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BFS-LTX2-Experiments

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  1. .gitattributes +16 -0
  2. checkpoints/lora_weights_step_00250.safetensors +3 -0
  3. checkpoints/lora_weights_step_00500.safetensors +3 -0
  4. checkpoints/lora_weights_step_00750.safetensors +3 -0
  5. samples/step_000000_1.mp4 +3 -0
  6. samples/step_000000_2.mp4 +3 -0
  7. samples/step_000000_3.mp4 +3 -0
  8. samples/step_000000_4.mp4 +3 -0
  9. samples/step_000250_1.mp4 +3 -0
  10. samples/step_000250_2.mp4 +3 -0
  11. samples/step_000250_3.mp4 +3 -0
  12. samples/step_000250_4.mp4 +3 -0
  13. samples/step_000500_1.mp4 +3 -0
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  18. samples/step_000750_2.mp4 +3 -0
  19. samples/step_000750_3.mp4 +3 -0
  20. samples/step_000750_4.mp4 +3 -0
  21. training_config.yaml +97 -0
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+ acceleration:
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+ load_text_encoder_in_8bit: false
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+ mixed_precision_mode: bf16
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+ quantization: null
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+ checkpoints:
6
+ interval: 250
7
+ keep_last_n: 10
8
+ precision: bfloat16
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+ data:
10
+ num_dataloader_workers: 2
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+ preprocessed_data_root: .precomputed
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+ flow_matching:
13
+ timestep_sampling_mode: shifted_logit_normal
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+ timestep_sampling_params: {}
15
+ hub:
16
+ hub_model_id: Alissonerdx/BFS-LTX2
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+ push_to_hub: true
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+ lora:
19
+ alpha: 128
20
+ dropout: 0.005
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+ rank: 128
22
+ target_modules:
23
+ - attn1.to_k
24
+ - attn1.to_q
25
+ - attn1.to_v
26
+ - attn1.to_out.0
27
+ - attn2.to_k
28
+ - attn2.to_q
29
+ - attn2.to_v
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+ - attn2.to_out.0
31
+ - ff.net.0.proj
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+ - ff.net.2
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+ model:
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+ load_checkpoint: null
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+ model_path: /train/models/ltx-2-19b-dev.safetensors
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+ text_encoder_path: /train/models/gemma
37
+ training_mode: lora
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+ optimization:
39
+ batch_size: 1
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+ enable_gradient_checkpointing: true
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+ gradient_accumulation_steps: 1
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+ learning_rate: 0.0001
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+ max_grad_norm: 1.0
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+ optimizer_type: adamw
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+ scheduler_params: {}
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+ scheduler_type: linear
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+ steps: 10000
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+ output_dir: /train/LTX-2/packages/ltx-trainer/outputs/ltx2_v2v_ic_lora_head_swap_128
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+ seed: 42
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+ training_strategy:
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+ first_frame_conditioning_p: 1.0
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+ name: video_to_video
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+ num_conditioning_frames: 2
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+ reference_latents_dir: reference_latents
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+ validation:
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+ frame_rate: 25.0
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+ generate_audio: false
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+ guidance_scale: 4.0
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+ images:
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+ - dataset/test/test_1.jpeg
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+ - dataset/test/test_2.png
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+ - dataset/test/test_1_swapped.png
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+ - dataset/test/test_2_swapped.png
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+ include_reference_in_output: true
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+ inference_steps: 30
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+ interval: 250
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+ negative_prompt: worst quality, inconsistent motion, blurry, jittery, distorted
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+ prompts:
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+ - head_swap
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+ - head_swap
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+ - head_swap
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+ - head_swap
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+ reference_videos:
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+ - dataset/test/sample_10138_00001-audio.mp4
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+ - dataset/test/sample_10139_00001-audio.mp4
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+ - dataset/test/sample_10138_00001-audio.mp4
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+ - dataset/test/sample_10139_00001-audio.mp4
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+ seed: 42
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+ skip_initial_validation: false
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+ stg_blocks:
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+ - 29
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+ stg_mode: stg_v
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+ stg_scale: 1.0
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+ video_dims: !!python/tuple
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+ - 704
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+ - 384
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+ - 73
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+ videos_per_prompt: 1
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+ wandb:
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+ enabled: true
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+ entity: null
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+ log_validation_videos: true
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+ project: ltx-2-trainer-28-01-2026-128
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+ tags:
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+ - ltx2
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+ - ic-lora
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+ - video-to-video