chore: bump version 0.6.43 (#2500)
Co-authored-by: Matthew Zhou <mattzh1314@gmail.com>
This commit is contained in:
cthomas
31
alembic/versions/1e553a664210_add_metadata_to_tools.py
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31
alembic/versions/1e553a664210_add_metadata_to_tools.py
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@@ -0,0 +1,31 @@
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"""Add metadata to Tools
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Revision ID: 1e553a664210
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Revises: 2cceb07c2384
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Create Date: 2025-03-17 15:50:05.562302
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"""
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from typing import Sequence, Union
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import sqlalchemy as sa
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from alembic import op
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# revision identifiers, used by Alembic.
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revision: str = "1e553a664210"
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down_revision: Union[str, None] = "2cceb07c2384"
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branch_labels: Union[str, Sequence[str], None] = None
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depends_on: Union[str, Sequence[str], None] = None
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def upgrade() -> None:
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# ### commands auto generated by Alembic - please adjust! ###
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op.add_column("tools", sa.Column("metadata_", sa.JSON(), nullable=True))
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# ### end Alembic commands ###
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def downgrade() -> None:
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# ### commands auto generated by Alembic - please adjust! ###
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op.drop_column("tools", "metadata_")
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# ### end Alembic commands ###
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@@ -1,4 +1,4 @@
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__version__ = "0.6.41"
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__version__ = "0.6.43"
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# import clients
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from letta.client.client import LocalClient, RESTClient, create_client
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@@ -367,7 +367,10 @@ class Agent(BaseAgent):
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) -> ChatCompletionResponse:
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"""Get response from LLM API with robust retry mechanism."""
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log_telemetry(self.logger, "_get_ai_reply start")
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allowed_tool_names = self.tool_rules_solver.get_allowed_tool_names(last_function_response=self.last_function_response)
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available_tools = set([t.name for t in self.agent_state.tools])
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allowed_tool_names = self.tool_rules_solver.get_allowed_tool_names(
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available_tools=available_tools, last_function_response=self.last_function_response
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)
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agent_state_tool_jsons = [t.json_schema for t in self.agent_state.tools]
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allowed_functions = (
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@@ -377,8 +380,8 @@ class Agent(BaseAgent):
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)
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# Don't allow a tool to be called if it failed last time
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if last_function_failed and self.tool_rules_solver.last_tool_name:
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allowed_functions = [f for f in allowed_functions if f["name"] != self.tool_rules_solver.last_tool_name]
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if last_function_failed and self.tool_rules_solver.tool_call_history:
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allowed_functions = [f for f in allowed_functions if f["name"] != self.tool_rules_solver.tool_call_history[-1]]
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if not allowed_functions:
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return None
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@@ -773,6 +776,11 @@ class Agent(BaseAgent):
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**kwargs,
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) -> LettaUsageStatistics:
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"""Run Agent.step in a loop, handling chaining via heartbeat requests and function failures"""
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# Defensively clear the tool rules solver history
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# Usually this would be extraneous as Agent loop is re-loaded on every message send
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# But just to be safe
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self.tool_rules_solver.clear_tool_history()
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next_input_message = messages if isinstance(messages, list) else [messages]
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counter = 0
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total_usage = UsageStatistics()
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@@ -20,7 +20,15 @@ from letta.schemas.letta_message_content import (
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)
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from letta.schemas.llm_config import LLMConfig
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from letta.schemas.message import ToolReturn
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from letta.schemas.tool_rule import ChildToolRule, ConditionalToolRule, ContinueToolRule, InitToolRule, TerminalToolRule, ToolRule
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from letta.schemas.tool_rule import (
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ChildToolRule,
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ConditionalToolRule,
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ContinueToolRule,
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InitToolRule,
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MaxCountPerStepToolRule,
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TerminalToolRule,
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ToolRule,
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)
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# --------------------------
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# LLMConfig Serialization
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@@ -85,23 +93,27 @@ def deserialize_tool_rules(data: Optional[List[Dict]]) -> List[Union[ChildToolRu
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return [deserialize_tool_rule(rule_data) for rule_data in data]
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def deserialize_tool_rule(data: Dict) -> Union[ChildToolRule, InitToolRule, TerminalToolRule, ConditionalToolRule, ContinueToolRule]:
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def deserialize_tool_rule(
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data: Dict,
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) -> Union[ChildToolRule, InitToolRule, TerminalToolRule, ConditionalToolRule, ContinueToolRule, MaxCountPerStepToolRule]:
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"""Deserialize a dictionary to the appropriate ToolRule subclass based on 'type'."""
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rule_type = ToolRuleType(data.get("type"))
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if rule_type == ToolRuleType.run_first or rule_type == ToolRuleType.InitToolRule:
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if rule_type == ToolRuleType.run_first:
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data["type"] = ToolRuleType.run_first
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return InitToolRule(**data)
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elif rule_type == ToolRuleType.exit_loop or rule_type == ToolRuleType.TerminalToolRule:
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elif rule_type == ToolRuleType.exit_loop:
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data["type"] = ToolRuleType.exit_loop
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return TerminalToolRule(**data)
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elif rule_type == ToolRuleType.constrain_child_tools or rule_type == ToolRuleType.ToolRule:
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elif rule_type == ToolRuleType.constrain_child_tools:
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data["type"] = ToolRuleType.constrain_child_tools
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return ChildToolRule(**data)
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elif rule_type == ToolRuleType.conditional:
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return ConditionalToolRule(**data)
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elif rule_type == ToolRuleType.continue_loop:
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return ContinueToolRule(**data)
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elif rule_type == ToolRuleType.max_count_per_step:
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return MaxCountPerStepToolRule(**data)
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raise ValueError(f"Unknown ToolRule type: {rule_type}")
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@@ -1,10 +1,17 @@
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import json
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from typing import List, Optional, Union
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from typing import List, Optional, Set, Union
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from pydantic import BaseModel, Field
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from letta.schemas.enums import ToolRuleType
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from letta.schemas.tool_rule import BaseToolRule, ChildToolRule, ConditionalToolRule, ContinueToolRule, InitToolRule, TerminalToolRule
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from letta.schemas.tool_rule import (
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BaseToolRule,
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ChildToolRule,
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ConditionalToolRule,
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ContinueToolRule,
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InitToolRule,
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MaxCountPerStepToolRule,
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TerminalToolRule,
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)
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class ToolRuleValidationError(Exception):
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@@ -21,13 +28,15 @@ class ToolRulesSolver(BaseModel):
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continue_tool_rules: List[ContinueToolRule] = Field(
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default_factory=list, description="Continue tool rules to be used to continue tool execution."
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)
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tool_rules: List[Union[ChildToolRule, ConditionalToolRule]] = Field(
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# TODO: This should be renamed?
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# TODO: These are tools that control the set of allowed functions in the next turn
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child_based_tool_rules: List[Union[ChildToolRule, ConditionalToolRule, MaxCountPerStepToolRule]] = Field(
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default_factory=list, description="Standard tool rules for controlling execution sequence and allowed transitions."
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)
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terminal_tool_rules: List[TerminalToolRule] = Field(
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default_factory=list, description="Terminal tool rules that end the agent loop if called."
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)
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last_tool_name: Optional[str] = Field(None, description="The most recent tool used, updated with each tool call.")
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tool_call_history: List[str] = Field(default_factory=list, description="History of tool calls, updated with each tool call.")
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def __init__(self, tool_rules: List[BaseToolRule], **kwargs):
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super().__init__(**kwargs)
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@@ -38,45 +47,60 @@ class ToolRulesSolver(BaseModel):
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self.init_tool_rules.append(rule)
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elif rule.type == ToolRuleType.constrain_child_tools:
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assert isinstance(rule, ChildToolRule)
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self.tool_rules.append(rule)
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self.child_based_tool_rules.append(rule)
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elif rule.type == ToolRuleType.conditional:
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assert isinstance(rule, ConditionalToolRule)
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self.validate_conditional_tool(rule)
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self.tool_rules.append(rule)
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self.child_based_tool_rules.append(rule)
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elif rule.type == ToolRuleType.exit_loop:
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assert isinstance(rule, TerminalToolRule)
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self.terminal_tool_rules.append(rule)
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elif rule.type == ToolRuleType.continue_loop:
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assert isinstance(rule, ContinueToolRule)
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self.continue_tool_rules.append(rule)
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elif rule.type == ToolRuleType.max_count_per_step:
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assert isinstance(rule, MaxCountPerStepToolRule)
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self.child_based_tool_rules.append(rule)
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def update_tool_usage(self, tool_name: str):
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"""Update the internal state to track the last tool called."""
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self.last_tool_name = tool_name
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"""Update the internal state to track tool call history."""
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self.tool_call_history.append(tool_name)
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def get_allowed_tool_names(self, error_on_empty: bool = False, last_function_response: Optional[str] = None) -> List[str]:
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def clear_tool_history(self):
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"""Clear the history of tool calls."""
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self.tool_call_history.clear()
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def get_allowed_tool_names(
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self, available_tools: Set[str], error_on_empty: bool = False, last_function_response: Optional[str] = None
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) -> List[str]:
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"""Get a list of tool names allowed based on the last tool called."""
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if self.last_tool_name is None:
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# Use initial tool rules if no tool has been called yet
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return [rule.tool_name for rule in self.init_tool_rules]
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# TODO: This piece of code here is quite ugly and deserves a refactor
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# TODO: There's some weird logic encoded here:
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# TODO: -> This only takes into consideration Init, and a set of Child/Conditional/MaxSteps tool rules
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# TODO: -> Init tool rules outputs are treated additively, Child/Conditional/MaxSteps are intersection based
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# TODO: -> Tool rules should probably be refactored to take in a set of tool names?
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# If no tool has been called yet, return InitToolRules additively
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if not self.tool_call_history:
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if self.init_tool_rules:
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# If there are init tool rules, only return those defined in the init tool rules
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return [rule.tool_name for rule in self.init_tool_rules]
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else:
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# Otherwise, return all the available tools
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return list(available_tools)
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else:
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# Find a matching ToolRule for the last tool used
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current_rule = next((rule for rule in self.tool_rules if rule.tool_name == self.last_tool_name), None)
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# Collect valid tools from all child-based rules
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valid_tool_sets = [
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rule.get_valid_tools(self.tool_call_history, available_tools, last_function_response)
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for rule in self.child_based_tool_rules
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]
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if current_rule is None:
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if error_on_empty:
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raise ValueError(f"No tool rule found for {self.last_tool_name}")
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return []
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# Compute intersection of all valid tool sets
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final_allowed_tools = set.intersection(*valid_tool_sets) if valid_tool_sets else available_tools
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# If the current rule is a conditional tool rule, use the LLM response to
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# determine which child tool to use
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if isinstance(current_rule, ConditionalToolRule):
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if not last_function_response:
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raise ValueError("Conditional tool rule requires an LLM response to determine which child tool to use")
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next_tool = self.evaluate_conditional_tool(current_rule, last_function_response)
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return [next_tool] if next_tool else []
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if error_on_empty and not final_allowed_tools:
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raise ValueError("No valid tools found based on tool rules.")
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return current_rule.children if current_rule.children else []
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return list(final_allowed_tools)
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def is_terminal_tool(self, tool_name: str) -> bool:
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"""Check if the tool is defined as a terminal tool in the terminal tool rules."""
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@@ -84,7 +108,7 @@ class ToolRulesSolver(BaseModel):
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def has_children_tools(self, tool_name):
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"""Check if the tool has children tools"""
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return any(rule.tool_name == tool_name for rule in self.tool_rules)
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return any(rule.tool_name == tool_name for rule in self.child_based_tool_rules)
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def is_continue_tool(self, tool_name):
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"""Check if the tool is defined as a continue tool in the tool rules."""
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@@ -103,47 +127,3 @@ class ToolRulesSolver(BaseModel):
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if len(rule.child_output_mapping) == 0:
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raise ToolRuleValidationError("Conditional tool rule must have at least one child tool.")
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return True
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def evaluate_conditional_tool(self, tool: ConditionalToolRule, last_function_response: str) -> str:
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"""
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Parse function response to determine which child tool to use based on the mapping
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Args:
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tool (ConditionalToolRule): The conditional tool rule
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last_function_response (str): The function response in JSON format
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Returns:
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str: The name of the child tool to use next
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"""
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json_response = json.loads(last_function_response)
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function_output = json_response["message"]
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# Try to match the function output with a mapping key
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for key in tool.child_output_mapping:
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# Convert function output to match key type for comparison
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if isinstance(key, bool):
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typed_output = function_output.lower() == "true"
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elif isinstance(key, int):
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try:
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typed_output = int(function_output)
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except (ValueError, TypeError):
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continue
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elif isinstance(key, float):
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try:
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typed_output = float(function_output)
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except (ValueError, TypeError):
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continue
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else: # string
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if function_output == "True" or function_output == "False":
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typed_output = function_output.lower()
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elif function_output == "None":
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typed_output = None
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else:
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typed_output = function_output
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if typed_output == key:
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return tool.child_output_mapping[key]
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# If no match found, use default
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return tool.default_child
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@@ -508,10 +508,13 @@ class SqlalchemyBase(CommonSqlalchemyMetaMixins, Base):
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raise NotImplementedError("Sqlalchemy models must declare a __pydantic_model__ property to be convertable.")
