fleet-memory/hindsight-integrations/strands/tests/test_tools.py
Ben 7fe773c0ee
feat: add Strands Agents SDK integration with Hindsight memory tools (#659)
* feat: add Strands Agents SDK integration with Hindsight memory tools

* fix: add strands docs to versioned docs so build link check passes

* fix(strands): run hindsight client calls in thread pool to avoid event loop conflict with Strands
2026-03-24 17:21:30 +01:00

616 lines
22 KiB
Python

"""Unit tests for Hindsight Strands tools."""
import logging
from unittest.mock import MagicMock, patch
import pytest
from hindsight_strands import (
configure,
create_hindsight_tools,
memory_instructions,
reset_config,
)
from hindsight_strands.errors import HindsightError
from hindsight_strands.tools import _resolve_client
# ---------------------------------------------------------------------------
# Helpers
# ---------------------------------------------------------------------------
def _mock_client():
"""Create a mock Hindsight client."""
client = MagicMock()
client.retain = MagicMock()
client.recall = MagicMock()
client.reflect = MagicMock()
client.create_bank = MagicMock()
return client
def _mock_recall_response(texts: list[str]):
"""Create a mock RecallResponse with results."""
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):
"""Create a mock ReflectResponse."""
response = MagicMock()
response.text = text
return response
def _call_tool(tool_fn, **kwargs):
"""Call a Strands @tool decorated function directly, bypassing the decorator."""
# Strands @tool stores the original function as __wrapped__ or we can call it directly
# since the decorator preserves the callable interface
return tool_fn(**kwargs)
# ---------------------------------------------------------------------------
# _resolve_client
# ---------------------------------------------------------------------------
class TestResolveClient:
def setup_method(self):
reset_config()
def teardown_method(self):
reset_config()
def test_returns_explicit_client(self):
client = _mock_client()
assert _resolve_client(client, None, None) is client
def test_explicit_client_ignores_url_and_key(self):
client = _mock_client()
result = _resolve_client(client, "http://ignored", "ignored-key")
assert result is client
def test_creates_client_from_url(self):
with patch("hindsight_strands.tools.Hindsight") as mock_cls:
mock_cls.return_value = _mock_client()
_resolve_client(None, "http://localhost:8888", None)
mock_cls.assert_called_once_with(
base_url="http://localhost:8888", timeout=30.0
)
def test_creates_client_with_api_key(self):
with patch("hindsight_strands.tools.Hindsight") as mock_cls:
mock_cls.return_value = _mock_client()
_resolve_client(None, "http://localhost:8888", "my-key")
mock_cls.assert_called_once_with(
base_url="http://localhost:8888", timeout=30.0, api_key="my-key"
)
def test_falls_back_to_global_config_url(self):
configure(hindsight_api_url="http://config:8888")
with patch("hindsight_strands.tools.Hindsight") as mock_cls:
mock_cls.return_value = _mock_client()
_resolve_client(None, None, None)
mock_cls.assert_called_once_with(
base_url="http://config:8888", timeout=30.0
)
def test_falls_back_to_global_config_api_key(self):
configure(hindsight_api_url="http://config:8888", api_key="config-key")
with patch("hindsight_strands.tools.Hindsight") as mock_cls:
mock_cls.return_value = _mock_client()
_resolve_client(None, None, None)
mock_cls.assert_called_once_with(
base_url="http://config:8888", timeout=30.0, api_key="config-key"
)
def test_explicit_url_overrides_config(self):
configure(hindsight_api_url="http://config:8888")
with patch("hindsight_strands.tools.Hindsight") as mock_cls:
mock_cls.return_value = _mock_client()
_resolve_client(None, "http://explicit:9999", None)
mock_cls.assert_called_once_with(
base_url="http://explicit:9999", timeout=30.0
)
def test_explicit_api_key_overrides_config(self):
configure(hindsight_api_url="http://config:8888", api_key="config-key")
with patch("hindsight_strands.tools.Hindsight") as mock_cls:
mock_cls.return_value = _mock_client()
_resolve_client(None, None, "explicit-key")
mock_cls.assert_called_once_with(
base_url="http://config:8888", timeout=30.0, api_key="explicit-key"
)
def test_raises_without_url_or_config(self):
with pytest.raises(HindsightError, match="No Hindsight API URL"):
_resolve_client(None, None, None)
def test_raises_with_empty_config_no_url(self):
# Config exists but has default URL, so this should NOT raise
configure()
with patch("hindsight_strands.tools.Hindsight") as mock_cls:
mock_cls.return_value = _mock_client()
_resolve_client(None, None, None)
mock_cls.assert_called_once()
