diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml deleted file mode 100644 index b56e9db1..00000000 --- a/.github/workflows/tests.yml +++ /dev/null @@ -1,86 +0,0 @@ -name: Unit Tests - -env: - OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }} - COMPOSIO_API_KEY: ${{ secrets.COMPOSIO_API_KEY }} - ANTHROPIC_API_KEY: ${{ secrets.ANTHROPIC_API_KEY }} - GEMINI_API_KEY: ${{ secrets.GEMINI_API_KEY }} - GROQ_API_KEY: ${{ secrets.GROQ_API_KEY }} - E2B_API_KEY: ${{ secrets.E2B_API_KEY }} - E2B_SANDBOX_TEMPLATE_ID: ${{ secrets.E2B_SANDBOX_TEMPLATE_ID }} - -on: - push: - branches: [ main ] - pull_request: - -jobs: - unit-run: - runs-on: ubuntu-latest - timeout-minutes: 15 - strategy: - fail-fast: false - matrix: - test_suite: - - "test_vector_embeddings.py" - - "test_client.py" - - "test_client_legacy.py" - - "test_server.py" - - "test_v1_routes.py" - - "test_local_client.py" - - "test_managers.py" - - "test_base_functions.py" - - "test_tool_schema_parsing.py" - - "test_tool_rule_solver.py" - - "test_memory.py" - - "test_utils.py" - - "test_stream_buffer_readers.py" - services: - qdrant: - image: qdrant/qdrant - ports: - - 6333:6333 - postgres: - image: pgvector/pgvector:pg17 - ports: - - 5432:5432 - env: - POSTGRES_HOST_AUTH_METHOD: trust - POSTGRES_DB: postgres - POSTGRES_USER: postgres - options: >- - --health-cmd pg_isready - --health-interval 10s - --health-timeout 5s - --health-retries 5 - - steps: - - name: Checkout - uses: actions/checkout@v4 - - - name: Setup Python, Poetry, and Dependencies - uses: packetcoders/action-setup-cache-python-poetry@main - with: - python-version: "3.12" - poetry-version: "1.8.2" - install-args: "-E dev -E postgres -E external-tools -E tests -E cloud-tool-sandbox" - - name: Migrate database - env: - LETTA_PG_PORT: 5432 - LETTA_PG_USER: postgres - LETTA_PG_PASSWORD: postgres - LETTA_PG_DB: postgres - LETTA_PG_HOST: localhost - run: | - psql -h localhost -U postgres -d postgres -c 'CREATE EXTENSION vector' - poetry run alembic upgrade head - - name: Run core unit tests - env: - LETTA_PG_PORT: 5432 - LETTA_PG_USER: postgres - LETTA_PG_PASSWORD: postgres - LETTA_PG_DB: postgres - LETTA_PG_HOST: localhost - LETTA_SERVER_PASS: test_server_token - run: | - poetry run pytest -s -vv tests/${{ matrix.test_suite }} diff --git a/letta/__init__.py b/letta/__init__.py index 8fce88dc..98bc9f06 100644 --- a/letta/__init__.py +++ b/letta/__init__.py @@ -1,5 +1,4 @@ -__version__ = "0.6.13" - +__version__ = "0.6.23" # import clients from letta.client.client import LocalClient, RESTClient, create_client diff --git a/letta/agent.py b/letta/agent.py index 9b93708d..9a8ce758 100644 --- a/letta/agent.py +++ b/letta/agent.py @@ -260,6 +260,7 @@ class Agent(BaseAgent): error_msg: str, tool_call_id: str, function_name: str, + function_args: dict, function_response: str, messages: List[Message], include_function_failed_message: bool = False, @@ -394,6 +395,7 @@ class Agent(BaseAgent): messages = [] # append these to the history when done function_name = None + function_args = {} # Step 2: check if LLM wanted to call a function if response_message.function_call or (response_message.tool_calls is not None and len(response_message.tool_calls) > 0): @@ -431,6 +433,7 @@ class Agent(BaseAgent): openai_message_dict=response_message.model_dump(), ) ) # extend conversation with assistant's reply + self.logger.info(f"Function call message: {messages[-1]}") nonnull_content = False if response_message.content: @@ -445,6 +448,7 @@ class Agent(BaseAgent): response_message.function_call if response_message.function_call is not None else response_message.tool_calls[0].function ) function_name = function_call.name + self.logger.info(f"Request to call function {function_name} with tool_call_id: {tool_call_id}") # Failure case 1: function name is wrong (not in agent_state.tools) target_letta_tool = None @@ -455,7 +459,9 @@ class Agent(BaseAgent): if not target_letta_tool: error_msg = f"No function named {function_name}" function_response = "None" # more like "never ran?" - messages = self._handle_function_error_response(error_msg, tool_call_id, function_name, function_response, messages) + messages = self._handle_function_error_response( + error_msg, tool_call_id, function_name, function_args, function_response, messages + ) return messages, False, True # force a heartbeat to allow agent to handle error # Failure case 2: function name is OK, but function args are bad JSON @@ -465,7 +471,9 @@ class Agent(BaseAgent): except Exception: error_msg = f"Error parsing JSON for function '{function_name}' arguments: {function_call.arguments}" function_response = "None" # more like "never ran?" - messages = self._handle_function_error_response(error_msg, tool_call_id, function_name, function_response, messages) + messages = self._handle_function_error_response( + error_msg, tool_call_id, function_name, function_args, function_response, messages + ) return messages, False, True # force a heartbeat to allow agent to handle error # Check if inner thoughts is in the function call arguments (possible apparently if you are using Azure) @@ -502,7 +510,7 @@ class Agent(BaseAgent): if sandbox_run_result and sandbox_run_result.status == "error": messages = self._handle_function_error_response( - function_response, tool_call_id, function_name, function_response, messages + function_response, tool_call_id, function_name, function_args, function_response, messages ) return messages, False, True # force a heartbeat to allow agent to handle error @@ -531,7 +539,7 @@ class Agent(BaseAgent): error_msg_user = f"{error_msg}\n{traceback.format_exc()}" self.logger.error(error_msg_user) messages = self._handle_function_error_response( - error_msg, tool_call_id, function_name, function_response, messages, include_function_failed_message=True + error_msg, tool_call_id, function_name, function_args, function_response, messages, include_function_failed_message=True ) return messages, False, True # force a heartbeat to allow agent to handle error @@ -539,7 +547,7 @@ class Agent(BaseAgent): if function_response_string.startswith(ERROR_MESSAGE_PREFIX): error_msg = function_response_string messages = self._handle_function_error_response( - error_msg, tool_call_id, function_name, function_response, messages, include_function_failed_message=True + error_msg, tool_call_id, function_name, function_args, function_response, messages, include_function_failed_message=True ) return messages, False, True # force a heartbeat to allow agent to handle error diff --git a/letta/cli/cli.py b/letta/cli/cli.py index 4441190b..6dd4e609 100644 --- a/letta/cli/cli.py +++ b/letta/cli/cli.py @@ -15,7 +15,6 @@ from letta.local_llm.constants import ASSISTANT_MESSAGE_CLI_SYMBOL from letta.log import get_logger from letta.schemas.enums import OptionState from letta.schemas.memory import ChatMemory, Memory -from letta.server.server import logger as server_logger # from letta.interface import CLIInterface as interface # for printing to terminal from letta.streaming_interface import StreamingRefreshCLIInterface as interface # for printing to terminal @@ -119,6 +118,8 @@ def run( utils.DEBUG = debug # TODO: add logging command line options for runtime log level + from letta.server.server import logger as server_logger + if debug: logger.setLevel(logging.DEBUG) server_logger.setLevel(logging.DEBUG) @@ -360,4 +361,4 @@ def delete_agent( def version() -> str: import letta - return letta.__version__ + print(letta.__version__) diff --git a/letta/embeddings.py b/letta/embeddings.py index e588f17a..6541cea3 100644 --- a/letta/embeddings.py +++ b/letta/embeddings.py @@ -167,6 +167,27 @@ class OllamaEmbeddings: return response_json["embedding"] +class GoogleEmbeddings: + def __init__(self, api_key: str, model: str, base_url: str): + self.api_key = api_key + self.model = model + self.base_url = base_url # Expected to be "https://generativelanguage.googleapis.com" + + def get_text_embedding(self, text: str): + import httpx + + headers = {"Content-Type": "application/json"} + # Build the URL based on the provided base_url, model, and API key. + url = f"{self.base_url}/v1beta/models/{self.model}:embedContent?key={self.api_key}" + payload = {"model": self.model, "content": {"parts": [{"text": text}]}} + with httpx.Client() as client: + response = client.post(url, headers=headers, json=payload) + # Raise an error for non-success HTTP status codes. + response.raise_for_status() + response_json = response.json() + return response_json["embedding"]["values"] + + def query_embedding(embedding_model, query_text: str): """Generate padded embedding for querying database""" query_vec = embedding_model.get_text_embedding(query_text) @@ -237,5 +258,14 @@ def embedding_model(config: EmbeddingConfig, user_id: Optional[uuid.UUID] = None ) return model + elif endpoint_type == "google_ai": + assert all([model_settings.gemini_api_key is not None, model_settings.gemini_base_url is not None]) + model = GoogleEmbeddings( + model=config.embedding_model, + api_key=model_settings.gemini_api_key, + base_url=model_settings.gemini_base_url, + ) + return model + else: raise ValueError(f"Unknown endpoint type {endpoint_type}") diff --git a/letta/server/rest_api/routers/v1/health.py b/letta/server/rest_api/routers/v1/health.py index 99fce66d..3b433569 100644 --- a/letta/server/rest_api/routers/v1/health.py +++ b/letta/server/rest_api/routers/v1/health.py @@ -2,7 +2,7 @@ from typing import TYPE_CHECKING from fastapi import APIRouter -from letta.cli.cli import version +from letta import __version__ from letta.schemas.health import Health if TYPE_CHECKING: @@ -15,6 +15,6 @@ router = APIRouter(prefix="/health", tags=["health"]) @router.get("/", response_model=Health, operation_id="health_check") def health_check(): return Health( - version=version(), + version=__version__, status="ok", ) diff --git a/letta/settings.py b/letta/settings.py index 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+++ b/tests/test_cli.py @@ -1,4 +1,5 @@ import os +import re import shutil import sys @@ -74,3 +75,16 @@ def test_letta_run_create_new_agent(swap_letta_config): # Count occurrences of assistant messages robot = full_output.count(ASSISTANT_MESSAGE_CLI_SYMBOL) assert robot == 1, f"It appears that there are multiple instances of assistant messages outputted." + + +def test_letta_version_prints_only_version(swap_letta_config): + # Start the letta version command + output = pexpect.run("poetry run letta version", encoding="utf-8") + + # Remove ANSI escape sequences and whitespace + output = re.sub(r"\x1b\[[0-9;]*[mK]", "", output).strip() + + from letta import __version__ + + # Get the full output and verify it contains only the version + assert output == __version__, f"Expected only '{__version__}', but got '{repr(output)}'" diff --git a/tests/test_google_embeddings.py b/tests/test_google_embeddings.py new file mode 100644 index 00000000..71570ff0 --- /dev/null +++ b/tests/test_google_embeddings.py @@ -0,0 +1,153 @@ +import httpx +import pytest +from dotenv import load_dotenv + +from letta.embeddings import GoogleEmbeddings # Adjust the import based on your module structure + +load_dotenv() +import os +import threading +import time +import uuid + +import pytest +from letta_client import CreateBlock +from letta_client import Letta as LettaSDKClient +from letta_client import MessageCreate + +SERVER_PORT = 8283 + + +def run_server(): + load_dotenv() + + from letta.server.rest_api.app import start_server + + print("Starting server...") + start_server(debug=True) + + +@pytest.fixture(scope="module") +def client() -> LettaSDKClient: + # Get URL from environment or start server + server_url = os.getenv("LETTA_SERVER_URL", f"http://localhost:{SERVER_PORT}") + if not os.getenv("LETTA_SERVER_URL"): + print("Starting server thread") + thread = threading.Thread(target=run_server, daemon=True) + thread.start() + time.sleep(5) + print("Running client tests with server:", server_url) + client = LettaSDKClient(base_url=server_url, token=None) + yield client + + +def test_google_embeddings_response(): + api_key = os.environ.get("GEMINI_API_KEY") + model = "text-embedding-004" + base_url = "https://generativelanguage.googleapis.com" + text = "Hello, world!" + + embedding_model = GoogleEmbeddings(api_key, model, base_url) + response = None + + try: + response = embedding_model.get_text_embedding(text) + except httpx.HTTPStatusError as e: + pytest.fail(f"Request failed with status code {e.response.status_code}") + + assert response is not None, "No response received from API" + assert isinstance(response, list), "Response is not a list of embeddings" + + +def test_archival_insert_text_embedding_004(client: LettaSDKClient): + """ + Test that an agent with model 'gemini-2.0-flash-exp' and embedding 'text_embedding_004' + correctly inserts a message into its archival memory. + + The test works by: + 1. Creating an agent with the desired model and embedding. + 2. Sending a message prefixed with 'archive :' to instruct the agent to store the message in archival. + 3. Retrieving the archival memory via the agent messaging API. + 4. Verifying that the archival message is stored. + """ + # Create an agent with the specified model and embedding. + agent = client.agents.create( + name=f"archival_insert_text_embedding_004", + memory_blocks=[ + CreateBlock(label="human", value="name: archival_test"), + CreateBlock(label="persona", value="You are a helpful assistant that loves helping out the user"), + ], + model="google_ai/gemini-2.0-flash-exp", + embedding="google_ai/text-embedding-004", + ) + + # Define the archival message. + archival_message = "Archival insertion test message" + + # Send a message instructing the agent to archive it. + res = client.agents.messages.create( + agent_id=agent.id, + messages=[MessageCreate(role="user", content=f"Store this in your archive memory: {archival_message}")], + ) + print(res.messages) + + # Retrieve the archival messages through the agent messaging API. + archived_messages = client.agents.messages.create( + agent_id=agent.id, + messages=[MessageCreate(role="user", content=f"retrieve from archival memory : {archival_message}")], + ) + + print(archived_messages.messages) + # Assert that the archival message is present. + assert any( + message.status == "success" for message in archived_messages.messages if message.message_type == "tool_return_message" + ), f"Archival message '{archival_message}' not found. Archived messages: {archived_messages}" + + # Cleanup: Delete the agent. + client.agents.delete(agent.id) + + +def test_archival_insert_embedding_001(client: LettaSDKClient): + """ + Test that an agent with model 'gemini-2.0-flash-exp' and embedding 'embedding_001' + correctly inserts a message into its archival memory. + + The test works by: + 1. Creating an agent with the desired model and embedding. + 2. Sending a message prefixed with 'archive :' to instruct the agent to store the message in archival. + 3. Retrieving the archival memory via the agent messaging API. + 4. Verifying that the archival message is stored. + """ + # Create an agent with the specified model and embedding. + agent = client.agents.create( + name=f"archival_insert_embedding_001", + memory_blocks=[ + CreateBlock(label="human", value="name: archival_test"), + CreateBlock(label="persona", value="You are a helpful assistant that loves helping out the user"), + ], + model="google_ai/gemini-2.0-flash-exp", + embedding="google_ai/embedding-001", + ) + + # Define the archival message. + archival_message = "Archival insertion test message" + + # Send a message instructing the agent to archive it. + client.agents.messages.create( + agent_id=agent.id, + messages=[MessageCreate(role="user", content=f"archive : {archival_message}")], + ) + + # Retrieve the archival messages through the agent messaging API. + archived_messages = client.agents.messages.create( + agent_id=agent.id, + messages=[MessageCreate(role="user", content=f"retrieve from archival memory : {archival_message}")], + ) + + # Assert that the archival message is present. + assert any( + message.status == "success" for message in archived_messages.messages if message.message_type == "tool_return_message" + ), f"Archival message '{archival_message}' not found. Archived messages: {archived_messages}" + + # Cleanup: Delete the agent. + client.agents.delete(agent.id)