSING, + ) + assert updated.processing_status == FileProcessingStatus.PARSING + assert updated.error_message is None + + # Update both status and error message + updated = await server.file_manager.update_file_status( + file_id=created.id, + actor=default_user, + processing_status=FileProcessingStatus.ERROR, + error_message="Parse failed", + ) + assert updated.processing_status == FileProcessingStatus.ERROR + assert updated.error_message == "Parse failed" + + +async def test_update_file_status_error_only(server, default_user, default_source): + """Update just the error message, leave status unchanged.""" + meta = PydanticFileMetadata( + file_name="error_only.txt", + file_path="/tmp/error_only.txt", + file_type="text/plain", + file_size=123, + source_id=default_source.id, + ) + created = await server.file_manager.create_file(file_metadata=meta, actor=default_user) + + updated = await server.file_manager.update_file_status( + file_id=created.id, + actor=default_user, + error_message="Timeout while embedding", + ) + assert updated.error_message == "Timeout while embedding" + assert updated.processing_status == FileProcessingStatus.PENDING # default from creation + + +async def test_update_file_status_with_chunks(server, default_user, default_source): + """Update chunk progress fields along with status.""" + meta = PydanticFileMetadata( + file_name="chunks_test.txt", + file_path="/tmp/chunks_test.txt", + file_type="text/plain", + file_size=500, + source_id=default_source.id, + ) + created = await server.file_manager.create_file(file_metadata=meta, actor=default_user) + + # First transition: PENDING -> PARSING + updated = await server.file_manager.update_file_status( + file_id=created.id, + actor=default_user, + processing_status=FileProcessingStatus.PARSING, + ) + assert updated.processing_status == FileProcessingStatus.PARSING + + # Next transition: PARSING -> EMBEDDING with chunk progress + updated = await server.file_manager.update_file_status( + file_id=created.id, + actor=default_user, + processing_status=FileProcessingStatus.EMBEDDING, + total_chunks=100, + chunks_embedded=50, + ) + assert updated.processing_status == FileProcessingStatus.EMBEDDING + assert updated.total_chunks == 100 + assert updated.chunks_embedded == 50 + + # Update only chunk progress + updated = await server.file_manager.update_file_status( + file_id=created.id, + actor=default_user, + chunks_embedded=100, + ) + assert updated.chunks_embedded == 100 + assert updated.total_chunks == 100 # unchanged + assert updated.processing_status == FileProcessingStatus.EMBEDDING # unchanged + + +@pytest.mark.asyncio +async def test_file_status_valid_transitions(server, default_user, default_source): + """Test valid state transitions follow the expected flow.""" + meta = PydanticFileMetadata( + file_name="valid_transitions.txt", + file_path="/tmp/valid_transitions.txt", + file_type="text/plain", + file_size=100, + source_id=default_source.id, + ) + created = await server.file_manager.create_file(file_metadata=meta, actor=default_user) + assert created.processing_status == FileProcessingStatus.PENDING + + # PENDING -> PARSING + updated = await server.file_manager.update_file_status( + file_id=created.id, + actor=default_user, + processing_status=FileProcessingStatus.PARSING, + ) + assert updated.processing_status == FileProcessingStatus.PARSING + + # PARSING -> EMBEDDING + updated = await server.file_manager.update_file_status( + file_id=created.id, + actor=default_user, + processing_status=FileProcessingStatus.EMBEDDING, + ) + assert updated.processing_status == FileProcessingStatus.EMBEDDING + + # EMBEDDING -> COMPLETED + updated = await server.file_manager.update_file_status( + file_id=created.id, + actor=default_user, + processing_status=FileProcessingStatus.COMPLETED, + ) + assert updated.processing_status == FileProcessingStatus.COMPLETED + + +@pytest.mark.asyncio +async def test_file_status_invalid_transitions(server, default_user, default_source): + """Test that invalid state transitions are blocked.""" + # Test PENDING -> COMPLETED (skipping PARSING and EMBEDDING) + meta = PydanticFileMetadata( + file_name="invalid_pending_to_completed.txt", + file_path="/tmp/invalid1.txt", + file_type="text/plain", + file_size=100, + source_id=default_source.id, + ) + created = await server.file_manager.create_file(file_metadata=meta, actor=default_user) + + with pytest.raises(ValueError, match="Invalid state transition.*pending.*COMPLETED"): + await server.file_manager.update_file_status( + file_id=created.id, + actor=default_user, + processing_status=FileProcessingStatus.COMPLETED, + ) + + # Test PARSING -> COMPLETED (skipping EMBEDDING) + meta2 = PydanticFileMetadata( + file_name="invalid_parsing_to_completed.txt", + file_path="/tmp/invalid2.txt", + file_type="text/plain", + file_size=100, + source_id=default_source.id, + ) + created2 = await server.file_manager.create_file(file_metadata=meta2, actor=default_user) + await server.file_manager.update_file_status( + file_id=created2.id, + actor=default_user, + processing_status=FileProcessingStatus.PARSING, + ) + + with pytest.raises(ValueError, match="Invalid state transition.*parsing.*COMPLETED"): + await server.file_manager.update_file_status( + file_id=created2.id, + actor=default_user, + processing_status=FileProcessingStatus.COMPLETED, + ) + + # Test PENDING -> EMBEDDING (skipping PARSING) + meta3 = PydanticFileMetadata( + file_name="invalid_pending_to_embedding.txt", + file_path="/tmp/invalid3.txt", + file_type="text/plain", + file_size=100, + source_id=default_source.id, + ) + created3 = await server.file_manager.create_file(file_metadata=meta3, actor=default_user) + + with pytest.raises(ValueError, match="Invalid state transition.*pending.*EMBEDDING"): + await server.file_manager.update_file_status( + file_id=created3.id, + actor=default_user, + processing_status=FileProcessingStatus.EMBEDDING, + ) + + +@pytest.mark.asyncio +async def test_file_status_terminal_states(server, default_user, default_source): + """Test that terminal states (COMPLETED and ERROR) cannot be updated.""" + # Test COMPLETED is terminal + meta = PydanticFileMetadata( + file_name="completed_terminal.txt", + file_path="/tmp/completed_terminal.txt", + file_type="text/plain", + file_size=100, + source_id=default_source.id, + ) + created = await server.file_manager.create_file(file_metadata=meta, actor=default_user) + + # Move through valid transitions to COMPLETED + await server.file_manager.update_file_status(file_id=created.id, actor=default_user, processing_status=FileProcessingStatus.PARSING) + await server.file_manager.update_file_status(file_id=created.id, actor=default_user, processing_status=FileProcessingStatus.EMBEDDING) + await server.file_manager.update_file_status(file_id=created.id, actor=default_user, processing_status=FileProcessingStatus.COMPLETED) + + # Cannot transition from COMPLETED to any state + with pytest.raises(ValueError, match="Cannot update.*terminal state completed"): + await server.file_manager.update_file_status( + file_id=created.id, + actor=default_user, + processing_status=FileProcessingStatus.EMBEDDING, + ) + + with pytest.raises(ValueError, match="Cannot update.*terminal state completed"): + await server.file_manager.update_file_status( + file_id=created.id, + actor=default_user, + processing_status=FileProcessingStatus.ERROR, + error_message="Should not work", + ) + + # Test ERROR is terminal + meta2 = PydanticFileMetadata( + file_name="error_terminal.txt", + file_path="/tmp/error_terminal.txt", + file_type="text/plain", + file_size=100, + source_id=default_source.id, + ) + created2 = await server.file_manager.create_file(file_metadata=meta2, actor=default_user) + + await server.file_manager.update_file_status( + file_id=created2.id, + actor=default_user, + processing_status=FileProcessingStatus.ERROR, + error_message="Test error", + ) + + # Cannot transition from ERROR to any state + with pytest.raises(ValueError, match="Cannot update.*terminal state error"): + await server.file_manager.update_file_status( + file_id=created2.id, + actor=default_user, + processing_status=FileProcessingStatus.PARSING, + ) + + +@pytest.mark.asyncio +async def test_file_status_error_transitions(server, default_user, default_source): + """Test that any non-terminal state can transition to ERROR.""" + # PENDING -> ERROR + meta1 = PydanticFileMetadata( + file_name="pending_to_error.txt", + file_path="/tmp/pending_error.txt", + file_type="text/plain", + file_size=100, + source_id=default_source.id, + ) + created1 = await server.file_manager.create_file(file_metadata=meta1, actor=default_user) + + updated1 = await server.file_manager.update_file_status( + file_id=created1.id, + actor=default_user, + processing_status=FileProcessingStatus.ERROR, + error_message="Failed at PENDING", + ) + assert updated1.processing_status == FileProcessingStatus.ERROR + assert updated1.error_message == "Failed at PENDING" + + # PARSING -> ERROR + meta2 = PydanticFileMetadata( + file_name="parsing_to_error.txt", + file_path="/tmp/parsing_error.txt", + file_type="text/plain", + file_size=100, + source_id=default_source.id, + ) + created2 = await server.file_manager.create_file(file_metadata=meta2, actor=default_user) + await server.file_manager.update_file_status( + file_id=created2.id, + actor=default_user, + processing_status=FileProcessingStatus.PARSING, + ) + + updated2 = await server.file_manager.update_file_status( + file_id=created2.id, + actor=default_user, + processing_status=FileProcessingStatus.ERROR, + error_message="Failed at PARSING", + ) + assert updated2.processing_status == FileProcessingStatus.ERROR + assert updated2.error_message == "Failed at PARSING" + + # EMBEDDING -> ERROR + meta3 = PydanticFileMetadata( + file_name="embedding_to_error.txt", + file_path="/tmp/embedding_error.txt", + file_type="text/plain", + file_size=100, + source_id=default_source.id, + ) + created3 = await server.file_manager.create_file(file_metadata=meta3, actor=default_user) + await server.file_manager.update_file_status(file_id=created3.id, actor=default_user, processing_status=FileProcessingStatus.PARSING) + await server.file_manager.update_file_status(file_id=created3.id, actor=default_user, processing_status=FileProcessingStatus.EMBEDDING) + + updated3 = await server.file_manager.update_file_status( + file_id=created3.id, + actor=default_user, + processing_status=FileProcessingStatus.ERROR, + error_message="Failed at EMBEDDING", + ) + assert updated3.processing_status == FileProcessingStatus.ERROR + assert updated3.error_message == "Failed at EMBEDDING" + + +@pytest.mark.asyncio +async def test_file_status_terminal_state_non_status_updates(server, default_user, default_source): + """Test that terminal states block ALL updates, not just status changes.""" + # Create file and move to COMPLETED + meta = PydanticFileMetadata( + file_name="terminal_blocks_all.txt", + file_path="/tmp/terminal_all.txt", + file_type="text/plain", + file_size=100, + source_id=default_source.id, + ) + created = await server.file_manager.create_file(file_metadata=meta, actor=default_user) + + await server.file_manager.update_file_status(file_id=created.id, actor=default_user, processing_status=FileProcessingStatus.PARSING) + await server.file_manager.update_file_status(file_id=created.id, actor=default_user, processing_status=FileProcessingStatus.EMBEDDING) + await server.file_manager.update_file_status(file_id=created.id, actor=default_user, processing_status=FileProcessingStatus.COMPLETED) + + # Cannot update chunks_embedded in COMPLETED state + with pytest.raises(ValueError, match="Cannot update.*terminal state completed"): + await server.file_manager.update_file_status( + file_id=created.id, + actor=default_user, + chunks_embedded=50, + ) + + # Cannot update total_chunks in COMPLETED state + with pytest.raises(ValueError, match="Cannot update.*terminal state completed"): + await server.file_manager.update_file_status( + file_id=created.id, + actor=default_user, + total_chunks=100, + ) + + # Cannot update error_message in COMPLETED state + with pytest.raises(ValueError, match="Cannot update.*terminal state completed"): + await server.file_manager.update_file_status( + file_id=created.id, + actor=default_user, + error_message="This should fail", + ) + + # Test same for ERROR state + meta2 = PydanticFileMetadata( + file_name="error_blocks_all.txt", + file_path="/tmp/error_all.txt", + file_type="text/plain", + file_size=100, + source_id=default_source.id, + ) + created2 = await server.file_manager.create_file(file_metadata=meta2, actor=default_user) + await server.file_manager.update_file_status( + file_id=created2.id, + actor=default_user, + processing_status=FileProcessingStatus.ERROR, + error_message="Initial error", + ) + + # Cannot update chunks_embedded in ERROR state + with pytest.raises(ValueError, match="Cannot update.*terminal state error"): + await server.file_manager.update_file_status( + file_id=created2.id, + actor=default_user, + chunks_embedded=25, + ) + + +@pytest.mark.asyncio +async def test_file_status_race_condition_prevention(server, default_user, default_source): + """Test that race conditions are prevented when multiple updates happen.""" + meta = PydanticFileMetadata( + file_name="race_condition_test.txt", + file_path="/tmp/race_test.txt", + file_type="text/plain", + file_size=100, + source_id=default_source.id, + ) + created = await server.file_manager.create_file(file_metadata=meta, actor=default_user) + + # Move to PARSING + await server.file_manager.update_file_status( + file_id=created.id, + actor=default_user, + processing_status=FileProcessingStatus.PARSING, + ) + + # Simulate race condition: Try to update from PARSING to PARSING again (stale read) + # This should now be allowed (same-state transition) to prevent race conditions + updated_again = await server.file_manager.update_file_status( + file_id=created.id, + actor=default_user, + processing_status=FileProcessingStatus.PARSING, + ) + assert updated_again.processing_status == FileProcessingStatus.PARSING + + # Move to ERROR + await server.file_manager.update_file_status( + file_id=created.id, + actor=default_user, + processing_status=FileProcessingStatus.ERROR, + error_message="Simulated error", + ) + + # Try to continue with EMBEDDING as if error didn't happen (race condition) + # This should fail because file is in ERROR state + with pytest.raises(ValueError, match="Cannot update.*terminal state error"): + await server.file_manager.update_file_status( + file_id=created.id, + actor=default_user, + processing_status=FileProcessingStatus.EMBEDDING, + ) + + +@pytest.mark.asyncio +async def test_file_status_backwards_transitions(server, default_user, default_source): + """Test that backwards transitions are not allowed.""" + meta = PydanticFileMetadata( + file_name="backwards_transitions.txt", + file_path="/tmp/backwards.txt", + file_type="text/plain", + file_size=100, + source_id=default_source.id, + ) + created = await server.file_manager.create_file(file_metadata=meta, actor=default_user) + + # Move to EMBEDDING + await server.file_manager.update_file_status(file_id=created.id, actor=default_user, processing_status=FileProcessingStatus.PARSING) + await server.file_manager.update_file_status(file_id=created.id, actor=default_user, processing_status=FileProcessingStatus.EMBEDDING) + + # Cannot go back to PARSING + with pytest.raises(ValueError, match="Invalid state transition.*embedding.*PARSING"): + await server.file_manager.update_file_status( + file_id=created.id, + actor=default_user, + processing_status=FileProcessingStatus.PARSING, + ) + + # Cannot go back to PENDING + with pytest.raises(ValueError, match="Cannot transition to PENDING state.*PENDING is only valid as initial state"): + await server.file_manager.update_file_status( + file_id=created.id, + actor=default_user, + processing_status=FileProcessingStatus.PENDING, + ) + + +@pytest.mark.asyncio +async def test_file_status_update_with_chunks_progress(server, default_user, default_source): + """Test updating chunk progress during EMBEDDING state.""" + meta = PydanticFileMetadata( + file_name="chunk_progress.txt", + file_path="/tmp/chunks.txt", + file_type="text/plain", + file_size=1000, + source_id=default_source.id, + ) + created = await server.file_manager.create_file(file_metadata=meta, actor=default_user) + + # Move to EMBEDDING with initial chunk info + await server.file_manager.update_file_status(file_id=created.id, actor=default_user, processing_status=FileProcessingStatus.PARSING) + updated = await server.file_manager.update_file_status( + file_id=created.id, + actor=default_user, + processing_status=FileProcessingStatus.EMBEDDING, + total_chunks=100, + chunks_embedded=0, + ) + assert updated.total_chunks == 100 + assert updated.chunks_embedded == 0 + + # Update chunk progress without changing status + updated = await server.file_manager.update_file_status( + file_id=created.id, + actor=default_user, + chunks_embedded=50, + ) + assert updated.chunks_embedded == 50 + assert updated.processing_status == FileProcessingStatus.EMBEDDING + + # Update to completion + updated = await server.file_manager.update_file_status( + file_id=created.id, + actor=default_user, + chunks_embedded=100, + ) + assert updated.chunks_embedded == 100 + + # Move to COMPLETED + updated = await server.file_manager.update_file_status( + file_id=created.id, + actor=default_user, + processing_status=FileProcessingStatus.COMPLETED, + ) + assert updated.processing_status == FileProcessingStatus.COMPLETED + assert updated.chunks_embedded == 100 # preserved + + +@pytest.mark.asyncio +async def test_same_state_transitions_allowed(server, default_user, default_source): + """Test that same-state transitions are allowed to prevent race conditions.""" + # Create file + created = await server.file_manager.create_file( + FileMetadata( + file_name="same_state_test.txt", + source_id=default_source.id, + processing_status=FileProcessingStatus.PENDING, + ), + default_user, + ) + + # Test PARSING -> PARSING + await server.file_manager.update_file_status(file_id=created.id, actor=default_user, processing_status=FileProcessingStatus.PARSING) + updated = await server.file_manager.update_file_status( + file_id=created.id, actor=default_user, processing_status=FileProcessingStatus.PARSING + ) + assert updated.processing_status == FileProcessingStatus.PARSING + + # Test EMBEDDING -> EMBEDDING + await server.file_manager.update_file_status(file_id=created.id, actor=default_user, processing_status=FileProcessingStatus.EMBEDDING) + updated = await server.file_manager.update_file_status( + file_id=created.id, actor=default_user, processing_status=FileProcessingStatus.EMBEDDING, chunks_embedded=5 + ) + assert updated.processing_status == FileProcessingStatus.EMBEDDING + assert updated.chunks_embedded == 5 + + # Test COMPLETED -> COMPLETED + await server.file_manager.update_file_status(file_id=created.id, actor=default_user, processing_status=FileProcessingStatus.COMPLETED) + updated = await server.file_manager.update_file_status( + file_id=created.id, actor=default_user, processing_status=FileProcessingStatus.COMPLETED, total_chunks=10 + ) + assert updated.processing_status == FileProcessingStatus.COMPLETED + assert updated.total_chunks == 10 + + +async def test_upsert_file_content_basic(server: SyncServer, default_user, default_source, async_session): + """Test creating and updating file content with upsert_file_content().""" + initial_text = "Initial content" + updated_text = "Updated content" + + # Step 1: Create file with no content + meta = PydanticFileMetadata( + file_name="upsert_body.txt", + file_path="/tmp/upsert_body.txt", + file_type="text/plain", + file_size=len(initial_text), + source_id=default_source.id, + ) + created = await server.file_manager.create_file(file_metadata=meta, actor=default_user) + assert created.content is None + + # Step 2: Insert new content + file_with_content = await server.file_manager.upsert_file_content( + file_id=created.id, + text=initial_text, + actor=default_user, + ) + assert file_with_content.content == initial_text + + # Verify body row exists + count = await _count_file_content_rows(async_session, created.id) + assert count == 1 + + # Step 3: Update existing content + file_with_updated_content = await server.file_manager.upsert_file_content( + file_id=created.id, + text=updated_text, + actor=default_user, + ) + assert file_with_updated_content.content == updated_text + + # Ensure still only 1 row in content table + count = await _count_file_content_rows(async_session, created.id) + assert count == 1 + + # Ensure `updated_at` is bumped + orm_file = await async_session.get(FileMetadataModel, created.id) + assert orm_file.updated_at >= orm_file.created_at + + +async def test_get_organization_sources_metadata(server, default_user): + """Test getting organization sources metadata with aggregated file information.""" + # Create test sources + source1 = await server.source_manager.create_source( + source=PydanticSource( + name="test_source_1", + embedding_config=DEFAULT_EMBEDDING_CONFIG, + ), + actor=default_user, + ) + + source2 = await server.source_manager.create_source( + source=PydanticSource( + name="test_source_2", + embedding_config=DEFAULT_EMBEDDING_CONFIG, + ), + actor=default_user, + ) + + # Create test files for source1 + file1_meta = PydanticFileMetadata( + source_id=source1.id, + file_name="file1.txt", + file_type="text/plain", + file_size=1024, + ) + file1 = await server.file_manager.create_file(file_metadata=file1_meta, actor=default_user) + + file2_meta = PydanticFileMetadata( + source_id=source1.id, + file_name="file2.txt", + file_type="text/plain", + file_size=2048, + ) + file2 = await server.file_manager.create_file(file_metadata=file2_meta, actor=default_user) + + # Create test file for source2 + file3_meta = PydanticFileMetadata( + source_id=source2.id, + file_name="file3.txt", + file_type="text/plain", + file_size=512, + ) + file3 = await server.file_manager.create_file(file_metadata=file3_meta, actor=default_user) + + # Test 1: Get organization metadata without detailed per-source metadata (default behavior) + metadata_summary = await server.file_manager.get_organization_sources_metadata( + actor=default_user, include_detailed_per_source_metadata=False + ) + + # Verify top-level aggregations are present + assert metadata_summary.total_sources >= 2 # May have other sources from other tests + assert metadata_summary.total_files >= 3 + assert metadata_summary.total_size >= 3584 + + # Verify sources list is empty when include_detailed_per_source_metadata=False + assert len(metadata_summary.sources) == 0 + + # Test 2: Get organization metadata with detailed per-source metadata + metadata_detailed = await server.file_manager.get_organization_sources_metadata( + actor=default_user, include_detailed_per_source_metadata=True + ) + + # Verify top-level aggregations are the same + assert metadata_detailed.total_sources == metadata_summary.total_sources + assert metadata_detailed.total_files == metadata_summary.total_files + assert metadata_detailed.total_size == metadata_summary.total_size + + # Find our test sources in the detailed results + source1_meta = next((s for s in metadata_detailed.sources if s.source_id == source1.id), None) + source2_meta = next((s for s in metadata_detailed.sources if s.source_id == source2.id), None) + + assert source1_meta is not None + assert source1_meta.source_name == "test_source_1" + assert source1_meta.file_count == 2 + assert source1_meta.total_size == 3072 # 1024 + 2048 + assert len(source1_meta.files) == 2 + + # Verify file details in source1 + file1_stats = next((f for f in source1_meta.files if f.file_id == file1.id), None) + file2_stats = next((f for f in source1_meta.files if f.file_id == file2.id), None) + + assert file1_stats is not None + assert file1_stats.file_name == "file1.txt" + assert file1_stats.file_size == 1024 + + assert file2_stats is not None + assert file2_stats.file_name == "file2.txt" + assert file2_stats.file_size == 2048 + + assert source2_meta is not None + assert source2_meta.source_name == "test_source_2" + assert source2_meta.file_count == 1 + assert source2_meta.total_size == 512 + assert len(source2_meta.files) == 1 + + # Verify file details in source2 + file3_stats = source2_meta.files[0] + assert file3_stats.file_id == file3.id + assert file3_stats.file_name == "file3.txt" + assert file3_stats.file_size == 512 diff --git a/tests/managers/test_tool_manager.py b/tests/managers/test_tool_manager.py new file mode 100644 index 00000000..bf3e2125 --- /dev/null +++ b/tests/managers/test_tool_manager.py @@ -0,0 +1,1861 @@ +import json +import logging +import os +import random +import re +import string +import time +import uuid +from datetime import datetime, timedelta, timezone +from typing import List +from unittest.mock import AsyncMock, Mock, patch + +import pytest +from _pytest.python_api import approx +from anthropic.types.beta import BetaMessage +from anthropic.types.beta.messages import BetaMessageBatchIndividualResponse, BetaMessageBatchSucceededResult + +# Import shared fixtures and constants from conftest +from conftest import ( + CREATE_DELAY_SQLITE, + DEFAULT_EMBEDDING_CONFIG, + USING_SQLITE, +) +from openai.types.chat.chat_completion_message_tool_call import ChatCompletionMessageToolCall as OpenAIToolCall, Function as OpenAIFunction +from sqlalchemy import func, select +from sqlalchemy.exc import IntegrityError, InvalidRequestError +from sqlalchemy.orm.exc import StaleDataError + +from letta.config import LettaConfig +from letta.constants import ( + BASE_MEMORY_TOOLS, + BASE_SLEEPTIME_TOOLS, + BASE_TOOLS, + BASE_VOICE_SLEEPTIME_CHAT_TOOLS, + BASE_VOICE_SLEEPTIME_TOOLS, + BUILTIN_TOOLS, + DEFAULT_ORG_ID, + DEFAULT_ORG_NAME, + FILES_TOOLS, + LETTA_TOOL_EXECUTION_DIR, + LETTA_TOOL_SET, + LOCAL_ONLY_MULTI_AGENT_TOOLS, + MCP_TOOL_TAG_NAME_PREFIX, + MULTI_AGENT_TOOLS, +) +from letta.data_sources.redis_client import NoopAsyncRedisClient, get_redis_client +from letta.errors import LettaAgentNotFoundError +from letta.functions.functions import derive_openai_json_schema, parse_source_code +from letta.functions.mcp_client.types import MCPTool +from letta.helpers import ToolRulesSolver +from letta.helpers.datetime_helpers import AsyncTimer +from letta.jobs.types import ItemUpdateInfo, RequestStatusUpdateInfo, StepStatusUpdateInfo +from letta.orm import Base, Block +from letta.orm.block_history import BlockHistory +from letta.orm.errors import NoResultFound, UniqueConstraintViolationError +from letta.orm.file import FileContent as FileContentModel, FileMetadata as FileMetadataModel +from letta.schemas.agent import CreateAgent, UpdateAgent +from letta.schemas.block import Block as PydanticBlock, BlockUpdate, CreateBlock +from letta.schemas.embedding_config import EmbeddingConfig +from letta.schemas.enums import ( + ActorType, + AgentStepStatus, + FileProcessingStatus, + JobStatus, + JobType, + MessageRole, + ProviderType, + SandboxType, + StepStatus, + TagMatchMode, + ToolType, + VectorDBProvider, +) +from letta.schemas.environment_variables import SandboxEnvironmentVariableCreate, SandboxEnvironmentVariableUpdate +from letta.schemas.file import FileMetadata, FileMetadata as PydanticFileMetadata +from letta.schemas.identity import IdentityCreate, IdentityProperty, IdentityPropertyType, IdentityType, IdentityUpdate, IdentityUpsert +from letta.schemas.job import BatchJob, Job, Job as PydanticJob, JobUpdate, LettaRequestConfig +from letta.schemas.letta_message import UpdateAssistantMessage, UpdateReasoningMessage, UpdateSystemMessage, UpdateUserMessage +from letta.schemas.letta_message_content import TextContent +from letta.schemas.letta_stop_reason import LettaStopReason, StopReasonType +from letta.schemas.llm_batch_job import AgentStepState, LLMBatchItem +from letta.schemas.llm_config import LLMConfig +from letta.schemas.message import Message as PydanticMessage, MessageCreate, MessageUpdate +from letta.schemas.openai.chat_completion_response import UsageStatistics +from letta.schemas.organization import Organization, Organization as PydanticOrganization, OrganizationUpdate +from letta.schemas.passage import Passage as PydanticPassage +from letta.schemas.pip_requirement import PipRequirement +from letta.schemas.run import Run as PydanticRun +from letta.schemas.sandbox_config import E2BSandboxConfig, LocalSandboxConfig, SandboxConfigCreate, SandboxConfigUpdate +from letta.schemas.source import Source as PydanticSource, SourceUpdate +from letta.schemas.tool import Tool as PydanticTool, ToolCreate, ToolUpdate +from letta.schemas.tool_rule import InitToolRule +from letta.schemas.user import User as PydanticUser, UserUpdate +from letta.server.db import db_registry +from letta.server.server import SyncServer +from letta.services.block_manager import BlockManager +from letta.services.helpers.agent_manager_helper import calculate_base_tools, calculate_multi_agent_tools, validate_agent_exists_async +from letta.services.step_manager import FeedbackType +from letta.settings import settings, tool_settings +from letta.utils import calculate_file_defaults_based_on_context_window +from tests.helpers.utils import comprehensive_agent_checks, validate_context_window_overview +from tests.utils import random_string + +# ====================================================================================================================== +# AgentManager Tests - Tools Relationship +# ====================================================================================================================== + + +@pytest.mark.asyncio +async def test_attach_tool(server: SyncServer, sarah_agent, print_tool, default_user): + """Test attaching a tool to an agent.""" + # Attach the tool + await server.agent_manager.attach_tool_async(agent_id=sarah_agent.id, tool_id=print_tool.id, actor=default_user) + + # Verify attachment through get_agent_by_id + agent = await server.agent_manager.get_agent_by_id_async(agent_id=sarah_agent.id, actor=default_user) + assert print_tool.id in [t.id for t in agent.tools] + + # Verify that attaching the same tool again doesn't cause duplication + await server.agent_manager.attach_tool_async(agent_id=sarah_agent.id, tool_id=print_tool.id, actor=default_user) + agent = await server.agent_manager.get_agent_by_id_async(agent_id=sarah_agent.id, actor=default_user) + assert len([t for t in agent.tools if t.id == print_tool.id]) == 1 + + +@pytest.mark.asyncio +async def test_detach_tool(server: SyncServer, sarah_agent, print_tool, default_user): + """Test detaching a tool from an agent.""" + # Attach the tool first + await server.agent_manager.attach_tool_async(agent_id=sarah_agent.id, tool_id=print_tool.id, actor=default_user) + + # Verify it's attached + agent = await server.agent_manager.get_agent_by_id_async(agent_id=sarah_agent.id, actor=default_user) + assert print_tool.id in [t.id for t in agent.tools] + + # Detach the tool + await server.agent_manager.detach_tool_async(agent_id=sarah_agent.id, tool_id=print_tool.id, actor=default_user) + + # Verify it's detached + agent = await server.agent_manager.get_agent_by_id_async(agent_id=sarah_agent.id, actor=default_user) + assert print_tool.id not in [t.id for t in agent.tools] + + # Verify that detaching an already detached tool doesn't cause issues + await server.agent_manager.detach_tool_async(agent_id=sarah_agent.id, tool_id=print_tool.id, actor=default_user) + + +@pytest.mark.asyncio +async def test_bulk_detach_tools(server: SyncServer, sarah_agent, print_tool, other_tool, default_user): + """Test bulk detaching multiple tools from an agent.""" + # First attach both tools + tool_ids = [print_tool.id, other_tool.id] + await server.agent_manager.bulk_attach_tools_async(agent_id=sarah_agent.id, tool_ids=tool_ids, actor=default_user) + + # Verify both tools are attached + agent = await server.agent_manager.get_agent_by_id_async(agent_id=sarah_agent.id, actor=default_user) + assert print_tool.id in [t.id for t in agent.tools] + assert other_tool.id in [t.id for t in agent.tools] + + # Bulk detach both tools + await server.agent_manager.bulk_detach_tools_async(agent_id=sarah_agent.id, tool_ids=tool_ids, actor=default_user) + + # Verify both tools are detached + agent = await server.agent_manager.get_agent_by_id_async(agent_id=sarah_agent.id, actor=default_user) + assert print_tool.id not in [t.id for t in agent.tools] + assert other_tool.id not in [t.id for t in agent.tools] + + +@pytest.mark.asyncio +async def test_bulk_detach_tools_partial(server: SyncServer, sarah_agent, print_tool, other_tool, default_user): + """Test bulk detaching tools when some are not attached.""" + # Only attach one tool + await server.agent_manager.attach_tool_async(agent_id=sarah_agent.id, tool_id=print_tool.id, actor=default_user) + + # Try to bulk detach both tools (one attached, one not) + tool_ids = [print_tool.id, other_tool.id] + await server.agent_manager.bulk_detach_tools_async(agent_id=sarah_agent.id, tool_ids=tool_ids, actor=default_user) + + # Verify the attached tool was detached + agent = await server.agent_manager.get_agent_by_id_async(agent_id=sarah_agent.id, actor=default_user) + assert print_tool.id not in [t.id for t in agent.tools] + assert other_tool.id not in [t.id for t in agent.tools] + + +@pytest.mark.asyncio +async def test_bulk_detach_tools_empty_list(server: SyncServer, sarah_agent, print_tool, default_user): + """Test bulk detaching empty list of tools.""" + # Attach a tool first + await server.agent_manager.attach_tool_async(agent_id=sarah_agent.id, tool_id=print_tool.id, actor=default_user) + + # Bulk detach empty list + await server.agent_manager.bulk_detach_tools_async(agent_id=sarah_agent.id, tool_ids=[], actor=default_user) + + # Verify the tool is still attached + agent = await server.agent_manager.get_agent_by_id_async(agent_id=sarah_agent.id, actor=default_user) + assert print_tool.id in [t.id for t in agent.tools] + + +@pytest.mark.asyncio +async def test_bulk_detach_tools_idempotent(server: SyncServer, sarah_agent, print_tool, other_tool, default_user): + """Test that bulk detach is idempotent.""" + # Attach both tools + tool_ids = [print_tool.id, other_tool.id] + await server.agent_manager.bulk_attach_tools_async(agent_id=sarah_agent.id, tool_ids=tool_ids, actor=default_user) + + # Bulk detach once + await server.agent_manager.bulk_detach_tools_async(agent_id=sarah_agent.id, tool_ids=tool_ids, actor=default_user) + + # Verify tools are detached + agent = await server.agent_manager.get_agent_by_id_async(agent_id=sarah_agent.id, actor=default_user) + assert len(agent.tools) == 0 + + # Bulk detach again (should be no-op, no errors) + await server.agent_manager.bulk_detach_tools_async(agent_id=sarah_agent.id, tool_ids=tool_ids, actor=default_user) + + # Verify still no tools + agent = await server.agent_manager.get_agent_by_id_async(agent_id=sarah_agent.id, actor=default_user) + assert len(agent.tools) == 0 + + +@pytest.mark.asyncio +async def test_bulk_detach_tools_nonexistent_agent(server: SyncServer, print_tool, other_tool, default_user): + """Test bulk detaching tools from a nonexistent agent.""" + nonexistent_agent_id = "nonexistent-agent-id" + tool_ids = [print_tool.id, other_tool.id] + + with pytest.raises(LettaAgentNotFoundError): + await server.agent_manager.bulk_detach_tools_async(agent_id=nonexistent_agent_id, tool_ids=tool_ids, actor=default_user) + + +async def test_attach_tool_nonexistent_agent(server: SyncServer, print_tool, default_user): + """Test attaching a tool to a nonexistent agent.""" + with pytest.raises(LettaAgentNotFoundError): + await server.agent_manager.attach_tool_async(agent_id="nonexistent-agent-id", tool_id=print_tool.id, actor=default_user) + + +async def test_attach_tool_nonexistent_tool(server: SyncServer, sarah_agent, default_user): + """Test attaching a nonexistent tool to an agent.""" + with pytest.raises(NoResultFound): + await server.agent_manager.attach_tool_async(agent_id=sarah_agent.id, tool_id="nonexistent-tool-id", actor=default_user) + + +async def test_detach_tool_nonexistent_agent(server: SyncServer, print_tool, default_user): + """Test detaching a tool from a nonexistent agent.""" + with pytest.raises(LettaAgentNotFoundError): + await server.agent_manager.detach_tool_async(agent_id="nonexistent-agent-id", tool_id=print_tool.id, actor=default_user) + + +@pytest.mark.asyncio +async def test_list_attached_tools(server: SyncServer, sarah_agent, print_tool, other_tool, default_user): + """Test listing tools attached to an agent.""" + # Initially should have no tools + agent = await server.agent_manager.get_agent_by_id_async(sarah_agent.id, actor=default_user) + assert len(agent.tools) == 0 + + # Attach tools + await server.agent_manager.attach_tool_async(agent_id=sarah_agent.id, tool_id=print_tool.id, actor=default_user) + await server.agent_manager.attach_tool_async(agent_id=sarah_agent.id, tool_id=other_tool.id, actor=default_user) + + # List tools and verify + agent = await server.agent_manager.get_agent_by_id_async(sarah_agent.id, actor=default_user) + attached_tool_ids = [t.id for t in agent.tools] + assert len(attached_tool_ids) == 2 + assert print_tool.id in attached_tool_ids + assert other_tool.id in attached_tool_ids + + +@pytest.mark.asyncio +async def test_bulk_attach_tools(server: SyncServer, sarah_agent, print_tool, other_tool, default_user): + """Test bulk attaching multiple tools to an agent.""" + # Bulk attach both tools + tool_ids = [print_tool.id, other_tool.id] + await server.agent_manager.bulk_attach_tools_async(agent_id=sarah_agent.id, tool_ids=tool_ids, actor=default_user) + + # Verify both tools are attached + agent = await server.agent_manager.get_agent_by_id_async(agent_id=sarah_agent.id, actor=default_user) + attached_tool_ids = [t.id for t in agent.tools] + assert print_tool.id in attached_tool_ids + assert other_tool.id in attached_tool_ids + + +@pytest.mark.asyncio +async def test_bulk_attach_tools_with_duplicates(server: SyncServer, sarah_agent, print_tool, other_tool, default_user): + """Test bulk attaching tools handles duplicates correctly.""" + # First attach one tool + await server.agent_manager.attach_tool_async(agent_id=sarah_agent.id, tool_id=print_tool.id, actor=default_user) + + # Bulk attach both tools (one already attached) + tool_ids = [print_tool.id, other_tool.id] + await server.agent_manager.bulk_attach_tools_async(agent_id=sarah_agent.id, tool_ids=tool_ids, actor=default_user) + + # Verify both tools are attached and no duplicates + agent = await server.agent_manager.get_agent_by_id_async(agent_id=sarah_agent.id, actor=default_user) + attached_tool_ids = [t.id for t in agent.tools] + assert len(attached_tool_ids) == 2 + assert print_tool.id in attached_tool_ids + assert other_tool.id in attached_tool_ids + # Ensure no duplicates + assert len(set(attached_tool_ids)) == len(attached_tool_ids) + + +@pytest.mark.asyncio +async def test_bulk_attach_tools_empty_list(server: SyncServer, sarah_agent, default_user): + """Test bulk attaching empty list of tools.""" + # Bulk attach empty list + await server.agent_manager.bulk_attach_tools_async(agent_id=sarah_agent.id, tool_ids=[], actor=default_user) + + # Verify no tools are attached + agent = await server.agent_manager.get_agent_by_id_async(agent_id=sarah_agent.id, actor=default_user) + assert len(agent.tools) == 0 + + +@pytest.mark.asyncio +async def test_bulk_attach_tools_nonexistent_tool(server: SyncServer, sarah_agent, print_tool, default_user): + """Test bulk attaching tools with a nonexistent tool ID.""" + # Try to bulk attach with one valid and one invalid tool ID + nonexistent_id = "nonexistent-tool-id" + tool_ids = [print_tool.id, nonexistent_id] + + with pytest.raises(NoResultFound) as exc_info: + await server.agent_manager.bulk_attach_tools_async(agent_id=sarah_agent.id, tool_ids=tool_ids, actor=default_user) + + # Verify error message contains the missing tool ID + assert nonexistent_id in str(exc_info.value) + + # Verify no tools were attached (transaction should have rolled back) + agent = await server.agent_manager.get_agent_by_id_async(agent_id=sarah_agent.id, actor=default_user) + assert len(agent.tools) == 0 + + +@pytest.mark.asyncio +async def test_bulk_attach_tools_nonexistent_agent(server: SyncServer, print_tool, other_tool, default_user): + """Test bulk attaching tools to a nonexistent agent.""" + nonexistent_agent_id = "nonexistent-agent-id" + tool_ids = [print_tool.id, other_tool.id] + + with pytest.raises(LettaAgentNotFoundError): + await server.agent_manager.bulk_attach_tools_async(agent_id=nonexistent_agent_id, tool_ids=tool_ids, actor=default_user) + + +@pytest.mark.asyncio +async def test_attach_missing_files_tools_async(server: SyncServer, sarah_agent, default_user): + """Test attaching missing file tools to an agent.""" + # First ensure file tools exist in the system + await server.tool_manager.upsert_base_tools_async(actor=default_user, allowed_types={ToolType.LETTA_FILES_CORE}) + + # Get initial agent state (should have no file tools) + agent_state = await server.agent_manager.get_agent_by_id_async(agent_id=sarah_agent.id, actor=default_user) + initial_tool_count = len(agent_state.tools) + + # Attach missing file tools + updated_agent_state = await server.agent_manager.attach_missing_files_tools_async(agent_state=agent_state, actor=default_user) + + # Verify all file tools are now attached + file_tool_names = {tool.name for tool in updated_agent_state.tools if tool.tool_type == ToolType.LETTA_FILES_CORE} + assert file_tool_names == set(FILES_TOOLS) + + # Verify the total tool count increased by the number of file tools + assert len(updated_agent_state.tools) == initial_tool_count + len(FILES_TOOLS) + + +@pytest.mark.asyncio +async def test_attach_missing_files_tools_async_partial(server: SyncServer, sarah_agent, default_user): + """Test attaching missing file tools when some are already attached.""" + # First ensure file tools exist in the system + await server.tool_manager.upsert_base_tools_async(actor=default_user, allowed_types={ToolType.LETTA_FILES_CORE}) + + # Get file tool IDs + all_tools = await server.tool_manager.list_tools_async(actor=default_user) + file_tools = [tool for tool in all_tools if tool.tool_type == ToolType.LETTA_FILES_CORE and tool.name in FILES_TOOLS] + + # Manually attach just the first file tool + await server.agent_manager.attach_tool_async(agent_id=sarah_agent.id, tool_id=file_tools[0].id, actor=default_user) + + # Get agent state with one file tool already attached + agent_state = await server.agent_manager.get_agent_by_id_async(agent_id=sarah_agent.id, actor=default_user) + assert len([t for t in agent_state.tools if t.tool_type == ToolType.LETTA_FILES_CORE]) == 1 + + # Attach missing file tools + updated_agent_state = await server.agent_manager.attach_missing_files_tools_async(agent_state=agent_state, actor=default_user) + + # Verify all file tools are now attached + file_tool_names = {tool.name for tool in updated_agent_state.tools if tool.tool_type == ToolType.LETTA_FILES_CORE} + assert file_tool_names == set(FILES_TOOLS) + + # Verify no duplicates + all_tool_ids = [tool.id for tool in updated_agent_state.tools] + assert len(all_tool_ids) == len(set(all_tool_ids)) + + +@pytest.mark.asyncio +async def test_attach_missing_files_tools_async_idempotent(server: SyncServer, sarah_agent, default_user): + """Test that attach_missing_files_tools is idempotent.""" + # First ensure file tools exist in the system + await server.tool_manager.upsert_base_tools_async(actor=default_user, allowed_types={ToolType.LETTA_FILES_CORE}) + + # Get initial agent state + agent_state = await server.agent_manager.get_agent_by_id_async(agent_id=sarah_agent.id, actor=default_user) + + # Attach missing file tools the first time + updated_agent_state = await server.agent_manager.attach_missing_files_tools_async(agent_state=agent_state, actor=default_user) + first_tool_count = len(updated_agent_state.tools) + + # Call attach_missing_files_tools again (should be no-op) + final_agent_state = await server.agent_manager.attach_missing_files_tools_async(agent_state=updated_agent_state, actor=default_user) + + # Verify tool count didn't change + assert len(final_agent_state.tools) == first_tool_count + + # Verify still have all file tools + file_tool_names = {tool.name for tool in final_agent_state.tools if tool.tool_type == ToolType.LETTA_FILES_CORE} + assert file_tool_names == set(FILES_TOOLS) + + +@pytest.mark.asyncio +async def test_detach_all_files_tools_async(server: SyncServer, sarah_agent, default_user): + """Test detaching all file tools from an agent.""" + # First ensure file tools exist and attach them + await