* feat: add LangGraph integration with tools, nodes, and store patterns Add hindsight-langgraph SDK providing three integration patterns: - Tools: retain/recall/reflect as LangChain tools for ReAct agents - Nodes: automatic memory injection and storage as graph steps - Store: LangGraph BaseStore implementation for checkpoint-based memory Fix: remove `from __future__ import annotations` in nodes.py which prevented LangGraph from passing RunnableConfig to node functions (runtime type inspection saw string annotations instead of actual types). Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com> * chore: register langgraph with independent versioning system - Set version to 0.1.0 (integrations are versioned independently) - Add langgraph to VALID_INTEGRATIONS in release-integration.sh - Add changelog page for langgraph integration Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com> * chore: remove manual cookbook recipe page The sync-cookbook script will auto-generate this from the notebook in hindsight-cookbook once PR #17 is merged. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com> * fix: comprehensive improvements to langgraph integration Code fixes: - Retain node only stores latest messages instead of all history (prevents duplicates) - Handle multimodal msg.content (list type) in nodes - Fix store docstring separator "/" → "." - Apply search filters before pagination in store - Add ttl parameter to store.aput for LangGraph BaseStore compat - Fix _ensure_bank to not cache failed bank creations - Fix falsy value bugs (or → is not None) in tools - Remove from __future__ import annotations from all files - Consistent default budget="mid" across tools/nodes/store - Bump langgraph floor to >=0.3.0, remove duplicate dev deps Docs fixes: - Fix broken Cloud client example (base_url is required) - Complete API reference tables with all parameters - Add Limitations and Notes section (async-only store, etc.) - Add Requirements section - Fix broken cookbook link and Cloud claim in blog post All 61 unit tests pass. E2E tested against Hindsight Cloud: tools, nodes, store, configure(), multimodal content. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com> * chore: remove blog post (lives in hindsight-marketing-content) Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com> * chore: remove Hindsight Cloud section from langgraph docs Keep OSS docs self-hosted-first, consistent with other integration docs (crewai, pydantic-ai, agno). Cloud setup details live in the cookbook notebooks. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com> * docs: explicitly mention LangChain compatibility in langgraph integration The tools pattern (create_hindsight_tools) only depends on langchain-core and works with plain LangChain via bind_tools() — no LangGraph required. Update docs to make this clear with both LangGraph and LangChain quick start examples. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com> * fix: address PR review findings 1. Guard manual test files with if __name__ == "__main__" so pytest doesn't collect and execute them during test runs 2. Remove semantic fallback in HindsightStore.aget() — only return exact document_id matches, not unrelated semantic search hits 3. Make langgraph an optional dependency — tools pattern only needs langchain-core. Install with pip install hindsight-langgraph[langgraph] for nodes and store patterns. Lazy imports with clear error messages. 4. Clean up README to be self-hosted-first, consistent with other integration docs 5. Update docs requirements section to reflect optional langgraph dep Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com> * fix: address PR review feedback for langgraph integration - Fix #2: Add per-bank asyncio.Lock to _ensure_bank for concurrency safety - Fix #3: Clamp search score to max(0.0, ...) to prevent negative values - Fix #4: Implement suffix matching in _handle_list_namespaces - Fix #5: Truncate namespaces to max_depth instead of filtering (per BaseStore contract) - Fix #6: Remove list_namespaces/alist_namespaces overrides — let base class handle prefix=/suffix= kwargs - Fix #7: Document ephemeral namespace tracking and get() limitations in class docstring - Fix #8: Add stable ID to recall node SystemMessage, document ordering behavior - Fix #9: Change budget/max_tokens/recall_tags_match defaults to None so global config fallback works - Fix #10: Conditionally populate __all__ so import * works without langgraph installed - Fix #11: Bump langgraph lower bound from >=0.3.0 to >=0.5.0 - Fix #12: Extract _resolve_client to shared _client.py module Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com> * fix: address remaining review gaps for langgraph integration - Add output_key parameter to create_recall_node for prompt ordering control - Add prefix/suffix/combined filter tests for list_namespaces - Add output_key unit tests (memory text, none on empty, none on error) - Remove unused imports and backward-compat alias in tools.py - Update docs with output_key usage example and API reference Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com> * fix: relax langgraph version constraint to >=0.3.0 Research confirmed all required APIs (BaseStore, SearchItem, Result, GetOp, PutOp, SearchOp, ListNamespacesOp) are available since langgraph-checkpoint 2.0.7, which maps to langgraph >=0.2.63. Using >=0.3.0 as a clean semver boundary — >=0.5.0 was unnecessarily conservative and excluded many compatible versions. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com> --------- Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
400 lines
13 KiB
Python
400 lines
13 KiB
Python
"""Unit tests for Hindsight LangGraph tools."""
