fleet-memory/hindsight-integrations/ag2/tests/test_tools.py
Faridun Mirzoev 731238707d
feat(integrations): add AG2 framework integration (#720)
Add hindsight-ag2 package providing persistent memory tools for AG2 agents via retain/recall/reflect operations.
2026-03-27 09:41:37 +01:00

580 lines
19 KiB
Python

"""Unit tests for Hindsight AG2 tools."""
import inspect
from typing import Annotated, get_type_hints
from unittest.mock import MagicMock, patch
import pytest
from hindsight_ag2 import (
configure,
create_hindsight_tools,
register_hindsight_tools,
reset_config,
)
from hindsight_ag2.errors import HindsightError
def _mock_client():
"""Create a mock Hindsight client with sync methods."""
client = MagicMock()
client.retain = MagicMock(return_value=None)
client.recall = MagicMock()
client.reflect = MagicMock()
return client
def _mock_recall_response(texts: list[str]):
response = MagicMock()
results = []
for t in texts:
r = MagicMock()
r.text = t
results.append(r)
response.results = results
return response
def _mock_reflect_response(text: str):
response = MagicMock()
response.text = text
return response
class TestImports:
def test_imports(self):
from hindsight_ag2 import ( # noqa: F401
HindsightAG2Config,
HindsightError,
configure,
create_hindsight_tools,
get_config,
register_hindsight_tools,
reset_config,
)
class TestCreateHindsightTools:
def setup_method(self):
reset_config()
def teardown_method(self):
reset_config()
def test_returns_three_tools_by_default(self):
client = _mock_client()
tools = create_hindsight_tools(bank_id="test", client=client)
assert len(tools) == 3
def test_include_retain_only(self):
client = _mock_client()
tools = create_hindsight_tools(
bank_id="test",
client=client,
include_retain=True,
include_recall=False,
include_reflect=False,
)
assert len(tools) == 1
assert tools[0].__name__ == "hindsight_retain"
def test_include_recall_only(self):
client = _mock_client()
tools = create_hindsight_tools(
bank_id="test",
client=client,
include_retain=False,
include_recall=True,
include_reflect=False,
)
assert len(tools) == 1
assert tools[0].__name__ == "hindsight_recall"
def test_include_reflect_only(self):
client = _mock_client()
tools = create_hindsight_tools(
bank_id="test",
client=client,
include_retain=False,
include_recall=False,
include_reflect=True,
)
assert len(tools) == 1
assert tools[0].__name__ == "hindsight_reflect"
def test_no_tools_when_all_excluded(self):
client = _mock_client()
tools = create_hindsight_tools(
bank_id="test",
client=client,
include_retain=False,
include_recall=False,
include_reflect=False,
)
assert len(tools) == 0
def test_tool_names(self):
client = _mock_client()
tools = create_hindsight_tools(bank_id="test", client=client)
names = [fn.__name__ for fn in tools]
assert names == ["hindsight_retain", "hindsight_recall", "hindsight_reflect"]
def test_tool_docstrings(self):
client = _mock_client()
tools = create_hindsight_tools(bank_id="test", client=client)
for fn in tools:
assert fn.__doc__ is not None
assert len(fn.__doc__) > 0
def test_raises_without_client_or_config(self):
with pytest.raises(HindsightError, match="No Hindsight API URL"):
create_hindsight_tools(bank_id="test")
def test_falls_back_to_global_config(self):
configure(hindsight_api_url="http://localhost:8888")
with patch("hindsight_ag2._client.Hindsight") as mock_cls:
mock_cls.return_value = _mock_client()
tools = create_hindsight_tools(bank_id="test")
assert len(tools) == 3
mock_cls.assert_called_once_with(
base_url="http://localhost:8888", timeout=30.0
)
def test_explicit_url_overrides_config(self):
configure(hindsight_api_url="http://config:8888")
with patch("hindsight_ag2._client.Hindsight") as mock_cls:
mock_cls.return_value = _mock_client()
create_hindsight_tools(
bank_id="test", hindsight_api_url="http://explicit:9999"
)
mock_cls.assert_called_once_with(
base_url="http://explicit:9999", timeout=30.0
)
class TestRetainTool:
def test_retain_stores_memory(self):
client = _mock_client()
tools = create_hindsight_tools(
bank_id="test-bank",
client=client,
include_recall=False,
include_reflect=False,
)
result = tools[0]("The user likes Python")
assert result == "Memory stored successfully."