server.tool_manager.upsert_base_tools_async(actor=default_user, allowed_types={ToolType.LETTA_FILES_CORE}) + + # Get initial agent state and attach file tools + agent_state = await server.agent_manager.get_agent_by_id_async(agent_id=sarah_agent.id, actor=default_user) + agent_state = await server.agent_manager.attach_missing_files_tools_async(agent_state=agent_state, actor=default_user) + + # Verify file tools are attached + file_tool_count_before = len([t for t in agent_state.tools if t.tool_type == ToolType.LETTA_FILES_CORE]) + assert file_tool_count_before == len(FILES_TOOLS) + + # Detach all file tools + updated_agent_state = await server.agent_manager.detach_all_files_tools_async(agent_state=agent_state, actor=default_user) + + # Verify all file tools are detached + file_tool_count_after = len([t for t in updated_agent_state.tools if t.tool_type == ToolType.LETTA_FILES_CORE]) + assert file_tool_count_after == 0 + + # Verify the returned state was modified in-place (no DB reload) + assert updated_agent_state.id == agent_state.id + assert len(updated_agent_state.tools) == len(agent_state.tools) - file_tool_count_before + + +@pytest.mark.asyncio +async def test_detach_all_files_tools_async_empty(server: SyncServer, sarah_agent, default_user): + """Test detaching all file tools when no file tools are attached.""" + # Get agent state (should have no file tools initially) + agent_state = await server.agent_manager.get_agent_by_id_async(agent_id=sarah_agent.id, actor=default_user) + initial_tool_count = len(agent_state.tools) + + # Verify no file tools attached + file_tool_count = len([t for t in agent_state.tools if t.tool_type == ToolType.LETTA_FILES_CORE]) + assert file_tool_count == 0 + + # Call detach_all_files_tools (should be no-op) + updated_agent_state = await server.agent_manager.detach_all_files_tools_async(agent_state=agent_state, actor=default_user) + + # Verify nothing changed + assert len(updated_agent_state.tools) == initial_tool_count + assert updated_agent_state == agent_state # Should be the same object since no changes + + +@pytest.mark.asyncio +async def test_detach_all_files_tools_async_with_other_tools(server: SyncServer, sarah_agent, print_tool, default_user): + """Test detaching all file tools preserves non-file tools.""" + # First ensure file tools exist + await server.tool_manager.upsert_base_tools_async(actor=default_user, allowed_types={ToolType.LETTA_FILES_CORE}) + + # Attach a non-file tool + await server.agent_manager.attach_tool_async(agent_id=sarah_agent.id, tool_id=print_tool.id, actor=default_user) + + # Get agent state and attach file tools + agent_state = await server.agent_manager.get_agent_by_id_async(agent_id=sarah_agent.id, actor=default_user) + agent_state = await server.agent_manager.attach_missing_files_tools_async(agent_state=agent_state, actor=default_user) + + # Verify both file tools and print tool are attached + file_tools = [t for t in agent_state.tools if t.tool_type == ToolType.LETTA_FILES_CORE] + assert len(file_tools) == len(FILES_TOOLS) + assert print_tool.id in [t.id for t in agent_state.tools] + + # Detach all file tools + updated_agent_state = await server.agent_manager.detach_all_files_tools_async(agent_state=agent_state, actor=default_user) + + # Verify only file tools were removed, print tool remains + remaining_file_tools = [t for t in updated_agent_state.tools if t.tool_type == ToolType.LETTA_FILES_CORE] + assert len(remaining_file_tools) == 0 + assert print_tool.id in [t.id for t in updated_agent_state.tools] + assert len(updated_agent_state.tools) == 1 + + +@pytest.mark.asyncio +async def test_detach_all_files_tools_async_idempotent(server: SyncServer, sarah_agent, default_user): + """Test that detach_all_files_tools is idempotent.""" + # First ensure file tools exist and attach them + await server.tool_manager.upsert_base_tools_async(actor=default_user, allowed_types={ToolType.LETTA_FILES_CORE}) + + # Get initial agent state and attach file tools + agent_state = await server.agent_manager.get_agent_by_id_async(agent_id=sarah_agent.id, actor=default_user) + agent_state = await server.agent_manager.attach_missing_files_tools_async(agent_state=agent_state, actor=default_user) + + # Detach all file tools once + agent_state = await server.agent_manager.detach_all_files_tools_async(agent_state=agent_state, actor=default_user) + + # Verify no file tools + assert len([t for t in agent_state.tools if t.tool_type == ToolType.LETTA_FILES_CORE]) == 0 + tool_count_after_first = len(agent_state.tools) + + # Detach all file tools again (should be no-op) + final_agent_state = await server.agent_manager.detach_all_files_tools_async(agent_state=agent_state, actor=default_user) + + # Verify still no file tools and same tool count + assert len([t for t in final_agent_state.tools if t.tool_type == ToolType.LETTA_FILES_CORE]) == 0 + assert len(final_agent_state.tools) == tool_count_after_first + + +@pytest.mark.asyncio +async def test_attach_tool_with_default_requires_approval(server: SyncServer, sarah_agent, bash_tool, default_user): + """Test that attaching a tool with default requires_approval adds associated tool rule.""" + # Attach the tool + await server.agent_manager.attach_tool_async(agent_id=sarah_agent.id, tool_id=bash_tool.id, actor=default_user) + + # Verify attachment through get_agent_by_id + agent = await server.agent_manager.get_agent_by_id_async(agent_id=sarah_agent.id, actor=default_user) + assert bash_tool.id in [t.id for t in agent.tools] + tool_rules = [rule for rule in agent.tool_rules if rule.tool_name == bash_tool.name] + assert len(tool_rules) == 1 + assert tool_rules[0].type == "requires_approval" + + # Verify that attaching the same tool again doesn't cause duplication + await server.agent_manager.attach_tool_async(agent_id=sarah_agent.id, tool_id=bash_tool.id, actor=default_user) + agent = await server.agent_manager.get_agent_by_id_async(agent_id=sarah_agent.id, actor=default_user) + assert len([t for t in agent.tools if t.id == bash_tool.id]) == 1 + tool_rules = [rule for rule in agent.tool_rules if rule.tool_name == bash_tool.name] + assert len(tool_rules) == 1 + assert tool_rules[0].type == "requires_approval" + + +@pytest.mark.asyncio +async def test_attach_tool_with_default_requires_approval_on_creation(server: SyncServer, bash_tool, default_user): + """Test that attaching a tool with default requires_approval adds associated tool rule.""" + # Create agent with tool + agent = await server.agent_manager.create_agent_async( + agent_create=CreateAgent( + name="agent11", + llm_config=LLMConfig.default_config("gpt-4o-mini"), + embedding_config=EmbeddingConfig.default_config(provider="openai"), + tools=[bash_tool.name], + include_base_tools=False, + ), + actor=default_user, + ) + + assert bash_tool.id in [t.id for t in agent.tools] + tool_rules = [rule for rule in agent.tool_rules if rule.tool_name == bash_tool.name] + assert len(tool_rules) == 1 + assert tool_rules[0].type == "requires_approval" + + # Verify that attaching the same tool again doesn't cause duplication + await server.agent_manager.attach_tool_async(agent_id=agent.id, tool_id=bash_tool.id, actor=default_user) + agent = await server.agent_manager.get_agent_by_id_async(agent_id=agent.id, actor=default_user) + assert len([t for t in agent.tools if t.id == bash_tool.id]) == 1 + tool_rules = [rule for rule in agent.tool_rules if rule.tool_name == bash_tool.name] + assert len(tool_rules) == 1 + assert tool_rules[0].type == "requires_approval" + + # Modify approval on tool after attach + await server.agent_manager.modify_approvals_async( + agent_id=agent.id, tool_name=bash_tool.name, requires_approval=False, actor=default_user + ) + agent = await server.agent_manager.get_agent_by_id_async(agent_id=agent.id, actor=default_user) + assert len([t for t in agent.tools if t.id == bash_tool.id]) == 1 + tool_rules = [rule for rule in agent.tool_rules if rule.tool_name == bash_tool.name] + assert len(tool_rules) == 0 + + # Revert override + await server.agent_manager.modify_approvals_async( + agent_id=agent.id, tool_name=bash_tool.name, requires_approval=True, actor=default_user + ) + agent = await server.agent_manager.get_agent_by_id_async(agent_id=agent.id, actor=default_user) + assert len([t for t in agent.tools if t.id == bash_tool.id]) == 1 + tool_rules = [rule for rule in agent.tool_rules if rule.tool_name == bash_tool.name] + assert len(tool_rules) == 1 + assert tool_rules[0].type == "requires_approval" + + +# ====================================================================================================================== +# ToolManager Tests +# ====================================================================================================================== + + +@pytest.mark.asyncio +async def test_create_tool(server: SyncServer, print_tool, default_user, default_organization): + # Assertions to ensure the created tool matches the expected values + assert print_tool.created_by_id == default_user.id + assert print_tool.tool_type == ToolType.CUSTOM + + +@pytest.mark.asyncio +async def test_create_mcp_tool(server: SyncServer, mcp_tool, default_user, default_organization): + # Assertions to ensure the created tool matches the expected values + assert mcp_tool.created_by_id == default_user.id + assert mcp_tool.tool_type == ToolType.EXTERNAL_MCP + assert mcp_tool.metadata_[MCP_TOOL_TAG_NAME_PREFIX]["server_name"] == "test" + assert mcp_tool.metadata_[MCP_TOOL_TAG_NAME_PREFIX]["server_id"] == "test-server-id" + + +# Test should work with both SQLite and PostgreSQL +@pytest.mark.asyncio +async def test_create_tool_duplicate_name(server: SyncServer, print_tool, default_user, default_organization): + data = print_tool.model_dump(exclude=["id"]) + tool = PydanticTool(**data) + + with pytest.raises(UniqueConstraintViolationError): + await server.tool_manager.create_tool_async(tool, actor=default_user) + + +@pytest.mark.asyncio +async def test_create_tool_requires_approval(server: SyncServer, bash_tool, default_user, default_organization): + # Assertions to ensure the created tool matches the expected values + assert bash_tool.created_by_id == default_user.id + assert bash_tool.tool_type == ToolType.CUSTOM + assert bash_tool.default_requires_approval == True + + +@pytest.mark.asyncio +async def test_get_tool_by_id(server: SyncServer, print_tool, default_user): + # Fetch the tool by ID using the manager method + fetched_tool = await server.tool_manager.get_tool_by_id_async(print_tool.id, actor=default_user) + + # Assertions to check if the fetched tool matches the created tool + assert fetched_tool.id == print_tool.id + assert fetched_tool.name == print_tool.name + assert fetched_tool.description == print_tool.description + assert fetched_tool.tags == print_tool.tags + assert fetched_tool.metadata_ == print_tool.metadata_ + assert fetched_tool.source_code == print_tool.source_code + assert fetched_tool.source_type == print_tool.source_type + assert fetched_tool.tool_type == ToolType.CUSTOM + + +@pytest.mark.asyncio +async def test_get_tool_with_actor(server: SyncServer, print_tool, default_user): + # Fetch the print_tool by name and organization ID + fetched_tool = await server.tool_manager.get_tool_by_name_async(print_tool.name, actor=default_user) + + # Assertions to check if the fetched tool matches the created tool + assert fetched_tool.id == print_tool.id + assert fetched_tool.name == print_tool.name + assert fetched_tool.created_by_id == default_user.id + assert fetched_tool.description == print_tool.description + assert fetched_tool.tags == print_tool.tags + assert fetched_tool.source_code == print_tool.source_code + assert fetched_tool.source_type == print_tool.source_type + assert fetched_tool.tool_type == ToolType.CUSTOM + + +@pytest.mark.asyncio +async def test_list_tools(server: SyncServer, print_tool, default_user): + # List tools (should include the one created by the fixture) + tools = await server.tool_manager.list_tools_async(actor=default_user, upsert_base_tools=False) + + # Assertions to check that the created tool is listed + assert len(tools) == 1 + assert any(t.id == print_tool.id for t in tools) + + +@pytest.mark.asyncio +async def test_list_tools_with_tool_types(server: SyncServer, default_user): + """Test filtering tools by tool_types parameter.""" + + # create tools with different types + def calculator_tool(a: int, b: int) -> int: + """Add two numbers. + + Args: + a: First number + b: Second number + + Returns: + Sum of a and b + """ + return a + b + + def weather_tool(city: str) -> str: + """Get weather for a city. + + Args: + city: Name of the city + + Returns: + Weather information + """ + return f"Weather in {city}" + + # create custom tools + custom_tool1 = PydanticTool( + name="calculator", + description="Math tool", + source_code=parse_source_code(calculator_tool), + source_type="python", + tool_type=ToolType.CUSTOM, + ) + custom_tool1.json_schema = derive_openai_json_schema(source_code=custom_tool1.source_code, name=custom_tool1.name) + custom_tool1 = await server.tool_manager.create_or_update_tool_async(custom_tool1, actor=default_user) + + custom_tool2 = PydanticTool( + name="weather", + description="Weather tool", + source_code=parse_source_code(weather_tool), + source_type="python", + tool_type=ToolType.CUSTOM, + ) + custom_tool2.json_schema = derive_openai_json_schema(source_code=custom_tool2.source_code, name=custom_tool2.name) + custom_tool2 = await server.tool_manager.create_or_update_tool_async(custom_tool2, actor=default_user) + + # test filtering by single tool type + tools = await server.tool_manager.list_tools_async(actor=default_user, tool_types=[ToolType.CUSTOM.value], upsert_base_tools=False) + assert len(tools) == 2 + assert all(t.tool_type == ToolType.CUSTOM for t in tools) + + # test filtering by multiple tool types (should get same result since we only have CUSTOM) + tools = await server.tool_manager.list_tools_async( + actor=default_user, tool_types=[ToolType.CUSTOM.value, ToolType.LETTA_CORE.value], upsert_base_tools=False + ) + assert len(tools) == 2 + + # test filtering by non-existent tool type + tools = await server.tool_manager.list_tools_async( + actor=default_user, tool_types=[ToolType.EXTERNAL_MCP.value], upsert_base_tools=False + ) + assert len(tools) == 0 + + +@pytest.mark.asyncio +async def test_list_tools_with_exclude_tool_types(server: SyncServer, default_user, print_tool): + """Test excluding tools by exclude_tool_types parameter.""" + # we already have print_tool which is CUSTOM type + + # create a tool with a different type (simulate by updating tool type directly) + def special_tool(msg: str) -> str: + """Special tool. + + Args: + msg: Message to return + + Returns: + The message + """ + return msg + + special = PydanticTool( + name="special", + description="Special tool", + source_code=parse_source_code(special_tool), + source_type="python", + tool_type=ToolType.CUSTOM, + ) + special.json_schema = derive_openai_json_schema(source_code=special.source_code, name=special.name) + special = await server.tool_manager.create_or_update_tool_async(special, actor=default_user) + + # test excluding EXTERNAL_MCP (should get all tools since none are MCP) + tools = await server.tool_manager.list_tools_async( + actor=default_user, exclude_tool_types=[ToolType.EXTERNAL_MCP.value], upsert_base_tools=False + ) + assert len(tools) == 2 # print_tool and special + + # test excluding CUSTOM (should get no tools) + tools = await server.tool_manager.list_tools_async( + actor=default_user, exclude_tool_types=[ToolType.CUSTOM.value], upsert_base_tools=False + ) + assert len(tools) == 0 + + +@pytest.mark.asyncio +async def test_list_tools_with_names(server: SyncServer, default_user): + """Test filtering tools by names parameter.""" + + # create tools with specific names + def alpha_tool() -> str: + """Alpha tool. + + Returns: + Alpha string + """ + return "alpha" + + def beta_tool() -> str: + """Beta tool. + + Returns: + Beta string + """ + return "beta" + + def gamma_tool() -> str: + """Gamma tool. + + Returns: + Gamma string + """ + return "gamma" + + alpha = PydanticTool(name="alpha_tool", description="Alpha", source_code=parse_source_code(alpha_tool), source_type="python") + alpha.json_schema = derive_openai_json_schema(source_code=alpha.source_code, name=alpha.name) + alpha = await server.tool_manager.create_or_update_tool_async(alpha, actor=default_user) + + beta = PydanticTool(name="beta_tool", description="Beta", source_code=parse_source_code(beta_tool), source_type="python") + beta.json_schema = derive_openai_json_schema(source_code=beta.source_code, name=beta.name) + beta = await server.tool_manager.create_or_update_tool_async(beta, actor=default_user) + + gamma = PydanticTool(name="gamma_tool", description="Gamma", source_code=parse_source_code(gamma_tool), source_type="python") + gamma.json_schema = derive_openai_json_schema(source_code=gamma.source_code, name=gamma.name) + gamma = await server.tool_manager.create_or_update_tool_async(gamma, actor=default_user) + + # test filtering by single name + tools = await server.tool_manager.list_tools_async(actor=default_user, names=["alpha_tool"], upsert_base_tools=False) + assert len(tools) == 1 + assert tools[0].name == "alpha_tool" + + # test filtering by multiple names + tools = await server.tool_manager.list_tools_async(actor=default_user, names=["alpha_tool", "gamma_tool"], upsert_base_tools=False) + assert len(tools) == 2 + assert set(t.name for t in tools) == {"alpha_tool", "gamma_tool"} + + # test filtering by non-existent name + tools = await server.tool_manager.list_tools_async(actor=default_user, names=["non_existent_tool"], upsert_base_tools=False) + assert len(tools) == 0 + + +@pytest.mark.asyncio +async def test_list_tools_with_tool_ids(server: SyncServer, default_user): + """Test filtering tools by tool_ids parameter.""" + + # create multiple tools + def tool1() -> str: + """Tool 1. + + Returns: + String 1 + """ + return "1" + + def tool2() -> str: + """Tool 2. + + Returns: + String 2 + """ + return "2" + + def tool3() -> str: + """Tool 3. + + Returns: + String 3 + """ + return "3" + + t1 = PydanticTool(name="tool1", description="First", source_code=parse_source_code(tool1), source_type="python") + t1.json_schema = derive_openai_json_schema(source_code=t1.source_code, name=t1.name) + t1 = await server.tool_manager.create_or_update_tool_async(t1, actor=default_user) + + t2 = PydanticTool(name="tool2", description="Second", source_code=parse_source_code(tool2), source_type="python") + t2.json_schema = derive_openai_json_schema(source_code=t2.source_code, name=t2.name) + t2 = await server.tool_manager.create_or_update_tool_async(t2, actor=default_user) + + t3 = PydanticTool(name="tool3", description="Third", source_code=parse_source_code(tool3), source_type="python") + t3.json_schema = derive_openai_json_schema(source_code=t3.source_code, name=t3.name) + t3 = await server.tool_manager.create_or_update_tool_async(t3, actor=default_user) + + # test filtering by single id + tools = await server.tool_manager.list_tools_async(actor=default_user, tool_ids=[t1.id], upsert_base_tools=False) + assert len(tools) == 1 + assert tools[0].id == t1.id + + # test filtering by multiple ids + tools = await server.tool_manager.list_tools_async(actor=default_user, tool_ids=[t1.id, t3.id], upsert_base_tools=False) + assert len(tools) == 2 + assert set(t.id for t in tools) == {t1.id, t3.id} + + # test filtering by non-existent id + tools = await server.tool_manager.list_tools_async(actor=default_user, tool_ids=["non-existent-id"], upsert_base_tools=False) + assert len(tools) == 0 + + +@pytest.mark.asyncio +async def test_list_tools_with_search(server: SyncServer, default_user): + """Test searching tools by partial name match.""" + + # create tools with searchable names + def calculator_add() -> str: + """Calculator add. + + Returns: + Add operation + """ + return "add" + + def calculator_subtract() -> str: + """Calculator subtract. + + Returns: + Subtract operation + """ + return "subtract" + + def weather_forecast() -> str: + """Weather forecast. + + Returns: + Forecast data + """ + return "forecast" + + calc_add = PydanticTool( + name="calculator_add", description="Add numbers", source_code=parse_source_code(calculator_add), source_type="python" + ) + calc_add.json_schema = derive_openai_json_schema(source_code=calc_add.source_code, name=calc_add.name) + calc_add = await server.tool_manager.create_or_update_tool_async(calc_add, actor=default_user) + + calc_sub = PydanticTool( + name="calculator_subtract", description="Subtract numbers", source_code=parse_source_code(calculator_subtract), source_type="python" + ) + calc_sub.json_schema = derive_openai_json_schema(source_code=calc_sub.source_code, name=calc_sub.name) + calc_sub = await server.tool_manager.create_or_update_tool_async(calc_sub, actor=default_user) + + weather = PydanticTool( + name="weather_forecast", description="Weather", source_code=parse_source_code(weather_forecast), source_type="python" + ) + weather.json_schema = derive_openai_json_schema(source_code=weather.source_code, name=weather.name) + weather = await server.tool_manager.create_or_update_tool_async(weather, actor=default_user) + + # test searching for "calculator" (should find both calculator tools) + tools = await server.tool_manager.list_tools_async(actor=default_user, search="calculator", upsert_base_tools=False) + assert len(tools) == 2 + assert all("calculator" in t.name for t in tools) + + # test case-insensitive search + tools = await server.tool_manager.list_tools_async(actor=default_user, search="CALCULATOR", upsert_base_tools=False) + assert len(tools) == 2 + + # test partial match + tools = await server.tool_manager.list_tools_async(actor=default_user, search="calc", upsert_base_tools=False) + assert len(tools) == 2 + + # test search with no matches + tools = await server.tool_manager.list_tools_async(actor=default_user, search="nonexistent", upsert_base_tools=False) + assert len(tools) == 0 + + +@pytest.mark.asyncio +async def test_list_tools_return_only_letta_tools(server: SyncServer, default_user): + """Test filtering for only Letta tools.""" + # first, upsert base tools to ensure we have Letta tools + await server.tool_manager.upsert_base_tools_async(actor=default_user) + + # create a custom tool + def custom_tool() -> str: + """Custom tool. + + Returns: + Custom string + """ + return "custom" + + custom = PydanticTool( + name="custom_tool", + description="Custom", + source_code=parse_source_code(custom_tool), + source_type="python", + tool_type=ToolType.CUSTOM, + ) + custom.json_schema = derive_openai_json_schema(source_code=custom.source_code, name=custom.name) + custom = await server.tool_manager.create_or_update_tool_async(custom, actor=default_user) + + # test without filter (should get custom tool + all letta tools) + tools = await server.tool_manager.list_tools_async(actor=default_user, return_only_letta_tools=False, upsert_base_tools=False) + # should have at least the custom tool and some letta tools + assert len(tools) > 1 + assert any(t.name == "custom_tool" for t in tools) + + # test with filter (should only get letta tools) + tools = await server.tool_manager.list_tools_async(actor=default_user, return_only_letta_tools=True, upsert_base_tools=False) + assert len(tools) > 0 + # all tools should have tool_type starting with "letta_" + assert all(t.tool_type.value.startswith("letta_") for t in tools) + # custom tool should not be in the list + assert not any(t.name == "custom_tool" for t in tools) + + +@pytest.mark.asyncio +async def test_list_tools_combined_filters(server: SyncServer, default_user): + """Test combining multiple filters.""" + + # create various tools + def calc_add() -> str: + """Calculator add. + + Returns: + Add result + """ + return "add" + + def calc_multiply() -> str: + """Calculator multiply. + + Returns: + Multiply result + """ + return "multiply" + + def weather_tool() -> str: + """Weather tool. + + Returns: + Weather data + """ + return "weather" + + calc1 = PydanticTool( + name="calculator_add", description="Add", source_code=parse_source_code(calc_add), source_type="python", tool_type=ToolType.CUSTOM + ) + calc1.json_schema = derive_openai_json_schema(source_code=calc1.source_code, name=calc1.name) + calc1 = await server.tool_manager.create_or_update_tool_async(calc1, actor=default_user) + + calc2 = PydanticTool( + name="calculator_multiply", + description="Multiply", + source_code=parse_source_code(calc_multiply), + source_type="python", + tool_type=ToolType.CUSTOM, + ) + calc2.json_schema = derive_openai_json_schema(source_code=calc2.source_code, name=calc2.name) + calc2 = await server.tool_manager.create_or_update_tool_async(calc2, actor=default_user) + + weather = PydanticTool( + name="weather_current", + description="Weather", + source_code=parse_source_code(weather_tool), + source_type="python", + tool_type=ToolType.CUSTOM, + ) + weather.json_schema = derive_openai_json_schema(source_code=weather.source_code, name=weather.name) + weather = await server.tool_manager.create_or_update_tool_async(weather, actor=default_user) + + # combine search with tool_types + tools = await server.tool_manager.list_tools_async( + actor=default_user, search="calculator", tool_types=[ToolType.CUSTOM.value], upsert_base_tools=False + ) + assert len(tools) == 2 + assert all("calculator" in t.name and t.tool_type == ToolType.CUSTOM for t in tools) + + # combine names with tool_ids + tools = await server.tool_manager.list_tools_async( + actor=default_user, names=["calculator_add"], tool_ids=[calc1.id], upsert_base_tools=False + ) + assert len(tools) == 1 + assert tools[0].id == calc1.id + + # combine search with exclude_tool_types + tools = await server.tool_manager.list_tools_async( + actor=default_user, search="calculator", exclude_tool_types=[ToolType.EXTERNAL_MCP.value], upsert_base_tools=False + ) + assert len(tools) == 2 + + +@pytest.mark.asyncio +async def test_count_tools_async(server: SyncServer, default_user): + """Test counting tools with various filters.""" + + # create multiple tools + def tool_a() -> str: + """Tool A. + + Returns: + String a + """ + return "a" + + def tool_b() -> str: + """Tool B. + + Returns: + String b + """ + return "b" + + def search_tool() -> str: + """Search tool. + + Returns: + Search result + """ + return "search" + + ta = PydanticTool( + name="tool_a", description="A", source_code=parse_source_code(tool_a), source_type="python", tool_type=ToolType.CUSTOM + ) + ta.json_schema = derive_openai_json_schema(source_code=ta.source_code, name=ta.name) + ta = await server.tool_manager.create_or_update_tool_async(ta, actor=default_user) + + tb = PydanticTool( + name="tool_b", description="B", source_code=parse_source_code(tool_b), source_type="python", tool_type=ToolType.CUSTOM + ) + tb.json_schema = derive_openai_json_schema(source_code=tb.source_code, name=tb.name) + tb = await server.tool_manager.create_or_update_tool_async(tb, actor=default_user) + + # upsert base tools to ensure we have Letta tools for counting + await server.tool_manager.upsert_base_tools_async(actor=default_user) + + # count all tools (should have 2 custom tools + letta tools) + count = await server.tool_manager.count_tools_async(actor=default_user) + assert count > 2 # at least our 2 custom tools + letta tools + + # count with tool_types filter + count = await server.tool_manager.count_tools_async(actor=default_user, tool_types=[ToolType.CUSTOM.value]) + assert count == 2 # only our custom tools + + # count with search filter + count = await server.tool_manager.count_tools_async(actor=default_user, search="tool") + # should at least find our 2 tools (tool_a, tool_b) + assert count >= 2 + + # count with names filter + count = await server.tool_manager.count_tools_async(actor=default_user, names=["tool_a", "tool_b"]) + assert count == 2 + + # count with return_only_letta_tools + count = await server.tool_manager.count_tools_async(actor=default_user, return_only_letta_tools=True) + assert count > 0 # should have letta tools + + # count with exclude_tool_types (exclude all letta tool types) + count = await server.tool_manager.count_tools_async( + actor=default_user, + exclude_tool_types=[ + ToolType.LETTA_CORE.value, + ToolType.LETTA_MEMORY_CORE.value, + ToolType.LETTA_MULTI_AGENT_CORE.value, + ToolType.LETTA_SLEEPTIME_CORE.value, + ToolType.LETTA_VOICE_SLEEPTIME_CORE.value, + ToolType.LETTA_BUILTIN.value, + ToolType.LETTA_FILES_CORE.value, + ], + ) + assert count == 2 # only our custom tools + + +@pytest.mark.asyncio +async def test_update_tool_by_id(server: SyncServer, print_tool, default_user): + updated_description = "updated_description" + return_char_limit = 10000 + + # Create a ToolUpdate object to modify the print_tool's description + tool_update = ToolUpdate(description=updated_description, return_char_limit=return_char_limit) + + # Update the tool using the manager method + await server.tool_manager.update_tool_by_id_async(print_tool.id, tool_update, actor=default_user) + + # Fetch the updated tool to verify the changes + updated_tool = await server.tool_manager.get_tool_by_id_async(print_tool.id, actor=default_user) + + # Assertions to check if the update was successful + assert updated_tool.description == updated_description + assert updated_tool.return_char_limit == return_char_limit + assert updated_tool.tool_type == ToolType.CUSTOM + + # Dangerous: we bypass safety to give it another tool type + await server.tool_manager.update_tool_by_id_async( + print_tool.id, tool_update, actor=default_user, updated_tool_type=ToolType.EXTERNAL_MCP + ) + updated_tool = await server.tool_manager.get_tool_by_id_async(print_tool.id, actor=default_user) + assert updated_tool.tool_type == ToolType.EXTERNAL_MCP + + +#@pytest.mark.asyncio +#async def test_update_tool_source_code_refreshes_schema_and_name(server: SyncServer, print_tool, default_user): +# def counter_tool(counter: int): +# """ +# Args: +# counter (int): The counter to count to. +# +# Returns: +# bool: If it successfully counted to the counter. +# """ +# for c in range(counter): +# print(c) +# +# return True +# +# # Test begins +# og_json_schema = print_tool.json_schema +# +# source_code = parse_source_code(counter_tool) +# +# # Create a ToolUpdate object to modify the tool's source_code +# tool_update = ToolUpdate(source_code=source_code) +# +# # Update the tool using the manager method +# await server.tool_manager.update_tool_by_id_async(print_tool.id, tool_update, actor=default_user) +# +# # Fetch the updated tool to verify the changes +# updated_tool = await server.tool_manager.get_tool_by_id_async(print_tool.id, actor=default_user) +# +# # Assertions to check if the update was successful, and json_schema is updated as well +# assert updated_tool.source_code == source_code +# assert updated_tool.json_schema != og_json_schema +# +# new_schema = derive_openai_json_schema(source_code=updated_tool.source_code) +# assert updated_tool.json_schema == new_schema +# assert updated_tool.tool_type == ToolType.CUSTOM + + +#@pytest.mark.asyncio +#async def test_update_tool_source_code_refreshes_schema_only(server: SyncServer, print_tool, default_user): +# def counter_tool(counter: int): +# """ +# Args: +# counter (int): The counter to count to. +# +# Returns: +# bool: If it successfully counted to the counter. +# """ +# for c in range(counter): +# print(c) +# +# return True +# +# # Test begins +# og_json_schema = print_tool.json_schema +# +# source_code = parse_source_code(counter_tool) +# name = "counter_tool" +# +# # Create a ToolUpdate object to modify the tool's source_code +# tool_update = ToolUpdate(source_code=source_code) +# +# # Update the tool using the manager method +# await server.tool_manager.update_tool_by_id_async(print_tool.id, tool_update, actor=default_user) +# +# # Fetch the updated tool to verify the changes +# updated_tool = await server.tool_manager.get_tool_by_id_async(print_tool.id, actor=default_user) +# +# # Assertions to check if the update was successful, and json_schema is updated as well +# assert updated_tool.source_code == source_code +# assert updated_tool.json_schema != og_json_schema +# +# new_schema = derive_openai_json_schema(source_code=updated_tool.source_code, name=updated_tool.name) +# assert updated_tool.json_schema == new_schema +# assert updated_tool.name == name +# assert updated_tool.tool_type == ToolType.CUSTOM + + +@pytest.mark.asyncio +async def test_update_tool_multi_user(server: SyncServer, print_tool, default_user, other_user): + updated_description = "updated_description" + + # Create a ToolUpdate object to modify the print_tool's description + tool_update = ToolUpdate(description=updated_description) + + # Update the print_tool using the manager method, but WITH THE OTHER USER'S ID! + await server.tool_manager.update_tool_by_id_async(print_tool.id, tool_update, actor=other_user) + + # Check that the created_by and last_updated_by fields are correct + # Fetch the updated print_tool to verify the changes + updated_tool = await server.tool_manager.get_tool_by_id_async(print_tool.id, actor=default_user) + + assert updated_tool.last_updated_by_id == other_user.id + assert updated_tool.created_by_id == default_user.id + + +@pytest.mark.asyncio +async def test_delete_tool_by_id(server: SyncServer, print_tool, default_user): + # Delete the print_tool using the manager method + await server.tool_manager.delete_tool_by_id_async(print_tool.id, actor=default_user) + + tools = await server.tool_manager.list_tools_async(actor=default_user, upsert_base_tools=False) + assert len(tools) == 0 + + +@pytest.mark.asyncio +async def test_upsert_base_tools(server: SyncServer, default_user): + tools = await server.tool_manager.upsert_base_tools_async(actor=default_user) + + # Calculate expected tools accounting for production filtering + if settings.environment == "PRODUCTION": + expected_tool_names = sorted(LETTA_TOOL_SET - set(LOCAL_ONLY_MULTI_AGENT_TOOLS)) + else: + expected_tool_names = sorted(LETTA_TOOL_SET) + + assert sorted([t.name for t in tools]) == expected_tool_names + + # Call it again to make sure it doesn't create duplicates + tools = await server.tool_manager.upsert_base_tools_async(actor=default_user) + assert sorted([t.name for t in tools]) == expected_tool_names + + # Confirm that the return tools have no source_code, but a json_schema + for t in tools: + if t.name in BASE_TOOLS: + assert t.tool_type == ToolType.LETTA_CORE + elif t.name in BASE_MEMORY_TOOLS: + assert t.tool_type == ToolType.LETTA_MEMORY_CORE + elif t.name in MULTI_AGENT_TOOLS: + assert t.tool_type == ToolType.LETTA_MULTI_AGENT_CORE + elif t.name in BASE_SLEEPTIME_TOOLS: + assert t.tool_type == ToolType.LETTA_SLEEPTIME_CORE + elif t.name in BASE_VOICE_SLEEPTIME_TOOLS: + assert t.tool_type == ToolType.LETTA_VOICE_SLEEPTIME_CORE + elif t.name in BASE_VOICE_SLEEPTIME_CHAT_TOOLS: + assert t.tool_type == ToolType.LETTA_VOICE_SLEEPTIME_CORE + elif t.name in BUILTIN_TOOLS: + assert t.tool_type == ToolType.LETTA_BUILTIN + elif t.name in FILES_TOOLS: + assert t.tool_type == ToolType.LETTA_FILES_CORE + else: + pytest.fail(f"The tool name is unrecognized as a base tool: {t.name}") + assert t.source_code is None + assert t.json_schema + + +@pytest.mark.parametrize( + "tool_type,expected_names", + [ + (ToolType.LETTA_CORE, BASE_TOOLS), + (ToolType.LETTA_MEMORY_CORE, BASE_MEMORY_TOOLS), + (ToolType.LETTA_MULTI_AGENT_CORE, MULTI_AGENT_TOOLS), + (ToolType.LETTA_SLEEPTIME_CORE, BASE_SLEEPTIME_TOOLS), + (ToolType.LETTA_VOICE_SLEEPTIME_CORE, sorted(set(BASE_VOICE_SLEEPTIME_TOOLS + BASE_VOICE_SLEEPTIME_CHAT_TOOLS) - {"send_message"})), + (ToolType.LETTA_BUILTIN, BUILTIN_TOOLS), + (ToolType.LETTA_FILES_CORE, FILES_TOOLS), + ], +) +async def test_upsert_filtered_base_tools(server: SyncServer, default_user, tool_type, expected_names): + tools = await server.tool_manager.upsert_base_tools_async(actor=default_user, allowed_types={tool_type}) + tool_names = sorted([t.name for t in tools]) + + # Adjust expected names for multi-agent tools in production + if tool_type == ToolType.LETTA_MULTI_AGENT_CORE and settings.environment == "PRODUCTION": + expected_sorted = sorted(set(expected_names) - set(LOCAL_ONLY_MULTI_AGENT_TOOLS)) + else: + expected_sorted = sorted(expected_names) + + assert tool_names == expected_sorted + assert all(t.tool_type == tool_type for t in tools) + + +async def test_upsert_multiple_tool_types(server: SyncServer, default_user): + allowed = {ToolType.LETTA_CORE, ToolType.LETTA_BUILTIN, ToolType.LETTA_FILES_CORE} + tools = await server.tool_manager.upsert_base_tools_async(actor=default_user, allowed_types=allowed) + tool_names = {t.name for t in tools} + expected = set(BASE_TOOLS + BUILTIN_TOOLS + FILES_TOOLS) + + assert tool_names == expected + assert all(t.tool_type in allowed for t in tools) + + +async def test_upsert_base_tools_with_empty_type_filter(server: SyncServer, default_user): + tools = await server.tool_manager.upsert_base_tools_async(actor=default_user, allowed_types=set()) + assert tools == [] + + +async def test_bulk_upsert_tools_async(server: SyncServer, default_user): + """Test bulk upserting multiple tools at once""" + # create multiple test tools + tools_data = [] + for i in range(5): + tool = PydanticTool( + name=f"bulk_test_tool_{i}", + description=f"Test tool {i} for bulk operations", + tags=["bulk", "test"], + source_code=f"def bulk_test_tool_{i}():\n '''Test tool {i} function'''\n return 'result_{i}'", + source_type="python", + ) + tools_data.append(tool) + + # initial bulk upsert - should create all tools + created_tools = await server.tool_manager.bulk_upsert_tools_async(tools_data, default_user) + assert len(created_tools) == 5 + assert all(t.name.startswith("bulk_test_tool_") for t in created_tools) + assert all(t.description for t in created_tools) + + # verify all tools were created + for i in range(5): + tool = await server.tool_manager.get_tool_by_name_async(f"bulk_test_tool_{i}", default_user) + assert tool is not None + assert tool.description == f"Test tool {i} for bulk operations" + + # modify some tools and upsert again - should update existing tools + tools_data[0].description = "Updated description for tool 0" + tools_data[2].tags = ["bulk", "test", "updated"] + + updated_tools = await server.tool_manager.bulk_upsert_tools_async(tools_data, default_user) + assert len(updated_tools) == 5 + + # verify updates were applied + tool_0 = await server.tool_manager.get_tool_by_name_async("bulk_test_tool_0", default_user) + assert tool_0.description == "Updated description for tool 0" + + tool_2 = await server.tool_manager.get_tool_by_name_async("bulk_test_tool_2", default_user) + assert "updated" in tool_2.tags + + # test with empty list + empty_result = await server.tool_manager.bulk_upsert_tools_async([], default_user) + assert empty_result == [] + + # test with tools missing descriptions (should auto-generate from json schema) + no_desc_tool = PydanticTool( + name="no_description_tool", + tags=["test"], + source_code="def no_description_tool():\n '''This is a docstring description'''\n return 'result'", + source_type="python", + ) + result = await server.tool_manager.bulk_upsert_tools_async([no_desc_tool], default_user) + assert len(result) == 1 + assert result[0].description is not None # should be auto-generated from docstring + + +async def test_bulk_upsert_tools_name_conflict(server: SyncServer, default_user): + """Test bulk upserting tools handles name+org_id unique constraint correctly""" + + # create a tool with a specific name + original_tool = PydanticTool( + name="unique_name_tool", + description="Original description", + tags=["original"], + source_code="def unique_name_tool():\n '''Original function'''\n return 'original'", + source_type="python", + ) + + # create it + created = await server.tool_manager.create_tool_async(original_tool, default_user) + original_id = created.id + + # now try to bulk upsert with same name but different id + conflicting_tool = PydanticTool( + name="unique_name_tool", # same name + description="Updated via bulk upsert", + tags=["updated", "bulk"], + source_code="def unique_name_tool():\n '''Updated function'''\n return 'updated'", + source_type="python", + ) + + # bulk upsert should update the existing tool based on name conflict + result = await server.tool_manager.bulk_upsert_tools_async([conflicting_tool], default_user) + assert len(result) == 1 + assert result[0].name == "unique_name_tool" + assert result[0].description == "Updated via bulk upsert" + assert "updated" in result[0].tags + assert "bulk" in result[0].tags + + # verify only one tool exists with this name + all_tools = await server.tool_manager.list_tools_async(actor=default_user) + tools_with_name = [t for t in all_tools if t.name == "unique_name_tool"] + assert len(tools_with_name) == 1 + + # the id should remain the same as the original + assert tools_with_name[0].id == original_id + + +async def test_bulk_upsert_tools_mixed_create_update(server: SyncServer, default_user): + """Test bulk upserting with mix of new tools and updates to existing ones""" + + # create some existing tools + existing_tools = [] + for i in range(3): + tool = PydanticTool( + name=f"existing_tool_{i}", + description=f"Existing tool {i}", + tags=["existing"], + source_code=f"def existing_tool_{i}():\n '''Existing {i}'''\n return 'existing_{i}'", + source_type="python", + ) + created = await server.tool_manager.create_tool_async(tool, default_user) + existing_tools.append(created) + + # prepare bulk upsert with mix of updates and new tools + bulk_tools = [] + + # update existing tool 0 by name + bulk_tools.append( + PydanticTool( + name="existing_tool_0", # matches by name + description="Updated existing tool 0", + tags=["existing", "updated"], + source_code="def existing_tool_0():\n '''Updated 0'''\n return 'updated_0'", + source_type="python", + ) + ) + + # update existing tool 1 by name (since bulk upsert matches by name, not id) + bulk_tools.append( + PydanticTool( + name="existing_tool_1", # matches by name + description="Updated existing tool 1", + tags=["existing", "updated"], + source_code="def existing_tool_1():\n '''Updated 1'''\n return 'updated_1'", + source_type="python", + ) + ) + + # add completely new tools + for i in range(3, 6): + bulk_tools.append( + PydanticTool( + name=f"new_tool_{i}", + description=f"New tool {i}", + tags=["new"], + source_code=f"def new_tool_{i}():\n '''New {i}'''\n return 'new_{i}'", + source_type="python", + ) + ) + + # perform bulk upsert + result = await server.tool_manager.bulk_upsert_tools_async(bulk_tools, default_user) + assert len(result) == 5 # 2 updates + 3 new + + # verify updates + tool_0 = await server.tool_manager.get_tool_by_name_async("existing_tool_0", default_user) + assert tool_0.description == "Updated existing tool 0" + assert "updated" in tool_0.tags + assert tool_0.id == existing_tools[0].id # id should remain same + + # verify tool 1 was updated + tool_1 = await server.tool_manager.get_tool_by_id_async(existing_tools[1].id, default_user) + assert tool_1.name == "existing_tool_1" # name stays same + assert tool_1.description == "Updated existing tool 1" + assert "updated" in tool_1.tags + + # verify new tools were created + for i in range(3, 6): + new_tool = await server.tool_manager.get_tool_by_name_async(f"new_tool_{i}", default_user) + assert new_tool is not None + assert new_tool.description == f"New tool {i}" + assert "new" in new_tool.tags + + # verify existing_tool_2 was not affected + tool_2 = await server.tool_manager.get_tool_by_id_async(existing_tools[2].id, default_user) + assert tool_2.name == "existing_tool_2" + assert tool_2.description == "Existing tool 2" + assert tool_2.tags == ["existing"] + + +@pytest.mark.asyncio +async def test_bulk_upsert_tools_override_existing_true(server: SyncServer, default_user): + """Test bulk_upsert_tools_async with override_existing_tools=True (default behavior)""" + + # create some existing tools + existing_tool = PydanticTool( + name="test_override_tool", + description="Original description", + tags=["original"], + source_code="def test_override_tool():\n '''Original'''\n return 'original'", + source_type="python", + ) + created = await server.tool_manager.create_tool_async(existing_tool, default_user) + original_id = created.id + + # prepare updated version of the tool + updated_tool = PydanticTool( + name="test_override_tool", + description="Updated description", + tags=["updated"], + source_code="def test_override_tool():\n '''Updated'''\n return 'updated'", + source_type="python", + ) + + # bulk upsert with override_existing_tools=True (default) + result = await server.tool_manager.bulk_upsert_tools_async([updated_tool], default_user, override_existing_tools=True) + + assert