diff --git a/.gitattributes b/.gitattributes
index 5b202e6024b25dd4f7c633b4d32d91158ab6af54..59840ebdda46f5ab7b7fd4a4137dff9eda50ce5e 100644
--- a/.gitattributes
+++ b/.gitattributes
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+[W&B] Initialized: 9dncav21
+[Validation] Running validation at step 0 (baseline)...
+[Validation/recon] Generating sample 1/4: 17ef723a912e46713e84fc2b7dd74e23_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 0: Sync-D=6.50, Sync-C=7.18
+[Validation/recon] Generating sample 2/4: 1ec7a45d803ab472e7fe5c6625667289_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 1: Sync-D=9.01, Sync-C=5.21
+[Validation/recon] Generating sample 3/4: 283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 2: Sync-D=7.65, Sync-C=5.96
+[Validation/recon] Generating sample 4/4: 4452d828f84c6a2b2dee9c7a81e6c102_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 3: Sync-D=6.83, Sync-C=8.26
+[Validation/recon] Avg Sync-D: 7.50, Avg Sync-C: 6.65
+[Validation/recon] Videos saved to /home/work/output_omniavatar_v2v_phase2/val_videos/step_0/recon
+[Validation/mixed] Generating sample 1/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_4d5b044b30051de4f0a6b2dc419ea9ca_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 0: Sync-D=7.77, Sync-C=7.08
+[Validation/mixed] Generating sample 2/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_59cdb196328a33d4c7b1248b916e5090_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 1: Sync-D=7.71, Sync-C=7.18
+[Validation/mixed] Generating sample 3/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_ecb359eb6753b3b64a027f66d912892e_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 2: Sync-D=7.04, Sync-C=8.26
+[Validation/mixed] Generating sample 4/4: v_4d5b044b30051de4f0a6b2dc419ea9ca_shot_001_000__a_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 3: Sync-D=8.57, Sync-C=4.86
+[Validation/mixed] Avg Sync-D: 7.77, Avg Sync-C: 6.84
+[Validation/mixed] Videos saved to /home/work/output_omniavatar_v2v_phase2/val_videos/step_0/mixed
+Epoch 1/1000:  11%|██                | 499/4438 [2:16:14<18:31:46, 16.93s/it, ema=0.0575, loss=0.1307, step=500]VideoManager is deprecated and will be removed.
+[Checkpoint] Saved 844 trainable params (619.3M parameters)
+[Checkpoint] Saved lean training state to /home/work/output_omniavatar_v2v_phase2/checkpoint-500
+[Checkpoint] Saved 844 params to /home/work/output_omniavatar_v2v_phase2/step-500.pt
+
+[Validation] Running at step 500...
+[Validation/recon] Generating sample 1/4: 17ef723a912e46713e84fc2b7dd74e23_shot_001_000...
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 0: Sync-D=7.70, Sync-C=6.38
+[Validation/recon] Generating sample 2/4: 1ec7a45d803ab472e7fe5c6625667289_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 1: Sync-D=9.48, Sync-C=4.38
+[Validation/recon] Generating sample 3/4: 283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 2: Sync-D=7.29, Sync-C=6.33
+[Validation/recon] Generating sample 4/4: 4452d828f84c6a2b2dee9c7a81e6c102_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 3: Sync-D=6.72, Sync-C=8.39
+[Validation/recon] Avg Sync-D: 7.80, Avg Sync-C: 6.37
+[Validation/recon] Videos saved to /home/work/output_omniavatar_v2v_phase2/val_videos/step_500/recon
+[Validation/mixed] Generating sample 1/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_4d5b044b30051de4f0a6b2dc419ea9ca_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 0: Sync-D=8.27, Sync-C=6.42
+[Validation/mixed] Generating sample 2/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_59cdb196328a33d4c7b1248b916e5090_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 1: Sync-D=7.79, Sync-C=7.22
+[Validation/mixed] Generating sample 3/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_ecb359eb6753b3b64a027f66d912892e_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 2: Sync-D=6.71, Sync-C=8.50
+[Validation/mixed] Generating sample 4/4: v_4d5b044b30051de4f0a6b2dc419ea9ca_shot_001_000__a_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 3: Sync-D=8.53, Sync-C=5.32
+[Validation/mixed] Avg Sync-D: 7.83, Avg Sync-C: 6.87
+[Validation/mixed] Videos saved to /home/work/output_omniavatar_v2v_phase2/val_videos/step_500/mixed
+Epoch 1/1000:  23%|███▊             | 999/4438 [4:52:30<16:01:10, 16.77s/it, ema=0.0479, loss=0.0922, step=1000]VideoManager is deprecated and will be removed.
+[Checkpoint] Saved 844 trainable params (619.3M parameters)
+[Checkpoint] Saved lean training state to /home/work/output_omniavatar_v2v_phase2/checkpoint-1000
+[Checkpoint] Saved 844 params to /home/work/output_omniavatar_v2v_phase2/step-1000.pt
+
+[Validation] Running at step 1000...
+[Validation/recon] Generating sample 1/4: 17ef723a912e46713e84fc2b7dd74e23_shot_001_000...
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 0: Sync-D=7.53, Sync-C=6.69
+[Validation/recon] Generating sample 2/4: 1ec7a45d803ab472e7fe5c6625667289_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 1: Sync-D=8.28, Sync-C=5.22
+[Validation/recon] Generating sample 3/4: 283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 2: Sync-D=7.60, Sync-C=5.49
+[Validation/recon] Generating sample 4/4: 4452d828f84c6a2b2dee9c7a81e6c102_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 3: Sync-D=6.74, Sync-C=8.23
+[Validation/recon] Avg Sync-D: 7.54, Avg Sync-C: 6.41
+[Validation/recon] Videos saved to /home/work/output_omniavatar_v2v_phase2/val_videos/step_1000/recon
+[Validation/mixed] Generating sample 1/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_4d5b044b30051de4f0a6b2dc419ea9ca_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 0: Sync-D=9.01, Sync-C=5.56
+[Validation/mixed] Generating sample 2/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_59cdb196328a33d4c7b1248b916e5090_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 1: Sync-D=7.19, Sync-C=7.52
+[Validation/mixed] Generating sample 3/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_ecb359eb6753b3b64a027f66d912892e_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 2: Sync-D=6.78, Sync-C=8.09
+[Validation/mixed] Generating sample 4/4: v_4d5b044b30051de4f0a6b2dc419ea9ca_shot_001_000__a_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 3: Sync-D=6.49, Sync-C=6.89
+[Validation/mixed] Avg Sync-D: 7.37, Avg Sync-C: 7.01
+[Validation/mixed] Videos saved to /home/work/output_omniavatar_v2v_phase2/val_videos/step_1000/mixed
+Epoch 1/1000:  34%|█████▍          | 1499/4438 [7:28:54<13:39:00, 16.72s/it, ema=0.0471, loss=0.0038, step=1500]VideoManager is deprecated and will be removed.
+[Checkpoint] Saved 844 trainable params (619.3M parameters)
+[Checkpoint] Saved lean training state to /home/work/output_omniavatar_v2v_phase2/checkpoint-1500
+[Checkpoint] Saved 844 params to /home/work/output_omniavatar_v2v_phase2/step-1500.pt
+
+[Validation] Running at step 1500...
+[Validation/recon] Generating sample 1/4: 17ef723a912e46713e84fc2b7dd74e23_shot_001_000...
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 0: Sync-D=6.46, Sync-C=7.57
+[Validation/recon] Generating sample 2/4: 1ec7a45d803ab472e7fe5c6625667289_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 1: Sync-D=8.38, Sync-C=5.00
+[Validation/recon] Generating sample 3/4: 283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 2: Sync-D=7.85, Sync-C=5.27
+[Validation/recon] Generating sample 4/4: 4452d828f84c6a2b2dee9c7a81e6c102_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 3: Sync-D=6.96, Sync-C=7.97
+[Validation/recon] Avg Sync-D: 7.41, Avg Sync-C: 6.45
+[Validation/recon] Videos saved to /home/work/output_omniavatar_v2v_phase2/val_videos/step_1500/recon
+[Validation/mixed] Generating sample 1/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_4d5b044b30051de4f0a6b2dc419ea9ca_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 0: Sync-D=6.96, Sync-C=7.57
+[Validation/mixed] Generating sample 2/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_59cdb196328a33d4c7b1248b916e5090_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 1: Sync-D=8.47, Sync-C=6.53
+[Validation/mixed] Generating sample 3/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_ecb359eb6753b3b64a027f66d912892e_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 2: Sync-D=7.02, Sync-C=7.69
+[Validation/mixed] Generating sample 4/4: v_4d5b044b30051de4f0a6b2dc419ea9ca_shot_001_000__a_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 3: Sync-D=7.90, Sync-C=5.61
+[Validation/mixed] Avg Sync-D: 7.59, Avg Sync-C: 6.85
+[Validation/mixed] Videos saved to /home/work/output_omniavatar_v2v_phase2/val_videos/step_1500/mixed
+Epoch 1/1000:  45%|██████▊        | 1999/4438 [10:05:22<11:22:29, 16.79s/it, ema=0.0414, loss=0.0021, step=2000]VideoManager is deprecated and will be removed.
+[Checkpoint] Saved 844 trainable params (619.3M parameters)
+[Checkpoint] Saved lean training state to /home/work/output_omniavatar_v2v_phase2/checkpoint-2000
+[Checkpoint] Saved 844 params to /home/work/output_omniavatar_v2v_phase2/step-2000.pt
+
+[Validation] Running at step 2000...
+[Validation/recon] Generating sample 1/4: 17ef723a912e46713e84fc2b7dd74e23_shot_001_000...
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 0: Sync-D=6.39, Sync-C=7.37
+[Validation/recon] Generating sample 2/4: 1ec7a45d803ab472e7fe5c6625667289_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 1: Sync-D=8.95, Sync-C=5.14
+[Validation/recon] Generating sample 3/4: 283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 2: Sync-D=7.31, Sync-C=5.79
+[Validation/recon] Generating sample 4/4: 4452d828f84c6a2b2dee9c7a81e6c102_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 3: Sync-D=6.10, Sync-C=8.79
+[Validation/recon] Avg Sync-D: 7.19, Avg Sync-C: 6.77
+[Validation/recon] Videos saved to /home/work/output_omniavatar_v2v_phase2/val_videos/step_2000/recon
+[Validation/mixed] Generating sample 1/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_4d5b044b30051de4f0a6b2dc419ea9ca_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 0: Sync-D=7.52, Sync-C=6.77
+[Validation/mixed] Generating sample 2/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_59cdb196328a33d4c7b1248b916e5090_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 1: Sync-D=8.21, Sync-C=6.93
+[Validation/mixed] Generating sample 3/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_ecb359eb6753b3b64a027f66d912892e_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 2: Sync-D=7.60, Sync-C=7.18
+[Validation/mixed] Generating sample 4/4: v_4d5b044b30051de4f0a6b2dc419ea9ca_shot_001_000__a_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 3: Sync-D=7.59, Sync-C=5.60
+[Validation/mixed] Avg Sync-D: 7.73, Avg Sync-C: 6.62
+[Validation/mixed] Videos saved to /home/work/output_omniavatar_v2v_phase2/val_videos/step_2000/mixed
+Epoch 1/1000:  56%|█████████       | 2499/4438 [12:41:35<9:01:20, 16.75s/it, ema=0.0424, loss=0.0108, step=2500]VideoManager is deprecated and will be removed.
+[Checkpoint] Saved 844 trainable params (619.3M parameters)
+[Checkpoint] Saved lean training state to /home/work/output_omniavatar_v2v_phase2/checkpoint-2500
+[Checkpoint] Saved 844 params to /home/work/output_omniavatar_v2v_phase2/step-2500.pt
+
+[Validation] Running at step 2500...
+[Validation/recon] Generating sample 1/4: 17ef723a912e46713e84fc2b7dd74e23_shot_001_000...
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 0: Sync-D=6.53, Sync-C=7.19
+[Validation/recon] Generating sample 2/4: 1ec7a45d803ab472e7fe5c6625667289_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 1: Sync-D=9.59, Sync-C=4.76
+[Validation/recon] Generating sample 3/4: 283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 2: Sync-D=7.56, Sync-C=5.94
+[Validation/recon] Generating sample 4/4: 4452d828f84c6a2b2dee9c7a81e6c102_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 3: Sync-D=5.97, Sync-C=8.78
+[Validation/recon] Avg Sync-D: 7.41, Avg Sync-C: 6.67
+[Validation/recon] Videos saved to /home/work/output_omniavatar_v2v_phase2/val_videos/step_2500/recon
+[Validation/mixed] Generating sample 1/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_4d5b044b30051de4f0a6b2dc419ea9ca_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 0: Sync-D=7.86, Sync-C=6.99
+[Validation/mixed] Generating sample 2/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_59cdb196328a33d4c7b1248b916e5090_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 1: Sync-D=8.84, Sync-C=6.33
+[Validation/mixed] Generating sample 3/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_ecb359eb6753b3b64a027f66d912892e_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 2: Sync-D=7.25, Sync-C=7.83
+[Validation/mixed] Generating sample 4/4: v_4d5b044b30051de4f0a6b2dc419ea9ca_shot_001_000__a_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 3: Sync-D=8.89, Sync-C=4.99
+[Validation/mixed] Avg Sync-D: 8.21, Avg Sync-C: 6.54
+[Validation/mixed] Videos saved to /home/work/output_omniavatar_v2v_phase2/val_videos/step_2500/mixed
+Epoch 1/1000:  68%|██████████▏    | 2999/4438 [16:24:04<11:03:19, 27.66s/it, ema=0.0453, loss=0.0745, step=3000]VideoManager is deprecated and will be removed.
+[Checkpoint] Saved 844 trainable params (619.3M parameters)
+[Checkpoint] Saved lean training state to /home/work/output_omniavatar_v2v_phase2/checkpoint-3000
+[Checkpoint] Saved 844 params to /home/work/output_omniavatar_v2v_phase2/step-3000.pt
+
+[Validation] Running at step 3000...
+[Validation/recon] Generating sample 1/4: 17ef723a912e46713e84fc2b7dd74e23_shot_001_000...
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 0: Sync-D=6.28, Sync-C=7.55
+[Validation/recon] Generating sample 2/4: 1ec7a45d803ab472e7fe5c6625667289_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 1: Sync-D=8.28, Sync-C=5.48
+[Validation/recon] Generating sample 3/4: 283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 2: Sync-D=7.39, Sync-C=5.83
+[Validation/recon] Generating sample 4/4: 4452d828f84c6a2b2dee9c7a81e6c102_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 3: Sync-D=6.30, Sync-C=8.66
+[Validation/recon] Avg Sync-D: 7.06, Avg Sync-C: 6.88
+[Validation/recon] Videos saved to /home/work/output_omniavatar_v2v_phase2/val_videos/step_3000/recon
+[Validation/mixed] Generating sample 1/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_4d5b044b30051de4f0a6b2dc419ea9ca_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 0: Sync-D=7.66, Sync-C=6.79
+[Validation/mixed] Generating sample 2/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_59cdb196328a33d4c7b1248b916e5090_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 1: Sync-D=7.62, Sync-C=7.26
+[Validation/mixed] Generating sample 3/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_ecb359eb6753b3b64a027f66d912892e_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 2: Sync-D=7.07, Sync-C=7.54
+[Validation/mixed] Generating sample 4/4: v_4d5b044b30051de4f0a6b2dc419ea9ca_shot_001_000__a_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 3: Sync-D=8.66, Sync-C=4.45
+[Validation/mixed] Avg Sync-D: 7.75, Avg Sync-C: 6.51
+[Validation/mixed] Videos saved to /home/work/output_omniavatar_v2v_phase2/val_videos/step_3000/mixed
+Epoch 1/1000:  79%|████████████▌   | 3499/4438 [19:52:02<4:30:31, 17.29s/it, ema=0.0427, loss=0.0161, step=3500]VideoManager is deprecated and will be removed.
