diff --git a/pyproject.toml b/pyproject.toml index 1fa1213b4..b2e24ba69 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -40,6 +40,9 @@ dependencies = [ "dimo-python-sdk @ git+https://github.com/openminddev/dimo-python-sdk.git@6b47fcd28654a4145cedee649a0999a8eb08a2f6", "nest-asyncio==1.6.0", "tf-keras==2.18.0", + "sentence-transformers>=3.0.0", + "chromadb>=0.5.0", + "onnxruntime<1.20", "faiss-cpu>=1.7.4", ] diff --git a/src/fuser/__init__.py b/src/fuser/__init__.py index 553900e82..45b581ec5 100644 --- a/src/fuser/__init__.py +++ b/src/fuser/__init__.py @@ -4,9 +4,9 @@ from collections.abc import Sequence from actions import describe_action -from fuser.knowledge_base.retriever import KnowledgeBase from inputs.base import Sensor from providers.io_provider import IOProvider +from providers.semantic_memory_provider import SemanticMemoryProvider from runtime.config import RuntimeConfig @@ -40,6 +40,8 @@ def __init__(self, config: RuntimeConfig): self.knowledge_base = None if config.knowledge_base: try: + from fuser.knowledge_base.retriever import KnowledgeBase + self.knowledge_base = KnowledgeBase(**config.knowledge_base) logging.info( f"KnowledgeBase enabled with config: {config.knowledge_base}" @@ -114,6 +116,17 @@ async def fuse( if kb_context: inputs_fused += f"\n\nKNOWLEDGE BASE:\n{kb_context}" + # Retrieve relevant memories from semantic memory + memories_section = "" + sem_memory = SemanticMemoryProvider() + if sem_memory.enabled and inputs_fused.strip(): + mode = self.config.mode or "default" + memories = sem_memory.retrieve(query=inputs_fused, mode=mode) + if memories: + memories_section = "\nRELEVANT MEMORIES:\n" + "".join( + f"{i}. {mem}\n" for i, mem in enumerate(memories, 1) + ) + # if we provide laws from blockchain, these override the locally stored rules # the rules are not provided in the system prompt, but as a separate INPUT, # since they are flowing from the outside world @@ -140,7 +153,7 @@ async def fuse( # (2) all the inputs (vision, sound, etc.) # (3) a (typically) fixed list of available actions # (4) a (typically) fixed system prompt requesting commands to be generated - fused_prompt = f"{system_prompt}\n\nAVAILABLE INPUTS:\n{inputs_fused}\nAVAILABLE ACTIONS:\n\n{actions_fused}\n\n{question_prompt}" + fused_prompt = f"{system_prompt}\n\nAVAILABLE INPUTS:\n{inputs_fused}{memories_section}\nAVAILABLE ACTIONS:\n\n{actions_fused}\n\n{question_prompt}" logging.debug(f"FINAL PROMPT: {fused_prompt}") diff --git a/src/llm/__init__.py b/src/llm/__init__.py index f79c6db5b..ed82016b3 100644 --- a/src/llm/__init__.py +++ b/src/llm/__init__.py @@ -51,6 +51,15 @@ class LLMConfig(BaseModel): history_length: T.Optional[int] = Field( default=0, description="Number of past interactions to keep in context" ) + semantic_memory_enabled: T.Optional[bool] = Field( + default=False, description="Enable semantic memory for long-term recall" + ) + semantic_memory_top_k: T.Optional[int] = Field( + default=3, description="Number of top memories to retrieve per query" + ) + semantic_memory_threshold: T.Optional[float] = Field( + default=0.3, description="Minimum cosine similarity for memory retrieval" + ) extra_params: T.Dict[str, T.Any] = Field(default_factory=dict) def __getitem__(self, item: str) -> T.Any: diff --git a/src/providers/llm_history_manager.py b/src/providers/llm_history_manager.py index c3ee98316..ee427a5ac 100644 --- a/src/providers/llm_history_manager.py +++ b/src/providers/llm_history_manager.py @@ -9,6 +9,7 @@ from llm import LLMConfig from .io_provider import IOProvider +from .semantic_memory_provider import SemanticMemoryProvider R = TypeVar("R") @@ -360,6 +361,17 @@ async def wrapper(self: Any, prompt: str, *args: Any, **kwargs: Any) -> R: ChatMessage(role="assistant", content=action_message) ) + # Store to semantic memory + sem_memory = SemanticMemoryProvider() + if sem_memory.enabled: + mode = getattr(self._config, "mode", None) or "default" + sem_memory.store( + formatted_inputs, + action_message, + mode, + current_tick, + ) + if ( self.history_manager.config.history_length > 0 and len(self.history_manager.history) diff --git a/src/providers/semantic_memory_provider.py b/src/providers/semantic_memory_provider.py new file