LIVEdataset aec-bench@releasetasks 552models 18last submission … · built …
electricalwith-tool

Road Lighting Its Drainage Operations Package

Calculates task-owned synthetic SSC-01 lighting uniformity, CCTV storage, ITS network, PoE, storm-level, and UPS metrics for one road operations scene.

with-tool: The model is given an executable Python calculator script.

Standards

FHWA MUTCDIES lighting workflowNTCIP

Tags

cctvdeterministicelectricalitslightingnetworkroad

How this task is generated

One template produces many comparable benchmark tasks while keeping the scoring contract fixed.

  1. 01

    Template

    The reusable contract shown on this page.

  2. 02

    Scenario

    An archetype and site context are sampled.

  3. 03

    Difficulty tier

    Inputs may be hidden at harder tiers.

  4. 04

    Task prompt

    The model responds with the declared outputs.

Parameters

Inputs the model receives, and the outputs it is scored on.

Inputs

28 inputs

Always given

Included directly in every task prompt.

28
Show 28 inputs

  • Lighting lux 01

    lighting_lux_01

    LGT-SSC01-003 grid point 01

    17.2 lux

  • Lighting lux 02

    lighting_lux_02

    LGT-SSC01-003 grid point 02

    18.1 lux

  • Lighting lux 03

    lighting_lux_03

    LGT-SSC01-003 grid point 03

    19 lux

  • Lighting lux 04

    lighting_lux_04

    LGT-SSC01-003 grid point 04

    16.5 lux

  • Lighting lux 05

    lighting_lux_05

    LGT-SSC01-003 grid point 05

    18.8 lux

  • Lighting lux 06

    lighting_lux_06

    LGT-SSC01-003 grid point 06

    17.7 lux

  • Cctv count

    cctv_count

    CCTV-SSC01-003 number of active cameras

    2

  • Cctv network load

    cctv_network_load_mbps

    NET-SSC01-003 load per CCTV stream

    5.5 Mbps

  • Vms network load

    vms_network_load_mbps

    NET-SSC01-003 VMS network load

    3 Mbps

  • Sensor network load

    sensor_network_load_mbps

    NET-SSC01-003 drainage sensor network load

    0.4 Mbps

  • Controller network load

    controller_network_load_mbps

    NET-SSC01-003 controller network load

    0.8 Mbps

  • Network overhead pct

    network_overhead_pct

    NET-SSC01-003 protocol overhead

    25 %

  • Uplink capacity

    uplink_capacity_mbps

    NET-SSC01-003 cabinet uplink capacity

    45 Mbps

  • Cctv total bitrate

    cctv_total_bitrate_mbps

    CCTV-SSC01-003 total recording bitrate

    11 Mbps

  • Retention

    retention_days

    CCTV-SSC01-003 retention period

    14 days

  • Storage overhead factor

    storage_overhead_factor

    CCTV-SSC01-003 storage overhead factor

    1.1

  • Cctv poe load

    cctv_poe_load_w

    PWR-SSC01-003 PoE load per CCTV camera

    18 W

  • Vms poe load

    vms_poe_load_w

    PWR-SSC01-003 VMS PoE load

    12 W

  • Sensor poe load

    sensor_poe_load_w

    PWR-SSC01-003 drainage sensor PoE load

    6 W

  • Poe budget

    poe_budget_w

    PWR-SSC01-003 PoE switch budget

    90 W

  • Storm sensor level

    storm_sensor_level_m

    CCTV-SSC01-003 storm water-level sensor reading

    41.95 m

  • Storm alarm threshold

    storm_alarm_threshold_m

    MEMO-SSC01-003 storm alarm threshold

    42.25 m

  • Luminaire power

    luminaire_power_w

    PWR-SSC01-003 power per luminaire

    95 W

  • Luminaire count

    luminaire_count

    PWR-SSC01-003 selected luminaire count

    4

  • Device ups load

    device_ups_load_w

    PWR-SSC01-003 non-lighting UPS device load

    80 W

  • Ups autonomy

    ups_autonomy_h

    PWR-SSC01-003 required UPS autonomy

    2 h

  • Ups efficiency

    ups_efficiency

    PWR-SSC01-003 UPS efficiency

    0.9

  • Minimum uniformity ratio

    minimum_uniformity_ratio

    MEMO-SSC01-003 minimum synthetic uniformity ratio

    0.7

Scored outputs

12 outputs

Average illuminance lux

average_illuminance_lux

Average illuminance across the road grid

Scores if within ±3% of the reference value.

Minimum illuminance lux

minimum_illuminance_lux

Minimum illuminance across the road grid

Scores if within ±3% of the reference value.

Uniformity ratio

uniformity_ratio

Minimum illuminance divided by average illuminance

Scores if within ±3% of the reference value.

