|
| 1 | +"""Integration tests for evalwire.runner.ExperimentRunner. |
| 2 | +
|
| 3 | +These tests run against a real in-memory Phoenix instance and verify the |
| 4 | +full experiment lifecycle: dataset lookup, task execution, evaluator scoring, |
| 5 | +and result retrieval. |
| 6 | +""" |
| 7 | + |
| 8 | +from __future__ import annotations |
| 9 | + |
| 10 | +import textwrap |
| 11 | +import uuid |
| 12 | +from pathlib import Path |
| 13 | + |
| 14 | +import pandas as pd |
| 15 | +import pytest |
| 16 | + |
| 17 | +from evalwire.runner import ExperimentRunner |
| 18 | + |
| 19 | +pytestmark = pytest.mark.integration |
| 20 | + |
| 21 | + |
| 22 | +def _create_dataset(phoenix_client, name: str) -> None: |
| 23 | + """Create a minimal Phoenix dataset with the given name.""" |
| 24 | + df = pd.DataFrame( |
| 25 | + { |
| 26 | + "user_query": ["find parks", "find trails"], |
| 27 | + "expected_output": ["park-url", "trail-url"], |
| 28 | + } |
| 29 | + ) |
| 30 | + phoenix_client.datasets.create_dataset( |
| 31 | + dataframe=df, |
| 32 | + name=name, |
| 33 | + input_keys=["user_query"], |
| 34 | + output_keys=["expected_output"], |
| 35 | + ) |
| 36 | + |
| 37 | + |
| 38 | +_DEFAULT_EVALUATOR = { |
| 39 | + "check_output": """\ |
| 40 | + def check_output(output, expected): |
| 41 | + return 1.0 if output else 0.0 |
| 42 | + """, |
| 43 | +} |
| 44 | + |
| 45 | + |
| 46 | +def _make_experiment( |
| 47 | + base: Path, |
| 48 | + name: str, |
| 49 | + task_body: str = "async def task(example): return 'result'", |
| 50 | + evaluators: dict[str, str] | None = None, |
| 51 | +) -> None: |
| 52 | + """Create an experiment directory matching a dataset name.""" |
| 53 | + exp_dir = base / name |
| 54 | + exp_dir.mkdir(parents=True, exist_ok=True) |
| 55 | + (exp_dir / "task.py").write_text(textwrap.dedent(task_body)) |
| 56 | + for ev_name, ev_body in (evaluators or _DEFAULT_EVALUATOR).items(): |
| 57 | + (exp_dir / f"{ev_name}.py").write_text(textwrap.dedent(ev_body)) |
| 58 | + |
| 59 | + |
| 60 | +class TestRunnerLifecycle: |
| 61 | + """Upload datasets, then run experiments against them.""" |
| 62 | + |
| 63 | + def test_dry_run_completes(self, phoenix_client, tmp_path: Path): |
| 64 | + name = f"exp_dry_{uuid.uuid4().hex[:8]}" |
| 65 | + _create_dataset(phoenix_client, name) |
| 66 | + |
| 67 | + base = tmp_path / "experiments" |
| 68 | + base.mkdir() |
| 69 | + _make_experiment(base, name) |
| 70 | + |
| 71 | + runner = ExperimentRunner( |
| 72 | + experiments_dir=base, |
| 73 | + phoenix_client=phoenix_client, |
| 74 | + dry_run=True, |
| 75 | + ) |
| 76 | + results = runner.run() |
| 77 | + assert len(results) == 1 |
| 78 | + |
| 79 | + def test_full_run_returns_experiment_results(self, phoenix_client, tmp_path: Path): |
| 80 | + name = f"exp_full_{uuid.uuid4().hex[:8]}" |
| 81 | + _create_dataset(phoenix_client, name) |
| 82 | + |
| 83 | + base = tmp_path / "experiments" |
| 84 | + base.mkdir() |
| 85 | + _make_experiment(base, name) |
| 86 | + |
| 87 | + runner = ExperimentRunner( |
| 88 | + experiments_dir=base, |
| 89 | + phoenix_client=phoenix_client, |
| 90 | + ) |
| 91 | + results = runner.run() |
| 92 | + assert len(results) == 1 |
