Add FASTGEN_SF_OUTPUT_BETA2_AUDIOFIX_TAEW_SYNCNET_MOUTHWEIGHT_FSMATCHED_LR3E6_DF100_SINK3_WINDOW9

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@@ -922,3 +922,157 @@ FASTGEN_SF_OUTPUT_BETA2_AUDIOFIX_TAEW_SYNCNET_MOUTHWEIGHT_FSMATCHED_LR3E6/OmniAv
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+dataloader_train:
+  _target_: <class 'fastgen.datasets.omniavatar_dataloader.OmniAvatarDataLoader'>
+  batch_size: '8'
+  data_list_path: /home/work/stableavatar_data/v2v_training_data/video_square_path.txt
+  latentsync_mask_path: /home/work/.local/Self-Forcing_LipSync_StableAvatar/diffsynth/utils/mask.png
+  load_raw_audio: 'True'
+  neg_text_emb_path: null
+  num_workers: '2'
+  raw_audio_fps: '25.0'
+  raw_audio_num_frames: '81'
+  raw_audio_sample_rate: '16000'
+  use_ref_sequence: 'True'
+dataloader_val:
+  _target_: <function create_omniavatar_dataloader at 0x7fc40dca5260>
+  batch_size: '1'
+  data_list_path: /home/work/stableavatar_data/v2v_training_data/video_square_val10.txt
+  latentsync_mask_path: /home/work/.local/Self-Forcing_LipSync_StableAvatar/diffsynth/utils/mask.png
+  load_ode_path: 'False'
+  neg_text_emb_path: null
+  num_workers: '2'
+  use_ref_sequence: 'True'
+eval:
+  max_ckpt: '100000000'
+  min_ckpt: '0'
+  num_samples: '50000'
+  samples_dir: samples
+  save_images: 'False'
+log_config:
+  group: omniavatar_sf_audiofix
+  name: sf_sink3_window9_redmd_audiofix_beta2_taew_syncnet_mouthweight_fsmatched_lr3e6_df100
+  project: OmniAvatar-FastGen
+  wandb_credential: ./credentials/wandb_api.txt
+  wandb_entity: paulhcho
+  wandb_mode: online
+model:
+  add_teacher_to_fsdp_dict: 'True'
+  center_reward: 'False'
+  clamp_reward: null
+  context_noise: '0.0'
+  ddp_find_unused_parameters: 'True'
+  device: cuda
+  discriminator:
+    _target_: <class 'fastgen.networks.discriminators.Discriminator_EDM'>
+    all_res:
+    - '32'
+    - '16'
+    - '8'
+    feature_indices: '{0, 1, 2}'
+    in_channels: '256'
+  discriminator_optimizer:
+    _target_: <function get_optimizer at 0x7fc40deff560>
+    betas:
+    - '0.9'
+    - '0.999'
+    eps: 1e-08
+    fused: 'False'
+    lr: '0.0001'
+    model: null
+    optim_type: adamw
+    weight_decay: '0.01'
+  discriminator_scheduler:
+    _target_: <class 'fastgen.utils.lr_scheduler.LambdaLinearScheduler'>
+    cycle_lengths:
+    - '10000000000'
+    f_max:
+    - '1.0'
+    f_min:
+    - '1.0'
+    f_start:
+    - 1e-06
+    warm_up_steps:
+    - '0'
+  enable_gradient_in_rollout: 'True'
+  enable_preprocessors: 'True'
+  fake_score: null
+  fake_score_net:
+    _target_: <class 'fastgen.networks.OmniAvatar.network.OmniAvatarWan'>
+    audio_hidden_size: '32'
+    base_model_paths: /home/work/.local/OmniAvatar/pretrained_models/Wan2.1-T2V-1.3B/diffusion_pytorch_model.safetensors
+    in_dim: '65'
+    merge_lora: 'False'
+    mode: v2v
+    model_size: 1.3B
+    net_pred_type: flow
+    omniavatar_ckpt_path: /home/work/output_omniavatar_v2v_1.3B_maskall_refseq_mouth_weight_2gpu/step-1000.pt
+    schedule_type: rf
+    use_audio: 'True'
+  fake_score_optimizer:
+    _target_: <function get_optimizer at 0x7fc40deff560>
+    betas:
+    - '0.0'
+    - '0.999'
+    eps: 1e-08
+    fused: 'False'
+    lr: 3e-06
+    model: null
+    optim_type: adamw
+    weight_decay: '0.01'
+  fake_score_pred_type: x0
+  fake_score_scheduler:
+    _target_: <class 'fastgen.utils.lr_scheduler.LambdaLinearScheduler'>
+    cycle_lengths:
+    - '10000000000'
+    f_max:
