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
GitHub
parent
28c4e7365c
commit
e1fb90074c
6 changed files with 536 additions and 125 deletions
48
Makefile
48
Makefile
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@ -463,3 +463,51 @@ alembic-check: ## check migration status
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alembic-stamp: ## stamp the database with a specific revision
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@echo 'Stamping the database with revision $(revision)'
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cd src/backend/base/langflow/ && uv run alembic stamp $(revision)
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######################
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# LOAD TESTING
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######################
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# Default values for locust configuration
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locust_users ?= 10
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locust_spawn_rate ?= 1
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locust_host ?= http://localhost:7860
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locust_headless ?= true
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locust_time ?= 300s
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locust_api_key ?= your-api-key
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locust_flow_id ?= your-flow-id
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locust_file ?= src/backend/tests/locust/locustfile.py
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locust_min_wait ?= 2000
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locust_max_wait ?= 5000
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locust_request_timeout ?= 30.0
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locust: ## run locust load tests (options: locust_users=10 locust_spawn_rate=1 locust_host=http://localhost:7860 locust_headless=true locust_time=300s locust_api_key=your-api-key locust_flow_id=your-flow-id locust_file=src/backend/tests/locust/locustfile.py locust_min_wait=2000 locust_max_wait=5000 locust_request_timeout=30.0)
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@if [ ! -f "$(locust_file)" ]; then \
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echo "$(RED)Error: Locustfile not found at $(locust_file)$(NC)"; \
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exit 1; \
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fi
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@echo "Starting Locust with $(locust_users) users, spawn rate of $(locust_spawn_rate)"
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@echo "Testing host: $(locust_host)"
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@echo "Using locustfile: $(locust_file)"
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@export API_KEY=$(locust_api_key) && \
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export FLOW_ID=$(locust_flow_id) && \
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export LANGFLOW_HOST=$(locust_host) && \
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export MIN_WAIT=$(locust_min_wait) && \
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export MAX_WAIT=$(locust_max_wait) && \
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export REQUEST_TIMEOUT=$(locust_request_timeout) && \
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cd $$(dirname "$(locust_file)") && \
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if [ "$(locust_headless)" = "true" ]; then \
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uv run locust \
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--headless \
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-u $(locust_users) \
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-r $(locust_spawn_rate) \
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--run-time $(locust_time) \
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--host $(locust_host) \
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-f $$(basename "$(locust_file)"); \
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else \
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uv run locust \
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-u $(locust_users) \
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-r $(locust_spawn_rate) \
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--host $(locust_host) \
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-f $$(basename "$(locust_file)"); \
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fi
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@ -191,6 +191,7 @@ dev-dependencies = [
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"types-aiofiles>=24.1.0.20240626",
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"codeflash>=0.8.4",
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"hypothesis>=6.123.17",
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"locust>=2.32.9",
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]
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@ -135,10 +135,11 @@ async def log_transaction(
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flow_id=flow_id if isinstance(flow_id, UUID) else UUID(flow_id),
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)
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async with session_getter(get_db_service()) as session:
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inserted = await crud_log_transaction(session, transaction)
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logger.debug(f"Logged transaction: {inserted.id}")
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with session.no_autoflush:
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inserted = await crud_log_transaction(session, transaction)
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logger.debug(f"Logged transaction: {inserted.id}")
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except Exception: # noqa: BLE001
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logger.exception("Error logging transaction")
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logger.error("Error logging transaction")
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async def log_vertex_build(
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@ -76,14 +76,13 @@ class Settings(BaseSettings):
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`postgresql+psycopg` respectively)."""
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database_connection_retry: bool = False
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"""If True, Langflow will retry to connect to the database if it fails."""
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pool_size: int = 10
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"""DEPRECATED: Use db_connection_settings['pool_size'] instead.
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The number of connections to keep open in the connection pool. If not provided, the default is 10."""
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max_overflow: int = 20
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"""DEPRECATED: Use db_connection_settings['max_overflow'] instead.
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The number of connections to allow that can be opened beyond the pool size.
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If not provided, the default is 20."""
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db_connect_timeout: int = 20
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pool_size: int = 20
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"""The number of connections to keep open in the connection pool.
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For high load scenarios, this should be increased based on expected concurrent users."""
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max_overflow: int = 30
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"""The number of connections to allow that can be opened beyond the pool size.
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Should be 2x the pool_size for optimal performance under load."""
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db_connect_timeout: int = 30
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"""The number of seconds to wait before giving up on a lock to released or establishing a connection to the
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database."""
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@ -92,12 +91,27 @@ class Settings(BaseSettings):
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"""SQLite pragmas to use when connecting to the database."""
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db_connection_settings: dict | None = {
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"pool_size": 10,
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"max_overflow": 20,
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"pool_timeout": 30,
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"pool_pre_ping": True,
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"pool_size": 20, # Match the pool_size above
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"max_overflow": 30, # Match the max_overflow above
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"pool_timeout": 30, # Seconds to wait for a connection from pool
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"pool_pre_ping": True, # Check connection validity before using
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"pool_recycle": 1800, # Recycle connections after 30 minutes
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"echo": False, # Set to True for debugging only
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}
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"""Common database connection settings."""