len(result) == 1 + assert result[0].id == original_id # id should remain the same + assert result[0].description == "Updated description" # description should be updated + assert result[0].tags == ["updated"] # tags should be updated + + # verify the tool was actually updated in the database + fetched = await server.tool_manager.get_tool_by_id_async(original_id, default_user) + assert fetched.description == "Updated description" + assert fetched.tags == ["updated"] + + +@pytest.mark.asyncio +async def test_bulk_upsert_tools_override_existing_false(server: SyncServer, default_user): + """Test bulk_upsert_tools_async with override_existing_tools=False (skip existing)""" + + # create some existing tools + existing_tool = PydanticTool( + name="test_no_override_tool", + description="Original description", + tags=["original"], + source_code="def test_no_override_tool():\n '''Original'''\n return 'original'", + source_type="python", + ) + created = await server.tool_manager.create_tool_async(existing_tool, default_user) + original_id = created.id + + # prepare updated version of the tool + updated_tool = PydanticTool( + name="test_no_override_tool", + description="Should not be updated", + tags=["should_not_update"], + source_code="def test_no_override_tool():\n '''Should not update'''\n return 'should_not_update'", + source_type="python", + ) + + # bulk upsert with override_existing_tools=False + result = await server.tool_manager.bulk_upsert_tools_async([updated_tool], default_user, override_existing_tools=False) + + assert len(result) == 1 + assert result[0].id == original_id # id should remain the same + assert result[0].description == "Original description" # description should NOT be updated + assert result[0].tags == ["original"] # tags should NOT be updated + + # verify the tool was NOT updated in the database + fetched = await server.tool_manager.get_tool_by_id_async(original_id, default_user) + assert fetched.description == "Original description" + assert fetched.tags == ["original"] + + +@pytest.mark.asyncio +async def test_bulk_upsert_tools_override_mixed_scenario(server: SyncServer, default_user): + """Test bulk_upsert_tools_async with override_existing_tools=False in mixed create/update scenario""" + + # create some existing tools + existing_tools = [] + for i in range(2): + tool = PydanticTool( + name=f"mixed_existing_{i}", + description=f"Original {i}", + tags=["original"], + source_code=f"def mixed_existing_{i}():\n '''Original {i}'''\n return 'original_{i}'", + source_type="python", + ) + created = await server.tool_manager.create_tool_async(tool, default_user) + existing_tools.append(created) + + # prepare bulk tools: 2 updates (that should be skipped) + 3 new creations + bulk_tools = [] + + # these should be skipped when override_existing_tools=False + for i in range(2): + bulk_tools.append( + PydanticTool( + name=f"mixed_existing_{i}", + description=f"Should not update {i}", + tags=["should_not_update"], + source_code=f"def mixed_existing_{i}():\n '''Should not update {i}'''\n return 'should_not_update_{i}'", + source_type="python", + ) + ) + + # these should be created + for i in range(3): + bulk_tools.append( + PydanticTool( + name=f"mixed_new_{i}", + description=f"New tool {i}", + tags=["new"], + source_code=f"def mixed_new_{i}():\n '''New {i}'''\n return 'new_{i}'", + source_type="python", + ) + ) + + # bulk upsert with override_existing_tools=False + result = await server.tool_manager.bulk_upsert_tools_async(bulk_tools, default_user, override_existing_tools=False) + + assert len(result) == 5 # 2 existing (not updated) + 3 new + + # verify existing tools were NOT updated + for i in range(2): + tool = await server.tool_manager.get_tool_by_name_async(f"mixed_existing_{i}", default_user) + assert tool.description == f"Original {i}" # should remain original + assert tool.tags == ["original"] # should remain original + assert tool.id == existing_tools[i].id # id should remain same + + # verify new tools were created + for i in range(3): + new_tool = await server.tool_manager.get_tool_by_name_async(f"mixed_new_{i}", default_user) + assert new_tool is not None + assert new_tool.description == f"New tool {i}" + assert new_tool.tags == ["new"] + + +@pytest.mark.asyncio +async def test_create_tool_with_pip_requirements(server: SyncServer, default_user, default_organization): + def test_tool_with_deps(): + """ + A test tool with pip dependencies. + + Returns: + str: Hello message. + """ + return "hello" + + # Create pip requirements + pip_reqs = [ + PipRequirement(name="requests", version="2.28.0"), + PipRequirement(name="numpy"), # No version specified + ] + + # Set up tool details + source_code = parse_source_code(test_tool_with_deps) + source_type = "python" + description = "A test tool with pip dependencies" + tags = ["test"] + metadata = {"test": "pip_requirements"} + + tool = PydanticTool( + description=description, tags=tags, source_code=source_code, source_type=source_type, metadata_=metadata, pip_requirements=pip_reqs + ) + derived_json_schema = derive_openai_json_schema(source_code=tool.source_code, name=tool.name) + derived_name = derived_json_schema["name"] + tool.json_schema = derived_json_schema + tool.name = derived_name + + created_tool = await server.tool_manager.create_or_update_tool_async(tool, actor=default_user) + + # Assertions + assert created_tool.pip_requirements is not None + assert len(created_tool.pip_requirements) == 2 + assert created_tool.pip_requirements[0].name == "requests" + assert created_tool.pip_requirements[0].version == "2.28.0" + assert created_tool.pip_requirements[1].name == "numpy" + assert created_tool.pip_requirements[1].version is None + + +async def test_create_tool_without_pip_requirements(server: SyncServer, print_tool): + # Verify that tools without pip_requirements have the field as None + assert print_tool.pip_requirements is None + + +async def test_update_tool_pip_requirements(server: SyncServer, print_tool, default_user): + # Add pip requirements to existing tool + pip_reqs = [ + PipRequirement(name="pandas", version="1.5.0"), + PipRequirement(name="sumy"), + ] + + tool_update = ToolUpdate(pip_requirements=pip_reqs) + await server.tool_manager.update_tool_by_id_async(print_tool.id, tool_update, actor=default_user) + + # Fetch the updated tool + updated_tool = await server.tool_manager.get_tool_by_id_async(print_tool.id, actor=default_user) + + # Assertions + assert updated_tool.pip_requirements is not None + assert len(updated_tool.pip_requirements) == 2 + assert updated_tool.pip_requirements[0].name == "pandas" + assert updated_tool.pip_requirements[0].version == "1.5.0" + assert updated_tool.pip_requirements[1].name == "sumy" + assert updated_tool.pip_requirements[1].version is None + + +async def test_update_tool_clear_pip_requirements(server: SyncServer, default_user, default_organization): + def test_tool_clear_deps(): + """ + A test tool to clear dependencies. + + Returns: + str: Hello message. + """ + return "hello" + + # Create a tool with pip requirements + pip_reqs = [PipRequirement(name="requests")] + + # Set up tool details + source_code = parse_source_code(test_tool_clear_deps) + source_type = "python" + description = "A test tool to clear dependencies" + tags = ["test"] + metadata = {"test": "clear_deps"} + + tool = PydanticTool( + description=description, tags=tags, source_code=source_code, source_type=source_type, metadata_=metadata, pip_requirements=pip_reqs + ) + derived_json_schema = derive_openai_json_schema(source_code=tool.source_code, name=tool.name) + derived_name = derived_json_schema["name"] + tool.json_schema = derived_json_schema + tool.name = derived_name + + created_tool = await server.tool_manager.create_or_update_tool_async(tool, actor=default_user) + + # Verify it has requirements + assert created_tool.pip_requirements is not None + assert len(created_tool.pip_requirements) == 1 + + # Clear the requirements + tool_update = ToolUpdate(pip_requirements=[]) + await server.tool_manager.update_tool_by_id_async(created_tool.id, tool_update, actor=default_user) + + # Fetch the updated tool + updated_tool = await server.tool_manager.get_tool_by_id_async(created_tool.id, actor=default_user) + + # Assertions + assert updated_tool.pip_requirements == [] + + +async def test_pip_requirements_roundtrip(server: SyncServer, default_user, default_organization): + def roundtrip_test_tool(): + """ + Test pip requirements roundtrip. + + Returns: + str: Test message. + """ + return "test" + + # Create pip requirements with various version formats + pip_reqs = [ + PipRequirement(name="requests", version="2.28.0"), + PipRequirement(name="flask", version="2.0"), + PipRequirement(name="django", version="4.1.0-beta"), + PipRequirement(name="numpy"), # No version + ] + + # Set up tool details + source_code = parse_source_code(roundtrip_test_tool) + source_type = "python" + description = "Test pip requirements roundtrip" + tags = ["test"] + metadata = {"test": "roundtrip"} + + tool = PydanticTool( + description=description, tags=tags, source_code=source_code, source_type=source_type, metadata_=metadata, pip_requirements=pip_reqs + ) + derived_json_schema = derive_openai_json_schema(source_code=tool.source_code, name=tool.name) + derived_name = derived_json_schema["name"] + tool.json_schema = derived_json_schema + tool.name = derived_name + + created_tool = await server.tool_manager.create_or_update_tool_async(tool, actor=default_user) + + # Fetch by ID + fetched_tool = await server.tool_manager.get_tool_by_id_async(created_tool.id, actor=default_user) + + # Verify all requirements match exactly + assert fetched_tool.pip_requirements is not None + assert len(fetched_tool.pip_requirements) == 4 + + # Check each requirement + reqs_dict = {req.name: req.version for req in fetched_tool.pip_requirements} + assert reqs_dict["requests"] == "2.28.0" + assert reqs_dict["flask"] == "2.0" + assert reqs_dict["django"] == "4.1.0-beta" + assert reqs_dict["numpy"] is None + + +async def test_update_default_requires_approval(server: SyncServer, bash_tool, default_user): + # Update field + tool_update = ToolUpdate(default_requires_approval=False) + await server.tool_manager.update_tool_by_id_async(bash_tool.id, tool_update, actor=default_user) + + # Fetch the updated tool + updated_tool = await server.tool_manager.get_tool_by_id_async(bash_tool.id, actor=default_user) + + # Assertions + assert updated_tool.default_requires_approval == False + + # Revert update + tool_update = ToolUpdate(default_requires_approval=True) + await server.tool_manager.update_tool_by_id_async(bash_tool.id, tool_update, actor=default_user) + + # Fetch the updated tool + updated_tool = await server.tool_manager.get_tool_by_id_async(bash_tool.id, actor=default_user) + + # Assertions + assert updated_tool.default_requires_approval == True diff --git a/tests/managers/test_user_manager.py b/tests/managers/test_user_manager.py new file mode 100644 index 00000000..eac55f19 --- /dev/null +++ b/tests/managers/test_user_manager.py @@ -0,0 +1,189 @@ +import logging +import os +import random +import re +import string +import time +import uuid +from datetime import datetime, timedelta, timezone +from typing import List +from unittest.mock import AsyncMock, Mock, patch + +import pytest +from _pytest.python_api import approx +from anthropic.types.beta import BetaMessage +from anthropic.types.beta.messages import BetaMessageBatchIndividualResponse, BetaMessageBatchSucceededResult + +# Import shared fixtures and constants from conftest +from conftest import ( + CREATE_DELAY_SQLITE, + DEFAULT_EMBEDDING_CONFIG, + USING_SQLITE, +) +from openai.types.chat.chat_completion_message_tool_call import ChatCompletionMessageToolCall as OpenAIToolCall, Function as OpenAIFunction +from sqlalchemy import func, select +from sqlalchemy.exc import IntegrityError, InvalidRequestError +from sqlalchemy.orm.exc import StaleDataError + +from letta.config import LettaConfig +from letta.constants import ( + BASE_MEMORY_TOOLS, + BASE_SLEEPTIME_TOOLS, + BASE_TOOLS, + BASE_VOICE_SLEEPTIME_CHAT_TOOLS, + BASE_VOICE_SLEEPTIME_TOOLS, + BUILTIN_TOOLS, + DEFAULT_ORG_ID, + DEFAULT_ORG_NAME, + FILES_TOOLS, + LETTA_TOOL_EXECUTION_DIR, + LETTA_TOOL_SET, + LOCAL_ONLY_MULTI_AGENT_TOOLS, + MCP_TOOL_TAG_NAME_PREFIX, + MULTI_AGENT_TOOLS, +) +from letta.data_sources.redis_client import NoopAsyncRedisClient, get_redis_client +from letta.errors import LettaAgentNotFoundError +from letta.functions.functions import derive_openai_json_schema, parse_source_code +from letta.functions.mcp_client.types import MCPTool +from letta.helpers import ToolRulesSolver +from letta.helpers.datetime_helpers import AsyncTimer +from letta.jobs.types import ItemUpdateInfo, RequestStatusUpdateInfo, StepStatusUpdateInfo +from letta.orm import Base, Block +from letta.orm.block_history import BlockHistory +from letta.orm.errors import NoResultFound, UniqueConstraintViolationError +from letta.orm.file import FileContent as FileContentModel, FileMetadata as FileMetadataModel +from letta.schemas.agent import CreateAgent, UpdateAgent +from letta.schemas.block import Block as PydanticBlock, BlockUpdate, CreateBlock +from letta.schemas.embedding_config import EmbeddingConfig +from letta.schemas.enums import ( + ActorType, + AgentStepStatus, + FileProcessingStatus, + JobStatus, + JobType, + MessageRole, + ProviderType, + SandboxType, + StepStatus, + TagMatchMode, + ToolType, + VectorDBProvider, +) +from letta.schemas.environment_variables import SandboxEnvironmentVariableCreate, SandboxEnvironmentVariableUpdate +from letta.schemas.file import FileMetadata, FileMetadata as PydanticFileMetadata +from letta.schemas.identity import IdentityCreate, IdentityProperty, IdentityPropertyType, IdentityType, IdentityUpdate, IdentityUpsert +from letta.schemas.job import BatchJob, Job, Job as PydanticJob, JobUpdate, LettaRequestConfig +from letta.schemas.letta_message import UpdateAssistantMessage, UpdateReasoningMessage, UpdateSystemMessage, UpdateUserMessage +from letta.schemas.letta_message_content import TextContent +from letta.schemas.letta_stop_reason import LettaStopReason, StopReasonType +from letta.schemas.llm_batch_job import AgentStepState, LLMBatchItem +from letta.schemas.llm_config import LLMConfig +from letta.schemas.message import Message as PydanticMessage, MessageCreate, MessageUpdate +from letta.schemas.openai.chat_completion_response import UsageStatistics +from letta.schemas.organization import Organization, Organization as PydanticOrganization, OrganizationUpdate +from letta.schemas.passage import Passage as PydanticPassage +from letta.schemas.pip_requirement import PipRequirement +from letta.schemas.run import Run as PydanticRun +from letta.schemas.sandbox_config import E2BSandboxConfig, LocalSandboxConfig, SandboxConfigCreate, SandboxConfigUpdate +from letta.schemas.source import Source as PydanticSource, SourceUpdate +from letta.schemas.tool import Tool as PydanticTool, ToolCreate, ToolUpdate +from letta.schemas.tool_rule import InitToolRule +from letta.schemas.user import User as PydanticUser, UserUpdate +from letta.server.db import db_registry +from letta.server.server import SyncServer +from letta.services.block_manager import BlockManager +from letta.services.helpers.agent_manager_helper import calculate_base_tools, calculate_multi_agent_tools, validate_agent_exists_async +from letta.services.step_manager import FeedbackType +from letta.settings import settings, tool_settings +from letta.utils import calculate_file_defaults_based_on_context_window +from tests.helpers.utils import comprehensive_agent_checks, validate_context_window_overview +from tests.utils import random_string + + +# ====================================================================================================================== +# User Manager Tests +# ====================================================================================================================== +@pytest.mark.asyncio +async def test_list_users(server: SyncServer): + # Create default organization + org = await server.organization_manager.create_default_organization_async() + + user_name = "user" + user = await server.user_manager.create_actor_async(PydanticUser(name=user_name, organization_id=org.id)) + + users = await server.user_manager.list_actors_async() + assert len(users) == 1 + assert users[0].name == user_name + + # Delete it after + await server.user_manager.delete_actor_by_id_async(user.id) + assert len(await server.user_manager.list_actors_async()) == 0 + + +@pytest.mark.asyncio +async def test_create_default_user(server: SyncServer): + org = await server.organization_manager.create_default_organization_async() + await server.user_manager.create_default_actor_async(org_id=org.id) + retrieved = await server.user_manager.get_default_actor_async() + assert retrieved.name == server.user_manager.DEFAULT_USER_NAME + + +@pytest.mark.asyncio +async def test_update_user(server: SyncServer): + # Create default organization + default_org = await server.organization_manager.create_default_organization_async() + test_org = await server.organization_manager.create_organization_async(PydanticOrganization(name="test_org")) + + user_name_a = "a" + user_name_b = "b" + + # Assert it's been created + user = await server.user_manager.create_actor_async(PydanticUser(name=user_name_a, organization_id=default_org.id)) + assert user.name == user_name_a + + # Adjust name + user = await server.user_manager.update_actor_async(UserUpdate(id=user.id, name=user_name_b)) + assert user.name == user_name_b + assert user.organization_id == DEFAULT_ORG_ID + + # Adjust org id + user = await server.user_manager.update_actor_async(UserUpdate(id=user.id, organization_id=test_org.id)) + assert user.name == user_name_b + assert user.organization_id == test_org.id + + +async def test_user_caching(server: SyncServer, default_user, performance_pct=0.4): + if isinstance(await get_redis_client(), NoopAsyncRedisClient): + pytest.skip("redis not available") + # Invalidate previous cache behavior. + await server.user_manager._invalidate_actor_cache(default_user.id) + before_stats = server.user_manager.get_actor_by_id_async.cache_stats + before_cache_misses = before_stats.misses + before_cache_hits = before_stats.hits + + # First call (expected to miss the cache) + async with AsyncTimer() as timer: + actor = await server.user_manager.get_actor_by_id_async(default_user.id) + duration_first = timer.elapsed_ns + print(f"Call 1: {duration_first:.2e}ns") + assert actor.id == default_user.id + assert duration_first > 0 # Sanity check: took non-zero time + cached_hits = 10 + durations = [] + for i in range(cached_hits): + async with AsyncTimer() as timer: + actor_cached = await server.user_manager.get_actor_by_id_async(default_user.id) + duration = timer.elapsed_ns + durations.append(duration) + print(f"Call {i + 2}: {duration:.2e}ns") + assert actor_cached == actor + for d in durations: + assert d < duration_first * performance_pct + stats = server.user_manager.get_actor_by_id_async.cache_stats + + print(f"Before calls: {before_stats}") + print(f"After calls: {stats}") + # Assert cache stats + assert stats.misses - before_cache_misses == 1 + assert stats.hits - before_cache_hits == cached_hits diff --git a/tests/test_managers.py b/tests/test_managers.py index 9c66d709..9ebd44b9 100644 --- a/tests/test_managers.py +++ b/tests/test_managers.py @@ -137,21 +137,21 @@ async def _clear_tables(async_session): @pytest.fixture async def default_organization(server: SyncServer): """Fixture to create and return the default organization.""" - org = server.organization_manager.create_default_organization() + org = await server.organization_manager.create_default_organization_async() yield org @pytest.fixture async def other_organization(server: SyncServer): """Fixture to create and return the default organization.""" - org = server.organization_manager.create_organization(pydantic_org=Organization(name="letta")) + org = await server.organization_manager.create_organization_async(pydantic_org=Organization(name="letta")) yield org @pytest.fixture -def default_user(server: SyncServer, default_organization): +async def default_user(server: SyncServer, default_organization): """Fixture to create and return the default user within the default organization.""" - user = server.user_manager.create_default_user(org_id=default_organization.id) + user = await server.user_manager.create_default_actor_async(org_id=default_organization.id) yield user @@ -169,8 +169,16 @@ async def other_user_different_org(server: SyncServer, other_organization): yield user +@pytest.fixture +async def other_user_different_org(server: SyncServer, other_organization): + """Fixture to create and return the default user within the default organization.""" + user = await server.user_manager.create_actor_async(PydanticUser(name="other", organization_id=other_organization.id)) + yield user + + @pytest.fixture async def default_source(server: SyncServer, default_user): + """Fixture to create and return the default source.""" source_pydantic = PydanticSource( name="Test Source", description="This is a test source.", @@ -183,18 +191,20 @@ async def default_source(server: SyncServer, default_user): @pytest.fixture async def other_source(server: SyncServer, default_user): + """Fixture to create and return another source.""" source_pydantic = PydanticSource( name="Another Test Source", description="This is yet another test source.", metadata={"type": "another_test"}, embedding_config=DEFAULT_EMBEDDING_CONFIG, ) - source = await server.source_manager.create_source(source=source_pydantic, actor=default_user) + source = await server.source_manager.create_source_async(source=source_pydantic, actor=default_user) yield source @pytest.fixture async def default_file(server: SyncServer, default_source, default_user, default_organization): + """Fixture to create and return the default file.""" file = await server.file_manager.create_file( PydanticFileMetadata(file_name="test_file", organization_id=default_organization.id, source_id=default_source.id), actor=default_user, @@ -204,6 +214,7 @@ async def default_file(server: SyncServer, default_source, default_user, default @pytest.fixture async def print_tool(server: SyncServer, default_user, default_organization): + """Fixture to create and return a