fix: don't need embedding model for self hosted [LET-7009] (#8935)

* fix: don't need embedding model for self hosted

* stage publish api

* passes tests

* add test

* remove unnecessary upgrades

* update revision order db migrations

* add timeout for ci
This commit is contained in:
Ari Webb
2026-01-21 16:37:21 -08:00
committed by Caren Thomas
parent 16e3f10a56
commit 5c06918042
14 changed files with 554 additions and 61 deletions

View File

@@ -115,7 +115,8 @@ def server_url(empty_mcp_config):
if not os.getenv("LETTA_SERVER_URL"):
thread = threading.Thread(target=_run_server, daemon=True)
thread.start()
wait_for_server(url)
# Use 60s timeout to allow for provider model syncing during server startup
wait_for_server(url, timeout=60)
return url

View File

@@ -0,0 +1,454 @@
"""
Tests for embedding-optional archival memory feature.
This file tests that agents can be created without an embedding model
and that archival memory operations (insert, list, search) work correctly
using text-based search when no embeddings are available.
"""
import os
import threading
import warnings
import pytest
from dotenv import load_dotenv
from letta_client import Letta as LettaSDKClient
from letta_client.types import CreateBlockParam
from tests.utils import wait_for_server
# Constants
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 or start a Letta server and return a client."""
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()
wait_for_server(server_url, timeout=60)
print("Running embedding-optional tests with server:", server_url)
client = LettaSDKClient(base_url=server_url)
yield client
@pytest.fixture(scope="function")
def agent_without_embedding(client: LettaSDKClient):
"""Create an agent without an embedding model for testing."""
agent_state = client.agents.create(
memory_blocks=[
CreateBlockParam(
label="human",
value="username: test_user",
),
],
model="openai/gpt-4o-mini",
# NOTE: Intentionally NOT providing embedding parameter
# to test embedding-optional functionality
)
assert agent_state.embedding_config is None, "Agent should have no embedding config"
yield agent_state
# Cleanup
client.agents.delete(agent_id=agent_state.id)
@pytest.fixture(scope="function")
def agent_with_embedding(client: LettaSDKClient):
"""Create an agent WITH an embedding model for comparison testing."""
agent_state = client.agents.create(
memory_blocks=[
CreateBlockParam(
label="human",
value="username: test_user_with_embedding",
),
],
model="openai/gpt-4o-mini",
embedding="openai/text-embedding-3-small",
)
assert agent_state.embedding_config is not None, "Agent should have embedding config"
yield agent_state
# Cleanup
client.agents.delete(agent_id=agent_state.id)
class TestAgentCreationWithoutEmbedding:
"""Tests for agent creation without embedding configuration."""
def test_create_agent_without_embedding(self, client: LettaSDKClient):
"""Test that an agent can be created without an embedding model."""
agent_state = client.agents.create(
memory_blocks=[
CreateBlockParam(
label="human",
value="test user",
),
],
model="openai/gpt-4o-mini",
)
try:
assert agent_state.id is not None
assert agent_state.id.startswith("agent-")
assert agent_state.embedding_config is None
assert agent_state.llm_config is not None
finally:
client.agents.delete(agent_id=agent_state.id)
def test_agent_with_and_without_embedding_coexist(self, agent_without_embedding, agent_with_embedding):
"""Test that agents with and without embedding can coexist."""
assert agent_without_embedding.id != agent_with_embedding.id
assert agent_without_embedding.embedding_config is None
assert agent_with_embedding.embedding_config is not None
class TestArchivalMemoryInsertWithoutEmbedding:
"""Tests for inserting archival memory without embeddings."""
def test_insert_passage_without_embedding(self, client: LettaSDKClient, agent_without_embedding):
"""Test inserting a passage into an agent without embedding config."""
agent_id = agent_without_embedding.id
# Insert a passage - use deprecated API but suppress warning
with warnings.catch_warnings():
warnings.simplefilter("ignore", DeprecationWarning)
passages = client.agents.passages.create(
agent_id=agent_id,
text="This is a test passage about Python programming.",
)
# Should return a list with one passage
assert len(passages) == 1
passage = passages[0]
assert passage.id is not None
assert passage.text == "This is a test passage about Python programming."
# Embedding should be None for agents without embedding config
assert passage.embedding is None
assert passage.embedding_config is None
def test_insert_multiple_passages_without_embedding(self, client: LettaSDKClient, agent_without_embedding):
