diff --git a/Makefile b/Makefile index 82f13284e..b13b28196 100644 --- a/Makefile +++ b/Makefile @@ -463,3 +463,51 @@ alembic-check: ## check migration status alembic-stamp: ## stamp the database with a specific revision @echo 'Stamping the database with revision $(revision)' cd src/backend/base/langflow/ && uv run alembic stamp $(revision) + +###################### +# LOAD TESTING +###################### + +# Default values for locust configuration +locust_users ?= 10 +locust_spawn_rate ?= 1 +locust_host ?= http://localhost:7860 +locust_headless ?= true +locust_time ?= 300s +locust_api_key ?= your-api-key +locust_flow_id ?= your-flow-id +locust_file ?= src/backend/tests/locust/locustfile.py +locust_min_wait ?= 2000 +locust_max_wait ?= 5000 +locust_request_timeout ?= 30.0 + +locust: ## run locust load tests (options: locust_users=10 locust_spawn_rate=1 locust_host=http://localhost:7860 locust_headless=true locust_time=300s locust_api_key=your-api-key locust_flow_id=your-flow-id locust_file=src/backend/tests/locust/locustfile.py locust_min_wait=2000 locust_max_wait=5000 locust_request_timeout=30.0) + @if [ ! -f "$(locust_file)" ]; then \ + echo "$(RED)Error: Locustfile not found at $(locust_file)$(NC)"; \ + exit 1; \ + fi + @echo "Starting Locust with $(locust_users) users, spawn rate of $(locust_spawn_rate)" + @echo "Testing host: $(locust_host)" + @echo "Using locustfile: $(locust_file)" + @export API_KEY=$(locust_api_key) && \ + export FLOW_ID=$(locust_flow_id) && \ + export LANGFLOW_HOST=$(locust_host) && \ + export MIN_WAIT=$(locust_min_wait) && \ + export MAX_WAIT=$(locust_max_wait) && \ + export REQUEST_TIMEOUT=$(locust_request_timeout) && \ + cd $$(dirname "$(locust_file)") && \ + if [ "$(locust_headless)" = "true" ]; then \ + uv run locust \ + --headless \ + -u $(locust_users) \ + -r $(locust_spawn_rate) \ + --run-time $(locust_time) \ + --host $(locust_host) \ + -f $$(basename "$(locust_file)"); \ + else \ + uv run locust \ + -u $(locust_users) \ + -r $(locust_spawn_rate) \ + --host $(locust_host) \ + -f $$(basename "$(locust_file)"); \ + fi diff --git a/pyproject.toml b/pyproject.toml index d3a0d9bed..9f08c1aa9 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -191,6 +191,7 @@ dev-dependencies = [ "types-aiofiles>=24.1.0.20240626", "codeflash>=0.8.4", "hypothesis>=6.123.17", + "locust>=2.32.9", ] diff --git a/src/backend/base/langflow/graph/utils.py b/src/backend/base/langflow/graph/utils.py index e75e4f7b1..6d029d900 100644 --- a/src/backend/base/langflow/graph/utils.py +++ b/src/backend/base/langflow/graph/utils.py @@ -135,10 +135,11 @@ async def log_transaction( flow_id=flow_id if isinstance(flow_id, UUID) else UUID(flow_id), ) async with session_getter(get_db_service()) as session: - inserted = await crud_log_transaction(session, transaction) - logger.debug(f"Logged transaction: {inserted.id}") + with session.no_autoflush: + inserted = await crud_log_transaction(session, transaction) + logger.debug(f"Logged transaction: {inserted.id}") except Exception: # noqa: BLE001 - logger.exception("Error logging transaction") + logger.error("Error logging transaction") async def log_vertex_build( diff --git a/src/backend/base/langflow/services/settings/base.py b/src/backend/base/langflow/services/settings/base.py index 687e4f6f1..73afa7d3f 100644 --- a/src/backend/base/langflow/services/settings/base.py +++ b/src/backend/base/langflow/services/settings/base.py @@ -76,14 +76,13 @@ class Settings(BaseSettings): `postgresql+psycopg` respectively).""" database_connection_retry: bool = False """If True, Langflow will retry to connect to the database if it fails.""" - pool_size: int = 10 - """DEPRECATED: Use db_connection_settings['pool_size'] instead. - The number of connections to keep open in the connection pool. If not provided, the default is 10.""" - max_overflow: int = 20 - """DEPRECATED: Use db_connection_settings['max_overflow'] instead. - The number of connections to allow that can be opened beyond the pool size. - If not provided, the default is 20.""" - db_connect_timeout: int = 20 + pool_size: int = 20 + """The number of connections to keep open in the connection pool. + For high load scenarios, this should be increased based on expected concurrent users.""" + max_overflow: int = 30 + """The number of connections to allow that can be opened beyond the pool size. + Should be 2x the pool_size for optimal performance under load.""" + db_connect_timeout: int = 30 """The number of seconds to wait before giving up on a lock to released or establishing a connection to the database.""" @@ -92,12 +91,27 @@ class Settings(BaseSettings): """SQLite pragmas to use when connecting to the database.""" db_connection_settings: dict | None = { - "pool_size": 10, - "max_overflow": 20, - "pool_timeout": 30, - "pool_pre_ping": True, + "pool_size": 20, # Match the pool_size above + "max_overflow": 30, # Match the max_overflow above + "pool_timeout": 30, # Seconds to wait