client.retain.assert_called_once_with(
bank_id="test-bank", content="The user likes Python"
)
def test_retain_passes_tags(self):
client = _mock_client()
tools = create_hindsight_tools(
bank_id="test-bank",
client=client,
tags=["source:chat"],
include_recall=False,
include_reflect=False,
)
tools[0]("some content")
call_kwargs = client.retain.call_args[1]
assert call_kwargs["tags"] == ["source:chat"]
def test_retain_passes_metadata(self):
client = _mock_client()
tools = create_hindsight_tools(
bank_id="test",
client=client,
retain_metadata={"source": "chat", "session": "abc"},
include_recall=False,
include_reflect=False,
)
tools[0]("content")
call_kwargs = client.retain.call_args[1]
assert call_kwargs["metadata"] == {"source": "chat", "session": "abc"}
def test_retain_passes_document_id(self):
client = _mock_client()
tools = create_hindsight_tools(
bank_id="test",
client=client,
retain_document_id="session-123",
include_recall=False,
include_reflect=False,
)
tools[0]("content")
call_kwargs = client.retain.call_args[1]
assert call_kwargs["document_id"] == "session-123"
def test_retain_raises_hindsight_error(self):
client = _mock_client()
client.retain.side_effect = RuntimeError("connection refused")
tools = create_hindsight_tools(
bank_id="test",
client=client,
include_recall=False,
include_reflect=False,
)
with pytest.raises(HindsightError, match="Retain failed"):
tools[0]("content")
class TestRecallTool:
def test_recall_returns_numbered_results(self):
client = _mock_client()
client.recall.return_value = _mock_recall_response(
["User likes Python", "User is in NYC"]
)
tools = create_hindsight_tools(
bank_id="test-bank",
client=client,
include_retain=False,
include_reflect=False,
)
result = tools[0]("user preferences")
assert "1. User likes Python" in result
assert "2. User is in NYC" in result
def test_recall_empty_results(self):
client = _mock_client()
client.recall.return_value = _mock_recall_response([])
tools = create_hindsight_tools(
bank_id="test",
client=client,
include_retain=False,
include_reflect=False,
)
result = tools[0]("anything")
assert result == "No relevant memories found."
def test_recall_passes_budget_and_max_tokens(self):
client = _mock_client()
client.recall.return_value = _mock_recall_response(["fact"])
tools = create_hindsight_tools(
bank_id="test",
client=client,
budget="high",
max_tokens=2048,
include_retain=False,
include_reflect=False,
)
tools[0]("query")
call_kwargs = client.recall.call_args[1]
assert call_kwargs["budget"] == "high"
assert call_kwargs["max_tokens"] == 2048
def test_recall_passes_tags(self):
client = _mock_client()
client.recall.return_value = _mock_recall_response(["fact"])
tools = create_hindsight_tools(
bank_id="test",
client=client,
recall_tags=["scope:user"],
recall_tags_match="all",
include_retain=False,
include_reflect=False,
)
tools[0]("query")
call_kwargs = client.recall.call_args[1]
assert call_kwargs["tags"] == ["scope:user"]
assert call_kwargs["tags_match"] == "all"
def test_recall_passes_types(self):
client = _mock_client()
client.recall.return_value = _mock_recall_response(["fact"])
tools = create_hindsight_tools(
bank_id="test",
client=client,
recall_types=["world", "experience"],
include_retain=False,
include_reflect=False,
)
tools[0]("query")
call_kwargs = client.recall.call_args[1]
assert call_kwargs["types"] == ["world", "experience"]
def test_recall_passes_include_entities(self):
client = _mock_client()
client.recall.return_value = _mock_recall_response(["fact"])
tools = create_hindsight_tools(
bank_id="test",
client=client,
recall_include_entities=True,
include_retain=False,
include_reflect=False,
)
tools[0]("query")
call_kwargs = client.recall.call_args[1]
assert call_kwargs["include_entities"] is True
def test_recall_raises_hindsight_error(self):
client = _mock_client()
client.recall.side_effect = RuntimeError("connection refused")
tools = create_hindsight_tools(
bank_id="test",
client=client,
include_retain=False,
include_reflect=False,
)
with pytest.raises(HindsightError, match="Recall failed"):
tools[0]("query")
class TestReflectTool:
def test_reflect_returns_text(self):
client = _mock_client()
client.reflect.return_value = _mock_reflect_response(
"The user is a Python developer who prefers functional patterns."
