Add hindsight-ag2 package providing persistent memory tools for AG2 agents via retain/recall/reflect operations.
580 lines
19 KiB
Python
580 lines
19 KiB
Python
"""Unit tests for Hindsight AG2 tools."""
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import inspect
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from typing import Annotated, get_type_hints
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from unittest.mock import MagicMock, patch
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import pytest
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from hindsight_ag2 import (
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configure,
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create_hindsight_tools,
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register_hindsight_tools,
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reset_config,
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)
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from hindsight_ag2.errors import HindsightError
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def _mock_client():
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"""Create a mock Hindsight client with sync methods."""
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client = MagicMock()
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client.retain = MagicMock(return_value=None)
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client.recall = MagicMock()
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client.reflect = MagicMock()
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return client
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def _mock_recall_response(texts: list[str]):
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response = MagicMock()
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results = []
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for t in texts:
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r = MagicMock()
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r.text = t
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results.append(r)
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response.results = results
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return response
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def _mock_reflect_response(text: str):
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response = MagicMock()
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response.text = text
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return response
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class TestImports:
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def test_imports(self):
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from hindsight_ag2 import ( # noqa: F401
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HindsightAG2Config,
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HindsightError,
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configure,
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create_hindsight_tools,
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get_config,
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register_hindsight_tools,
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reset_config,
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)
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class TestCreateHindsightTools:
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def setup_method(self):
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reset_config()
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def teardown_method(self):
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reset_config()
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def test_returns_three_tools_by_default(self):
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client = _mock_client()
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tools = create_hindsight_tools(bank_id="test", client=client)
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assert len(tools) == 3
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def test_include_retain_only(self):
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client = _mock_client()
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tools = create_hindsight_tools(
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bank_id="test",
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client=client,
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include_retain=True,
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include_recall=False,
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include_reflect=False,
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)
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assert len(tools) == 1
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assert tools[0].__name__ == "hindsight_retain"
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def test_include_recall_only(self):
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client = _mock_client()
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tools = create_hindsight_tools(
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bank_id="test",
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client=client,
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include_retain=False,
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include_recall=True,
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include_reflect=False,
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)
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assert len(tools) == 1
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assert tools[0].__name__ == "hindsight_recall"
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def test_include_reflect_only(self):
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client = _mock_client()
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tools = create_hindsight_tools(
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bank_id="test",
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client=client,
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include_retain=False,
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include_recall=False,
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include_reflect=True,
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)
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assert len(tools) == 1
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assert tools[0].__name__ == "hindsight_reflect"
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def test_no_tools_when_all_excluded(self):
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client = _mock_client()
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tools = create_hindsight_tools(
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bank_id="test",
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client=client,
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include_retain=False,
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include_recall=False,
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include_reflect=False,
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)
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assert len(tools) == 0
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def test_tool_names(self):
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client = _mock_client()
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tools = create_hindsight_tools(bank_id="test", client=client)
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names = [fn.__name__ for fn in tools]
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assert names == ["hindsight_retain", "hindsight_recall", "hindsight_reflect"]
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def test_tool_docstrings(self):
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client = _mock_client()
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tools = create_hindsight_tools(bank_id="test", client=client)
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for fn in tools:
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assert fn.__doc__ is not None
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assert len(fn.__doc__) > 0
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def test_raises_without_client_or_config(self):
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with pytest.raises(HindsightError, match="No Hindsight API URL"):
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create_hindsight_tools(bank_id="test")
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def test_falls_back_to_global_config(self):
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configure(hindsight_api_url="http://localhost:8888")
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with patch("hindsight_ag2._client.Hindsight") as mock_cls:
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mock_cls.return_value = _mock_client()
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tools = create_hindsight_tools(bank_id="test")
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assert len(tools) == 3
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mock_cls.assert_called_once_with(
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base_url="http://localhost:8888", timeout=30.0
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)
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def test_explicit_url_overrides_config(self):
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configure(hindsight_api_url="http://config:8888")
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with patch("hindsight_ag2._client.Hindsight") as mock_cls:
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mock_cls.return_value = _mock_client()
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create_hindsight_tools(
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bank_id="test", hindsight_api_url="http://explicit:9999"
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)
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mock_cls.assert_called_once_with(
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base_url="http://explicit:9999", timeout=30.0
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)
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class TestRetainTool:
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def test_retain_stores_memory(self):
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client = _mock_client()
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tools = create_hindsight_tools(
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bank_id="test-bank",
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client=client,
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include_recall=False,
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include_reflect=False,
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)
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result = tools[0]("The user likes Python")
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assert result == "Memory stored successfully."