# ---------------------------------------------------------------------------
# create_hindsight_tools — factory
# ---------------------------------------------------------------------------
class TestCreateHindsightTools:
def setup_method(self):
reset_config()
def teardown_method(self):
reset_config()
def test_creates_three_tools_by_default(self):
client = _mock_client()
tools = create_hindsight_tools(bank_id="test", client=client)
assert len(tools) == 3
def test_tool_names(self):
client = _mock_client()
tools = create_hindsight_tools(bank_id="test", client=client)
names = {t.__name__ for t in tools}
assert names == {"hindsight_retain", "hindsight_recall", "hindsight_reflect"}
def test_enable_retain_only(self):
client = _mock_client()
tools = create_hindsight_tools(
bank_id="test",
client=client,
enable_retain=True,
enable_recall=False,
enable_reflect=False,
)
assert len(tools) == 1
assert tools[0].__name__ == "hindsight_retain"
def test_enable_recall_only(self):
client = _mock_client()
tools = create_hindsight_tools(
bank_id="test",
client=client,
enable_retain=False,
enable_recall=True,
enable_reflect=False,
)
assert len(tools) == 1
assert tools[0].__name__ == "hindsight_recall"
def test_enable_reflect_only(self):
client = _mock_client()
tools = create_hindsight_tools(
bank_id="test",
client=client,
enable_retain=False,
enable_recall=False,
enable_reflect=True,
)
assert len(tools) == 1
assert tools[0].__name__ == "hindsight_reflect"
def test_no_tools_when_all_disabled(self):
client = _mock_client()
tools = create_hindsight_tools(
bank_id="test",
client=client,
enable_retain=False,
enable_recall=False,
enable_reflect=False,
)
assert len(tools) == 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_strands.tools.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_api_key_passed_to_client(self):
with patch("hindsight_strands.tools.Hindsight") as mock_cls:
mock_cls.return_value = _mock_client()
create_hindsight_tools(
bank_id="test",
hindsight_api_url="http://localhost:8888",
api_key="secret",
)
mock_cls.assert_called_once_with(
base_url="http://localhost:8888", timeout=30.0, api_key="secret"
)
# ---------------------------------------------------------------------------
# retain tool
# ---------------------------------------------------------------------------
class TestRetainTool:
def setup_method(self):
reset_config()
def teardown_method(self):
reset_config()
def _retain_tool(self, client, **kwargs):
tools = create_hindsight_tools(
bank_id="my-bank",
client=client,
enable_recall=False,
enable_reflect=False,
**kwargs,
)
return tools[0]
def test_retain_success(self):
client = _mock_client()
t = self._retain_tool(client)
result = _call_tool(t, content="I like dark mode")
assert result == "Memory stored successfully."
client.retain.assert_called_once_with(
bank_id="my-bank", content="I like dark mode"
)
def test_retain_with_tags(self):
client = _mock_client()
t = self._retain_tool(client, tags=["env:test"])
_call_tool(t, content="tagged content")
client.retain.assert_called_once_with(
bank_id="my-bank", content="tagged content", tags=["env:test"]
)
def test_retain_config_tags(self):
configure(hindsight_api_url="http://localhost:8888", tags=["config-tag"])
with patch("hindsight_strands.tools.Hindsight") as mock_cls:
mock_cls.return_value = _mock_client()
tools = create_hindsight_tools(
bank_id="test", enable_recall=False, enable_reflect=False
)
client = mock_cls.return_value
_call_tool(tools[0], content="content")
assert client.retain.call_args[1]["tags"] == ["config-tag"]
def test_retain_explicit_tags_override_config(self):
configure(hindsight_api_url="http://localhost:8888", tags=["config-tag"])
with patch("hindsight_strands.tools.Hindsight") as mock_cls:
mock_cls.return_value = _mock_client()
tools = create_hindsight_tools(
bank_id="test",
tags=["explicit-tag"],
enable_recall=False,
enable_reflect=False,
)
client = mock_cls.return_value
_call_tool(tools[0], content="content")
assert client.retain.call_args[1]["tags"] == ["explicit-tag"]
def test_retain_creates_bank(self):
client = _mock_client()
t = self._retain_tool(client)
_call_tool(t, content="content")
client.create_bank.assert_called_once_with(bank_id="my-bank", name="my-bank")
def test_retain_creates_bank_only_once(self):
client = _mock_client()
t = self._retain_tool(client)
_call_tool(t, content="first")
_call_tool(t, content="second")
client.create_bank.assert_called_once()
def test_retain_bank_already_exists(self):
client = _mock_client()
client.create_bank.side_effect = Exception("already exists")
t = self._retain_tool(client)
result = _call_tool(t, content="content")
assert result == "Memory stored successfully."