mode 100644 index 000000000..75fc225ed --- /dev/null +++ b/src/providers/semantic_memory_provider.py @@ -0,0 +1,255 @@ +"""Semantic memory provider using local embeddings and ChromaDB vector search.""" + +import logging +import os +import time +from typing import List, Optional + +from providers.singleton import singleton + +logger = logging.getLogger(__name__) + +# Maximum characters per memory document +MAX_TEXT_LENGTH = 1000 + +# Default storage path relative to project root +DEFAULT_PERSIST_DIR = os.path.join( + os.path.dirname(os.path.dirname(os.path.dirname(os.path.abspath(__file__)))), + "config", + "memory", + "embeddings", +) + + +@singleton +class SemanticMemoryProvider: + """Provides semantic memory storage and retrieval using embeddings. + + Uses sentence-transformers for local embedding generation and ChromaDB + for persistent vector storage. Each robot mode gets its own collection. + + Parameters + ---------- + None + Configuration is done via the configure() method after instantiation. + """ + + def __init__(self) -> None: + self.enabled: bool = False + self.top_k: int = 3 + self.similarity_threshold: float = 0.3 + + self._model = None + self._chroma_client = None + self._collections: dict = {} + self._persist_dir: str = DEFAULT_PERSIST_DIR + + def configure( + self, + enabled: bool = False, + top_k: int = 3, + similarity_threshold: float = 0.3, + ) -> None: + """Configure the semantic memory provider. + + Parameters + ---------- + enabled : bool + Whether semantic memory is active. + top_k : int + Number of top results to return from retrieval. + similarity_threshold : float + Minimum cosine similarity score to include a result. + """ + self.enabled = enabled + self.top_k = top_k + self.similarity_threshold = similarity_threshold + + if self.enabled: + self._ensure_initialized() + + def _ensure_initialized(self) -> None: + """Lazy-load the embedding model and ChromaDB client.""" + if self._model is not None and self._chroma_client is not None: + return + + try: + from sentence_transformers import SentenceTransformer + + logger.info("Loading embedding model: all-MiniLM-L6-v2") + self._model = SentenceTransformer("all-MiniLM-L6-v2", device="cpu") + logger.info("Embedding model loaded successfully") + except Exception as e: + logger.error(f"Failed to load embedding model: {e}") + self.enabled = False + return + + try: + import chromadb + + os.makedirs(self._persist_dir, exist_ok=True) + self._chroma_client = chromadb.PersistentClient(path=self._persist_dir) + logger.info(f"ChromaDB initialized at {self._persist_dir}") + except Exception as e: + logger.error(f"Failed to initialize ChromaDB: {e}") + self.enabled = False + return + + def _get_collection(self, mode: str): + """Get or create a ChromaDB collection for the given mode. + + Parameters + ---------- + mode : str + The robot operating mode name. + + Returns + ------- + chromadb.Collection or None + The ChromaDB collection, or None if not initialized. + """ + if self._chroma_client is None: + return None + + collection_name = f"om1_{mode}" + if collection_name not in self._collections: + self._collections[collection_name] = ( + self._chroma_client.get_or_create_collection( + name=collection_name, + metadata={"hnsw:space": "cosine"}, + ) + ) + return self._collections[collection_name] + + def store( + self, + sensory_input: str, + action_response: str, + mode: str, + tick: int, + ) -> None: + """Store a sensory-action pair as a memory document. + + Parameters + ---------- + sensory_input : str + The formatted sensory input text. + action_response : str + The action response text from the LLM. + mode : str + The current robot operating mode. + tick : int + The current tick number. + """ + if not self.enabled or self._model is None: + return + + collection = self._get_collection(mode) + if collection is None: + return + + try: + document = f"Input: {sensory_input[:MAX_TEXT_LENGTH]} | Response: {action_response[:MAX_TEXT_LENGTH]}" + embedding = self._model.encode(document, normalize_embeddings=True).tolist() + + doc_id = f"tick_{tick}_{int(time.time() * 1000)}" + + collection.add( + ids=[doc_id], + embeddings=[embedding], + documents=[document], + metadatas=[{"tick": tick, "timestamp": time.time(), "mode": mode}], + ) + + logger.debug(f"Stored