* feat: add AutoGen integration for Hindsight Adds hindsight-autogen package providing FunctionTool instances that give AutoGen agents persistent long-term memory via retain/recall/reflect APIs. - Package: hindsight_autogen with create_hindsight_tools() factory - 31 unit tests covering tool creation, invocation, config fallback, errors - Docs page and integrations.json entry - README with quickstart and configuration reference Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com> * fix: address PR review feedback for autogen integration - Fix install instructions to include autogen-agentchat and autogen-ext[openai] - Add autogen.svg icon to prevent broken image in integrations grid - Change icon reference from .png to .svg in integrations.json Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com> * fix: add sleep between retain/recall and close clients in examples - Add time.sleep(3) between retain and recall to wait for async processing - Close Hindsight client and model client to avoid unclosed session warnings Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com> * fix: use asyncio.sleep instead of time.sleep in async examples time.sleep blocks the event loop; asyncio.sleep yields control. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com> * fix: address PR review feedback - validation, defaults, release script - Add autogen to VALID_INTEGRATIONS in release-integration.sh - Remove unused verbose config field - Extract DEFAULT_BUDGET/MAX_TOKENS/RECALL_TAGS_MATCH constants in config.py, import from tools.py to eliminate default duplication - Add Literal types for budget and recall_tags_match validation - Modernize type hints to X | None with from __future__ import annotations - Add [tool.ruff] line-length = 120 to match monorepo convention - Add py.typed PEP 561 marker - Re-raise HindsightError before broad Exception catch - Expand asyncio.sleep(3) comment explaining when/why it's needed - Remove verbose from docs configure() reference table Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com> --------- Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
486 lines
16 KiB
Python
486 lines
16 KiB
Python
"""Unit tests for Hindsight AutoGen tools."""
|
|
|
|
from unittest.mock import AsyncMock, MagicMock, patch
|
|
|
|
import pytest
|
|
from autogen_core import CancellationToken
|
|
from hindsight_autogen import (
|
|
configure,
|
|
create_hindsight_tools,
|
|
reset_config,
|
|
)
|
|
from hindsight_autogen.errors import HindsightError
|
|
|
|
|
|
def _mock_client():
|
|
"""Create a mock Hindsight client with async methods."""
|
|
client = MagicMock()
|
|
client.aretain = AsyncMock()
|
|
client.arecall = AsyncMock()
|
|
client.areflect = AsyncMock()
|
|
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
|
|
|
|
|
|
def _mock_retain_response():
|
|
response = MagicMock()
|
|
response.success = True
|
|
return response
|
|
|
|
|
|
async def _run(tool, args: dict) -> str:
|
|
"""Invoke an AutoGen FunctionTool and return the string result."""
|
|
result = await tool.run_json(args, CancellationToken())
|
|
return str(result)
|
|
|
|
|
|
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_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_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_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_autogen._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_autogen._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:
|
|
@pytest.mark.asyncio
|
|
async def test_retain_stores_memory(self):
|
|
client = _mock_client()
|
|
client.aretain.return_value = _mock_retain_response()
|
|
tools = create_hindsight_tools(
|
|
bank_id="test-bank",
|
|
client=client,
|
|
include_recall=False,
|
|
include_reflect=False,
|
|
)
|
|
result = await _run(tools[0], {"content": "The user likes Python"})
|
|
assert result == "Memory stored successfully."