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def to_pydantic(self) -> "BaseModel":
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"""converts to the basic pydantic model counterpart"""
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model = self.__pydantic_model__.model_validate(self)
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if hasattr(self, "metadata_"):
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model.metadata = self.metadata_
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"""Converts the SQLAlchemy model to its corresponding Pydantic model."""
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model = self.__pydantic_model__.model_validate(self, from_attributes=True)
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# Explicitly map metadata_ to metadata in Pydantic model
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if hasattr(self, "metadata_") and hasattr(model, "metadata_"):
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setattr(model, "metadata_", self.metadata_) # Ensures correct assignment
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return model
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def pretty_print_columns(self) -> str:
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@@ -44,5 +44,6 @@ class Tool(SqlalchemyBase, OrganizationMixin):
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source_code: Mapped[Optional[str]] = mapped_column(String, doc="The source code of the function.")
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json_schema: Mapped[Optional[dict]] = mapped_column(JSON, default=lambda: {}, doc="The OAI compatable JSON schema of the function.")
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args_json_schema: Mapped[Optional[dict]] = mapped_column(JSON, default=lambda: {}, doc="The JSON schema of the function arguments.")
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metadata_: Mapped[Optional[dict]] = mapped_column(JSON, default=lambda: {}, doc="A dictionary of additional metadata for the tool.")
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# relationships
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organization: Mapped["Organization"] = relationship("Organization", back_populates="tools", lazy="selectin")
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@@ -47,8 +47,4 @@ class ToolRuleType(str, Enum):
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continue_loop = "continue_loop"
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conditional = "conditional"
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constrain_child_tools = "constrain_child_tools"
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require_parent_tools = "require_parent_tools"
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# Deprecated
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InitToolRule = "InitToolRule"
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TerminalToolRule = "TerminalToolRule"
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ToolRule = "ToolRule"
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max_count_per_step = "max_count_per_step"
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@@ -66,6 +66,7 @@ class Tool(BaseTool):
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# metadata fields
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created_by_id: Optional[str] = Field(None, description="The id of the user that made this Tool.")
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last_updated_by_id: Optional[str] = Field(None, description="The id of the user that made this Tool.")
|
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metadata_: Optional[Dict[str, Any]] = Field(default_factory=dict, description="A dictionary of additional metadata for the tool.")
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|
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@model_validator(mode="after")
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def refresh_source_code_and_json_schema(self):
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@@ -137,10 +138,6 @@ class ToolCreate(LettaBase):
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@classmethod
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def from_mcp(cls, mcp_server_name: str, mcp_tool: MCPTool) -> "ToolCreate":
|
||||
|
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# Get the MCP tool from the MCP server
|
||||
# NVM
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||||
|
||||
# Pass the MCP tool to the schema generator
|
||||
json_schema = generate_tool_schema_for_mcp(mcp_tool=mcp_tool)
|
||||
|
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|
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@@ -1,4 +1,5 @@
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from typing import Annotated, Any, Dict, List, Literal, Optional, Union
|
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import json
|
||||
from typing import Annotated, Any, Dict, List, Literal, Optional, Set, Union
|
||||
|
||||
from pydantic import Field
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||||
|
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@@ -11,6 +12,9 @@ class BaseToolRule(LettaBase):
|
||||
tool_name: str = Field(..., description="The name of the tool. Must exist in the database for the user's organization.")
|
||||
type: ToolRuleType = Field(..., description="The type of the message.")
|
||||
|
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def get_valid_tools(self, tool_call_history: List[str], available_tools: Set[str], last_function_response: Optional[str]) -> set[str]:
|
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raise NotImplementedError
|
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|
||||
|
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class ChildToolRule(BaseToolRule):
|
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"""
|
||||
@@ -20,6 +24,10 @@ class ChildToolRule(BaseToolRule):
|
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type: Literal[ToolRuleType.constrain_child_tools] = ToolRuleType.constrain_child_tools
|
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children: List[str] = Field(..., description="The children tools that can be invoked.")
|
||||
|
||||
def get_valid_tools(self, tool_call_history: List[str], available_tools: Set[str], last_function_response: Optional[str]) -> Set[str]:
|
||||
last_tool = tool_call_history[-1] if tool_call_history else None
|
||||
return set(self.children) if last_tool == self.tool_name else available_tools
|
||||
|
||||
|
||||
class ConditionalToolRule(BaseToolRule):
|
||||
"""
|
||||
@@ -31,6 +39,50 @@ class ConditionalToolRule(BaseToolRule):
|
||||
child_output_mapping: Dict[Any, str] = Field(..., description="The output case to check for mapping")
|
||||
require_output_mapping: bool = Field(default=False, description="Whether to throw an error when output doesn't match any case")
|
||||
|
||||
def get_valid_tools(self, tool_call_history: List[str], available_tools: Set[str], last_function_response: Optional[str]) -> Set[str]:
|
||||
"""Determine valid tools based on function output mapping."""
|
||||
if not tool_call_history or tool_call_history[-1] != self.tool_name:
|
||||
return available_tools # No constraints if this rule doesn't apply
|
||||
|
||||
if not last_function_response:
|
||||
raise ValueError("Conditional tool rule requires an LLM response to determine which child tool to use")
|
||||
|
||||
try:
|
||||
json_response = json.loads(last_function_response)
|
||||
function_output = json_response.get("message", "")
|
||||
except json.JSONDecodeError:
|
||||
if self.require_output_mapping:
|
||||
return set() # Strict mode: Invalid response means no allowed tools
|
||||
return {self.default_child} if self.default_child else available_tools
|
||||
|
||||
# Match function output to a mapped child tool
|
||||
for key, tool in self.child_output_mapping.items():
|
||||
if self._matches_key(function_output, key):
|
||||
return {tool}
|
||||
|
||||
# If no match found, use default or allow all tools if no default is set
|
||||
if self.require_output_mapping:
|
||||
return set() # Strict mode: No match means no valid tools
|
||||
|
||||
return {self.default_child} if self.default_child else available_tools
|
||||
|
||||
def _matches_key(self, function_output: str, key: Any) -> bool:
|
||||
"""Helper function to determine if function output matches a mapping key."""
|
||||
if isinstance(key, bool):
|
||||
return function_output.lower() == "true" if key else function_output.lower() == "false"
|
||||
elif isinstance(key, int):
|
||||
try:
|
||||
return int(function_output) == key
|
||||
except ValueError:
|
||||
return False
|
||||
elif isinstance(key, float):
|
||||
try:
|
||||
return float(function_output) == key
|
||||
except ValueError:
|
||||
return False
|
||||
else: # Assume string
|
||||
return str(function_output) == str(key)
|
||||
|
||||
|
||||
class InitToolRule(BaseToolRule):
|
||||
"""
|
||||
@@ -56,7 +108,26 @@ class ContinueToolRule(BaseToolRule):
|
||||
type: Literal[ToolRuleType.continue_loop] = ToolRuleType.continue_loop
|
||||
|
||||
|
||||
class MaxCountPerStepToolRule(BaseToolRule):
|
||||
"""
|
||||
Represents a tool rule configuration which constrains the total number of times this tool can be invoked in a single step.
|
||||
"""
|
||||
|
||||
type: Literal[ToolRuleType.max_count_per_step] = ToolRuleType.max_count_per_step
|
||||
max_count_limit: int = Field(..., description="The max limit for the total number of times this tool can be invoked in a single step.")
|
||||
|
||||
def get_valid_tools(self, tool_call_history: List[str], available_tools: Set[str], last_function_response: Optional[str]) -> Set[str]:
|
||||
"""Restricts the tool if it has been called max_count_limit times in the current step."""
|
||||
count = tool_call_history.count(self.tool_name)
|
||||
|
||||
# If the tool has been used max_count_limit times, it is no longer allowed
|
||||
if count >= self.max_count_limit:
|
||||
return available_tools - {self.tool_name}
|
||||
|
||||
return available_tools
|
||||
|
||||
|
||||
ToolRule = Annotated[
|
||||
Union[ChildToolRule, InitToolRule, TerminalToolRule, ConditionalToolRule, ContinueToolRule],
|
||||
Union[ChildToolRule, InitToolRule, TerminalToolRule, ConditionalToolRule, ContinueToolRule, MaxCountPerStepToolRule],
|
||||
Field(discriminator="type"),
|
||||
]
|
||||
|
||||
@@ -15,7 +15,7 @@ class CoreMemoryBlockSchema(BaseModel):
|
||||
is_template: bool
|
||||
label: str
|
||||
limit: int
|
||||
metadata_: Dict[str, Any] = Field(default_factory=dict)
|
||||
metadata_: Optional[Dict] = None
|
||||
template_name: Optional[str]
|
||||
updated_at: str
|
||||
value: str
|
||||
@@ -85,6 +85,7 @@ class ToolSchema(BaseModel):
|
||||
tags: List[str]
|
||||
tool_type: str
|
||||
updated_at: str
|
||||
metadata_: Optional[Dict] = None
|
||||
|
||||
|
||||
class AgentSchema(BaseModel):
|
||||
@@ -99,7 +100,7 @@ class AgentSchema(BaseModel):
|
||||
llm_config: LLMConfig
|
||||
message_buffer_autoclear: bool
|
||||
messages: List[MessageSchema]
|
||||
metadata_: Dict
|
||||
metadata_: Optional[Dict] = None
|
||||
multi_agent_group: Optional[Any]
|
||||
name: str
|
||||
system: str
|
||||
|
||||
@@ -257,7 +257,7 @@ def create_application() -> "FastAPI":
|
||||
|
||||
# Set up OpenTelemetry tracing
|
||||
otlp_endpoint = settings.otel_exporter_otlp_endpoint
|
||||
if otlp_endpoint:
|
||||
if otlp_endpoint and not settings.disable_tracing:
|
||||
print(f"▶ Using OTLP tracing with endpoint: {otlp_endpoint}")
|
||||
env_name_suffix = os.getenv("ENV_NAME")
|
||||
service_name = f"letta-server-{env_name_suffix.lower()}" if env_name_suffix else "letta-server"
|
||||
|
||||
@@ -398,7 +398,7 @@ def add_mcp_tool(
|
||||
)
|
||||
|
||||
tool_create = ToolCreate.from_mcp(mcp_server_name=mcp_server_name, mcp_tool=mcp_tool)
|
||||
return server.tool_manager.create_or_update_mcp_tool(tool_create=tool_create, actor=actor)
|
||||
return server.tool_manager.create_or_update_mcp_tool(tool_create=tool_create, mcp_server_name=mcp_server_name, actor=actor)
|
||||
|
||||
|
||||
@router.put("/mcp/servers", response_model=List[Union[StdioServerConfig, SSEServerConfig]], operation_id="add_mcp_server")
|
||||
|
||||
@@ -723,10 +723,17 @@ class SyncServer(Server):
|
||||
assert isinstance(message, MessageCreate)
|
||||
|
||||
# If wrapping is enabled, wrap with metadata before placing content inside the Message object
|
||||
if isinstance(message.content, str):
|
||||
message_content = message.content
|
||||
elif message.content and len(message.content) > 0 and isinstance(message.content[0], TextContent):
|
||||
message_content = message.content[0].text
|
||||
else:
|
||||
assert message_content is not None, "Message content is empty"
|
||||
|
||||
if message.role == MessageRole.user and wrap_user_message:
|
||||
message.content = system.package_user_message(user_message=message.content)
|
||||
message_content = system.package_user_message(user_message=message_content)
|
||||
elif message.role == MessageRole.system and wrap_system_message:
|
||||
message.content = system.package_system_message(system_message=message.content)
|
||||
message_content = system.package_system_message(system_message=message_content)
|
||||
else:
|
||||
raise ValueError(f"Invalid message role: {message.role}")
|
||||
|
||||
@@ -735,7 +742,7 @@ class SyncServer(Server):