memory: {doc_id} (mode={mode})") + + except Exception as e: + logger.error(f"Failed to store memory: {e}") + + def retrieve( + self, + query: str, + mode: str, + top_k: Optional[int] = None, + ) -> List[str]: + """Retrieve relevant memories for a given query. + + Parameters + ---------- + query : str + The query text to find relevant memories for. + mode : str + The current robot operating mode. + top_k : int, optional + Override the default number of results. Defaults to self.top_k. + + Returns + ------- + List[str] + List of relevant memory document strings, ordered by similarity. + """ + if not self.enabled or self._model is None: + return [] + + collection = self._get_collection(mode) + if collection is None: + return [] + + try: + if collection.count() == 0: + return [] + + k = top_k if top_k is not None else self.top_k + k = min(k, collection.count()) + + query_embedding = self._model.encode( + query[:MAX_TEXT_LENGTH], normalize_embeddings=True + ).tolist() + + results = collection.query( + query_embeddings=[query_embedding], + n_results=k, + include=["documents", "distances"], + ) + + if not results or not results["documents"] or not results["documents"][0]: + return [] + + memories = [] + documents = results["documents"][0] + # ChromaDB cosine distance = 1 - cosine_similarity + distances = results["distances"][0] if results["distances"] else [] + + for i, doc in enumerate(documents): + if i < len(distances): + similarity = 1.0 - distances[i] + if similarity >= self.similarity_threshold: + memories.append(doc) + else: + memories.append(doc) + + logger.debug(f"Retrieved {len(memories)} memories for mode={mode}") + return memories + + except Exception as e: + logger.error(f"Failed to retrieve memories: {e}") + return [] + + def clear_mode(self, mode: str) -> None: + """Clear all memories for a specific mode. + + Parameters + ---------- + mode : str + The robot operating mode to clear memories for. + """ + if self._chroma_client is None: + return + + collection_name = f"om1_{mode}" + try: + self._chroma_client.delete_collection(name=collection_name) + self._collections.pop(collection_name, None) + logger.info(f"Cleared memories for mode: {mode}") + except Exception as e: + logger.error(f"Failed to clear memories for mode {mode}: {e}") diff --git a/src/runtime/cortex.py b/src/runtime/cortex.py index 1296b1c48..d3f2c1246 100644 --- a/src/runtime/cortex.py +++ b/src/runtime/cortex.py @@ -10,6 +10,7 @@ from inputs.orchestrator import InputOrchestrator from providers.config_provider import ConfigProvider from providers.io_provider import IOProvider +from providers.semantic_memory_provider import SemanticMemoryProvider from providers.sleep_ticker_provider import SleepTickerProvider from runtime.config import ( LifecycleHookType, @@ -139,6 +140,19 @@ async def _initialize_mode(self, mode_name: str): self.simulator_orchestrator = SimulatorOrchestrator(self.current_config) self.background_orchestrator = BackgroundOrchestrator(self.current_config) + # Configure semantic memory provider + memory = SemanticMemoryProvider() + llm_config = getattr(self.current_config.cortex_llm, "_config", None) + if llm_config is not None: + memory.configure( + enabled=getattr(llm_config, "semantic_memory_enabled", False) or False, + top_k=getattr(llm_config, "semantic_memory_top_k", 3) or 3, + similarity_threshold=getattr( + llm_config, "semantic_memory_threshold", 0.3 + ) + or 0.3, + ) + logging.info(f"Mode '{mode_name}' initialized successfully") async def _handle_mode_transitions(self): diff --git a/tests/fuser/test_init.py b/tests/fuser/test_init.py index 45d968736..eefec4234 100644 --- a/tests/fuser/test_init.py +++ b/tests/fuser/test_init.py @@ -8,6 +8,7 @@ from fuser.knowledge_base.base_retriever import Document from inputs.base import Sensor, SensorConfig from providers.io_provider import IOProvider +from providers.semantic_memory_provider import SemanticMemoryProvider from runtime.config import RuntimeConfig @@ -111,6 +112,59 @@ async def test_fuser_with_inputs_and_actions(mock_describe): ) +@patch("fuser.describe_action") +@pytest.mark.asyncio +async def test_fuser_injects_memories_when_enabled(mock_describe): + """Test