def test_retain_failure_raises_hindsight_error(self):
client = _mock_client()
client.retain.side_effect = RuntimeError("network error")
t = self._retain_tool(client)
with pytest.raises(HindsightError, match="Retain failed"):
_call_tool(t, content="content")
def test_retain_hindsight_error_not_wrapped(self):
client = _mock_client()
client.retain.side_effect = HindsightError("original error")
t = self._retain_tool(client)
with pytest.raises(HindsightError, match="original error"):
_call_tool(t, content="content")
def test_retain_failure_logs_error(self, caplog):
client = _mock_client()
client.retain.side_effect = RuntimeError("network error")
t = self._retain_tool(client)
with caplog.at_level(logging.ERROR), pytest.raises(HindsightError):
_call_tool(t, content="content")
assert "Retain failed" in caplog.text
# ---------------------------------------------------------------------------
# recall tool
# ---------------------------------------------------------------------------
class TestRecallTool:
def setup_method(self):
reset_config()
def teardown_method(self):
reset_config()
def _recall_tool(self, client, **kwargs):
tools = create_hindsight_tools(
bank_id="my-bank",
client=client,
enable_retain=False,
enable_reflect=False,
**kwargs,
)
return tools[0]
def test_recall_returns_numbered_results(self):
client = _mock_client()
client.recall.return_value = _mock_recall_response(["fact1", "fact2", "fact3"])
t = self._recall_tool(client)
result = _call_tool(t, query="preferences")
assert result == "1. fact1\n2. fact2\n3. fact3"
def test_recall_no_results(self):
client = _mock_client()
client.recall.return_value = _mock_recall_response([])
t = self._recall_tool(client)
result = _call_tool(t, query="unknown")
assert result == "No relevant memories found."
def test_recall_none_results(self):
client = _mock_client()
response = MagicMock()
response.results = None
client.recall.return_value = response
t = self._recall_tool(client)
result = _call_tool(t, query="unknown")
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"])
t = self._recall_tool(client, budget="high", max_tokens=2048)
_call_tool(t, query="query")
call_kwargs = client.recall.call_args[1]
assert call_kwargs["budget"] == "high"
assert call_kwargs["max_tokens"] == 2048
def test_recall_default_budget(self):
client = _mock_client()
client.recall.return_value = _mock_recall_response(["fact"])
t = self._recall_tool(client)
_call_tool(t, query="query")
assert client.recall.call_args[1]["budget"] == "mid"
def test_recall_with_tags(self):
client = _mock_client()
client.recall.return_value = _mock_recall_response(["fact"])
t = self._recall_tool(
client, recall_tags=["scope:global"], recall_tags_match="all"
)
_call_tool(t, query="query")
call_kwargs = client.recall.call_args[1]
assert call_kwargs["tags"] == ["scope:global"]
assert call_kwargs["tags_match"] == "all"
def test_recall_without_tags_omits_tag_kwargs(self):
client = _mock_client()
client.recall.return_value = _mock_recall_response(["fact"])
t = self._recall_tool(client)
_call_tool(t, query="query")
call_kwargs = client.recall.call_args[1]
assert "tags" not in call_kwargs
assert "tags_match" not in call_kwargs
def test_recall_failure_raises_hindsight_error(self):
client = _mock_client()
client.recall.side_effect = RuntimeError("network error")
t = self._recall_tool(client)
with pytest.raises(HindsightError, match="Recall failed"):
_call_tool(t, query="query")
def test_recall_hindsight_error_not_wrapped(self):
client = _mock_client()
client.recall.side_effect = HindsightError("original error")
t = self._recall_tool(client)
with pytest.raises(HindsightError, match="original error"):
_call_tool(t, query="query")
def test_recall_failure_logs_error(self, caplog):
client = _mock_client()
client.recall.side_effect = RuntimeError("network error")
t = self._recall_tool(client)
with caplog.at_level(logging.ERROR), pytest.raises(HindsightError):
_call_tool(t, query="query")
assert "Recall failed" in caplog.text
# ---------------------------------------------------------------------------
# reflect tool
# ---------------------------------------------------------------------------
class TestReflectTool:
def setup_method(self):
reset_config()
def teardown_method(self):
reset_config()
def _reflect_tool(self, client, **kwargs):
tools = create_hindsight_tools(
bank_id="my-bank",
client=client,
enable_retain=False,
enable_recall=False,
**kwargs,
)
return tools[0]
def test_reflect_returns_text(self):
client = _mock_client()
client.reflect.return_value = _mock_reflect_response("Synthesized answer")
t = self._reflect_tool(client)
result = _call_tool(t, query="What are my preferences?")