Glare variation ratio

glare_variation_ratio

Maximum illuminance divided by average illuminance

Scores if within ±3% of the reference value.

Total network load mbps

total_network_load_mbps

Network load after overhead

Scores if within ±3% of the reference value.

Network headroom mbps

network_headroom_mbps

Uplink capacity minus required network load

Scores if within ±3% of the reference value.

Total cctv storage tb

total_cctv_storage_tb

Decimal TB required for CCTV retention

Scores if within ±3% of the reference value.

Poe load w

poe_load_w

Selected PoE device load

Scores if within ±3% of the reference value.

Poe headroom w

poe_headroom_w

PoE budget minus selected PoE load

Scores if within ±3% of the reference value.

Water level margin

water_level_margin_m

Storm alarm threshold minus current sensor level

Scores if within ±3% of the reference value.

Ups energy kwh

ups_energy_kwh

UPS energy required for the selected lighting and device load

Scores if within ±3% of the reference value.

Overall pass score

overall_pass_score

1.0 when lighting, network, PoE, and storm checks pass

Scores if within ±1% of the reference value.

Difficulty

Each template is sampled at three tiers. Harder tiers may hide inputs, forcing the model to infer them from the scenario description.

All inputs remain visible at every tier

For this template, difficulty scales through parameter and scenario ranges rather than hidden information.

easy:
All source-pack values visible
medium:
Same deterministic source-pack values with package-level aggregation
hard:
Same deterministic source-pack values with cross-discipline handoff checks

Task bundle

The exact instruction and parameter contract used to generate this task, pinned to the published library source.

/workspace

  • instruction.md
  • road-lighting-its-drainage-operations-package_calc.py

Teal lines show Jinja input conditions, not task visibility policy. A line renders only when that input or tool is visible.

1You are a road lighting and ITS operations engineer checking a task-owned synthetic SSC-01 lighting, device, drainage, and power scene.2 3Use only the task-owned synthetic source pack values below for numeric grading. AGi32/DIALux-style lighting workflows, MUTCD traffic-device practice, CCTV design tools, and ITS network handoff practice shape the context only; they are not extra data sources for this instance.4 5## Scene6 7- Product: `SSC-01-LH-03`8- Road layout: `RD-SSC01-003`9- Lighting grid: `LGT-SSC01-003`10- CCTV and VMS schedule: `CCTV-SSC01-003`11- Network topology: `NET-SSC01-003`12- Cabinet power schedule: `PWR-SSC01-003`13- Operations memo: `MEMO-SSC01-003`14 15## Source Values16 17Lighting grid lux values: {{ lighting_lux_01 }}, {{ lighting_lux_02 }}, {{ lighting_lux_03 }}, {{ lighting_lux_04 }}, {{ lighting_lux_05 }}, {{ lighting_lux_06 }}.18 19Network and storage:20 21- CCTV count: {{ cctv_count }}22- CCTV network load per camera: {{ cctv_network_load_mbps }} Mbps23- VMS network load: {{ vms_network_load_mbps }} Mbps24- Storm sensor network load: {{ sensor_network_load_mbps }} Mbps25- Controller network load: {{ controller_network_load_mbps }} Mbps26- Network overhead: {{ network_overhead_pct }} %27- Uplink capacity: {{ uplink_capacity_mbps }} Mbps28- Total CCTV bitrate: {{ cctv_total_bitrate_mbps }} Mbps29- Retention: {{ retention_days }} days30- Storage overhead factor: {{ storage_overhead_factor }}31 32Power and storm operation:33 34- CCTV PoE load per camera: {{ cctv_poe_load_w }} W35- VMS PoE load: {{ vms_poe_load_w }} W36- Sensor PoE load: {{ sensor_poe_load_w }} W37- PoE budget: {{ poe_budget_w }} W38- Storm sensor level: {{ storm_sensor_level_m }} m39- Storm alarm threshold: {{ storm_alarm_threshold_m }} m40- Luminaire count and power: {{ luminaire_count }} at {{ luminaire_power_w }} W41- Device UPS load: {{ device_ups_load_w }} W42- UPS autonomy: {{ ups_autonomy_h }} h43- UPS efficiency: {{ ups_efficiency }}44- Minimum uniformity ratio: {{ minimum_uniformity_ratio }}45 46## Required Calculations47 48- Average illuminance is the arithmetic mean of the six grid values.49- Minimum illuminance is the lowest grid value.50- Uniformity ratio is minimum illuminance divided by average illuminance.51- Glare variation ratio is maximum illuminance divided by average illuminance.52- Total network load is base device load times the overhead factor.53- Network headroom is uplink capacity minus total network load.54- CCTV storage uses decimal units: `bitrate x seconds / 8 / 1000 x days x overhead / 1000`.55- PoE load is camera, VMS, and sensor load; PoE headroom is budget minus load.56- Water-level margin is alarm threshold minus current storm sensor level.57- UPS energy is selected load times autonomy divided by efficiency.58- Overall pass score is `1.0` only when uniformity, network, PoE, and storm-level checks pass.59 60Write a compact memo to `/workspace/output.md`. Include a source-boundary statement that this is a task-owned synthetic source pack. Preserve the source IDs above and state that the baseline source pack passes the current synthetic checks.61 62Do not claim authority approval, accepted project evidence, software export validity, full standards compliance, executable source-pack hardening, generated benchmark readiness, or benchmark readiness.63 64Include a fenced JSON block with exactly these numeric keys:65 66```json67{68 "average_illuminance_lux": <numeric_value>,69 "minimum_illuminance_lux": <numeric_value>,70 "uniformity_ratio": <numeric_value>,71 "glare_variation_ratio": <numeric_value>,72 "total_network_load_mbps": <numeric_value>,73 "network_headroom_mbps": <numeric_value>,74 "total_cctv_storage_tb": <numeric_value>,75 "poe_load_w": <numeric_value>,76 "poe_headroom_w": <numeric_value>,77 "water_level_margin_m": <numeric_value>,78 "ups_energy_kwh": <numeric_value>,79 "overall_pass_score": <numeric_value>80}81```82