that relevant memories are injected into the fused prompt.""" + mock_describe.return_value = "action description" + config = create_mock_config(agent_actions=[MockAction("action1")]) + config.mode = "test_mode" + inputs: list[Sensor[Any, Any]] = [MockSensor()] + io_provider = IOProvider() + + # Setup semantic memory to return memories + SemanticMemoryProvider.reset() # type: ignore + memory = SemanticMemoryProvider() + memory.enabled = True + memory.retrieve = MagicMock( # type: ignore + return_value=["Input: user said hello | Response: waved back"] + ) + + with patch("fuser.IOProvider", return_value=io_provider): + fuser = Fuser(config) + result = await fuser.fuse(inputs, []) + + memory.retrieve.assert_called_once_with(query="test input", mode="test_mode") + assert "RELEVANT MEMORIES:" in result + assert "user said hello" in result + assert "waved back" in result + + # Cleanup + SemanticMemoryProvider.reset() # type: ignore + + +@patch("fuser.describe_action") +@pytest.mark.asyncio +async def test_fuser_skips_memories_when_disabled(mock_describe): + """Test that no memory retrieval happens when semantic memory is disabled.""" + mock_describe.return_value = "action description" + config = create_mock_config(agent_actions=[MockAction("action1")]) + inputs: list[Sensor[Any, Any]] = [MockSensor()] + io_provider = IOProvider() + + SemanticMemoryProvider.reset() # type: ignore + memory = SemanticMemoryProvider() + memory.enabled = False + + with patch("fuser.IOProvider", return_value=io_provider): + fuser = Fuser(config) + result = await fuser.fuse(inputs, []) + + assert "RELEVANT MEMORIES:" not in result + + SemanticMemoryProvider.reset() # type: ignore + + @pytest.mark.asyncio async def test_fuser_initialization_with_knowledge_base(): """Test that Fuser properly initializes with knowledge_base config.""" @@ -126,7 +180,9 @@ async def test_fuser_initialization_with_knowledge_base(): mock_kb = MagicMock() with ( patch("fuser.IOProvider", return_value=io_provider), - patch("fuser.KnowledgeBase", return_value=mock_kb) as mock_kb_class, + patch( + "fuser.knowledge_base.retriever.KnowledgeBase", return_value=mock_kb + ) as mock_kb_class, ): fuser = Fuser(config) assert fuser.knowledge_base == mock_kb @@ -142,7 +198,10 @@ async def test_fuser_initialization_with_invalid_knowledge_base(): with ( patch("fuser.IOProvider", return_value=io_provider), - patch("fuser.KnowledgeBase", side_effect=Exception("Invalid config")), + patch( + "fuser.knowledge_base.retriever.KnowledgeBase", + side_effect=Exception("Invalid config"), + ), ): fuser = Fuser(config) assert fuser.knowledge_base is None @@ -174,7 +233,7 @@ async def test_fuser_with_knowledge_base_no_voice_input(): with ( patch("fuser.IOProvider", return_value=io_provider), - patch("fuser.KnowledgeBase", return_value=mock_kb), + patch("fuser.knowledge_base.retriever.KnowledgeBase", return_value=mock_kb), ): fuser = Fuser(config) result = await fuser.fuse([], []) @@ -216,7 +275,7 @@ async def test_fuser_with_knowledge_base_and_voice_input(): with ( patch("fuser.IOProvider", return_value=io_provider), - patch("fuser.KnowledgeBase", return_value=mock_kb), + patch("fuser.knowledge_base.retriever.KnowledgeBase", return_value=mock_kb), ): fuser = Fuser(config) result = await fuser.fuse(inputs, []) @@ -250,7 +309,7 @@ async def test_fuser_with_knowledge_base_empty_results(): with ( patch("fuser.IOProvider", return_value=io_provider), - patch("fuser.KnowledgeBase", return_value=mock_kb), + patch("fuser.knowledge_base.retriever.KnowledgeBase", return_value=mock_kb), ): fuser = Fuser(config) result = await fuser.fuse(inputs, []) @@ -280,7 +339,7 @@ async def test_fuser_with_knowledge_base_query_error(): with ( patch("fuser.IOProvider", return_value=io_provider), - patch("fuser.KnowledgeBase", return_value=mock_kb), + patch("fuser.knowledge_base.retriever.KnowledgeBase", return_value=mock_kb), ): fuser = Fuser(config) result = await fuser.fuse(inputs, []) @@ -309,7 +368,7 @@ async def test_fuser_with_knowledge_base_voice_input_different_tick(): with ( patch("fuser.IOProvider", return_value=io_provider), - patch("fuser.KnowledgeBase", return_value=mock_kb), + patch("fuser.knowledge_base.retriever.KnowledgeBase", return_value=mock_kb), ): fuser = Fuser(config) result = await fuser.fuse([], []) @@ -332,7 +391,7 @@ async def test_fuser_with_knowledge_base_no_voice_input_object(): with ( patch("fuser.IOProvider", return_value=io_provider), - patch("fuser.KnowledgeBase", return_value=mock_kb), + patch("fuser.knowledge_base.retriever.KnowledgeBase", return_value=mock_kb), ): fuser = Fuser(config) result = await fuser.fuse([], []) @@ -359,7 +418,7 @@ async def test_fuser_with_knowledge_base_empty_voice_input(): with ( patch("fuser.IOProvider", return_value=io_provider), - patch("fuser.KnowledgeBase", return_value=mock_kb), + patch("fuser.knowledge_base.retriever.KnowledgeBase", return_value=mock_kb), ): fuser = Fuser(config) result = await fuser.fuse([], []) diff --git a/tests/providers/test_llm_history_manager.py b/tests/providers/test_llm_history_manager.py index 0b112a94a..3d72e8a62 100644 --- a/tests/providers/test_llm_history_manager.py +++ b/tests/providers/test_llm_history_manager.py @@ -6,6 +6,7 @@ import pytest from providers.llm_history_manager import ChatMessage, LLMHistoryManager +from providers.semantic_memory_provider import SemanticMemoryProvider @dataclass @@ -584,6 +585,88 @@ async def process(self, prompt: str, messages: list): assert len(history_manager.history) <= config.history_length +@pytest.mark.asyncio +async def test_update_history_stores_to_semantic_memory(): + """Test that semantic memory store is called after a successful LLM response.""" + config = MagicMock() + config.model = "gpt-4o" + config.history_length = 5 + config.agent_name = "TestBot" + config.mode = "conversation" + + client = AsyncMock() + history_manager = LLMHistoryManager(config, client) + + SemanticMemoryProvider.reset() # type: ignore + memory = SemanticMemoryProvider() + memory.enabled = True + memory.store = MagicMock() # type: ignore + + class MockLLMProvider: + def __init__(self): + self._config = config + self._skip_state_management = False + self.history_manager = history_manager + self.io_provider = history_manager.io_provider + self.agent_name = config.agent_name + + @LLMHistoryManager.update_history() + async def process(self, prompt: str, messages: list) -> MagicMock: + response = MagicMock() + response.actions = [MockAction(type="speak", value="Hello there")] + return response + + provider = MockLLMProvider() + provider.io_provider.add_input("audio", "User said hi", 1234.0) + await provider.process("test prompt") + + memory.store.assert_called_once() + call_args = memory.store.call_args + assert "User said hi" in call_args[0][0] # formatted_inputs + assert "conversation" == call_args[0][2] # mode + + SemanticMemoryProvider.reset() # type: ignore + + +@pytest.mark.asyncio +async def test_update_history_skips_store_when_memory_disabled(): + """Test that semantic memory store is NOT called when memory is disabled.""" + config = MagicMock() + config.model = "gpt-4o" + config.history_length = 5 + config.agent_name = "TestBot" + + client = AsyncMock() + history_manager = LLMHistoryManager(config, client) + + SemanticMemoryProvider.reset() # type: ignore + memory = SemanticMemoryProvider() + memory.enabled = False + memory.store = MagicMock() # type: ignore + + class MockLLMProvider: + def __init__(self): + self._config = config + self._skip_state_management = False + self.history_manager = history_manager + self.io_provider = history_manager.io_provider + self.agent_name = config.agent_name + + @LLMHistoryManager.update_history() + async def process(self, prompt: str, messages: list) -> MagicMock: + response = MagicMock() + response.actions = [MockAction(type="speak", value="Hello")] + return response + + provider = MockLLMProvider() + provider.io_provider.add_input("audio", "Test input", 1234.0) + await provider.process("test prompt") + + memory.store.assert_not_called() + + SemanticMemoryProvider.reset() # type: ignore + + def test_get_messages_empty(history_manager): """Test get_messages returns empty list when no history.""" result = history_manager.get_messages() diff --git a/tests/providers/test_semantic_memory_provider.py b/tests/providers/test_semantic_memory_provider.py new file mode 100644 index 000000000..2908bd9b9 --- /dev/null +++ b/tests/providers/test_semantic_memory_provider.py @@ -0,0 +1,279 @@ +import shutil +import tempfile +from unittest.mock import MagicMock, patch + +import chromadb +import numpy as np +import pytest + +from providers.semantic_memory_provider import MAX_TEXT_LENGTH, SemanticMemoryProvider + + +@pytest.fixture(autouse=True) +def reset_singleton(): + """Reset the SemanticMemoryProvider singleton before each test.""" + SemanticMemoryProvider.reset() # type: ignore + yield + SemanticMemoryProvider.reset() # type: ignore + + +@pytest.fixture +def temp_persist_dir(): + """Create a temporary directory for ChromaDB persistence.""" + tmpdir = tempfile.mkdtemp() + yield tmpdir + shutil.rmtree(tmpdir, ignore_errors=True) + + +@pytest.fixture +def mock_model(): + """Create a mock SentenceTransformer model.""" + model = MagicMock() + model.encode.return_value = np.random.randn(384).astype(np.float32) + return model + + +class TestSemanticMemoryProviderInit: + def test_default_state_is_disabled(self): + provider = SemanticMemoryProvider() + assert provider.enabled is False + assert provider.top_k == 3 + assert provider.similarity_threshold == 0.3 + + def test_configure_without_enable_stays_disabled(self): + provider = SemanticMemoryProvider() + provider.configure(enabled=False, top_k=5, similarity_threshold=0.5) + assert provider.enabled is False + assert provider.top_k == 5 + assert provider.similarity_threshold == 0.5 + + def test_singleton_returns_same_instance(self): + p1 = SemanticMemoryProvider() + p2 = SemanticMemoryProvider() + assert p1 is p2 + + +class TestSemanticMemoryProviderConfigure: + def test_configure_enabled_calls_initialize(self): + provider = SemanticMemoryProvider() + with patch.object(provider, "_ensure_initialized") as mock_init: + provider.configure(enabled=True, top_k=5, similarity_threshold=0.4) + assert provider.enabled is True + assert provider.top_k == 5 + assert provider.similarity_threshold == 0.4 + mock_init.assert_called_once() + + def test_configure_disabled_skips_initialize(self): + provider = SemanticMemoryProvider() + provider.configure(enabled=False) + assert provider._model is None + assert provider._chroma_client is None + + +class TestStoreAndRetrieve: + def test_store_when_disabled_is_noop(self): + provider = SemanticMemoryProvider() + provider.enabled = False + provider.store("input", "response", "default", 1) + + def test_retrieve_when_disabled_returns_empty(self): + provider = SemanticMemoryProvider() + provider.enabled = False + result = provider.retrieve("query", "default") + assert result == [] + + def test_store_when_model_is_none_is_noop(self): + provider = SemanticMemoryProvider() + provider.enabled = True + provider._model = None + provider.store("input", "response", "default", 1) + + def test_retrieve_when_model_is_none_returns_empty(self): + provider = SemanticMemoryProvider() + provider.enabled = True + provider._model = None + result = provider.retrieve("query", "default") + assert result == [] + + def test_store_and_retrieve_with_mock_model(self, mock_model, temp_persist_dir): + provider = SemanticMemoryProvider() + provider.enabled = True + provider._model = mock_model + provider._chroma_client = chromadb.PersistentClient(path=temp_persist_dir) + provider._persist_dir = temp_persist_dir + + vec1 = np.ones(384, dtype=np.float32) / np.sqrt(384) + mock_model.encode.return_value = vec1 + + provider.store("I see a person waving", "I waved back", "test_mode", 1) + + collection = provider._get_collection("test_mode") + assert collection is not None + assert collection.count() == 1 + + results = provider.retrieve("person waving", "test_mode") + assert len(results) == 1 + assert "I see a person waving" in results[0] + assert "I waved back" in results[0] + + def test_retrieve_filters_by_threshold(self, mock_model, temp_persist_dir): + provider = SemanticMemoryProvider() + provider.enabled = True + provider._model = mock_model + provider._chroma_client = chromadb.PersistentClient(path=temp_persist_dir) + provider._persist_dir = temp_persist_dir + provider.similarity_threshold = 0.99 + + vec1 = np.ones(384, dtype=np.float32) / np.sqrt(384) + mock_model.encode.return_value = vec1 + provider.store("memory