+    - '1.0'
+    f_min:
+    - '1.0'
+    f_start:
+    - 1e-06
+    warm_up_steps:
+    - '0'
+  fsdp_meta_init: 'False'
+  gan_loss_weight_gen: '0'
+  gan_r1_reg_alpha: '0.1'
+  gan_r1_reg_weight: '0.0'
+  gan_use_same_t_noise: 'False'
+  grad_scaler_enabled: 'False'
+  grad_scaler_growth_interval: '2000'
+  grad_scaler_init_scale: '65536.0'
+  guidance_scale: '4.5'
+  input_shape:
+  - '16'
+  - '21'
+  - '64'
+  - '64'
+  last_step_only: 'False'
+  load_student_weights: 'False'
+  net:
+    _target_: <class 'fastgen.networks.OmniAvatar.network_causal.CausalOmniAvatarWan'>
+    audio_hidden_size: '32'
+    base_model_paths: /home/work/.local/OmniAvatar/pretrained_models/Wan2.1-T2V-1.3B/diffusion_pytorch_model.safetensors
+    chunk_size: '3'
+    in_dim: '65'
+    local_attn_size: '9'
+    mode: v2v
+    model_size: 1.3B
+    net_pred_type: flow
+    omniavatar_ckpt_path: /home/work/output_omniavatar_v2v_1.3B_maskall_refseq_mouth_weight_2gpu/step-1000.pt
+    schedule_type: rf
+    sink_size: '3'
+    total_num_frames: '21'
+    use_audio: 'True'
+    use_dynamic_rope: 'True'
+  net_optimizer:
+    _target_: <function get_optimizer at 0x7fc40deff560>
+    betas:
+    - '0.0'
+    - '0.999'
+    eps: 1e-08
+    fused: 'False'
+    lr: 2e-06
+    model: null
+    optim_type: adamw
+    weight_decay: '0.01'
+  net_scheduler:
+    _target_: <class 'fastgen.utils.lr_scheduler.LambdaLinearScheduler'>
+    cycle_lengths:
+    - '10000000000'
+    f_max:
+    - '1.0'
+    f_min:
+    - '1.0'
+    f_start:
+    - 1e-06
+    warm_up_steps:
+    - '0'
+  precision: bfloat16
+  precision_amp: null
+  precision_amp_enc: null
+  precision_amp_infer: null
+  precision_fsdp: float32
+  pretrained_model_path: ''
+  pretrained_student_net_path: ''
+  reward:
+    audio_sample_rate: '16000'
+    checkpoint_path: /home/work/.local/eval_metrics/checkpoints/auxiliary/syncnet_v2.model
+    decoder_kind: taew
+    enabled: 'True'
+    input_fps: '25.0'
+    taew_checkpoint_path: /home/work/.local/eval_metrics/checkpoints/auxiliary/taew2_1.pth
+    vshift: '15'
+  reward_beta: '2'
+  reward_debug_dir: logs/redmd_debug
+  reward_weighting_mode: per_sample
+  same_step_across_blocks: 'True'
+  sample_t_cfg:
+    log_t_df: '0.01'
+    max_t: '0.999'
+    min_t: '0.001'
+    shift: '5.0'
+    t_list:
+    - '0.999'
+    - '0.833'
+    - '0.0'
+    time_dist_type: shifted
+    train_p_mean: '-1.1'
+    train_p_std: '2.0'
+  save_reward_debug_video: 'False'
+  skip_layers: null
+  start_gradient_frame: '0'
+  student_sample_steps: '2'
+  student_sample_type: sde
+  student_update_freq: '5'
+  teacher:
+    _target_: <class 'fastgen.networks.OmniAvatar.network.OmniAvatarWan'>
+    audio_hidden_size: '32'
+    base_model_paths: /home/work/.local/OmniAvatar/pretrained_models/Wan2.1-T2V-14B/diffusion_pytorch_model-00001-of-00006.safetensors,/home/work/.local/OmniAvatar/pretrained_models/Wan2.1-T2V-14B/diffusion_pytorch_model-00002-of-00006.safetensors,/home/work/.local/OmniAvatar/pretrained_models/Wan2.1-T2V-14B/diffusion_pytorch_model-00003-of-00006.safetensors,/home/work/.local/OmniAvatar/pretrained_models/Wan2.1-T2V-14B/diffusion_pytorch_model-00004-of-00006.safetensors,/home/work/.local/OmniAvatar/pretrained_models/Wan2.1-T2V-14B/diffusion_pytorch_model-00005-of-00006.safetensors,/home/work/.local/OmniAvatar/pretrained_models/Wan2.1-T2V-14B/diffusion_pytorch_model-00006-of-00006.safetensors
+    in_dim: '65'
+    merge_lora: 'True'
+    mode: v2v
