WaveSpeedAI

Introducing WaveSpeedAI LTX 2 19b Video LoRA Trainer on WaveSpeedAI

Try Wavespeed Ai Ltx.2 19b Video Lora Trainer for FREE
Introducing WaveSpeedAI LTX 2 19b Video LoRA Trainer on WaveSpeedAI

Train Custom Video Generation Models with LTX-2 19B Video-LoRA Trainer

The era of personalized AI video generation has arrived. We’re excited to announce the availability of LTX-2 19B Video-LoRA Trainer on WaveSpeedAI—a powerful training service that lets you create custom LoRA adapters for the groundbreaking LTX-2 video generation model. Train your own motion styles, character animations, and visual effects directly from video clips, complete with synchronized audio support.

What is LTX-2 19B Video-LoRA Trainer?

LTX-2 19B Video-LoRA Trainer is a high-performance custom model training service built on Lightricks’ revolutionary LTX-2 foundation model. With 19 billion parameters—14 billion dedicated to video processing and 5 billion to audio—LTX-2 represents a major leap forward in open-source video generation technology.

Rather than training an entire model from scratch, LoRA (Low-Rank Adaptation) fine-tuning allows you to create lightweight adapters that capture specific styles, characters, or motion patterns. This approach dramatically reduces training time and cost while delivering results that seamlessly integrate with the base model.

What sets this trainer apart is its ability to learn from video sequences rather than static images. This means your LoRAs understand movement, transitions, temporal consistency, and even synchronized audio—capabilities that image-based training simply cannot provide.

Key Features

  • Video-First Training: Upload video clips directly to capture motion dynamics, temporal patterns, and visual styles that static images cannot convey
  • Motion-Aware Learning: The trainer learns from video sequences, enabling LoRAs that understand movement, action, and temporal coherence
  • Audio-Video Synchronization: Train models that understand the relationship between visual and audio content during generation
  • Character Consistency: Create LoRAs that maintain character identity and motion style across generated clips
  • Customizable Parameters: Fine-tune training steps, learning rate, and LoRA rank to match your specific needs
  • Seamless Integration: Trained LoRAs work directly with LTX-2 Text-to-Video LoRA and Image-to-Video LoRA models

Real-World Use Cases

Motion Style Transfer

Capture unique movement patterns from dance videos, action sequences, or cinematic camera work. Train on specific choreography, martial arts styles, or signature movements to recreate them in new contexts.

Character Animation

Build LoRAs that understand how a specific character moves and behaves. Whether it’s a mascot, virtual influencer, or animated character, maintain consistent motion characteristics across all generated content.

Brand Video Production

Create a consistent visual and motion style for marketing content. Train on existing brand videos to ensure new AI-generated content matches your established aesthetic.

Artistic Style Animation

Learn animated art styles from reference video clips—whether it’s the flowing movements of anime, the snappy timing of motion graphics, or the textured quality of stop-motion animation.

Motion Effects

Train on specific visual effects like transitions, particle systems, or distortion effects to apply them consistently in new video generations.

Getting Started on WaveSpeedAI

Training your custom LoRA is straightforward:

1. Prepare Your Dataset

Create a ZIP file containing 5-10 diverse video clips that clearly demonstrate the style, character, or motion you want to capture. Shorter clips (5-15 seconds) with consistent quality work better than long mixed footage.

2. Configure Your Training

Choose a unique trigger word (like “dncstyl” or “p3r5on”) that will activate your trained concept in prompts. This word should be distinctive and not conflict with common vocabulary.

3. Adjust Parameters

ParameterDefaultRecommendation
steps500Start here, increase for complex concepts
learning_rate0.0002Lower for stability, higher for speed
lora_rank32Higher (32-64) captures more detail

4. Train and Export

Submit your training job and receive a LoRA adapter file (.safetensors) when complete. Use it immediately with LTX-2 inference models on WaveSpeedAI.

Pricing

Training costs scale linearly with step count:

StepsPrice
100$0.35
500$1.75
1,000$3.50
2,000$7.00

Pro Tips for Successful Training

Curate quality over quantity: 5 excellent clips beat 20 mediocre ones. Ensure consistent lighting, resolution, and subject matter across your training videos.

Be specific with trigger words: Use unique, memorable tokens like “fl0wdnc” rather than common words like “dance” to avoid conflicts during inference.

Iterate incrementally: Start with default settings (500 steps, 0.0002 learning rate, rank 32) and adjust based on results. Final loss values between 0.01-0.05 indicate successful training.

Match content to intent: For style transfer, include variety in subjects but consistency in style. For character training, show diverse poses and movements of the same character.

Why WaveSpeedAI?

WaveSpeedAI provides the ideal environment for AI model training and inference:

  • No Cold Starts: Your training jobs begin immediately without queue delays
  • Affordable Pricing: Pay only for the training steps you use, starting at just $0.35 per 100 steps
  • Production-Ready API: Access trained models via a simple REST API
  • Seamless Workflow: Train LoRAs and use them for inference all on one platform

Start Creating

The LTX-2 19B Video-LoRA Trainer opens up possibilities that were previously available only to studios with massive compute budgets. Whether you’re building a consistent character for a content series, developing a signature motion style for your brand, or exploring new creative territories in AI video generation, this trainer gives you the tools to make it happen.

Ready to train your first custom video generation model? Visit LTX-2 19B Video-LoRA Trainer on WaveSpeedAI to get started today.