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letta-server/tests/test_tool_rule_solver.py
2024-12-23 14:44:08 -08:00

164 lines
7.5 KiB
Python

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,
)
# Constants for tool names used in the tests
START_TOOL = "start_tool"
PREP_TOOL = "prep_tool"
NEXT_TOOL = "next_tool"
HELPER_TOOL = "helper_tool"
FINAL_TOOL = "final_tool"
END_TOOL = "end_tool"
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=[])
# Action: Get allowed tool names when no tool has been called
allowed_tools = solver.get_allowed_tool_names()
# 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=[])
# Action: Update usage and get allowed tools
solver.update_tool_usage(START_TOOL)
allowed_tools = solver.get_allowed_tool_names()
# 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"
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])
# 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=[])
# 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)
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])
# Step 1: Initially allowed tools
assert solver.get_allowed_tool_names() == [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'"
# 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'"
# 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'"
# Step 2: After using 'start_tool'
solver.update_tool_usage(START_TOOL)
assert solver.get_allowed_tool_names(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"}') == [
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
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])