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World models · world · video · camera_control · world_model

CameraCtrl

Camera-Control Video

Runtime code is vendored in-tree; checkpoints remain external assets under the normal hfd/ckpt cache.

Runner verifiedUnified environmentcameractrl

Build your run

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

worldfoundry.pipeline
Taskworld
Environmentworldfoundry-unified-cu128
DeviceCUDA 11.3
worldfoundry-eval evaluate \
  --mode model \
  --model-id cameractrl \
  --model-runner worldfoundry:pipeline \
  --model-manifest-dir worldfoundry/data/models/catalog \
  --requests-path tmp/requests.jsonl \
  --output-dir tmp/model_eval/cameractrl \
  --metric artifact_count \
  --json
01

Compatibility & versions

Manifest-backed recipe

Integration
verified
Runner evidence
verified
Environment
worldfoundry-unified-cu128
Python
3.10
CUDA
CUDA 11.3
PyTorch
torch
Source revision
—
Checkpoint revision
—
Runtime profile
cameractrl
Pipeline binding
cameractrl
Runner
worldfoundry.pipeline
Pipeline target
worldfoundry.pipelines.component_pipelines:CameraCtrlPipeline
Backend stage
in_tree_runtime
Runtime status
official_trajectory_contract
Driver status
compatible_with_downgraded_torch
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 cameractrl
Package constraints 23
  • torch
  • torchvision
  • torchaudio
  • diffusers
  • huggingface_hub
  • imageio
  • imageio-ffmpeg
  • numpy
  • opencv-python
  • transformers
  • gdown
  • einops
  • decord
  • omegaconf
  • safetensors
  • gradio
  • gradio_client
  • fastapi
  • pydantic
  • socksio
  • setuptools
  • wandb
  • termcolor
Conda packages 3
  • python
  • 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 cameractrl --check-local --json
hehao13/CameraCtrl
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 cameractrl \
  --model-runner worldfoundry:pipeline \
  --model-manifest-dir worldfoundry/data/models/catalog \
  --requests-path tmp/requests.jsonl \
  --output-dir tmp/model_eval/cameractrl \
  --metric artifact_count \
  --json

Input contract

FieldRecorded contract
promptRequired
imageOptional
videoOptional
actionscamera_trajectory, pose_file

Artifact contract

Artifact kindFilename / path
generated_videocameractrl.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, diffusers, transformers, decord
Recipe provenance
worldfoundry/data/models/catalog/world_models/cameractrl.yamlGitHubhttps://github.com/hehao13/CameraCtrlHugging Facehttps://huggingface.co/hehao13/CameraCtrl