Add stress test workflow (#13937)
Co-authored-by: Liangsheng Yin <hnyls2002@gmail.com>
This commit is contained in:
44
.github/workflows/stress-test.yml
vendored
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44
.github/workflows/stress-test.yml
vendored
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@@ -0,0 +1,44 @@
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name: Stress Test
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on:
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workflow_dispatch:
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inputs:
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num_prompts:
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description: 'Number of prompts per model'
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required: true
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default: '50000'
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type: string
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duration_minutes:
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description: 'Timeout per model in minutes'
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required: true
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default: '45'
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type: string
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jobs:
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stress-test:
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if: github.repository == 'sgl-project/sglang'
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runs-on: 8-gpu-h200
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steps:
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- name: Checkout code
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uses: actions/checkout@v4
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- name: Install dependencies
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run: |
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bash scripts/ci/ci_install_dependency.sh
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- name: Run stress tests
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timeout-minutes: 210
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env:
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NUM_PROMPTS: ${{ inputs.num_prompts }}
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DURATION_MINUTES: ${{ inputs.duration_minutes }}
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run: |
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cd test
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python3 run_suite.py --hw cuda --suite stress
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- name: Upload results
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if: always()
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uses: actions/upload-artifact@v4
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with:
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name: stress-test-results
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path: |
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stress_test_*.jsonl
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224
python/sglang/test/ci/ci_stress_utils.py
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224
python/sglang/test/ci/ci_stress_utils.py
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"""Utilities for running stress tests with bench_serving."""
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import subprocess
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from typing import List, Optional
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from sglang.srt.utils import kill_process_tree
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from sglang.test.test_utils import (
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DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
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is_in_ci,
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popen_launch_server,
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write_github_step_summary,
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)
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class StressTestRunner:
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"""Helper class for running stress tests with bench_serving.
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This class encapsulates common patterns for stress testing, including:
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- Server launch and cleanup
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- Stress test command construction and execution
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- Result collection and reporting
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"""
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def __init__(
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self,
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test_name: str,
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base_url: str,
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num_prompts: int = 50000,
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duration_minutes: int = 45,
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):
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"""Initialize the stress test runner.
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Args:
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test_name: Name of the test (used for reporting)
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base_url: Base URL for the server
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num_prompts: Number of prompts to send (default: 50000)
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duration_minutes: Timeout in minutes (default: 45)
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"""
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self.test_name = test_name
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self.base_url = base_url
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self.num_prompts = num_prompts
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self.duration_minutes = duration_minutes
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self.full_report = f"## {test_name}\n"
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def build_stress_test_command(
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self,
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model_path: str,
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random_input_len: int,
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random_output_len: int,
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output_file: str,
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random_range_ratio: float = 0.2,
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extra_args: Optional[List[str]] = None,
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) -> List[str]:
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"""Build the bench_serving stress test command.
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Args:
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model_path: Path to the model
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random_input_len: Random input length
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random_output_len: Random output length
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output_file: Output JSONL file path
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random_range_ratio: Random range ratio (default: 0.2)
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extra_args: Optional extra arguments
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Returns:
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List of command arguments ready for subprocess.run()
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"""
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command = [
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"python3",
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"-m",
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"sglang.bench_serving",
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"--backend",
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"sglang-oai",
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"--base-url",
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self.base_url,
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"--dataset-name",
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"random",
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"--random-input-len",
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str(random_input_len),
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"--random-output-len",
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str(random_output_len),
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"--random-range-ratio",
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str(random_range_ratio),
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"--num-prompts",
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str(self.num_prompts),
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"--output-file",
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output_file,
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]
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if extra_args:
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command.extend(extra_args)
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return command
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def run_stress_test_command(
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self, command: List[str], timeout_minutes: Optional[int] = None
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) -> subprocess.CompletedProcess:
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"""Execute the stress test command with timeout.