assert result == "Synthesized answer"
def test_reflect_empty_text_returns_fallback(self):
client = _mock_client()
client.reflect.return_value = _mock_reflect_response("")
t = self._reflect_tool(client)
result = _call_tool(t, query="query")
assert result == "No relevant memories found."
def test_reflect_none_text_returns_fallback(self):
client = _mock_client()
client.reflect.return_value = _mock_reflect_response(None)
t = self._reflect_tool(client)
result = _call_tool(t, query="query")
assert result == "No relevant memories found."
def test_reflect_passes_budget(self):
client = _mock_client()
client.reflect.return_value = _mock_reflect_response("answer")
t = self._reflect_tool(client, budget="high")
_call_tool(t, query="query")
assert client.reflect.call_args[1]["budget"] == "high"
def test_reflect_default_budget(self):
client = _mock_client()
client.reflect.return_value = _mock_reflect_response("answer")
t = self._reflect_tool(client)
_call_tool(t, query="query")
assert client.reflect.call_args[1]["budget"] == "mid"
def test_reflect_failure_raises_hindsight_error(self):
client = _mock_client()
client.reflect.side_effect = RuntimeError("network error")
t = self._reflect_tool(client)
with pytest.raises(HindsightError, match="Reflect failed"):
_call_tool(t, query="query")
def test_reflect_hindsight_error_not_wrapped(self):
client = _mock_client()
client.reflect.side_effect = HindsightError("original error")
t = self._reflect_tool(client)
with pytest.raises(HindsightError, match="original error"):
_call_tool(t, query="query")
def test_reflect_failure_logs_error(self, caplog):
client = _mock_client()
client.reflect.side_effect = RuntimeError("network error")
t = self._reflect_tool(client)
with caplog.at_level(logging.ERROR), pytest.raises(HindsightError):
_call_tool(t, query="query")
assert "Reflect failed" in caplog.text
# ---------------------------------------------------------------------------
# memory_instructions
# ---------------------------------------------------------------------------
class TestMemoryInstructions:
def setup_method(self):
reset_config()
def teardown_method(self):
reset_config()
def test_returns_formatted_memories(self):
client = _mock_client()
client.recall.return_value = _mock_recall_response(["pref1", "pref2"])
result = memory_instructions(bank_id="test", client=client)
assert result == "Relevant memories:\n\n1. pref1\n2. pref2"
def test_returns_empty_string_when_no_results(self):
client = _mock_client()
client.recall.return_value = _mock_recall_response([])
result = memory_instructions(bank_id="test", client=client)
assert result == ""
def test_respects_max_results(self):
client = _mock_client()
client.recall.return_value = _mock_recall_response(
["a", "b", "c", "d", "e", "f"]
)
result = memory_instructions(bank_id="test", client=client, max_results=3)
lines = result.strip().split("\n")
assert len(lines) == 5 # prefix + blank line + 3 results
assert lines[-1] == "3. c"
def test_custom_prefix(self):
client = _mock_client()
client.recall.return_value = _mock_recall_response(["fact"])
result = memory_instructions(bank_id="test", client=client, prefix="Context:\n")
assert result.startswith("Context:\n")
def test_passes_query_and_budget(self):
client = _mock_client()
client.recall.return_value = _mock_recall_response([])
memory_instructions(
bank_id="test", client=client, query="custom query", budget="high"
)
call_kwargs = client.recall.call_args[1]
assert call_kwargs["query"] == "custom query"
assert call_kwargs["budget"] == "high"
def test_default_budget_is_low(self):
client = _mock_client()
client.recall.return_value = _mock_recall_response([])
memory_instructions(bank_id="test", client=client)
assert client.recall.call_args[1]["budget"] == "low"
def test_passes_tags(self):
client = _mock_client()
client.recall.return_value = _mock_recall_response([])
memory_instructions(
bank_id="test", client=client, tags=["scope:global"], tags_match="all"
)
call_kwargs = client.recall.call_args[1]
assert call_kwargs["tags"] == ["scope:global"]
assert call_kwargs["tags_match"] == "all"
def test_returns_empty_on_exception(self):
client = _mock_client()
client.recall.side_effect = RuntimeError("network error")
result = memory_instructions(bank_id="test", client=client)
assert result == ""
def test_raises_without_client_or_config(self):
with pytest.raises(HindsightError, match="No Hindsight API URL"):
memory_instructions(bank_id="test")
def test_falls_back_to_global_config(self):
configure(hindsight_api_url="http://localhost:8888")
with patch("hindsight_strands.tools.Hindsight") as mock_cls:
mock_instance = _mock_client()
mock_instance.recall.return_value = _mock_recall_response(["fact"])
mock_cls.return_value = mock_instance
result = memory_instructions(bank_id="test")
assert "fact" in result