for a connection from pool + "pool_pre_ping": True, # Check connection validity before using + "pool_recycle": 1800, # Recycle connections after 30 minutes + "echo": False, # Set to True for debugging only } - """Common database connection settings.""" + """Database connection settings optimized for high load scenarios. + Note: These settings are most effective with PostgreSQL. For SQLite: + - Reduce pool_size and max_overflow if experiencing lock contention + - SQLite has limited concurrent write capability even with WAL mode + - Best for read-heavy or moderate write workloads + + Settings: + - pool_size: Number of connections to maintain (increase for higher concurrency) + - max_overflow: Additional connections allowed beyond pool_size + - pool_timeout: Seconds to wait for an available connection + - pool_pre_ping: Validates connections before use to prevent stale connections + - pool_recycle: Seconds before connections are recycled (prevents timeouts) + - echo: Enable SQL query logging (development only) + """ # cache configuration cache_type: Literal["async", "redis", "memory", "disk"] = "async" diff --git a/src/backend/tests/locust/locustfile.py b/src/backend/tests/locust/locustfile.py index 9c3ac0a00..6d77bc396 100644 --- a/src/backend/tests/locust/locustfile.py +++ b/src/backend/tests/locust/locustfile.py @@ -1,125 +1,125 @@ -import random +import os import time -from pathlib import Path +from http import HTTPStatus -import httpx -import orjson -from locust import FastHttpUser, between, task -from rich import print # noqa: A004 +from locust import FastHttpUser, between, events, task -class NameTest(FastHttpUser): - wait_time = between(1, 5) +@events.quitting.add_listener +def _(environment, **_kwargs): + """Print stats at test end for analysis.""" + if environment.stats.total.fail_ratio > 0.01: + environment.process_exit_code = 1 + environment.runner.quit() - with Path("names.txt").open(encoding="utf-8") as file: - names = [line.strip() for line in file] - headers: dict = {} +class FlowRunUser(FastHttpUser): + """FlowRunUser simulates users sending requests to the Langflow run endpoint. - def poll_task(self, task_id, sleep_time=1): - while True: - with self.rest( - "GET", - f"/task/{task_id}", - name="task_status", - headers=self.headers, - ) as response: - status = response.js.get("status") - print(f"Poll Response: {response.js}") - if status == "SUCCESS": - return response.js.get("result") - if status in {"FAILURE", "REVOKED"}: - msg = f"Task failed with status: {status}" - raise ValueError(msg) - time.sleep(sleep_time) + Designed for high-load testing with proper wait times and connection handling. + Uses FastHttpUser for better performance with keep-alive connections and connection pooling. - def process(self, name, flow_id, payload): - task_id = None - print(f"Processing {payload}") - with self.rest( - "POST", - f"/process/{flow_id}", - json=payload, - name="process", - headers=self.headers, - ) as response: - print(response.js) - if response.status_code != 200: - response.failure("Process call failed") - msg = "Process call failed" - raise ValueError(msg) - task_id = response.js.get("id") - session_id = response.js.get("session_id") - assert task_id, "Inner Task ID not found" + Environment Variables: + - LANGFLOW_HOST: Base URL for the Langflow server (default: http://localhost:7860) + - FLOW_ID: UUID or endpoint name of the flow to test (default: 62c21279-f7ca-43e2-b5e3-326ac573db04) + - API_KEY: API key for authentication, sent as header 'x-api-key' (Required) + - MIN_WAIT: Minimum wait time between requests in ms (default: 2000) + - MAX_WAIT: Maximum wait time between requests in ms (default: 5000) + - REQUEST_TIMEOUT: Timeout for each request in seconds (default: 30.0) + """ - assert task_id, "Task ID not found" - result = self.poll_task(task_id) - print(f"Result for {name}: {result}") + abstract = False # This user class can be instantiated + connection_timeout = float(os.getenv("REQUEST_TIMEOUT", "30.0")) # Configurable timeout + network_timeout = float(os.getenv("REQUEST_TIMEOUT", "30.0")) - return result, session_id + # Dynamic wait time based on environment variables or defaults + # Increased default minimum wait to reduce database pressure + wait_time = between( + float(os.getenv("MIN_WAIT", "2000")) / 1000, + float(os.getenv("MAX_WAIT", "5000")) / 1000, + ) - @task - def send_name_and_check(self): - name = random.choice(self.names) # noqa: S311 + # Use the host provided by environment variable or default + host = os.getenv("LANGFLOW_HOST", "http://localhost:7860") - payload1 = { - "inputs": {"text": f"Hello, My name is {name}"}, - "sync": False, - } - _result1, session_id = self.process(name, self.flow_id, payload1) + # Flow ID from environment variable or default example UUID + flow_id = os.getenv("FLOW_ID") - payload2 = { - "inputs": {"text": "What is my name? Please, answer like this: Your name is "}, - "session_id": session_id, - "sync": False, - } - result2, session_id = self.process(name, self.flow_id, payload2) - - assert f"Your name is {name}" in str(result2), "Name not found in response" + def __init__(self, *args, **kwargs) -> None: + super().