+    model_size: 14B
+    net_pred_type: flow
+    omniavatar_ckpt_path: /home/work/output_omniavatar_v2v_maskall_refseq_mouth_weight_4gpu/step-6000.pt
+    schedule_type: rf
+    use_audio: 'True'
+  timestep_cfg:
+    enabled: 'True'
+    t_hi: '0.882'
+    t_lo: '0.556'
+  use_ema: 'False'
+model_class:
+  _target_: <class 'fastgen.methods.omniavatar_self_forcing_re_dmd.OmniAvatarSelfForcingReDMD'>
+  config: null
+trainer:
+  augment_pipe: null
+  batch_size_global: null
+  callbacks:
+    ema:
+      _target_: <class 'fastgen.callbacks.ema.EMACallback'>
+      beta: '0.9999'
+      ema_halflife_kimg: '500'
+      ema_rampup_ratio: '0.05'
+      gamma: '16.97'
+      start_iter: '0'
+      type: constant
+    gpu_stats:
+      _target_: <class 'fastgen.callbacks.gpu_stats.GPUStatsCallback'>
+      every_n: '100'
+    grad_clip:
+      _target_: <class 'fastgen.callbacks.grad_clip.GradClipCallback'>
+      grad_norm: '10.0'
+      model_key: net
+    param_count:
+      _target_: <class 'fastgen.callbacks.param_count.ParamCountCallback'>
+    train_profiler:
+      _target_: <class 'fastgen.callbacks.train_profiler.TrainProfilerCallback'>
+      every_n: '100'
+    wandb:
+      _target_: <class 'fastgen.callbacks.wandb.WandbCallback'>
+      fps: '25'
+      sample_logging_iter: '100'
+  checkpointer:
+    pretrained_ckpt_key_map:
+      net: net
+    pretrained_ckpt_path: /home/work/.local/hyunbin/FastGen-redmd/FASTGEN_OUTPUT/OmniAvatar-FastGen/omniavatar_df_audiofix/df_audiofix_syncnet_trained_shift_5_4gpu_bs16_lr1e5_100iter/checkpoints/0000100.pth
+    s3_container: s3://checkpoints/fastgen
+    s3_credential: ./credentials/s3.json
+    save_dir: /tmp/FASTGEN_SF_OUTPUT_BETA2_AUDIOFIX_TAEW_SYNCNET_MOUTHWEIGHT_FSMATCHED_LR3E6_DF100_SINK3_WINDOW9/OmniAvatar-FastGen/omniavatar_sf_audiofix/sf_sink3_window9_redmd_audiofix_beta2_taew_syncnet_mouthweight_fsmatched_lr3e6_df100/checkpoints
+    use_s3: 'False'
+  cudnn:
+    benchmark: 'True'
+    deterministic: 'False'
+  ddp: 'False'
+  fsdp: 'True'
+  fsdp_cpu_offload: 'False'
+  fsdp_min_num_params: '10000000'
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+  seed: '0'
+  skip_initial_validation: 'True'
+  tf32_enabled: 'True'
+  val_seed: null
+  validation_iter: '100'
+  visualize_teacher: 'False'

FASTGEN_SF_OUTPUT_BETA2_AUDIOFIX_TAEW_SYNCNET_MOUTHWEIGHT_FSMATCHED_LR3E6_DF100_SINK3_WINDOW9/OmniAvatar-FastGen/omniavatar_sf_audiofix/sf_sink3_window9_redmd_audiofix_beta2_taew_syncnet_mouthweight_fsmatched_lr3e6_df100/wandb/debug-internal.log

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+2026-04-25 14:26:02,551 INFO    MainThread:953349 [wandb_init.py:init():849] wandb.init called with sweep_config: {}
+config: {'log_config': {'project': 'OmniAvatar-FastGen', 'group': 'omniavatar_sf_audiofix', 'name': 'sf_sink3_window9_redmd_audiofix_beta2_taew_syncnet_mouthweight_fsmatched_lr3e6_df100', 'wandb_mode': 'online', 'wandb_entity': 'paulhcho', 'wandb_credential': './credentials/wandb_api.txt'}, 'trainer': {'cudnn': {'deterministic': 'False', 'benchmark': 'True'}, 'checkpointer': {'save_dir': '/tmp/FASTGEN_SF_OUTPUT_BETA2_AUDIOFIX_TAEW_SYNCNET_MOUTHWEIGHT_FSMATCHED_LR3E6_DF100_SINK3_WINDOW9/OmniAvatar-FastGen/omniavatar_sf_audiofix/sf_sink3_window9_redmd_audiofix_beta2_taew_syncnet_mouthweight_fsmatched_lr3e6_df100/checkpoints', 'use_s3': 'False', 's3_container': 's3://checkpoints/fastgen', 's3_credential': './credentials/s3.json', 