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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:
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+ interval: 250
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+ keep_last_n: 10
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+ precision: bfloat16
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+ data:
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+ num_dataloader_workers: 2
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+ preprocessed_data_root: .precomputed
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+ flow_matching:
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+ timestep_sampling_mode: shifted_logit_normal
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+ timestep_sampling_params: {}
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+ hub:
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+ hub_model_id: Alissonerdx/BFS-LTX2
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+ push_to_hub: true
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+ lora:
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+ alpha: 128
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+ dropout: 0.005
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+ rank: 128
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+ target_modules:
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+ - attn1.to_k
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+ - attn1.to_q
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+ - attn1.to_v
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+ - attn1.to_out.0
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+ - attn2.to_k
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+ - attn2.to_q
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+ - attn2.to_v
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+ - attn2.to_out.0
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+ - ff.net.0.proj
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+ - ff.net.2
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+ - adaln_single.linear
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+ - video_embeddings_connector.transformer_1d_blocks.0.attn1.to_q
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+ - video_embeddings_connector.transformer_1d_blocks.0.attn1.to_k
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+ - video_embeddings_connector.transformer_1d_blocks.1.attn1.to_q
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+ - video_embeddings_connector.transformer_1d_blocks.1.attn1.to_k
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+ - scale_shift_table
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+ model:
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+ load_checkpoint: /train/LTX-2/packages/ltx-trainer/outputs/ltx2_v2v_ic_lora_head_swap_128_prodigy_4/checkpoints/lora_weights_step_03000_128.safetensors
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+ model_path: /train/models/ltx-2-19b-dev.safetensors
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+ text_encoder_path: /train/models/gemma
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+ training_mode: lora
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+ optimization:
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+ 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: 0.0005
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+ max_grad_norm: 1.0
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+ optimizer_type: adamw8bit
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+ scheduler_params: {}
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+ scheduler_type: cosine
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+ steps: 3000
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+ output_dir: /train/LTX-2/packages/ltx-trainer/outputs/ltx2_v2v_ic_lora_head_swap_128_adamw8_5
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+ seed: 42
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+ training_strategy:
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+ condition_on_last_frame: false
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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: 1
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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/351912466498942.png
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+ - dataset/test/6403624465969299.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: replace the head in the video.'
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+ - 'head_swap: replace the head in the video.'
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+ reference_downscale_factor: 1
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+ reference_videos:
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+ - dataset/test/351912466498942.mp4
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+ - dataset/test/6403624465969299.mp4
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+ seed: 42
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+ skip_initial_validation: true
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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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+ - 576
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+ - 1024
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+ - 49
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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-31-01-2026-v1
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+ tags:
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+ - ltx2
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+ - ic-lora
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+ - video-to-video