|
||||
Message(
|
||||
agent_id=agent_id,
|
||||
role=message.role,
|
||||
content=[TextContent(text=message.content)] if message.content else [],
|
||||
content=[TextContent(text=message_content)] if message_content else [],
|
||||
name=message.name,
|
||||
# assigned later?
|
||||
model=None,
|
||||
|
||||
@@ -2,7 +2,7 @@ import importlib
|
||||
import warnings
|
||||
from typing import List, Optional
|
||||
|
||||
from letta.constants import BASE_FUNCTION_RETURN_CHAR_LIMIT, BASE_MEMORY_TOOLS, BASE_TOOLS, MULTI_AGENT_TOOLS
|
||||
from letta.constants import BASE_FUNCTION_RETURN_CHAR_LIMIT, BASE_MEMORY_TOOLS, BASE_TOOLS, MCP_TOOL_TAG_NAME_PREFIX, MULTI_AGENT_TOOLS
|
||||
from letta.functions.functions import derive_openai_json_schema, load_function_set
|
||||
from letta.log import get_logger
|
||||
from letta.orm.enums import ToolType
|
||||
@@ -57,9 +57,13 @@ class ToolManager:
|
||||
return tool
|
||||
|
||||
@enforce_types
|
||||
def create_or_update_mcp_tool(self, tool_create: ToolCreate, actor: PydanticUser) -> PydanticTool:
|
||||
def create_or_update_mcp_tool(self, tool_create: ToolCreate, mcp_server_name: str, actor: PydanticUser) -> PydanticTool:
|
||||
metadata = {MCP_TOOL_TAG_NAME_PREFIX: {"server_name": mcp_server_name}}
|
||||
return self.create_or_update_tool(
|
||||
PydanticTool(tool_type=ToolType.EXTERNAL_MCP, name=tool_create.json_schema["name"], **tool_create.model_dump()), actor
|
||||
PydanticTool(
|
||||
tool_type=ToolType.EXTERNAL_MCP, name=tool_create.json_schema["name"], metadata_=metadata, **tool_create.model_dump()
|
||||
),
|
||||
actor,
|
||||
)
|
||||
|
||||
@enforce_types
|
||||
|
||||
@@ -180,6 +180,7 @@ class Settings(BaseSettings):
|
||||
# telemetry logging
|
||||
verbose_telemetry_logging: bool = False
|
||||
otel_exporter_otlp_endpoint: str = "http://localhost:4317"
|
||||
disable_tracing: bool = False
|
||||
|
||||
# uvicorn settings
|
||||
uvicorn_workers: int = 1
|
||||
|
||||
@@ -112,6 +112,16 @@ def setup_tracing(
|
||||
global _is_tracing_initialized
|
||||
|
||||
provider = TracerProvider(resource=Resource.create({"service.name": service_name}))
|
||||
import uuid
|
||||
|
||||
provider = TracerProvider(
|
||||
resource=Resource.create(
|
||||
{
|
||||
"service.name": service_name,
|
||||
"device.id": uuid.getnode(), # MAC address as unique device identifier
|
||||
}
|
||||
)
|
||||
)
|
||||
if endpoint:
|
||||
provider.add_span_processor(BatchSpanProcessor(OTLPSpanExporter(endpoint=endpoint)))
|
||||
_is_tracing_initialized = True
|
||||
|
||||
43
otel-collector-config-clickhouse-dev.yaml
Normal file
43
otel-collector-config-clickhouse-dev.yaml
Normal file
@@ -0,0 +1,43 @@
|
||||
receivers:
|
||||
otlp:
|
||||
protocols:
|
||||
grpc:
|
||||
endpoint: 0.0.0.0:4317
|
||||
http:
|
||||
endpoint: 0.0.0.0:4318
|
||||
|
||||
processors:
|
||||
batch:
|
||||
timeout: 1s
|
||||
send_batch_size: 1024
|
||||
|
||||
exporters:
|
||||
file:
|
||||
path: ${HOME}/.letta/logs/traces.json
|
||||
rotation:
|
||||
max_megabytes: 100
|
||||
max_days: 7
|
||||
max_backups: 5
|
||||
clickhouse:
|
||||
endpoint: ${CLICKHOUSE_ENDPOINT}
|
||||
database: ${CLICKHOUSE_DATABASE}
|
||||
username: ${CLICKHOUSE_USERNAME}
|
||||
password: ${CLICKHOUSE_PASSWORD}
|
||||
timeout: 5s
|
||||
sending_queue:
|
||||
queue_size: 100
|
||||
retry_on_failure:
|
||||
enabled: true
|
||||
initial_interval: 5s
|
||||
max_interval: 30s
|
||||
max_elapsed_time: 300s
|
||||
|
||||
service:
|
||||
telemetry:
|
||||
logs:
|
||||
level: error
|
||||
pipelines:
|
||||
traces:
|
||||
receivers: [otlp]
|
||||
processors: [batch]
|
||||
exporters: [file, clickhouse]
|
||||
83
otel-collector-config-clickhouse-prod.yaml
Normal file
83
otel-collector-config-clickhouse-prod.yaml
Normal file
@@ -0,0 +1,83 @@
|
||||
receivers:
|
||||
otlp:
|
||||
protocols:
|
||||
grpc:
|
||||
endpoint: 0.0.0.0:4317
|
||||
http:
|
||||
endpoint: 0.0.0.0:4318
|
||||
filelog:
|
||||
include:
|
||||
- /root/.letta/logs/Letta.log
|
||||
multiline:
|
||||
line_start_pattern: ^\d{4}-\d{2}-\d{2} \d{2}:\d{2}:\d{2},\d{3}
|
||||
operators:
|
||||
# Extract timestamp and other fields
|
||||
- type: regex_parser
|
||||
regex: '^(?P<timestamp>\d{4}-\d{2}-\d{2} \d{2}:\d{2}:\d{2},\d{3})\s+-\s+(?P<component>[\w\.-]+)\s+-\s+(?P<severity>\w+)\s+-\s+(?P<body>.*)$'
|
||||
# Parse the timestamp
|
||||
- type: time_parser
|
||||
parse_from: attributes.timestamp
|
||||
layout: '%Y-%m-%d %H:%M:%S,%L'
|
||||
# Set severity
|
||||
- type: severity_parser
|
||||
parse_from: attributes.severity
|
||||
mapping:
|
||||
debug: DEBUG
|
||||
info: INFO
|
||||
warning: WARN
|
||||
error: ERROR
|
||||
critical: FATAL
|
||||
# Add resource attributes
|
||||
- type: add
|
||||
field: resource.service_name
|
||||
value: letta-server
|
||||
- type: add
|
||||
field: resource.environment
|
||||
value: ${ENV_NAME}
|
||||
|
||||
processors:
|
||||
batch:
|
||||
timeout: 1s
|
||||
send_batch_size: 1024
|
||||
|
||||
exporters:
|
||||
clickhouse:
|
||||
endpoint: ${CLICKHOUSE_ENDPOINT}
|
||||
database: ${CLICKHOUSE_DATABASE}
|
||||
username: ${CLICKHOUSE_USERNAME}
|
||||
password: ${CLICKHOUSE_PASSWORD}
|
||||
timeout: 5s
|
||||
sending_queue:
|
||||
queue_size: 100
|
||||
retry_on_failure:
|
||||
enabled: true
|
||||
initial_interval: 5s
|
||||
max_interval: 30s
|
||||
max_elapsed_time: 300s
|
||||
|
||||
extensions:
|
||||
health_check:
|
||||
pprof:
|
||||
zpages:
|
||||
|
||||
service:
|
||||
telemetry:
|
||||
logs:
|
||||
level: debug
|
||||
development: true
|
||||
metrics:
|
||||
address: 0.0.0.0:8888
|
||||
extensions: [health_check, pprof, zpages]
|
||||
pipelines:
|
||||
traces:
|
||||
receivers: [otlp]
|
||||
processors: [batch]
|
||||
exporters: [clickhouse]
|
||||
logs:
|
||||
receivers: [filelog]
|
||||
processors: [batch]
|
||||
exporters: [clickhouse]
|
||||
metrics:
|
||||
receivers: [otlp]
|
||||
processors: [batch]
|
||||
exporters: [clickhouse]
|
||||
@@ -5,35 +5,6 @@ receivers:
|
||||
endpoint: 0.0.0.0:4317
|
||||
http:
|
||||
endpoint: 0.0.0.0:4318
|
||||
filelog:
|
||||
include:
|
||||
- /root/.letta/logs/Letta.log
|
||||
multiline:
|
||||
line_start_pattern: ^\d{4}-\d{2}-\d{2} \d{2}:\d{2}:\d{2},\d{3}
|
||||
operators:
|
||||
# Extract timestamp and other fields
|
||||
- type: regex_parser
|
||||
regex: '^(?P<timestamp>\d{4}-\d{2}-\d{2} \d{2}:\d{2}:\d{2},\d{3})\s+-\s+(?P<component>[\w\.-]+)\s+-\s+(?P<severity>\w+)\s+-\s+(?P<body>.*)$'
|
||||
# Parse the timestamp
|
||||
- type: time_parser
|
||||
parse_from: attributes.timestamp
|
||||
layout: '%Y-%m-%d %H:%M:%S,%L'
|
||||
# Set severity
|
||||
- type: severity_parser
|
||||
parse_from: attributes.severity
|
||||
mapping:
|
||||
debug: DEBUG
|
||||
info: INFO
|
||||
warning: WARN
|
||||
error: ERROR
|
||||
critical: FATAL
|
||||
# Add resource attributes
|
||||
- type: add
|
||||
field: resource.service_name
|
||||
value: letta-server
|
||||
- type: add
|
||||
field: resource.environment
|
||||
value: ${ENV_NAME}
|
||||
|
||||
processors:
|
||||
batch:
|
||||
@@ -70,7 +41,3 @@ service:
|
||||
receivers: [otlp]
|
||||
processors: [batch]
|
||||
exporters: [file, clickhouse]
|
||||
logs:
|
||||
receivers: [filelog]
|
||||
processors: [batch]
|
||||
exporters: [clickhouse]
|
||||
|
||||
30
otel-collector-config-file-dev.yaml
Normal file
30
otel-collector-config-file-dev.yaml
Normal file
@@ -0,0 +1,30 @@
|
||||
receivers:
|
||||
otlp:
|
||||
protocols:
|
||||
grpc:
|
||||
endpoint: localhost:4317
|
||||
http:
|
||||
endpoint: localhost:4318
|
||||
|
||||
processors:
|
||||
batch:
|
||||
timeout: 1s
|
||||
send_batch_size: 1024
|
||||
|
||||
exporters:
|
||||
file:
|
||||
path: ${HOME}/.letta/logs/traces.json
|
||||
rotation:
|
||||
max_megabytes: 100
|
||||
max_days: 7
|
||||
max_backups: 5
|
||||
|
||||
service:
|
||||
telemetry:
|
||||
logs:
|
||||
level: error
|
||||
pipelines:
|
||||
traces:
|
||||
receivers: [otlp]
|
||||
processors: [batch]
|
||||
exporters: [file]
|
||||
462
poetry.lock
generated
462
poetry.lock
generated
@@ -13,92 +13,92 @@ files = [
|
||||
|
||||
[[package]]
|
||||
name = "aiohttp"
|
||||
version = "3.11.13"
|
||||
version = "3.11.14"
|
||||
description = "Async http client/server framework (asyncio)"
|
||||
optional = false
|
||||
python-versions = ">=3.9"
|
||||
files = [
|
||||
{file = "aiohttp-3.11.13-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:a4fe27dbbeec445e6e1291e61d61eb212ee9fed6e47998b27de71d70d3e8777d"},
|
||||
{file = "aiohttp-3.11.13-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:9e64ca2dbea28807f8484c13f684a2f761e69ba2640ec49dacd342763cc265ef"},
|
||||
{file = "aiohttp-3.11.13-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:9840be675de208d1f68f84d578eaa4d1a36eee70b16ae31ab933520c49ba1325"},
|
||||
{file = "aiohttp-3.11.13-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:28a772757c9067e2aee8a6b2b425d0efaa628c264d6416d283694c3d86da7689"},
|
||||
{file = "aiohttp-3.11.13-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:b88aca5adbf4625e11118df45acac29616b425833c3be7a05ef63a6a4017bfdb"},
|
||||
{file = "aiohttp-3.11.13-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:ce10ddfbe26ed5856d6902162f71b8fe08545380570a885b4ab56aecfdcb07f4"},
|
||||
{file = "aiohttp-3.11.13-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:fa48dac27f41b36735c807d1ab093a8386701bbf00eb6b89a0f69d9fa26b3671"},
|
||||
{file = "aiohttp-3.11.13-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:89ce611b1eac93ce2ade68f1470889e0173d606de20c85a012bfa24be96cf867"},
|
||||
{file = "aiohttp-3.11.13-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:78e4dd9c34ec7b8b121854eb5342bac8b02aa03075ae8618b6210a06bbb8a115"},
|
||||
{file = "aiohttp-3.11.13-cp310-cp310-musllinux_1_2_armv7l.whl", hash = "sha256:66047eacbc73e6fe2462b77ce39fc170ab51235caf331e735eae91c95e6a11e4"},
|
||||
{file = "aiohttp-3.11.13-cp310-cp310-musllinux_1_2_i686.whl", hash = "sha256:5ad8f1c19fe277eeb8bc45741c6d60ddd11d705c12a4d8ee17546acff98e0802"},
|
||||
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||||
{file = "aiohttp-3.11.14-cp39-cp39-musllinux_1_2_s390x.whl", hash = "sha256:ced66c5c6ad5bcaf9be54560398654779ec1c3695f1a9cf0ae5e3606694a000a"},
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||||
{file = "aiohttp-3.11.14-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:a40087b82f83bd671cbeb5f582c233d196e9653220404a798798bfc0ee189fff"},
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||||
{file = "aiohttp-3.11.14-cp39-cp39-win32.whl", hash = "sha256:95d7787f2bcbf7cb46823036a8d64ccfbc2ffc7d52016b4044d901abceeba3db"},
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||||
{file = "aiohttp-3.11.14-cp39-cp39-win_amd64.whl", hash = "sha256:22a8107896877212130c58f74e64b77f7007cb03cea8698be317272643602d45"},
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||||
{file = "aiohttp-3.11.14.tar.gz", hash = "sha256:d6edc538c7480fa0a3b2bdd705f8010062d74700198da55d16498e1b49549b9c"},
|
||||
]
|
||||
|
||||
[package.dependencies]
|
||||
@@ -184,13 +184,13 @@ vertex = ["google-auth (>=2,<3)"]
|
||||
|
||||
[[package]]
|
||||
name = "anyio"
|
||||
version = "4.8.0"
|
||||
version = "4.9.0"
|
||||
description = "High level compatibility layer for multiple asynchronous event loop implementations"
|
||||
optional = false
|
||||
python-versions = ">=3.9"
|
||||
files = [
|
||||
{file = "anyio-4.8.0-py3-none-any.whl", hash = "sha256:b5011f270ab5eb0abf13385f851315585cc37ef330dd88e27ec3d34d651fd47a"},
|
||||
{file = "anyio-4.8.0.tar.gz", hash = "sha256:1d9fe889df5212298c0c0723fa20479d1b94883a2df44bd3897aa91083316f7a"},
|
||||
{file = "anyio-4.9.0-py3-none-any.whl", hash = "sha256:9f76d541cad6e36af7beb62e978876f3b41e3e04f2c1fbf0884604c0a9c4d93c"},
|
||||
{file = "anyio-4.9.0.tar.gz", hash = "sha256:673c0c244e15788651a4ff38710fea9675823028a6f08a5eda409e0c9840a028"},
|
||||
]
|
||||
|
||||
[package.dependencies]
|
||||
@@ -200,8 +200,8 @@ sniffio = ">=1.1"
|
||||
typing_extensions = {version = ">=4.5", markers = "python_version < \"3.13\""}
|
||||
|
||||
[package.extras]
|
||||
doc = ["Sphinx (>=7.4,<8.0)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx_rtd_theme"]
|
||||
test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "trustme", "truststore (>=0.9.1)", "uvloop (>=0.21)"]
|
||||
doc = ["Sphinx (>=8.2,<9.0)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx_rtd_theme"]
|
||||
test = ["anyio[trio]", "blockbuster (>=1.5.23)", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "trustme", "truststore (>=0.9.1)", "uvloop (>=0.21)"]
|
||||
trio = ["trio (>=0.26.1)"]
|
||||
|
||||
[[package]]
|
||||
@@ -447,17 +447,17 @@ files = [
|
||||
|
||||
[[package]]
|
||||
name = "boto3"
|
||||
version = "1.37.13"
|
||||
version = "1.37.14"
|
||||
description = "The AWS SDK for Python"
|
||||
optional = true
|
||||
python-versions = ">=3.8"
|
||||
files = [
|
||||
{file = "boto3-1.37.13-py3-none-any.whl", hash = "sha256:90fa5a91d7d7456219f0b7c4a93b38335dc5cf4613d885da4d4c1d099e04c6b7"},
|
||||
{file = "boto3-1.37.13.tar.gz", hash = "sha256:295648f887464ab74c5c301a44982df76f9ba39ebfc16be5b8f071ad1a81fe95"},
|
||||
{file = "boto3-1.37.14-py3-none-any.whl", hash = "sha256:56b4d1e084dbca43d5fdd070f633a84de61a6ce592655b4d239d263d1a0097fc"},
|
||||
{file = "boto3-1.37.14.tar.gz", hash = "sha256:cf2e5e6d56efd5850db8ce3d9094132e4759cf2d4b5fd8200d69456bf61a20f3"},
|
||||
]
|
||||
|
||||
[package.dependencies]
|
||||
botocore = ">=1.37.13,<1.38.0"
|
||||
botocore = ">=1.37.14,<1.38.0"
|
||||
jmespath = ">=0.7.1,<2.0.0"
|
||||
s3transfer = ">=0.11.0,<0.12.0"
|
||||
|
||||
@@ -466,13 +466,13 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
|
||||
|
||||
[[package]]
|
||||
name = "botocore"
|
||||
version = "1.37.13"
|
||||
version = "1.37.14"
|
||||
description = "Low-level, data-driven core of boto 3."