| 93 | + |
| 94 | + def test_run_with_evaluator(self, phoenix_client, tmp_path: Path): |
| 95 | + name = f"exp_eval_{uuid.uuid4().hex[:8]}" |
| 96 | + _create_dataset(phoenix_client, name) |
| 97 | + |
| 98 | + base = tmp_path / "experiments" |
| 99 | + base.mkdir() |
| 100 | + _make_experiment( |
| 101 | + base, |
| 102 | + name, |
| 103 | + evaluators={ |
| 104 | + "score": """\ |
| 105 | + def score(output, expected): |
| 106 | + return 0.5 |
| 107 | + """, |
| 108 | + }, |
| 109 | + ) |
| 110 | + |
| 111 | + runner = ExperimentRunner( |
| 112 | + experiments_dir=base, |
| 113 | + phoenix_client=phoenix_client, |
| 114 | + dry_run=True, |
| 115 | + ) |
| 116 | + results = runner.run() |
| 117 | + assert len(results) == 1 |
| 118 | + |
| 119 | + def test_run_with_name_filter(self, phoenix_client, tmp_path: Path): |
| 120 | + name = f"exp_filter_{uuid.uuid4().hex[:8]}" |
| 121 | + _create_dataset(phoenix_client, name) |
| 122 | + |
| 123 | + base = tmp_path / "experiments" |
| 124 | + base.mkdir() |
| 125 | + _make_experiment(base, name) |
| 126 | + |
| 127 | + runner = ExperimentRunner( |
| 128 | + experiments_dir=base, |
| 129 | + phoenix_client=phoenix_client, |
| 130 | + dry_run=True, |
| 131 | + ) |
| 132 | + results = runner.run(names=[name]) |
| 133 | + assert len(results) == 1 |
| 134 | + |
| 135 | + def test_nonexistent_dataset_raises_system_exit( |
| 136 | + self, phoenix_client, tmp_path: Path |
| 137 | + ): |
| 138 | + name = f"exp_missing_{uuid.uuid4().hex[:8]}" |
| 139 | + |
| 140 | + base = tmp_path / "experiments" |
| 141 | + base.mkdir() |
| 142 | + _make_experiment(base, name) |
| 143 | + |
| 144 | + runner = ExperimentRunner( |
| 145 | + experiments_dir=base, |
| 146 | + phoenix_client=phoenix_client, |
| 147 | + ) |
| 148 | + with pytest.raises(SystemExit) as exc_info: |
| 149 | + runner.run() |
| 150 | + assert exc_info.value.code == 1 |
| 151 | + |
| 152 | + def test_concurrent_run(self, phoenix_client, tmp_path: Path): |
| 153 | + name = f"exp_conc_{uuid.uuid4().hex[:8]}" |
| 154 | + _create_dataset(phoenix_client, name) |
| 155 | + |
| 156 | + base = tmp_path / "experiments" |
| 157 | + base.mkdir() |
| 158 | + _make_experiment(base, name) |
| 159 | + |
| 160 | + runner = ExperimentRunner( |
| 161 | + experiments_dir=base, |
| 162 | + phoenix_client=phoenix_client, |
| 163 | + concurrency=2, |
| 164 | + dry_run=True, |
| 165 | + ) |
| 166 | + results = runner.run() |
| 167 | + assert len(results) == 1 |
| 168 | + |
| 169 | + def test_custom_prefix_and_metadata(self, phoenix_client, tmp_path: Path): |
| 170 | + name = f"exp_meta_{uuid.uuid4().hex[:8]}" |
| 171 | + _create_dataset(phoenix_client, name) |
| 172 | + |
| 173 | + base = tmp_path / "experiments" |
| 174 | + base.mkdir() |
| 175 | + _make_experiment(base, name) |
| 176 | + |
| 177 | + runner = ExperimentRunner( |
| 178 | + experiments_dir=base, |
| 179 | + phoenix_client=phoenix_client, |
| 180 | + dry_run=True, |
| 181 | + ) |
| 182 | + results = runner.run( |
| 183 | + experiment_name_prefix="integ", |
| 184 | + metadata={"ci": True}, |
| 185 | + ) |
| 186 | + assert len(results) == 1 |
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