|
|
client.aretain.assert_called_once_with(bank_id="test-bank", content="The user likes Python")
|
|
|
|
@pytest.mark.asyncio
|
|
async def test_retain_passes_tags(self):
|
|
client = _mock_client()
|
|
client.aretain.return_value = _mock_retain_response()
|
|
tools = create_hindsight_tools(
|
|
bank_id="test-bank",
|
|
client=client,
|
|
tags=["source:chat"],
|
|
include_recall=False,
|
|
include_reflect=False,
|
|
)
|
|
await _run(tools[0], {"content": "some content"})
|
|
call_kwargs = client.aretain.call_args[1]
|
|
assert call_kwargs["tags"] == ["source:chat"]
|
|
|
|
@pytest.mark.asyncio
|
|
async def test_retain_passes_metadata(self):
|
|
client = _mock_client()
|
|
client.aretain.return_value = _mock_retain_response()
|
|
tools = create_hindsight_tools(
|
|
bank_id="test",
|
|
client=client,
|
|
retain_metadata={"source": "chat", "session": "abc"},
|
|
include_recall=False,
|
|
include_reflect=False,
|
|
)
|
|
await _run(tools[0], {"content": "content"})
|
|
call_kwargs = client.aretain.call_args[1]
|
|
assert call_kwargs["metadata"] == {"source": "chat", "session": "abc"}
|
|
|
|
@pytest.mark.asyncio
|
|
async def test_retain_passes_document_id(self):
|
|
client = _mock_client()
|
|
client.aretain.return_value = _mock_retain_response()
|
|
tools = create_hindsight_tools(
|
|
bank_id="test",
|
|
client=client,
|
|
retain_document_id="session-123",
|
|
include_recall=False,
|
|
include_reflect=False,
|
|
)
|
|
await _run(tools[0], {"content": "content"})
|
|
call_kwargs = client.aretain.call_args[1]
|
|
assert call_kwargs["document_id"] == "session-123"
|
|
|
|
@pytest.mark.asyncio
|
|
async def test_retain_raises_hindsight_error(self):
|
|
client = _mock_client()
|
|
client.aretain.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"):
|
|
await _run(tools[0], {"content": "content"})
|
|
|
|
|
|
class TestRecallTool:
|
|
@pytest.mark.asyncio
|
|
async def test_recall_returns_numbered_results(self):
|
|
client = _mock_client()
|
|
client.arecall.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 = await _run(tools[0], {"query": "user preferences"})
|
|
assert "1. User likes Python" in result
|
|
assert "2. User is in NYC" in result
|
|
|
|
@pytest.mark.asyncio
|
|
async def test_recall_empty_results(self):
|
|
client = _mock_client()
|
|
client.arecall.return_value = _mock_recall_response([])
|
|
tools = create_hindsight_tools(
|
|
bank_id="test",
|
|
client=client,
|
|
include_retain=False,
|
|
include_reflect=False,
|
|
)
|
|
result = await _run(tools[0], {"query": "anything"})
|
|
assert result == "No relevant memories found."
|
|
|
|
@pytest.mark.asyncio
|
|
async def test_recall_passes_budget_and_max_tokens(self):
|
|
client = _mock_client()
|
|
client.arecall.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,
|
|
)
|
|
await _run(tools[0], {"query": "query"})
|
|
call_kwargs = client.arecall.call_args[1]
|
|
assert call_kwargs["budget"] == "high"
|
|
assert call_kwargs["max_tokens"] == 2048
|
|
|
|
@pytest.mark.asyncio
|
|
async def test_recall_passes_tags(self):
|
|
client = _mock_client()
|
|
client.arecall.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,
|
|
)
|
|
await _run(tools[0], {"query": "query"})
|
|
call_kwargs = client.arecall.call_args[1]
|
|
assert call_kwargs["tags"] == ["scope:user"]
|
|
assert call_kwargs["tags_match"] == "all"
|
|
|
|
@pytest.mark.asyncio
|
|
async def test_recall_passes_types(self):
|
|
client = _mock_client()
|
|
client.arecall.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,
|
|
)
|
|
await _run(tools[0], {"query": "query"})
|
|
call_kwargs = client.arecall.call_args[1]
|
|
assert call_kwargs["types"] == ["world", "experience"]
|
|
|
|
@pytest.mark.asyncio
|
|
async def test_recall_passes_include_entities(self):
|
|
client = _mock_client()
|
|
client.arecall.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,
|
|
)
|
|
await _run(tools[0], {"query": "query"})
|
|
call_kwargs = client.arecall.call_args[1]
|
|
assert call_kwargs["include_entities"] is True
|
|
|
|
@pytest.mark.asyncio
|
|
async def test_recall_raises_hindsight_error(self):
|
|
client = _mock_client()
|
|
client.arecall.side_effect = RuntimeError("timeout")
|
|
tools = create_hindsight_tools(
|
|
bank_id="test",
|
|
client=client,
|
|
include_retain=False,
|
|
include_reflect=False,
|
|
)
|
|
with pytest.raises(HindsightError, match="Recall failed"):
|
|
await _run(tools[0], {"query": "query"})
|
|
|
|
|
|
class TestReflectTool:
|
|
@pytest.mark.asyncio
|
|
async def test_reflect_returns_text(self):
|
|
client = _mock_client()
|
|
client.areflect.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 = await _run(tools[0], {"query": "What do you know about the user?"})
|
|
assert result == "The user is a Python developer who prefers functional patterns."
|
|
|
|
@pytest.mark.asyncio
|
|
async def test_reflect_empty_returns_fallback(self):
|
|
client = _mock_client()
|
|
client.areflect.return_value = _mock_reflect_response("")
|
|
tools = create_hindsight_tools(
|
|
bank_id="test",
|
|
client=client,
|
|
include_retain=False,
|
|
include_recall=False,
|
|
)
|
|
result = await _run(tools[0], {"query": "anything"})
|
|
assert result == "No relevant memories found."