|
||||
optional = true
|
||||
python-versions = ">=3.8"
|
||||
files = [
|
||||
{file = "botocore-1.37.13-py3-none-any.whl", hash = "sha256:aa417bac0f4d79533080e6e17c0509e149353aec83cfe7879597a7942f7f08d0"},
|
||||
{file = "botocore-1.37.13.tar.gz", hash = "sha256:60dfb831c54eb466db9b91891a6c8a0c223626caa049969d5d42858ad1e7f8c7"},
|
||||
{file = "botocore-1.37.14-py3-none-any.whl", hash = "sha256:709a1796f436f8e378e52170e58501c1f3b5f2d1308238cf1d6a3bdba2e32851"},
|
||||
{file = "botocore-1.37.14.tar.gz", hash = "sha256:b0adce3f0fb42b914eb05079f50cf368cb9cf9745fdd206bd91fe6ac67b29aca"},
|
||||
]
|
||||
|
||||
[package.dependencies]
|
||||
@@ -874,13 +874,13 @@ test = ["pytest"]
|
||||
|
||||
[[package]]
|
||||
name = "composio-core"
|
||||
version = "0.7.8"
|
||||
version = "0.7.9"
|
||||
description = "Core package to act as a bridge between composio platform and other services."
|
||||
optional = false
|
||||
python-versions = "<4,>=3.9"
|
||||
files = [
|
||||
{file = "composio_core-0.7.8-py3-none-any.whl", hash = "sha256:c481f02d64e1b7f5a7907bde626c36271b116cc6c7d82439ce37f7f7bbeea583"},
|
||||
{file = "composio_core-0.7.8.tar.gz", hash = "sha256:7bf5fde0889c353fd79654e90f216f60cc8c36b190b1b406bfa95d6fcfcdc73f"},
|
||||
{file = "composio_core-0.7.9-py3-none-any.whl", hash = "sha256:0712330111eb05b58bf97131ea04597882326326928d055c88cb34c6c0a15241"},
|
||||
{file = "composio_core-0.7.9.tar.gz", hash = "sha256:70afebfbcf0c89cbfa4c1f0ec24413753298004c5202e4860c83aa6a5688f537"},
|
||||
]
|
||||
|
||||
[package.dependencies]
|
||||
@@ -911,13 +911,13 @@ tools = ["diskcache", "flake8", "networkx", "pathspec", "pygments", "ruff", "tra
|
||||
|
||||
[[package]]
|
||||
name = "composio-langchain"
|
||||
version = "0.7.8"
|
||||
version = "0.7.9"
|
||||
description = "Use Composio to get an array of tools with your LangChain agent."
|
||||
optional = false
|
||||
python-versions = "<4,>=3.9"
|
||||
files = [
|
||||
{file = "composio_langchain-0.7.8-py3-none-any.whl", hash = "sha256:78c49c8387d83e573b3d4837325c9f44ff4ca0adc0a9aadbaf31d6953ed01ef3"},
|
||||
{file = "composio_langchain-0.7.8.tar.gz", hash = "sha256:b6dd2f9ff0bdd50e01200d837e1d00806590591da4abd3bf1067e17b3efbbd62"},
|
||||
{file = "composio_langchain-0.7.9-py3-none-any.whl", hash = "sha256:6536fd728b716716bd2ec2c7c3a85b2366b1739fe4b0bddd620e5d21f85d37ca"},
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||||
{file = "composio_langchain-0.7.9.tar.gz", hash = "sha256:9dbfa3f77f862a8daddf413d8c552219bbe963cfa0441f6b5153aaba3b75602e"},
|
||||
]
|
||||
|
||||
[package.dependencies]
|
||||
@@ -1764,20 +1764,20 @@ websockets = ">=13.0,<15.0dev"
|
||||
|
||||
[[package]]
|
||||
name = "googleapis-common-protos"
|
||||
version = "1.69.1"
|
||||
version = "1.69.2"
|
||||
description = "Common protobufs used in Google APIs"
|
||||
optional = false
|
||||
python-versions = ">=3.7"
|
||||
files = [
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||||
{file = "googleapis_common_protos-1.69.1-py2.py3-none-any.whl", hash = "sha256:4077f27a6900d5946ee5a369fab9c8ded4c0ef1c6e880458ea2f70c14f7b70d5"},
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{file = "googleapis_common_protos-1.69.1.tar.gz", hash = "sha256:e20d2d8dda87da6fe7340afbbdf4f0bcb4c8fae7e6cadf55926c31f946b0b9b1"},
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{file = "googleapis_common_protos-1.69.2-py3-none-any.whl", hash = "sha256:0b30452ff9c7a27d80bfc5718954063e8ab53dd3697093d3bc99581f5fd24212"},
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{file = "googleapis_common_protos-1.69.2.tar.gz", hash = "sha256:3e1b904a27a33c821b4b749fd31d334c0c9c30e6113023d495e48979a3dc9c5f"},
|
||||
]
|
||||
|
||||
[package.dependencies]
|
||||
protobuf = ">=3.20.2,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<6.0.0.dev0"
|
||||
protobuf = ">=3.20.2,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<7.0.0"
|
||||
|
||||
[package.extras]
|
||||
grpc = ["grpcio (>=1.44.0,<2.0.0.dev0)"]
|
||||
grpc = ["grpcio (>=1.44.0,<2.0.0)"]
|
||||
|
||||
[[package]]
|
||||
name = "greenlet"
|
||||
@@ -2653,18 +2653,18 @@ typing-extensions = ">=4.7"
|
||||
|
||||
[[package]]
|
||||
name = "langchain-openai"
|
||||
version = "0.3.8"
|
||||
version = "0.3.9"
|
||||
description = "An integration package connecting OpenAI and LangChain"
|
||||
optional = false
|
||||
python-versions = "<4.0,>=3.9"
|
||||
files = [
|
||||
{file = "langchain_openai-0.3.8-py3-none-any.whl", hash = "sha256:9004dc8ef853aece0d8f0feca7753dc97f710fa3e53874c8db66466520436dbb"},
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||||
{file = "langchain_openai-0.3.8.tar.gz", hash = "sha256:4d73727eda8102d1d07a2ca036278fccab0bb5e0abf353cec9c3973eb72550ec"},
|
||||
{file = "langchain_openai-0.3.9-py3-none-any.whl", hash = "sha256:1ad95c09a620910c39a8eb826eb146bd96bfbc55e4fca78b1e28ffd5e4f5b261"},
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||||
{file = "langchain_openai-0.3.9.tar.gz", hash = "sha256:a2897d15765a435eff3fed7043235c25ec1e192e6c45a81e9e4fae2951335fb3"},
|
||||
]
|
||||
|
||||
[package.dependencies]
|
||||
langchain-core = ">=0.3.42,<1.0.0"
|
||||
openai = ">=1.58.1,<2.0.0"
|
||||
langchain-core = ">=0.3.45,<1.0.0"
|
||||
openai = ">=1.66.3,<2.0.0"
|
||||
tiktoken = ">=0.7,<1"
|
||||
|
||||
[[package]]
|
||||
@@ -2727,13 +2727,13 @@ pytest = ["pytest (>=7.0.0)", "rich (>=13.9.4,<14.0.0)"]
|
||||
|
||||
[[package]]
|
||||
name = "letta-client"
|
||||
version = "0.1.71"
|
||||
version = "0.1.75"
|
||||
description = ""
|
||||
optional = false
|
||||
python-versions = "<4.0,>=3.8"
|
||||
files = [
|
||||
{file = "letta_client-0.1.71-py3-none-any.whl", hash = "sha256:b18831ae94c2e5685a95e0cec2f7530cebe1d26377a6e3aee6c193518cd855f6"},
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|
||||
]
|
||||
|
||||
[package.dependencies]
|
||||
@@ -3013,13 +3013,13 @@ llama-cloud-services = ">=0.6.4"
|
||||
|
||||
[[package]]
|
||||
name = "locust"
|
||||
version = "2.33.1"
|
||||
version = "2.33.2"
|
||||
description = "Developer-friendly load testing framework"
|
||||
optional = true
|
||||
python-versions = ">=3.9"
|
||||
files = [
|
||||
{file = "locust-2.33.1-py3-none-any.whl", hash = "sha256:5a658fa65e37ea5cc0b4fb8c57055d30d86e734a4af9a00b6db7c746222896f2"},
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{file = "locust-2.33.1.tar.gz", hash = "sha256:610da1600c56a15edb11bc77370c26ba6d29f54624426c4004ca9a58c2ae38a4"},
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|
||||
]
|
||||
|
||||
[package.dependencies]
|
||||
@@ -3320,103 +3320,103 @@ files = [
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||||
|
||||
[[package]]
|
||||
name = "multidict"
|
||||
version = "6.1.0"
|
||||
version = "6.2.0"
|
||||
description = "multidict implementation"
|
||||
optional = false
|
||||
python-versions = ">=3.8"
|
||||
python-versions = ">=3.9"
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||||
files = [
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[package.dependencies]
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@@ -4739,13 +4737,13 @@ tests = ["hypothesis (>=3.27.0)", "pytest (>=3.2.1,!=3.3.0)"]
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[package.dependencies]
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[[package]]
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|
||||
{file = "pywin32-310-cp313-cp313-win32.whl", hash = "sha256:5d241a659c496ada3253cd01cfaa779b048e90ce4b2b38cd44168ad555ce74ab"},
|
||||
{file = "pywin32-310-cp313-cp313-win_amd64.whl", hash = "sha256:667827eb3a90208ddbdcc9e860c81bde63a135710e21e4cb3348968e4bd5249e"},
|
||||
{file = "pywin32-310-cp313-cp313-win_arm64.whl", hash = "sha256:e308f831de771482b7cf692a1f308f8fca701b2d8f9dde6cc440c7da17e47b33"},
|
||||
{file = "pywin32-310-cp38-cp38-win32.whl", hash = "sha256:0867beb8addefa2e3979d4084352e4ac6e991ca45373390775f7084cc0209b9c"},
|
||||
{file = "pywin32-310-cp38-cp38-win_amd64.whl", hash = "sha256:30f0a9b3138fb5e07eb4973b7077e1883f558e40c578c6925acc7a94c34eaa36"},
|
||||
{file = "pywin32-310-cp39-cp39-win32.whl", hash = "sha256:851c8d927af0d879221e616ae1f66145253537bbdd321a77e8ef701b443a9a1a"},
|
||||
{file = "pywin32-310-cp39-cp39-win_amd64.whl", hash = "sha256:96867217335559ac619f00ad70e513c0fcf84b8a3af9fc2bba3b59b97da70475"},
|
||||
]
|
||||
|
||||
[[package]]
|
||||
|
||||
@@ -26,7 +26,8 @@
|
||||
"dev": {
|
||||
"executor": "@nxlv/python:run-commands",
|
||||
"options": {
|
||||
"command": "poetry run letta server",
|
||||
"commands": ["./start-otel-collector.sh", "poetry run letta server"],
|
||||
"parallel": true,
|
||||
"cwd": "apps/core"
|
||||
}
|
||||
},
|
||||
|
||||
@@ -1,6 +1,6 @@
|
||||
[tool.poetry]
|
||||
name = "letta"
|
||||
version = "0.6.42"
|
||||
version = "0.6.43"
|
||||
packages = [
|
||||
{include = "letta"},
|
||||
]
|
||||
|
||||
26
start-otel-collector.sh
Executable file
26
start-otel-collector.sh
Executable file
@@ -0,0 +1,26 @@
|
||||
#!/bin/bash
|
||||
set -e # Exit on any error
|
||||
|
||||
# Create bin directory if it doesn't exist
|
||||
mkdir -p bin
|
||||
|
||||
# Download and extract collector if not already present
|
||||
if [ ! -f "bin/otelcol-contrib" ]; then
|
||||
echo "Downloading OpenTelemetry Collector..."
