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lora-support

lora-support

Wan 2.2 Text-To-Video (T2V)

wavespeed-ai/wan-2.2/t2v-720p-lora-ultra-fast

Ultra-fast Wan 2.2 Text-to-Video generates unlimited 720p AI videos with custom LoRAs for personalized styles. Ready-to-use REST inference API, best performance, no coldstarts, affordable pricing.

Input

Idle

您的请求将花费 $0.15 每次运行。

使用 $10 您可以运行此模型大约 66 次。

示例查看全部

README

Wan 2.2 Text-to-Video 720p LoRA Ultra Fast

Generate customized 720p HD videos from text at blazing speed with full LoRA support. This speed-optimized model delivers high-quality output with three LoRA slots for style control — perfect for rapid iteration, testing LoRA combinations, and high-volume production.

Need maximum quality? Try Wan 2.2 T2V 720p LoRA for standard processing with premium output.

Why It Looks Great

  • Ultra-fast generation: Speed-optimized for rapid turnaround without sacrificing quality.
  • Pure text-to-video: Generate complete videos from descriptions alone — no images needed.
  • LoRA support: Apply up to 3 custom LoRAs each for standard, high-noise, and low-noise stages.
  • 720p HD output: Sharp, professional-quality video suitable for most use cases.
  • Landscape & portrait: Supports both 1280×720 and 720×1280 orientations.
  • Negative prompt support: Exclude unwanted elements for precise control.
  • Safety Checker: Optional content filtering for appropriate output.

Parameters

ParameterRequiredDescription
promptYesText description of the scene, action, and atmosphere you want.
negative_promptNoElements to avoid in the generated video.
sizeNoOutput dimensions: 1280×720 (landscape) or 720×1280 (portrait). Default: 1280×720.
durationNoVideo length: 5 or 8 seconds. Default: 5.
lorasNoStandard LoRA adapters to apply (up to 3).
high_noise_lorasNoLoRAs applied during high-noise denoising stages (up to 3).
low_noise_lorasNoLoRAs applied during low-noise denoising stages (up to 3).
seedNoRandom seed for reproducibility. Use -1 for random.
Enable Safety CheckerNoToggle content safety filtering.

How to Use

  1. Write your prompt — describe the scene, characters, motion, and atmosphere in detail.
  2. Add negative prompt (optional) — specify elements to exclude.
  3. Choose size — select landscape (1280×720) or portrait (720×1280) orientation.
  4. Set duration — choose 5 or 8 seconds.
  5. Add LoRAs (optional) — click "+ Add Item" to include custom LoRA adapters.
  6. Set seed (optional) — for reproducible results.
  7. Run — click the button to generate.
  8. Download — preview and save your video.

Pricing

Per 5-second billing based on duration.

DurationCalculationCost
5 seconds5 ÷ 5 × $0.15$0.15
8 seconds8 ÷ 5 × $0.15$0.24

Understanding LoRA Options

This model provides three different LoRA slots that affect different stages of the generation process:

LoRA TypeWhen AppliedBest ForMax Count
lorasThroughout generationGeneral style, character consistency3
high_noise_lorasEarly denoising (high noise)Overall composition, major style elements3
low_noise_lorasLate denoising (low noise)Fine details, textures, finishing touches3

Size Options

SizeOrientationBest For
1280×720LandscapeYouTube, presentations, desktop viewing
720×1280PortraitTikTok, Instagram Reels, Stories, mobile

Best Use Cases

  • Rapid LoRA Testing — Quickly iterate on LoRA combinations to find the perfect mix.
  • High-Volume Production — Generate large batches of stylized content efficiently.
  • Style Exploration — Experiment with different visual aesthetics at speed.
  • Social Media Content — Create platform-optimized HD videos with custom styles.
  • Concept Prototyping — Test ideas quickly before committing to slower, higher-quality generation.

Example Prompts

  • "Anime girl walking through cherry blossom garden, petals falling, soft pink lighting, peaceful mood"
  • "Epic fantasy battle scene, dragons and knights, dramatic lighting, cinematic action"
  • "Cozy cafe interior, steam rising from coffee, rain on windows, lo-fi aesthetic"
  • "Futuristic robot dancing in neon-lit club, holographic effects, cyberpunk style"
  • "Serene mountain lake at sunrise, mist rolling over water, nature documentary quality"

How to Use LoRAs

For detailed guides on using and training custom LoRAs:

Model Comparison

ModelCost (5s)SpeedBest For
T2V 720p LoRA Ultra Fast$0.15FastRapid iteration, testing, high-volume
T2V 720p LoRA$0.20+StandardMaximum quality with LoRA support

Pro Tips for Best Results

  • Ultra Fast is ideal for testing — iterate quickly, then regenerate favorites with standard models.
  • Use high_noise_loras for major style changes, low_noise_loras for subtle refinements.
  • Don't overload with LoRAs — sometimes 1-2 well-chosen LoRAs work better than many.
  • Match orientation to platform: portrait for TikTok/Reels, landscape for YouTube.
  • Keep the same seed when comparing different LoRA combinations.
  • Processing remains fast even with multiple LoRAs applied.

Notes

  • Duration options are 5 or 8 seconds only.
  • Each LoRA slot supports up to 3 LoRAs.
  • Enable Safety Checker for content that will be publicly shared.
  • Ultra Fast prioritizes speed — for maximum quality, use standard variants.