chore: Enhance Locust load testing and optimize database settings (#6265)

* feat: Enhance Locust load testing for Langflow run endpoint

Refactor locustfile to provide more robust and configurable load testing:
- Add dynamic configuration via environment variables
- Improve error handling and logging
- Implement realistic flow run simulation
- Add connection and timeout handling
- Support API key authentication
- Enhance stats tracking and error reporting

* fix: Improve transaction logging error handling and performance

- Add `no_autoflush` context to prevent unnecessary database operations
- Change transaction logging error from exception to error level logging
- Simplify error handling in log_transaction function

* chore: Add Locust to development dependencies

Update project dependencies by adding Locust (version 2.32.9) to the development requirements, supporting load testing capabilities

* feat: Optimize database connection settings for improved performance and scalability

- Increase default pool_size from 10 to 20 for better connection handling
- Adjust max_overflow to 40 to support higher concurrent connections
- Extend db_connect_timeout from 20 to 30 seconds
- Add pool_recycle and echo settings to db_connection_settings
- Enhance documentation for database connection settings, highlighting SQLite limitations

* feat: Add Locust load testing configuration to Makefile

- Introduce comprehensive Locust load testing target with configurable parameters
- Support flexible testing scenarios with customizable users, spawn rate, and host
- Enable headless and interactive testing modes
- Add environment variable support for API key, flow ID, and other testing parameters
- Provide sensible default values for load testing configuration

* refactor: Remove unused retry configuration in Locust load testing

- Remove RETRY_DELAY and MAX_RETRIES environment variables
- Simplify FlowRunUser configuration by eliminating unused retry settings
- Maintain existing wait time configuration for load testing

* feat: Enforce FLOW_ID requirement for Locust load testing

- Add mandatory validation for FLOW_ID environment variable
- Raise a clear ValueError if FLOW_ID is not provided
- Remove default flow ID to ensure explicit configuration
- Improve load testing configuration robustness

* feat: Add configurable request timeout for Locust load testing

- Introduce `locust_request_timeout` parameter in Makefile
- Update locustfile to use configurable request timeout from environment variable
- Set dynamic connection and network timeout based on REQUEST_TIMEOUT
- Improve request handling with flexible timeout configuration

* revert change to database connection retry
This commit is contained in:
Gabriel Luiz Freitas Almeida 2025-02-17 11:26:36 -03:00 • committed by GitHub
commit e1fb90074c
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6 changed files with 536 additions and 125 deletions

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@ -463,3 +463,51 @@ alembic-check: ## check migration status
alembic-stamp: ## stamp the database with a specific revision alembic-stamp: ## stamp the database with a specific revision
@echo 'Stamping the database with revision $(revision)' @echo 'Stamping the database with revision $(revision)'
cd src/backend/base/langflow/ && uv run alembic stamp $(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

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@ -191,6 +191,7 @@ dev-dependencies = [
"types-aiofiles>=24.1.0.20240626", "types-aiofiles>=24.1.0.20240626",
"codeflash>=0.8.4", "codeflash>=0.8.4",
"hypothesis>=6.123.17", "hypothesis>=6.123.17",
"locust>=2.32.9",
] ]

View file

@ -135,10 +135,11 @@ async def log_transaction(
flow_id=flow_id if isinstance(flow_id, UUID) else UUID(flow_id), flow_id=flow_id if isinstance(flow_id, UUID) else UUID(flow_id),
) )
async with session_getter(get_db_service()) as session: async with session_getter(get_db_service()) as session:
inserted = await crud_log_transaction(session, transaction) with session.no_autoflush:
logger.debug(f"Logged transaction: {inserted.id}") inserted = await crud_log_transaction(session, transaction)
logger.debug(f"Logged transaction: {inserted.id}")
except Exception: # noqa: BLE001 except Exception: # noqa: BLE001
logger.exception("Error logging transaction") logger.error("Error logging transaction")
async def log_vertex_build( async def log_vertex_build(

View file

@ -76,14 +76,13 @@ class Settings(BaseSettings):
`postgresql+psycopg` respectively).""" `postgresql+psycopg` respectively)."""
database_connection_retry: bool = False database_connection_retry: bool = False
"""If True, Langflow will retry to connect to the database if it fails.""" """If True, Langflow will retry to connect to the database if it fails."""
pool_size: int = 10 pool_size: int = 20
"""DEPRECATED: Use db_connection_settings['pool_size'] instead. """The number of connections to keep open in the connection pool.
The number of connections to keep open in the connection pool. If not provided, the default is 10.""" For high load scenarios, this should be increased based on expected concurrent users."""
max_overflow: int = 20 max_overflow: int = 30
"""DEPRECATED: Use db_connection_settings['max_overflow'] instead. """The number of connections to allow that can be opened beyond the pool size.
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."""
If not provided, the default is 20.""" db_connect_timeout: int = 30
db_connect_timeout: int = 20
"""The number of seconds to wait before giving up on a lock to released or establishing a connection to the """The number of seconds to wait before giving up on a lock to released or establishing a connection to the
database.""" database."""
@ -92,12 +91,27 @@ class Settings(BaseSettings):
"""SQLite pragmas to use when connecting to the database.""" """SQLite pragmas to use when connecting to the database."""
db_connection_settings: dict | None = { db_connection_settings: dict | None = {
"pool_size": 10, "pool_size": 20, # Match the pool_size above
"max_overflow": 20, "max_overflow": 30, # Match the max_overflow above
"pool_timeout": 30, "pool_timeout": 30, # Seconds to wait for a connection from pool
"pool_pre_ping": True, "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 configuration
cache_type: Literal["async", "redis", "memory", "disk"] = "async" cache_type: Literal["async", "redis", "memory", "disk"] = "async"