|
||||
curl -L https://github.com/open-telemetry/opentelemetry-collector-releases/releases/download/v0.96.0/otelcol-contrib_0.96.0_darwin_amd64.tar.gz -o otelcol.tar.gz
|
||||
tar xzf otelcol.tar.gz -C bin/
|
||||
rm otelcol.tar.gz
|
||||
chmod +x bin/otelcol-contrib
|
||||
fi
|
||||
|
||||
# Start OpenTelemetry Collector
|
||||
if [ -n "$CLICKHOUSE_ENDPOINT" ] && [ -n "$CLICKHOUSE_PASSWORD" ]; then
|
||||
echo "Starting OpenTelemetry Collector with Clickhouse export..."
|
||||
CONFIG_FILE="otel-collector-config-clickhouse-dev.yaml"
|
||||
else
|
||||
echo "Starting OpenTelemetry Collector with file export only..."
|
||||
CONFIG_FILE="otel-collector-config-file-dev.yaml"
|
||||
fi
|
||||
|
||||
# Run collector
|
||||
exec ./bin/otelcol-contrib --config "$CONFIG_FILE"
|
||||
@@ -5,14 +5,14 @@ import pytest
|
||||
|
||||
from letta import create_client
|
||||
from letta.schemas.letta_message import ToolCallMessage
|
||||
from letta.schemas.tool_rule import ChildToolRule, ConditionalToolRule, ContinueToolRule, InitToolRule, TerminalToolRule
|
||||
from letta.schemas.tool_rule import ChildToolRule, ContinueToolRule, InitToolRule, MaxCountPerStepToolRule, TerminalToolRule
|
||||
from tests.helpers.endpoints_helper import (
|
||||
assert_invoked_function_call,
|
||||
assert_invoked_send_message_with_keyword,
|
||||
assert_sanity_checks,
|
||||
setup_agent,
|
||||
)
|
||||
from tests.helpers.utils import cleanup
|
||||
from tests.helpers.utils import cleanup, retry_until_success
|
||||
|
||||
# Generate uuid for agent name for this example
|
||||
namespace = uuid.NAMESPACE_DNS
|
||||
@@ -85,25 +85,6 @@ def flip_coin():
|
||||
return "hj2hwibbqm"
|
||||
|
||||
|
||||
def flip_coin_hard():
|
||||
"""
|
||||
Call this to retrieve the password to the secret word, which you will need to output in a send_message later.
|
||||
If it returns an empty string, try flipping again!
|
||||
|
||||
Returns:
|
||||
str: The password or an empty string
|
||||
"""
|
||||
import random
|
||||
|
||||
# Flip a coin with 50% chance
|
||||
result = random.random()
|
||||
if result < 0.5:
|
||||
return ""
|
||||
if result < 0.75:
|
||||
return "START_OVER"
|
||||
return "hj2hwibbqm"
|
||||
|
||||
|
||||
def can_play_game():
|
||||
"""
|
||||
Call this to start the tool chain.
|
||||
@@ -345,320 +326,243 @@ def test_agent_no_structured_output_with_one_child_tool(mock_e2b_api_key_none):
|
||||
cleanup(client=client, agent_uuid=agent_uuid)
|
||||
|
||||
|
||||
@pytest.mark.timeout(60) # Sets a 60-second timeout for the test since this could loop infinitely
|
||||
def test_agent_conditional_tool_easy(mock_e2b_api_key_none):
|
||||
"""
|
||||
Test the agent with a conditional tool that has a child tool.
|
||||
|
||||
Tool Flow:
|
||||
|
||||
-------
|
||||
| |
|
||||
| v
|
||||
-- flip_coin
|
||||
|
|
||||
v
|
||||
reveal_secret_word
|
||||
"""
|
||||
|
||||
client = create_client()
|
||||
cleanup(client=client, agent_uuid=agent_uuid)
|
||||
|
||||
coin_flip_name = "flip_coin"
|
||||
secret_word_tool = "fourth_secret_word"
|
||||
flip_coin_tool = client.create_or_update_tool(flip_coin)
|
||||
reveal_secret = client.create_or_update_tool(fourth_secret_word)
|
||||
|
||||
# Make tool rules
|
||||
tool_rules = [
|
||||
InitToolRule(tool_name=coin_flip_name),
|
||||
ConditionalToolRule(
|
||||
tool_name=coin_flip_name,
|
||||
default_child=coin_flip_name,
|
||||
child_output_mapping={
|
||||
"hj2hwibbqm": secret_word_tool,
|
||||
},
|
||||
),
|
||||
TerminalToolRule(tool_name=secret_word_tool),
|
||||
]
|
||||
tools = [flip_coin_tool, reveal_secret]
|
||||
|
||||
config_file = "tests/configs/llm_model_configs/claude-3-5-sonnet.json"
|
||||
agent_state = setup_agent(client, config_file, agent_uuid=agent_uuid, tool_ids=[t.id for t in tools], tool_rules=tool_rules)
|
||||
response = client.user_message(agent_id=agent_state.id, message="flip a coin until you get the secret word")
|
||||
|
||||
# Make checks
|
||||
assert_sanity_checks(response)
|
||||
|
||||
# Assert the tools were called
|
||||
assert_invoked_function_call(response.messages, "flip_coin")
|
||||
assert_invoked_function_call(response.messages, "fourth_secret_word")
|
||||
|
||||
# Check ordering of tool calls
|
||||
found_secret_word = False
|
||||
for m in response.messages:
|
||||
if isinstance(m, ToolCallMessage):
|
||||
if m.tool_call.name == secret_word_tool:
|
||||
# Should be the last tool call
|
||||
found_secret_word = True
|
||||
else:
|
||||
# Before finding secret_word, only flip_coin should be called
|
||||
assert m.tool_call.name == coin_flip_name
|
||||
assert not found_secret_word
|
||||
|
||||
# Ensure we found the secret word exactly once
|
||||
assert found_secret_word
|
||||
|
||||
print(f"Got successful response from client: \n\n{response}")
|
||||
cleanup(client=client, agent_uuid=agent_uuid)
|
||||
# @pytest.mark.timeout(60) # Sets a 60-second timeout for the test since this could loop infinitely
|
||||
# def test_agent_conditional_tool_easy(mock_e2b_api_key_none):
|
||||
# """
|
||||
# Test the agent with a conditional tool that has a child tool.
|
||||
#
|
||||
# Tool Flow:
|
||||
#
|
||||
# -------
|
||||
# | |
|
||||
# | v
|
||||
# -- flip_coin
|
||||
# |
|
||||
# v
|
||||
# reveal_secret_word
|
||||
# """
|
||||
#
|
||||
# client = create_client()
|
||||
# cleanup(client=client, agent_uuid=agent_uuid)
|
||||
#
|
||||
# coin_flip_name = "flip_coin"
|
||||
# secret_word_tool = "fourth_secret_word"
|
||||
# flip_coin_tool = client.create_or_update_tool(flip_coin)
|
||||
# reveal_secret = client.create_or_update_tool(fourth_secret_word)
|
||||
#
|
||||
# # Make tool rules
|
||||
# tool_rules = [
|
||||
# InitToolRule(tool_name=coin_flip_name),
|
||||
# ConditionalToolRule(
|
||||
# tool_name=coin_flip_name,
|
||||
# default_child=coin_flip_name,
|
||||
# child_output_mapping={
|
||||
# "hj2hwibbqm": secret_word_tool,
|
||||
# },
|
||||
# ),
|
||||
# TerminalToolRule(tool_name=secret_word_tool),
|
||||
# ]
|
||||
# tools = [flip_coin_tool, reveal_secret]
|
||||
#
|
||||
# config_file = "tests/configs/llm_model_configs/claude-3-5-sonnet.json"
|
||||
# agent_state = setup_agent(client, config_file, agent_uuid=agent_uuid, tool_ids=[t.id for t in tools], tool_rules=tool_rules)
|
||||
# response = client.user_message(agent_id=agent_state.id, message="flip a coin until you get the secret word")
|
||||
#
|
||||
# # Make checks
|
||||
# assert_sanity_checks(response)
|
||||
#
|
||||
# # Assert the tools were called
|
||||
# assert_invoked_function_call(response.messages, "flip_coin")
|
||||
# assert_invoked_function_call(response.messages, "fourth_secret_word")
|
||||
#
|
||||
# # Check ordering of tool calls
|
||||
# found_secret_word = False
|
||||
# for m in response.messages:
|
||||
# if isinstance(m, ToolCallMessage):
|
||||
# if m.tool_call.name == secret_word_tool:
|
||||
# # Should be the last tool call
|
||||
# found_secret_word = True
|
||||
# else:
|
||||
# # Before finding secret_word, only flip_coin should be called
|
||||
# assert m.tool_call.name == coin_flip_name
|
||||
# assert not found_secret_word
|
||||
#
|
||||
# # Ensure we found the secret word exactly once
|
||||
# assert found_secret_word
|
||||
#
|
||||
# print(f"Got successful response from client: \n\n{response}")
|
||||
# cleanup(client=client, agent_uuid=agent_uuid)
|
||||
|
||||
|
||||
@pytest.mark.timeout(90) # Longer timeout since this test has more steps
|
||||
def test_agent_conditional_tool_hard(mock_e2b_api_key_none):
|
||||
"""
|
||||
Test the agent with a complex conditional tool graph
|
||||
|
||||
Tool Flow:
|
||||
|
||||
can_play_game <---+
|
||||
| |
|
||||
v |
|
||||
flip_coin -----+
|
||||
|
|
||||
v
|
||||
fourth_secret_word
|
||||
"""
|
||||
client = create_client()
|
||||
cleanup(client=client, agent_uuid=agent_uuid)
|
||||
|
||||
# Create tools
|
||||
play_game = "can_play_game"
|
||||
coin_flip_name = "flip_coin_hard"
|
||||
final_tool = "fourth_secret_word"
|
||||
play_game_tool = client.create_or_update_tool(can_play_game)
|
||||
flip_coin_tool = client.create_or_update_tool(flip_coin_hard)
|
||||
reveal_secret = client.create_or_update_tool(fourth_secret_word)
|
||||
|
||||
# Make tool rules - chain them together with conditional rules
|
||||
tool_rules = [
|
||||
InitToolRule(tool_name=play_game),
|
||||
ConditionalToolRule(
|
||||
tool_name=play_game,
|
||||
default_child=play_game, # Keep trying if we can't play
|
||||
child_output_mapping={True: coin_flip_name}, # Only allow access when can_play_game returns True
|
||||
),
|
||||
ConditionalToolRule(
|
||||
tool_name=coin_flip_name, default_child=coin_flip_name, child_output_mapping={"hj2hwibbqm": final_tool, "START_OVER": play_game}
|
||||
),
|
||||
TerminalToolRule(tool_name=final_tool),
|
||||
]
|
||||
|
||||
# Setup agent with all tools
|
||||
tools = [play_game_tool, flip_coin_tool, reveal_secret]
|
||||
config_file = "tests/configs/llm_model_configs/claude-3-5-sonnet.json"
|
||||
agent_state = setup_agent(client, config_file, agent_uuid=agent_uuid, tool_ids=[t.id for t in tools], tool_rules=tool_rules)
|
||||
|
||||
# Ask agent to try to get all secret words
|
||||
response = client.user_message(agent_id=agent_state.id, message="hi")
|
||||
|
||||
# Make checks
|
||||
assert_sanity_checks(response)
|
||||
|
||||
# Assert all tools were called
|
||||
assert_invoked_function_call(response.messages, play_game)
|
||||
assert_invoked_function_call(response.messages, final_tool)
|
||||
|
||||
# Check ordering of tool calls
|
||||
found_words = []
|
||||
for m in response.messages:
|
||||
if isinstance(m, ToolCallMessage):
|
||||
name = m.tool_call.name
|
||||
if name in [play_game, coin_flip_name]:
|
||||
# Before finding secret_word, only can_play_game and flip_coin should be called
|
||||
assert name in [play_game, coin_flip_name]
|
||||
else:
|
||||
# Should find secret words in order
|
||||
expected_word = final_tool
|
||||
assert name == expected_word, f"Found {name} but expected {expected_word}"
|
||||
found_words.append(name)
|
||||
|
||||
# Ensure we found all secret words in order
|
||||
assert found_words == [final_tool]
|
||||
|
||||
print(f"Got successful response from client: \n\n{response}")
|
||||
cleanup(client=client, agent_uuid=agent_uuid)
