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metadata
pretty_name: SimCode4D DEV15
language:
  - en
tags:
  - embodied-ai
  - robotics
  - mujoco
  - benchmark
configs:
  - config_name: dev15
    data_files:
      - split: validation
        path: data/dev15.jsonl

SimCode4D: Code2Worlds-2 development benchmark

SimCode4D DEV15 is the public, portable 15-case development benchmark for the Code2Worlds-2 paper. It covers indoor, industrial, natural outdoor, service, and urban environments, with three cases in each domain. The benchmark tests whether a generated world builds and whether its physical behavior satisfies the registered task, integrity, mechanics, kinematics, contact, friction, and safety checks.

The validation split in the viewer is a case index. Each row points to the complete frozen specification, gold predicates, physical profile, task confirmation, and runtime artifacts in this repository. It is not a table of model outputs or experiment results.

Contents

Path Contents
data/dev15.jsonl Searchable index of all 15 development cases
benchmark/simcode4d_unified/config/ Suite registry, seed protocol, and frozen hashes
benchmark/simcode4d_unified/cases/ Case specifications, gold predicates, physics profiles, and task confirmations
benchmark/simcode4d_unified/artifacts/ Frozen M1 and executable MuJoCo runtime models and overlays
benchmark/simcode4d_unified/assets/ and vendor/ Runtime meshes and third-party model assets
benchmark/simcode4d_unified/probes/, validators/, and tools/ Reference probes, independent validators, and scoring tools
requirements-benchmark.txt Python dependencies for the public benchmark runtime

The runtime package is copied from the public Code2Worlds-2 repository at commit ca35f25cda19aadf1d211ae3e55e390905507f1d. Paths are preserved so that the original registry, hashes, and evaluator work without rewriting the cases. The case index is an additional convenience file.

Download and verify

Use Python 3.10. From the downloaded dataset root:

hf download AIGeeksGroup/SimCode4D --repo-type dataset --local-dir SimCode4D
cd SimCode4D
python -m pip install -r requirements-benchmark.txt
python benchmark/simcode4d_unified/check_public_release.py

The integrity check verifies the frozen references and loads all 15 compiled M1 worlds and runtime models with MuJoCo. The expected output has "passed": true and "case_count": 15.

To test the submission interface without generating a new world:

python benchmark/simcode4d_unified/tools/make_reference_smoke.py \
  --output /tmp/simcode4d-reference-package
python benchmark/simcode4d_unified/tools/score_submission.py \
  --submission-root /tmp/simcode4d-reference-package \
  --output /tmp/simcode4d-reference-score \
  --case-ids SER-03-hotel-drawer --physics-seeds 401

This is a reference-interface smoke test, not a generated-method score. See the benchmark README for the full matrix, method submission format, and metric definitions.

Scope and provenance

The registered reference matrix contains 15 cases × 3 deterministic rebuild slots × 5 physics seeds = 225 executions. The three rebuild slots do not represent independent generated worlds; there are 75 distinct case-physics trials. The reference-probe results described in the benchmark README check benchmark self-consistency and must not be presented as a Code2Worlds-2 model score or as a held-out leaderboard.

This portable release excludes archived Blender authoring scenes, ablation configurations, completed run logs, leaderboards, and demo videos. The original authoring sources for three indoor scenes were unavailable. Three cases have path-only asset portability repairs; see PORTABILITY.md. The source-name binding metric requires authoring-source catalogs outside this compact release; the included runtime binding check uses compiled model interfaces.

No repository-wide license was specified in the source release. Third-party model assets retain their license and notice files under vendor/; review those notices before reuse beyond the benchmark runtime.