| { |
| "base_model_dir": "/mnt/lustre/vlm-k1kong/models/MiniMax-H3", |
| "config": { |
| "callbacks": { |
| "grad_clip": { |
| "_target_": "fastvideo.train.callbacks.grad_clip.GradNormClipCallback", |
| "max_grad_norm": 1.0 |
| }, |
| "latent_vis": { |
| "_target_": "fastvideo.train.callbacks.latent_vis.LatentVisCallback", |
| "every_steps": 100, |
| "fps": 24 |
| }, |
| "validation": { |
| "_target_": "fastvideo.train.callbacks.validation.ValidationCallback", |
| "dataset_file": "/mnt/lustre/vlm-shared/h3_t2av_preprocessed/v10_mixed_native_v3/validation/heldout60.json", |
| "every_steps": 100, |
| "guidance_scale": 1.0, |
| "max_record_num_frames": 345, |
| "num_videos_per_prompt": 1, |
| "offload_training_state": true, |
| "pipeline_target": "fastvideo.pipelines.basic.minimax_h3.minimax_h3_pipeline.MiniMaxH3Pipeline", |
| "run_at_start": true, |
| "sampling_steps": [ |
| 4 |
| ], |
| "text_encoder_cpu_offload": true, |
| "use_record_dimensions": true, |
| "use_validation_media_conditioning": false, |
| "vae_cpu_offload": true |
| } |
| }, |
| "method": { |
| "_target_": "fastvideo.train.methods.distribution_matching.dmd2.DMD2Method", |
| "cfg_uncond": { |
| "text": "zero" |
| }, |
| "dmd_denoising_steps": [ |
| 999, |
| 749, |
| 500, |
| 250 |
| ], |
| "fake_score_betas": [ |
| 0.9, |
| 0.999 |
| ], |
| "fake_score_learning_rate": 2e-06, |
| "fake_score_loss_space": "x0", |
| "fake_score_lr_scheduler": "constant", |
| "generator_update_interval": 5, |
| "max_timestep_ratio": 0.999, |
| "min_timestep_ratio": 0.001, |
| "real_score_guidance_scale": 1.0, |
| "rollout_carry": true, |
| "rollout_carry_slots": 8, |
| "rollout_mode": "simulate", |
| "rollout_sample_type": "ode", |
| "score_timestep_shift": 2.4 |
| }, |
| "models": { |
| "critic": { |
| "_target_": "fastvideo.train.models.minimax_h3.MiniMaxH3DMDModel", |
| "attention_backend": "FLASH_ATTN", |
| "disable_custom_init_weights": true, |
| "enable_gradient_checkpointing_type": "full", |
| "init_from": "/mnt/lustre/vlm-k1kong/models/MiniMax-H3", |
| "trainable": true |
| }, |
| "student": { |
| "_target_": "fastvideo.train.models.minimax_h3.MiniMaxH3DMDModel", |
| "attention_backend": "VIDEO_SPARSE_ATTN_H3", |
| "enable_gradient_checkpointing_type": "full", |
| "init_from": "/mnt/lustre/vlm-k1kong/models/MiniMax-H3", |
| "trainable": true |
| }, |
| "teacher": { |
| "_target_": "fastvideo.train.models.minimax_h3.MiniMaxH3DMDModel", |
| "attention_backend": "FLASH_ATTN", |
| "disable_custom_init_weights": true, |
| "init_from": "/mnt/lustre/vlm-k1kong/models/MiniMax-H3", |
| "trainable": false |
| } |
| }, |
| "pipeline": { |
| "dit_config": { |
| "uniform_parameter_dtype": false |
| } |
| }, |
| "training": { |
| "checkpoint": { |
| "checkpointing_start_step": 100, |
| "checkpoints_total_limit": 3, |
| "inference_checkpoint_dtype": "bfloat16", |