"""Test inserting multiple passages into an agent without embedding."""
agent_id = agent_without_embedding.id
test_passages = [
"Machine learning is a subset of artificial intelligence.",
"Python is widely used for data science applications.",
"Neural networks can learn complex patterns from data.",
]
with warnings.catch_warnings():
warnings.simplefilter("ignore", DeprecationWarning)
for text in test_passages:
passages = client.agents.passages.create(
agent_id=agent_id,
text=text,
)
assert len(passages) == 1
assert passages[0].embedding is None
# Verify all passages were inserted
all_passages = client.agents.passages.list(agent_id=agent_id)
assert len(all_passages) >= 3
def test_insert_passage_with_tags_without_embedding(self, client: LettaSDKClient, agent_without_embedding):
"""Test inserting a passage with tags into an agent without embedding."""
agent_id = agent_without_embedding.id
with warnings.catch_warnings():
warnings.simplefilter("ignore", DeprecationWarning)
passages = client.agents.passages.create(
agent_id=agent_id,
text="Important fact: The sky is blue due to Rayleigh scattering.",
tags=["science", "physics", "important"],
)
assert len(passages) == 1
passage = passages[0]
assert passage.embedding is None
assert passage.tags is not None
assert set(passage.tags) == {"science", "physics", "important"}
class TestArchivalMemoryListWithoutEmbedding:
"""Tests for listing archival memory without embeddings."""
def test_list_passages_without_embedding(self, client: LettaSDKClient, agent_without_embedding):
"""Test listing passages from an agent without embedding."""
agent_id = agent_without_embedding.id
# Insert some passages first
with warnings.catch_warnings():
warnings.simplefilter("ignore", DeprecationWarning)
client.agents.passages.create(
agent_id=agent_id,
text="First test passage",
)
client.agents.passages.create(
agent_id=agent_id,
text="Second test passage",
)
# List passages
passages = client.agents.passages.list(agent_id=agent_id)
assert len(passages) >= 2
for passage in passages:
# Verify embeddings are None
assert passage.embedding is None
def test_list_passages_with_search_filter(self, client: LettaSDKClient, agent_without_embedding):
"""Test listing passages with text search filter."""
agent_id = agent_without_embedding.id
# Insert passages with distinctive content
with warnings.catch_warnings():
warnings.simplefilter("ignore", DeprecationWarning)
client.agents.passages.create(
agent_id=agent_id,
text="Apple is a fruit that grows on trees.",
)
client.agents.passages.create(
agent_id=agent_id,
text="Python is a programming language.",
)
# Search for passages containing "fruit"
passages = client.agents.passages.list(
agent_id=agent_id,
search="fruit",
)
# Should find the apple passage
assert len(passages) >= 1
assert any("fruit" in p.text.lower() for p in passages)
class TestArchivalMemorySearchWithoutEmbedding:
"""Tests for searching archival memory without embeddings (text-based search)."""
def test_search_passages_without_embedding(self, client: LettaSDKClient, agent_without_embedding):
"""Test searching passages using text search (no embeddings)."""
agent_id = agent_without_embedding.id
# Insert test passages
with warnings.catch_warnings():
warnings.simplefilter("ignore", DeprecationWarning)
client.agents.passages.create(
agent_id=agent_id,
text="The capital of France is Paris.",
)
client.agents.passages.create(
agent_id=agent_id,
text="Tokyo is the capital of Japan.",
)
client.agents.passages.create(
agent_id=agent_id,
text="Python is a popular programming language.",
)
# Search for passages about capitals
results = client.agents.passages.search(
agent_id=agent_id,
query="capital",
)
# Should find passages about capitals (text search)
assert results is not None
# Check results structure - might be a response object
if hasattr(results, "results"):
assert len(results.results) >= 1
elif hasattr(results, "__len__"):
assert len(results) >= 0 # Might be empty if text search returns 0
def test_global_passage_search_without_embedding(self, client: LettaSDKClient, agent_without_embedding):
"""Test global passage search endpoint for agent without embedding."""
agent_id = agent_without_embedding.id
# Insert a passage
with warnings.catch_warnings():
warnings.simplefilter("ignore", DeprecationWarning)
client.agents.passages.create(
agent_id=agent_id,
text="Unique test content for global search testing xyz123.",
)
# Use global passage search
results = client.passages.search(
query="xyz123",
agent_id=agent_id,
)
# Should find the passage using text search
assert results is not None
class TestArchivalMemoryDeleteWithoutEmbedding:
"""Tests for deleting archival memory without embeddings."""
