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feat: support custom task runner #2407

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Dec 8, 2024
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26 changes: 26 additions & 0 deletions .github/workflows/experiment-runner.yml
Original file line number Diff line number Diff line change
@@ -0,0 +1,26 @@
name: Experiment Runner

on:
workflow_dispatch:

concurrency:
group: experiment-runner-${{ github.ref }}
cancel-in-progress: true

jobs:
experiment-runner-1-gpu:
if: github.repository == 'sgl-project/sglang' || github.event_name == 'pull_request'
runs-on: 1-gpu-runner
steps:
- name: Checkout code
uses: actions/checkout@v3

- name: Install dependencies
run: |
bash scripts/ci_install_dependency.sh

- name: Test experiment runner
timeout-minutes: 10
run: |
cd test/srt
python3 experiment_runner.py --config configs/sharegpt_config.yaml
7 changes: 7 additions & 0 deletions test/srt/configs/sharegpt_config.yaml
Original file line number Diff line number Diff line change
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tasks:
- name: sglang-benchmark
server_cmd: python3 -m sglang.launch_server --model-path meta-llama/Llama-3.1-8B-Instruct --disable-radix-cache
client_cmd: python3 -m sglang.bench_serving --backend sglang --dataset-name sharegpt --request-rate 16
- name: vllm-benchmark
server_cmd: python3 -m vllm.entrypoints.openai.api_server --model meta-llama/Llama-3.1-8B-Instruct --disable-log-requests
client_cmd: python3 -m sglang.bench_serving --backend vllm --dataset-name sharegpt --request-rate 16
359 changes: 359 additions & 0 deletions test/srt/experiment_runner.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,359 @@
import argparse
import logging
import os
import queue
import re
import subprocess
import threading
import time
from dataclasses import dataclass
from datetime import datetime
from pathlib import Path
from typing import Dict, List, Optional, Tuple

import psutil
import requests
import yaml


@dataclass
class ServerConfig:
command: str
process_names: List[str]
default_port: int


@dataclass
class TaskConfig:
server_cmd: str
client_cmd: str
name: Optional[str] = None
server_type: Optional[str] = None


@dataclass
class TaskResult:
name: str
success: bool
output: str
runtime: float
timestamp: str


SERVER_DEFAULTS = {
"sglang": ServerConfig(
command="sglang.launch_server",
process_names=["sglang.launch_server"],
default_port=30000,
),
"vllm": ServerConfig(
command="vllm.entrypoints.openai.api_server",
process_names=["vllm.entrypoints.openai.api_server"],
default_port=8000,
),
}


def parse_key_info(output: str) -> str:
"""Extract and format key information from the output"""
key_info = []

# Extract Args namespace
args_match = re.search(r"Namespace\(.*?\)", output, re.DOTALL)
if args_match:
key_info.append(args_match.group(0))

# Extract input/output token counts
token_matches = re.findall(r"#(Input|Output) tokens: \d+", output)
key_info.extend(token_matches)

# Extract benchmark result section
result_match = re.search(
r"============ Serving Benchmark Result ============.*?={50,}",
output,
re.DOTALL,
)
if result_match:
key_info.append(result_match.group(0))

return "\n\n".join(key_info)


def extract_port_from_command(cmd: str, server_type: str) -> int:
port_match = re.search(r"--port[= ](\d+)", cmd)
if port_match:
return int(port_match.group(1))
return SERVER_DEFAULTS.get(server_type, ServerConfig("", [], 8000)).default_port


def detect_server_type(cmd: str) -> str:
for server_type, config in SERVER_DEFAULTS.items():
if config.command in cmd:
return server_type
return "unknown"


def stream_output(
process: subprocess.Popen, prefix: str, logger: logging.Logger
) -> queue.Queue:
output_queue = queue.Queue()

def stream_pipe(pipe, prefix):
for line in iter(pipe.readline, ""):
if prefix == "CLIENT":
output_queue.put(line.rstrip())
logger.debug(f"{prefix} | {line.rstrip()}")

stdout_thread = threading.Thread(
target=stream_pipe, args=(process.stdout, prefix), daemon=True
)
stderr_thread = threading.Thread(
target=stream_pipe, args=(process.stderr, prefix), daemon=True
)

stdout_thread.start()
stderr_thread.start()
return output_queue, (stdout_thread, stderr_thread)


class ProcessManager:
def __init__(self):
self.server_process: Optional[subprocess.Popen] = None
self.client_process: Optional[subprocess.Popen] = None
self.logger = logging.getLogger(__name__)

def start_process(
self, command: str, prefix: str
) -> Tuple[subprocess.Popen, queue.Queue]:
process = subprocess.Popen(
command,
shell=True,
stdout=subprocess.PIPE,
stderr=subprocess.PIPE,
text=True,
bufsize=1,
)

output_queue, threads = stream_output(process, prefix, self.logger)
return process, output_queue, threads

def kill_process_tree(self, process: subprocess.Popen):
try:
parent = psutil.Process(process.pid)
children = parent.children(recursive=True)

for child in children:
try:
child.kill()
except psutil.NoSuchProcess:
pass

parent.kill()
gone, alive = psutil.wait_procs(children + [parent], timeout=3)