'pretrained_ckpt_path': '/home/work/.local/hyunbin/FastGen-redmd/FASTGEN_OUTPUT/OmniAvatar-FastGen/omniavatar_df_audiofix/df_audiofix_syncnet_trained_shift_5_4gpu_bs16_lr1e5_100iter/checkpoints/0000100.pth', 'pretrained_ckpt_key_map': {'net': 'net'}}, 'callbacks': {'grad_clip': {'grad_norm': '10.0', 'model_key': 'net', '_target_': "<class 'fastgen.callbacks.grad_clip.GradClipCallback'>"}, 'gpu_stats': {'every_n': '100', '_target_': "<class 'fastgen.callbacks.gpu_stats.GPUStatsCallback'>"}, 'train_profiler': {'every_n': '100', '_target_': "<class 'fastgen.callbacks.train_profiler.TrainProfilerCallback'>"}, 'param_count': {'_target_': "<class 'fastgen.callbacks.param_count.ParamCountCallback'>"}, 'ema': {'type': 'constant', 'beta': '0.9999', 'gamma': '16.97', 'ema_halflife_kimg': '500', 'ema_rampup_ratio': '0.05', 'start_iter': '0', '_target_': "<class 'fastgen.callbacks.ema.EMACallback'>"}, 'wandb': {'sample_logging_iter': '100', '_target_': "<class 'fastgen.callbacks.wandb.WandbCallback'>", 'fps': '25'}}, 'save_ckpt_iter': '100', 'validation_iter': '100', 'skip_initial_validation': 'True', 'logging_iter': '1', 'max_iter': '5000', 'visualize_teacher': 'False', 'seed': '0', 'val_seed': None, 'resume': 'False', 'ddp': 'False', 'fsdp': 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'fastgen.networks.OmniAvatar.network_causal.CausalOmniAvatarWan'>"}, 'teacher': {'model_size': '14B', 'in_dim': '65', 'mode': 'v2v', 'use_audio': 'True', 'audio_hidden_size': '32', 'base_model_paths': '/home/work/.local/OmniAvatar/pretrained_models/Wan2.1-T2V-14B/diffusion_pytorch_model-00001-of-00006.safetensors,/home/work/.local/OmniAvatar/pretrained_models/Wan2.1-T2V-14B/diffusion_pytorch_model-00002-of-00006.safetensors,/home/work/.local/OmniAvatar/pretrained_models/Wan2.1-T2V-14B/diffusion_pytorch_model-00003-of-00006.safetensors,/home/work/.local/OmniAvatar/pretrained_models/Wan2.1-T2V-14B/diffusion_pytorch_model-00004-of-00006.safetensors,/home/work/.local/OmniAvatar/pretrained_models/Wan2.1-T2V-14B/diffusion_pytorch_model-00005-of-00006.safetensors,/home/work/.local/OmniAvatar/pretrained_models/Wan2.1-T2V-14B/diffusion_pytorch_model-00006-of-00006.safetensors', 'omniavatar_ckpt_path': '/home/work/output_omniavatar_v2v_maskall_refseq_mouth_weight_4gpu/step-6000.pt', 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FASTGEN_SF_OUTPUT_BETA2_AUDIOFIX_TAEW_SYNCNET_MOUTHWEIGHT_FSMATCHED_LR3E6_DF100_SINK3_WINDOW9/OmniAvatar-FastGen/omniavatar_sf_audiofix/sf_sink3_window9_redmd_audiofix_beta2_taew_syncnet_mouthweight_fsmatched_lr3e6_df100/wandb/run-20260425_115405-lxlsugeu/files/config.yaml

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+_wandb:
+    value:
+        cli_version: 0.25.0
+        e:
+            bfyevs0fdc4ubo27edzw6b12a0hspzmh:
+                args:
+                    - --config=fastgen/configs/experiments/OmniAvatar/config_sf_sink1_window7_redmd_beta2_taew.py
+                    - '-'
+                    - trainer.resume=False
+                    - model.fake_score_optimizer.lr=3e-6
+                    - log_config.group=omniavatar_sf_audiofix
+                    - log_config.name=sf_sink3_window9_redmd_audiofix_beta2_taew_syncnet_mouthweight_fsmatched_lr3e6_df100
+                    - log_config.project=OmniAvatar-FastGen
+                    - log_config.wandb_entity=paulhcho
+                    - model.net.sink_size=3
+                    - model.net.local_attn_size=9
+                codePath: train.py