tool with default settings and clean up after the test.""" """Fixture to create a tool with default settings and clean up after the test.""" def print_tool(message: str): @@ -239,7 +250,7 @@ async def print_tool(server: SyncServer, default_user, default_organization): @pytest.fixture async def bash_tool(server: SyncServer, default_user, default_organization): - """Fixture to create a bash tool with requires_approval and clean up after the test.""" + """Fixture to create and return a bash tool with requires_approval and clean up after the test.""" def bash_tool(operation: str): """ @@ -273,13 +284,6 @@ async def bash_tool(server: SyncServer, default_user, default_organization): yield tool -@pytest.fixture -def composio_github_star_tool(server, default_user): - tool_create = ToolCreate.from_composio(action_name="GITHUB_STAR_A_REPOSITORY_FOR_THE_AUTHENTICATED_USER") - tool = server.tool_manager.create_or_update_composio_tool(tool_create=tool_create, actor=default_user) - yield tool - - @pytest.fixture def mcp_tool(server, default_user): mcp_tool = MCPTool( @@ -330,14 +334,14 @@ async def default_run(server: SyncServer, default_user): @pytest.fixture -def agent_passage_fixture(server: SyncServer, default_user, sarah_agent): +async def agent_passage_fixture(server: SyncServer, default_user, sarah_agent): """Fixture to create an agent passage.""" # Get or create default archive for the agent - archive = server.archive_manager.get_or_create_default_archive_for_agent( + archive = await server.archive_manager.get_or_create_default_archive_for_agent( agent_id=sarah_agent.id, agent_name=sarah_agent.name, actor=default_user ) - passage = server.passage_manager.create_agent_passage( + passage = await server.passage_manager.create_agent_passage( PydanticPassage( text="Hello, I am an agent passage", archive_id=archive.id, @@ -352,9 +356,9 @@ def agent_passage_fixture(server: SyncServer, default_user, sarah_agent): @pytest.fixture -def source_passage_fixture(server: SyncServer, default_user, default_file, default_source): +async def source_passage_fixture(server: SyncServer, default_user, default_file, default_source): """Fixture to create a source passage.""" - passage = server.passage_manager.create_source_passage( + passage = await server.passage_manager.create_source_passage( PydanticPassage( text="Hello, I am a source passage", source_id=default_source.id, @@ -371,17 +375,17 @@ def source_passage_fixture(server: SyncServer, default_user, default_file, defau @pytest.fixture -def create_test_passages(server: SyncServer, default_file, default_user, sarah_agent, default_source): +async def create_test_passages(server: SyncServer, default_file, default_user, sarah_agent, default_source): """Helper function to create test passages for all tests.""" # Get or create default archive for the agent - archive = server.archive_manager.get_or_create_default_archive_for_agent( + archive = await server.archive_manager.get_or_create_default_archive_for_agent( agent_id=sarah_agent.id, agent_name=sarah_agent.name, actor=default_user ) # Create agent passages passages = [] for i in range(5): - passage = server.passage_manager.create_agent_passage( + passage = await server.passage_manager.create_agent_passage( PydanticPassage( text=f"Agent passage {i}", archive_id=archive.id, @@ -398,7 +402,7 @@ def create_test_passages(server: SyncServer, default_file, default_user, sarah_a # Create source passages for i in range(5): - passage = server.passage_manager.create_source_passage( + passage = await server.passage_manager.create_source_passage( PydanticPassage( text=f"Source passage {i}", source_id=default_source.id, @@ -419,7 +423,7 @@ def create_test_passages(server: SyncServer, default_file, default_user, sarah_a @pytest.fixture -def hello_world_message_fixture(server: SyncServer, default_user, sarah_agent): +async def hello_world_message_fixture(server: SyncServer, default_user, sarah_agent): """Fixture to create a tool with default settings and clean up after the test.""" # Set up message message = PydanticMessage( @@ -428,34 +432,34 @@ def hello_world_message_fixture(server: SyncServer, default_user, sarah_agent): content=[TextContent(text="Hello, world!")], ) - msg = server.message_manager.create_message(message, actor=default_user) + msg = await server.message_manager.create_message(message, actor=default_user) yield msg @pytest.fixture -def sandbox_config_fixture(server: SyncServer, default_user): +async def sandbox_config_fixture(server: SyncServer, default_user): sandbox_config_create = SandboxConfigCreate( config=E2BSandboxConfig(), ) - created_config = server.sandbox_config_manager.create_or_update_sandbox_config(sandbox_config_create, actor=default_user) + created_config = await server.sandbox_config_manager.create_or_update_sandbox_config_async(sandbox_config_create, actor=default_user) yield created_config @pytest.fixture -def sandbox_env_var_fixture(server: SyncServer, sandbox_config_fixture, default_user): +async def sandbox_env_var_fixture(server: SyncServer, sandbox_config_fixture, default_user): env_var_create = SandboxEnvironmentVariableCreate( key="SAMPLE_VAR", value="sample_value", description="A sample environment variable for testing.", ) - created_env_var = server.sandbox_config_manager.create_sandbox_env_var( + created_env_var = await server.sandbox_config_manager.create_sandbox_env_var_async( env_var_create, sandbox_config_id=sandbox_config_fixture.id, actor=default_user ) yield created_env_var @pytest.fixture -def default_block(server: SyncServer, default_user): +async def default_block(server: SyncServer, default_user): """Fixture to create and return a default block.""" block_manager = BlockManager() block_data = PydanticBlock( @@ -465,12 +469,12 @@ def default_block(server: SyncServer, default_user): limit=1000, metadata={"type": "test"}, ) - block = block_manager.create_or_update_block(block_data, actor=default_user) + block = await block_manager.create_or_update_block_async(block_data, actor=default_user) yield block @pytest.fixture -def other_block(server: SyncServer, default_user): +async def other_block(server: SyncServer, default_user): """Fixture to create and return another block.""" block_manager = BlockManager() block_data = PydanticBlock( @@ -480,12 +484,14 @@ def other_block(server: SyncServer, default_user): limit=500, metadata={"type": "test"}, ) - block = block_manager.create_or_update_block(block_data, actor=default_user) + block = await block_manager.create_or_update_block_async(block_data, actor=default_user) yield block @pytest.fixture async def other_tool(server: SyncServer, default_user, default_organization): + """Fixture to create and return another tool.""" + def print_other_tool(message: str): """ Args: @@ -787,7 +793,7 @@ async def test_create_get_list_agent(server: SyncServer, comprehensive_test_agen comprehensive_agent_checks(list_agents[0], create_agent_request, actor=default_user) # Test deleting the agent - server.agent_manager.delete_agent(get_agent.id, default_user) + await server.agent_manager.delete_agent(get_agent.id, default_user) list_agents = await server.agent_manager.list_agents_async(actor=default_user) assert len(list_agents) == 0 @@ -884,7 +890,8 @@ async def test_create_agent_base_tool_rules_non_excluded_providers(server: SyncS assert len(created_agent.tool_rules) > 0 -def test_calculate_multi_agent_tools(set_letta_environment): +@pytest.mark.asyncio +async def test_calculate_multi_agent_tools(set_letta_environment): """Test that calculate_multi_agent_tools excludes local-only tools in production.""" result = calculate_multi_agent_tools() @@ -1013,8 +1020,8 @@ async def test_create_agent_with_default_source(server: SyncServer, default_user assert len(attached_sources_no_source) == 0 # Clean up - server.agent_manager.delete_agent(created_agent.id, default_user) - server.agent_manager.delete_agent(created_agent_no_source.id, default_user) + await server.agent_manager.delete_agent(created_agent.id, default_user) + await server.agent_manager.delete_agent(created_agent_no_source.id, default_user) @pytest.fixture(params=[None, "PRODUCTION"]) @@ -1049,7 +1056,7 @@ async def test_get_context_window_basic( validate_context_window_overview(created_agent, context_window_overview, assoc) # Test deleting the agent - server.agent_manager.delete_agent(created_agent.id, default_user) + await server.agent_manager.delete_agent(created_agent.id, default_user) list_agents = await server.agent_manager.list_agents_async(actor=default_user) assert len(list_agents) == 0 @@ -1134,7 +1141,7 @@ async def test_create_agent_with_json_in_system_message(server: SyncServer, defa system_message = await server.message_manager.get_message_by_id_async(message_id=system_message_id, actor=default_user) assert system_prompt in system_message.content[0].text assert default_block.value in system_message.content[0].text - server.agent_manager.delete_agent(agent_id=agent_state.id, actor=default_user) + await server.agent_manager.delete_agent(agent_id=agent_state.id, actor=default_user) async def test_update_agent(server: SyncServer, comprehensive_test_agent_fixture, other_tool, other_source, other_block, default_user): @@ -1185,7 +1192,7 @@ async def test_agent_file_defaults_based_on_context_window(server: SyncServer, d assert ( agent_state.per_file_view_window_char_limit == calculate_file_defaults_based_on_context_window(llm_config_small.context_window)[1] ) - server.agent_manager.delete_agent(agent_id=agent_state.id, actor=default_user) + await server.agent_manager.delete_agent(agent_id=agent_state.id, actor=default_user) # test with medium context window model (32k) llm_config_medium = LLMConfig.default_config("gpt-4o-mini") @@ -1205,7 +1212,7 @@ async def test_agent_file_defaults_based_on_context_window(server: SyncServer, d assert ( agent_state.per_file_view_window_char_limit == calculate_file_defaults_based_on_context_window(llm_config_medium.context_window)[1] ) - server.agent_manager.delete_agent(agent_id=agent_state.id, actor=default_user) + await server.agent_manager.delete_agent(agent_id=agent_state.id, actor=default_user) # test with large context window model (128k) llm_config_large = LLMConfig.default_config("gpt-4o-mini") @@ -1225,7 +1232,7 @@ async def test_agent_file_defaults_based_on_context_window(server: SyncServer, d assert ( agent_state.per_file_view_window_char_limit == calculate_file_defaults_based_on_context_window(llm_config_large.context_window)[1] ) - server.agent_manager.delete_agent(agent_id=agent_state.id, actor=default_user) + await server.agent_manager.delete_agent(agent_id=agent_state.id, actor=default_user) @pytest.mark.asyncio @@ -1250,7 +1257,7 @@ async def test_agent_file_defaults_explicit_values(server: SyncServer, default_u # verify explicit values are used instead of defaults assert agent_state.max_files_open == 20 assert agent_state.per_file_view_window_char_limit == 500_000 - server.agent_manager.delete_agent(agent_id=agent_state.id, actor=default_user) + await server.agent_manager.delete_agent(agent_id=agent_state.id, actor=default_user) @pytest.mark.asyncio @@ -2421,7 +2428,7 @@ async def test_reset_messages_with_existing_messages(server: SyncServer, sarah_a deletes them from the database and clears message_ids. """ # 1. Create multiple messages for the agent - msg1 = server.message_manager.create_message( + msg1 = await server.message_manager.create_message( PydanticMessage( agent_id=sarah_agent.id, role="user", @@ -2429,7 +2436,7 @@ async def test_reset_messages_with_existing_messages(server: SyncServer, sarah_a ), actor=default_user, ) - msg2 = server.message_manager.create_message( + msg2 = await server.message_manager.create_message( PydanticMessage( agent_id=sarah_agent.id, role="assistant", @@ -2463,7 +2470,7 @@ async def test_reset_messages_idempotency(server: SyncServer, sarah_agent, defau await server.message_manager.delete_messages_by_ids_async(message_ids=sarah_agent.message_ids[1:], actor=default_user) # Create a single message - server.message_manager.create_message( + await server.message_manager.create_message( PydanticMessage( agent_id=sarah_agent.id, role="user", @@ -2492,7 +2499,7 @@ async def test_reset_messages_preserves_system_message_id(server: SyncServer, sa original_system_message_id = original_agent.message_ids[0] # Add some user messages - server.message_manager.create_message( + await server.message_manager.create_message( PydanticMessage( agent_id=sarah_agent.id, role="user", @@ -2525,7 +2532,7 @@ async def test_reset_messages_preserves_system_message_content(server: SyncServe ) # Add some messages and reset - server.message_manager.create_message( + await server.message_manager.create_message( PydanticMessage( agent_id=sarah_agent.id, role="user", @@ -2623,7 +2630,7 @@ async def test_modify_letta_message(server: SyncServer, sarah_agent, default_use async def test_attach_block(server: SyncServer, sarah_agent, default_block, default_user): """Test attaching a block to an agent.""" # Attach block - server.agent_manager.attach_block(agent_id=sarah_agent.id, block_id=default_block.id, actor=default_user) + await server.agent_manager.attach_block(agent_id=sarah_agent.id, block_id=default_block.id, actor=default_user) # Verify attachment agent = await server.agent_manager.get_agent_by_id_async(sarah_agent.id, actor=default_user) @@ -2633,53 +2640,55 @@ async def test_attach_block(server: SyncServer, sarah_agent, default_block, defa # Test should work with both SQLite and PostgreSQL -def test_attach_block_duplicate_label(server: SyncServer, sarah_agent, default_block, other_block, default_user): +@pytest.mark.asyncio +async def test_attach_block_duplicate_label(server: SyncServer, sarah_agent, default_block, other_block, default_user): """Test attempting to attach a block with a duplicate label.""" # Set up both blocks with same label - server.block_manager.update_block(default_block.id, BlockUpdate(label="same_label"), actor=default_user) - server.block_manager.update_block(other_block.id, BlockUpdate(label="same_label"), actor=default_user) + await server.block_manager.update_block(default_block.id, BlockUpdate(label="same_label"), actor=default_user) + await server.block_manager.update_block(other_block.id, BlockUpdate(label="same_label"), actor=default_user) # Attach first block - server.agent_manager.attach_block(agent_id=sarah_agent.id, block_id=default_block.id, actor=default_user) + await server.agent_manager.attach_block(agent_id=sarah_agent.id, block_id=default_block.id, actor=default_user) # Attempt to attach second block with same label with pytest.raises(IntegrityError): - server.agent_manager.attach_block(agent_id=sarah_agent.id, block_id=other_block.id, actor=default_user) + await server.agent_manager.attach_block(agent_id=sarah_agent.id, block_id=other_block.id, actor=default_user) @pytest.mark.asyncio async def test_detach_block(server: SyncServer, sarah_agent, default_block, default_user): """Test detaching a block by ID.""" # Set up: attach block - server.agent_manager.attach_block(agent_id=sarah_agent.id, block_id=default_block.id, actor=default_user) + await server.agent_manager.attach_block(agent_id=sarah_agent.id, block_id=default_block.id, actor=default_user) # Detach block - server.agent_manager.detach_block(agent_id=sarah_agent.id, block_id=default_block.id, actor=default_user) + await server.agent_manager.detach_block(agent_id=sarah_agent.id, block_id=default_block.id, actor=default_user) # Verify detachment agent = await server.agent_manager.get_agent_by_id_async(sarah_agent.id, actor=default_user) assert len(agent.memory.blocks) == 0 # Check that block still exists - block = server.block_manager.get_block_by_id(block_id=default_block.id, actor=default_user) + block = await server.block_manager.get_block_by_id(block_id=default_block.id, actor=default_user) assert block -def test_detach_nonexistent_block(server: SyncServer, sarah_agent, default_user): +@pytest.mark.asyncio +async def test_detach_nonexistent_block(server: SyncServer, sarah_agent, default_user): """Test detaching a block that isn't attached.""" with pytest.raises(NoResultFound): - server.agent_manager.detach_block(agent_id=sarah_agent.id, block_id="nonexistent-block-id", actor=default_user) + await server.agent_manager.detach_block(agent_id=sarah_agent.id, block_id="nonexistent-block-id", actor=default_user) @pytest.mark.asyncio async def test_update_block_label(server: SyncServer, sarah_agent, default_block, default_user): """Test updating a block's label updates the relationship.""" # Attach block - server.agent_manager.attach_block(agent_id=sarah_agent.id, block_id=default_block.id, actor=default_user) + await server.agent_manager.attach_block(agent_id=sarah_agent.id, block_id=default_block.id, actor=default_user) # Update block label new_label = "new_label" - server.block_manager.update_block(default_block.id, BlockUpdate(label=new_label), actor=default_user) + await server.block_manager.update_block(default_block.id, BlockUpdate(label=new_label), actor=default_user) # Verify relationship is updated agent = await server.agent_manager.get_agent_by_id_async(sarah_agent.id, actor=default_user) @@ -2692,12 +2701,12 @@ async def test_update_block_label(server: SyncServer, sarah_agent, default_block async def test_update_block_label_multiple_agents(server: SyncServer, sarah_agent, charles_agent, default_block, default_user): """Test updating a block's label updates relationships for all agents.""" # Attach block to both agents - server.agent_manager.attach_block(agent_id=sarah_agent.id, block_id=default_block.id, actor=default_user) - server.agent_manager.attach_block(agent_id=charles_agent.id, block_id=default_block.id, actor=default_user) + await server.agent_manager.attach_block(agent_id=sarah_agent.id, block_id=default_block.id, actor=default_user) + await server.agent_manager.attach_block(agent_id=charles_agent.id, block_id=default_block.id, actor=default_user) # Update block label new_label = "new_label" - server.block_manager.update_block(default_block.id, BlockUpdate(label=new_label), actor=default_user) + await server.block_manager.update_block(default_block.id, BlockUpdate(label=new_label), actor=default_user) # Verify both relationships are updated for agent_id in [sarah_agent.id, charles_agent.id]: @@ -2707,10 +2716,11 @@ async def test_update_block_label_multiple_agents(server: SyncServer, sarah_agen assert block.label == new_label -def test_get_block_with_label(server: SyncServer, sarah_agent, default_block, default_user): +@pytest.mark.asyncio +async def test_get_block_with_label(server: SyncServer, sarah_agent, default_block, default_user): """Test retrieving a block by its label.""" # Attach block - server.agent_manager.attach_block(agent_id=sarah_agent.id, block_id=default_block.id, actor=default_user) + await server.agent_manager.attach_block(agent_id=sarah_agent.id, block_id=default_block.id, actor=default_user) # Get block by label block = server.agent_manager.get_block_with_label(agent_id=sarah_agent.id, block_label=default_block.label, actor=default_user) @@ -2747,7 +2757,7 @@ async def test_refresh_memory_async(server: SyncServer, default_user): ), actor=default_user, ) - block = server.block_manager.update_block( + block = await server.block_manager.update_block( block_id=block.id, block_update=BlockUpdate( value="test2", @@ -3061,13 +3071,14 @@ async def test_list_organizations_pagination(server: SyncServer): # ====================================================================================================================== -def test_passage_create_agentic(server: SyncServer, agent_passage_fixture, default_user): +@pytest.mark.asyncio +async def test_passage_create_agentic(server: SyncServer, agent_passage_fixture, default_user): """Test creating a passage using agent_passage_fixture fixture""" assert agent_passage_fixture.id is not None assert agent_passage_fixture.text == "Hello, I am an agent passage" # Verify we can retrieve it - retrieved = server.passage_manager.get_passage_by_id( + retrieved = await server.passage_manager.get_passage_by_id( agent_passage_fixture.id, actor=default_user, ) @@ -3076,13 +3087,14 @@ def test_passage_create_agentic(server: SyncServer, agent_passage_fixture, defau assert retrieved.text == agent_passage_fixture.text -def test_passage_create_source(server: SyncServer, source_passage_fixture, default_user): +@pytest.mark.asyncio +async def test_passage_create_source(server: SyncServer, source_passage_fixture, default_user): """Test creating a source passage.""" assert source_passage_fixture is not None assert source_passage_fixture.text == "Hello, I am a source passage" # Verify we can retrieve it - retrieved = server.passage_manager.get_passage_by_id( + retrieved = await server.passage_manager.get_passage_by_id( source_passage_fixture.id, actor=default_user, ) @@ -3112,43 +3124,46 @@ async def test_passage_create_invalid(server: SyncServer, agent_passage_fixture, ) -def test_passage_get_by_id(server: SyncServer, agent_passage_fixture, source_passage_fixture, default_user): +@pytest.mark.asyncio +async def test_passage_get_by_id(server: SyncServer, agent_passage_fixture, source_passage_fixture, default_user): """Test retrieving a passage by ID""" - retrieved = server.passage_manager.get_passage_by_id(agent_passage_fixture.id, actor=default_user) + retrieved = await server.passage_manager.get_passage_by_id(agent_passage_fixture.id, actor=default_user) assert retrieved is not None assert retrieved.id == agent_passage_fixture.id assert retrieved.text == agent_passage_fixture.text - retrieved = server.passage_manager.get_passage_by_id(source_passage_fixture.id, actor=default_user) + retrieved = await server.passage_manager.get_passage_by_id(source_passage_fixture.id, actor=default_user) assert retrieved is not None assert retrieved.id == source_passage_fixture.id assert retrieved.text == source_passage_fixture.text +@pytest.mark.asyncio async def test_passage_cascade_deletion( server: SyncServer, agent_passage_fixture, source_passage_fixture, default_user, default_source, sarah_agent ): """Test that passages are deleted when their parent (agent or source) is deleted.""" # Verify passages exist - agent_passage = server.passage_manager.get_passage_by_id(agent_passage_fixture.id, default_user) - source_passage = server.passage_manager.get_passage_by_id(source_passage_fixture.id, default_user) + agent_passage = await server.passage_manager.get_passage_by_id(agent_passage_fixture.id, default_user) + source_passage = await server.passage_manager.get_passage_by_id(source_passage_fixture.id, default_user) assert agent_passage is not None assert source_passage is not None # Delete agent and verify its passages are deleted - server.agent_manager.delete_agent(sarah_agent.id, default_user) + await server.agent_manager.delete_agent(sarah_agent.id, default_user) agentic_passages = await server.agent_manager.list_passages_async(actor=default_user, agent_id=sarah_agent.id, agent_only=True) assert len(agentic_passages) == 0 -def test_create_agent_passage_specific(server: SyncServer, default_user, sarah_agent): +@pytest.mark.asyncio +async def test_create_agent_passage_specific(server: SyncServer, default_user, sarah_agent): """Test creating an agent passage using the new agent-specific method.""" # Get or create default archive for the agent - archive = server.archive_manager.get_or_create_default_archive_for_agent( + archive = await server.archive_manager.get_or_create_default_archive_for_agent( agent_id=sarah_agent.id, agent_name=sarah_agent.name, actor=default_user ) - passage = server.passage_manager.create_agent_passage( + passage = await server.passage_manager.create_agent_passage( PydanticPassage( text="Test agent passage via specific method", archive_id=archive.id, @@ -3168,9 +3183,10 @@ def test_create_agent_passage_specific(server: SyncServer, default_user, sarah_a assert sorted(passage.tags) == sorted(["python", "test", "agent"]) -def test_create_source_passage_specific(server: SyncServer, default_user, default_file, default_source): +@pytest.mark.asyncio +async def test_create_source_passage_specific(server: SyncServer, default_user, default_file, default_source): """Test creating a source passage using the new source-specific method.""" - passage = server.passage_manager.create_source_passage( + passage = await server.passage_manager.create_source_passage( PydanticPassage( text="Test source passage via specific method", source_id=default_source.id, @@ -3192,11 +3208,12 @@ def test_create_source_passage_specific(server: SyncServer, default_user, defaul assert sorted(passage.tags) == sorted(["document", "test", "source"]) -def test_create_agent_passage_validation(server: SyncServer, default_user, default_source, sarah_agent): +@pytest.mark.asyncio +async def test_create_agent_passage_validation(server: SyncServer, default_user, default_source, sarah_agent): """Test that agent passage creation validates inputs correctly.""" # Should fail if archive_id is missing with pytest.raises(ValueError, match="Agent passage must have archive_id"): - server.passage_manager.create_agent_passage( + await server.passage_manager.create_agent_passage( PydanticPassage( text="Invalid agent passage", organization_id=default_user.organization_id, @@ -3207,13 +3224,13 @@ def test_create_agent_passage_validation(server: SyncServer, default_user, defau ) # Get or create default archive for the agent - archive = server.archive_manager.get_or_create_default_archive_for_agent( + archive = await server.archive_manager.get_or_create_default_archive_for_agent( agent_id=sarah_agent.id, agent_name=sarah_agent.name, actor=default_user ) # Should fail if source_id is present with pytest.raises(ValueError, match="Agent passage cannot have source_id"): - server.passage_manager.create_agent_passage( + await server.passage_manager.create_agent_passage( PydanticPassage( text="Invalid agent passage", archive_id=archive.id, @@ -3226,11 +3243,12 @@ def test_create_agent_passage_validation(server: SyncServer, default_user, defau ) -def test_create_source_passage_validation(server: SyncServer, default_user, default_file, default_source, sarah_agent): +@pytest.mark.asyncio +async def test_create_source_passage_validation(server: SyncServer, default_user, default_file, default_source, sarah_agent): """Test that source passage creation validates inputs correctly.""" # Should fail if source_id is missing with pytest.raises(ValueError, match="Source passage must have source_id"): - server.passage_manager.create_source_passage( + await server.passage_manager.create_source_passage( PydanticPassage( text="Invalid source passage", organization_id=default_user.organization_id, @@ -3242,13 +3260,13 @@ def test_create_source_passage_validation(server: SyncServer, default_user, defa ) # Get or create default archive for the agent - archive = server.archive_manager.get_or_create_default_archive_for_agent( + archive = await server.archive_manager.get_or_create_default_archive_for_agent( agent_id=sarah_agent.id, agent_name=sarah_agent.name, actor=default_user ) # Should fail if archive_id is present with pytest.raises(ValueError, match="Source passage cannot have archive_id"): - server.passage_manager.create_source_passage( + await server.passage_manager.create_source_passage( PydanticPassage( text="Invalid source passage", source_id=default_source.id, @@ -3262,15 +3280,16 @@ def test_create_source_passage_validation(server: SyncServer, default_user, defa ) -def test_get_agent_passage_by_id_specific(server: SyncServer, default_user, sarah_agent): +@pytest.mark.asyncio +async def test_get_agent_passage_by_id_specific(server: SyncServer, default_user, sarah_agent): """Test retrieving an agent passage using the new agent-specific method.""" # Get or create default archive for the agent - archive = server.archive_manager.get_or_create_default_archive_for_agent( + archive = await server.archive_manager.get_or_create_default_archive_for_agent( agent_id=sarah_agent.id, agent_name=sarah_agent.name, actor=default_user ) # Create an agent passage - passage = server.passage_manager.create_agent_passage( + passage = await server.passage_manager.create_agent_passage( PydanticPassage( text="Agent passage for retrieval test", archive_id=archive.id, @@ -3289,10 +3308,11 @@ def test_get_agent_passage_by_id_specific(server: SyncServer, default_user, sara assert retrieved.archive_id == archive.id -def test_get_source_passage_by_id_specific(server: SyncServer, default_user, default_file, default_source): +@pytest.mark.asyncio +async def test_get_source_passage_by_id_specific(server: SyncServer, default_user, default_file, default_source): """Test retrieving a source passage using the new source-specific method.""" # Create a source passage - passage = server.passage_manager.create_source_passage( + passage = await server.passage_manager.create_source_passage( PydanticPassage( text="Source passage for retrieval test", source_id=default_source.id, @@ -3313,15 +3333,16 @@ def test_get_source_passage_by_id_specific(server: SyncServer, default_user, def assert retrieved.source_id == default_source.id -def test_get_wrong_passage_type_fails(server: SyncServer, default_user, sarah_agent, default_file, default_source): +@pytest.mark.asyncio +async def test_get_wrong_passage_type_fails(server: SyncServer, default_user, sarah_agent, default_file, default_source): """Test that trying to get the wrong passage type with specific methods fails.""" # Create an agent passage # Get or create default archive for the agent - archive = server.archive_manager.get_or_create_default_archive_for_agent( + archive = await server.archive_manager.get_or_create_default_archive_for_agent( agent_id=sarah_agent.id, agent_name=sarah_agent.name, actor=default_user ) - agent_passage = server.passage_manager.create_agent_passage( + agent_passage = await server.passage_manager.create_agent_passage( PydanticPassage( text="Agent passage", archive_id=archive.id, @@ -3333,7 +3354,7 @@ def test_get_wrong_passage_type_fails(server: SyncServer, default_user, sarah_ag ) # Create a source passage - source_passage = server.passage_manager.create_source_passage( + source_passage = await server.passage_manager.create_source_passage( PydanticPassage( text="Source passage", source_id=default_source.id, @@ -3355,15 +3376,16 @@ def test_get_wrong_passage_type_fails(server: SyncServer, default_user, sarah_ag server.passage_manager.get_agent_passage_by_id(source_passage.id, actor=default_user) -def test_update_agent_passage_specific(server: SyncServer, default_user, sarah_agent): +@pytest.mark.asyncio +async def test_update_agent_passage_specific(server: SyncServer, default_user, sarah_agent): """Test updating an agent passage using the new agent-specific method.""" # Get or create default archive for the agent - archive = server.archive_manager.get_or_create_default_archive_for_agent( + archive = await server.archive_manager.get_or_create_default_archive_for_agent( agent_id=sarah_agent.id, agent_name=sarah_agent.name, actor=default_user ) # Create an agent passage - passage = server.passage_manager.create_agent_passage( + passage = await server.passage_manager.create_agent_passage( PydanticPassage( text="Original agent passage text", archive_id=archive.id, @@ -3392,10 +3414,11 @@ def test_update_agent_passage_specific(server: SyncServer, default_user, sarah_a assert updated_passage.id == passage.id -def test_update_source_passage_specific(server: SyncServer, default_user, default_file, default_source): +@pytest.mark.asyncio +async def test_update_source_passage_specific(server: SyncServer, default_user, default_file, default_source): """Test updating a source passage using the new source-specific method.""" # Create a source passage - passage = server.passage_manager.create_source_passage( + passage = await server.passage_manager.create_source_passage( PydanticPassage( text="Original source passage text", source_id=default_source.id, @@ -3427,15 +3450,16 @@ def test_update_source_passage_specific(server: SyncServer, default_user, defaul assert updated_passage.id == passage.id -def test_delete_agent_passage_specific(server: SyncServer, default_user, sarah_agent): +@pytest.mark.asyncio +async def test_delete_agent_passage_specific(server: SyncServer, default_user, sarah_agent): """Test deleting an agent passage using the new agent-specific method.""" # Get or create default archive for the agent - archive = server.archive_manager.get_or_create_default_archive_for_agent( + archive = await server.archive_manager.get_or_create_default_archive_for_agent( agent_id=sarah_agent.id, agent_name=sarah_agent.name, actor=default_user ) # Create an agent passage - passage = server.passage_manager.create_agent_passage( + passage = await server.passage_manager.create_agent_passage( PydanticPassage( text="Agent passage to delete", archive_id=archive.id, @@ -3459,10 +3483,11 @@ def test_delete_agent_passage_specific(server: SyncServer, default_user, sarah_a server.passage_manager.get_agent_passage_by_id(passage.id, actor=default_user) -def test_delete_source_passage_specific(server: SyncServer, default_user, default_file, default_source): +@pytest.mark.asyncio +async def test_delete_source_passage_specific(server: SyncServer, default_user, default_file, default_source): """Test deleting a source passage using the new source-specific method.""" # Create a source passage - passage = server.passage_manager.create_source_passage( + passage = await server.passage_manager.create_source_passage( PydanticPassage( text="Source passage to delete", source_id=default_source.id, @@ -3545,18 +3570,19 @@ async def test_create_many_source_passages_async(server: SyncServer, default_use assert passage.archive_id is None -def test_agent_passage_size(server: SyncServer, default_user, sarah_agent): +@pytest.mark.asyncio +async def test_agent_passage_size(server: SyncServer, default_user, sarah_agent): """Test counting agent passages using the new agent-specific size method.""" initial_size = server.passage_manager.agent_passage_size(actor=default_user, agent_id=sarah_agent.id) # Get or create default archive for the agent - archive = server.archive_manager.get_or_create_default_archive_for_agent( + archive = await server.archive_manager.get_or_create_default_archive_for_agent( agent_id=sarah_agent.id, agent_name=sarah_agent.name, actor=default_user ) # Create some agent passages for i in range(3): - server.passage_manager.create_agent_passage( + await server.passage_manager.create_agent_passage( PydanticPassage( text=f"Agent passage {i} for size test", archive_id=archive.id, @@ -3571,12 +3597,13 @@ def test_agent_passage_size(server: SyncServer, default_user, sarah_agent): assert final_size == initial_size + 3 -def test_deprecated_methods_show_warnings(server: SyncServer, default_user, sarah_agent): +@pytest.mark.asyncio +async def test_deprecated_methods_show_warnings(server: SyncServer, default_user, sarah_agent): """Test that deprecated methods show deprecation warnings.""" import warnings # Get or create default archive for the agent - archive = server.archive_manager.get_or_create_default_archive_for_agent( + archive = await server.archive_manager.get_or_create_default_archive_for_agent( agent_id=sarah_agent.id, agent_name=sarah_agent.name, actor=default_user ) @@ -3596,7 +3623,7 @@ def test_deprecated_methods_show_warnings(server: SyncServer, default_user, sara ) # Test deprecated get_passage_by_id - server.passage_manager.get_passage_by_id(passage.id, actor=default_user) + await server.passage_manager.get_passage_by_id(passage.id, actor=default_user) # Test deprecated size server.passage_manager.size(actor=default_user, agent_id=sarah_agent.id) @@ -4395,19 +4422,15 @@ async def test_user_caching(server: SyncServer, default_user, performance_pct=0. # ====================================================================================================================== -def test_create_tool(server: SyncServer, print_tool, default_user, default_organization): +@pytest.mark.asyncio +async def test_create_tool(server: SyncServer, print_tool, default_user, default_organization): # Assertions to ensure the created tool matches the expected values assert print_tool.created_by_id == default_user.id assert print_tool.tool_type == ToolType.CUSTOM -def test_create_composio_tool(server: SyncServer, composio_github_star_tool, default_user, default_organization): - # Assertions to ensure the created tool matches the expected values - assert composio_github_star_tool.created_by_id == default_user.id - assert composio_github_star_tool.tool_type == ToolType.EXTERNAL_COMPOSIO - - -def test_create_mcp_tool(server: SyncServer, mcp_tool, default_user, default_organization): +@pytest.mark.asyncio +async def test_create_mcp_tool(server: SyncServer, mcp_tool, default_user, default_organization): # Assertions to ensure the created tool matches the expected values assert mcp_tool.created_by_id == default_user.id assert mcp_tool.tool_type == ToolType.EXTERNAL_MCP @@ -4416,7 +4439,8 @@ def test_create_mcp_tool(server: SyncServer, mcp_tool, default_user, default_org # Test should work with both SQLite and PostgreSQL -def test_create_tool_duplicate_name(server: SyncServer, print_tool, default_user, default_organization): +@pytest.mark.asyncio +async def test_create_tool_duplicate_name(server: SyncServer, print_tool, default_user, default_organization): data = print_tool.model_dump(exclude=["id"]) tool = PydanticTool(**data) @@ -4424,14 +4448,16 @@ def test_create_tool_duplicate_name(server: SyncServer, print_tool, default_user server.tool_manager.create_tool(tool, actor=default_user) -def test_create_tool_requires_approval(server: SyncServer, bash_tool, default_user, default_organization): +@pytest.mark.asyncio +async def test_create_tool_requires_approval(server: SyncServer, bash_tool, default_user, default_organization): # Assertions to ensure the created tool matches the expected values assert bash_tool.created_by_id == default_user.id assert bash_tool.tool_type == ToolType.CUSTOM assert bash_tool.default_requires_approval == True -def test_get_tool_by_id(server: SyncServer, print_tool, default_user): +@pytest.mark.asyncio +async def test_get_tool_by_id(server: SyncServer, print_tool, default_user): # Fetch the tool by ID using the manager method fetched_tool = server.tool_manager.get_tool_by_id(print_tool.id, actor=default_user) @@ -4446,7 +4472,8 @@ def test_get_tool_by_id(server: SyncServer, print_tool, default_user): assert fetched_tool.tool_type == ToolType.CUSTOM -def test_get_tool_with_actor(server: SyncServer, print_tool, default_user): +@pytest.mark.asyncio +async def test_get_tool_with_actor(server: SyncServer, print_tool, default_user): # Fetch the print_tool by name and organization ID fetched_tool = server.tool_manager.get_tool_by_name(print_tool.name, actor=default_user) @@ -4952,7 +4979,8 @@ async def test_count_tools_async(server: SyncServer, default_user): assert count == 2 # only our custom tools -def test_update_tool_by_id(server: SyncServer, print_tool, default_user): +@pytest.mark.asyncio +async def test_update_tool_by_id(server: SyncServer, print_tool, default_user): updated_description = "updated_description" return_char_limit = 10000 @@ -4976,7 +5004,8 @@ def test_update_tool_by_id(server: SyncServer, print_tool, default_user): assert updated_tool.tool_type == ToolType.EXTERNAL_MCP -def test_update_tool_source_code_refreshes_schema_and_name(server: SyncServer, print_tool, default_user): +@pytest.mark.asyncio +async def test_update_tool_source_code_refreshes_schema_and_name(server: SyncServer, print_tool, default_user): def counter_tool(counter: int): """ Args: @@ -5013,7 +5042,8 @@ def test_update_tool_source_code_refreshes_schema_and_name(server: SyncServer, p assert updated_tool.tool_type == ToolType.CUSTOM -def test_update_tool_source_code_refreshes_schema_only(server: SyncServer, print_tool, default_user): +@pytest.mark.asyncio +async def test_update_tool_source_code_refreshes_schema_only(server: SyncServer, print_tool, default_user): def counter_tool(counter: int): """ Args: @@ -5052,7 +5082,8 @@ def test_update_tool_source_code_refreshes_schema_only(server: SyncServer, print assert updated_tool.tool_type == ToolType.CUSTOM -def test_update_tool_multi_user(server: SyncServer, print_tool, default_user, other_user): +@pytest.mark.asyncio +async def test_update_tool_multi_user(server: SyncServer, print_tool, default_user, other_user): updated_description = "updated_description" # Create a ToolUpdate object to modify the print_tool's description @@ -5672,14 +5703,15 @@ async def test_update_default_requires_approval(server: SyncServer, bash_tool, d # ====================================================================================================================== -def test_message_create(server: SyncServer, hello_world_message_fixture, default_user): +@pytest.mark.asyncio +async def test_message_create(server: SyncServer, hello_world_message_fixture, default_user): """Test creating a message using hello_world_message_fixture fixture""" assert hello_world_message_fixture.id is not None assert hello_world_message_fixture.content[0].text == "Hello, world!" assert hello_world_message_fixture.role == "user" # Verify we can retrieve it - retrieved = server.message_manager.get_message_by_id( + retrieved = await server.message_manager.get_message_by_id( hello_world_message_fixture.id, actor=default_user, ) @@ -5689,21 +5721,23 @@ def test_message_create(server: SyncServer, hello_world_message_fixture, default assert retrieved.role == hello_world_message_fixture.role -def test_message_get_by_id(server: SyncServer, hello_world_message_fixture, default_user): +@pytest.mark.asyncio +async def test_message_get_by_id(server: SyncServer, hello_world_message_fixture, default_user): """Test retrieving a message by ID""" - retrieved = server.message_manager.get_message_by_id(hello_world_message_fixture.id, actor=default_user) + retrieved = await server.message_manager.get_message_by_id(hello_world_message_fixture.id, actor=default_user) assert retrieved is not None assert retrieved.id == hello_world_message_fixture.id assert retrieved.content[0].text == hello_world_message_fixture.content[0].text -def test_message_update(server: SyncServer, hello_world_message_fixture, default_user, other_user): +@pytest.mark.asyncio +async def test_message_update(server: SyncServer, hello_world_message_fixture, default_user, other_user): """Test updating a message""" new_text = "Updated text" updated = server.message_manager.update_message_by_id(hello_world_message_fixture.id, MessageUpdate(content=new_text), actor=other_user) assert updated is not None assert updated.content[0].text == new_text - retrieved = server.message_manager.get_message_by_id(hello_world_message_fixture.id, actor=default_user) + retrieved = await server.message_manager.get_message_by_id(hello_world_message_fixture.id, actor=default_user) assert retrieved.content[0].text == new_text # Assert that orm metadata fields are populated @@ -5711,14 +5745,16 @@ def test_message_update(server: SyncServer, hello_world_message_fixture, default assert retrieved.last_updated_by_id == other_user.id -def test_message_delete(server: SyncServer, hello_world_message_fixture, default_user): +@pytest.mark.asyncio +async def test_message_delete(server: SyncServer, hello_world_message_fixture, default_user): """Test deleting a message""" server.message_manager.delete_message_by_id(hello_world_message_fixture.id, actor=default_user) - retrieved = server.message_manager.get_message_by_id(hello_world_message_fixture.id, actor=default_user) + retrieved = await server.message_manager.get_message_by_id(hello_world_message_fixture.id, actor=default_user) assert retrieved is None -def test_message_size(server: SyncServer, hello_world_message_fixture, default_user): +@pytest.mark.asyncio +async def test_message_size(server: SyncServer, hello_world_message_fixture, default_user): """Test counting messages with filters""" base_message = hello_world_message_fixture @@ -5765,7 +5801,8 @@ def create_test_messages(server: SyncServer, base_message: PydanticMessage, defa return messages -def test_get_messages_by_ids(server: SyncServer, hello_world_message_fixture, default_user, sarah_agent): +@pytest.mark.asyncio +async def test_get_messages_by_ids(server: SyncServer, hello_world_message_fixture, default_user, sarah_agent): """Test basic message listing with limit""" messages = create_test_messages(server, hello_world_message_fixture, default_user) message_ids = [m.id for m in messages] @@ -5774,7 +5811,8 @@ def test_get_messages_by_ids(server: SyncServer, hello_world_message_fixture, de assert sorted(message_ids) == sorted([r.id for r in results]) -def