def test_delete_passage_without_embedding(self, client: LettaSDKClient, agent_without_embedding):
"""Test deleting a passage from an agent without embedding."""
agent_id = agent_without_embedding.id
# Insert a passage
with warnings.catch_warnings():
warnings.simplefilter("ignore", DeprecationWarning)
passages = client.agents.passages.create(
agent_id=agent_id,
text="Passage to be deleted",
)
passage_id = passages[0].id
# Delete the passage
with warnings.catch_warnings():
warnings.simplefilter("ignore", DeprecationWarning)
client.agents.passages.delete(
agent_id=agent_id,
memory_id=passage_id,
)
# Verify it's deleted - should not appear in list
remaining = client.agents.passages.list(agent_id=agent_id)
assert all(p.id != passage_id for p in remaining)
class TestComparisonWithAndWithoutEmbedding:
"""Compare behavior between agents with and without embedding config."""
def test_passage_insert_comparison(
self,
client: LettaSDKClient,
agent_without_embedding,
agent_with_embedding,
):
"""Compare passage insertion between agents with/without embedding."""
test_text = "Comparison test: This is identical content for both agents."
with warnings.catch_warnings():
warnings.simplefilter("ignore", DeprecationWarning)
# Insert into agent without embedding
passages_no_embed = client.agents.passages.create(
agent_id=agent_without_embedding.id,
text=test_text,
)
# Insert into agent with embedding
passages_with_embed = client.agents.passages.create(
agent_id=agent_with_embedding.id,
text=test_text,
)
# Both should succeed
assert len(passages_no_embed) == 1
assert len(passages_with_embed) == 1
# Text should be identical
assert passages_no_embed[0].text == passages_with_embed[0].text
# Embedding status should differ
assert passages_no_embed[0].embedding is None
assert passages_with_embed[0].embedding is not None
def test_list_passages_comparison(
self,
client: LettaSDKClient,
agent_without_embedding,
agent_with_embedding,
):
"""Compare passage listing between agents with/without embedding."""
with warnings.catch_warnings():
warnings.simplefilter("ignore", DeprecationWarning)
# Insert passages into both agents
client.agents.passages.create(
agent_id=agent_without_embedding.id,
text="Test passage for listing comparison",
)
client.agents.passages.create(
agent_id=agent_with_embedding.id,
text="Test passage for listing comparison",
)
# List from both agents
passages_no_embed = client.agents.passages.list(agent_id=agent_without_embedding.id)
passages_with_embed = client.agents.passages.list(agent_id=agent_with_embedding.id)
# Both should return passages
assert len(passages_no_embed) >= 1
assert len(passages_with_embed) >= 1
class TestEdgeCases:
"""Edge cases and error handling for embedding-optional feature."""
def test_empty_archival_memory_search(self, client: LettaSDKClient, agent_without_embedding):
"""Test searching an empty archival memory."""
agent_id = agent_without_embedding.id
with warnings.catch_warnings():
warnings.simplefilter("ignore", DeprecationWarning)
# Search without any passages - should return empty, not error
results = client.agents.passages.search(
agent_id=agent_id,
query="anything",
)
# Should return empty results, not raise an error
assert results is not None
def test_passage_with_special_characters(self, client: LettaSDKClient, agent_without_embedding):
"""Test inserting passages with special characters."""
agent_id = agent_without_embedding.id
special_text = "Special chars: @#$%^&*() 日本語 émojis 🎉 <script>alert('xss')</script>"
with warnings.catch_warnings():
warnings.simplefilter("ignore", DeprecationWarning)
passages = client.agents.passages.create(
agent_id=agent_id,
text=special_text,
)
assert len(passages) == 1
assert passages[0].text == special_text
assert passages[0].embedding is None
def test_very_long_passage(self, client: LettaSDKClient, agent_without_embedding):
"""Test inserting a very long passage."""
agent_id = agent_without_embedding.id
# Create a long text (10KB)
long_text = "This is a test. " * 1000
with warnings.catch_warnings():
warnings.simplefilter("ignore", DeprecationWarning)
passages = client.agents.passages.create(
agent_id=agent_id,
text=long_text,
)
assert len(passages) >= 1 # Might be chunked
# First passage should have no embedding
assert passages[0].embedding is None

View File

@@ -68,7 +68,8 @@ def client() -> LettaSDKClient:
print("Starting server thread")
thread = threading.Thread(target=run_server, daemon=True)
thread.start()
wait_for_server(server_url)
# Use 60s timeout to allow for provider model syncing during server startup
wait_for_server(server_url, timeout=60)
print("Running client tests with server:", server_url)
client = LettaSDKClient(base_url=server_url)
yield client