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Args:
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command: Command to execute
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timeout_minutes: Timeout in minutes (uses class default if None)
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Returns:
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CompletedProcess result
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"""
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timeout = (timeout_minutes or self.duration_minutes) * 60
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print(f"Running stress test command (timeout: {timeout}s):")
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print(f" {' '.join(command)}")
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result = subprocess.run(
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command, capture_output=True, text=True, timeout=timeout
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)
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if result.returncode != 0:
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print(f"Error running stress test:")
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print(result.stderr)
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raise RuntimeError(
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f"Stress test failed with return code {result.returncode}"
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)
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return result
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def run_stress_test_for_model(
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self,
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model_path: str,
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random_input_len: int,
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random_output_len: int,
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output_file: str,
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server_args: Optional[List[str]] = None,
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extra_bench_args: Optional[List[str]] = None,
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timeout_minutes: Optional[int] = None,
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) -> bool:
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"""Run a complete stress test for a single model with server management.
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This method handles:
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- Server launch and cleanup
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- Stress test command construction and execution
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- Error handling and reporting
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Args:
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model_path: Path to the model
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random_input_len: Random input length
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random_output_len: Random output length
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output_file: Output JSONL file path
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server_args: Arguments to pass to server launch
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extra_bench_args: Extra arguments for bench_serving
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timeout_minutes: Timeout in minutes (uses class default if None)
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Returns:
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True if successful, False otherwise
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"""
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print(f"\n{'='*60}")
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print(f"Starting stress test for: {model_path}")
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print(f"Input length: {random_input_len}")
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print(f"Output length: {random_output_len}")
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print(f"Num prompts: {self.num_prompts}")
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print(f"{'='*60}\n")
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# Launch server
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process = popen_launch_server(
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model=model_path,
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base_url=self.base_url,
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other_args=server_args or [],
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timeout=DEFAULT_TIMEOUT_FOR_SERVER_LAUNCH,
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)
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try:
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# Build and run stress test command
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command = self.build_stress_test_command(
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model_path,
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random_input_len,
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random_output_len,
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output_file,
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extra_args=extra_bench_args,
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)
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self.run_stress_test_command(command, timeout_minutes)
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print(f"\nStress test completed successfully for {model_path}")
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self._add_success_to_report(model_path, random_input_len, random_output_len)
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return True
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except Exception as e:
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print(f"\nStress test failed for {model_path}: {e}")
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self._add_failure_to_report(model_path, str(e))
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return False
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finally:
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# Always clean up server process
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print(f"Cleaning up server process...")
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kill_process_tree(process.pid)
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def _add_success_to_report(
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self, model_path: str, input_len: int, output_len: int
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) -> None:
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"""Add success entry to report."""
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model_name = model_path.split("/")[-1]
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self.full_report += f"### {model_name} - Success\n"
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self.full_report += f"- Model: `{model_path}`\n"
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self.full_report += f"- Input Length: {input_len}\n"
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self.full_report += f"- Output Length: {output_len}\n"
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self.full_report += f"- Num Prompts: {self.num_prompts}\n"
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self.full_report += f"- Status: **PASSED**\n\n"
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def _add_failure_to_report(self, model_path: str, error: str) -> None:
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"""Add failure entry to report."""
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model_name = model_path.split("/")[-1]
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self.full_report += f"### {model_name} - Failure\n"
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self.full_report += f"- Model: `{model_path}`\n"
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self.full_report += f"- Status: **FAILED**\n"
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self.full_report += f"- Error: {error}\n\n"
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def write_final_report(self) -> None:
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"""Write the final report to GitHub summary if in CI."""
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if is_in_ci():
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write_github_step_summary(self.full_report)
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def get_full_report(self) -> str:
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"""Get the accumulated full report.
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Returns:
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The full markdown report as a string
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"""
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return self.full_report
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51
test/registered/stress/test_stress_deepseek_v3.py
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51
test/registered/stress/test_stress_deepseek_v3.py
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"""Stress test for DeepSeek-V3 model."""