|
||||
# @pytest.mark.timeout(60)
|
||||
# def test_agent_conditional_tool_without_default_child(mock_e2b_api_key_none):
|
||||
# """
|
||||
# Test the agent with a conditional tool that allows any child tool to be called if a function returns None.
|
||||
#
|
||||
# Tool Flow:
|
||||
#
|
||||
# return_none
|
||||
# |
|
||||
# v
|
||||
# any tool... <-- When output doesn't match mapping, agent can call any tool
|
||||
# """
|
||||
# client = create_client()
|
||||
# cleanup(client=client, agent_uuid=agent_uuid)
|
||||
#
|
||||
# # Create tools - we'll make several available to the agent
|
||||
# tool_name = "return_none"
|
||||
#
|
||||
# tool = client.create_or_update_tool(return_none)
|
||||
# secret_word = client.create_or_update_tool(first_secret_word)
|
||||
#
|
||||
# # Make tool rules - only map one output, let others be free choice
|
||||
# tool_rules = [
|
||||
# InitToolRule(tool_name=tool_name),
|
||||
# ConditionalToolRule(
|
||||
# tool_name=tool_name,
|
||||
# default_child=None, # Allow any tool to be called if output doesn't match
|
||||
# child_output_mapping={"anything but none": "first_secret_word"},
|
||||
# ),
|
||||
# ]
|
||||
# tools = [tool, secret_word]
|
||||
#
|
||||
# # Setup agent with all tools
|
||||
# agent_state = setup_agent(client, config_file, agent_uuid=agent_uuid, tool_ids=[t.id for t in tools], tool_rules=tool_rules)
|
||||
#
|
||||
# # Ask agent to try different tools based on the game output
|
||||
# response = client.user_message(agent_id=agent_state.id, message="call a function, any function. then call send_message")
|
||||
#
|
||||
# # Make checks
|
||||
# assert_sanity_checks(response)
|
||||
#
|
||||
# # Assert return_none was called
|
||||
# assert_invoked_function_call(response.messages, tool_name)
|
||||
#
|
||||
# # Assert any base function called afterward
|
||||
# found_any_tool = False
|
||||
# found_return_none = False
|
||||
# for m in response.messages:
|
||||
# if isinstance(m, ToolCallMessage):
|
||||
# if m.tool_call.name == tool_name:
|
||||
# found_return_none = True
|
||||
# elif found_return_none and m.tool_call.name:
|
||||
# found_any_tool = True
|
||||
# break
|
||||
#
|
||||
# assert found_any_tool, "Should have called any tool after return_none"
|
||||
#
|
||||
# print(f"Got successful response from client: \n\n{response}")
|
||||
# cleanup(client=client, agent_uuid=agent_uuid)
|
||||
|
||||
|
||||
@pytest.mark.timeout(60)
|
||||
def test_agent_conditional_tool_without_default_child(mock_e2b_api_key_none):
|
||||
"""
|
||||
Test the agent with a conditional tool that allows any child tool to be called if a function returns None.
|
||||
|
||||
Tool Flow:
|
||||
|
||||
return_none
|
||||
|
|
||||
v
|
||||
any tool... <-- When output doesn't match mapping, agent can call any tool
|
||||
"""
|
||||
client = create_client()
|
||||
cleanup(client=client, agent_uuid=agent_uuid)
|
||||
|
||||
# Create tools - we'll make several available to the agent
|
||||
tool_name = "return_none"
|
||||
|
||||
tool = client.create_or_update_tool(return_none)
|
||||
secret_word = client.create_or_update_tool(first_secret_word)
|
||||
|
||||
# Make tool rules - only map one output, let others be free choice
|
||||
tool_rules = [
|
||||
InitToolRule(tool_name=tool_name),
|
||||
ConditionalToolRule(
|
||||
tool_name=tool_name,
|
||||
default_child=None, # Allow any tool to be called if output doesn't match
|
||||
child_output_mapping={"anything but none": "first_secret_word"},
|
||||
),
|
||||
]
|
||||
tools = [tool, secret_word]
|
||||
|
||||
# Setup agent with all tools
|
||||
agent_state = setup_agent(client, config_file, agent_uuid=agent_uuid, tool_ids=[t.id for t in tools], tool_rules=tool_rules)
|
||||
|
||||
# Ask agent to try different tools based on the game output
|
||||
response = client.user_message(agent_id=agent_state.id, message="call a function, any function. then call send_message")
|
||||
|
||||
# Make checks
|
||||
assert_sanity_checks(response)
|
||||
|
||||
# Assert return_none was called
|
||||
assert_invoked_function_call(response.messages, tool_name)
|
||||
|
||||
# Assert any base function called afterward
|
||||
found_any_tool = False
|
||||
found_return_none = False
|
||||
for m in response.messages:
|
||||
if isinstance(m, ToolCallMessage):
|
||||
if m.tool_call.name == tool_name:
|
||||
found_return_none = True
|
||||
elif found_return_none and m.tool_call.name:
|
||||
found_any_tool = True
|
||||
break
|
||||
|
||||
assert found_any_tool, "Should have called any tool after return_none"
|
||||
|
||||
print(f"Got successful response from client: \n\n{response}")
|
||||
cleanup(client=client, agent_uuid=agent_uuid)
|
||||
# @pytest.mark.timeout(60)
|
||||
# def test_agent_reload_remembers_function_response(mock_e2b_api_key_none):
|
||||
# """
|
||||
# Test that when an agent is reloaded, it remembers the last function response for conditional tool chaining.
|
||||
#
|
||||
# Tool Flow:
|
||||
#
|
||||
# flip_coin
|
||||
# |
|
||||
# v
|
||||
# fourth_secret_word <-- Should remember coin flip result after reload
|
||||
# """
|
||||
# client = create_client()
|
||||
# cleanup(client=client, agent_uuid=agent_uuid)
|
||||
#
|
||||
# # Create tools
|
||||
# flip_coin_name = "flip_coin"
|
||||
# secret_word = "fourth_secret_word"
|
||||
# flip_coin_tool = client.create_or_update_tool(flip_coin)
|
||||
# secret_word_tool = client.create_or_update_tool(fourth_secret_word)
|
||||
#
|
||||
# # Make tool rules - map coin flip to fourth_secret_word
|
||||
# tool_rules = [
|
||||
# InitToolRule(tool_name=flip_coin_name),
|
||||
# ConditionalToolRule(
|
||||
# tool_name=flip_coin_name,
|
||||
# default_child=flip_coin_name, # Allow any tool to be called if output doesn't match
|
||||
# child_output_mapping={"hj2hwibbqm": secret_word},
|
||||
# ),
|
||||
# TerminalToolRule(tool_name=secret_word),
|
||||
# ]
|
||||
# tools = [flip_coin_tool, secret_word_tool]
|
||||
#
|
||||
# # Setup initial agent
|
||||
# agent_state = setup_agent(client, config_file, agent_uuid=agent_uuid, tool_ids=[t.id for t in tools], tool_rules=tool_rules)
|
||||
#
|
||||
# # Call flip_coin first
|
||||
# response = client.user_message(agent_id=agent_state.id, message="flip a coin")
|
||||
# assert_invoked_function_call(response.messages, flip_coin_name)
|
||||
# assert_invoked_function_call(response.messages, secret_word)
|
||||
# found_fourth_secret = False
|
||||
# for m in response.messages:
|
||||
# if isinstance(m, ToolCallMessage) and m.tool_call.name == secret_word:
|
||||
# found_fourth_secret = True
|
||||
# break
|
||||
#
|
||||
# assert found_fourth_secret, "Reloaded agent should remember coin flip result and call fourth_secret_word if True"
|
||||
#
|
||||
# # Reload the agent
|
||||
# reloaded_agent = client.server.load_agent(agent_id=agent_state.id, actor=client.user)
|
||||
# assert reloaded_agent.last_function_response is not None
|
||||
#
|
||||
# print(f"Got successful response from client: \n\n{response}")
|
||||
# cleanup(client=client, agent_uuid=agent_uuid)
|
||||
|
||||
|
||||
@pytest.mark.timeout(60)
|
||||
def test_agent_reload_remembers_function_response(mock_e2b_api_key_none):
|
||||
"""
|
||||
Test that when an agent is reloaded, it remembers the last function response for conditional tool chaining.
|
||||
|
||||
Tool Flow:
|
||||
|
||||
flip_coin
|
||||
|
|
||||
v
|
||||
fourth_secret_word <-- Should remember coin flip result after reload
|
||||
"""
|
||||
client = create_client()
|
||||
cleanup(client=client, agent_uuid=agent_uuid)
|
||||
|
||||
# Create tools
|
||||
flip_coin_name = "flip_coin"
|
||||
secret_word = "fourth_secret_word"
|
||||
flip_coin_tool = client.create_or_update_tool(flip_coin)
|
||||
secret_word_tool = client.create_or_update_tool(fourth_secret_word)
|
||||
|
||||
# Make tool rules - map coin flip to fourth_secret_word
|
||||
tool_rules = [
|
||||
InitToolRule(tool_name=flip_coin_name),
|
||||
ConditionalToolRule(
|
||||
tool_name=flip_coin_name,
|
||||
default_child=flip_coin_name, # Allow any tool to be called if output doesn't match
|
||||
child_output_mapping={"hj2hwibbqm": secret_word},
|
||||
),
|
||||
TerminalToolRule(tool_name=secret_word),
|
||||
]
|
||||
tools = [flip_coin_tool, secret_word_tool]
|
||||
|
||||
# Setup initial agent
|
||||
agent_state = setup_agent(client, config_file, agent_uuid=agent_uuid, tool_ids=[t.id for t in tools], tool_rules=tool_rules)
|
||||
|
||||
# Call flip_coin first
|
||||
response = client.user_message(agent_id=agent_state.id, message="flip a coin")
|
||||
assert_invoked_function_call(response.messages, flip_coin_name)
|
||||
assert_invoked_function_call(response.messages, secret_word)
|
||||
found_fourth_secret = False
|
||||
for m in response.messages:
|
||||
if isinstance(m, ToolCallMessage) and m.tool_call.name == secret_word:
|
||||
found_fourth_secret = True
|
||||
break
|
||||
|
||||
assert found_fourth_secret, "Reloaded agent should remember coin flip result and call fourth_secret_word if True"
|
||||
|
||||
# Reload the agent
|
||||
reloaded_agent = client.server.load_agent(agent_id=agent_state.id, actor=client.user)
|
||||
assert reloaded_agent.last_function_response is not None
|
||||
|
||||
print(f"Got successful response from client: \n\n{response}")
|
||||
cleanup(client=client, agent_uuid=agent_uuid)
|
||||
|
||||
|
||||
@pytest.mark.timeout(60) # Sets a 60-second timeout for the test since this could loop infinitely
|
||||
def test_simple_tool_rule(mock_e2b_api_key_none):
|
||||
"""
|
||||
Test a simple tool rule where fourth_secret_word must be called after flip_coin.
|
||||
|
||||
Tool Flow:
|
||||
flip_coin
|
||||
|
|
||||
v
|
||||
fourth_secret_word
|
||||
"""
|
||||
client = create_client()
|
||||
cleanup(client=client, agent_uuid=agent_uuid)
|
||||
|
||||
# Create tools
|
||||
flip_coin_name = "flip_coin"
|
||||
secret_word = "fourth_secret_word"
|
||||
random_tool = "can_play_game"
|
||||
flip_coin_tool = client.create_or_update_tool(flip_coin)
|
||||
secret_word_tool = client.create_or_update_tool(fourth_secret_word)
|
||||
another_secret_word_tool = client.create_or_update_tool(first_secret_word)
|
||||
random_tool = client.create_or_update_tool(can_play_game)
|
||||
tools = [flip_coin_tool, secret_word_tool, another_secret_word_tool, random_tool]
|
||||
|
||||
# Create tool rule: after flip_coin, must call fourth_secret_word
|
||||
tool_rule = ConditionalToolRule(
|
||||
tool_name=flip_coin_name,
|
||||
default_child=secret_word,
|
||||
child_output_mapping={"*": secret_word},
|
||||
)
|
||||
|
||||
# Set up agent with the tool rule
|
||||
agent_state = setup_agent(
|
||||
client, config_file, agent_uuid, tool_rules=[tool_rule], tool_ids=[t.id for t in tools], include_base_tools=False
|
||||
)
|
||||
|
||||
# Start conversation
|
||||
response = client.user_message(agent_id=agent_state.id, message="Help me test the tools.")