Scenario archetypes

Each generated task is drawn from one of these realistic scenario bands.

Site contexts ground each scenario in a real locale the model can use to infer hidden values.

Ssc01 lighting ops

ssc01_lighting_ops

SSC-01 task-owned synthetic road lighting, ITS, and drainage operations package

road-lighting-its-drainage-operations
Parameter ranges

Example task

road-lighting-its-drainage-operations-ssc01-lighting-ops-preview — hard difficulty, all inputs given.

SSC-01 task-owned synthetic road lighting, ITS, and drainage operations package. road-lighting-its-drainage-operations. Required outputs: average_illuminance_lux, minimum_illuminance_lux, uniformity_ratio, glare_variation_ratio, total_network_load_mbps, network_headroom_mbps

The model sees

Scenario context and visible inputs.

lighting_lux_01
17.2 to 17.2 lux
lighting_lux_02
18.1 to 18.1 lux
lighting_lux_03
19 to 19 lux
lighting_lux_04
16.5 to 16.5 lux
lighting_lux_05
18.8 to 18.8 lux
lighting_lux_06
17.7 to 17.7 lux
cctv_count
2 to 2
cctv_network_load_mbps
5.5 to 5.5 Mbps
vms_network_load_mbps
3 to 3 Mbps
sensor_network_load_mbps
0.4 to 0.4 Mbps
controller_network_load_mbps
0.8 to 0.8 Mbps
network_overhead_pct
25 to 25 %
uplink_capacity_mbps
45 to 45 Mbps
cctv_total_bitrate_mbps
11 to 11 Mbps
retention_days
14 to 14 days
storage_overhead_factor
1.1 to 1.1
cctv_poe_load_w
18 to 18 W
vms_poe_load_w
12 to 12 W
sensor_poe_load_w
6 to 6 W
poe_budget_w
90 to 90 W
storm_sensor_level_m
41.95 to 41.95 m
storm_alarm_threshold_m
42.25 to 42.25 m
luminaire_power_w
95 to 95 W
luminaire_count
4 to 4
device_ups_load_w
80 to 80 W
ups_autonomy_h
2 to 2 h
ups_efficiency
0.9 to 0.9
minimum_uniformity_ratio
0.7 to 0.7

Executable tool: road-lighting-its-drainage-operations-package_calc.py

The model must infer

Inputs withheld at this difficulty.

Nothing. All inputs are supplied.

The model must produce

The scored JSON answer schema.

{
  "average_illuminance_lux": <number>,
  "minimum_illuminance_lux": <number>,
  "uniformity_ratio": <number>,
  "glare_variation_ratio": <number>,
  "total_network_load_mbps": <number>,
  "network_headroom_mbps": <number>,
  "total_cctv_storage_tb": <number>,
  "poe_load_w": <number>,
  "poe_headroom_w": <number>,
  "water_level_margin_m": <number>,
  "ups_energy_kwh": <number>,
  "overall_pass_score": <number>
}
  • average_illuminance_lux · scored within ±3%
  • minimum_illuminance_lux · scored within ±3%
  • uniformity_ratio · scored within ±3%
  • glare_variation_ratio · scored within ±3%
  • total_network_load_mbps · scored within ±3%
  • network_headroom_mbps · scored within ±3%
  • total_cctv_storage_tb · scored within ±3%
  • poe_load_w · scored within ±3%
  • poe_headroom_w · scored within ±3%
  • water_level_margin_m · scored within ±3%
  • ups_energy_kwh · scored within ±3%
  • overall_pass_score · scored within ±1%