View file

@ -1,125 +1,125 @@
import random import os
import time import time
from pathlib import Path from http import HTTPStatus
import httpx from locust import FastHttpUser, between, events, task
import orjson
from locust import FastHttpUser, between, task
from rich import print # noqa: A004
class NameTest(FastHttpUser): @events.quitting.add_listener
wait_time = between(1, 5) 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): Designed for high-load testing with proper wait times and connection handling.
while True: Uses FastHttpUser for better performance with keep-alive connections and connection pooling.
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)
def process(self, name, flow_id, payload): Environment Variables:
task_id = None - LANGFLOW_HOST: Base URL for the Langflow server (default: http://localhost:7860)
print(f"Processing {payload}") - FLOW_ID: UUID or endpoint name of the flow to test (default: 62c21279-f7ca-43e2-b5e3-326ac573db04)
with self.rest( - API_KEY: API key for authentication, sent as header 'x-api-key' (Required)
"POST", - MIN_WAIT: Minimum wait time between requests in ms (default: 2000)
f"/process/{flow_id}", - MAX_WAIT: Maximum wait time between requests in ms (default: 5000)
json=payload, - REQUEST_TIMEOUT: Timeout for each request in seconds (default: 30.0)
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"
assert task_id, "Task ID not found" abstract = False # This user class can be instantiated
result = self.poll_task(task_id) connection_timeout = float(os.getenv("REQUEST_TIMEOUT", "30.0")) # Configurable timeout
print(f"Result for {name}: {result}") 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 # Use the host provided by environment variable or default
def send_name_and_check(self): host = os.getenv("LANGFLOW_HOST", "http://localhost:7860")
name = random.choice(self.names) # noqa: S311
payload1 = { # Flow ID from environment variable or default example UUID
"inputs": {"text": f"Hello, My name is {name}"}, flow_id = os.getenv("FLOW_ID")
"sync": False,
}
_result1, session_id = self.process(name, self.flow_id, payload1)
payload2 = { def __init__(self, *args, **kwargs) -> None:
"inputs": {"text": "What is my name? Please, answer like this: Your name is <name>"}, super().__init__(*args, **kwargs)
"session_id": session_id, self._last_response: dict | None = None
"sync": False, self._consecutive_failures = 0
}
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 on_start(self): def on_start(self):
print("Starting") """Setup and validate required configurations."""
login_data = {"username": "superuser", "password": "superuser"} if not os.getenv("API_KEY"):
response = httpx.post(f"{self.host}/login", data=login_data) msg = "API_KEY environment variable is required for load testing"
print(response.json()) raise ValueError(msg)
tokens = response.json() # Test connection and auth before starting
print(tokens) with self.client.get("/health", catch_response=True) as response:
a_token = tokens["access_token"] if response.status_code != HTTPStatus.OK:
logged_in_headers = {"Authorization": f"Bearer {a_token}"} msg = f"Initial health check failed: {response.status_code}"
print("Logged in") raise ConnectionError(msg)
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}")
# read all users def log_error(self, name: str, exc: Exception, response_time: float):
response = httpx.get( """Helper method to log errors in a format Locust expects.
f"{self.host}/users/",
headers=logged_in_headers, Args:
) name: The name/endpoint of the request
print(response.json()) exc: The exception that occurred
user_id = next( response_time: The response time in milliseconds
(user["id"] for user in response.json()["users"] if user["username"] == "superuser"), """
None, # Log error in stats
) self.environment.stats.log_error("ERROR", name, str(exc))
# Create api key # Log request with error
response = httpx.post( self.environment.stats.log_request("ERROR", name, response_time, 0)
f"{self.host}/api_key/",
json={"user_id": user_id}, @task(1)
headers=logged_in_headers, def run_flow_endpoint(self):
) """Sends a POST request to the run endpoint using a realistic payload.
print(response.json())
self.headers["x-api-key"] = response.json()["api_key"] 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}")

349
uv.lock generated
View file

@ -2,7 +2,8 @@ version = 1
requires-python = ">=3.10, <3.13" requires-python = ">=3.10, <3.13"
resolution-markers = [ resolution-markers = [
"python_full_version < '3.11'", "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' and python_full_version < '3.12.4'",
"python_full_version >= '3.12.4'", "python_full_version >= '3.12.4'",
] ]
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