__init__(*args, **kwargs) + self._last_response: dict | None = None + self._consecutive_failures = 0 def on_start(self): - print("Starting") - login_data = {"username": "superuser", "password": "superuser"} - response = httpx.post(f"{self.host}/login", data=login_data) - print(response.json()) + """Setup and validate required configurations.""" + if not os.getenv("API_KEY"): + msg = "API_KEY environment variable is required for load testing" + raise ValueError(msg) - tokens = response.json() - print(tokens) - a_token = tokens["access_token"] - logged_in_headers = {"Authorization": f"Bearer {a_token}"} - print("Logged in") - json_flow = (Path(__file__).parent.parent / "data" / "BasicChatwithPromptandHistory.json").read_text( - encoding="utf-8" - ) - flow = orjson.loads(json_flow) - data = flow["data"] - # Create test data - flow = {"name": "Flow 1", "description": "description", "data": data} - print("Creating flow") - # Make request to endpoint - response = httpx.post( - f"{self.host}/flows/", - json=flow, - headers=logged_in_headers, - ) - self.flow_id = response.json()["id"] - print(f"Flow ID: {self.flow_id}") + # Test connection and auth before starting + with self.client.get("/health", catch_response=True) as response: + if response.status_code != HTTPStatus.OK: + msg = f"Initial health check failed: {response.status_code}" + raise ConnectionError(msg) - # read all users - response = httpx.get( - f"{self.host}/users/", - headers=logged_in_headers, - ) - print(response.json()) - user_id = next( - (user["id"] for user in response.json()["users"] if user["username"] == "superuser"), - None, - ) - # Create api key - response = httpx.post( - f"{self.host}/api_key/", - json={"user_id": user_id}, - headers=logged_in_headers, - ) - print(response.json()) - self.headers["x-api-key"] = response.json()["api_key"] + def log_error(self, name: str, exc: Exception, response_time: float): + """Helper method to log errors in a format Locust expects. + + Args: + name: The name/endpoint of the request + exc: The exception that occurred + response_time: The response time in milliseconds + """ + # Log error in stats + self.environment.stats.log_error("ERROR", name, str(exc)) + # Log request with error + self.environment.stats.log_request("ERROR", name, response_time, 0) + + @task(1) + def run_flow_endpoint(self): + """Sends a POST request to the run endpoint using a realistic payload. + + Includes basic error handling. + """ + if not self.flow_id: + msg = "FLOW_ID environment variable is required for load testing" + raise ValueError(msg) + endpoint = f"/api/v1/run/{self.flow_id}?stream=false" + + # Realistic payload that exercises the system + payload = { + "input_value": ( + "Hey, Could you check https://docs.langflow.org for me? Later, could you calculate 1390 / 192 ?" + ), + "output_type": "chat", + "input_type": "chat", + "tweaks": {}, + } + + headers = { + "Content-Type": "application/json", + "x-api-key": os.getenv("API_KEY"), + "Accept": "application/json", + } + + start_time = time.time() + try: + with self.client.post( + endpoint, json=payload, headers=headers, catch_response=True, timeout=self.connection_timeout + ) as response: + response_time = (time.time() - start_time) * 1000 + if response.status_code == HTTPStatus.OK: + try: + self._last_response = response.json() + except ValueError as e: + response.failure("Invalid JSON response") + self.log_error(endpoint, e, response_time) + else: + error_text = response.text or "No response text" + error_msg = f"Unexpected status code: {response.status_code}, Response: {error_text[:200]}" + response.failure(error_msg) + self.log_error(endpoint, Exception(error_msg), response_time) + except Exception as e: # noqa: BLE001 + response_time = (time.time() - start_time) * 1000 + self.log_error(endpoint, e, response_time) + response.failure(f"Error: {e}") diff --git a/uv.lock b/uv.lock index afaf59c0f..f9ec2c8f5 100644 --- a/uv.lock +++ b/uv.lock @@ -2,7 +2,8 @@ version = 1 requires-python = ">=3.10, <3.13" resolution-markers = [ "python_full_version < '3.11'", - "python_full_version == '3.11.*'", + "python_full_version > '3.11' and python_full_version < '3.12'", + "python_full_version == '3.11'", "python_full_version >= '3.12' and python_full_version < '3.12.4'", "python_full_version >= '3.12.4'", ] @@ -521,6 +522,15 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/76/98/584f211c3a4bb38f2871fa937ee0cc83c130de50c955d6c7e2334dbf4acb/blessed-1.20.0-py2.py3-none-any.whl", hash = "sha256:0c542922586a265e699188e52d5f5ac5ec0dd517e5a1041d90d2bbf23f906058", size = 58372 }, ] +[[package]] +name = "blinker" +version = "1.9.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = 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