+                codePathLocal: train.py
+                cpu_count: 112
+                cpu_count_logical: 224
+                cudaVersion: "12.9"
+                disk:
+                    /:
+                        total: "1356758433792"
+                        used: "1275297685504"
+                email: paul.hyunbin@gmail.com
+                executable: /home/work/.local/miniconda3/envs/hb_fastgen/bin/python3.12
+                git:
+                    commit: 31752c6328ad798bdbb8f20a8372fca5fb35b990
+                    remote: https://paulcho98:@github.com/paulcho98/FastGen.git
+                gpu: NVIDIA H200
+                gpu_count: 4
+                gpu_nvidia:
+                    - architecture: Hopper
+                      cudaCores: 16896
+                      memoryTotal: "150754820096"
+                      name: NVIDIA H200
+                      uuid: GPU-4685d4b3-5cf9-2766-43d3-b9615a684b7c
+                    - architecture: Hopper
+                      cudaCores: 16896
+                      memoryTotal: "150754820096"
+                      name: NVIDIA H200
+                      uuid: GPU-ec888a66-4b6f-b8de-b34b-249efb9ad262
+                    - architecture: Hopper
+                      cudaCores: 16896
+                      memoryTotal: "150754820096"
+                      name: NVIDIA H200
+                      uuid: GPU-9c1e1773-d710-06c9-7db7-1b54e9fc3790
+                    - architecture: Hopper
+                      cudaCores: 16896
+                      memoryTotal: "150754820096"
+                      name: NVIDIA H200
+                      uuid: GPU-2b1017dc-2958-a946-16d2-2c29da6d18b0
+                host: main1
+                memory:
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+                os: Linux-5.15.0-151-generic-x86_64-with-glibc2.39
+                program: /home/work/.local/hyunbin/FastGen-redmd/train.py
+                python: CPython 3.12.12
+                root: /tmp/FASTGEN_SF_OUTPUT_BETA2_AUDIOFIX_TAEW_SYNCNET_MOUTHWEIGHT_FSMATCHED_LR3E6_DF100_SINK3_WINDOW9/OmniAvatar-FastGen/omniavatar_sf_audiofix/sf_sink3_window9_redmd_audiofix_beta2_taew_syncnet_mouthweight_fsmatched_lr3e6_df100
+                startedAt: "2026-04-25T02:54:05.241185Z"
+                writerId: bfyevs0fdc4ubo27edzw6b12a0hspzmh
+        m: []
+        python_version: 3.12.12
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+            "4": 3.12.12
+            "5": 0.25.0
+            "6": 5.3.0
+            "12": 0.25.0
+            "13": linux-x86_64
+dataloader_train:
+    value:
+        _target_: <class 'fastgen.datasets.omniavatar_dataloader.OmniAvatarDataLoader'>
+        batch_size: "8"
+        data_list_path: /home/work/stableavatar_data/v2v_training_data/video_square_path.txt
+        latentsync_mask_path: /home/work/.local/Self-Forcing_LipSync_StableAvatar/diffsynth/utils/mask.png
+        load_raw_audio: "True"
+        neg_text_emb_path: null
+        num_workers: "2"
+        raw_audio_fps: "25.0"
+        raw_audio_num_frames: "81"
+        raw_audio_sample_rate: "16000"
+        use_ref_sequence: "True"
+dataloader_val:
+    value:
+        _target_: <function create_omniavatar_dataloader at 0x7f6d59ca9260>
+        batch_size: "1"
+        data_list_path: /home/work/stableavatar_data/v2v_training_data/video_square_val10.txt
+        latentsync_mask_path: /home/work/.local/Self-Forcing_LipSync_StableAvatar/diffsynth/utils/mask.png
+        load_ode_path: "False"