+[Checkpoint] Saved 844 trainable params (619.3M parameters)
+[Checkpoint] Saved lean training state to /home/work/output_omniavatar_v2v_phase2/checkpoint-3500
+[Checkpoint] Saved 844 params to /home/work/output_omniavatar_v2v_phase2/step-3500.pt
+
+[Validation] Running at step 3500...
+[Validation/recon] Generating sample 1/4: 17ef723a912e46713e84fc2b7dd74e23_shot_001_000...
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 0: Sync-D=6.79, Sync-C=7.43
+[Validation/recon] Generating sample 2/4: 1ec7a45d803ab472e7fe5c6625667289_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 1: Sync-D=8.80, Sync-C=4.58
+[Validation/recon] Generating sample 3/4: 283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 2: Sync-D=7.67, Sync-C=5.25
+[Validation/recon] Generating sample 4/4: 4452d828f84c6a2b2dee9c7a81e6c102_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 3: Sync-D=6.46, Sync-C=8.62
+[Validation/recon] Avg Sync-D: 7.43, Avg Sync-C: 6.47
+[Validation/recon] Videos saved to /home/work/output_omniavatar_v2v_phase2/val_videos/step_3500/recon
+[Validation/mixed] Generating sample 1/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_4d5b044b30051de4f0a6b2dc419ea9ca_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 0: Sync-D=7.61, Sync-C=7.14
+[Validation/mixed] Generating sample 2/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_59cdb196328a33d4c7b1248b916e5090_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 1: Sync-D=7.41, Sync-C=7.71
+[Validation/mixed] Generating sample 3/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_ecb359eb6753b3b64a027f66d912892e_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 2: Sync-D=6.87, Sync-C=7.72
+[Validation/mixed] Generating sample 4/4: v_4d5b044b30051de4f0a6b2dc419ea9ca_shot_001_000__a_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 3: Sync-D=7.87, Sync-C=5.63
+[Validation/mixed] Avg Sync-D: 7.44, Avg Sync-C: 7.05
+[Validation/mixed] Videos saved to /home/work/output_omniavatar_v2v_phase2/val_videos/step_3500/mixed
+Epoch 1/1000:  90%|██████████████▍ | 3999/4438 [22:33:47<2:08:11, 17.52s/it, ema=0.0430, loss=0.0069, step=4000]VideoManager is deprecated and will be removed.
+[Checkpoint] Saved 844 trainable params (619.3M parameters)
+[Checkpoint] Saved lean training state to /home/work/output_omniavatar_v2v_phase2/checkpoint-4000
+[Checkpoint] Saved 844 params to /home/work/output_omniavatar_v2v_phase2/step-4000.pt
+
+[Validation] Running at step 4000...
+[Validation/recon] Generating sample 1/4: 17ef723a912e46713e84fc2b7dd74e23_shot_001_000...
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 0: Sync-D=6.74, Sync-C=6.85
+[Validation/recon] Generating sample 2/4: 1ec7a45d803ab472e7fe5c6625667289_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 1: Sync-D=9.24, Sync-C=4.91
+[Validation/recon] Generating sample 3/4: 283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 2: Sync-D=7.31, Sync-C=5.87
+[Validation/recon] Generating sample 4/4: 4452d828f84c6a2b2dee9c7a81e6c102_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 3: Sync-D=6.19, Sync-C=8.81
+[Validation/recon] Avg Sync-D: 7.37, Avg Sync-C: 6.61
+[Validation/recon] Videos saved to /home/work/output_omniavatar_v2v_phase2/val_videos/step_4000/recon
+[Validation/mixed] Generating sample 1/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_4d5b044b30051de4f0a6b2dc419ea9ca_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 0: Sync-D=7.85, Sync-C=6.64
+[Validation/mixed] Generating sample 2/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_59cdb196328a33d4c7b1248b916e5090_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 1: Sync-D=8.22, Sync-C=6.42
+[Validation/mixed] Generating sample 3/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_ecb359eb6753b3b64a027f66d912892e_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 2: Sync-D=7.20, Sync-C=7.87
+[Validation/mixed] Generating sample 4/4: v_4d5b044b30051de4f0a6b2dc419ea9ca_shot_001_000__a_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 3: Sync-D=8.66, Sync-C=4.81
+[Validation/mixed] Avg Sync-D: 7.98, Avg Sync-C: 6.43
+[Validation/mixed] Videos saved to /home/work/output_omniavatar_v2v_phase2/val_videos/step_4000/mixed
+Epoch 1/1000: 100%|██████████████████| 4438/4438 [24:57:49<00:00, 20.25s/it, ema=0.0377, loss=0.0160, step=4438]
+Epoch 2/1000:   1%|█▌                                                                                                            | 61/4438 [18:03<21:15:42, 17.49s/it, ema=0.0377, loss=0.0209, step=4500]VideoManager is deprecated and will be removed.
+[Checkpoint] Saved 844 trainable params (619.3M parameters)
+[Checkpoint] Saved lean training state to /home/work/output_omniavatar_v2v_phase2/checkpoint-4500
+[Checkpoint] Saved 844 params to /home/work/output_omniavatar_v2v_phase2/step-4500.pt
+
+[Validation] Running at step 4500...
+[Validation/recon] Generating sample 1/4: 17ef723a912e46713e84fc2b7dd74e23_shot_001_000...
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 0: Sync-D=6.64, Sync-C=7.38
+[Validation/recon] Generating sample 2/4: 1ec7a45d803ab472e7fe5c6625667289_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 1: Sync-D=9.06, Sync-C=4.53
+[Validation/recon] Generating sample 3/4: 283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 2: Sync-D=7.29, Sync-C=6.12
+[Validation/recon] Generating sample 4/4: 4452d828f84c6a2b2dee9c7a81e6c102_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 3: Sync-D=5.98, Sync-C=8.91
+[Validation/recon] Avg Sync-D: 7.25, Avg Sync-C: 6.73
+[Validation/recon] Videos saved to /home/work/output_omniavatar_v2v_phase2/val_videos/step_4500/recon
+[Validation/mixed] Generating sample 1/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_4d5b044b30051de4f0a6b2dc419ea9ca_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 0: Sync-D=7.53, Sync-C=6.92
+[Validation/mixed] Generating sample 2/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_59cdb196328a33d4c7b1248b916e5090_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 1: Sync-D=8.71, Sync-C=6.57
+[Validation/mixed] Generating sample 3/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_ecb359eb6753b3b64a027f66d912892e_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 2: Sync-D=7.48, Sync-C=7.59
+[Validation/mixed] Generating sample 4/4: v_4d5b044b30051de4f0a6b2dc419ea9ca_shot_001_000__a_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 3: Sync-D=8.54, Sync-C=4.93
+[Validation/mixed] Avg Sync-D: 8.06, Avg Sync-C: 6.50
+[Validation/mixed] Videos saved to /home/work/output_omniavatar_v2v_phase2/val_videos/step_4500/mixed
+Epoch 2/1000:  13%|█████████████▌                                                                                             | 561/4438 [2:48:16<19:22:58, 18.00s/it, ema=0.0373, loss=0.0033, step=5000]
+Traceback (most recent call last):
+  File "/home/work/.local/OmniAvatar/scripts/train_v2v.py", line 2184, in <module>
+    launch_training(dataset, model, args)
+  File "/home/work/.local/OmniAvatar/scripts/train_v2v.py", line 1879, in launch_training
+    save_training_state(
+  File "/home/work/.local/OmniAvatar/scripts/train_v2v.py", line 1465, in save_training_state
+    os.makedirs(ckpt_dir, exist_ok=True)
+  File "/home/work/.local/miniconda3/envs/omniavatar/lib/python3.10/os.py", line 225, in makedirs
+    mkdir(name, mode)
+OSError: [Errno 28] No space left on device: '/home/work/output_omniavatar_v2v_phase2/checkpoint-5000'
+[rank0]: Traceback (most recent call last):
+[rank0]:   File "/home/work/.local/OmniAvatar/scripts/train_v2v.py", line 2184, in <module>
+[rank0]:     launch_training(dataset, model, args)
+[rank0]:   File "/home/work/.local/OmniAvatar/scripts/train_v2v.py", line 1879, in launch_training
+[rank0]:     save_training_state(
+[rank0]:   File "/home/work/.local/OmniAvatar/scripts/train_v2v.py", line 1465, in save_training_state
+[rank0]:     os.makedirs(ckpt_dir, exist_ok=True)
+[rank0]:   File "/home/work/.local/miniconda3/envs/omniavatar/lib/python3.10/os.py", line 225, in makedirs
+[rank0]:     mkdir(name, mode)
+[rank0]: OSError: [Errno 28] No space left on device: '/home/work/output_omniavatar_v2v_phase2/checkpoint-5000'
diff --git a/output_omniavatar_v2v_phase2/wandb/run-20260324_040840-9dncav21/files/requirements.txt b/output_omniavatar_v2v_phase2/wandb/run-20260324_040840-9dncav21/files/requirements.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b6a168dfc2f13a48954624b80c678c8bc2a8e5c1
--- /dev/null
+++ b/output_omniavatar_v2v_phase2/wandb/run-20260324_040840-9dncav21/files/requirements.txt
@@ -0,0 +1,196 @@
+diffsynth==1.1.7
+nvitop==1.6.1
+ftfy==6.3.1
+braceexpand==0.1.7
+antlr4-python3-runtime==4.9.3
+webdataset==1.0.2
+sentry-sdk==2.53.0
+rdkit==2025.9.5
+python-dotenv==1.2.1
+proglog==0.1.12
+omegaconf==2.3.0
+narwhals==2.17.0
+loguru==0.7.3
+imageio-ffmpeg==0.6.0
+plotly==6.5.2
+moviepy==2.2.1
+hydra-core==1.3.2
+wandb==0.25.0
+packaging==25.0
+setuptools==80.10.2
+wheel==0.46.3
+pip==26.0.1
+nvidia-cusparselt-cu12==0.7.1
+mpmath==1.3.0
+typing_extensions==4.15.0
+triton==3.4.0
+sympy==1.14.0
+nvidia-nvtx-cu12==12.9.79
+nvidia-nvjitlink-cu12==12.9.86
+nvidia-nccl-cu12==2.27.3
+nvidia-curand-cu12==10.3.10.19
+nvidia-cufile-cu12==1.14.1.1
+nvidia-cuda-runtime-cu12==12.9.79
+nvidia-cuda-nvrtc-cu12==12.9.86
+nvidia-cuda-cupti-cu12==12.9.79
+nvidia-cublas-cu12==12.9.1.4
+numpy==1.26.4
+networkx==3.4.2
+MarkupSafe==3.0.2
+fsspec==2025.12.0
+filelock==3.20.0
+nvidia-cusparse-cu12==12.5.10.65
+nvidia-cufft-cu12==11.4.1.4
+nvidia-cudnn-cu12==9.10.2.21
+Jinja2==3.1.6
+nvidia-cusolver-cu12==11.7.5.82
+torch==2.8.0+cu129
+torchvision==0.23.0+cu129
+torchaudio==2.8.0+cu129
+zipp==3.23.0
+Werkzeug==3.1.6
+wcwidth==0.6.0
+urllib3==2.6.3
+tqdm==4.67.3
+tomli==2.4.0
+threadpoolctl==3.6.0
+soxr==1.0.0
+soupsieve==2.8.3
+sentencepiece==0.2.1
+scipy==1.14.0
+safetensors==0.7.0
+rpds-py==0.30.0
+regex==2026.2.19
+PyYAML==6.0.3
+pycparser==3.0
+psutil==7.2.2
+protobuf==4.24.4
+pluggy==1.6.0
+platformdirs==4.9.2
+opencv-python==4.11.0.86
+ninja==1.13.0
+msgpack==1.1.2
+llvmlite==0.46.0
+lazy_loader==0.4
+joblib==1.5.3
+itsdangerous==2.2.0
+iniconfig==2.3.0
+imageio-ffmpeg==0.6.0
+ImageIO==2.37.2
+idna==3.11
+hf-xet==1.3.1
+h11==0.16.0
+exceptiongroup==1.3.1
+einops==0.8.2
+decorator==5.2.1
+charset-normalizer==3.4.4
+certifi==2026.2.25
+blinker==1.9.0
+audioread==3.1.0
+attrs==25.4.0
+scikit-learn==1.7.2
+requests==2.32.5
+referencing==0.37.0
+pytest==8.1.1
+numba==0.64.0
+importlib_metadata==8.7.1
+httpcore==1.0.9
+Flask==3.1.3
+cffi==2.0.0
+beautifulsoup4==4.14.3
+anyio==4.12.1
+soundfile==0.13.1
+pooch==1.9.0
+jsonschema-specifications==2025.9.1
+huggingface_hub==0.36.2
+httpx==0.28.1
+yunchang==0.6.4
+tokenizers==0.21.4
+optimum-quanto==0.2.7
+librosa==0.10.2.post1
+jsonschema==4.26.0
+diffusers==0.36.0
+accelerate==1.12.0
+transformers==4.52.3
+ray==2.54.0
+DistVAE==0.0.0b5
+xfuser==0.4.1
+prompt_toolkit==3.0.52
+pfzy==0.3.4
+inquirerpy==0.3.4
+flash_attn==2.8.3
+pytz==2025.2
+peft==0.17.0
+tzdata==2025.3
+six==1.16.0
+python-dateutil==2.9.0.post0
+pandas==2.3.3
+av==16.1.0
+lpips==0.1.4
+flash_attn_3==3.0.0b1
+xyzservices==2025.11.0
+typing-inspection==0.4.2
+tornado==6.5.4
+smmap==5.0.2
+pydantic_core==2.41.5
+contourpy==1.3.2
+pillow==11.3.0
+annotated-types==0.7.0
+pydantic==2.12.5
+gitdb==4.0.12
+GitPython==3.1.46
+bokeh==3.8.2
+modelscope==1.34.0
+python_speech_features==0.6
+scenedetect==0.6.7.1
+click==8.2.1
+kornia_rs==0.1.10
+kornia==0.8.2
+types-certifi==2021.10.8.3
+types-toml==0.10.8.20240310
+toml==0.10.2
+synchronicity==0.11.1
+shellingham==1.5.4
+Pygments==2.19.2
+propcache==0.4.1
+multidict==6.7.1
+mdurl==0.1.2
+hyperframe==6.1.0
+hpack==4.1.0
+frozenlist==1.8.0
+cbor2==5.8.0
+async-timeout==5.0.1
+annotated-doc==0.0.4
+aiohappyeyeballs==2.6.1
+yarl==1.23.0
+markdown-it-py==4.0.0
+h2==4.3.0
+aiosignal==1.4.0
+watchfiles==1.1.1
+rich==14.3.3
+grpclib==0.4.9
+aiohttp==3.13.3
+typer==0.24.1
+modal==1.3.4
+simsimd==6.5.13
+easydict==1.13
+tifffile==2025.5.10
+stringzilla==4.6.0
+pyparsing==3.3.2
+prettytable==3.17.0
+opencv-python-headless==4.11.0.86
+onnx==1.17.0
+kiwisolver==1.4.9
+fonttools==4.61.1
+Cython==3.2.4
+cycler==0.12.1
+scikit-image==0.25.2
+matplotlib==3.10.8
+albucore==0.0.24
+albumentations==2.0.8
+insightface==0.7.3
+flatbuffers==25.12.19
+humanfriendly==10.0
+coloredlogs==15.0.1
+onnxruntime==1.23.2
+onnxruntime-gpu==1.23.2
diff --git a/output_omniavatar_v2v_phase2/wandb/run-20260324_040840-9dncav21/files/wandb-metadata.json b/output_omniavatar_v2v_phase2/wandb/run-20260324_040840-9dncav21/files/wandb-metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..f40fb2d63d5d25f2f58601e244bf2c64d105aa2e
--- /dev/null
+++ b/output_omniavatar_v2v_phase2/wandb/run-20260324_040840-9dncav21/files/wandb-metadata.json
@@ -0,0 +1,139 @@
+{
+  "os":  "Linux-5.15.0-151-generic-x86_64-with-glibc2.39",
+  "python":  "CPython 3.10.19",
+  "startedAt":  "2026-03-23T19:08:40.995821Z",
+  "args":  [
+    "--dit_paths",
+    "pretrained_models/Wan2.1-T2V-14B/diffusion_pytorch_model-00001-of-00006.safetensors,pretrained_models/Wan2.1-T2V-14B/diffusion_pytorch_model-00002-of-00006.safetensors,pretrained_models/Wan2.1-T2V-14B/diffusion_pytorch_model-00003-of-00006.safetensors,pretrained_models/Wan2.1-T2V-14B/diffusion_pytorch_model-00004-of-00006.safetensors,pretrained_models/Wan2.1-T2V-14B/diffusion_pytorch_model-00005-of-00006.safetensors,pretrained_models/Wan2.1-T2V-14B/diffusion_pytorch_model-00006-of-00006.safetensors",
+    "--text_encoder_path",
+    "pretrained_models/Wan2.1-T2V-14B/models_t5_umt5-xxl-enc-bf16.pth",
+    "--vae_path",
+    "pretrained_models/Wan2.1-T2V-14B/Wan2.1_VAE.pth",
+    "--wav2vec_path",
+    "pretrained_models/wav2vec2-base-960h",
+    "--omniavatar_ckpt",
+    "/home/work/output_omniavatar_v2v_phase1/step-1000.pt",
+    "--data_list_path",
+    "/home/work/stableavatar_data/v2v_training_data/video_square_path_combined.txt",
+    "--latentsync_mask_path",
+    "/home/work/.local/Self-Forcing_LipSync_StableAvatar/diffsynth/utils/mask.png",
+    "--use_precomputed_vae",
+    "--use_precomputed_audio",
+    "--use_precomputed_text_emb",
+    "--num_frames",
+    "81",
+    "--height",
+    "512",
+    "--width",
+    "512",
+    "--num_epochs",
+    "1000",
+    "--learning_rate",
+    "5e-5",
+    "--batch_size",
+    "2",
+    "--gradient_accumulation_steps",
+    "1",
+    "--max_grad_norm",
+    "1",
+    "--weight_decay",
+    "0.01",
+    "--seed",
+    "42",
+    "--use_gradient_checkpointing",
+    "--text_drop_prob",
+    "0.1",
+    "--audio_drop_prob",
+    "0.1",
+    "--output_path",
+    "/home/work/output_omniavatar_v2v_phase2",
+    "--save_steps",
+    "500",
+    "--mouth_weight",
+    "1.0",
+    "--mask_all_frames",
+    "--no_first_frame_overwrite",
+    "--use_ref_sequence",
+    "--val_data_recon",
+    "/home/work/stableavatar_data/v2v_validation_data/recon",
+    "--val_data_mixed",
+    "/home/work/stableavatar_data/v2v_validation_data/mixed",
+    "--val_max_samples",
+    "4",
+    "--val_num_inference_steps",
+    "25",
+    "--validation_steps",
+    "500",
+    "--validate_at_start",
+    "--use_wandb",
+    "--wandb_entity",
+    "paulhcho",
+    "--wandb_project",
+    "OmniAvatar-V2V",
+    "--wandb_run_name",
+    "v2v_14B_phase2_mse_bs2_maskall",
+    "--wandb_log_every",
+    "1",
+    "--compute_sync_metrics",
+    "--num_workers",
+    "2",
+    "--wandb_api_key",
+    "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"
+  ],
+  "program":  "/home/work/.local/OmniAvatar/scripts/train_v2v.py",
+  "codePath":  "scripts/train_v2v.py",
+  "codePathLocal":  "scripts/train_v2v.py",
+  "git":  {
+    "remote":  "https://github.com/paulcho98/OmniAvatar-Train.git",
+    "commit":  "8f5f4f13c63f8d061fbe2ad76f5d57959f9db0f2"
+  },
+  "email":  "paul.hyunbin@gmail.com",
+  "root":  "/home/work/output_omniavatar_v2v_phase2",
+  "host":  "main1",
+  "executable":  "/home/work/.local/miniconda3/envs/omniavatar/bin/python3.10",
+  "cpu_count":  112,
+  "cpu_count_logical":  224,
+  "gpu":  "NVIDIA H200",
+  "gpu_count":  4,
+  "disk":  {
+    "/":  {
+      "total":  "1356758433792",
+      "used":  "249939664896"
+    }
+  },
+  "memory":  {
+    "total":  "2163961778176"
+  },
+  "gpu_nvidia":  [
+    {
+      "name":  "NVIDIA H200",
+      "memoryTotal":  "150754820096",
+      "cudaCores":  16896,
+      "architecture":  "Hopper",
+      "uuid":  "GPU-4685d4b3-5cf9-2766-43d3-b9615a684b7c"
+    },
+    {
+      "name":  "NVIDIA H200",
+      "memoryTotal":  "150754820096",
+      "cudaCores":  16896,
+      "architecture":  "Hopper",
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+}
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diff --git a/output_omniavatar_v2v_phase2/wandb/run-20260324_040840-9dncav21/logs/debug.log b/output_omniavatar_v2v_phase2/wandb/run-20260324_040840-9dncav21/logs/debug.log
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diff --git a/output_omniavatar_v2v_phase2/wandb/run-20260324_040840-9dncav21/run-9dncav21.wandb b/output_omniavatar_v2v_phase2/wandb/run-20260324_040840-9dncav21/run-9dncav21.wandb
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diff --git a/output_omniavatar_v2v_phase2/wandb/run-20260325_113458-9dncav21/files/config.yaml b/output_omniavatar_v2v_phase2/wandb/run-20260325_113458-9dncav21/files/config.yaml
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+        e:
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+                args:
+                    - --dit_paths
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+                    - --text_encoder_path
+                    - pretrained_models/Wan2.1-T2V-14B/models_t5_umt5-xxl-enc-bf16.pth
+                    - --vae_path
+                    - pretrained_models/Wan2.1-T2V-14B/Wan2.1_VAE.pth
+                    - --wav2vec_path
+                    - pretrained_models/wav2vec2-base-960h
+                    - --omniavatar_ckpt
+                    - /home/work/output_omniavatar_v2v_phase2/step-4500.pt
+                    - --data_list_path
+                    - /home/work/stableavatar_data/v2v_training_data/video_square_path_combined.txt
+                    - --latentsync_mask_path
+                    - /home/work/.local/Self-Forcing_LipSync_StableAvatar/diffsynth/utils/mask.png
+                    - --use_precomputed_vae
+                    - --use_precomputed_audio
+                    - --use_precomputed_text_emb
+                    - --num_frames
+                    - "81"
+                    - --height
+                    - "512"
+                    - --width
+                    - "512"
+                    - --num_epochs
+                    - "1000"
+                    - --learning_rate
+                    - "5e-5"
+                    - --batch_size
+                    - "2"
+                    - --gradient_accumulation_steps
+                    - "1"
+                    - --max_grad_norm
+                    - "1"
+                    - --weight_decay
+                    - "0.01"
+                    - --seed
+                    - "42"
+                    - --use_gradient_checkpointing
+                    - --text_drop_prob
+                    - "0.1"
+                    - --audio_drop_prob
+                    - "0.1"
+                    - --output_path
+                    - /home/work/output_omniavatar_v2v_phase2
+                    - --save_steps
+                    - "500"
+                    - --resume_from_checkpoint
+                    - latest
+                    - --mouth_weight
+                    - "1.0"
+                    - --mask_all_frames
+                    - --no_first_frame_overwrite
+                    - --use_ref_sequence
+                    - --val_data_recon
+                    - /home/work/stableavatar_data/v2v_validation_data/recon
+                    - --val_data_mixed
+                    - /home/work/stableavatar_data/v2v_validation_data/mixed
+                    - --val_max_samples
+                    - "4"
+                    - --val_num_inference_steps
+                    - "25"
+                    - --validation_steps
+                    - "500"
+                    - --use_wandb
+                    - --wandb_entity
+                    - paulhcho
+                    - --wandb_project
+                    - OmniAvatar-V2V
+                    - --wandb_run_name
+                    - v2v_14B_phase2_mse_bs2_maskall
+                    - --wandb_log_every
+                    - "1"
+                    - --compute_sync_metrics
+                    - --num_workers
+                    - "2"
+                    - --wandb_api_key
+                    - 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
+                codePath: scripts/train_v2v.py
+                codePathLocal: scripts/train_v2v.py
+                cpu_count: 112
+                cpu_count_logical: 224
+                cudaVersion: "12.9"
+                disk:
+                    /:
+                        total: "1356758433792"
+                        used: "249954783232"
+                email: paul.hyunbin@gmail.com
+                executable: /home/work/.local/miniconda3/envs/omniavatar/bin/python3.10
+                git:
+                    commit: 8f5f4f13c63f8d061fbe2ad76f5d57959f9db0f2
+                    remote: https://github.com/paulcho98/OmniAvatar-Train.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
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+                      memoryTotal: "150754820096"
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+[W&B] Initialized: 9dncav21
+[Resume] Skipping 62 batches in epoch 1