| "inference_checkpoint_role": "student", |
| "output_dir": "/mnt/lustre/vlm-wlsaidhi/fastvideo/outputs/minimax_h3_dmd2_sp4_fsdp32_v10p5_datafree_mixed_vsa64", |
| "require_complete_training_checkpoint": true, |
| "resume_from_checkpoint": "latest", |
| "save_inference_checkpoint_on_validation": true, |
| "training_state_checkpointing_steps": 100 |
| }, |
| "data": { |
| "data_path": [ |
| "/mnt/lustre/vlm-shared/h3_t2av_preprocessed/v10_mixed_native_v3/h3_t2av_video_nuva_50k_720_mixed_len/data", |
| "/mnt/lustre/vlm-shared/h3_t2av_preprocessed/v10_mixed_native_v3/h3_t2av_video_5s_768p/data", |
| "/mnt/lustre/vlm-shared/h3_t2av_preprocessed/v10_mixed_native_v3/h3_t2av_video_nuva_10k_720_mixed_len/data", |
| "/mnt/lustre/vlm-shared/h3_t2av_preprocessed/v10_mixed_native_v3/h3_t2av_video_nuva_10k_mixed_res_len/data", |
| "/mnt/lustre/vlm-shared/h3_t2av_preprocessed/v10_mixed_native_v3/h3_t2av_fastgen_vidprom_150k/data" |
| ], |
| "dataloader_num_workers": 0, |
| "native_shape_bucketing": true, |
| "num_frames": 124, |
| "num_height": 768, |
| "num_latent_t": 37, |
| "num_width": 1344, |
| "preprocessed_data_type": "text_only", |
| "seed": 42, |
| "train_batch_size": 1, |
| "training_cfg_rate": 0.0 |
| }, |
| "distributed": { |
| "hsdp_replicate_dim": 1, |
| "hsdp_shard_dim": 32, |
| "num_gpus": 32, |
| "sp_size": 4, |
| "tp_size": 1 |
| }, |
| "dit_precision": "fp32", |
| "loop": { |
| "gradient_accumulation_steps": 8, |
| "max_train_steps": 4000 |
| }, |
| "model": { |
| "enable_gradient_checkpointing_type": "full", |
| "enable_torch_compile": true, |
| "precondition_outputs": false, |
| "torch_compile_kwargs": { |
| "dynamic": true, |
| "recompile_limit": 32 |
| } |
| }, |
| "optimizer": { |
| "betas": [ |
| 0.9, |
| 0.999 |
| ], |
| "learning_rate": 2e-06, |
| "lr_scheduler": "constant", |
| "lr_warmup_steps": 0, |
| "weight_decay": 0.01 |
| }, |
| "tracker": { |
| "project_name": "h3-dmd2-vsa", |
| "run_name": "dmd2_sp4_fsdp32_v10p5_datafree_mixed_vsa64" |
| }, |
| "vsa": { |
| "sparsity": 0.9, |
| "tile_size": 64 |
| } |
| } |
| }, |
| "dtype": "bfloat16", |
| "format_version": 1, |
| "kind": "inference", |
| "max_shard_size_bytes": 5368709120, |
| "module": "transformer", |
| "role": "student", |
| "shard_count": 14, |
| "shard_file_sizes": [ |
| 5331008552, |
| 5318721256, |
| 5318721248, |
| 4875566048, |
| 5318505992, |
| 5164580688, |
| 5318721240, |
| 5318721248, |
| 4875566056, |
| 5318505984, |
| 5164580688, |
| 5318721256, |
| 5318721208, |
| 2138941296 |
| ], |
| "shard_sizes": [ |
| 5331000320, |
| 5318715392, |
| 5318715392, |
| 4875560448, |
| 5318500352, |
| 5164574720, |
| 5318715392, |
| 5318715392, |
| 4875560448, |
| 5318500352, |
| 5164574720, |
| 5318715392, |
| 5318715392, |
| 2138938880 |
| ], |
| "step": 1300, |
| "tensor_count": 688, |
| "total_size": 70099502592 |
| } |
|
|
