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World models · world · video · camera_control · image_to_video · depth_conditioned · world_model

DualCamCtrl

Camera-Control Video

Runtime code is integrated in-tree; checkpoints use the default Hugging Face/local cache loading path.

Runner verifiedUnified environmentdualcamctrl

Build your run

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

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

Compatibility & versions

Manifest-backed recipe

Integration
integrated
Runner evidence
verified
Environment
worldfoundry-unified-cu128
Python
3.11
CUDA
CUDA 12.8
PyTorch
torch
Source revision
—
Checkpoint revision
—
Runtime profile
dualcamctrl
Pipeline binding
dualcamctrl
Runner
worldfoundry.pipeline
Pipeline target
worldfoundry.pipelines.component_pipelines:DualCamCtrlPipeline
Backend stage
in_tree_runtime
Runtime status
official_demo_contract
Driver status
compatible_unified_default
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 dualcamctrl
Package constraints 13
  • torch
  • torchvision
  • diffusers
  • transformers
  • huggingface_hub
  • safetensors
  • omegaconf
  • einops
  • imageio
  • imageio-ffmpeg
  • pillow
  • numpy
  • tqdm
Conda packages 3
  • python=3.11
  • pip
  • ffmpeg
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 dualcamctrl --check-local --json
FayeHongfeiZhang/DualCamCtrl
Revision
—
License
—
Gated
—
Private
—
alibaba-pai/Wan2.1-Fun-V1.1-1.3B-Control-Camera
Revision
—
License
—
Gated
—
Private
—
Wan-AI/Wan2.1-T2V-1.3B
Revision
—
License
—
Gated
—
Private
—
Wan-AI/Wan2.1-I2V-14B-480P
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 dualcamctrl \
  --model-runner worldfoundry:pipeline \
  --model-manifest-dir worldfoundry/data/models/catalog \
  --requests-path tmp/requests.jsonl \
  --output-dir tmp/model_eval/dualcamctrl \
  --metric artifact_count \
  --json

Input contract

FieldRecorded contract
promptRequired
imageRequired
videoOptional
actionscamera_trajectory, depth_image

Artifact contract

Artifact kindFilename / path
generated_videodualcamctrl.mp4
expected artifactseaside.mp4
05

Evidence & sources

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

Integration
integrated
Runner evidence
verified
Native demo evidence
verified
Validation imports
torch, torchvision, diffusers, transformers, huggingface_hub, worldfoundry.synthesis.visual_generation.dualcamctrl
Recipe provenance
worldfoundry/data/models/catalog/world_models/dualcamctrl.yamlGitHubhttps://github.com/EnVision-Research/DualCamCtrlHugging Facehttps://huggingface.co/FayeHongfeiZhang/DualCamCtrl