+Epoch 2/1000:   0%|                                                                                                                                                                                             | 1/4376 [00:24<29:17:29, 24.10s/it, ema=0.0021, loss=0.0021, step=4501]wandb: WARNING Tried to log to step 4501 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   0%|                                                                                                                                                                                             | 2/4376 [00:40<24:05:31, 19.83s/it, ema=0.0023, loss=0.0253, step=4502]wandb: WARNING Tried to log to step 4502 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   0%|▏                                                                                                                                                                                            | 3/4376 [00:57<22:21:50, 18.41s/it, ema=0.0025, loss=0.0226, step=4503]wandb: WARNING Tried to log to step 4503 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   0%|▏                                                                                                                                                                                            | 4/4376 [01:14<21:45:55, 17.92s/it, ema=0.0031, loss=0.0657, step=4504]wandb: WARNING Tried to log to step 4504 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   0%|▏                                                                                                                                                                                            | 5/4376 [01:31<21:16:35, 17.52s/it, ema=0.0033, loss=0.0240, step=4505]wandb: WARNING Tried to log to step 4505 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   0%|▎                                                                                                                                                                                            | 6/4376 [01:48<21:06:23, 17.39s/it, ema=0.0035, loss=0.0203, step=4506]wandb: WARNING Tried to log to step 4506 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   0%|▎                                                                                                                                                                                            | 7/4376 [02:05<20:55:07, 17.24s/it, ema=0.0036, loss=0.0171, step=4507]wandb: WARNING Tried to log to step 4507 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   0%|▎                                                                                                                                                                                            | 8/4376 [02:23<20:58:38, 17.29s/it, ema=0.0037, loss=0.0082, step=4508]wandb: WARNING Tried to log to step 4508 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   0%|▍                                                                                                                                                                                            | 9/4376 [02:39<20:42:19, 17.07s/it, ema=0.0042, loss=0.0579, step=4509]wandb: WARNING Tried to log to step 4509 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   0%|▍                                                                                                                                                                                           | 10/4376 [02:56<20:46:40, 17.13s/it, ema=0.0050, loss=0.0825, step=4510]wandb: WARNING Tried to log to step 4510 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   0%|▍                                                                                                                                                                                           | 11/4376 [03:13<20:39:21, 17.04s/it, ema=0.0052, loss=0.0241, step=4511]wandb: WARNING Tried to log to step 4511 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   0%|▌                                                                                                                                                                                           | 12/4376 [03:30<20:33:24, 16.96s/it, ema=0.0052, loss=0.0042, step=4512]wandb: WARNING Tried to log to step 4512 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   0%|▌                                                                                                                                                                                           | 13/4376 [03:47<20:42:55, 17.09s/it, ema=0.0055, loss=0.0396, step=4513]wandb: WARNING Tried to log to step 4513 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   0%|▌                                                                                                                                                                                           | 14/4376 [04:04<20:37:29, 17.02s/it, ema=0.0061, loss=0.0596, step=4514]wandb: WARNING Tried to log to step 4514 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   0%|▋                                                                                                                                                                                           | 15/4376 [04:21<20:27:12, 16.88s/it, ema=0.0064, loss=0.0392, step=4515]wandb: WARNING Tried to log to step 4515 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   0%|▋                                                                                                                                                                                           | 16/4376 [04:38<20:27:22, 16.89s/it, ema=0.0065, loss=0.0174, step=4516]wandb: WARNING Tried to log to step 4516 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   0%|▋                                                                                                                                                                                           | 17/4376 [04:54<20:22:11, 16.82s/it, ema=0.0065, loss=0.0080, step=4517]wandb: WARNING Tried to log to step 4517 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   0%|▊                                                                                                                                                                                           | 18/4376 [05:11<20:24:14, 16.86s/it, ema=0.0065, loss=0.0068, step=4518]wandb: WARNING Tried to log to step 4518 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   0%|▊                                                                                                                                                                                           | 19/4376 [05:28<20:23:51, 16.85s/it, ema=0.0066, loss=0.0093, step=4519]wandb: WARNING Tried to log to step 4519 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   0%|▊                                                                                                                                                                                           | 20/4376 [05:45<20:20:50, 16.82s/it, ema=0.0067, loss=0.0239, step=4520]wandb: WARNING Tried to log to step 4520 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   0%|▉                                                                                                                                                                                           | 21/4376 [06:02<20:27:42, 16.91s/it, ema=0.0068, loss=0.0163, step=4521]wandb: WARNING Tried to log to step 4521 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   1%|▉                                                                                                                                                                                           | 22/4376 [06:19<20:27:28, 16.92s/it, ema=0.0081, loss=0.1312, step=4522]wandb: WARNING Tried to log to step 4522 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   1%|▉                                                                                                                                                                                           | 23/4376 [06:36<20:21:57, 16.84s/it, ema=0.0081, loss=0.0059, step=4523]wandb: WARNING Tried to log to step 4523 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   1%|█                                                                                                                                                                                           | 24/4376 [06:52<20:19:19, 16.81s/it, ema=0.0083, loss=0.0343, step=4524]wandb: WARNING Tried to log to step 4524 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   1%|█                                                                                                                                                                                           | 25/4376 [07:09<20:21:57, 16.85s/it, ema=0.0084, loss=0.0164, step=4525]wandb: WARNING Tried to log to step 4525 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   1%|█                                                                                                                                                                                           | 26/4376 [07:27<20:27:32, 16.93s/it, ema=0.0100, loss=0.1674, step=4526]wandb: WARNING Tried to log to step 4526 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   1%|█▏                                                                                                                                                                                          | 27/4376 [07:43<20:26:16, 16.92s/it, ema=0.0108, loss=0.0954, step=4527]wandb: WARNING Tried to log to step 4527 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   1%|█▏                                                                                                                                                                                          | 28/4376 [08:00<20:21:00, 16.85s/it, ema=0.0108, loss=0.0052, step=4528]wandb: WARNING Tried to log to step 4528 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   1%|█▏                                                                                                                                                                                          | 29/4376 [08:17<20:21:29, 16.86s/it, ema=0.0118, loss=0.1109, step=4529]wandb: WARNING Tried to log to step 4529 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   1%|█▎                                                                                                                                                                                          | 30/4376 [08:34<20:21:20, 16.86s/it, ema=0.0117, loss=0.0017, step=4530]wandb: WARNING Tried to log to step 4530 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   1%|█▎                                                                                                                                                                                          | 31/4376 [08:51<20:23:31, 16.90s/it, ema=0.0116, loss=0.0076, step=4531]wandb: WARNING Tried to log to step 4531 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   1%|█▎                                                                                                                                                                                          | 32/4376 [09:08<20:22:39, 16.89s/it, ema=0.0122, loss=0.0681, step=4532]wandb: WARNING Tried to log to step 4532 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   1%|█▍                                                                                                                                                                                          | 33/4376 [09:25<20:21:27, 16.87s/it, ema=0.0122, loss=0.0106, step=4533]wandb: WARNING Tried to log to step 4533 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   1%|█▍                                                                                                                                                                                          | 34/4376 [09:41<20:20:50, 16.87s/it, ema=0.0129, loss=0.0849, step=4534]wandb: WARNING Tried to log to step 4534 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   1%|█▌                                                                                                                                                                                          | 35/4376 [09:58<20:14:04, 16.78s/it, ema=0.0134, loss=0.0627, step=4535]wandb: WARNING Tried to log to step 4535 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   1%|█▌                                                                                                                                                                                          | 36/4376 [10:15<20:20:38, 16.88s/it, ema=0.0145, loss=0.1232, step=4536]wandb: WARNING Tried to log to step 4536 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   1%|█▌                                                                                                                                                                                          | 37/4376 [10:32<20:14:05, 16.79s/it, ema=0.0144, loss=0.0012, step=4537]wandb: WARNING Tried to log to step 4537 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   1%|█▋                                                                                                                                                                                          | 38/4376 [10:48<20:09:44, 16.73s/it, ema=0.0142, loss=0.0002, step=4538]wandb: WARNING Tried to log to step 4538 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   1%|█▋                                                                                                                                                                                          | 39/4376 [11:05<20:03:20, 16.65s/it, ema=0.0151, loss=0.0983, step=4539]wandb: WARNING Tried to log to step 4539 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   1%|█▋                                                                                                                                                                                          | 40/4376 [11:22<20:21:25, 16.90s/it, ema=0.0150, loss=0.0108, step=4540]wandb: WARNING Tried to log to step 4540 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   1%|█▊                                                                                                                                                                                          | 41/4376 [11:39<20:12:34, 16.78s/it, ema=0.0149, loss=0.0041, step=4541]wandb: WARNING Tried to log to step 4541 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   1%|█▊                                                                                                                                                                                          | 42/4376 [11:56<20:19:01, 16.88s/it, ema=0.0148, loss=0.0045, step=4542]wandb: WARNING Tried to log to step 4542 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   1%|█▊                                                                                                                                                                                          | 43/4376 [12:12<20:14:45, 16.82s/it, ema=0.0152, loss=0.0475, step=4543]wandb: WARNING Tried to log to step 4543 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   1%|█▉                                                                                                                                                                                          | 44/4376 [12:29<20:12:37, 16.80s/it, ema=0.0152, loss=0.0243, step=4544]wandb: WARNING Tried to log to step 4544 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   1%|█▉                                                                                                                                                                                          | 45/4376 [12:46<20:14:48, 16.83s/it, ema=0.0152, loss=0.0142, step=4545]wandb: WARNING Tried to log to step 4545 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   1%|█▉                                                                                                                                                                                          | 46/4376 [13:03<20:10:33, 16.77s/it, ema=0.0153, loss=0.0266, step=4546]wandb: WARNING Tried to log to step 4546 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   1%|██                                                                                                                                                                                          | 47/4376 [13:20<20:15:33, 16.85s/it, ema=0.0153, loss=0.0150, step=4547]wandb: WARNING Tried to log to step 4547 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   1%|██                                                                                                                                                                                          | 48/4376 [13:37<20:20:16, 16.92s/it, ema=0.0159, loss=0.0677, step=4548]wandb: WARNING Tried to log to step 4548 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   1%|██                                                                                                                                                                                          | 49/4376 [13:54<20:22:40, 16.95s/it, ema=0.0165, loss=0.0761, step=4549]wandb: WARNING Tried to log to step 4549 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   1%|██▏                                                                                                                                                                                         | 50/4376 [14:10<20:13:02, 16.82s/it, ema=0.0166, loss=0.0283, step=4550]wandb: WARNING Tried to log to step 4550 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   1%|██▏                                                                                                                                                                                         | 51/4376 [14:28<20:19:05, 16.91s/it, ema=0.0167, loss=0.0309, step=4551]wandb: WARNING Tried to log to step 4551 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   1%|██▏                                                                                                                                                                                         | 52/4376 [14:44<20:17:33, 16.89s/it, ema=0.0169, loss=0.0347, step=4552]wandb: WARNING Tried to log to step 4552 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   1%|██▎                                                                                                                                                                                         | 53/4376 [15:01<20:15:17, 16.87s/it, ema=0.0171, loss=0.0404, step=4553]wandb: WARNING Tried to log to step 4553 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   1%|██▎                                                                                                                                                                                         | 54/4376 [15:18<20:19:47, 16.93s/it, ema=0.0172, loss=0.0244, step=4554]wandb: WARNING Tried to log to step 4554 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   1%|██▎                                                                                                                                                                                         | 55/4376 [15:35<20:08:58, 16.79s/it, ema=0.0171, loss=0.0062, step=4555]wandb: WARNING Tried to log to step 4555 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   1%|██▍                                                                                                                                                                                         | 56/4376 [15:52<20:21:11, 16.96s/it, ema=0.0171, loss=0.0138, step=4556]wandb: WARNING Tried to log to step 4556 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   1%|██▍                                                                                                                                                                                         | 57/4376 [16:09<20:21:09, 16.96s/it, ema=0.0171, loss=0.0160, step=4557]wandb: WARNING Tried to log to step 4557 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   1%|██▍                                                                                                                                                                                         | 58/4376 [16:26<20:16:50, 16.91s/it, ema=0.0173, loss=0.0425, step=4558]wandb: WARNING Tried to log to step 4558 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   1%|██▌                                                                                                                                                                                         | 59/4376 [16:43<20:15:27, 16.89s/it, ema=0.0178, loss=0.0639, step=4559]wandb: WARNING Tried to log to step 4559 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   1%|██▌                                                                                                                                                                                         | 60/4376 [17:00<20:15:52, 16.90s/it, ema=0.0179, loss=0.0314, step=4560]wandb: WARNING Tried to log to step 4560 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   1%|██▌                                                                                                                                                                                         | 61/4376 [17:17<20:17:49, 16.93s/it, ema=0.0179, loss=0.0161, step=4561]wandb: WARNING Tried to log to step 4561 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   1%|██▋                                                                                                                                                                                         | 62/4376 [17:33<20:03:19, 16.74s/it, ema=0.0178, loss=0.0075, step=4562]wandb: WARNING Tried to log to step 4562 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   1%|██▋                                                                                                                                                                                         | 63/4376 [17:50<20:13:11, 16.88s/it, ema=0.0177, loss=0.0112, step=4563]wandb: WARNING Tried to log to step 4563 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   1%|██▋                                                                                                                                                                                         | 64/4376 [18:07<20:08:53, 16.82s/it, ema=0.0177, loss=0.0102, step=4564]wandb: WARNING Tried to log to step 4564 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   1%|██▊                                                                                                                                                                                         | 65/4376 [18:24<20:11:18, 16.86s/it, ema=0.0177, loss=0.0214, step=4565]wandb: WARNING Tried to log to step 4565 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   2%|██▊                                                                                                                                                                                         | 66/4376 [18:41<20:10:47, 16.86s/it, ema=0.0176, loss=0.0107, step=4566]wandb: WARNING Tried to log to step 4566 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   2%|██▉                                                                                                                                                                                         | 67/4376 [18:57<20:08:07, 16.82s/it, ema=0.0180, loss=0.0568, step=4567]wandb: WARNING Tried to log to step 4567 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   2%|██▉                                                                                                                                                                                         | 68/4376 [19:14<20:14:45, 16.92s/it, ema=0.0182, loss=0.0321, step=4568]wandb: WARNING Tried to log to step 4568 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   2%|██▉                                                                                                                                                                                         | 69/4376 [19:31<20:13:22, 16.90s/it, ema=0.0182, loss=0.0196, step=4569]wandb: WARNING Tried to log to step 4569 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   2%|███                                                                                                                                                                                         | 70/4376 [19:48<20:10:46, 16.87s/it, ema=0.0184, loss=0.0421, step=4570]wandb: WARNING Tried to log to step 4570 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   2%|███                                                                                                                                                                                         | 71/4376 [20:05<20:09:57, 16.86s/it, ema=0.0189, loss=0.0645, step=4571]wandb: WARNING Tried to log to step 4571 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   2%|███                                                                                                                                                                                         | 72/4376 [20:22<20:16:01, 16.95s/it, ema=0.0196, loss=0.0925, step=4572]wandb: WARNING Tried to log to step 4572 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   2%|███▏                                                                                                                                                                                        | 73/4376 [20:39<20:10:39, 16.88s/it, ema=0.0201, loss=0.0667, step=4573]wandb: WARNING Tried to log to step 4573 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   