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from chromadb.config import Settings, System
from chromadb.api import API
import chromadb.server.fastapi
from requests.exceptions import ConnectionError
import hypothesis
import tempfile
import os
import uvicorn
import time
import pytest
from typing import Generator, List, Callable
import shutil
import logging
import socket
import multiprocessing
logger = logging.getLogger(__name__)
hypothesis.settings.register_profile(
"dev",
deadline=30000,
suppress_health_check=[
hypothesis.HealthCheck.data_too_large,
hypothesis.HealthCheck.large_base_example,
],
)
hypothesis.settings.load_profile(os.getenv("HYPOTHESIS_PROFILE", "dev"))
def find_free_port() -> int:
with socket.socket(socket.AF_INET, socket.SOCK_STREAM) as s:
s.bind(("", 0))
s.setsockopt(socket.SOL_SOCKET, socket.SO_REUSEADDR, 1)
return s.getsockname()[1] # type: ignore
def _run_server(port: int) -> None:
"""Run a Chroma server locally"""
settings = Settings(
chroma_api_impl="local",
chroma_db_impl="duckdb",
persist_directory=tempfile.gettempdir() + "/test_server",
)
server = chromadb.server.fastapi.FastAPI(settings)
uvicorn.run(server.app(), host="0.0.0.0", port=port, log_level="error")
def _await_server(api: API, attempts: int = 0) -> None:
try:
api.heartbeat()
except ConnectionError as e:
if attempts > 15:
logger.error("Test server failed to start after 15 attempts")
raise e
else:
logger.info("Waiting for server to start...")
time.sleep(4)
_await_server(api, attempts + 1)
def fastapi() -> Generator[API, None, None]:
"""Fixture generator that launches a server in a separate process, and yields a
fastapi client connect to it"""
port = find_free_port()
logger.info(f"Running test FastAPI server on port {port}")
ctx = multiprocessing.get_context("spawn")
proc = ctx.Process(target=_run_server, args=(port,), daemon=True)
proc.start()
settings = Settings(
chroma_api_impl="rest",
chroma_server_host="localhost",
chroma_server_http_port=str(port),
)
system = System(settings)
api = system.instance(API)
_await_server(api)
system.start()
yield api
system.stop()
proc.kill()
def duckdb() -> Generator[API, None, None]:
"""Fixture generator for duckdb"""
settings = Settings(
chroma_api_impl="local",
chroma_db_impl="duckdb",
persist_directory=tempfile.gettempdir(),
)
system = System(settings)
api = system.instance(API)
system.start()
yield api
system.stop()
def duckdb_parquet() -> Generator[API, None, None]:
"""Fixture generator for duckdb+parquet"""
save_path = tempfile.gettempdir() + "/tests"
settings = Settings(
chroma_api_impl="local",
chroma_db_impl="duckdb+parquet",
persist_directory=save_path,
)
system = System(settings)
api = system.instance(API)
system.start()
yield api
system.stop()
if os.path.exists(save_path):
shutil.rmtree(save_path)
def integration_api() -> Generator[API, None, None]:
"""Fixture generator for returning a client configured via environmenet
variables, intended for externally configured integration tests
"""
settings = Settings()
system = System(settings)
api = system.instance(API)
system.start()
yield api
system.stop()
def fixtures() -> List[Callable[[], Generator[API, None, None]]]:
api_fixtures = [duckdb, duckdb_parquet, fastapi]
if "CHROMA_INTEGRATION_TEST" in os.environ:
api_fixtures.append(integration_api)
if "CHROMA_INTEGRATION_TEST_ONLY" in os.environ:
api_fixtures = [integration_api]
return api_fixtures
@pytest.fixture(scope="module", params=fixtures())
def api(request: pytest.FixtureRequest) -> Generator[API, None, None]:
yield next(request.param())
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