test_message_listing_basic(server: SyncServer, hello_world_message_fixture, default_user, sarah_agent): +@pytest.mark.asyncio +async def test_message_listing_basic(server: SyncServer, hello_world_message_fixture, default_user, sarah_agent): """Test basic message listing with limit""" create_test_messages(server, hello_world_message_fixture, default_user) @@ -5782,7 +5820,8 @@ def test_message_listing_basic(server: SyncServer, hello_world_message_fixture, assert len(results) == 3 -def test_message_listing_cursor(server: SyncServer, hello_world_message_fixture, default_user, sarah_agent): +@pytest.mark.asyncio +async def test_message_listing_cursor(server: SyncServer, hello_world_message_fixture, default_user, sarah_agent): """Test cursor-based pagination functionality""" create_test_messages(server, hello_world_message_fixture, default_user) @@ -5820,7 +5859,8 @@ def test_message_listing_cursor(server: SyncServer, hello_world_message_fixture, assert middle_page_desc[-1].id == first_page[1].id -def test_message_listing_filtering(server: SyncServer, hello_world_message_fixture, default_user, sarah_agent): +@pytest.mark.asyncio +async def test_message_listing_filtering(server: SyncServer, hello_world_message_fixture, default_user, sarah_agent): """Test filtering messages by agent ID""" create_test_messages(server, hello_world_message_fixture, default_user) @@ -5829,7 +5869,8 @@ def test_message_listing_filtering(server: SyncServer, hello_world_message_fixtu assert all(msg.agent_id == hello_world_message_fixture.agent_id for msg in agent_results) -def test_message_listing_text_search(server: SyncServer, hello_world_message_fixture, default_user, sarah_agent): +@pytest.mark.asyncio +async def test_message_listing_text_search(server: SyncServer, hello_world_message_fixture, default_user, sarah_agent): """Test searching messages by text content""" create_test_messages(server, hello_world_message_fixture, default_user) @@ -6093,7 +6134,8 @@ async def test_create_many_messages_async_with_turbopuffer(server: SyncServer, s # ====================================================================================================================== -def test_create_block(server: SyncServer, default_user): +@pytest.mark.asyncio +async def test_create_block(server: SyncServer, default_user): block_manager = BlockManager() block_create = PydanticBlock( label="human", @@ -6260,7 +6302,8 @@ async def test_get_blocks_comprehensive(server, default_user, other_user_differe assert (await block_manager.get_blocks_async(actor=default_user, label=label)) == [] -def test_update_block(server: SyncServer, default_user): +@pytest.mark.asyncio +async def test_update_block(server: SyncServer, default_user): block_manager = BlockManager() block = block_manager.create_or_update_block(PydanticBlock(label="persona", value="Original Content"), actor=default_user) @@ -6276,7 +6319,8 @@ def test_update_block(server: SyncServer, default_user): assert updated_block.description == "Updated description" -def test_update_block_limit(server: SyncServer, default_user): +@pytest.mark.asyncio +async def test_update_block_limit(server: SyncServer, default_user): block_manager = BlockManager() block = block_manager.create_or_update_block(PydanticBlock(label="persona", value="Original Content"), actor=default_user) @@ -6298,7 +6342,8 @@ def test_update_block_limit(server: SyncServer, default_user): assert updated_block.description == "Updated description" -def test_update_block_limit_does_not_reset(server: SyncServer, default_user): +@pytest.mark.asyncio +async def test_update_block_limit_does_not_reset(server: SyncServer, default_user): block_manager = BlockManager() new_content = "Updated Content" * 2000 limit = len(new_content) @@ -6330,7 +6375,7 @@ async def test_delete_block(server: SyncServer, default_user): async def test_delete_block_detaches_from_agent(server: SyncServer, sarah_agent, default_user): # Create and delete a block block = server.block_manager.create_or_update_block(PydanticBlock(label="human", value="Sample content"), actor=default_user) - agent_state = server.agent_manager.attach_block(agent_id=sarah_agent.id, block_id=block.id, actor=default_user) + agent_state = await server.agent_manager.attach_block(agent_id=sarah_agent.id, block_id=block.id, actor=default_user) # Check that block has been attached assert block.id in [b.id for b in agent_state.memory.blocks] @@ -6351,8 +6396,8 @@ async def test_delete_block_detaches_from_agent(server: SyncServer, sarah_agent, async def test_get_agents_for_block(server: SyncServer, sarah_agent, charles_agent, default_user): # Create and delete a block block = server.block_manager.create_or_update_block(PydanticBlock(label="alien", value="Sample content"), actor=default_user) - sarah_agent = server.agent_manager.attach_block(agent_id=sarah_agent.id, block_id=block.id, actor=default_user) - charles_agent = server.agent_manager.attach_block(agent_id=charles_agent.id, block_id=block.id, actor=default_user) + sarah_agent = await server.agent_manager.attach_block(agent_id=sarah_agent.id, block_id=block.id, actor=default_user) + charles_agent = await server.agent_manager.attach_block(agent_id=charles_agent.id, block_id=block.id, actor=default_user) # Check that block has been attached to both assert block.id in [b.id for b in sarah_agent.memory.blocks] @@ -6488,7 +6533,8 @@ async def test_bulk_update_respects_org_scoping( # ====================================================================================================================== -def test_checkpoint_creates_history(server: SyncServer, default_user): +@pytest.mark.asyncio +async def test_checkpoint_creates_history(server: SyncServer, default_user): """ Ensures that calling checkpoint_block creates a BlockHistory row and updates the block's current_history_entry_id appropriately. @@ -6519,7 +6565,8 @@ def test_checkpoint_creates_history(server: SyncServer, default_user): assert db_block.current_history_entry_id == hist.id -def test_multiple_checkpoints(server: SyncServer, default_user): +@pytest.mark.asyncio +async def test_multiple_checkpoints(server: SyncServer, default_user): block_manager = BlockManager() # Create a block @@ -6555,7 +6602,8 @@ def test_multiple_checkpoints(server: SyncServer, default_user): assert db_block.current_history_entry_id == history_entries[1].id -def test_checkpoint_with_agent_id(server: SyncServer, default_user, sarah_agent): +@pytest.mark.asyncio +async def test_checkpoint_with_agent_id(server: SyncServer, default_user, sarah_agent): """ Ensures that if we pass agent_id to checkpoint_block, we get actor_type=LETTA_AGENT, actor_id= in BlockHistory. @@ -6575,7 +6623,8 @@ def test_checkpoint_with_agent_id(server: SyncServer, default_user, sarah_agent) assert hist_entry.actor_id == sarah_agent.id -def test_checkpoint_with_no_state_change(server: SyncServer, default_user): +@pytest.mark.asyncio +async def test_checkpoint_with_no_state_change(server: SyncServer, default_user): """ If we call checkpoint_block twice without any edits, we expect two entries or only one, depending on your policy. @@ -6595,7 +6644,8 @@ def test_checkpoint_with_no_state_change(server: SyncServer, default_user): assert len(all_hist) == 2 -def test_checkpoint_concurrency_stale(server: SyncServer, default_user): +@pytest.mark.asyncio +async def test_checkpoint_concurrency_stale(server: SyncServer, default_user): block_manager = BlockManager() # create block @@ -6630,7 +6680,8 @@ def test_checkpoint_concurrency_stale(server: SyncServer, default_user): ) -def test_checkpoint_no_future_states(server: SyncServer, default_user): +@pytest.mark.asyncio +async def test_checkpoint_no_future_states(server: SyncServer, default_user): """ Ensures that if the block is already at the highest sequence, creating a new checkpoint does NOT delete anything. @@ -6671,7 +6722,8 @@ def test_checkpoint_no_future_states(server: SyncServer, default_user): # ====================================================================================================================== -def test_undo_checkpoint_block(server: SyncServer, default_user): +@pytest.mark.asyncio +async def test_undo_checkpoint_block(server: SyncServer, default_user): """ Verifies that we can undo to the previous checkpoint: 1) Create a block and checkpoint -> sequence_number=1 @@ -6703,7 +6755,8 @@ def test_undo_checkpoint_block(server: SyncServer, default_user): assert undone_block.label == "undo_test", "Label should also revert if changed (or remain the same if unchanged)" -def test_checkpoint_deletes_future_states_after_undo(server: SyncServer, default_user): +@pytest.mark.asyncio +async def test_checkpoint_deletes_future_states_after_undo(server: SyncServer, default_user): """ Verifies that once we've undone to an earlier checkpoint, creating a new checkpoint removes any leftover 'future' states that existed beyond that sequence. @@ -6768,7 +6821,8 @@ def test_checkpoint_deletes_future_states_after_undo(server: SyncServer, default assert "v3" not in existing_values, "Old seq=3 should have been removed." -def test_undo_no_history(server: SyncServer, default_user): +@pytest.mark.asyncio +async def test_undo_no_history(server: SyncServer, default_user): """ If a block has never been checkpointed (no current_history_entry_id), undo_checkpoint_block should raise a ValueError. @@ -6783,7 +6837,8 @@ def test_undo_no_history(server: SyncServer, default_user): block_manager.undo_checkpoint_block(block_id=block.id, actor=default_user) -def test_undo_first_checkpoint(server: SyncServer, default_user): +@pytest.mark.asyncio +async def test_undo_first_checkpoint(server: SyncServer, default_user): """ If the block is at the first checkpoint (sequence_number=1), undo should fail because there's no prior checkpoint. @@ -6802,7 +6857,8 @@ def test_undo_first_checkpoint(server: SyncServer, default_user): block_manager.undo_checkpoint_block(block_id=block.id, actor=default_user) -def test_undo_multiple_checkpoints(server: SyncServer, default_user): +@pytest.mark.asyncio +async def test_undo_multiple_checkpoints(server: SyncServer, default_user): """ Tests multiple checkpoints in a row, then undo repeatedly from seq=3 -> seq=2 -> seq=1, verifying each revert. @@ -6841,7 +6897,8 @@ def test_undo_multiple_checkpoints(server: SyncServer, default_user): block_manager.undo_checkpoint_block(block_v1.id, actor=default_user) -def test_undo_concurrency_stale(server: SyncServer, default_user): +@pytest.mark.asyncio +async def test_undo_concurrency_stale(server: SyncServer, default_user): """ Demonstrate concurrency: both sessions start with the block at seq=2, one session undoes first -> block now seq=1, version increments, @@ -6890,7 +6947,8 @@ def test_undo_concurrency_stale(server: SyncServer, default_user): # ====================================================================================================================== -def test_redo_checkpoint_block(server: SyncServer, default_user): +@pytest.mark.asyncio +async def test_redo_checkpoint_block(server: SyncServer, default_user): """ 1) Create a block with value v1 -> checkpoint => seq=1 2) Update to v2 -> checkpoint => seq=2 @@ -6926,7 +6984,8 @@ def test_redo_checkpoint_block(server: SyncServer, default_user): assert redone_block.value == "v3", "After redo, block should go back to v3" -def test_redo_no_history(server: SyncServer, default_user): +@pytest.mark.asyncio +async def test_redo_no_history(server: SyncServer, default_user): """ If a block has no current_history_entry_id (never checkpointed), then redo_checkpoint_block should raise ValueError. @@ -6941,7 +7000,8 @@ def test_redo_no_history(server: SyncServer, default_user): block_manager.redo_checkpoint_block(block.id, actor=default_user) -def test_redo_at_highest_checkpoint(server: SyncServer, default_user): +@pytest.mark.asyncio +async def test_redo_at_highest_checkpoint(server: SyncServer, default_user): """ If the block is at the maximum sequence number, there's no higher checkpoint to move to. redo_checkpoint_block should raise ValueError. @@ -6964,7 +7024,8 @@ def test_redo_at_highest_checkpoint(server: SyncServer, default_user): block_manager.redo_checkpoint_block(b_init.id, actor=default_user) -def test_redo_after_multiple_undo(server: SyncServer, default_user): +@pytest.mark.asyncio +async def test_redo_after_multiple_undo(server: SyncServer, default_user): """ 1) Create and checkpoint versions: v1 -> seq=1, v2 -> seq=2, v3 -> seq=3, v4 -> seq=4 2) Undo thrice => from seq=4 to seq=1 @@ -7007,7 +7068,8 @@ def test_redo_after_multiple_undo(server: SyncServer, default_user): assert redone_block.value == expected_value, f"Redo should get us forward to {expected_value}" -def test_redo_concurrency_stale(server: SyncServer, default_user): +@pytest.mark.asyncio +async def test_redo_concurrency_stale(server: SyncServer, default_user): block_manager = BlockManager() # 1) Create block => checkpoint => seq=1 @@ -7226,8 +7288,8 @@ async def test_get_set_agents_for_identities(server: SyncServer, sarah_agent, ch assert agent_without_identity.id not in agent_state_ids # Delete new agents - server.agent_manager.delete_agent(agent_id=agent_with_identity.id, actor=default_user) - server.agent_manager.delete_agent(agent_id=agent_without_identity.id, actor=default_user) + await server.agent_manager.delete_agent(agent_id=agent_with_identity.id, actor=default_user) + await server.agent_manager.delete_agent(agent_id=agent_without_identity.id, actor=default_user) # Get the agents for identity id agent_states = server.agent_manager.list_agents(identity_id=identity.id, actor=default_user) @@ -9341,7 +9403,8 @@ async def test_e2e_job_callback(monkeypatch, server: SyncServer, default_user): # ====================================================================================================================== -def test_job_messages_add(server: SyncServer, default_run, hello_world_message_fixture, default_user): +@pytest.mark.asyncio +async def test_job_messages_add(server: SyncServer, default_run, hello_world_message_fixture, default_user): """Test adding a message to a job.""" # Add message to job server.job_manager.add_message_to_job( @@ -9360,7 +9423,8 @@ def test_job_messages_add(server: SyncServer, default_run, hello_world_message_f assert messages[0].content[0].text == hello_world_message_fixture.content[0].text -def test_job_messages_pagination(server: SyncServer, default_run, default_user, sarah_agent): +@pytest.mark.asyncio +async def test_job_messages_pagination(server: SyncServer, default_run, default_user, sarah_agent): """Test pagination of job messages.""" # Create multiple messages message_ids = [] @@ -9370,7 +9434,7 @@ def test_job_messages_pagination(server: SyncServer, default_run, default_user, role=MessageRole.user, content=[TextContent(text=f"Test message {i}")], ) - msg = server.message_manager.create_message(message, actor=default_user) + msg = await server.message_manager.create_message(message, actor=default_user) message_ids.append(msg.id) # Add message to job @@ -9468,7 +9532,8 @@ def test_job_messages_pagination(server: SyncServer, default_run, default_user, assert earliest_msgs_ascending[0].created_at < earliest_msgs_ascending[1].created_at < earliest_msgs_ascending[2].created_at -def test_job_messages_ordering(server: SyncServer, default_run, default_user, sarah_agent): +@pytest.mark.asyncio +async def test_job_messages_ordering(server: SyncServer, default_run, default_user, sarah_agent): """Test that messages are ordered by created_at.""" # Create messages with different timestamps base_time = datetime.now(timezone.utc) @@ -9485,7 +9550,7 @@ def test_job_messages_ordering(server: SyncServer, default_run, default_user, sa agent_id=sarah_agent.id, created_at=created_at, ) - msg = server.message_manager.create_message(message, actor=default_user) + msg = await server.message_manager.create_message(message, actor=default_user) # Add message to job server.job_manager.add_message_to_job( @@ -9516,7 +9581,8 @@ def test_job_messages_ordering(server: SyncServer, default_run, default_user, sa assert returned_messages[1].created_at > returned_messages[2].created_at -def test_job_messages_empty(server: SyncServer, default_run, default_user): +@pytest.mark.asyncio +async def test_job_messages_empty(server: SyncServer, default_run, default_user): """Test getting messages for a job with no messages.""" messages = server.job_manager.get_job_messages( job_id=default_run.id, @@ -9525,7 +9591,8 @@ def test_job_messages_empty(server: SyncServer, default_run, default_user): assert len(messages) == 0 -def test_job_messages_add_duplicate(server: SyncServer, default_run, hello_world_message_fixture, default_user): +@pytest.mark.asyncio +async def test_job_messages_add_duplicate(server: SyncServer, default_run, hello_world_message_fixture, default_user): """Test adding the same message to a job twice.""" # Add message to job first time server.job_manager.add_message_to_job( @@ -9543,7 +9610,8 @@ def test_job_messages_add_duplicate(server: SyncServer, default_run, hello_world ) -def test_job_messages_filter(server: SyncServer, default_run, default_user, sarah_agent): +@pytest.mark.asyncio +async def test_job_messages_filter(server: SyncServer, default_run, default_user, sarah_agent): """Test getting messages associated with a job.""" # Create test messages with different roles and tool calls messages = [ @@ -9576,7 +9644,7 @@ def test_job_messages_filter(server: SyncServer, default_run, default_user, sara # Add messages to job for msg in messages: - created_msg = server.message_manager.create_message(msg, actor=default_user) + created_msg = await server.message_manager.create_message(msg, actor=default_user) server.job_manager.add_message_to_job(default_run.id, created_msg.id, actor=default_user) # Test getting all messages @@ -9593,7 +9661,8 @@ def test_job_messages_filter(server: SyncServer, default_run, default_user, sara assert len(limited_messages) == 2 -def test_get_run_messages(server: SyncServer, default_user: PydanticUser, sarah_agent): +@pytest.mark.asyncio +async def test_get_run_messages(server: SyncServer, default_user: PydanticUser, sarah_agent): """Test getting messages for a run with request config.""" # Create a run with custom request config run = server.job_manager.create_job( @@ -9624,7 +9693,7 @@ def test_get_run_messages(server: SyncServer, default_user: PydanticUser, sarah_ ] for msg in messages: - created_msg = server.message_manager.create_message(msg, actor=default_user) + created_msg = await server.message_manager.create_message(msg, actor=default_user) server.job_manager.add_message_to_job(job_id=run.id, message_id=created_msg.id, actor=default_user) # Get messages and verify they're converted correctly @@ -9643,7 +9712,8 @@ def test_get_run_messages(server: SyncServer, default_user: PydanticUser, sarah_ assert msg.tool_call.name == "custom_tool" -def test_get_run_messages_with_assistant_message(server: SyncServer, default_user: PydanticUser, sarah_agent): +@pytest.mark.asyncio +async def test_get_run_messages_with_assistant_message(server: SyncServer, default_user: PydanticUser, sarah_agent): """Test getting messages for a run with request config.""" # Create a run with custom request config run = server.job_manager.create_job( @@ -9674,7 +9744,7 @@ def test_get_run_messages_with_assistant_message(server: SyncServer, default_use ] for msg in messages: - created_msg = server.message_manager.create_message(msg, actor=default_user) + created_msg = await server.message_manager.create_message(msg, actor=default_user) server.job_manager.add_message_to_job(job_id=run.id, message_id=created_msg.id, actor=default_user) # Get messages and verify they're converted correctly @@ -9736,7 +9806,8 @@ async def test_job_usage_stats_add_and_get(server: SyncServer, sarah_agent, defa assert len(steps) == 1 -def test_job_usage_stats_get_no_stats(server: SyncServer, default_job, default_user): +@pytest.mark.asyncio +async def test_job_usage_stats_get_no_stats(server: SyncServer, default_job, default_user): """Test getting usage statistics for a job with no stats.""" job_manager = server.job_manager @@ -10196,7 +10267,8 @@ async def test_step_manager_record_metrics_nonexistent_step(server: SyncServer, ) -def test_job_usage_stats_get_nonexistent_job(server: SyncServer, default_user): +@pytest.mark.asyncio +async def test_job_usage_stats_get_nonexistent_job(server: SyncServer, default_user): """Test getting usage statistics for a nonexistent job.""" job_manager = server.job_manager @@ -10275,7 +10347,8 @@ async def test_record_timing_invalid_job(server: SyncServer, default_user): await server.job_manager.record_response_duration("nonexistent_job_id", 2_000_000_000, default_user) -def test_list_tags(server: SyncServer, default_user, default_organization): +@pytest.mark.asyncio +async def test_list_tags(server: SyncServer, default_user, default_organization): """Test listing tags functionality.""" # Create multiple agents with different tags agents = [] @@ -10326,7 +10399,7 @@ def test_list_tags(server: SyncServer, default_user, default_organization): # Cleanup for agent in agents: - server.agent_manager.delete_agent(agent.id, actor=default_user) + await server.agent_manager.delete_agent(agent.id, actor=default_user) # ====================================================================================================================== @@ -12887,7 +12960,8 @@ FAILED tests/test_managers.py::test_high_concurrency_stress_test - AssertionErro # await server.block_manager.delete_block_async(block.id, actor=default_user) -def test_create_internal_template_objects(server: SyncServer, default_user): +@pytest.mark.asyncio +async def test_create_internal_template_objects(server: SyncServer, default_user): """Test creating agents, groups, and blocks with template-related fields.""" from letta.schemas.agent import InternalTemplateAgentCreate from letta.schemas.block import Block, InternalTemplateBlockCreate @@ -12956,7 +13030,7 @@ def test_create_internal_template_objects(server: SyncServer, default_user): # Clean up server.group_manager.delete_group(group.id, actor=default_user) server.block_manager.delete_block(block.id, actor=default_user) - server.agent_manager.delete_agent(agent.id, actor=default_user) + await server.agent_manager.delete_agent(agent.id, actor=default_user) # TODO: I use this as a way to easily wipe my local db lol sorry