2%|███▏                                                                                                                                                                                        | 74/4376 [20:56<20:05:28, 16.81s/it, ema=0.0206, loss=0.0720, step=4574]wandb: WARNING Tried to log to step 4574 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   2%|███▏                                                                                                                                                                                        | 75/4376 [21:13<20:11:56, 16.91s/it, ema=0.0208, loss=0.0360, step=4575]wandb: WARNING Tried to log to step 4575 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   2%|███▎                                                                                                                                                                                        | 76/4376 [21:30<20:12:38, 16.92s/it, ema=0.0208, loss=0.0272, step=4576]wandb: WARNING Tried to log to step 4576 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   2%|███▎                                                                                                                                                                                        | 77/4376 [21:46<20:04:03, 16.80s/it, ema=0.0214, loss=0.0816, step=4577]wandb: WARNING Tried to log to step 4577 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   2%|███▎                                                                                                                                                                                        | 78/4376 [22:03<20:09:04, 16.88s/it, ema=0.0222, loss=0.0975, step=4578]wandb: WARNING Tried to log to step 4578 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   2%|███▍                                                                                                                                                                                        | 79/4376 [22:20<20:02:18, 16.79s/it, ema=0.0227, loss=0.0771, step=4579]wandb: WARNING Tried to log to step 4579 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   2%|███▍                                                                                                                                                                                        | 80/4376 [22:37<20:10:10, 16.90s/it, ema=0.0234, loss=0.0900, step=4580]wandb: WARNING Tried to log to step 4580 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   2%|███▍                                                                                                                                                                                        | 81/4376 [22:54<20:04:14, 16.82s/it, ema=0.0233, loss=0.0134, step=4581]wandb: WARNING Tried to log to step 4581 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   2%|███▌                                                                                                                                                                                        | 82/4376 [23:11<20:11:52, 16.93s/it, ema=0.0231, loss=0.0064, step=4582]wandb: WARNING Tried to log to step 4582 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   2%|███▌                                                                                                                                                                                        | 83/4376 [23:27<20:06:12, 16.86s/it, ema=0.0231, loss=0.0209, step=4583]wandb: WARNING Tried to log to step 4583 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   2%|███▌                                                                                                                                                                                        | 84/4376 [23:44<20:03:14, 16.82s/it, ema=0.0233, loss=0.0457, step=4584]wandb: WARNING Tried to log to step 4584 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   2%|███▋                                                                                                                                                                                        | 85/4376 [24:01<20:10:37, 16.93s/it, ema=0.0234, loss=0.0332, step=4585]wandb: WARNING Tried to log to step 4585 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   2%|███▋                                                                                                                                                                                        | 86/4376 [24:18<20:06:11, 16.87s/it, ema=0.0234, loss=0.0235, step=4586]wandb: WARNING Tried to log to step 4586 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   2%|███▋                                                                                                                                                                                        | 87/4376 [24:35<20:04:17, 16.85s/it, ema=0.0240, loss=0.0785, step=4587]wandb: WARNING Tried to log to step 4587 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   2%|███▊                                                                                                                                                                                        | 88/4376 [24:52<20:03:50, 16.84s/it, ema=0.0238, loss=0.0087, step=4588]wandb: WARNING Tried to log to step 4588 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   2%|███▊                                                                                                                                                                                        | 89/4376 [25:09<20:04:09, 16.85s/it, ema=0.0240, loss=0.0352, step=4589]wandb: WARNING Tried to log to step 4589 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   2%|███▊                                                                                                                                                                                        | 90/4376 [25:25<20:00:43, 16.81s/it, ema=0.0246, loss=0.0876, step=4590]wandb: WARNING Tried to log to step 4590 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   2%|███▉                                                                                                                                                                                        | 91/4376 [25:42<20:05:02, 16.87s/it, ema=0.0244, loss=0.0063, step=4591]wandb: WARNING Tried to log to step 4591 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   2%|███▉                                                                                                                                                                                        | 92/4376 [25:59<20:02:29, 16.84s/it, ema=0.0244, loss=0.0278, step=4592]wandb: WARNING Tried to log to step 4592 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   2%|███▉                                                                                                                                                                                        | 93/4376 [26:16<19:59:05, 16.80s/it, ema=0.0250, loss=0.0797, step=4593]wandb: WARNING Tried to log to step 4593 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   2%|████                                                                                                                                                                                        | 94/4376 [26:33<19:59:28, 16.81s/it, ema=0.0251, loss=0.0311, step=4594]wandb: WARNING Tried to log to step 4594 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   2%|████                                                                                                                                                                                        | 95/4376 [26:50<20:07:48, 16.93s/it, ema=0.0252, loss=0.0359, step=4595]wandb: WARNING Tried to log to step 4595 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   2%|████                                                                                                                                                                                        | 96/4376 [27:06<20:01:04, 16.84s/it, ema=0.0251, loss=0.0145, step=4596]wandb: WARNING Tried to log to step 4596 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   2%|████▏                                                                                                                                                                                       | 97/4376 [27:23<20:03:38, 16.88s/it, ema=0.0249, loss=0.0135, step=4597]wandb: WARNING Tried to log to step 4597 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   2%|████▏                                                                                                                                                                                       | 98/4376 [27:40<19:57:44, 16.80s/it, ema=0.0248, loss=0.0117, step=4598]wandb: WARNING Tried to log to step 4598 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   2%|████▎                                                                                                                                                                                       | 99/4376 [27:57<19:56:44, 16.79s/it, ema=0.0246, loss=0.0014, step=4599]wandb: WARNING Tried to log to step 4599 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   2%|████▎                                                                                                                                                                                      | 100/4376 [28:14<19:59:50, 16.84s/it, ema=0.0247, loss=0.0400, step=4600]wandb: WARNING Tried to log to step 4600 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   2%|████▎                                                                                                                                                                                      | 101/4376 [28:30<19:56:49, 16.80s/it, ema=0.0253, loss=0.0774, step=4601]wandb: WARNING Tried to log to step 4601 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   2%|████▎                                                                                                                                                                                      | 102/4376 [28:47<20:00:12, 16.85s/it, ema=0.0251, loss=0.0098, step=4602]wandb: WARNING Tried to log to step 4602 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   2%|████▍                                                                                                                                                                                      | 103/4376 [29:04<19:56:16, 16.80s/it, ema=0.0263, loss=0.1404, step=4603]wandb: WARNING Tried to log to step 4603 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   2%|████▍                                                                                                                                                                                      | 104/4376 [29:21<20:00:03, 16.85s/it, ema=0.0263, loss=0.0328, step=4604]wandb: WARNING Tried to log to step 4604 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   2%|████▍                                                                                                                                                                                      | 105/4376 [29:38<20:00:39, 16.87s/it, ema=0.0261, loss=0.0032, step=4605]wandb: WARNING Tried to log to step 4605 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   2%|████▌                                                                                                                                                                                      | 106/4376 [29:55<19:59:12, 16.85s/it, ema=0.0259, loss=0.0104, step=4606]wandb: WARNING Tried to log to step 4606 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   2%|████▌                                                                                                                                                                                      | 107/4376 [30:11<19:52:58, 16.77s/it, ema=0.0262, loss=0.0549, step=4607]wandb: WARNING Tried to log to step 4607 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   2%|████▌                                                                                                                                                                                      | 108/4376 [30:28<20:00:05, 16.87s/it, ema=0.0264, loss=0.0462, step=4608]wandb: WARNING Tried to log to step 4608 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   2%|████▋                                                                                                                                                                                      | 109/4376 [30:45<19:56:40, 16.83s/it, ema=0.0270, loss=0.0840, step=4609]wandb: WARNING Tried to log to step 4609 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   3%|████▋                                                                                                                                                                                      | 110/4376 [31:02<20:05:21, 16.95s/it, ema=0.0274, loss=0.0657, step=4610]wandb: WARNING Tried to log to step 4610 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   3%|████▋                                                                                                                                                                                      | 111/4376 [31:19<19:53:26, 16.79s/it, ema=0.0272, loss=0.0047, step=4611]wandb: WARNING Tried to log to step 4611 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   3%|████▊                                                                                                                                                                                      | 112/4376 [31:36<19:57:18, 16.85s/it, ema=0.0277, loss=0.0818, step=4612]wandb: WARNING Tried to log to step 4612 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   3%|████▊                                                                                                                                                                                      | 113/4376 [31:53<19:56:58, 16.85s/it, ema=0.0280, loss=0.0581, step=4613]wandb: WARNING Tried to log to step 4613 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   3%|████▊                                                                                                                                                                                      | 114/4376 [32:10<19:56:16, 16.84s/it, ema=0.0283, loss=0.0532, step=4614]wandb: WARNING Tried to log to step 4614 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   3%|████▉                                                                                                                                                                                      | 115/4376 [32:26<19:58:08, 16.87s/it, ema=0.0280, loss=0.0024, step=4615]wandb: WARNING Tried to log to step 4615 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   3%|████▉                                                                                                                                                                                      | 116/4376 [32:43<19:59:01, 16.89s/it, ema=0.0278, loss=0.0127, step=4616]wandb: WARNING Tried to log to step 4616 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   3%|████▉                                                                                                                                                                                      | 117/4376 [33:00<19:52:36, 16.80s/it, ema=0.0283, loss=0.0729, step=4617]wandb: WARNING Tried to log to step 4617 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   3%|█████                                                                                                                                                                                      | 118/4376 [33:17<19:52:37, 16.81s/it, ema=0.0291, loss=0.1108, step=4618]wandb: WARNING Tried to log to step 4618 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   3%|█████                                                                                                                                                                                      | 119/4376 [33:34<19:53:11, 16.82s/it, ema=0.0291, loss=0.0250, step=4619]wandb: WARNING Tried to log to step 4619 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   3%|█████▏                                                                                                                                                                                     | 120/4376 [33:51<19:58:20, 16.89s/it, ema=0.0289, loss=0.0147, step=4620]wandb: WARNING Tried to log to step 4620 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   3%|█████▏                                                                                                                                                                                     | 121/4376 [34:07<19:54:03, 16.84s/it, ema=0.0288, loss=0.0184, step=4621]wandb: WARNING Tried to log to step 4621 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   3%|█████▏                                                                                                                                                                                     | 122/4376 [34:25<20:03:13, 16.97s/it, ema=0.0288, loss=0.0225, step=4622]wandb: WARNING Tried to log to step 4622 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   3%|█████▎                                                                                                                                                                                     | 123/4376 [34:41<19:55:40, 16.87s/it, ema=0.0292, loss=0.0686, step=4623]wandb: WARNING Tried to log to step 4623 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   3%|█████▎                                                                                                                                                                                     | 124/4376 [34:58<19:53:20, 16.84s/it, ema=0.0294, loss=0.0572, step=4624]wandb: WARNING Tried to log to step 4624 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   3%|█████▎                                                                                                                                                                                     | 125/4376 [35:15<19:53:47, 16.85s/it, ema=0.0295, loss=0.0387, step=4625]wandb: WARNING Tried to log to step 4625 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   3%|█████▍                                                                                                                                                                                     | 126/4376 [35:32<19:50:54, 16.81s/it, ema=0.0296, loss=0.0372, step=4626]wandb: WARNING Tried to log to step 4626 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   3%|█████▍                                                                                                                                                                                     | 127/4376 [35:49<19:51:43, 16.83s/it, ema=0.0304, loss=0.1068, step=4627]wandb: WARNING Tried to log to step 4627 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   3%|█████▍                                                                                                                                                                                     | 128/4376 [36:05<19:52:34, 16.84s/it, ema=0.0301, loss=0.0040, step=4628]wandb: WARNING Tried to log to step 4628 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   3%|█████▌                                                                                                                                                                                     | 129/4376 [36:22<19:55:53, 16.90s/it, ema=0.0299, loss=0.0109, step=4629]wandb: WARNING Tried to log to step 4629 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   3%|█████▌                                                                                                                                                                                     | 130/4376 [36:39<19:51:20, 16.83s/it, ema=0.0299, loss=0.0284, step=4630]wandb: WARNING Tried to log to step 4630 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   3%|█████▌                                                                                                                                                                                     | 131/4376 [36:56<19:51:46, 16.84s/it, ema=0.0296, loss=0.0017, step=4631]wandb: WARNING Tried to log to step 4631 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   3%|█████▋                                                                                                                                                                                     | 132/4376 [37:13<19:55:26, 16.90s/it, ema=0.0296, loss=0.0276, step=4632]wandb: WARNING Tried to log to step 4632 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   3%|█████▋                                                                                                                                                                                     | 133/4376 [37:30<19:48:55, 16.81s/it, ema=0.0293, loss=0.0010, step=4633]wandb: WARNING Tried to log to step 4633 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   3%|█████▋                                                                                                                                                                                     | 134/4376 [37:47<19:54:44, 16.90s/it, ema=0.0299, loss=0.0819, step=4634]wandb: WARNING Tried to log to step 4634 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   3%|█████▊                                                                                                                                                                                     | 135/4376 [38:04<19:55:25, 16.91s/it, ema=0.0297, loss=0.0195, step=4635]wandb: WARNING Tried to log to step 4635 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   3%|█████▊                                                                                                                                                                                     | 136/4376 [38:21<19:53:19, 16.89s/it, ema=0.0298, loss=0.0370, step=4636]wandb: WARNING Tried to log to step 4636 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   3%|█████▊                                                                                                                                                                                     | 137/4376 [38:37<19:47:53, 16.81s/it, ema=0.0298, loss=0.0240, step=4637]wandb: WARNING Tried to log to step 4637 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   3%|█████▉                                                                                                                                                                                     | 138/4376 [38:54<19:42:17, 16.74s/it, ema=0.0296, loss=0.0138, step=4638]wandb: WARNING Tried to log to step 4638 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   3%|█████▉                                                                                                                                                                                     | 139/4376 [39:11<19:47:34, 16.82s/it, ema=0.0297, loss=0.0359, step=4639]wandb: WARNING Tried to log to step 4639 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   3%|█████▉                                                                                                                                                                                     | 140/4376 [39:28<19:49:13, 16.84s/it, ema=0.0295, loss=0.0168, step=4640]wandb: WARNING Tried to log to step 4640 