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:
@@ -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
|
||||
|
||||
|
||||
454
tests/test_embedding_optional.py
Normal file
454
tests/test_embedding_optional.py
Normal 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
|
||||
@@ -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
|
||||
|
||||
Reference in New Issue
Block a user