SolitaryThinker
bbbb7ab021
Move all examples/inference and scripts off the legacy
VideoGenerator.from_pretrained(model, **kwargs) +
generate_video(prompt, **kwargs) surface onto the typed
from_config(GeneratorConfig(...)) + generate(GenerationRequest(...))
convention, including the Kandinsky-5 and DreamX-World examples added
on main after the original migration. git-mv api/compat.py to
api/translation.py ('compat' implied a temporary shim; the forward
translation is its honest permanent role) and repoint all importers,
tests, and doc links.
LoRA Extraction and Merging
Tools for extracting and merging LoRA adapters for FastVideo models.
Extract LoRA Adapter
python extract_lora.py \
--base Wan-AI/Wan2.2-TI2V-5B-Diffusers \
--ft FastVideo/FastWan2.2-TI2V-5B-FullAttn-Diffusers \
--out adapter_r32.safetensors \
--rank 32
Options:
--base: Base model (HuggingFace ID or local path)--ft: Fine-tuned model (HuggingFace ID or local path)--out: Output adapter file--rank: LoRA rank (16, 32, 64, 128)--full-rank: Extract full-rank adapter (optional)
Note: The script automatically handles architectural differences (e.g., FastWan has extra
gate_compresslayers) by falling back to direct safetensors loading for both models if pipeline loading fails.
Merge Adapter
python merge_lora.py \
--base Wan-AI/Wan2.2-TI2V-5B-Diffusers \
--adapter adapter_r32.safetensors \
--ft FastVideo/FastWan2.2-TI2V-5B-FullAttn-Diffusers \
--output merged_model
Options:
--base: Base model (HuggingFace ID or local path)--adapter: LoRA adapter file (.safetensors)--ft: Fine-tuned model (for configuration)--output: Output directory
Validate Quality (Optional)
python lora_inference_comparison.py \
--base merged_model \
--ft FastVideo/FastWan2.2-TI2V-5B-FullAttn-Diffusers \
--adapter NONE \
--output-dir results \
--prompt "A cat sitting on a windowsill" \
--seed 42 \
--height 480 \
--width 480 \
--num-frames 49 \
--num-inference-steps 32 \
--compute-ssim \
--compute-lpips
Options:
--base: Merged model or base model path--ft: Fine-tuned model (reference)--adapter: Path to adapter or NONE--output-dir: Output directory--prompt: Text prompt (default: "A cat sitting on a windowsill")--seed: Random seed (default: 42)--height: Video height (default: 480)--width: Video width (default: 832)--num-frames: Number of frames (default: 49)--num-inference-steps: Inference steps (default: 32)--compute-ssim: Compute SSIM metric--compute-lpips: Compute LPIPS metric