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   3%|██████                                                                                                                                                                                     | 141/4376 [39:45<19:56:01, 16.94s/it, ema=0.0295, loss=0.0306, step=4641]wandb: WARNING Tried to log to step 4641 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   3%|██████                                                                                                                                                                                     | 142/4376 [40:01<19:48:13, 16.84s/it, ema=0.0293, loss=0.0028, step=4642]wandb: WARNING Tried to log to step 4642 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   3%|██████                                                                                                                                                                                     | 143/4376 [40:18<19:41:18, 16.74s/it, ema=0.0296, loss=0.0611, step=4643]wandb: WARNING Tried to log to step 4643 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   3%|██████▏                                                                                                                                                                                    | 144/4376 [40:35<19:49:58, 16.87s/it, ema=0.0297, loss=0.0372, step=4644]wandb: WARNING Tried to log to step 4644 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   3%|██████▏                                                                                                                                                                                    | 145/4376 [40:52<19:43:04, 16.78s/it, ema=0.0296, loss=0.0196, step=4645]wandb: WARNING Tried to log to step 4645 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   3%|██████▏                                                                                                                                                                                    | 146/4376 [41:09<19:45:27, 16.81s/it, ema=0.0294, loss=0.0137, step=4646]wandb: WARNING Tried to log to step 4646 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   3%|██████▎                                                                                                                                                                                    | 147/4376 [41:25<19:43:47, 16.80s/it, ema=0.0294, loss=0.0248, step=4647]wandb: WARNING Tried to log to step 4647 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   3%|██████▎                                                                                                                                                                                    | 148/4376 [41:42<19:45:26, 16.82s/it, ema=0.0292, loss=0.0172, step=4648]wandb: WARNING Tried to log to step 4648 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   3%|██████▎                                                                                                                                                                                    | 149/4376 [41:59<19:46:59, 16.85s/it, ema=0.0297, loss=0.0709, step=4649]wandb: WARNING Tried to log to step 4649 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   3%|██████▍                                                                                                                                                                                    | 150/4376 [42:16<19:41:09, 16.77s/it, ema=0.0295, loss=0.0085, step=4650]wandb: WARNING Tried to log to step 4650 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   3%|██████▍                                                                                                                                                                                    | 151/4376 [42:33<19:51:11, 16.92s/it, ema=0.0292, loss=0.0068, step=4651]wandb: WARNING Tried to log to step 4651 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   3%|██████▍                                                                                                                                                                                    | 152/4376 [42:50<19:46:46, 16.86s/it, ema=0.0295, loss=0.0524, step=4652]wandb: WARNING Tried to log to step 4652 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   3%|██████▌                                                                                                                                                                                    | 153/4376 [43:07<19:46:45, 16.86s/it, ema=0.0296, loss=0.0412, step=4653]wandb: WARNING Tried to log to step 4653 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   4%|██████▌                                                                                                                                                                                    | 154/4376 [43:23<19:43:57, 16.83s/it, ema=0.0294, loss=0.0129, step=4654]wandb: WARNING Tried to log to step 4654 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   4%|██████▌                                                                                                                                                                                    | 155/4376 [43:40<19:48:35, 16.90s/it, ema=0.0293, loss=0.0228, step=4655]wandb: WARNING Tried to log to step 4655 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   4%|██████▋                                                                                                                                                                                    | 156/4376 [43:57<19:48:55, 16.90s/it, ema=0.0292, loss=0.0108, step=4656]wandb: WARNING Tried to log to step 4656 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   4%|██████▋                                                                                                                                                                                    | 157/4376 [44:14<19:47:52, 16.89s/it, ema=0.0292, loss=0.0343, step=4657]wandb: WARNING Tried to log to step 4657 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   4%|██████▊                                                                                                                                                                                    | 158/4376 [44:31<19:41:54, 16.81s/it, ema=0.0290, loss=0.0127, step=4658]wandb: WARNING Tried to log to step 4658 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   4%|██████▊                                                                                                                                                                                    | 159/4376 [44:48<19:40:37, 16.80s/it, ema=0.0293, loss=0.0537, step=4659]wandb: WARNING Tried to log to step 4659 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   4%|██████▊                                                                                                                                                                                    | 160/4376 [45:05<19:44:38, 16.86s/it, ema=0.0299, loss=0.0885, step=4660]wandb: WARNING Tried to log to step 4660 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   4%|██████▉                                                                                                                                                                                    | 161/4376 [45:21<19:40:02, 16.80s/it, ema=0.0299, loss=0.0287, step=4661]wandb: WARNING Tried to log to step 4661 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   4%|██████▉                                                                                                                                                                                    | 162/4376 [45:38<19:35:02, 16.73s/it, ema=0.0301, loss=0.0487, step=4662]wandb: WARNING Tried to log to step 4662 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   4%|██████▉                                                                                                                                                                                    | 163/4376 [45:55<19:43:23, 16.85s/it, ema=0.0299, loss=0.0102, step=4663]wandb: WARNING Tried to log to step 4663 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   4%|███████                                                                                                                                                                                    | 164/4376 [46:12<19:50:45, 16.96s/it, ema=0.0299, loss=0.0333, step=4664]wandb: WARNING Tried to log to step 4664 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   4%|███████                                                                                                                                                                                    | 165/4376 [46:29<19:40:32, 16.82s/it, ema=0.0299, loss=0.0353, step=4665]wandb: WARNING Tried to log to step 4665 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   4%|███████                                                                                                                                                                                    | 166/4376 [46:45<19:40:27, 16.82s/it, ema=0.0299, loss=0.0212, step=4666]wandb: WARNING Tried to log to step 4666 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   4%|███████▏                                                                                                                                                                                   | 167/4376 [47:02<19:39:41, 16.82s/it, ema=0.0297, loss=0.0147, step=4667]wandb: WARNING Tried to log to step 4667 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   4%|███████▏                                                                                                                                                                                   | 168/4376 [47:19<19:46:37, 16.92s/it, ema=0.0295, loss=0.0048, step=4668]wandb: WARNING Tried to log to step 4668 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   4%|███████▏                                                                                                                                                                                   | 169/4376 [47:36<19:41:58, 16.86s/it, ema=0.0298, loss=0.0650, step=4669]wandb: WARNING Tried to log to step 4669 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   4%|███████▎                                                                                                                                                                                   | 170/4376 [47:53<19:46:16, 16.92s/it, ema=0.0300, loss=0.0472, step=4670]wandb: WARNING Tried to log to step 4670 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   4%|███████▎                                                                                                                                                                                   | 171/4376 [48:10<19:43:20, 16.88s/it, ema=0.0298, loss=0.0092, step=4671]wandb: WARNING Tried to log to step 4671 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   4%|███████▎                                                                                                                                                                                   | 172/4376 [48:27<19:38:40, 16.82s/it, ema=0.0300, loss=0.0494, step=4672]wandb: WARNING Tried to log to step 4672 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   4%|███████▍                                                                                                                                                                                   | 173/4376 [48:44<19:42:35, 16.88s/it, ema=0.0305, loss=0.0810, step=4673]wandb: WARNING Tried to log to step 4673 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   4%|███████▍                                                                                                                                                                                   | 174/4376 [49:01<19:46:22, 16.94s/it, ema=0.0305, loss=0.0315, step=4674]wandb: WARNING Tried to log to step 4674 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   4%|███████▍                                                                                                                                                                                   | 175/4376 [49:17<19:41:19, 16.87s/it, ema=0.0305, loss=0.0319, step=4675]wandb: WARNING Tried to log to step 4675 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   4%|███████▌                                                                                                                                                                                   | 176/4376 [49:35<19:49:45, 17.00s/it, ema=0.0315, loss=0.1254, step=4676]wandb: WARNING Tried to log to step 4676 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   4%|███████▌                                                                                                                                                                                   | 177/4376 [49:51<19:41:02, 16.88s/it, ema=0.0313, loss=0.0154, step=4677]wandb: WARNING Tried to log to step 4677 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   4%|███████▌                                                                                                                                                                                   | 178/4376 [50:08<19:38:19, 16.84s/it, ema=0.0314, loss=0.0371, step=4678]wandb: WARNING Tried to log to step 4678 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   4%|███████▋                                                                                                                                                                                   | 179/4376 [50:25<19:39:08, 16.86s/it, ema=0.0316, loss=0.0516, step=4679]wandb: WARNING Tried to log to step 4679 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   4%|███████▋                                                                                                                                                                                   | 180/4376 [50:42<19:46:23, 16.96s/it, ema=0.0318, loss=0.0593, step=4680]wandb: WARNING Tried to log to step 4680 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   4%|███████▋                                                                                                                                                                                   | 181/4376 [50:59<19:48:23, 17.00s/it, ema=0.0322, loss=0.0637, step=4681]wandb: WARNING Tried to log to step 4681 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   4%|███████▊                                                                                                                                                                                   | 182/4376 [51:16<19:47:05, 16.98s/it, ema=0.0320, loss=0.0117, step=4682]wandb: WARNING Tried to log to step 4682 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   4%|███████▊                                                                                                                                                                                   | 183/4376 [51:33<19:41:46, 16.91s/it, ema=0.0321, loss=0.0472, step=4683]wandb: WARNING Tried to log to step 4683 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   4%|███████▊                                                                                                                                                                                   | 184/4376 [51:50<19:42:27, 16.92s/it, ema=0.0321, loss=0.0315, step=4684]wandb: WARNING Tried to log to step 4684 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   4%|███████▉                                                                                                                                                                                   | 185/4376 [52:07<19:41:17, 16.91s/it, ema=0.0320, loss=0.0225, step=4685]wandb: WARNING Tried to log to step 4685 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   4%|███████▉                                                                                                                                                                                   | 186/4376 [52:24<19:40:31, 16.90s/it, ema=0.0323, loss=0.0655, step=4686]wandb: WARNING Tried to log to step 4686 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   4%|███████▉                                                                                                                                                                                   | 187/4376 [52:41<19:38:52, 16.89s/it, ema=0.0324, loss=0.0354, step=4687]wandb: WARNING Tried to log to step 4687 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   4%|████████                                                                                                                                                                                   | 188/4376 [52:58<19:49:27, 17.04s/it, ema=0.0324, loss=0.0308, step=4688]wandb: WARNING Tried to log to step 4688 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   4%|████████                                                                                                                                                                                   | 189/4376 [53:15<19:42:54, 16.95s/it, ema=0.0321, loss=0.0089, step=4689]wandb: WARNING Tried to log to step 4689 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   4%|████████                                                                                                                                                                                   | 190/4376 [53:31<19:30:53, 16.78s/it, ema=0.0323, loss=0.0477, step=4690]wandb: WARNING Tried to log to step 4690 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   4%|████████▏                                                                                                                                                                                  | 191/4376 [53:48<19:36:58, 16.87s/it, ema=0.0322, loss=0.0231, step=4691]wandb: WARNING Tried to log to step 4691 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   4%|████████▏                                                                                                                                                                                  | 192/4376 [54:05<19:36:28, 16.87s/it, ema=0.0319, loss=0.0059, step=4692]wandb: WARNING Tried to log to step 4692 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   4%|████████▏                                                                                                                                                                                  | 193/4376 [54:22<19:30:05, 16.78s/it, ema=0.0321, loss=0.0516, step=4693]wandb: WARNING Tried to log to step 4693 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   4%|████████▎                                                                                                                                                                                  | 194/4376 [54:39<19:45:20, 17.01s/it, ema=0.0321, loss=0.0277, step=4694]wandb: WARNING Tried to log to step 4694 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   4%|████████▎                                                                                                                                                                                  | 195/4376 [54:56<19:31:59, 16.82s/it, ema=0.0318, loss=0.0024, step=4695]wandb: WARNING Tried to log to step 4695 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   4%|████████▍                                                                                                                                                                                  | 196/4376 [55:13<19:35:42, 16.88s/it, ema=0.0326, loss=0.1143, step=4696]wandb: WARNING Tried to log to step 4696 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   5%|████████▍                                                                                                                                                                                  | 197/4376 [55:29<19:33:57, 16.86s/it, ema=0.0328, loss=0.0516, step=4697]wandb: WARNING Tried to log to step 4697 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   5%|████████▍                                                                                                                                                                                  | 198/4376 [55:46<19:34:59, 16.87s/it, ema=0.0329, loss=0.0457, step=4698]wandb: WARNING Tried to log to step 4698 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   5%|████████▌                                                                                                                                                                                  | 199/4376 [56:03<19:39:46, 16.95s/it, ema=0.0330, loss=0.0391, step=4699]wandb: WARNING Tried to log to step 4699 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   5%|████████▌                                                                                                                                                                                  | 200/4376 [56:20<19:34:56, 16.88s/it, ema=0.0330, loss=0.0357, step=4700]wandb: WARNING Tried to log to step 4700 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   5%|████████▌                                                                                                                                                                                  | 201/4376 [56:37<19:36:03, 16.90s/it, ema=0.0333, loss=0.0655, step=4701]wandb: WARNING Tried to log to step 4701 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   5%|████████▋                                                                                                                                                                                  | 202/4376 [56:54<19:34:43, 16.89s/it, ema=0.0332, loss=0.0196, step=4702]wandb: WARNING Tried to log to step 4702 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   5%|████████▋                                                                                                                                                                                  | 203/4376 [57:11<19:33:23, 16.87s/it, ema=0.0331, loss=0.0245, step=4703]wandb: WARNING Tried to log to step 4703 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   5%|████████▋                                                                                                                                                                                  | 204/4376 [57:28<19:32:54, 16.87s/it, ema=0.0332, loss=0.0382, step=4704]wandb: WARNING Tried to log to step 4704 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   5%|████████▊                                                                                                                                                                                  | 205/4376 [57:45<19:34:26, 16.89s/it, ema=0.0330, loss=0.0210, step=4705]wandb: WARNING Tried to log to step 4705 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   5%|████████▊                                                                                                                                                                                  | 206/4376 [58:01<19:34:27, 16.90s/it, ema=0.0336, loss=0.0944, step=4706]wandb: WARNING Tried to log to step 4706 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   5%|████████▊                                                                                                                                                                                  | 207/4376 [58:18<19:27:36, 