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import os
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import unittest
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from sglang.test.ci.ci_register import register_cuda_ci
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from sglang.test.ci.ci_stress_utils import StressTestRunner
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from sglang.test.test_utils import DEFAULT_URL_FOR_TEST
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MODEL_PATH = "deepseek-ai/DeepSeek-V3"
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RANDOM_INPUT_LEN = 16384
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RANDOM_OUTPUT_LEN = 1024
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OUTPUT_FILE = "stress_test_deepseek_v3.jsonl"
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# Register for CI - estimated 45 minutes
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register_cuda_ci(est_time=2700, suite="stress")
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class TestStressDeepSeekV3(unittest.TestCase):
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@classmethod
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def setUpClass(cls):
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cls.model = MODEL_PATH
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cls.base_url = DEFAULT_URL_FOR_TEST
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cls.num_prompts = int(os.environ.get("NUM_PROMPTS", "50000"))
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cls.duration_minutes = int(os.environ.get("DURATION_MINUTES", "45"))
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cls.runner = StressTestRunner(
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test_name="DeepSeek-V3 Stress Test",
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base_url=cls.base_url,
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num_prompts=cls.num_prompts,
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duration_minutes=cls.duration_minutes,
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)
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def test_stress_deepseek_v3(self):
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try:
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success = self.runner.run_stress_test_for_model(
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model_path=self.model,
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random_input_len=RANDOM_INPUT_LEN,
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random_output_len=RANDOM_OUTPUT_LEN,
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output_file=OUTPUT_FILE,
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server_args=["--tp", "8", "--trust-remote-code"],
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)
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self.assertTrue(success, f"Stress test failed for {self.model}")
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finally:
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self.runner.write_final_report()
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if __name__ == "__main__":
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unittest.main()
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51
test/registered/stress/test_stress_glm_4_6.py
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51
test/registered/stress/test_stress_glm_4_6.py
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"""Stress test for GLM-4.6 model."""
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import os
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import unittest
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from sglang.test.ci.ci_register import register_cuda_ci
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from sglang.test.ci.ci_stress_utils import StressTestRunner
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from sglang.test.test_utils import DEFAULT_URL_FOR_TEST
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MODEL_PATH = "zai-org/GLM-4.6"
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RANDOM_INPUT_LEN = 4096
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RANDOM_OUTPUT_LEN = 512
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OUTPUT_FILE = "stress_test_glm_4_6.jsonl"
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# Register for CI - estimated 45 minutes
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register_cuda_ci(est_time=2700, suite="stress")
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class TestStressGLM46(unittest.TestCase):
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@classmethod
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def setUpClass(cls):
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cls.model = MODEL_PATH
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cls.base_url = DEFAULT_URL_FOR_TEST
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cls.num_prompts = int(os.environ.get("NUM_PROMPTS", "50000"))
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cls.duration_minutes = int(os.environ.get("DURATION_MINUTES", "45"))
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cls.runner = StressTestRunner(
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test_name="GLM-4.6 Stress Test",
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base_url=cls.base_url,
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num_prompts=cls.num_prompts,
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duration_minutes=cls.duration_minutes,
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)
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def test_stress_glm_4_6(self):
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try:
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success = self.runner.run_stress_test_for_model(
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model_path=self.model,
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random_input_len=RANDOM_INPUT_LEN,
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random_output_len=RANDOM_OUTPUT_LEN,
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output_file=OUTPUT_FILE,
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server_args=["--tp", "8", "--trust-remote-code"],
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)
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self.assertTrue(success, f"Stress test failed for {self.model}")
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finally:
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self.runner.write_final_report()
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if __name__ == "__main__":
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unittest.main()
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59
test/registered/stress/test_stress_kimi_k2.py
Normal file
59
test/registered/stress/test_stress_kimi_k2.py
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@@ -0,0 +1,59 @@
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"""Stress test for Kimi-K2-Thinking model."""