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client.retain.assert_called_once_with(
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bank_id="test-bank", content="The user likes Python"
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)
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def test_retain_passes_tags(self):
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client = _mock_client()
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tools = create_hindsight_tools(
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bank_id="test-bank",
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client=client,
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tags=["source:chat"],
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include_recall=False,
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include_reflect=False,
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)
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tools[0]("some content")
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call_kwargs = client.retain.call_args[1]
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assert call_kwargs["tags"] == ["source:chat"]
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def test_retain_passes_metadata(self):
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client = _mock_client()
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tools = create_hindsight_tools(
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bank_id="test",
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client=client,
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retain_metadata={"source": "chat", "session": "abc"},
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include_recall=False,
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include_reflect=False,
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)
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tools[0]("content")
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call_kwargs = client.retain.call_args[1]
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assert call_kwargs["metadata"] == {"source": "chat", "session": "abc"}
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def test_retain_passes_document_id(self):
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client = _mock_client()
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tools = create_hindsight_tools(
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bank_id="test",
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client=client,
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retain_document_id="session-123",
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include_recall=False,
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include_reflect=False,
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)
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tools[0]("content")
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call_kwargs = client.retain.call_args[1]
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assert call_kwargs["document_id"] == "session-123"
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def test_retain_raises_hindsight_error(self):
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client = _mock_client()
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client.retain.side_effect = RuntimeError("connection refused")
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tools = create_hindsight_tools(
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bank_id="test",
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client=client,
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include_recall=False,
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include_reflect=False,
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)
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with pytest.raises(HindsightError, match="Retain failed"):
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tools[0]("content")
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class TestRecallTool:
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def test_recall_returns_numbered_results(self):
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client = _mock_client()
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client.recall.return_value = _mock_recall_response(
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["User likes Python", "User is in NYC"]
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)
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tools = create_hindsight_tools(
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bank_id="test-bank",
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client=client,
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include_retain=False,
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include_reflect=False,
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)
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result = tools[0]("user preferences")
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assert "1. User likes Python" in result
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assert "2. User is in NYC" in result
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def test_recall_empty_results(self):
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client = _mock_client()
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client.recall.return_value = _mock_recall_response([])
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tools = create_hindsight_tools(
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bank_id="test",
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client=client,
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include_retain=False,
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include_reflect=False,
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)
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result = tools[0]("anything")
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assert result == "No relevant memories found."
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def test_recall_passes_budget_and_max_tokens(self):
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client = _mock_client()
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client.recall.return_value = _mock_recall_response(["fact"])
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tools = create_hindsight_tools(
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bank_id="test",
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client=client,
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budget="high",
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max_tokens=2048,
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include_retain=False,
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include_reflect=False,
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)
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tools[0]("query")
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call_kwargs = client.recall.call_args[1]
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assert call_kwargs["budget"] == "high"
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assert call_kwargs["max_tokens"] == 2048
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def test_recall_passes_tags(self):
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client = _mock_client()
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client.recall.return_value = _mock_recall_response(["fact"])
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tools = create_hindsight_tools(
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bank_id="test",
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client=client,
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recall_tags=["scope:user"],
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recall_tags_match="all",
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include_retain=False,
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include_reflect=False,
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)
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tools[0]("query")
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call_kwargs = client.recall.call_args[1]
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assert call_kwargs["tags"] == ["scope:user"]
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assert call_kwargs["tags_match"] == "all"
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def test_recall_passes_types(self):
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client = _mock_client()
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client.recall.return_value = _mock_recall_response(["fact"])
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tools = create_hindsight_tools(
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bank_id="test",
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client=client,
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recall_types=["world", "experience"],
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include_retain=False,
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include_reflect=False,
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)
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tools[0]("query")
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call_kwargs = client.recall.call_args[1]
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assert call_kwargs["types"] == ["world", "experience"]
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def test_recall_passes_include_entities(self):
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client = _mock_client()
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client.recall.return_value = _mock_recall_response(["fact"])
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tools = create_hindsight_tools(
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bank_id="test",
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client=client,
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recall_include_entities=True,
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include_retain=False,
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include_reflect=False,
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)
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tools[0]("query")
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call_kwargs = client.recall.call_args[1]
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assert call_kwargs["include_entities"] is True
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def test_recall_raises_hindsight_error(self):
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client = _mock_client()
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client.recall.side_effect = RuntimeError("connection refused")
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tools = create_hindsight_tools(
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bank_id="test",
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client=client,
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include_retain=False,
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include_reflect=False,
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)
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with pytest.raises(HindsightError, match="Recall failed"):
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tools[0]("query")
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class TestReflectTool:
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def test_reflect_returns_text(self):
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client = _mock_client()
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client.reflect.return_value = _mock_reflect_response(
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"The user is a Python developer who prefers functional patterns."
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)
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tools = create_hindsight_tools(
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bank_id="test-bank",
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client=client,
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include_retain=False,
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include_recall=False,
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)
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result = tools[0]("What do you know about the user?")
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assert result == "The user is a Python developer who prefers functional patterns."
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def test_reflect_empty_returns_fallback(self):
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client = _mock_client()
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client.reflect.return_value = _mock_reflect_response("")
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tools = create_hindsight_tools(
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bank_id="test",
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client=client,
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include_retain=False,
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include_recall=False,
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)
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result = tools[0]("anything")
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assert result == "No relevant memories found."