16.80s/it, ema=0.0344, loss=0.1094, step=4707]wandb: WARNING Tried to log to step 4707 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   5%|████████▉                                                                                                                                                                                  | 208/4376 [58:35<19:34:31, 16.91s/it, ema=0.0344, loss=0.0364, step=4708]wandb: WARNING Tried to log to step 4708 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   5%|████████▉                                                                                                                                                                                  | 209/4376 [58:52<19:28:24, 16.82s/it, ema=0.0341, loss=0.0021, step=4709]wandb: WARNING Tried to log to step 4709 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   5%|████████▉                                                                                                                                                                                  | 210/4376 [59:09<19:32:19, 16.88s/it, ema=0.0339, loss=0.0121, step=4710]wandb: WARNING Tried to log to step 4710 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   5%|█████████                                                                                                                                                                                  | 211/4376 [59:26<19:31:17, 16.87s/it, ema=0.0341, loss=0.0604, step=4711]wandb: WARNING Tried to log to step 4711 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   5%|█████████                                                                                                                                                                                  | 212/4376 [59:42<19:29:16, 16.85s/it, ema=0.0342, loss=0.0412, step=4712]wandb: WARNING Tried to log to step 4712 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   5%|█████████                                                                                                                                                                                  | 213/4376 [59:59<19:29:07, 16.85s/it, ema=0.0341, loss=0.0204, step=4713]wandb: WARNING Tried to log to step 4713 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   5%|█████████                                                                                                                                                                                | 214/4376 [1:00:16<19:32:16, 16.90s/it, ema=0.0344, loss=0.0681, step=4714]wandb: WARNING Tried to log to step 4714 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   5%|█████████                                                                                                                                                                                | 215/4376 [1:00:33<19:30:13, 16.87s/it, ema=0.0343, loss=0.0176, step=4715]wandb: WARNING Tried to log to step 4715 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   5%|█████████▏                                                                                                                                                                               | 216/4376 [1:00:50<19:30:00, 16.88s/it, ema=0.0343, loss=0.0395, step=4716]wandb: WARNING Tried to log to step 4716 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   5%|█████████▏                                                                                                                                                                               | 217/4376 [1:01:07<19:32:19, 16.91s/it, ema=0.0350, loss=0.1076, step=4717]wandb: WARNING Tried to log to step 4717 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   5%|█████████▏                                                                                                                                                                               | 218/4376 [1:01:24<19:33:29, 16.93s/it, ema=0.0349, loss=0.0193, step=4718]wandb: WARNING Tried to log to step 4718 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   5%|█████████▎                                                                                                                                                                               | 219/4376 [1:01:41<19:26:44, 16.84s/it, ema=0.0346, loss=0.0086, step=4719]wandb: WARNING Tried to log to step 4719 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   5%|█████████▎                                                                                                                                                                               | 220/4376 [1:01:58<19:27:48, 16.86s/it, ema=0.0348, loss=0.0529, step=4720]wandb: WARNING Tried to log to step 4720 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   5%|█████████▎                                                                                                                                                                               | 221/4376 [1:02:15<19:33:58, 16.95s/it, ema=0.0345, loss=0.0097, step=4721]wandb: WARNING Tried to log to step 4721 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   5%|█████████▍                                                                                                                                                                               | 222/4376 [1:02:31<19:24:17, 16.82s/it, ema=0.0346, loss=0.0353, step=4722]wandb: WARNING Tried to log to step 4722 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   5%|█████████▍                                                                                                                                                                               | 223/4376 [1:02:48<19:24:02, 16.82s/it, ema=0.0348, loss=0.0624, step=4723]wandb: WARNING Tried to log to step 4723 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   5%|█████████▍                                                                                                                                                                               | 224/4376 [1:03:05<19:28:08, 16.88s/it, ema=0.0346, loss=0.0122, step=4724]wandb: WARNING Tried to log to step 4724 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   5%|█████████▌                                                                                                                                                                               | 225/4376 [1:03:22<19:23:56, 16.82s/it, ema=0.0344, loss=0.0145, step=4725]wandb: WARNING Tried to log to step 4725 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   5%|█████████▌                                                                                                                                                                               | 226/4376 [1:03:39<19:26:01, 16.86s/it, ema=0.0342, loss=0.0117, step=4726]wandb: WARNING Tried to log to step 4726 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   5%|█████████▌                                                                                                                                                                               | 227/4376 [1:03:56<19:30:56, 16.93s/it, ema=0.0348, loss=0.0960, step=4727]wandb: WARNING Tried to log to step 4727 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   5%|█████████▋                                                                                                                                                                               | 228/4376 [1:04:13<19:25:42, 16.86s/it, ema=0.0351, loss=0.0634, step=4728]wandb: WARNING Tried to log to step 4728 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   5%|█████████▋                                                                                                                                                                               | 229/4376 [1:04:30<19:32:09, 16.96s/it, ema=0.0348, loss=0.0111, step=4729]wandb: WARNING Tried to log to step 4729 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   5%|█████████▋                                                                                                                                                                               | 230/4376 [1:04:46<19:24:51, 16.86s/it, ema=0.0346, loss=0.0132, step=4730]wandb: WARNING Tried to log to step 4730 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   5%|█████████▊                                                                                                                                                                               | 231/4376 [1:05:03<19:18:15, 16.77s/it, ema=0.0344, loss=0.0106, step=4731]wandb: WARNING Tried to log to step 4731 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   5%|█████████▊                                                                                                                                                                               | 232/4376 [1:05:20<19:20:19, 16.80s/it, ema=0.0345, loss=0.0461, step=4732]wandb: WARNING Tried to log to step 4732 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   5%|█████████▊                                                                                                                                                                               | 233/4376 [1:05:37<19:18:59, 16.78s/it, ema=0.0345, loss=0.0323, step=4733]wandb: WARNING Tried to log to step 4733 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   5%|█████████▉                                                                                                                                                                               | 234/4376 [1:05:54<19:25:13, 16.88s/it, ema=0.0346, loss=0.0482, step=4734]wandb: WARNING Tried to log to step 4734 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   5%|█████████▉                                                                                                                                                                               | 235/4376 [1:06:11<19:32:11, 16.98s/it, ema=0.0347, loss=0.0413, step=4735]wandb: WARNING Tried to log to step 4735 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   5%|█████████▉                                                                                                                                                                               | 236/4376 [1:06:28<19:31:05, 16.97s/it, ema=0.0344, loss=0.0072, step=4736]wandb: WARNING Tried to log to step 4736 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   5%|██████████                                                                                                                                                                               | 237/4376 [1:06:45<19:29:16, 16.95s/it, ema=0.0344, loss=0.0286, step=4737]wandb: WARNING Tried to log to step 4737 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   5%|██████████                                                                                                                                                                               | 238/4376 [1:07:01<19:25:46, 16.90s/it, ema=0.0342, loss=0.0196, step=4738]wandb: WARNING Tried to log to step 4738 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   5%|██████████                                                                                                                                                                               | 239/4376 [1:07:18<19:25:28, 16.90s/it, ema=0.0339, loss=0.0079, step=4739]wandb: WARNING Tried to log to step 4739 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   5%|██████████▏                                                                                                                                                                              | 240/4376 [1:07:36<19:29:49, 16.97s/it, ema=0.0346, loss=0.0986, step=4740]wandb: WARNING Tried to log to step 4740 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   6%|██████████▏                                                                                                                                                                              | 241/4376 [1:07:52<19:21:49, 16.86s/it, ema=0.0343, loss=0.0104, step=4741]wandb: WARNING Tried to log to step 4741 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   6%|██████████▏                                                                                                                                                                              | 242/4376 [1:08:09<19:19:25, 16.83s/it, ema=0.0341, loss=0.0075, step=4742]wandb: WARNING Tried to log to step 4742 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   6%|██████████▎                                                                                                                                                                              | 243/4376 [1:08:26<19:20:17, 16.84s/it, ema=0.0340, loss=0.0215, step=4743]wandb: WARNING Tried to log to step 4743 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   6%|██████████▎                                                                                                                                                                              | 244/4376 [1:08:43<19:21:40, 16.87s/it, ema=0.0339, loss=0.0257, step=4744]wandb: WARNING Tried to log to step 4744 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   6%|██████████▎                                                                                                                                                                              | 245/4376 [1:08:59<19:17:41, 16.81s/it, ema=0.0343, loss=0.0772, step=4745]wandb: WARNING Tried to log to step 4745 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   6%|██████████▍                                                                                                                                                                              | 246/4376 [1:09:16<19:21:22, 16.87s/it, ema=0.0345, loss=0.0518, step=4746]wandb: WARNING Tried to log to step 4746 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   6%|██████████▍                                                                                                                                                                              | 247/4376 [1:09:33<19:23:20, 16.90s/it, ema=0.0342, loss=0.0024, step=4747]wandb: WARNING Tried to log to step 4747 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   6%|██████████▍                                                                                                                                                                              | 248/4376 [1:09:50<19:27:03, 16.96s/it, ema=0.0346, loss=0.0821, step=4748]wandb: WARNING Tried to log to step 4748 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   6%|██████████▌                                                                                                                                                                              | 249/4376 [1:10:07<19:23:19, 16.91s/it, ema=0.0344, loss=0.0058, step=4749]wandb: WARNING Tried to log to step 4749 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   6%|██████████▌                                                                                                                                                                              | 250/4376 [1:10:24<19:14:53, 16.79s/it, ema=0.0348, loss=0.0797, step=4750]wandb: WARNING Tried to log to step 4750 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   6%|██████████▌                                                                                                                                                                              | 251/4376 [1:10:40<19:13:28, 16.78s/it, ema=0.0349, loss=0.0468, step=4751]wandb: WARNING Tried to log to step 4751 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   6%|██████████▋                                                                                                                                                                              | 252/4376 [1:10:57<19:17:01, 16.83s/it, ema=0.0347, loss=0.0077, step=4752]wandb: WARNING Tried to log to step 4752 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   6%|██████████▋                                                                                                                                                                              | 253/4376 [1:11:15<19:24:54, 16.95s/it, ema=0.0346, loss=0.0265, step=4753]wandb: WARNING Tried to log to step 4753 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   6%|██████████▋                                                                                                                                                                              | 254/4376 [1:11:31<19:20:19, 16.89s/it, ema=0.0343, loss=0.0042, step=4754]wandb: WARNING Tried to log to step 4754 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   6%|██████████▊                                                                                                                                                                              | 255/4376 [1:11:49<19:26:54, 16.99s/it, ema=0.0340, loss=0.0058, step=4755]wandb: WARNING Tried to log to step 4755 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   6%|██████████▊                                                                                                                                                                              | 256/4376 [1:12:05<19:20:12, 16.90s/it, ema=0.0343, loss=0.0666, step=4756]wandb: WARNING Tried to log to step 4756 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   6%|██████████▊                                                                                                                                                                              | 257/4376 [1:12:22<19:19:47, 16.89s/it, ema=0.0348, loss=0.0831, step=4757]wandb: WARNING Tried to log to step 4757 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   6%|██████████▉                                                                                                                                                                              | 258/4376 [1:12:39<19:19:42, 16.90s/it, ema=0.0355, loss=0.1042, step=4758]wandb: WARNING Tried to log to step 4758 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   6%|██████████▉                                                                                                                                                                              | 259/4376 [1:12:56<19:25:37, 16.99s/it, ema=0.0357, loss=0.0575, step=4759]wandb: WARNING Tried to log to step 4759 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   6%|██████████▉                                                                                                                                                                              | 260/4376 [1:13:13<19:21:45, 16.94s/it, ema=0.0354, loss=0.0056, step=4760]wandb: WARNING Tried to log to step 4760 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   6%|███████████                                                                                                                                                                              | 261/4376 [1:13:30<19:26:52, 17.01s/it, ema=0.0353, loss=0.0232, step=4761]wandb: WARNING Tried to log to step 4761 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   6%|███████████                                                                                                                                                                              | 262/4376 [1:13:47<19:12:41, 16.81s/it, ema=0.0354, loss=0.0498, step=4762]wandb: WARNING Tried to log to step 4762 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   6%|███████████                                                                                                                                                                              | 263/4376 [1:14:04<19:13:08, 16.82s/it, ema=0.0352, loss=0.0079, step=4763]wandb: WARNING Tried to log to step 4763 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   6%|███████████▏                                                                                                                                                                             | 264/4376 [1:14:21<19:20:36, 16.93s/it, ema=0.0353, loss=0.0523, step=4764]wandb: WARNING Tried to log to step 4764 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   6%|███████████▏                                                                                                                                                                             | 265/4376 [1:14:38<19:21:43, 16.96s/it, ema=0.0357, loss=0.0725, step=4765]wandb: WARNING Tried to log to step 4765 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   6%|███████████▏                                                                                                                                                                             | 266/4376 [1:14:54<19:13:13, 16.84s/it, ema=0.0357, loss=0.0351, step=4766]wandb: WARNING Tried to log to step 4766 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   6%|███████████▎                                                                                                                                                                             | 267/4376 [1:15:12<19:22:22, 16.97s/it, ema=0.0355, loss=0.0114, step=4767]wandb: WARNING Tried to log to step 4767 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   6%|███████████▎                                                                                                                                                                             | 268/4376 [1:15:28<19:19:30, 16.94s/it, ema=0.0353, loss=0.0240, step=4768]wandb: WARNING Tried to log to step 4768 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   6%|███████████▎                                                                                                                                                                             | 269/4376 [1:15:45<19:21:00, 16.96s/it, ema=0.0352, loss=0.0194, step=4769]wandb: WARNING Tried to log to step 4769 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   6%|███████████▍                                                                                                                                                                             | 270/4376 [1:16:03<19:25:06, 17.03s/it, ema=0.0353, loss=0.0515, step=4770]wandb: WARNING Tried to log to step 4770 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   6%|███████████▍                                                                                                                                                                             | 271/4376 [1:16:19<19:20:30, 16.96s/it, ema=0.0352, loss=0.0179, step=4771]wandb: WARNING Tried to log to step 4771 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   6%|███████████▍                                                                                                                                                                             | 272/4376 [1:16:36<19:17:10, 16.92s/it, ema=0.0351, loss=0.0260, step=4772]wandb: WARNING Tried to log to step 4772 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   6%|███████████▌                                                                                                                                                                             | 273/4376 [1:16:53<19:22:02, 16.99s/it, ema=0.0351, loss=0.0339, step=4773]wandb: WARNING Tried to log to step 4773 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   6%|███████████▌                                                                                                                                                                             | 274/4376 [1:17:10<19:15:58, 16.91s/it, ema=0.0349, loss=0.0169, step=4774]wandb: WARNING Tried to log to step 4774 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   6%|███████████▋                                                                                                                                                                             | 275/4376 [1:17:27<19:17:57, 16.94s/it, ema=0.0352, loss=0.0668, step=4775]wandb: WARNING Tried to log to step 4775 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   6%|███████████▋                                                                                                                                                                             | 276/4376 [1:17:44<19:16:29, 16.92s/it, ema=0.0350, loss=0.0145, step=4776]wandb: WARNING Tried to log to step 4776 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   6%|███████████▋                                                                                                                                                                             | 277/4376 [1:18:01<19:12:41, 16.87s/it, ema=0.0349, loss=0.0291, step=4777]wandb: WARNING Tried to log to step 4777 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   6%|███████████▊                                                                                                                                                                             | 278/4376 [1:18:18<19:15:23, 16.92s/it, ema=0.0349, loss=0.0361, step=4778]wandb: WARNING Tried to log to step 4778 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   6%|███████████▊                                                                                                                                                                             | 279/4376 [1:18:35<19:12:36, 16.88s/it, ema=0.0347, loss=0.0077, step=4779]wandb: WARNING Tried to log to step 4779 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   6%|███████████▊                                                                                                                                                                             | 280/4376 [1:18:51<19:09:59, 16.85s/it, ema=0.0348, loss=0.0423, step=4780]wandb: WARNING Tried to log to step 4780 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   6%|███████████▉                                                                                                                                                                             | 281/4376 [1:19:08<19:07:08, 16.81s/it, ema=0.0346, loss=0.0241, step=4781]wandb: WARNING Tried to log to step 4781 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   6%|███████████▉                                                                                                                                                                             | 282/4376 [1:19:25<19:07:36, 16.82s/it, ema=0.0351, loss=0.0775, step=4782]wandb: WARNING Tried to log to step 4782 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   6%|███████████▉                                                                                                                                                                             | 283/4376 [1:19:42<19:10:23, 16.86s/it, ema=0.0360, loss=0.1285, step=4783]wandb: WARNING Tried to log to step 4783 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   6%|████████████                                                                                                                                                                             | 284/4376 [1:19:58<19:03:36, 16.77s/it, ema=0.0357, loss=0.0041, step=4784]wandb: WARNING Tried to log to step 4784 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   7%|████████████                                                                                                                                                                             | 285/4376 [1:20:15<19:09:06, 16.85s/it, ema=0.0355, loss=0.0178, step=4785]wandb: WARNING Tried to log to step 4785 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   7%|████████████                                                                                                                                                                             | 286/4376 [1:20:32<19:10:07, 16.87s/it, ema=0.0354, loss=0.0286, step=4786]wandb: WARNING Tried to log to step 4786 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   7%|████████████▏                                                                                                                                                                            | 287/4376 [1:20:49<19:13:41, 16.93s/it, ema=0.0351, loss=0.0034, step=4787]wandb: WARNING Tried to log to step 4787 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   7%|████████████▏                                                                                                                                                                            | 288/4376 [1:21:06<19:08:42, 16.86s/it, ema=0.0355, loss=0.0753, step=4788]wandb: WARNING Tried to log to step 4788 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   7%|████████████▏                                                                                                                                                                            | 289/4376 [1:21:23<19:09:04, 16.87s/it, ema=0.0353, loss=0.0097, step=4789]wandb: WARNING Tried to log to step 4789 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   7%|████████████▎                                                                                                                                                                            | 290/4376 [1:21:40<19:09:42, 16.88s/it, ema=0.0351, loss=0.0150, step=4790]wandb: WARNING Tried to log to step 4790 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   7%|████████████▎                                                                                                                                                                            | 291/4376 [1:21:57<19:06:43, 16.84s/it, ema=0.0350, loss=0.0252, step=4791]wandb: WARNING Tried to log to step 4791 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   7%|████████████▎                                                                                                                                                                            | 292/4376 [1:22:14<19:08:01, 16.87s/it, ema=0.0349, loss=0.0319, step=4792]wandb: WARNING Tried to log to step 4792 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   7%|████████████▍                                                                                                                                                                            | 293/4376 [1:22:30<19:06:44, 16.85s/it, ema=0.0355, loss=0.0900, step=4793]wandb: WARNING Tried to log to step 4793 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   7%|████████████▍                                                                                                                                                                            | 294/4376 [1:22:47<19:06:40, 16.85s/it, ema=0.0355, loss=0.0411, step=4794]wandb: WARNING Tried to log to step 4794 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   7%|████████████▍                                                                                                                                                                            | 295/4376 [1:23:04<19:04:20, 16.82s/it, ema=0.0352, loss=0.0054, step=4795]wandb: WARNING Tried to log to step 4795 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   7%|████████████▌                                                                                                                                                                            | 296/4376 [1:23:21<19:05:24, 16.84s/it, ema=0.0354, loss=0.0546, step=4796]wandb: WARNING Tried to log to step 4796 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   7%|████████████▌                                                                                                                                                                            | 297/4376 [1:23:38<19:11:40, 16.94s/it, ema=0.0351, loss=0.0041, step=4797]wandb: WARNING Tried to log to step 4797 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   7%|████████████▌                                                                                                                                                                            | 298/4376 [1:23:55<19:11:44, 16.95s/it, ema=0.0349, loss=0.0083, step=4798]wandb: WARNING Tried to log to step 4798 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   7%|████████████▋                                                                                                                                                                            | 299/4376 [1:24:12<19:08:58, 16.91s/it, ema=0.0348, loss=0.0289, step=4799]wandb: WARNING Tried to log to step 4799 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   7%|████████████▋                                                                                                                                                                            | 300/4376 [1:24:28<18:59:15, 16.77s/it, ema=0.0349, loss=0.0448, step=4800]wandb: WARNING Tried to log to step 4800 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   7%|████████████▋                                                                                                                                                                            | 301/4376 [1:24:46<19:07:09, 16.89s/it, ema=0.0346, loss=0.0075, step=4801]wandb: WARNING Tried to log to step 4801 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   7%|████████████▊                                                                                                                                                                            | 302/4376 [1:25:03<19:09:34, 16.93s/it, ema=0.0344, loss=0.0171, step=4802]wandb: WARNING Tried to log to step 4802 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   7%|████████████▊                                                                                                                                                                            | 303/4376 [1:25:19<19:06:20, 16.89s/it, ema=0.0343, loss=0.0221, step=4803]wandb: WARNING Tried to log to step 4803 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   7%|████████████▊                                                                                                                                                                            | 304/4376 [1:25:37<19:12:14, 16.98s/it, ema=0.0342, loss=0.0267, step=4804]wandb: WARNING Tried to log to step 4804 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   7%|████████████▉                                                                                                                                                                            | 305/4376 [1:25:53<19:02:22, 16.84s/it, ema=0.0340, loss=0.0118, step=4805]wandb: WARNING Tried to log to step 4805 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   7%|████████████▉                                                                                                                                                                            | 306/4376 [1:26:10<19:01:14, 16.82s/it, ema=0.0341, loss=0.0437, step=4806]wandb: WARNING Tried to log to step 4806 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   7%|████████████▉                                                                                                                                                                            | 307/4376 [1:26:27<19:00:16, 16.81s/it, ema=0.0345, loss=0.0752, step=4807]wandb: WARNING Tried to log to step 4807 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   7%|█████████████                                                                                                                                                                            | 308/4376 [1:26:44<19:02:52, 16.86s/it, ema=0.0349, loss=0.0709, step=4808]wandb: WARNING Tried to log to step 4808 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   7%|█████████████                                                                                                                                                                            | 309/4376 [1:27:01<19:10:29, 16.97s/it, ema=0.0349, loss=0.0365, step=4809]wandb: WARNING Tried to log to step 4809 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   7%|█████████████                                                                                                                                                                            | 310/4376 [1:27:17<19:01:17, 16.84s/it, ema=0.0347, loss=0.0130, step=4810]wandb: WARNING Tried to log to step 4810 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   7%|█████████████▏                                                                                                                                                                           | 311/4376 [1:27:34<19:00:42, 16.84s/it, ema=0.0344, loss=0.0055, step=4811]wandb: WARNING Tried to log to step 4811 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   7%|█████████████▏                                                                                                                                                                           | 312/4376 [1:27:51<19:03:11, 16.88s/it, ema=0.0342, loss=0.0202, step=4812]wandb: WARNING Tried to log to step 4812 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   7%|█████████████▏                                                                                                                                                                           | 313/4376 [1:28:08<19:07:54, 16.95s/it, ema=0.0341, loss=0.0197, step=4813]wandb: WARNING Tried to log to step 4813 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   7%|█████████████▎                                                                                                                                                                           | 314/4376 [1:28:25<19:05:56, 16.93s/it, ema=0.0340, loss=0.0231, step=4814]wandb: WARNING Tried to log to step 4814 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   7%|█████████████▎                                                                                                                                                                           | 315/4376 [1:28:42<19:01:03, 16.86s/it, ema=0.0345, loss=0.0847, step=4815]wandb: WARNING Tried to log to step 4815 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   7%|█████████████▎                                                                                                                                                                           | 316/4376 [1:28:58<18:54:48, 16.77s/it, ema=0.0346, loss=0.0448, step=4816]wandb: WARNING Tried to log to step 4816 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   7%|█████████████▍                                                                                                                                                                           | 317/4376 [1:29:15<18:59:04, 16.84s/it, ema=0.0346, loss=0.0359, step=4817]wandb: WARNING Tried to log to step 4817 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   7%|█████████████▍                                                                                                                                                                           | 318/4376 [1:29:33<19:06:01, 16.94s/it, ema=0.0353, loss=0.0991, step=4818]wandb: WARNING Tried to log to step 4818 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   7%|█████████████▍                                                                                                                                                                           | 319/4376 [1:29:49<19:01:06, 16.88s/it, ema=0.0350, loss=0.0102, step=4819]wandb: WARNING Tried to log to step 4819 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   7%|█████████████▌                                                                                                                                                                           | 320/4376 [1:30:06<19:02:24, 16.90s/it, ema=0.0354, loss=0.0721, step=4820]wandb: WARNING Tried to log to step 4820 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   7%|█████████████▌                                                                                                                                                                           | 321/4376 [1:30:23<19:00:43, 16.88s/it, ema=0.0357, loss=0.0713, step=4821]wandb: WARNING Tried to log to step 4821 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   7%|█████████████▌                                                                                                                                                                           | 322/4376 [1:30:40<18:58:10, 16.85s/it, ema=0.0358, loss=0.0405, step=4822]wandb: WARNING Tried to log to step 4822 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   7%|█████████████▋                                                                                                                                                                           | 323/4376 [1:30:57<18:58:02, 16.85s/it, ema=0.0355, loss=0.0116, step=4823]wandb: WARNING Tried to log to step 4823 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   7%|█████████████▋                                                                                                                                                                           | 324/4376 [1:31:14<19:02:16, 16.91s/it, ema=0.0354, loss=0.0164, step=4824]wandb: WARNING Tried to log to step 4824 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   7%|█████████████▋                                                                                                                                                                           | 325/4376 [1:31:30<18:52:21, 16.77s/it, ema=0.0360, loss=0.0981, step=4825]wandb: WARNING Tried to log to step 4825 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   7%|█████████████▊                                                                                                                                                                           | 326/4376 [1:31:47<18:57:22, 16.85s/it, ema=0.0358, loss=0.0153, step=4826]wandb: WARNING Tried to log to step 4826 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   7%|█████████████▊                                                                                                                                                                           | 327/4376 [1:32:04<19:04:44, 16.96s/it, ema=0.0365, loss=0.1103, step=4827]wandb: WARNING Tried to log to step 4827 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   7%|█████████████▊                                                                                                                                                                           | 328/4376 [1:32:21<19:00:21, 16.90s/it, ema=0.0366, loss=0.0405, step=4828]wandb: WARNING Tried to log to step 4828 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   8%|█████████████▉                                                                                                                                                                           | 329/4376 [1:32:38<18:59:09, 16.89s/it, ema=0.0373, loss=0.1083, step=4829]wandb: WARNING Tried to log to step 4829 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   8%|█████████████▉                                                                                                                                                                           | 330/4376 [1:32:55<18:52:18, 16.79s/it, ema=0.0371, loss=0.0223, step=4830]wandb: WARNING Tried to log to step 4830 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   8%|█████████████▉                                                                                                                                                                           | 331/4376 [1:33:12<18:54:10, 16.82s/it, ema=0.0371, loss=0.0319, step=4831]wandb: WARNING Tried to log to step 4831 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   8%|██████████████                                                                                                                                                                           | 332/4376 [1:33:28<18:54:24, 16.83s/it, ema=0.0369, loss=0.0178, step=4832]wandb: WARNING Tried to log to step 4832 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   8%|██████████████                                                                                                                                                                           | 333/4376 [1:33:45<18:52:57, 16.81s/it, ema=0.0367, loss=0.0187, step=4833]wandb: WARNING Tried to log to step 4833 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   8%|██████████████                                                                                                                                                                           | 334/4376 [1:34:02<18:52:29, 16.81s/it, ema=0.0366, loss=0.0290, step=4834]wandb: WARNING Tried to log to step 4834 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   8%|██████████████▏                                                                                                                                                                          | 335/4376 [1:34:19<18:52:51, 16.82s/it, ema=0.0364, loss=0.0179, step=4835]wandb: WARNING Tried to log to step 4835 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   8%|██████████████▏                                                                                                                                                                          | 336/4376 [1:34:35<18:49:08, 16.77s/it, ema=0.0363, loss=0.0233, step=4836]wandb: WARNING Tried to log to step 4836 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   8%|██████████████▏                                                                                                                                                                          | 337/4376 [1:34:53<18:56:41, 16.89s/it, ema=0.0363, loss=0.0361, step=4837]wandb: WARNING Tried to log to step 4837 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   8%|██████████████▎                                                                                                                                                                          | 338/4376 [1:35:10<18:56:58, 16.89s/it, ema=0.0367, loss=0.0787, step=4838]wandb: WARNING Tried to log to step 4838 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   8%|██████████████▎                                                                                                                                                                          | 339/4376 [1:35:26<18:52:41, 16.83s/it, ema=0.0371, loss=0.0716, step=4839]wandb: WARNING Tried to log to step 4839 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   8%|██████████████▎                                                                                                                                                                          | 340/4376 [1:35:43<18:52:39, 16.84s/it, ema=0.0369, loss=0.0184, step=4840]wandb: WARNING Tried to log to step 4840 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   