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"""Database connection settings optimized for high load scenarios.
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Note: These settings are most effective with PostgreSQL. For SQLite:
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- Reduce pool_size and max_overflow if experiencing lock contention
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- SQLite has limited concurrent write capability even with WAL mode
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- Best for read-heavy or moderate write workloads
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Settings:
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- pool_size: Number of connections to maintain (increase for higher concurrency)
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- max_overflow: Additional connections allowed beyond pool_size
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- pool_timeout: Seconds to wait for an available connection
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- pool_pre_ping: Validates connections before use to prevent stale connections
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- pool_recycle: Seconds before connections are recycled (prevents timeouts)
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- echo: Enable SQL query logging (development only)
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"""
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# cache configuration
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cache_type: Literal["async", "redis", "memory", "disk"] = "async"
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@ -1,125 +1,125 @@
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import random
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import os
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import time
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from pathlib import Path
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from http import HTTPStatus
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import httpx
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import orjson
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from locust import FastHttpUser, between, task
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from rich import print # noqa: A004
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from locust import FastHttpUser, between, events, task
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class NameTest(FastHttpUser):
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wait_time = between(1, 5)
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@events.quitting.add_listener
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def _(environment, **_kwargs):
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"""Print stats at test end for analysis."""
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if environment.stats.total.fail_ratio > 0.01:
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environment.process_exit_code = 1
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environment.runner.quit()
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with Path("names.txt").open(encoding="utf-8") as file:
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names = [line.strip() for line in file]
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headers: dict = {}
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class FlowRunUser(FastHttpUser):
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"""FlowRunUser simulates users sending requests to the Langflow run endpoint.
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def poll_task(self, task_id, sleep_time=1):
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while True:
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with self.rest(
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"GET",
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f"/task/{task_id}",
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name="task_status",
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headers=self.headers,
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) as response:
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status = response.js.get("status")
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print(f"Poll Response: {response.js}")
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if status == "SUCCESS":
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return response.js.get("result")
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if status in {"FAILURE", "REVOKED"}:
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msg = f"Task failed with status: {status}"
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raise ValueError(msg)
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time.sleep(sleep_time)
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Designed for high-load testing with proper wait times and connection handling.
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Uses FastHttpUser for better performance with keep-alive connections and connection pooling.
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def process(self, name, flow_id, payload):
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task_id = None
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print(f"Processing {payload}")
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with self.rest(
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"POST",
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f"/process/{flow_id}",
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json=payload,
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name="process",
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headers=self.headers,
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) as response:
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print(response.js)
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if response.status_code != 200:
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response.failure("Process call failed")
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msg = "Process call failed"
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raise ValueError(msg)
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task_id = response.js.get("id")
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session_id = response.js.get("session_id")
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assert task_id, "Inner Task ID not found"
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Environment Variables:
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- LANGFLOW_HOST: Base URL for the Langflow server (default: http://localhost:7860)
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- FLOW_ID: UUID or endpoint name of the flow to test (default: 62c21279-f7ca-43e2-b5e3-326ac573db04)
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- API_KEY: API key for authentication, sent as header 'x-api-key' (Required)
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- MIN_WAIT: Minimum wait time between requests in ms (default: 2000)
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- MAX_WAIT: Maximum wait time between requests in ms (default: 5000)
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- REQUEST_TIMEOUT: Timeout for each request in seconds (default: 30.0)
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"""
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assert task_id, "Task ID not found"
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result = self.poll_task(task_id)
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print(f"Result for {name}: {result}")
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abstract = False # This user class can be instantiated
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connection_timeout = float(os.getenv("REQUEST_TIMEOUT", "30.0")) # Configurable timeout
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network_timeout = float(os.getenv("REQUEST_TIMEOUT", "30.0"))
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return result, session_id
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# Dynamic wait time based on environment variables or defaults
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# Increased default minimum wait to reduce database pressure
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wait_time = between(
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float(os.getenv("MIN_WAIT", "2000")) / 1000,
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float(os.getenv("MAX_WAIT", "5000")) / 1000,
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)
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@task
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def send_name_and_check(self):
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name = random.choice(self.names) # noqa: S311
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# Use the host provided by environment variable or default
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host = os.getenv("LANGFLOW_HOST", "http://localhost:7860")
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payload1 = {
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"inputs": {"text": f"Hello, My name is {name}"},
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"sync": False,
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}
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_result1, session_id = self.process(name, self.flow_id, payload1)
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# Flow ID from environment variable or default example UUID
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flow_id = os.getenv("FLOW_ID")
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payload2 = {
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"inputs": {"text": "What is my name? Please, answer like this: Your name is <name>"},
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"session_id": session_id,
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"sync": False,
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}
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result2, session_id = self.process(name, self.flow_id, payload2)
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assert f"Your name is {name}" in str(result2), "Name not found in response"
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def __init__(self, *args, **kwargs) -> None:
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super().__init__(*args, **kwargs)
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self._last_response: dict | None = None
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self._consecutive_failures = 0
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def on_start(self):
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print("Starting")
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login_data = {"username": "superuser", "password": "superuser"}
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response = httpx.post(f"{self.host}/login", data=login_data)
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print(response.json())
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"""Setup and validate required configurations."""