+        neg_text_emb_path: null
+        num_workers: "2"
+        use_ref_sequence: "True"
+eval:
+    value:
+        max_ckpt: "100000000"
+        min_ckpt: "0"
+        num_samples: "50000"
+        samples_dir: samples
+        save_images: "False"
+log_config:
+    value:
+        group: omniavatar_sf_audiofix
+        name: sf_sink3_window9_redmd_audiofix_beta2_taew_syncnet_mouthweight_fsmatched_lr3e6_df100
+        project: OmniAvatar-FastGen
+        wandb_credential: ./credentials/wandb_api.txt
+        wandb_entity: paulhcho
+        wandb_mode: online
+model:
+    value:
+        add_teacher_to_fsdp_dict: "True"
+        center_reward: "False"
+        clamp_reward: null
+        context_noise: "0.0"
+        ddp_find_unused_parameters: "True"
+        device: cuda
+        discriminator:
+            _target_: <class 'fastgen.networks.discriminators.Discriminator_EDM'>
+            all_res:
+                - "32"
+                - "16"
+                - "8"
+            feature_indices: '{0, 1, 2}'
+            in_channels: "256"
+        discriminator_optimizer:
+            _target_: <function get_optimizer at 0x7f6d59f03560>
+            betas:
+                - "0.9"
+                - "0.999"
+            eps: "1e-08"
+            fused: "False"
+            lr: "0.0001"
+            model: null
+            optim_type: adamw
+            weight_decay: "0.01"
+        discriminator_scheduler:
+            _target_: <class 'fastgen.utils.lr_scheduler.LambdaLinearScheduler'>
+            cycle_lengths:
+                - "10000000000"
+            f_max:
+                - "1.0"
+            f_min:
+                - "1.0"
+            f_start:
+                - "1e-06"
+            warm_up_steps:
+                - "0"
+        enable_gradient_in_rollout: "True"
+        enable_preprocessors: "True"
+        fake_score: null
+        fake_score_net:
+            _target_: <class 'fastgen.networks.OmniAvatar.network.OmniAvatarWan'>
+            audio_hidden_size: "32"
+            base_model_paths: /home/work/.local/OmniAvatar/pretrained_models/Wan2.1-T2V-1.3B/diffusion_pytorch_model.safetensors
+            in_dim: "65"
+            merge_lora: "False"
+            mode: v2v
+            model_size: 1.3B
+            net_pred_type: flow
+            omniavatar_ckpt_path: /home/work/output_omniavatar_v2v_1.3B_maskall_refseq_mouth_weight_2gpu/step-1000.pt
+            schedule_type: rf
+            use_audio: "True"
+        fake_score_optimizer:
+            _target_: <function get_optimizer at 0x7f6d59f03560>
+            betas:
+                - "0.0"
+                - "0.999"
+            eps: "1e-08"
+            fused: "False"
+            lr: "3e-06"
+            model: null
+            optim_type: adamw
+            weight_decay: "0.01"
+        fake_score_pred_type: x0
+        fake_score_scheduler:
+            _target_: <class 'fastgen.utils.lr_scheduler.LambdaLinearScheduler'>
+            cycle_lengths:
+                - "10000000000"
+            f_max:
+                - "1.0"
+            f_min:
+                - "1.0"
+            f_start:
+                - "1e-06"
+            warm_up_steps:
+                - "0"
+        fsdp_meta_init: "False"
+        gan_loss_weight_gen: "0"
+        gan_r1_reg_alpha: "0.1"
+        gan_r1_reg_weight: "0.0"
+        gan_use_same_t_noise: "False"
+        grad_scaler_enabled: "False"
+        grad_scaler_growth_interval: "2000"