|
|
|
|
@pytest.mark.asyncio
|
|
async def test_reflect_passes_budget(self):
|
|
client = _mock_client()
|
|
client.areflect.return_value = _mock_reflect_response("answer")
|
|
tools = create_hindsight_tools(
|
|
bank_id="test",
|
|
client=client,
|
|
budget="high",
|
|
include_retain=False,
|
|
include_recall=False,
|
|
)
|
|
await _run(tools[0], {"query": "query"})
|
|
call_kwargs = client.areflect.call_args[1]
|
|
assert call_kwargs["budget"] == "high"
|
|
|
|
@pytest.mark.asyncio
|
|
async def test_reflect_passes_context(self):
|
|
client = _mock_client()
|
|
client.areflect.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,
|
|
)
|
|
await _run(tools[0], {"query": "query"})
|
|
call_kwargs = client.areflect.call_args[1]
|
|
assert call_kwargs["context"] == "The user is asking about project setup"
|
|
|
|
@pytest.mark.asyncio
|
|
async def test_reflect_passes_max_tokens_and_response_schema(self):
|
|
client = _mock_client()
|
|
client.areflect.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,
|
|
)
|
|
await _run(tools[0], {"query": "query"})
|
|
call_kwargs = client.areflect.call_args[1]
|
|
assert call_kwargs["max_tokens"] == 2048
|
|
assert call_kwargs["response_schema"] == schema
|
|
|
|
@pytest.mark.asyncio
|
|
async def test_reflect_passes_tags(self):
|
|
client = _mock_client()
|
|
client.areflect.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,
|
|
)
|
|
await _run(tools[0], {"query": "query"})
|
|
call_kwargs = client.areflect.call_args[1]
|
|
assert call_kwargs["tags"] == ["scope:global"]
|
|
assert call_kwargs["tags_match"] == "all"
|
|
|
|
@pytest.mark.asyncio
|
|
async def test_reflect_raises_hindsight_error(self):
|
|
client = _mock_client()
|
|
client.areflect.side_effect = RuntimeError("timeout")
|
|
tools = create_hindsight_tools(
|
|
bank_id="test",
|
|
client=client,
|
|
include_retain=False,
|
|
include_recall=False,
|
|
)
|
|
with pytest.raises(HindsightError, match="Reflect failed"):
|
|
await _run(tools[0], {"query": "query"})
|
|
|
|
|
|
class TestConfigFallback:
|
|
def setup_method(self):
|
|
reset_config()
|
|
|
|
def teardown_method(self):
|
|
reset_config()
|
|
|
|
@pytest.mark.asyncio
|
|
async def test_config_budget_used_when_no_explicit(self):
|
|
client = _mock_client()
|
|
client.arecall.return_value = _mock_recall_response(["fact"])
|
|
configure(
|
|
hindsight_api_url="http://localhost:8888",
|
|
budget="low",
|
|
)
|
|
tools = create_hindsight_tools(
|
|
bank_id="test",
|
|
client=client,
|
|
include_retain=False,
|
|
include_reflect=False,
|
|
)
|
|
await _run(tools[0], {"query": "query"})
|
|
call_kwargs = client.arecall.call_args[1]
|
|
assert call_kwargs["budget"] == "low"
|
|
|
|
@pytest.mark.asyncio
|
|
async def test_explicit_budget_overrides_config(self):
|
|
client = _mock_client()
|
|
client.arecall.return_value = _mock_recall_response(["fact"])
|
|
configure(
|
|
hindsight_api_url="http://localhost:8888",
|
|
budget="low",
|
|
)
|
|
tools = create_hindsight_tools(
|
|
bank_id="test",
|
|
client=client,
|
|
budget="high",
|
|
include_retain=False,
|
|
include_reflect=False,
|
|
)
|
|
await _run(tools[0], {"query": "query"})
|
|
call_kwargs = client.arecall.call_args[1]
|
|
assert call_kwargs["budget"] == "high"
|
|
|
|
@pytest.mark.asyncio
|
|
async def test_config_tags_used_for_retain(self):
|
|
client = _mock_client()
|
|
client.aretain.return_value = _mock_retain_response()
|
|
configure(
|
|
hindsight_api_url="http://localhost:8888",
|
|
tags=["env:test"],
|
|
)
|
|
tools = create_hindsight_tools(
|
|
bank_id="test",
|
|
client=client,
|
|
include_recall=False,
|
|
include_reflect=False,
|
|
)
|
|
await _run(tools[0], {"content": "content"})
|
|
call_kwargs = client.aretain.call_args[1]
|
|
assert call_kwargs["tags"] == ["env:test"]
|