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if not os.getenv("API_KEY"):
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msg = "API_KEY environment variable is required for load testing"
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raise ValueError(msg)
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tokens = response.json()
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print(tokens)
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a_token = tokens["access_token"]
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logged_in_headers = {"Authorization": f"Bearer {a_token}"}
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print("Logged in")
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json_flow = (Path(__file__).parent.parent / "data" / "BasicChatwithPromptandHistory.json").read_text(
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encoding="utf-8"
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)
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flow = orjson.loads(json_flow)
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data = flow["data"]
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# Create test data
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flow = {"name": "Flow 1", "description": "description", "data": data}
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print("Creating flow")
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# Make request to endpoint
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response = httpx.post(
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f"{self.host}/flows/",
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json=flow,
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headers=logged_in_headers,
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)
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self.flow_id = response.json()["id"]
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print(f"Flow ID: {self.flow_id}")
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# Test connection and auth before starting
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with self.client.get("/health", catch_response=True) as response:
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if response.status_code != HTTPStatus.OK:
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msg = f"Initial health check failed: {response.status_code}"
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raise ConnectionError(msg)
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# read all users
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response = httpx.get(
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f"{self.host}/users/",
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headers=logged_in_headers,
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)
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print(response.json())
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user_id = next(
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(user["id"] for user in response.json()["users"] if user["username"] == "superuser"),
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None,
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)
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# Create api key
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response = httpx.post(
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f"{self.host}/api_key/",
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json={"user_id": user_id},
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headers=logged_in_headers,
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)
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print(response.json())
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self.headers["x-api-key"] = response.json()["api_key"]
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def log_error(self, name: str, exc: Exception, response_time: float):
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"""Helper method to log errors in a format Locust expects.
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Args:
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name: The name/endpoint of the request
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exc: The exception that occurred
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response_time: The response time in milliseconds
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"""
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# Log error in stats
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self.environment.stats.log_error("ERROR", name, str(exc))
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# Log request with error
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self.environment.stats.log_request("ERROR", name, response_time, 0)
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@task(1)
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def run_flow_endpoint(self):
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"""Sends a POST request to the run endpoint using a realistic payload.
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Includes basic error handling.
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"""
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if not self.flow_id:
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msg = "FLOW_ID environment variable is required for load testing"
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raise ValueError(msg)
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endpoint = f"/api/v1/run/{self.flow_id}?stream=false"
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# Realistic payload that exercises the system
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payload = {
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"input_value": (
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"Hey, Could you check https://docs.langflow.org for me? Later, could you calculate 1390 / 192 ?"
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),
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"output_type": "chat",
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"input_type": "chat",
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"tweaks": {},
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}
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headers = {
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"Content-Type": "application/json",
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"x-api-key": os.getenv("API_KEY"),
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"Accept": "application/json",
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}
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start_time = time.time()
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try:
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with self.client.post(
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endpoint, json=payload, headers=headers, catch_response=True, timeout=self.connection_timeout
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) as response:
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response_time = (time.time() - start_time) * 1000
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if response.status_code == HTTPStatus.OK:
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try:
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self._last_response = response.json()
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except ValueError as e:
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response.failure("Invalid JSON response")
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self.log_error(endpoint, e, response_time)
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else:
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error_text = response.text or "No response text"
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error_msg = f"Unexpected status code: {response.status_code}, Response: {error_text[:200]}"
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response.failure(error_msg)
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self.log_error(endpoint, Exception(error_msg), response_time)
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except Exception as e: # noqa: BLE001
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response_time = (time.time() - start_time) * 1000
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self.log_error(endpoint, e, response_time)
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response.failure(f"Error: {e}")
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|
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349
uv.lock
generated
349
uv.lock
generated
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|
@ -2,7 +2,8 @@ version = 1
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requires-python = ">=3.10, <3.13"
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resolution-markers = [
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"python_full_version < '3.11'",
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"python_full_version == '3.11.*'",
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"python_full_version > '3.11' and python_full_version < '3.12'",
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"python_full_version == '3.11'",
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"python_full_version >= '3.12' and python_full_version < '3.12.4'",
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"python_full_version >= '3.12.4'",
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]
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|
|
@ -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 = "https://files.pythonhosted.org/packages/21/28/9b3f50ce0e048515135495f198351908d99540d69bfdc8c1d15b73dc55ce/blinker-1.9.0.tar.gz", hash = "sha256:b4ce2265a7abece45e7cc896e98dbebe6cead56bcf805a3d23136d145f5445bf", size = 22460 }
|
||||
wheels = [
|
||||
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]
|
||||
|
||||
[[package]]
|
||||
name = "zstandard"
|
||||
version = "0.23.0"
|
||||
|
|
|
|||
Loading…
Add table
Add a link
Reference in a new issue