LTX-2.5-Exploded-View-XPLDV / training_config.yaml
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# Recorded training settings; machine-specific paths replaced with portable examples.
# Validation prompts are preserved verbatim as training provenance.
# These are training settings, not the recommended distilled inference defaults.
acceleration:
load_text_encoder_in_8bit: false
mixed_precision_mode: bf16
offload_optimizer_during_validation: true
quantization: null
checkpoints:
interval: 250
keep_last_n: -1
no_resume: false
precision: bfloat16
save_training_state: minimal
data:
num_dataloader_workers: 0
preprocessed_data_root: dataset/.precomputed
flow_matching:
timestep_sampling_mode: shifted_logit_normal
timestep_sampling_params: {}
hub:
hub_model_id: null
push_to_hub: false
lora:
alpha: 64
dropout: 0.0
rank: 64
target_modules:
- attn1.to_k
- attn1.to_q
- attn1.to_v
- attn1.to_out.0
- attn2.to_k
- attn2.to_q
- attn2.to_v
- attn2.to_out.0
model:
audio_vae_path: models/vae/ltx-2.5-audio-vae-bf16.safetensors
load_checkpoint: null
model_path: models/diffusion_models/ltx-2.5-22b-dev-transformer-bf16.safetensors
text_encoder_path: models/text_encoders/gemma4-12b-with-proj-ltx-2.5-bf16.safetensors
training_mode: lora
video_vae_path: models/vae/ltx-2.5-video-vae-bf16.safetensors
optimization:
batch_size: 1
enable_gradient_checkpointing: true
gradient_accumulation_steps: 4
learning_rate: 0.0001
max_grad_norm: 1.0
optimizer_type: adamw
scheduler_params: {}
scheduler_type: constant
steps: 4000
output_dir: outputs/xpldv_lora_v5
seed: 42
training_strategy:
audio: null
name: flexible
video:
conditions:
- probability: 0.75
type: first_frame
is_generated: true
latents_dir: latents
validation:
audio_cfg_scale: 4.0
audio_modality_guidance_scale: 3.0
audio_stg_scale: 1.0
frame_rate: 24.0
generate_audio: false
generate_video: true
guidance_rescale: 0.7
images: null
include_reference_in_output: false
inference_steps: 30
interval: 500
negative_prompt: worst quality, inconsistent motion, blurry, jittery, distorted
prompts: []
reference_downscale_factor: 1
reference_videos: null
samples:
- conditions:
- image_or_video: validation_images/xpld_house.png
type: first_frame
prompt: A two-storey craftsman house separates into an ordered exploded view.
The roof sections and the chimney move outward first and travel furthest, followed
by the gables and the exterior walls, then the porch columns, the garage doors
and the floor decks, all moving outward along controlled paths together. The
parts come to rest suspended in an organised arrangement. The camera is locked
off, facing the house head-on. Warm exterior lighting at dusk.
seed: null
video_dims: null
- conditions:
- image_or_video: validation_images/xpld_watch.png
type: first_frame
prompt: A stainless steel automatic wristwatch separates into an ordered exploded
view. The bracelet links and the case move outward first and travel furthest,
followed by the bezel and the dial, then the hands and the movement gears, all
moving outward along controlled paths together. The parts come to rest suspended
in an organised radial arrangement. The camera is locked off in a three-quarter
view. A harder key light from one side, with deep fill shadow.
seed: null
video_dims: null
- conditions:
- image_or_video: validation_images/xpld_suv_2.png
type: first_frame
prompt: A black SUV separates into an ordered exploded view. The doors and the
body panels move outward first and travel furthest, followed by the hood, the
wheels and the glass, then the engine and the chassis, all moving outward along
controlled radial paths together. The parts come to rest suspended in an organised
radial arrangement. The camera arcs slowly to the right around the SUV. Night
lighting from overhead street lamps.
seed: null
video_dims: null
- conditions:
- image_or_video: validation_images/xpld_laptop.png
type: first_frame
prompt: A silver laptop separates into an ordered exploded view. The display panel
and the lower case move outward first and travel furthest, followed by the keyboard
and the trackpad, then the battery, the logic board and the cooling fans, all
moving apart horizontally along controlled paths together. The parts come to
rest suspended in an ordered line. The camera arcs slowly to the left around
the laptop. Soft, even daylight from a window.
seed: null
video_dims: null
seed: 42
skip_initial_validation: true
stg_blocks:
- 28
video_cfg_scale: 4.0
video_dims:
- 960
- 544
- 121
video_modality_guidance_scale: 3.0
video_stg_scale: 1.0
wandb:
enabled: false
entity: null
log_validation_videos: true
project: ltxv-trainer
tags: []