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import os
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import unittest
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from sglang.test.ci.ci_register import register_cuda_ci
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from sglang.test.ci.ci_stress_utils import StressTestRunner
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from sglang.test.test_utils import DEFAULT_URL_FOR_TEST
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MODEL_PATH = "moonshotai/Kimi-K2-Thinking"
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RANDOM_INPUT_LEN = 4096
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RANDOM_OUTPUT_LEN = 512
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OUTPUT_FILE = "stress_test_kimi_k2.jsonl"
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# Register for CI - estimated 45 minutes
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register_cuda_ci(est_time=2700, suite="stress")
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class TestStressKimiK2(unittest.TestCase):
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@classmethod
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def setUpClass(cls):
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cls.model = MODEL_PATH
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cls.base_url = DEFAULT_URL_FOR_TEST
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cls.num_prompts = int(os.environ.get("NUM_PROMPTS", "50000"))
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cls.duration_minutes = int(os.environ.get("DURATION_MINUTES", "45"))
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cls.runner = StressTestRunner(
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test_name="Kimi-K2-Thinking Stress Test",
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base_url=cls.base_url,
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num_prompts=cls.num_prompts,
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duration_minutes=cls.duration_minutes,
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)
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def test_stress_kimi_k2(self):
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try:
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success = self.runner.run_stress_test_for_model(
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model_path=self.model,
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random_input_len=RANDOM_INPUT_LEN,
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random_output_len=RANDOM_OUTPUT_LEN,
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output_file=OUTPUT_FILE,
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server_args=[
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"--tp",
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"8",
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"--trust-remote-code",
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"--tool-call-parser",
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"kimi_k2",
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"--reasoning-parser",
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"kimi_k2",
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],
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)
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self.assertTrue(success, f"Stress test failed for {self.model}")
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finally:
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self.runner.write_final_report()
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if __name__ == "__main__":
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unittest.main()
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51
test/registered/stress/test_stress_qwen3_235b.py
Normal file
51
test/registered/stress/test_stress_qwen3_235b.py
Normal file
@@ -0,0 +1,51 @@
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"""Stress test for Qwen3-235B model."""
|
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|
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import os
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import unittest
|
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|
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from sglang.test.ci.ci_register import register_cuda_ci
|
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from sglang.test.ci.ci_stress_utils import StressTestRunner
|
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from sglang.test.test_utils import DEFAULT_URL_FOR_TEST
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MODEL_PATH = "Qwen/Qwen3-235B-A22B-Instruct-2507"
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RANDOM_INPUT_LEN = 4096
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RANDOM_OUTPUT_LEN = 512
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OUTPUT_FILE = "stress_test_qwen3_235b.jsonl"
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# Register for CI - estimated 45 minutes
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register_cuda_ci(est_time=2700, suite="stress")
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|
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class TestStressQwen3235B(unittest.TestCase):
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@classmethod
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def setUpClass(cls):
|
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cls.model = MODEL_PATH
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cls.base_url = DEFAULT_URL_FOR_TEST
|
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cls.num_prompts = int(os.environ.get("NUM_PROMPTS", "50000"))
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cls.duration_minutes = int(os.environ.get("DURATION_MINUTES", "45"))
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cls.runner = StressTestRunner(
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test_name="Qwen3-235B Stress Test",
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base_url=cls.base_url,
|
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num_prompts=cls.num_prompts,
|
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duration_minutes=cls.duration_minutes,
|
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)
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def test_stress_qwen3_235b(self):
|
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try:
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success = self.runner.run_stress_test_for_model(
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model_path=self.model,
|
||||
random_input_len=RANDOM_INPUT_LEN,
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||||
random_output_len=RANDOM_OUTPUT_LEN,
|
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output_file=OUTPUT_FILE,
|
||||
server_args=["--tp", "8", "--trust-remote-code"],
|
||||
)
|
||||
|
||||
self.assertTrue(success, f"Stress test failed for {self.model}")
|
||||
|
||||
finally:
|
||||
self.runner.write_final_report()
|
||||
|
||||
|
||||
if __name__ == "__main__":
|
||||
unittest.main()
|
||||
Reference in New Issue
Block a user