)
tools = create_hindsight_tools(
bank_id="test-bank",
client=client,
include_retain=False,
include_recall=False,
)
result = tools[0]("What do you know about the user?")
assert result == "The user is a Python developer who prefers functional patterns."
def test_reflect_empty_returns_fallback(self):
client = _mock_client()
client.reflect.return_value = _mock_reflect_response("")
tools = create_hindsight_tools(
bank_id="test",
client=client,
include_retain=False,
include_recall=False,
)
result = tools[0]("anything")
assert result == "No relevant memories found."
def test_reflect_passes_budget(self):
client = _mock_client()
client.reflect.return_value = _mock_reflect_response("answer")
tools = create_hindsight_tools(
bank_id="test",
client=client,
budget="high",
include_retain=False,
include_recall=False,
)
tools[0]("query")
call_kwargs = client.reflect.call_args[1]
assert call_kwargs["budget"] == "high"
def test_reflect_passes_context(self):
client = _mock_client()
client.reflect.return_value = _mock_reflect_response("answer")
tools = create_hindsight_tools(
bank_id="test",
client=client,
reflect_context="The user is asking about project setup",
include_retain=False,
include_recall=False,
)
tools[0]("query")
call_kwargs = client.reflect.call_args[1]
assert call_kwargs["context"] == "The user is asking about project setup"
def test_reflect_passes_max_tokens_and_response_schema(self):
client = _mock_client()
client.reflect.return_value = _mock_reflect_response("answer")
schema = {"type": "object", "properties": {"summary": {"type": "string"}}}
tools = create_hindsight_tools(
bank_id="test",
client=client,
reflect_max_tokens=2048,
reflect_response_schema=schema,
include_retain=False,
include_recall=False,
)
tools[0]("query")
call_kwargs = client.reflect.call_args[1]
assert call_kwargs["max_tokens"] == 2048
assert call_kwargs["response_schema"] == schema
def test_reflect_passes_tags(self):
client = _mock_client()
client.reflect.return_value = _mock_reflect_response("answer")
tools = create_hindsight_tools(
bank_id="test",
client=client,
reflect_tags=["scope:global"],
reflect_tags_match="all",
include_retain=False,
include_recall=False,
)
tools[0]("query")
call_kwargs = client.reflect.call_args[1]
assert call_kwargs["tags"] == ["scope:global"]
assert call_kwargs["tags_match"] == "all"
def test_reflect_raises_hindsight_error(self):
client = _mock_client()
client.reflect.side_effect = RuntimeError("connection refused")
tools = create_hindsight_tools(
bank_id="test",
client=client,
include_retain=False,
include_recall=False,
)
with pytest.raises(HindsightError, match="Reflect failed"):
tools[0]("query")
class TestAnnotatedTypes:
def test_retain_has_annotated_parameter(self):
client = _mock_client()
tools = create_hindsight_tools(
bank_id="test",
client=client,
include_recall=False,
include_reflect=False,
)
hints = get_type_hints(tools[0], include_extras=True)
assert "content" in hints
# Check it's Annotated
assert hasattr(hints["content"], "__metadata__")
def test_recall_has_annotated_parameter(self):
client = _mock_client()
tools = create_hindsight_tools(
bank_id="test",
client=client,
include_retain=False,
include_reflect=False,
)
hints = get_type_hints(tools[0], include_extras=True)
assert "query" in hints
assert hasattr(hints["query"], "__metadata__")
def test_reflect_has_annotated_parameter(self):
client = _mock_client()
tools = create_hindsight_tools(
bank_id="test",
client=client,
include_retain=False,
