sgl-project--sglang
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173 行
6.2 KiB
Python
173 行
6.2 KiB
Python
import json
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import subprocess
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import tempfile
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import unittest
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from pathlib import Path
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from types import SimpleNamespace
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from unittest.mock import patch
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from sglang.test.ci.ci_register import register_cpu_ci
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from sglang.test.run_eval import _run_sgl_eval
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from sglang.test.test_utils import CustomTestCase
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register_cpu_ci(est_time=5, suite="base-b-test-cpu")
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def _write_fake_metrics(out_parent: Path, eval_name: str, payload: dict) -> None:
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run_dir = out_parent / f"sgl_eval_{eval_name}_20260101-000000"
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run_dir.mkdir(parents=True, exist_ok=True)
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(run_dir / "metrics.json").write_text(json.dumps(payload))
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class TestRunSglEval(CustomTestCase):
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"""sgl-eval is a black box, so these mock subprocess.run and assert the shim
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builds the CLI and parses metrics.json's aggregate.score (not top-level)."""
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def _args(self, out_dir: str, **overrides):
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defaults = dict(
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base_url="http://127.0.0.1:30000",
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model="test-model",
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num_examples=7,
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num_threads=8,
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temperature=0.0,
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sgl_eval_out_dir=out_dir,
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)
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defaults.update(overrides)
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return SimpleNamespace(**defaults)
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def _fake_run_factory(self, out_dir: Path, eval_name: str, payload: dict):
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def fake_run(cmd, **kwargs):
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_write_fake_metrics(out_dir, eval_name, payload)
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return subprocess.CompletedProcess(cmd, 0, stdout="", stderr="")
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return fake_run
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def test_parses_aggregate_score_and_maps_latency(self):
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payload = {
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"name": "gsm8k",
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"model": "test-model",
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"num_examples": 7,
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"n_repeats": 1,
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"latency_seconds": 12.5,
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"output_throughput_tps": 34.0,
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"aggregate": {"score": 0.75, "no_answer": 0.1},
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}
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with tempfile.TemporaryDirectory() as td:
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out_dir = Path(td)
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args = self._args(td)
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with patch(
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"sglang.test.run_eval.subprocess.run",
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side_effect=self._fake_run_factory(out_dir, "gsm8k", payload),
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):
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metrics = _run_sgl_eval("gsm8k", args)
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self.assertAlmostEqual(metrics["score"], 0.75)
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self.assertAlmostEqual(metrics["latency"], 12.5)
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self.assertAlmostEqual(metrics["output_throughput"], 34.0)
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self.assertEqual(metrics["no_answer"], 0.1)
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self.assertTrue(metrics["sgl_eval_metrics_path"].endswith("metrics.json"))
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def test_builds_cli_with_required_flags(self):
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captured = {}
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def fake_run(cmd, **kwargs):
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captured["cmd"] = cmd
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out_dir = Path(captured["cmd"][captured["cmd"].index("--out-dir") + 1])
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_write_fake_metrics(
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out_dir,
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"gsm8k",
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{
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"name": "gsm8k",
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"model": "test-model",
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"latency_seconds": 1.0,
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"output_throughput_tps": 1.0,
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"aggregate": {"score": 0.5},
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},
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)
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return subprocess.CompletedProcess(cmd, 0, stdout="", stderr="")
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with tempfile.TemporaryDirectory() as td:
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args = self._args(td)
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with patch("sglang.test.run_eval.subprocess.run", side_effect=fake_run):
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_run_sgl_eval("gsm8k", args)
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cmd = captured["cmd"]
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self.assertEqual(cmd[0:3], ["sgl-eval", "run", "gsm8k"])
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self.assertIn("--base-url", cmd)
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self.assertIn("http://127.0.0.1:30000/v1", cmd)
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self.assertIn("--model", cmd)
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self.assertIn("test-model", cmd)
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self.assertIn("--num-threads", cmd)
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self.assertIn("8", cmd)
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self.assertIn("--temperature", cmd)
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self.assertIn("0.0", cmd)
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self.assertIn("--num-examples", cmd)
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self.assertIn("7", cmd)
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def test_omits_num_examples_when_none(self):
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captured = {}
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def fake_run(cmd, **kwargs):
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captured["cmd"] = cmd
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out_dir = Path(cmd[cmd.index("--out-dir") + 1])
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_write_fake_metrics(
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out_dir,
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"gsm8k",
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{
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"model": "test-model",
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"latency_seconds": 1.0,
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"output_throughput_tps": 1.0,
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"aggregate": {"score": 0.5},
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},
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)
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return subprocess.CompletedProcess(cmd, 0, stdout="", stderr="")
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with tempfile.TemporaryDirectory() as td:
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args = self._args(td, num_examples=None)
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with patch("sglang.test.run_eval.subprocess.run", side_effect=fake_run):
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_run_sgl_eval("gsm8k", args)
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self.assertNotIn("--num-examples", captured["cmd"])
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def test_raises_on_nonzero_exit(self):
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def fake_run(cmd, **kwargs):
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return subprocess.CompletedProcess(cmd, 2, stdout="", stderr="boom")
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with tempfile.TemporaryDirectory() as td:
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args = self._args(td)
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with patch("sglang.test.run_eval.subprocess.run", side_effect=fake_run):
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with self.assertRaises(RuntimeError) as cm:
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_run_sgl_eval("gsm8k", args)
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self.assertIn("exit code 2", str(cm.exception))
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def test_raises_when_metrics_json_missing(self):
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def fake_run(cmd, **kwargs):
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return subprocess.CompletedProcess(cmd, 0, stdout="", stderr="")
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with tempfile.TemporaryDirectory() as td:
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args = self._args(td)
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with patch("sglang.test.run_eval.subprocess.run", side_effect=fake_run):
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with self.assertRaises(FileNotFoundError):
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_run_sgl_eval("gsm8k", args)
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def test_raises_when_aggregate_score_missing(self):
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payload = {
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"name": "gsm8k",
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"latency_seconds": 1.0,
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"output_throughput_tps": 1.0,
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"aggregate": {"no_answer": 0.5}, # no score key
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}
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with tempfile.TemporaryDirectory() as td:
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out_dir = Path(td)
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args = self._args(td)
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with patch(
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"sglang.test.run_eval.subprocess.run",
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side_effect=self._fake_run_factory(out_dir, "gsm8k", payload),
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):
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with self.assertRaises(KeyError):
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_run_sgl_eval("gsm8k", args)
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if __name__ == "__main__":
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unittest.main()
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