dream2589632147/Dream-wan2-2-fp8da-aoti-preview-2

Space

154

stars

127

commits

Jul 19, 2026

updated

gradio
mcp-server
Browse cluster: Gradio and MCP Server Development

README

Dream Motion Pro — Wan 2.2

Create cinematic videos from a single image or guide the animation with both a first frame and a last frame.

Main features

  • Single-image Image-to-Video mode
  • First + Last Frame mode
  • Wan 2.2 14B Lightning/MotionBoost checkpoint
  • FP8 transformer quantization
  • AOTI-compiled transformer blocks for ZeroGPU
  • Fast, Balanced and High Quality profiles
  • Natural, Cinematic, Portrait, Product Ad, Dynamic and Anime motion styles
  • Identity-preservation prompt controls
  • Automatic professional prompt enhancement
  • Landscape, portrait, square and social-media aspect ratios
  • Optional RIFE interpolation to 32 or 64 FPS
  • Seed control and repeatable generations
  • Extract any generated video frame and use it as the next first image

Space variables

Add these in Settings → Variables and secrets:

VariableRequiredPurpose
REPO_IDRecommendedModel repository. Default: TestOrganizationPleaseIgnore/WAMU-Merge-MotionBoost_WAN2.2_I2V_LIGHTNING
ENABLE_AOTINoSet to false only for troubleshooting. Default: true
AOTI_REPONoAOTI package repository
ENABLE_VAE_TILINGNoSet to true if VAE memory becomes a problem
MAX_GPU_SECONDSNoMaximum requested ZeroGPU duration. Default: 300
RUNPOD_URLNoShows a RunPod button beneath the generated video
SUPPORT_URLNoShows a support/PayPal button beneath the generated video
  • Quality Mode: Balanced
  • Duration: 3.5 seconds
  • Output FPS: 16
  • Steps: 6
  • Guidance: 1.0 / 1.0
  • Scheduler: UniPCMultistep
  • Flow Shift: 3.0

Lightning checkpoints usually perform best at approximately 4–8 inference steps. Raising the steps or guidance unnecessarily increases GPU time and may reduce motion quality.

First + Last Frame mode

Both images are normalized to the same dimensions. The last image is center-cropped to match the prepared first frame so the pipeline receives a consistent resolution.

This release intentionally supports one image or first + last frames only. It does not include a three-frame mode.

Notes

  • 32 and 64 FPS outputs use RIFE after the base 16 FPS generation.
  • Higher FPS improves playback smoothness but does not create additional semantic motion.
  • A clear, high-resolution source image and one main action generally produce the most stable result.
  • Generate multiple seeds when choosing a final result.

Contributors

r3gm

58 commits

linoyts

41 commits

cbensimon

14 commits

multimodalart

8 commits

dream2589632147/Dream-wan2-2-fp8da-aoti-preview-2

Space

154

stars

127

commits

Jul 19, 2026

updated

gradio
mcp-server
Browse cluster: Gradio and MCP Server Development

README

Dream Motion Pro — Wan 2.2

Create cinematic videos from a single image or guide the animation with both a first frame and a last frame.

Main features

  • Single-image Image-to-Video mode
  • First + Last Frame mode
  • Wan 2.2 14B Lightning/MotionBoost checkpoint
  • FP8 transformer quantization
  • AOTI-compiled transformer blocks for ZeroGPU
  • Fast, Balanced and High Quality profiles
  • Natural, Cinematic, Portrait, Product Ad, Dynamic and Anime motion styles
  • Identity-preservation prompt controls
  • Automatic professional prompt enhancement
  • Landscape, portrait, square and social-media aspect ratios
  • Optional RIFE interpolation to 32 or 64 FPS
  • Seed control and repeatable generations
  • Extract any generated video frame and use it as the next first image

Space variables

Add these in Settings → Variables and secrets:

VariableRequiredPurpose
REPO_IDRecommendedModel repository. Default: TestOrganizationPleaseIgnore/WAMU-Merge-MotionBoost_WAN2.2_I2V_LIGHTNING
ENABLE_AOTINoSet to false only for troubleshooting. Default: true
AOTI_REPONoAOTI package repository
ENABLE_VAE_TILINGNoSet to true if VAE memory becomes a problem
MAX_GPU_SECONDSNoMaximum requested ZeroGPU duration. Default: 300
RUNPOD_URLNoShows a RunPod button beneath the generated video
SUPPORT_URLNoShows a support/PayPal button beneath the generated video
  • Quality Mode: Balanced
  • Duration: 3.5 seconds
  • Output FPS: 16
  • Steps: 6
  • Guidance: 1.0 / 1.0
  • Scheduler: UniPCMultistep
  • Flow Shift: 3.0

Lightning checkpoints usually perform best at approximately 4–8 inference steps. Raising the steps or guidance unnecessarily increases GPU time and may reduce motion quality.

First + Last Frame mode

Both images are normalized to the same dimensions. The last image is center-cropped to match the prepared first frame so the pipeline receives a consistent resolution.

This release intentionally supports one image or first + last frames only. It does not include a three-frame mode.

Notes

  • 32 and 64 FPS outputs use RIFE after the base 16 FPS generation.
  • Higher FPS improves playback smoothness but does not create additional semantic motion.
  • A clear, high-resolution source image and one main action generally produce the most stable result.
  • Generate multiple seeds when choosing a final result.

Contributors

r3gm

58 commits

linoyts

41 commits

cbensimon

14 commits

multimodalart

8 commits