""" Test to verify that time shifts preserve time distances between traces and spans. This ensures that when demo data is shifted to present time, all temporal relationships are maintained. """ import datetime import pytest from opik_backend.demo_data_generator import ( calculate_time_shift_to_now, apply_time_shift, ) from opik_backend.demo_data import ( demo_traces, demo_spans, ) class TestTimeShiftDistances: """Test suite for validating time shift distance preservation.""" def test_demo_data_time_distances_preserved(self): """ Verify that demo traces and demo spans maintain their time distances after being shifted to present time. """ # Calculate time shift from traces only time_shift = calculate_time_shift_to_now(demo_traces) # Calculate original time distances demo_trace_times = [(t['start_time'], t['end_time']) for t in demo_traces] demo_span_times = [(s['start_time'], s['end_time']) for s in demo_spans] # Get earliest and latest times before shift earliest_trace = min(demo_traces, key=lambda t: t['start_time'])['start_time'] latest_trace = max(demo_traces, key=lambda t: t['end_time'])['end_time'] original_trace_distance = (latest_trace - earliest_trace).total_seconds() # Apply shift shifted_trace_times = [(apply_time_shift(s, time_shift), apply_time_shift(e, time_shift)) for s, e in demo_trace_times] shifted_span_times = [(apply_time_shift(s, time_shift), apply_time_shift(e, time_shift)) for s, e in demo_span_times] # Get shifted earliest and latest shifted_earliest = min(s for s, e in shifted_trace_times) shifted_latest = max(e for s, e in shifted_trace_times) shifted_trace_distance = (shifted_latest - shifted_earliest).total_seconds() # Verify distances are identical - this is the MAIN ASSERTION assert original_trace_distance == shifted_trace_distance, \ f"Trace time distance changed: {original_trace_distance}s → {shifted_trace_distance}s" # Ensure that the time shift is positive (i.e., demo data is not from today) assert time_shift.days > 0, \ f"Time shift is not positive: {time_shift.days} days (expected demo data to be in the past)" def test_demo_spans_all_shifted_to_latest_trace_date(self): """ Verify that all demo spans end up close in time to the shifted latest trace after the shift. """ time_shift = calculate_time_shift_to_now(demo_traces) # Get latest trace end_time and shift it latest_trace_end = max(demo_traces, key=lambda t: t['end_time'])['end_time'] shifted_latest_trace_end = apply_time_shift(latest_trace_end, time_shift) # The shift is a fixed delta, so the gap between a span start and the # latest trace end is preserved. Assert that gap stays within the demo # data's own original span (one day) rather than comparing calendar # dates — .date() equality breaks when the shift straddles midnight. max_gap = datetime.timedelta(days=1) for span in demo_spans: shifted_span_start = apply_time_shift(span['start_time'], time_shift) gap = shifted_latest_trace_end - shifted_span_start assert datetime.timedelta(0) <= gap <= max_gap, \ f"Span start_time {shifted_span_start} not within {max_gap} of shifted trace end_time {shifted_latest_trace_end} (gap {gap})"