include_recall=False,
)
hints = get_type_hints(tools[0], include_extras=True)
assert "query" in hints
assert hasattr(hints["query"], "__metadata__")
class TestRegisterHindsightTools:
def test_registers_all_tools(self):
client = _mock_client()
agent = MagicMock()
executor = MagicMock()
# Make register_for_llm return a decorator that returns the function
agent.register_for_llm.return_value = lambda fn: fn
executor.register_for_execution.return_value = lambda fn: fn
tools = register_hindsight_tools(
agent, executor, bank_id="test", client=client
)
assert len(tools) == 3
assert agent.register_for_llm.call_count == 3
assert executor.register_for_execution.call_count == 3
def test_registers_with_docstring_descriptions(self):
client = _mock_client()
agent = MagicMock()
executor = MagicMock()
agent.register_for_llm.return_value = lambda fn: fn
executor.register_for_execution.return_value = lambda fn: fn
register_hindsight_tools(agent, executor, bank_id="test", client=client)
# Each register_for_llm call should have a description kwarg
for call in agent.register_for_llm.call_args_list:
assert "description" in call.kwargs
assert call.kwargs["description"] is not None
assert len(call.kwargs["description"]) > 0
def test_passes_kwargs_to_create_tools(self):
client = _mock_client()
agent = MagicMock()
executor = MagicMock()
agent.register_for_llm.return_value = lambda fn: fn
executor.register_for_execution.return_value = lambda fn: fn
tools = register_hindsight_tools(
agent,
executor,
bank_id="test",
client=client,
include_retain=True,
include_recall=False,
include_reflect=False,
)
assert len(tools) == 1
assert tools[0].__name__ == "hindsight_retain"
class TestConfigDefaults:
def setup_method(self):
reset_config()
def teardown_method(self):
reset_config()
def test_default_budget(self):
client = _mock_client()
client.recall.return_value = _mock_recall_response(["fact"])
tools = create_hindsight_tools(
bank_id="test",
client=client,
include_retain=False,
include_reflect=False,
)
tools[0]("query")
call_kwargs = client.recall.call_args[1]
assert call_kwargs["budget"] == "mid"
def test_default_max_tokens(self):
client = _mock_client()
client.recall.return_value = _mock_recall_response(["fact"])
tools = create_hindsight_tools(
bank_id="test",
client=client,
include_retain=False,
include_reflect=False,
)
tools[0]("query")
call_kwargs = client.recall.call_args[1]
assert call_kwargs["max_tokens"] == 4096
def test_config_budget_used_when_no_explicit(self):
configure(hindsight_api_url="http://localhost:8888", budget="low")
with patch("hindsight_ag2._client.Hindsight") as mock_cls:
mock_client = _mock_client()
mock_client.recall.return_value = _mock_recall_response(["fact"])
mock_cls.return_value = mock_client
tools = create_hindsight_tools(
bank_id="test",
include_retain=False,
include_reflect=False,
)
tools[0]("query")
call_kwargs = mock_client.recall.call_args[1]
assert call_kwargs["budget"] == "low"
def test_explicit_budget_overrides_config(self):
configure(hindsight_api_url="http://localhost:8888", budget="low")
with patch("hindsight_ag2._client.Hindsight") as mock_cls:
mock_client = _mock_client()
mock_client.recall.return_value = _mock_recall_response(["fact"])
mock_cls.return_value = mock_client
tools = create_hindsight_tools(
bank_id="test",
budget="high",
include_retain=False,
include_reflect=False,
)
tools[0]("query")
call_kwargs = mock_client.recall.call_args[1]
assert call_kwargs["budget"] == "high"