text", "action text", "test_mode", 1) + + # Use a very different vector for query + vec2 = np.zeros(384, dtype=np.float32) + vec2[0] = 1.0 + mock_model.encode.return_value = vec2 + + results = provider.retrieve("unrelated query", "test_mode") + assert results == [] + + def test_store_truncates_long_text(self, mock_model, temp_persist_dir): + provider = SemanticMemoryProvider() + provider.enabled = True + provider._model = mock_model + provider._chroma_client = chromadb.PersistentClient(path=temp_persist_dir) + + vec = np.ones(384, dtype=np.float32) / np.sqrt(384) + mock_model.encode.return_value = vec + + long_text = "x" * 5000 + provider.store(long_text, long_text, "test_mode", 1) + + collection = provider._get_collection("test_mode") + assert collection is not None + assert collection.count() == 1 + doc = collection.get()["documents"][0] + # Each side truncated to MAX_TEXT_LENGTH, total < 2 * MAX_TEXT_LENGTH + overhead + assert len(doc) <= 2 * MAX_TEXT_LENGTH + 30 + + def test_retrieve_empty_collection(self, mock_model, temp_persist_dir): + provider = SemanticMemoryProvider() + provider.enabled = True + provider._model = mock_model + provider._chroma_client = chromadb.PersistentClient(path=temp_persist_dir) + + vec = np.ones(384, dtype=np.float32) / np.sqrt(384) + mock_model.encode.return_value = vec + + results = provider.retrieve("query", "empty_mode") + assert results == [] + + +class TestClearMode: + def test_clear_mode_removes_collection(self, mock_model, temp_persist_dir): + provider = SemanticMemoryProvider() + provider.enabled = True + provider._model = mock_model + provider._chroma_client = chromadb.PersistentClient(path=temp_persist_dir) + + vec = np.ones(384, dtype=np.float32) / np.sqrt(384) + mock_model.encode.return_value = vec + + provider.store("data", "action", "clearable", 1) + clearable_col = provider._get_collection("clearable") + assert clearable_col is not None + assert clearable_col.count() == 1 + + provider.clear_mode("clearable") + assert "om1_clearable" not in provider._collections + + def test_clear_mode_when_no_client_is_noop(self): + provider = SemanticMemoryProvider() + provider._chroma_client = None + provider.clear_mode("some_mode") + + +class TestModeIsolation: + def test_different_modes_have_separate_collections( + self, mock_model, temp_persist_dir + ): + provider = SemanticMemoryProvider() + provider.enabled = True + provider._model = mock_model + provider._chroma_client = chromadb.PersistentClient(path=temp_persist_dir) + + vec = np.ones(384, dtype=np.float32) / np.sqrt(384) + mock_model.encode.return_value = vec + + provider.store("mode_a data", "mode_a action", "mode_a", 1) + provider.store("mode_b data", "mode_b action", "mode_b", 2) + + col_a = provider._get_collection("mode_a") + col_b = provider._get_collection("mode_b") + assert col_a is not None + assert col_b is not None + assert col_a.count() == 1 + assert col_b.count() == 1 + + results_a = provider.retrieve("data", "mode_a") + results_b = provider.retrieve("data", "mode_b") + + assert len(results_a) == 1 + assert len(results_b) == 1 + assert "mode_a" in results_a[0] + assert "mode_b" in results_b[0] + + +class TestMultipleStores: + def test_multiple_stores_accumulate(self, mock_model, temp_persist_dir): + provider = SemanticMemoryProvider() + provider.enabled = True + provider._model = mock_model + provider._chroma_client = chromadb.PersistentClient(path=temp_persist_dir) + + vec = np.ones(384, dtype=np.float32) / np.sqrt(384) + mock_model.encode.return_value = vec + + for i in range(5): + provider.store(f"input_{i}", f"action_{i}", "test_mode", i) + + collection = provider._get_collection("test_mode") + assert collection is not None + assert collection.count() == 5 + + def test_top_k_limits_results(self, mock_model, temp_persist_dir): + provider = SemanticMemoryProvider() + provider.enabled = True + provider._model = mock_model + provider._chroma_client = chromadb.PersistentClient(path=temp_persist_dir) + provider.top_k = 2 + provider.similarity_threshold = 0.0 + + vec = np.ones(384, dtype=np.float32) / np.sqrt(384) + mock_model.encode.return_value = vec + + for i in range(5): + provider.store(f"input_{i}", f"action_{i}", "test_mode", i) + + results = provider.retrieve("query", "test_mode") + assert len(results) <= 2 + + +class TestErrorHandling: + def test_store_handles_encoding_error(self, temp_persist_dir): + provider = SemanticMemoryProvider() + provider.enabled = True + provider._model = MagicMock() + provider._model.encode.side_effect = RuntimeError("encoding failed") + provider._chroma_client = chromadb.PersistentClient(path=temp_persist_dir) + + provider.store("input", "response", "test_mode", 1) + + def test_retrieve_handles_query_error(self, temp_persist_dir): + provider = SemanticMemoryProvider() + provider.enabled = True + provider._model = MagicMock() + provider._model.encode.side_effect = RuntimeError("encoding failed") + provider._chroma_client = chromadb.PersistentClient(path=temp_persist_dir) + + result = provider.retrieve("query", "test_mode") + assert result == [] diff --git a/uv.lock b/uv.lock index f57137a0e..3c2ea3ba9 100644 --- a/uv.lock +++ b/uv.lock @@ -3,17 +3,25 @@ revision = 3 requires-python = ">=3.10" resolution-markers = [ "python_full_version >= '3.14' and platform_python_implementation != 'PyPy' and sys_platform == 'darwin'", - 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'linux'", - "python_full_version >= '3.12' and platform_machine == 'aarch64' and platform_python_implementation == 'PyPy' and sys_platform == 'linux'", + "python_full_version == '3.13.*' and platform_machine == 'aarch64' and platform_python_implementation != 'PyPy' and sys_platform == 'linux'", + "python_full_version == '3.12.*' and platform_machine == 'aarch64' and platform_python_implementation != 'PyPy' and sys_platform == 'linux'", + "python_full_version >= '3.13' and platform_machine == 'aarch64' and platform_python_implementation == 'PyPy' and sys_platform == 'linux'", + "python_full_version == '3.12.*' and platform_machine == 'aarch64' and platform_python_implementation == 'PyPy' and sys_platform == 'linux'", "python_full_version >= '3.14' and platform_python_implementation != 'PyPy' and sys_platform == 'win32'", - "python_full_version >= '3.12' and python_full_version < '3.14' and platform_python_implementation != 'PyPy' and sys_platform == 'win32'", - "python_full_version >= '3.12' and platform_python_implementation == 'PyPy' and sys_platform == 'win32'", + "python_full_version == '3.13.*' and platform_python_implementation != 'PyPy' and sys_platform == 'win32'", + "python_full_version == '3.12.*' and platform_python_implementation != 'PyPy' and sys_platform == 'win32'", + "python_full_version >= '3.13' and platform_python_implementation == 'PyPy' and sys_platform == 'win32'", + "python_full_version == '3.12.*' and platform_python_implementation == 'PyPy' and sys_platform == 'win32'", "(python_full_version >= '3.14' and platform_machine != 'aarch64' and platform_python_implementation != 'PyPy' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_python_implementation != 'PyPy' and sys_platform != 'darwin' and sys_platform != 'linux' and sys_platform != 'win32')", - "(python_full_version >= '3.12' and python_full_version < '3.14' and platform_machine != 'aarch64' and platform_python_implementation != 'PyPy' and sys_platform == 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== '3.12.*' and platform_python_implementation != 'PyPy' and sys_platform != 'darwin' and sys_platform != 'linux' and sys_platform != 'win32')", + "(python_full_version >= '3.13' and platform_machine != 'aarch64' and platform_python_implementation == 'PyPy' and sys_platform == 'linux') or (python_full_version >= '3.13' and platform_python_implementation == 'PyPy' and sys_platform != 'darwin' and sys_platform != 'linux' and sys_platform != 'win32')", + "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and platform_python_implementation == 'PyPy' and sys_platform == 'linux') or (python_full_version == '3.12.*' and platform_python_implementation == 'PyPy' and sys_platform != 'darwin' and sys_platform != 'linux' and sys_platform != 'win32')", "python_full_version == '3.11.*' and sys_platform == 'darwin'", "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux'", "python_full_version == '3.11.*' and sys_platform == 'win32'", @@ -176,6 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