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def test_reflect_passes_budget(self):
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client = _mock_client()
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client.reflect.return_value = _mock_reflect_response("answer")
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tools = create_hindsight_tools(
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bank_id="test",
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client=client,
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budget="high",
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include_retain=False,
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include_recall=False,
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)
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tools[0]("query")
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call_kwargs = client.reflect.call_args[1]
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assert call_kwargs["budget"] == "high"
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def test_reflect_passes_context(self):
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client = _mock_client()
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client.reflect.return_value = _mock_reflect_response("answer")
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tools = create_hindsight_tools(
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bank_id="test",
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client=client,
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reflect_context="The user is asking about project setup",
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include_retain=False,
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include_recall=False,
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)
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tools[0]("query")
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call_kwargs = client.reflect.call_args[1]
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assert call_kwargs["context"] == "The user is asking about project setup"
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def test_reflect_passes_max_tokens_and_response_schema(self):
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client = _mock_client()
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client.reflect.return_value = _mock_reflect_response("answer")
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schema = {"type": "object", "properties": {"summary": {"type": "string"}}}
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tools = create_hindsight_tools(
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bank_id="test",
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client=client,
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reflect_max_tokens=2048,
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reflect_response_schema=schema,
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include_retain=False,
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include_recall=False,
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)
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tools[0]("query")
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call_kwargs = client.reflect.call_args[1]
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assert call_kwargs["max_tokens"] == 2048
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assert call_kwargs["response_schema"] == schema
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def test_reflect_passes_tags(self):
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client = _mock_client()
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client.reflect.return_value = _mock_reflect_response("answer")
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tools = create_hindsight_tools(
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bank_id="test",
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client=client,
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reflect_tags=["scope:global"],
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reflect_tags_match="all",
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include_retain=False,
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include_recall=False,
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)
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tools[0]("query")
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call_kwargs = client.reflect.call_args[1]
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assert call_kwargs["tags"] == ["scope:global"]
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assert call_kwargs["tags_match"] == "all"
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def test_reflect_raises_hindsight_error(self):
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client = _mock_client()
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client.reflect.side_effect = RuntimeError("connection refused")
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tools = create_hindsight_tools(
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bank_id="test",
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client=client,
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include_retain=False,
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include_recall=False,
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)
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with pytest.raises(HindsightError, match="Reflect failed"):
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tools[0]("query")
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class TestAnnotatedTypes:
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def test_retain_has_annotated_parameter(self):
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client = _mock_client()
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tools = create_hindsight_tools(
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bank_id="test",
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client=client,
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include_recall=False,
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include_reflect=False,
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)
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hints = get_type_hints(tools[0], include_extras=True)
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assert "content" in hints
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# Check it's Annotated
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assert hasattr(hints["content"], "__metadata__")
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def test_recall_has_annotated_parameter(self):
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client = _mock_client()
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tools = create_hindsight_tools(
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bank_id="test",
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client=client,
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include_retain=False,
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include_reflect=False,
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)
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hints = get_type_hints(tools[0], include_extras=True)
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assert "query" in hints
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assert hasattr(hints["query"], "__metadata__")
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def test_reflect_has_annotated_parameter(self):
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client = _mock_client()
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tools = create_hindsight_tools(
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bank_id="test",
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client=client,
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include_retain=False,
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include_recall=False,
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)
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hints = get_type_hints(tools[0], include_extras=True)
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assert "query" in hints
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assert hasattr(hints["query"], "__metadata__")
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class TestRegisterHindsightTools:
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def test_registers_all_tools(self):
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client = _mock_client()
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agent = MagicMock()
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executor = MagicMock()
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# Make register_for_llm return a decorator that returns the function
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agent.register_for_llm.return_value = lambda fn: fn
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executor.register_for_execution.return_value = lambda fn: fn
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tools = register_hindsight_tools(
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agent, executor, bank_id="test", client=client
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)
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assert len(tools) == 3
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assert agent.register_for_llm.call_count == 3
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assert executor.register_for_execution.call_count == 3
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def test_registers_with_docstring_descriptions(self):
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client = _mock_client()
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agent = MagicMock()
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executor = MagicMock()
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agent.register_for_llm.return_value = lambda fn: fn
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executor.register_for_execution.return_value = lambda fn: fn
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register_hindsight_tools(agent, executor, bank_id="test", client=client)
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# Each register_for_llm call should have a description kwarg
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for call in agent.register_for_llm.call_args_list:
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assert "description" in call.kwargs
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assert call.kwargs["description"] is not None
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assert len(call.kwargs["description"]) > 0
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def test_passes_kwargs_to_create_tools(self):
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client = _mock_client()
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agent = MagicMock()
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executor = MagicMock()
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agent.register_for_llm.return_value = lambda fn: fn
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executor.register_for_execution.return_value = lambda fn: fn
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tools = register_hindsight_tools(
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agent,
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executor,
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bank_id="test",
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client=client,
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include_retain=True,
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include_recall=False,
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include_reflect=False,
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)
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assert len(tools) == 1
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assert tools[0].__name__ == "hindsight_retain"
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class TestConfigDefaults:
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def setup_method(self):
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reset_config()
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def teardown_method(self):
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reset_config()
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def test_default_budget(self):
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client = _mock_client()
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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"
|