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from unittest.mock import AsyncMock, MagicMock, patch
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import pytest
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from hindsight_langgraph import (
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configure,
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create_hindsight_tools,
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reset_config,
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)
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from hindsight_langgraph.errors import HindsightError
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def _mock_client():
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"""Create a mock Hindsight client with async methods."""
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client = MagicMock()
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client.aretain = AsyncMock()
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client.arecall = AsyncMock()
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client.areflect = AsyncMock()
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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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def _mock_retain_response():
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response = MagicMock()
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response.success = True
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return response
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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_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_langgraph._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_langgraph._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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@pytest.mark.asyncio
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async def test_retain_stores_memory(self):
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client = _mock_client()
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client.aretain.return_value = _mock_retain_response()
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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 = await tools[0].ainvoke("The user likes Python")
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assert result == "Memory stored successfully."
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client.aretain.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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@pytest.mark.asyncio
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async def test_retain_passes_tags(self):
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client = _mock_client()
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client.aretain.return_value = _mock_retain_response()
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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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await tools[0].ainvoke("some content")
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call_kwargs = client.aretain.call_args[1]
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assert call_kwargs["tags"] == ["source:chat"]
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@pytest.mark.asyncio
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async def test_retain_raises_hindsight_error(self):
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client = _mock_client()
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client.aretain.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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await tools[0].ainvoke("content")
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class TestRecallTool:
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@pytest.mark.asyncio
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async def test_recall_returns_numbered_results(self):
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client = _mock_client()
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client.arecall.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 = await tools[0].ainvoke("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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@pytest.mark.asyncio
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async def test_recall_empty_results(self):
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client = _mock_client()
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client.arecall.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 = await tools[0].ainvoke("anything")
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assert result == "No relevant memories found."
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@pytest.mark.asyncio
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async def test_recall_passes_budget_and_max_tokens(self):
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client = _mock_client()
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client.arecall.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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await tools[0].ainvoke("query")
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call_kwargs = client.arecall.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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@pytest.mark.asyncio
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async def test_recall_passes_tags(self):
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client = _mock_client()
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client.arecall.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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await tools[0].ainvoke("query")
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call_kwargs = client.arecall.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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class TestReflectTool:
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@pytest.mark.asyncio
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async def test_reflect_returns_text(self):
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client = _mock_client()
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client.areflect.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 = await tools[0].ainvoke("What do you know about the user?")
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assert (
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result == "The user is a Python developer who prefers functional patterns."
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)
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@pytest.mark.asyncio
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async def test_reflect_empty_returns_fallback(self):
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client = _mock_client()
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client.areflect.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 = await tools[0].ainvoke("anything")
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assert result == "No relevant memories found."
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@pytest.mark.asyncio
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async def test_reflect_passes_budget(self):
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client = _mock_client()
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client.areflect.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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await tools[0].ainvoke("query")
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call_kwargs = client.areflect.call_args[1]
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assert call_kwargs["budget"] == "high"
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@pytest.mark.asyncio
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async def test_reflect_passes_context(self):
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client = _mock_client()
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client.areflect.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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await tools[0].ainvoke("query")
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call_kwargs = client.areflect.call_args[1]
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assert call_kwargs["context"] == "The user is asking about project setup"
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@pytest.mark.asyncio
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async def test_reflect_passes_max_tokens_and_response_schema(self):
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client = _mock_client()
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client.areflect.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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await tools[0].ainvoke("query")
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call_kwargs = client.areflect.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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@pytest.mark.asyncio
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async def test_reflect_passes_tags(self):
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client = _mock_client()
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client.areflect.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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await tools[0].ainvoke("query")
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call_kwargs = client.areflect.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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class TestRetainExtendedParams:
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@pytest.mark.asyncio
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async def test_retain_passes_metadata(self):
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client = _mock_client()
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client.aretain.return_value = _mock_retain_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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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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await tools[0].ainvoke("content")
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call_kwargs = client.aretain.call_args[1]
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assert call_kwargs["metadata"] == {"source": "chat", "session": "abc"}
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@pytest.mark.asyncio
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async def test_retain_passes_document_id(self):
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client = _mock_client()
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client.aretain.return_value = _mock_retain_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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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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await tools[0].ainvoke("content")
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call_kwargs = client.aretain.call_args[1]
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assert call_kwargs["document_id"] == "session-123"
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class TestRecallExtendedParams:
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@pytest.mark.asyncio
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async def test_recall_passes_types(self):
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client = _mock_client()
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client.arecall.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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await tools[0].ainvoke("query")
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call_kwargs = client.arecall.call_args[1]
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assert call_kwargs["types"] == ["world", "experience"]
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@pytest.mark.asyncio
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async def test_recall_passes_include_entities(self):
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client = _mock_client()
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client.arecall.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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await tools[0].ainvoke("query")
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call_kwargs = client.arecall.call_args[1]
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assert call_kwargs["include_entities"] is True
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