Local changes: Updated model training, removed debug instrumentation, and configuration improvements

tests/utils/helpers.py

@@ -0,0 +1,26 @@
+"""Test helper functions."""
+
+import pandas as pd
+from datetime import datetime, timedelta
+
+
+def create_sample_ohlcv(periods: int = 100) -> pd.DataFrame:
+    """Create sample OHLCV data."""
+    dates = pd.date_range(start=datetime.now() - timedelta(hours=periods), periods=periods, freq='1H')
+    return pd.DataFrame({
+        'timestamp': dates,
+        'open': [100 + i * 0.1 for i in range(periods)],
+        'high': [101 + i * 0.1 for i in range(periods)],
+        'low': [99 + i * 0.1 for i in range(periods)],
+        'close': [100.5 + i * 0.1 for i in range(periods)],
+        'volume': [1000.0] * periods
+    })
+
+
+def assert_decimal_equal(actual, expected, places=2):
+    """Assert two decimals are equal within places."""
+    from decimal import Decimal
+    actual_decimal = Decimal(str(actual)).quantize(Decimal('0.01'))
+    expected_decimal = Decimal(str(expected)).quantize(Decimal('0.01'))
+    assert actual_decimal == expected_decimal
+