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Reference demand · scale 1.000 · seed 408
3170 / 3170 arrived by 09:00.
Llama-scaled demand · scale 1.098 · seed 408
3446 / 3502 arrived by 09:00, 55 still on the network, 1 never inserted.
moving, above 30 km/hslow, 2 to 30 km/hstopped, below 2 km/hbus
All demand variants
| Demand variant | scale | Cohort cars per seed | Time loss, completed trips (s) | Elapsed, all scheduled cars (s) | Unfinished, all seeds | Completion, minimum |
|---|---|---|---|---|---|---|
| Reference demand | 1.000 | 3170-3170 | 241.8 | 591.0 | 0 | 100.0% |
| Constant-only fallback | 0.970 | 3071-3083 | 241.6 | 591.4 | 0 | 100.0% |
| Gemma-scaled demand | 1.028 | 3253-3265 | 241.5 | 590.7 | 0 | 100.0% |
| Llama-scaled demand | 1.098 | 3452-3502 | 246.2 | 621.5 | 56 | 98.4% |
| GPT-OSS-scaled demand | 1.010 | 3198-3204 | 241.7 | 590.7 | 0 | 100.0% |
Means over the seeds listed per variant. Time loss counts completed cohort trips only; elapsed time counts every scheduled car to its arrival or to the 09:00 horizon, so it does not hide unfinished trips.
Where these runs come from
Road network from OpenStreetMap (ODbL 1.0, via Overpass), netconvert; SUMO 1.22.0
15% of vehicles report their position every 30 s (SUMO floating-car output, geographic coordinates). time-to-teleport -1, ignore-junction-blocker 20, step 1 s, 06:30 to 09:00.
These are sensitivity runs on technical scenarios, not calibrated city forecasts. Every number on these pages comes from the recorded SUMO output; the site adds nothing.
- Reference demand:
temp/simulation/cities/munich/runs/reference-seed-408/fcd.xml· SHA-256 21c5464eb2777717… - Llama-scaled demand:
temp/simulation/cities/munich/runs/llama-seed-408/fcd.xml· SHA-256 993672f90d3c1365…