|
| 1 | +""" |
| 2 | +Test metrics collection functionality |
| 3 | +""" |
| 4 | + |
| 5 | +import time |
| 6 | + |
| 7 | +import pytest |
| 8 | + |
| 9 | +from verifiers_monitor.core.collectors import MetricsCollector |
| 10 | + |
| 11 | + |
| 12 | +def test_metrics_collector_creation(sqlite_storage): |
| 13 | + """Test metrics collector creation""" |
| 14 | + collector = MetricsCollector(sqlite_storage) |
| 15 | + |
| 16 | + assert collector.storage == sqlite_storage |
| 17 | + assert collector._evaluation_count == 0 |
| 18 | + |
| 19 | + |
| 20 | +def test_training_step_collection(sqlite_storage): |
| 21 | + """Test training step metrics collection""" |
| 22 | + collector = MetricsCollector(sqlite_storage) |
| 23 | + |
| 24 | + # Collect training metrics |
| 25 | + metrics = {"step": 1, "loss": 2.5, "compute_time": 0.1, "timestamp": time.time()} |
| 26 | + |
| 27 | + collector.collect_training_step(metrics) |
| 28 | + |
| 29 | + # Verify storage |
| 30 | + stored_data = sqlite_storage.get_recent("training_step") |
| 31 | + assert len(stored_data) == 1 |
| 32 | + assert stored_data[0]["step"] == 1 |
| 33 | + assert stored_data[0]["loss"] == 2.5 |
| 34 | + |
| 35 | + |
| 36 | +def test_evaluation_session(sqlite_storage): |
| 37 | + """Test evaluation session management""" |
| 38 | + collector = MetricsCollector(sqlite_storage) |
| 39 | + |
| 40 | + # Start evaluation session |
| 41 | + collector.start_evaluation_session("test_model", 10) |
| 42 | + |
| 43 | + # Verify session started |
| 44 | + session_data = sqlite_storage.get_recent("evaluation_session") |
| 45 | + assert len(session_data) == 1 |
| 46 | + assert session_data[0]["model"] == "test_model" |
| 47 | + assert session_data[0]["num_examples"] == 10 |
| 48 | + |
| 49 | + |
| 50 | +def test_rollout_collection(sqlite_storage): |
| 51 | + """Test rollout metrics collection""" |
| 52 | + collector = MetricsCollector(sqlite_storage) |
| 53 | + |
| 54 | + # Start session first |
| 55 | + collector.start_evaluation_session("test_model", 3) |
| 56 | + |
| 57 | + # Collect rollout data |
| 58 | + rollout_data = { |
| 59 | + "prompt": "test prompt", |
| 60 | + "completion": "test completion", |
| 61 | + "reward": 0.8, |
| 62 | + "rollout_time": 0.05, |
| 63 | + } |
| 64 | + |
| 65 | + collector.collect_rollout(rollout_data) |
| 66 | + |
| 67 | + # Verify storage |
| 68 | + stored_data = sqlite_storage.get_recent("rollout") |
| 69 | + assert len(stored_data) == 1 |
| 70 | + assert stored_data[0]["reward"] == 0.8 |
| 71 | + assert stored_data[0]["example_number"] == 1 |
| 72 | + |
| 73 | + |
| 74 | +def test_advantages_collection(sqlite_storage): |
| 75 | + """Test advantages metrics collection""" |
| 76 | + collector = MetricsCollector(sqlite_storage) |
| 77 | + |
| 78 | + # Mock advantages with statistics |
| 79 | + advantages = {"mean": 0.1, "std": 0.2, "min": -0.1, "max": 0.3} |
| 80 | + |
| 81 | + metrics = { |
| 82 | + "step": 1, |
| 83 | + "loss": 2.0, |
| 84 | + "advantages": advantages, |
| 85 | + "timestamp": time.time(), |
| 86 | + } |
| 87 | + |
| 88 | + collector.collect_training_step(metrics) |
| 89 | + |
| 90 | + # Verify advantages are stored |
| 91 | + stored_data = sqlite_storage.get_recent("training_step") |
| 92 | + assert stored_data[0]["advantages_mean"] == 0.1 |
| 93 | + assert stored_data[0]["advantages_std"] == 0.2 |
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