+        grad_scaler_init_scale: "65536.0"
+        guidance_scale: "4.5"
+        input_shape:
+            - "16"
+            - "21"
+            - "64"
+            - "64"
+        last_step_only: "False"
+        load_student_weights: "False"
+        net:
+            _target_: <class 'fastgen.networks.OmniAvatar.network_causal.CausalOmniAvatarWan'>
+            audio_hidden_size: "32"
+            base_model_paths: /home/work/.local/OmniAvatar/pretrained_models/Wan2.1-T2V-1.3B/diffusion_pytorch_model.safetensors
+            chunk_size: "3"
+            in_dim: "65"
+            local_attn_size: "9"
+            mode: v2v
+            model_size: 1.3B
+            net_pred_type: flow
+            omniavatar_ckpt_path: /home/work/output_omniavatar_v2v_1.3B_maskall_refseq_mouth_weight_2gpu/step-1000.pt
+            schedule_type: rf
+            sink_size: "3"
+            total_num_frames: "21"
+            use_audio: "True"
+            use_dynamic_rope: "True"
+        net_optimizer:
+            _target_: <function get_optimizer at 0x7f6d59f03560>
+            betas:
+                - "0.0"
+                - "0.999"
+            eps: "1e-08"
+            fused: "False"
+            lr: "2e-06"
+            model: null
+            optim_type: adamw
+            weight_decay: "0.01"
+        net_scheduler:
+            _target_: <class 'fastgen.utils.lr_scheduler.LambdaLinearScheduler'>
+            cycle_lengths:
+                - "10000000000"
+            f_max:
+                - "1.0"
+            f_min:
+                - "1.0"
+            f_start:
+                - "1e-06"
+            warm_up_steps:
+                - "0"
+        precision: bfloat16
+        precision_amp: null
+        precision_amp_enc: null
+        precision_amp_infer: null
+        precision_fsdp: float32
+        pretrained_model_path: ""
+        pretrained_student_net_path: ""
+        reward:
+            audio_sample_rate: "16000"
+            checkpoint_path: /home/work/.local/eval_metrics/checkpoints/auxiliary/syncnet_v2.model
+            decoder_kind: taew
+            enabled: "True"
+            input_fps: "25.0"
+            taew_checkpoint_path: /home/work/.local/eval_metrics/checkpoints/auxiliary/taew2_1.pth
+            vshift: "15"
+        reward_beta: "2"
+        reward_debug_dir: logs/redmd_debug
+        reward_weighting_mode: per_sample
+        same_step_across_blocks: "True"
+        sample_t_cfg:
+            log_t_df: "0.01"
+            max_t: "0.999"
+            min_t: "0.001"
+            shift: "5.0"
+            t_list:
+                - "0.999"
+                - "0.833"
+                - "0.0"
+            time_dist_type: shifted
+            train_p_mean: "-1.1"
+            train_p_std: "2.0"
+        save_reward_debug_video: "False"
+        skip_layers: null
+        start_gradient_frame: "0"
+        student_sample_steps: "2"
+        student_sample_type: sde
+        student_update_freq: "5"
+        teacher:
+            _target_: <class 'fastgen.networks.OmniAvatar.network.OmniAvatarWan'>
+            audio_hidden_size: "32"
+            base_model_paths: /home/work/.local/OmniAvatar/pretrained_models/Wan2.1-T2V-14B/diffusion_pytorch_model-00001-of-00006.safetensors,/home/work/.local/OmniAvatar/pretrained_models/Wan2.1-T2V-14B/diffusion_pytorch_model-00002-of-00006.safetensors,/home/work/.local/OmniAvatar/pretrained_models/Wan2.1-T2V-14B/diffusion_pytorch_model-00003-of-00006.safetensors,/home/work/.local/OmniAvatar/pretrained_models/Wan2.1-T2V-14B/diffusion_pytorch_model-00004-of-00006.safetensors,/home/work/.local/OmniAvatar/pretrained_models/Wan2.1-T2V-14B/diffusion_pytorch_model-00005-of-00006.safetensors,/home/work/.local/OmniAvatar/pretrained_models/Wan2.1-T2V-14B/diffusion_pytorch_model-00006-of-00006.safetensors
