README.md

metadata

title: Dream Motion Pro - Wan 2.2
author: dream2589632147
emoji: 🎬
colorFrom: indigo
colorTo: pink
sdk: gradio
sdk_version: 6.0.1
app_file: app.py
pinned: false
short_description: Fast Wan 2.2 image-to-video with first/last frames
models:
  - TestOrganizationPleaseIgnore/WAMU-Merge-MotionBoost_WAN2.2_I2V_LIGHTNING

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:

Variable	Required	Purpose
REPO_ID	Recommended	Model repository. Default: TestOrganizationPleaseIgnore/WAMU-Merge-MotionBoost_WAN2.2_I2V_LIGHTNING
ENABLE_AOTI	No	Set to false only for troubleshooting. Default: true
AOTI_REPO	No	AOTI package repository
ENABLE_VAE_TILING	No	Set to true if VAE memory becomes a problem
MAX_GPU_SECONDS	No	Maximum requested ZeroGPU duration. Default: 300
RUNPOD_URL	No	Shows a RunPod button beneath the generated video
SUPPORT_URL	No	Shows a support/PayPal button beneath the generated video

Recommended defaults

• 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.