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World models · interactive-world-model · game-world-model · action-conditioned-video · image-to-video

SCOPE

zizhaotong

Official SCOPE inference source, DiffSynth fork, README, license, and examples are vendored under worldfoundry.synthesis.visual_generation.scope.scope_runtime.

Runner verifiedUnified environmentscope

Build your run

Choose a recorded variant, then copy the exact setup or inspection command.

worldfoundry.pipeline
Taskinteractive-world-model
Environmentworldfoundry-unified-cu128
DeviceCUDA 12.8
worldfoundry-eval evaluate \
  --mode model \
  --model-id scope \
  --model-runner worldfoundry:pipeline \
  --model-manifest-dir worldfoundry/data/models/catalog \
  --requests-path tmp/requests.jsonl \
  --output-dir tmp/model_eval/scope \
  --metric artifact_count \
  --json
01

Compatibility & versions

Manifest-backed recipe

Integration
verified
Runner evidence
verified
Environment
worldfoundry-unified-cu128
Python
3.10
CUDA
CUDA 12.8
PyTorch
torch
Source revision
—
Checkpoint revision
—
Runtime profile
scope
Pipeline binding
scope
Runner
worldfoundry.pipeline
Pipeline target
worldfoundry.pipelines.scope.pipeline_scope:SCOPEPipeline
Backend stage
in_tree_official_cli
Runtime status
in_tree_scope_runtime_checkpoint_pending
Driver status
compatible
Environment kind
Unified environment
02

Install environment

The environment resolver reads the recorded profile and chooses the unified or dedicated environment shown here.

bash scripts/setup/model_env_install.sh --model scope
Package constraints 22
  • torch
  • torchvision
  • numpy
  • pillow
  • opencv-python
  • transformers>=4.57.0,<5
  • accelerate
  • huggingface_hub
  • safetensors
  • einops
  • modelscope
  • sentencepiece
  • protobuf
  • ftfy
  • tqdm
  • imageio
  • imageio[ffmpeg]
  • pandas
  • pyarrow
  • pynvml
  • peft
  • typing_extensions
Conda packages 5
  • python=3.10
  • pip
  • ffmpeg
  • setuptools
  • wheel
03

Checkpoints & assets

Run the local check before allocating compute. Gated, private, and license fields below come directly from the checkpoint manifest.

worldfoundry-eval zoo model-download --model-id scope --check-local --json
zizhaotong/SCOPE
Revision
—
License
—
Gated
—
Private
—
04

Launch & outputs

The generated command uses the shared evaluation boundary and writes durable result manifests and artifacts.

worldfoundry-eval evaluate \
  --mode model \
  --model-id scope \
  --model-runner worldfoundry:pipeline \
  --model-manifest-dir worldfoundry/data/models/catalog \
  --requests-path tmp/requests.jsonl \
  --output-dir tmp/model_eval/scope \
  --metric artifact_count \
  --json

Input contract

FieldRecorded contract
actionsaction_parquet
imageRequired
promptRequired
videoOptional

Artifact contract

Artifact kindFilename / path
generated_video—
generated_videoscope.mp4
05

Evidence & sources

Catalog integration, native-demo parity, and runner parity are independent records.

Integration
verified
Runner evidence
verified
Native demo evidence
Not recorded
Validation imports
torch, torchvision, numpy, PIL, cv2, transformers, accelerate, huggingface_hub, safetensors, einops, modelscope, sentencepiece, pandas, pyarrow, imageio, peft, worldfoundry.base_models.diffusion_model.diffsynth, worldfoundry.base_models.diffusion_model.diffsynth.models.scope_dit, worldfoundry.base_models.diffusion_model.diffsynth.pipelines.scope_pipeline
Recipe provenance
worldfoundry/data/models/catalog/world_models/scope.yamlProjecthttps://z2tong.github.io/SCOPE/Paperhttps://arxiv.org/abs/2605.23345GitHubhttps://github.com/z2tong/SCOPEHugging Facehttps://huggingface.co/zizhaotong/SCOPE