+            in_dim: "65"
+            merge_lora: "True"
+            mode: v2v
+            model_size: 14B
+            net_pred_type: flow
+            omniavatar_ckpt_path: /home/work/output_omniavatar_v2v_maskall_refseq_mouth_weight_4gpu/step-6000.pt
+            schedule_type: rf
+            use_audio: "True"
+        timestep_cfg:
+            enabled: "True"
+            t_hi: "0.882"
+            t_lo: "0.556"
+        use_ema: "False"
+model_class:
+    value:
+        _target_: <class 'fastgen.methods.omniavatar_self_forcing_re_dmd.OmniAvatarSelfForcingReDMD'>
+        config: null
+trainer:
+    value:
+        augment_pipe: null
+        batch_size_global: null
+        callbacks:
+            ema:
+                _target_: <class 'fastgen.callbacks.ema.EMACallback'>
+                beta: "0.9999"
+                ema_halflife_kimg: "500"
+                ema_rampup_ratio: "0.05"
+                gamma: "16.97"
+                start_iter: "0"
+                type: constant
+            gpu_stats:
+                _target_: <class 'fastgen.callbacks.gpu_stats.GPUStatsCallback'>
+                every_n: "100"
+            grad_clip:
+                _target_: <class 'fastgen.callbacks.grad_clip.GradClipCallback'>
+                grad_norm: "10.0"
+                model_key: net
+            param_count:
+                _target_: <class 'fastgen.callbacks.param_count.ParamCountCallback'>
+            train_profiler:
+                _target_: <class 'fastgen.callbacks.train_profiler.TrainProfilerCallback'>
+                every_n: "100"
+            wandb:
+                _target_: <class 'fastgen.callbacks.wandb.WandbCallback'>
+                fps: "25"
+                sample_logging_iter: "100"
+        checkpointer:
+            pretrained_ckpt_key_map:
+                net: net
+            pretrained_ckpt_path: /home/work/.local/hyunbin/FastGen-redmd/FASTGEN_OUTPUT/OmniAvatar-FastGen/omniavatar_df_audiofix/df_audiofix_syncnet_trained_shift_5_4gpu_bs16_lr1e5_100iter/checkpoints/0000100.pth
+            s3_container: s3://checkpoints/fastgen
+            s3_credential: ./credentials/s3.json
+            save_dir: /tmp/FASTGEN_SF_OUTPUT_BETA2_AUDIOFIX_TAEW_SYNCNET_MOUTHWEIGHT_FSMATCHED_LR3E6_DF100_SINK3_WINDOW9/OmniAvatar-FastGen/omniavatar_sf_audiofix/sf_sink3_window9_redmd_audiofix_beta2_taew_syncnet_mouthweight_fsmatched_lr3e6_df100/checkpoints
+            use_s3: "False"
+        cudnn:
+            benchmark: "True"
+            deterministic: "False"
+        ddp: "False"
+        fsdp: "True"
+        fsdp_cpu_offload: "False"
+        fsdp_min_num_params: "10000000"
+        fsdp_sharding_group_size: null
+        global_vars: null
+        global_vars_val:
+            - null
+        grad_accum_rounds: "2"
+        logging_iter: "1"
+        max_iter: "5000"
+        offload_module_in_decoding: "False"
+        resume: "False"
+        save_ckpt_iter: "100"
+        seed: "0"
+        skip_initial_validation: "True"
+        tf32_enabled: "True"
+        val_seed: null
+        validation_iter: "100"
+        visualize_teacher: "False"