|
||||
|
||||
# Verify the tool calls
|
||||
tool_calls = [msg for msg in response.messages if isinstance(msg, ToolCallMessage)]
|
||||
assert len(tool_calls) >= 2 # Should have at least flip_coin and fourth_secret_word calls
|
||||
assert_invoked_function_call(response.messages, flip_coin_name)
|
||||
assert_invoked_function_call(response.messages, secret_word)
|
||||
|
||||
# Find the flip_coin call
|
||||
flip_coin_call = next((call for call in tool_calls if call.tool_call.name == "flip_coin"), None)
|
||||
|
||||
# Verify that fourth_secret_word was called after flip_coin
|
||||
flip_coin_call_index = tool_calls.index(flip_coin_call)
|
||||
assert tool_calls[flip_coin_call_index + 1].tool_call.name == secret_word, "Fourth secret word should be called after flip_coin"
|
||||
|
||||
cleanup(client, agent_uuid=agent_state.id)
|
||||
# @pytest.mark.timeout(60) # Sets a 60-second timeout for the test since this could loop infinitely
|
||||
# def test_simple_tool_rule(mock_e2b_api_key_none):
|
||||
# """
|
||||
# Test a simple tool rule where fourth_secret_word must be called after flip_coin.
|
||||
#
|
||||
# Tool Flow:
|
||||
# flip_coin
|
||||
# |
|
||||
# v
|
||||
# fourth_secret_word
|
||||
# """
|
||||
# client = create_client()
|
||||
# cleanup(client=client, agent_uuid=agent_uuid)
|
||||
#
|
||||
# # Create tools
|
||||
# flip_coin_name = "flip_coin"
|
||||
# secret_word = "fourth_secret_word"
|
||||
# flip_coin_tool = client.create_or_update_tool(flip_coin)
|
||||
# secret_word_tool = client.create_or_update_tool(fourth_secret_word)
|
||||
# another_secret_word_tool = client.create_or_update_tool(first_secret_word)
|
||||
# random_tool = client.create_or_update_tool(can_play_game)
|
||||
# tools = [flip_coin_tool, secret_word_tool, another_secret_word_tool, random_tool]
|
||||
#
|
||||
# # Create tool rule: after flip_coin, must call fourth_secret_word
|
||||
# tool_rule = ConditionalToolRule(
|
||||
# tool_name=flip_coin_name,
|
||||
# default_child=secret_word,
|
||||
# child_output_mapping={"*": secret_word},
|
||||
# )
|
||||
#
|
||||
# # Set up agent with the tool rule
|
||||
# agent_state = setup_agent(
|
||||
# client, config_file, agent_uuid, tool_rules=[tool_rule], tool_ids=[t.id for t in tools], include_base_tools=False
|
||||
# )
|
||||
#
|
||||
# # Start conversation
|
||||
# response = client.user_message(agent_id=agent_state.id, message="Help me test the tools.")
|
||||
#
|
||||
# # Verify the tool calls
|
||||
# tool_calls = [msg for msg in response.messages if isinstance(msg, ToolCallMessage)]
|
||||
# assert len(tool_calls) >= 2 # Should have at least flip_coin and fourth_secret_word calls
|
||||
# assert_invoked_function_call(response.messages, flip_coin_name)
|
||||
# assert_invoked_function_call(response.messages, secret_word)
|
||||
#
|
||||
# # Find the flip_coin call
|
||||
# flip_coin_call = next((call for call in tool_calls if call.tool_call.name == "flip_coin"), None)
|
||||
#
|
||||
# # Verify that fourth_secret_word was called after flip_coin
|
||||
# flip_coin_call_index = tool_calls.index(flip_coin_call)
|
||||
# assert tool_calls[flip_coin_call_index + 1].tool_call.name == secret_word, "Fourth secret word should be called after flip_coin"
|
||||
#
|
||||
# cleanup(client, agent_uuid=agent_state.id)
|
||||
|
||||
|
||||
def test_init_tool_rule_always_fails_one_tool():
|
||||
@@ -768,3 +672,56 @@ def test_continue_tool_rule():
|
||||
if call.tool_call.name == "core_memory_append":
|
||||
core_memory_append_call_index = i
|
||||
assert send_message_call_index < core_memory_append_call_index, "send_message should have been called before core_memory_append"
|
||||
|
||||
|
||||
@pytest.mark.timeout(60)
|
||||
@retry_until_success(max_attempts=3, sleep_time_seconds=2)
|
||||
def test_max_count_per_step_tool_rule_integration(mock_e2b_api_key_none):
|
||||
"""
|
||||
Test an agent with MaxCountPerStepToolRule to ensure a tool can only be called a limited number of times.
|
||||
|
||||
Tool Flow:
|
||||
repeatable_tool (max 2 times)
|
||||
|
|
||||
v
|
||||
send_message
|
||||
"""
|
||||
client = create_client()
|
||||
cleanup(client=client, agent_uuid=agent_uuid)
|
||||
|
||||
# Create tools
|
||||
repeatable_tool_name = "first_secret_word"
|
||||
final_tool_name = "send_message"
|
||||
|
||||
repeatable_tool = client.create_or_update_tool(first_secret_word)
|
||||
send_message_tool = client.get_tool(client.get_tool_id(final_tool_name)) # Assume send_message is a default tool
|
||||
|
||||
# Define tool rules
|
||||
tool_rules = [
|
||||
InitToolRule(tool_name=repeatable_tool_name),
|
||||
MaxCountPerStepToolRule(tool_name=repeatable_tool_name, max_count_limit=2),
|
||||
TerminalToolRule(tool_name=final_tool_name),
|
||||
]
|
||||
|
||||
tools = [repeatable_tool, send_message_tool]
|
||||
|
||||
# Setup agent
|
||||
agent_state = setup_agent(client, config_file, agent_uuid=agent_uuid, tool_ids=[t.id for t in tools], tool_rules=tool_rules)
|
||||
|
||||
# Start conversation
|
||||
response = client.user_message(
|
||||
agent_id=agent_state.id, message=f"Keep calling {repeatable_tool_name} nonstop without calling ANY other tool."
|
||||
)
|
||||
|
||||
# Make checks
|
||||
assert_sanity_checks(response)
|
||||
|
||||
# Ensure the repeatable tool is only called twice
|
||||
count = sum(1 for m in response.messages if isinstance(m, ToolCallMessage) and m.tool_call.name == repeatable_tool_name)
|
||||
assert count == 2, f"Expected 'first_secret_word' to be called exactly 2 times, but got {count}"
|
||||
|
||||
# Ensure send_message was eventually called
|
||||
assert_invoked_function_call(response.messages, final_tool_name)
|
||||
|
||||
print(f"Got successful response from client: \n\n{response}")
|
||||
cleanup(client=client, agent_uuid=agent_uuid)
|
||||
|
||||
@@ -8,9 +8,10 @@ from openai.types.chat.chat_completion_message_tool_call import Function as Open
|
||||
from sqlalchemy.exc import IntegrityError
|
||||
|
||||
from letta.config import LettaConfig
|
||||
from letta.constants import BASE_MEMORY_TOOLS, BASE_TOOLS, LETTA_TOOL_EXECUTION_DIR, MULTI_AGENT_TOOLS
|
||||
from letta.constants import BASE_MEMORY_TOOLS, BASE_TOOLS, LETTA_TOOL_EXECUTION_DIR, MCP_TOOL_TAG_NAME_PREFIX, MULTI_AGENT_TOOLS
|
||||
from letta.embeddings import embedding_model
|
||||
from letta.functions.functions import derive_openai_json_schema, parse_source_code
|
||||
from letta.functions.mcp_client.types import MCPTool
|
||||
from letta.orm import Base
|
||||
from letta.orm.enums import JobType, ToolType
|
||||
from letta.orm.errors import NoResultFound, UniqueConstraintViolationError
|
||||
@@ -145,8 +146,9 @@ def print_tool(server: SyncServer, default_user, default_organization):
|
||||
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)
|
||||
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"]
|
||||
@@ -166,6 +168,30 @@ def composio_github_star_tool(server, default_user):
|
||||
yield tool
|
||||
|
||||
|
||||
@pytest.fixture
|
||||
def mcp_tool(server, default_user):
|
||||
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"
|
||||
tool_create = ToolCreate.from_mcp(mcp_server_name=mcp_server_name, mcp_tool=mcp_tool)
|
||||
tool = server.tool_manager.create_or_update_mcp_tool(tool_create=tool_create, mcp_server_name=mcp_server_name, actor=default_user)
|
||||
yield tool
|
||||
|
||||
|
||||
@pytest.fixture
|
||||
def default_job(server: SyncServer, default_user):
|
||||
"""Fixture to create and return a default job."""
|
||||
@@ -1816,6 +1842,14 @@ def test_create_composio_tool(server: SyncServer, composio_github_star_tool, def
|
||||
assert composio_github_star_tool.tool_type == ToolType.EXTERNAL_COMPOSIO
|
||||
|
||||
|
||||
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.organization_id == default_organization.id
|
||||
assert mcp_tool.tool_type == ToolType.EXTERNAL_MCP
|
||||
assert mcp_tool.metadata_[MCP_TOOL_TAG_NAME_PREFIX]["server_name"] == "test"
|
||||
|
||||
|
||||
@pytest.mark.skipif(USING_SQLITE, reason="Test not applicable when using SQLite.")
