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Wan 2.2 T2V 480p LoRA

wavespeed-ai/wan-2.2/t2v-480p-lora-ultra-fast

Ultra-fast Wan 2.2 text-to-video model producing 480p videos with custom LoRA support—generate unlimited AI videos with personalized styles. Ready-to-use REST inference API, best performance, no coldstarts, affordable pricing.

Input

Idle

Your request will cost $0.1 per run.

For $1 you can run this model approximately 10 times.

ExamplesView all

README

Wan 2.2 Text-to-Video 480p LoRA Ultra Fast

Generate customized videos from text prompts with LoRA support using Wan 2.2 Ultra Fast. This budget-friendly model creates 480p videos at blazing speed while allowing you to apply custom LoRA adapters — perfect for rapid prototyping, style testing, and high-volume content creation.

Looking for higher resolution? Try Wan 2.2 I2V 720p LoRA Ultra Fast for HD output.

Why It Looks Great

  • Pure text-to-video: Generate videos from descriptions alone — no source images needed.
  • LoRA support: Apply up to 3 custom LoRAs each for standard, high-noise, and low-noise stages.
  • Ultra-fast generation: Optimized for maximum speed at the most affordable price.
  • 480p output: Efficient resolution ideal for previews, social media, and rapid iteration.
  • Negative prompt support: Exclude unwanted elements for precise control.
  • Prompt Enhancer: Built-in tool to refine your descriptions automatically.
  • Safety Checker: Optional content filtering for appropriate output.

Parameters

ParameterRequiredDescription
promptYesText description of the scene, motion, and action you want.
negative_promptNoElements to avoid in the generated video.
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 style in detail.
  2. Use Prompt Enhancer (optional) — click to enrich your description.
  3. Add negative prompt (optional) — specify elements to exclude.
  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 × $0.10$0.10
8 seconds8 ÷ 5 × $0.10$0.16

Volume Examples

VideosDurationTotal Cost
105s$1.00
108s$1.60
1005s$10.00
1008s$16.00

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

LoRA Strategy Tips

  • Single style: Use standard loras for consistent style throughout.
  • Layered control: Combine high_noise for composition + low_noise for details.
  • Character + Style: Use one slot for character LoRA, another for style LoRA.

Best Use Cases

  • Rapid Prototyping — Test concepts and LoRA combinations quickly before upgrading to HD.
  • Style Exploration — Experiment with different LoRA styles at minimal cost.
  • High-Volume Production — Generate large batches of content affordably.
  • Social Media Previews — 480p works well for mobile-first platforms and stories.
  • LoRA Testing — Iterate on LoRA combinations to find the perfect mix.

Example Prompts

  • "A mystical forest at twilight, fireflies dancing between ancient trees, soft magical glow, fantasy atmosphere"
  • "Futuristic cityscape with flying cars, neon lights reflecting on wet streets, cyberpunk aesthetic"
  • "Ocean waves crashing on rocky shore, dramatic sunset sky, cinematic slow motion"
  • "Character walking through cherry blossom garden, petals falling gently, anime style"
  • "Abstract geometric shapes morphing and flowing, vibrant colors, hypnotic motion"

Pro Tips for Best Results

  • Use 480p for testing, then regenerate favorites at 720p or higher for final delivery.
  • Start without LoRAs to establish a baseline, then add them incrementally.
  • 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 your prompt language to the LoRA's training — use trigger words if applicable.
  • 480p is perfect for vertical content on mobile platforms where resolution matters less.

How to Use LoRAs

For detailed guides on using and training custom LoRAs:

Resolution Comparison

ModelResolutionCost (5s)Best For
T2V 480p LoRA Ultra Fast480p$0.10Testing, prototyping, high-volume
I2V 720p LoRA Ultra Fast720p$0.15Final delivery, quality content

Notes

  • Each LoRA slot (loras, high_noise_loras, low_noise_loras) supports up to 3 LoRAs.
  • LoRA effects are cumulative — adding more LoRAs increases their combined influence.
  • Enable Safety Checker for content that will be publicly shared.
  • Processing is extremely fast — ideal for rapid iteration workflows.
  • 480p is sufficient for most mobile viewing and social media platforms.