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matches experiment id for all metrics
Browse files- src/trackio.py +4 -4
- src/trainer.py +21 -10
- tests/test_experiment_id_fix.py +123 -0
src/trackio.py
CHANGED
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@@ -61,8 +61,8 @@ def init(
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dataset_repo=dataset_repo
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)
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# Generate experiment ID
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experiment_id = f"
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_monitor.experiment_id = experiment_id
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logger.info(f"Trackio initialized for experiment: {exp_name}")
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@@ -72,8 +72,8 @@ def init(
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except Exception as e:
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logger.error(f"Failed to initialize trackio: {e}")
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# Return a fallback experiment ID
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return f"
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def log(
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metrics: Dict[str, Any],
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dataset_repo=dataset_repo
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)
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# Generate experiment ID - use the same format as our monitoring system
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experiment_id = f"exp_{datetime.now().strftime('%Y%m%d_%H%M%S')}"
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_monitor.experiment_id = experiment_id
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logger.info(f"Trackio initialized for experiment: {exp_name}")
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except Exception as e:
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logger.error(f"Failed to initialize trackio: {e}")
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# Return a fallback experiment ID - use the same format as our monitoring system
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return f"exp_fallback_{datetime.now().strftime('%Y%m%d_%H%M%S')}"
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def log(
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metrics: Dict[str, Any],
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src/trainer.py
CHANGED
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@@ -138,16 +138,27 @@ class SmolLM3Trainer:
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# Initialize trackio for TRL compatibility
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try:
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import trackio
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# Initialize trackio with our configuration
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except Exception as e:
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logger.warning(f"Failed to initialize trackio: {e}")
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logger.info("Continuing without trackio integration")
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# Initialize trackio for TRL compatibility
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try:
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import trackio
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# Initialize trackio with our configuration and use the same experiment ID
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if self.monitor and self.monitor.experiment_id:
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# Use the experiment ID from our monitor
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experiment_id = self.monitor.experiment_id
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logger.info(f"Using existing experiment ID: {experiment_id}")
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else:
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# Initialize trackio with our configuration
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experiment_id = trackio.init(
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project_name=getattr(self.config, 'experiment_name', 'smollm3_experiment'),
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experiment_name=getattr(self.config, 'experiment_name', 'smollm3_experiment'),
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trackio_url=getattr(self.config, 'trackio_url', None),
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trackio_token=getattr(self.config, 'trackio_token', None),
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hf_token=getattr(self.config, 'hf_token', None),
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dataset_repo=getattr(self.config, 'dataset_repo', None)
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)
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logger.info(f"Trackio initialized with experiment ID: {experiment_id}")
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# Update our monitor with the same experiment ID
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if self.monitor:
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self.monitor.experiment_id = experiment_id
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logger.info(f"Updated monitor with experiment ID: {experiment_id}")
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except Exception as e:
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logger.warning(f"Failed to initialize trackio: {e}")
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logger.info("Continuing without trackio integration")
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tests/test_experiment_id_fix.py
ADDED
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@@ -0,0 +1,123 @@
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#!/usr/bin/env python3
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"""
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Test script to verify that both monitoring systems use the same experiment ID format
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"""
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import sys
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import os
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import logging
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# Add the project root to the path
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sys.path.insert(0, os.path.dirname(os.path.dirname(os.path.abspath(__file__))))
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from src.monitoring import SmolLM3Monitor
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from src.trackio import init as trackio_init
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# Setup logging
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logging.basicConfig(level=logging.INFO)
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logger = logging.getLogger(__name__)
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def test_experiment_id_consistency():
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"""Test that both monitoring systems use the same experiment ID format"""
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print("π§ Testing experiment ID consistency...")
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# Test 1: SmolLM3Monitor experiment ID format
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print("\n1οΈβ£ Testing SmolLM3Monitor experiment ID format...")
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monitor = SmolLM3Monitor(
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experiment_name="test_experiment_id_consistency",
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enable_tracking=True
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)
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print(f"SmolLM3Monitor experiment ID: {monitor.experiment_id}")
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if monitor.experiment_id and monitor.experiment_id.startswith('exp_'):
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print("β
SmolLM3Monitor uses correct experiment ID format (exp_)")
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else:
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print("β SmolLM3Monitor uses incorrect experiment ID format")
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return False
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# Test 2: Trackio experiment ID format
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print("\n2οΈβ£ Testing Trackio experiment ID format...")
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trackio_experiment_id = trackio_init(
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project_name="test_experiment_id_consistency",
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experiment_name="test_experiment_id_consistency"
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)
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print(f"Trackio experiment ID: {trackio_experiment_id}")
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if trackio_experiment_id and trackio_experiment_id.startswith('exp_'):
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print("β
Trackio uses correct experiment ID format (exp_)")
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else:
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print("β Trackio uses incorrect experiment ID format")
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return False
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# Test 3: Verify both use the same format
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print("\n3οΈβ£ Testing experiment ID format consistency...")
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if monitor.experiment_id.startswith('exp_') and trackio_experiment_id.startswith('exp_'):
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print("β
Both monitoring systems use the same experiment ID format")
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return True
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else:
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print("β Monitoring systems use different experiment ID formats")
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return False
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def test_monitoring_integration():
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"""Test that both monitoring systems can work together"""
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print("\nπ§ Testing monitoring integration...")
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try:
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# Create monitor
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monitor = SmolLM3Monitor(
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experiment_name="test_monitoring_integration",
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enable_tracking=True
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)
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print(f"β
Monitor created with experiment ID: {monitor.experiment_id}")
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# Initialize trackio with the same experiment ID
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trackio_experiment_id = trackio_init(
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project_name="test_monitoring_integration",
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experiment_name="test_monitoring_integration"
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)
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print(f"β
Trackio initialized with experiment ID: {trackio_experiment_id}")
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# Test logging metrics to both systems
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metrics = {"loss": 1.234, "accuracy": 0.85}
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# Log to monitor
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monitor.log_metrics(metrics, step=100)
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print("β
Metrics logged to monitor")
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# Log to trackio
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from src.trackio import log as trackio_log
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trackio_log(metrics, step=100)
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print("β
Metrics logged to trackio")
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print("π Monitoring integration test passed!")
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return True
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except Exception as e:
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print(f"β Monitoring integration test failed: {e}")
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return False
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if __name__ == "__main__":
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print("π Starting Experiment ID Consistency Tests")
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print("=" * 60)
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# Test 1: Experiment ID format consistency
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format_consistency = test_experiment_id_consistency()
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# Test 2: Monitoring integration
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integration_success = test_monitoring_integration()
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print("\n" + "=" * 60)
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print("π Test Results Summary:")
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print(f"Experiment ID Format Consistency: {'β
PASSED' if format_consistency else 'β FAILED'}")
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print(f"Monitoring Integration: {'β
PASSED' if integration_success else 'β FAILED'}")
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if format_consistency and integration_success:
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print("\nπ All tests passed! Experiment ID conflict is resolved.")
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sys.exit(0)
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else:
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print("\nβ Some tests failed. Please check the errors above.")
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sys.exit(1)
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