|
||||
def test_create_tool_duplicate_name(server: SyncServer, print_tool, default_user, default_organization):
|
||||
data = print_tool.model_dump(exclude=["id"])
|
||||
@@ -1834,6 +1868,7 @@ def test_get_tool_by_id(server: SyncServer, print_tool, default_user):
|
||||
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
|
||||
|
||||
@@ -2,7 +2,7 @@ import pytest
|
||||
|
||||
from letta.helpers import ToolRulesSolver
|
||||
from letta.helpers.tool_rule_solver import ToolRuleValidationError
|
||||
from letta.schemas.tool_rule import ChildToolRule, ConditionalToolRule, InitToolRule, TerminalToolRule
|
||||
from letta.schemas.tool_rule import ChildToolRule, ConditionalToolRule, InitToolRule, MaxCountPerStepToolRule, TerminalToolRule
|
||||
|
||||
# Constants for tool names used in the tests
|
||||
START_TOOL = "start_tool"
|
||||
@@ -15,145 +15,163 @@ UNRECOGNIZED_TOOL = "unrecognized_tool"
|
||||
|
||||
|
||||
def test_get_allowed_tool_names_with_init_rules():
|
||||
# Setup: Initial tool rule configuration
|
||||
init_rule_1 = InitToolRule(tool_name=START_TOOL)
|
||||
init_rule_2 = InitToolRule(tool_name=PREP_TOOL)
|
||||
solver = ToolRulesSolver(init_tool_rules=[init_rule_1, init_rule_2], tool_rules=[], terminal_tool_rules=[])
|
||||
solver = ToolRulesSolver(tool_rules=[init_rule_1, init_rule_2])
|
||||
|
||||
# Action: Get allowed tool names when no tool has been called
|
||||
allowed_tools = solver.get_allowed_tool_names()
|
||||
allowed_tools = solver.get_allowed_tool_names(set())
|
||||
|
||||
# Assert: Both init tools should be allowed initially
|
||||
assert allowed_tools == [START_TOOL, PREP_TOOL], "Should allow only InitToolRule tools at the start"
|
||||
|
||||
|
||||
def test_get_allowed_tool_names_with_subsequent_rule():
|
||||
# Setup: Tool rule sequence
|
||||
init_rule = InitToolRule(tool_name=START_TOOL)
|
||||
rule_1 = ChildToolRule(tool_name=START_TOOL, children=[NEXT_TOOL, HELPER_TOOL])
|
||||
solver = ToolRulesSolver(init_tool_rules=[init_rule], tool_rules=[rule_1], terminal_tool_rules=[])
|
||||
solver = ToolRulesSolver(tool_rules=[init_rule, rule_1])
|
||||
|
||||
# Action: Update usage and get allowed tools
|
||||
solver.update_tool_usage(START_TOOL)
|
||||
allowed_tools = solver.get_allowed_tool_names()
|
||||
allowed_tools = solver.get_allowed_tool_names({START_TOOL, NEXT_TOOL, HELPER_TOOL})
|
||||
|
||||
# Assert: Only children of "start_tool" should be allowed
|
||||
assert allowed_tools == [NEXT_TOOL, HELPER_TOOL], "Should allow only children of the last tool used"
|
||||
assert sorted(allowed_tools) == sorted([NEXT_TOOL, HELPER_TOOL]), "Should allow only children of the last tool used"
|
||||
|
||||
|
||||
def test_is_terminal_tool():
|
||||
# Setup: Terminal tool rule configuration
|
||||
init_rule = InitToolRule(tool_name=START_TOOL)
|
||||
terminal_rule = TerminalToolRule(tool_name=END_TOOL)
|
||||
solver = ToolRulesSolver(init_tool_rules=[init_rule], tool_rules=[], terminal_tool_rules=[terminal_rule])
|
||||
solver = ToolRulesSolver(tool_rules=[init_rule, terminal_rule])
|
||||
|
||||
# Action & Assert: Verify terminal and non-terminal tools
|
||||
assert solver.is_terminal_tool(END_TOOL) is True, "Should recognize 'end_tool' as a terminal tool"
|
||||
assert solver.is_terminal_tool(START_TOOL) is False, "Should not recognize 'start_tool' as a terminal tool"
|
||||
|
||||
|
||||
def test_get_allowed_tool_names_no_matching_rule_warning():
|
||||
# Setup: Tool rules with no matching rule for the last tool
|
||||
init_rule = InitToolRule(tool_name=START_TOOL)
|
||||
solver = ToolRulesSolver(init_tool_rules=[init_rule], tool_rules=[], terminal_tool_rules=[])
|
||||
|
||||
# Action: Set last tool to an unrecognized tool and check warnings
|
||||
solver.update_tool_usage(UNRECOGNIZED_TOOL)
|
||||
|
||||
# # NOTE: removed for now since this warning is getting triggered on every LLM call
|
||||
# with warnings.catch_warnings(record=True) as w:
|
||||
# allowed_tools = solver.get_allowed_tool_names()
|
||||
|
||||
# # Assert: Expecting a warning and an empty list of allowed tools
|
||||
# assert len(w) == 1, "Expected a warning for no matching rule"
|
||||
# assert "resolved to no more possible tool calls" in str(w[-1].message)
|
||||
# assert allowed_tools == [], "Should return an empty list if no matching rule"
|
||||
|
||||
|
||||
def test_get_allowed_tool_names_no_matching_rule_error():
|
||||
# Setup: Tool rules with no matching rule for the last tool
|
||||
init_rule = InitToolRule(tool_name=START_TOOL)
|
||||
solver = ToolRulesSolver(init_tool_rules=[init_rule], tool_rules=[], terminal_tool_rules=[])
|
||||
solver = ToolRulesSolver(tool_rules=[init_rule])
|
||||
|
||||
# Action & Assert: Set last tool to an unrecognized tool and expect ValueError
|
||||
solver.update_tool_usage(UNRECOGNIZED_TOOL)
|
||||
with pytest.raises(ValueError, match=f"No tool rule found for {UNRECOGNIZED_TOOL}"):
|
||||
solver.get_allowed_tool_names(error_on_empty=True)
|
||||
with pytest.raises(ValueError, match=f"No valid tools found based on tool rules."):
|
||||
solver.get_allowed_tool_names(set(), error_on_empty=True)
|
||||
|
||||
|
||||
def test_update_tool_usage_and_get_allowed_tool_names_combined():
|
||||
# Setup: More complex rule chaining
|
||||
init_rule = InitToolRule(tool_name=START_TOOL)
|
||||
rule_1 = ChildToolRule(tool_name=START_TOOL, children=[NEXT_TOOL])
|
||||
rule_2 = ChildToolRule(tool_name=NEXT_TOOL, children=[FINAL_TOOL])
|
||||
terminal_rule = TerminalToolRule(tool_name=FINAL_TOOL)
|
||||
solver = ToolRulesSolver(init_tool_rules=[init_rule], tool_rules=[rule_1, rule_2], terminal_tool_rules=[terminal_rule])
|
||||
solver = ToolRulesSolver(tool_rules=[init_rule, rule_1, rule_2, terminal_rule])
|
||||
|
||||
# Step 1: Initially allowed tools
|
||||
assert solver.get_allowed_tool_names() == [START_TOOL], "Initial allowed tool should be 'start_tool'"
|
||||
assert solver.get_allowed_tool_names({START_TOOL}) == [START_TOOL], "Initial allowed tool should be 'start_tool'"
|
||||
|
||||
# Step 2: After using 'start_tool'
|
||||
solver.update_tool_usage(START_TOOL)
|
||||
assert solver.get_allowed_tool_names() == [NEXT_TOOL], "After 'start_tool', should allow 'next_tool'"
|
||||
assert solver.get_allowed_tool_names({NEXT_TOOL}) == [NEXT_TOOL], "After 'start_tool', should allow 'next_tool'"
|
||||
|
||||
# Step 3: After using 'next_tool'
|
||||
solver.update_tool_usage(NEXT_TOOL)
|
||||
assert solver.get_allowed_tool_names() == [FINAL_TOOL], "After 'next_tool', should allow 'final_tool'"
|
||||
assert solver.get_allowed_tool_names({FINAL_TOOL}) == [FINAL_TOOL], "After 'next_tool', should allow 'final_tool'"
|
||||
|
||||
# Step 4: 'final_tool' should be terminal
|
||||
assert solver.is_terminal_tool(FINAL_TOOL) is True, "Should recognize 'final_tool' as terminal"
|
||||
|
||||
|
||||
def test_conditional_tool_rule():
|
||||
# Setup: Define a conditional tool rule
|
||||
init_rule = InitToolRule(tool_name=START_TOOL)
|
||||
terminal_rule = TerminalToolRule(tool_name=END_TOOL)
|
||||
rule = ConditionalToolRule(tool_name=START_TOOL, default_child=None, child_output_mapping={True: END_TOOL, False: START_TOOL})
|
||||
solver = ToolRulesSolver(tool_rules=[init_rule, rule, terminal_rule])
|
||||
|
||||
# Action & Assert: Verify the rule properties
|
||||
# Step 1: Initially allowed tools
|
||||
assert solver.get_allowed_tool_names() == [START_TOOL], "Initial allowed tool should be 'start_tool'"
|
||||
assert solver.get_allowed_tool_names({START_TOOL}) == [START_TOOL], "Initial allowed tool should be 'start_tool'"
|
||||
|
||||
# Step 2: After using 'start_tool'
|
||||
solver.update_tool_usage(START_TOOL)
|
||||
assert solver.get_allowed_tool_names(last_function_response='{"message": "true"}') == [
|
||||
assert solver.get_allowed_tool_names({END_TOOL}, last_function_response='{"message": "true"}') == [
|
||||
END_TOOL
|
||||
], "After 'start_tool' returns true, should allow 'end_tool'"
|
||||
assert solver.get_allowed_tool_names(last_function_response='{"message": "false"}') == [
|
||||
assert solver.get_allowed_tool_names({START_TOOL}, last_function_response='{"message": "false"}') == [
|
||||
START_TOOL
|
||||
], "After 'start_tool' returns false, should allow 'start_tool'"
|
||||
|
||||
# Step 3: After using 'end_tool'
|
||||
assert solver.is_terminal_tool(END_TOOL) is True, "Should recognize 'end_tool' as terminal"
|
||||
|
||||
|
||||
def test_invalid_conditional_tool_rule():
|
||||
# Setup: Define an invalid conditional tool rule
|
||||
init_rule = InitToolRule(tool_name=START_TOOL)
|
||||
terminal_rule = TerminalToolRule(tool_name=END_TOOL)
|
||||
invalid_rule_1 = ConditionalToolRule(tool_name=START_TOOL, default_child=END_TOOL, child_output_mapping={})
|
||||
|
||||
# Test 1: Missing child output mapping
|
||||
with pytest.raises(ToolRuleValidationError, match="Conditional tool rule must have at least one child tool."):
|
||||
ToolRulesSolver(tool_rules=[init_rule, invalid_rule_1, terminal_rule])
|
||||
|
||||
|
||||
def test_tool_rules_with_invalid_path():
|
||||
# Setup: Define tool rules with both connected, disconnected nodes and a cycle
|
||||
init_rule = InitToolRule(tool_name=START_TOOL)
|
||||
rule_1 = ChildToolRule(tool_name=START_TOOL, children=[NEXT_TOOL])
|
||||
rule_2 = ChildToolRule(tool_name=NEXT_TOOL, children=[HELPER_TOOL])
|
||||
rule_3 = ChildToolRule(tool_name=HELPER_TOOL, children=[START_TOOL]) # This creates a cycle: start -> next -> helper -> start
|
||||
rule_4 = ChildToolRule(tool_name=FINAL_TOOL, children=[END_TOOL]) # Disconnected rule, no cycle here
|
||||
rule_3 = ChildToolRule(tool_name=HELPER_TOOL, children=[START_TOOL])
|
||||
rule_4 = ChildToolRule(tool_name=FINAL_TOOL, children=[END_TOOL])
|
||||
terminal_rule = TerminalToolRule(tool_name=END_TOOL)
|
||||
|
||||
ToolRulesSolver(tool_rules=[init_rule, rule_1, rule_2, rule_3, rule_4, terminal_rule])
|
||||
|
||||
# Now: add a path from the start tool to the final tool
|
||||
rule_5 = ConditionalToolRule(
|
||||
tool_name=HELPER_TOOL,
|
||||
default_child=FINAL_TOOL,
|
||||
child_output_mapping={True: START_TOOL, False: FINAL_TOOL},
|
||||
)
|
||||
ToolRulesSolver(tool_rules=[init_rule, rule_1, rule_2, rule_3, rule_4, rule_5, terminal_rule])
|
||||
|
||||
|
||||
def test_max_count_per_step_tool_rule():
|
||||
init_rule = InitToolRule(tool_name=START_TOOL)
|
||||
rule_1 = MaxCountPerStepToolRule(tool_name=START_TOOL, max_count_limit=2)
|
||||
solver = ToolRulesSolver(tool_rules=[init_rule, rule_1])
|
||||
|
||||
assert solver.get_allowed_tool_names({START_TOOL}) == [START_TOOL], "Initially should allow 'start_tool'"
|
||||
|
||||
solver.update_tool_usage(START_TOOL)
|
||||
assert solver.get_allowed_tool_names({START_TOOL}) == [START_TOOL], "After first use, should still allow 'start_tool'"
|
||||
|
||||
solver.update_tool_usage(START_TOOL)
|
||||
assert solver.get_allowed_tool_names({START_TOOL}) == [], "After reaching max count, 'start_tool' should no longer be allowed"
|
||||
|
||||
|
||||
def test_max_count_per_step_tool_rule_allows_usage_up_to_limit():
|
||||
"""Ensure the tool is allowed exactly max_count_limit times."""
|
||||
rule = MaxCountPerStepToolRule(tool_name=START_TOOL, max_count_limit=3)
|
||||
solver = ToolRulesSolver(tool_rules=[rule])
|
||||
|
||||
assert solver.get_allowed_tool_names({START_TOOL}) == [START_TOOL], "Initially should allow 'start_tool'"
|
||||
|
||||
solver.update_tool_usage(START_TOOL)
|
||||
assert solver.get_allowed_tool_names({START_TOOL}) == [START_TOOL], "Should still allow 'start_tool' after 1 use"
|
||||
|
||||
solver.update_tool_usage(START_TOOL)
|
||||
assert solver.get_allowed_tool_names({START_TOOL}) == [START_TOOL], "Should still allow 'start_tool' after 2 uses"
|
||||
|
||||
solver.update_tool_usage(START_TOOL)
|
||||
assert solver.get_allowed_tool_names({START_TOOL}) == [], "Should no longer allow 'start_tool' after 3 uses"
|
||||
|
||||
|
||||
def test_max_count_per_step_tool_rule_does_not_affect_other_tools():
|
||||
"""Ensure exceeding max count for one tool does not impact others."""
|
||||
rule = MaxCountPerStepToolRule(tool_name=START_TOOL, max_count_limit=2)
|
||||
another_tool_rules = ChildToolRule(tool_name=NEXT_TOOL, children=[HELPER_TOOL])
|
||||
solver = ToolRulesSolver(tool_rules=[rule, another_tool_rules])
|
||||
|
||||
solver.update_tool_usage(START_TOOL)
|
||||
solver.update_tool_usage(START_TOOL)
|
||||
|
||||
assert sorted(solver.get_allowed_tool_names({START_TOOL, NEXT_TOOL, HELPER_TOOL})) == sorted(
|
||||
[NEXT_TOOL, HELPER_TOOL]
|
||||
), "Other tools should still be allowed even if 'start_tool' is over limit"
|
||||
|
||||
|
||||
def test_max_count_per_step_tool_rule_resets_on_clear():
|
||||
"""Ensure clearing tool history resets the rule's limit."""
|
||||
rule = MaxCountPerStepToolRule(tool_name=START_TOOL, max_count_limit=2)
|
||||
solver = ToolRulesSolver(tool_rules=[rule])
|
||||
|
||||
solver.update_tool_usage(START_TOOL)
|
||||
solver.update_tool_usage(START_TOOL)
|
||||
|
||||
assert solver.get_allowed_tool_names({START_TOOL}) == [], "Should not allow 'start_tool' after reaching limit"
|
||||
|
||||
solver.clear_tool_history()
|
||||
|
||||
assert solver.get_allowed_tool_names({START_TOOL}) == [START_TOOL], "Should allow 'start_tool' again after clearing history"
|
||||
|
||||
Reference in New Issue
Block a user