for p in alive:
try:
p.kill()
except psutil.NoSuchProcess:
pass

except psutil.NoSuchProcess:
pass

def cleanup(self, process_names: List[str]):
if self.client_process:
self.kill_process_tree(self.client_process)
self.client_process = None

if self.server_process:
self.kill_process_tree(self.server_process)
self.server_process = None

for proc in psutil.process_iter(["pid", "name", "cmdline"]):
try:
cmdline = " ".join(proc.cmdline())
if any(name in cmdline for name in process_names):
proc.kill()
except (psutil.NoSuchProcess, psutil.AccessDenied):
continue


class ExperimentRunner:
def __init__(self):
self.process_manager = ProcessManager()
self.logger = logging.getLogger(__name__)

def wait_for_server(self, port: int, timeout: int = 300) -> bool:
start_time = time.time()

while time.time() - start_time < timeout:
try:
response = requests.get(f"http://localhost:{port}/health")
if response.status_code == 200:
self.logger.debug(f"Server ready on port {port}")
return True
except requests.RequestException:
time.sleep(2)
return False

def run_task(self, config: TaskConfig) -> TaskResult:
start_time = time.time()
client_output = []

try:
if not config.server_type:
config.server_type = detect_server_type(config.server_cmd)

server_config = SERVER_DEFAULTS.get(config.server_type)
if not server_config:
raise ValueError(f"Unknown server type: {config.server_type}")

port = extract_port_from_command(config.server_cmd, config.server_type)

self.process_manager.cleanup(server_config.process_names)

self.logger.debug(f"Starting server: {config.name}")
self.process_manager.server_process, _, server_threads = (
self.process_manager.start_process(config.server_cmd, "SERVER")
)

if not self.wait_for_server(port):
raise TimeoutError("Server startup timeout")

time.sleep(10)

self.logger.debug("Starting client")
self.process_manager.client_process, output_queue, client_threads = (
self.process_manager.start_process(config.client_cmd, "CLIENT")
)

returncode = self.process_manager.client_process.wait()

while True:
try:
line = output_queue.get_nowait()
client_output.append(line)
except queue.Empty:
break

if returncode != 0:
raise RuntimeError(f"Client failed with code {returncode}")

# Parse and format the output
full_output = "\n".join(client_output)
formatted_output = parse_key_info(full_output)

return TaskResult(
name=config.name,
success=True,
output=formatted_output,
runtime=time.time() - start_time,
timestamp=datetime.now().isoformat(),
)

except Exception as e:
return TaskResult(
name=config.name,
success=False,
output=str(e),
runtime=time.time() - start_time,
timestamp=datetime.now().isoformat(),
)

finally:
if config.server_type in SERVER_DEFAULTS:
self.process_manager.cleanup(
SERVER_DEFAULTS[config.server_type].process_names
)
time.sleep(10)


def load_config(config_path: str) -> List[TaskConfig]:
with open(config_path, "r") as f:
config_data = yaml.safe_load(f)

configs = []
for idx, entry in enumerate(config_data.get("tasks", [])):
if not isinstance(entry, dict):
raise ValueError(f"Invalid entry at index {idx}")

config = TaskConfig(
server_cmd=entry.get("server_cmd"),
client_cmd=entry.get("client_cmd"),
name=entry.get("name", f"task-{idx+1}"),
server_type=entry.get("server_type"),
)

if not config.server_cmd or not config.client_cmd:
raise ValueError(f"Missing commands in {config.name}")

configs.append(config)

return configs


def setup_logging(debug: bool = False):
level = logging.DEBUG if debug else logging.INFO
logging.basicConfig(
level=level,
format="%(asctime)s - %(levelname)s - %(message)s",
handlers=[logging.StreamHandler(), logging.FileHandler("experiment.log")],
)


def format_results(results: List[TaskResult]) -> str:
"""Format experiment results in Markdown for GitHub step summary."""
output = ["# Experiment Results\n"]

for result in results:
output.append(f"## {result.name}")
output.append(f"**Status**: {'✅ Success' if result.success else '❌ Failed'}")
output.append(f"**Runtime**: {result.runtime:.2f} seconds")
output.append(f"**Timestamp**: {result.timestamp}")
output.append("\n**Output**:\n```")
output.append(result.output)
output.append("```\n")

return "\n".join(output)


def write_in_github_step_summary(results: List[TaskResult]):
"""Write formatted results to GitHub step summary."""
if not os.environ.get("GITHUB_STEP_SUMMARY"):
logging.warning("GITHUB_STEP_SUMMARY environment variable not set")
return

formatted_content = format_results(results)
with open(os.environ["GITHUB_STEP_SUMMARY"], "a") as f:
f.write(formatted_content)


def main():
parser = argparse.ArgumentParser(description="Experiment Runner")
parser.add_argument(
"--config", type=str, required=True, help="Path to YAML config file"
)
parser.add_argument("--debug", action="store_true", help="Enable debug output")
args = parser.parse_args()

setup_logging(args.debug)
logger = logging.getLogger(__name__)
results = []

try:
configs = load_config(args.config)
runner = ExperimentRunner()

for config in configs:
logger.info(f"Running {config.name}")
result = runner.run_task(config)
results.append(result)

write_in_github_step_summary(results)
except Exception as e:
logger.error(f"Error: {e}")
raise


if __name__ == "__main__":
main()
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