8%|██████████████▍                                                                                                                                                                          | 341/4376 [1:36:00<18:54:17, 16.87s/it, ema=0.0366, loss=0.0041, step=4841]wandb: WARNING Tried to log to step 4841 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   8%|██████████████▍                                                                                                                                                                          | 342/4376 [1:36:17<18:49:58, 16.81s/it, ema=0.0363, loss=0.0101, step=4842]wandb: WARNING Tried to log to step 4842 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   8%|██████████████▌                                                                                                                                                                          | 343/4376 [1:36:34<18:51:45, 16.84s/it, ema=0.0363, loss=0.0407, step=4843]wandb: WARNING Tried to log to step 4843 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   8%|██████████████▌                                                                                                                                                                          | 344/4376 [1:36:51<18:52:50, 16.86s/it, ema=0.0360, loss=0.0018, step=4844]wandb: WARNING Tried to log to step 4844 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   8%|██████████████▌                                                                                                                                                                          | 345/4376 [1:37:07<18:52:41, 16.86s/it, ema=0.0358, loss=0.0182, step=4845]wandb: WARNING Tried to log to step 4845 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   8%|██████████████▋                                                                                                                                                                          | 346/4376 [1:37:24<18:55:57, 16.91s/it, ema=0.0360, loss=0.0554, step=4846]wandb: WARNING Tried to log to step 4846 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   8%|██████████████▋                                                                                                                                                                          | 347/4376 [1:37:42<19:02:12, 17.01s/it, ema=0.0358, loss=0.0133, step=4847]wandb: WARNING Tried to log to step 4847 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   8%|██████████████▋                                                                                                                                                                          | 348/4376 [1:37:58<18:45:06, 16.76s/it, ema=0.0357, loss=0.0317, step=4848]wandb: WARNING Tried to log to step 4848 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   8%|██████████████▊                                                                                                                                                                          | 349/4376 [1:38:15<18:51:48, 16.86s/it, ema=0.0361, loss=0.0725, step=4849]wandb: WARNING Tried to log to step 4849 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   8%|██████████████▊                                                                                                                                                                          | 350/4376 [1:38:32<18:45:53, 16.78s/it, ema=0.0364, loss=0.0659, step=4850]wandb: WARNING Tried to log to step 4850 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   8%|██████████████▊                                                                                                                                                                          | 351/4376 [1:38:49<18:57:27, 16.96s/it, ema=0.0363, loss=0.0275, step=4851]wandb: WARNING Tried to log to step 4851 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   8%|██████████████▉                                                                                                                                                                          | 352/4376 [1:39:05<18:43:14, 16.75s/it, ema=0.0361, loss=0.0113, step=4852]wandb: WARNING Tried to log to step 4852 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   8%|██████████████▉                                                                                                                                                                          | 353/4376 [1:39:22<18:44:40, 16.77s/it, ema=0.0359, loss=0.0219, step=4853]wandb: WARNING Tried to log to step 4853 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   8%|██████████████▉                                                                                                                                                                          | 354/4376 [1:39:39<18:48:24, 16.83s/it, ema=0.0359, loss=0.0289, step=4854]wandb: WARNING Tried to log to step 4854 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   8%|███████████████                                                                                                                                                                          | 355/4376 [1:39:56<18:51:29, 16.88s/it, ema=0.0356, loss=0.0112, step=4855]wandb: WARNING Tried to log to step 4855 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   8%|███████████████                                                                                                                                                                          | 356/4376 [1:40:12<18:42:11, 16.75s/it, ema=0.0359, loss=0.0620, step=4856]wandb: WARNING Tried to log to step 4856 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   8%|███████████████                                                                                                                                                                          | 357/4376 [1:40:30<18:53:10, 16.92s/it, ema=0.0356, loss=0.0047, step=4857]wandb: WARNING Tried to log to step 4857 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   8%|███████████████▏                                                                                                                                                                         | 358/4376 [1:40:47<18:51:31, 16.90s/it, ema=0.0354, loss=0.0198, step=4858]wandb: WARNING Tried to log to step 4858 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   8%|███████████████▏                                                                                                                                                                         | 359/4376 [1:41:03<18:44:29, 16.80s/it, ema=0.0352, loss=0.0140, step=4859]wandb: WARNING Tried to log to step 4859 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   8%|███████████████▏                                                                                                                                                                         | 360/4376 [1:41:20<18:48:42, 16.86s/it, ema=0.0357, loss=0.0822, step=4860]wandb: WARNING Tried to log to step 4860 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   8%|███████████████▎                                                                                                                                                                         | 361/4376 [1:41:37<18:54:26, 16.95s/it, ema=0.0361, loss=0.0834, step=4861]wandb: WARNING Tried to log to step 4861 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   8%|███████████████▎                                                                                                                                                                         | 362/4376 [1:41:54<18:47:23, 16.85s/it, ema=0.0364, loss=0.0668, step=4862]wandb: WARNING Tried to log to step 4862 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   8%|███████████████▎                                                                                                                                                                         | 363/4376 [1:42:11<18:54:45, 16.97s/it, ema=0.0361, loss=0.0029, step=4863]wandb: WARNING Tried to log to step 4863 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   8%|███████████████▍                                                                                                                                                                         | 364/4376 [1:42:28<18:49:39, 16.89s/it, ema=0.0366, loss=0.0815, step=4864]wandb: WARNING Tried to log to step 4864 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   8%|███████████████▍                                                                                                                                                                         | 365/4376 [1:42:45<18:48:24, 16.88s/it, ema=0.0365, loss=0.0272, step=4865]wandb: WARNING Tried to log to step 4865 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   8%|███████████████▍                                                                                                                                                                         | 366/4376 [1:43:01<18:44:50, 16.83s/it, ema=0.0367, loss=0.0546, step=4866]wandb: WARNING Tried to log to step 4866 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   8%|███████████████▌                                                                                                                                                                         | 367/4376 [1:43:19<18:51:07, 16.93s/it, ema=0.0365, loss=0.0234, step=4867]wandb: WARNING Tried to log to step 4867 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   8%|███████████████▌                                                                                                                                                                         | 368/4376 [1:43:35<18:45:30, 16.85s/it, ema=0.0363, loss=0.0094, step=4868]wandb: WARNING Tried to log to step 4868 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   8%|███████████████▌                                                                                                                                                                         | 369/4376 [1:43:52<18:51:00, 16.94s/it, ema=0.0363, loss=0.0397, step=4869]wandb: WARNING Tried to log to step 4869 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   8%|███████████████▋                                                                                                                                                                         | 370/4376 [1:44:09<18:42:44, 16.82s/it, ema=0.0373, loss=0.1425, step=4870]wandb: WARNING Tried to log to step 4870 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   8%|███████████████▋                                                                                                                                                                         | 371/4376 [1:44:26<18:50:14, 16.93s/it, ema=0.0370, loss=0.0020, step=4871]wandb: WARNING Tried to log to step 4871 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   9%|███████████████▋                                                                                                                                                                         | 372/4376 [1:44:43<18:45:39, 16.87s/it, ema=0.0366, loss=0.0017, step=4872]wandb: WARNING Tried to log to step 4872 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   9%|███████████████▊                                                                                                                                                                         | 373/4376 [1:45:00<18:47:29, 16.90s/it, ema=0.0366, loss=0.0332, step=4873]wandb: WARNING Tried to log to step 4873 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   9%|███████████████▊                                                                                                                                                                         | 374/4376 [1:45:17<18:43:08, 16.84s/it, ema=0.0366, loss=0.0406, step=4874]wandb: WARNING Tried to log to step 4874 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   9%|███████████████▊                                                                                                                                                                         | 375/4376 [1:45:33<18:44:04, 16.86s/it, ema=0.0370, loss=0.0756, step=4875]wandb: WARNING Tried to log to step 4875 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   9%|███████████████▉                                                                                                                                                                         | 376/4376 [1:45:50<18:42:55, 16.84s/it, ema=0.0373, loss=0.0650, step=4876]wandb: WARNING Tried to log to step 4876 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   9%|███████████████▉                                                                                                                                                                         | 377/4376 [1:46:07<18:44:33, 16.87s/it, ema=0.0370, loss=0.0049, step=4877]wandb: WARNING Tried to log to step 4877 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   9%|███████████████▉                                                                                                                                                                         | 378/4376 [1:46:24<18:45:23, 16.89s/it, ema=0.0368, loss=0.0219, step=4878]wandb: WARNING Tried to log to step 4878 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   9%|████████████████                                                                                                                                                                         | 379/4376 [1:46:41<18:44:48, 16.88s/it, ema=0.0366, loss=0.0098, step=4879]wandb: WARNING Tried to log to step 4879 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   9%|████████████████                                                                                                                                                                         | 380/4376 [1:46:57<18:36:39, 16.77s/it, ema=0.0363, loss=0.0095, step=4880]wandb: WARNING Tried to log to step 4880 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   9%|████████████████                                                                                                                                                                         | 381/4376 [1:47:15<18:43:03, 16.87s/it, ema=0.0360, loss=0.0039, step=4881]wandb: WARNING Tried to log to step 4881 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   9%|████████████████▏                                                                                                                                                                        | 382/4376 [1:47:31<18:39:59, 16.83s/it, ema=0.0357, loss=0.0051, step=4882]wandb: WARNING Tried to log to step 4882 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   9%|████████████████▏                                                                                                                                                                        | 383/4376 [1:47:48<18:40:54, 16.84s/it, ema=0.0363, loss=0.0945, step=4883]wandb: WARNING Tried to log to step 4883 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   9%|████████████████▏                                                                                                                                                                        | 384/4376 [1:48:05<18:42:00, 16.86s/it, ema=0.0363, loss=0.0432, step=4884]wandb: WARNING Tried to log to step 4884 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   9%|████████████████▎                                                                                                                                                                        | 385/4376 [1:48:22<18:39:19, 16.83s/it, ema=0.0372, loss=0.1243, step=4885]wandb: WARNING Tried to log to step 4885 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   9%|████████████████▎                                                                                                                                                                        | 386/4376 [1:48:39<18:43:44, 16.90s/it, ema=0.0376, loss=0.0783, step=4886]wandb: WARNING Tried to log to step 4886 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   9%|████████████████▎                                                                                                                                                                        | 387/4376 [1:48:56<18:38:15, 16.82s/it, ema=0.0375, loss=0.0239, step=4887]wandb: WARNING Tried to log to step 4887 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   9%|████████████████▍                                                                                                                                                                        | 388/4376 [1:49:12<18:32:29, 16.74s/it, ema=0.0378, loss=0.0693, step=4888]wandb: WARNING Tried to log to step 4888 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   9%|████████████████▍                                                                                                                                                                        | 389/4376 [1:49:29<18:30:32, 16.71s/it, ema=0.0375, loss=0.0126, step=4889]wandb: WARNING Tried to log to step 4889 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   9%|████████████████▍                                                                                                                                                                        | 390/4376 [1:49:45<18:30:12, 16.71s/it, ema=0.0373, loss=0.0094, step=4890]wandb: WARNING Tried to log to step 4890 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   9%|████████████████▌                                                                                                                                                                        | 391/4376 [1:50:03<18:37:42, 16.83s/it, ema=0.0379, loss=0.1049, step=4891]wandb: WARNING Tried to log to step 4891 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   9%|████████████████▌                                                                                                                                                                        | 392/4376 [1:50:19<18:32:01, 16.75s/it, ema=0.0378, loss=0.0190, step=4892]wandb: WARNING Tried to log to step 4892 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   9%|████████████████▌                                                                                                                                                                        | 393/4376 [1:50:36<18:36:56, 16.83s/it, ema=0.0383, loss=0.0879, step=4893]wandb: WARNING Tried to log to step 4893 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   9%|████████████████▋                                                                                                                                                                        | 394/4376 [1:50:53<18:36:25, 16.82s/it, ema=0.0382, loss=0.0320, step=4894]wandb: WARNING Tried to log to step 4894 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   9%|████████████████▋                                                                                                                                                                        | 395/4376 [1:51:10<18:35:11, 16.81s/it, ema=0.0383, loss=0.0535, step=4895]wandb: WARNING Tried to log to step 4895 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   9%|████████████████▋                                                                                                                                                                        | 396/4376 [1:51:27<18:40:33, 16.89s/it, ema=0.0385, loss=0.0519, step=4896]wandb: WARNING Tried to log to step 4896 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   9%|████████████████▊                                                                                                                                                                        | 397/4376 [1:51:44<18:39:09, 16.88s/it, ema=0.0382, loss=0.0091, step=4897]wandb: WARNING Tried to log to step 4897 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   9%|████████████████▊                                                                                                                                                                        | 398/4376 [1:52:00<18:35:57, 16.83s/it, ema=0.0388, loss=0.0975, step=4898]wandb: WARNING Tried to log to step 4898 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   9%|████████████████▊                                                                                                                                                                        | 399/4376 [1:52:17<18:29:16, 16.74s/it, ema=0.0387, loss=0.0292, step=4899]wandb: WARNING Tried to log to step 4899 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   9%|████████████████▉                                                                                                                                                                        | 400/4376 [1:52:34<18:36:53, 16.85s/it, ema=0.0387, loss=0.0359, step=4900]wandb: WARNING Tried to log to step 4900 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   9%|████████████████▉                                                                                                                                                                        | 401/4376 [1:52:51<18:37:31, 16.87s/it, ema=0.0389, loss=0.0641, step=4901]wandb: WARNING Tried to log to step 4901 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   9%|████████████████▉                                                                                                                                                                        | 402/4376 [1:53:08<18:37:17, 16.87s/it, ema=0.0386, loss=0.0033, step=4902]wandb: WARNING Tried to log to step 4902 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   9%|█████████████████                                                                                                                                                                        | 403/4376 [1:53:25<18:40:32, 16.92s/it, ema=0.0383, loss=0.0117, step=4903]wandb: WARNING Tried to log to step 4903 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   9%|█████████████████                                                                                                                                                                        | 404/4376 [1:53:41<18:33:21, 16.82s/it, ema=0.0386, loss=0.0690, step=4904]wandb: WARNING Tried to log to step 4904 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   9%|█████████████████                                                                                                                                                                        | 405/4376 [1:53:59<18:41:18, 16.94s/it, ema=0.0388, loss=0.0553, step=4905]wandb: WARNING Tried to log to step 4905 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   9%|█████████████████▏                                                                                                                                                                       | 406/4376 [1:54:15<18:39:29, 16.92s/it, ema=0.0393, loss=0.0968, step=4906]wandb: WARNING Tried to log to step 4906 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   9%|█████████████████▏                                                                                                                                                                       | 407/4376 [1:54:32<18:32:01, 16.81s/it, ema=0.0392, loss=0.0233, step=4907]wandb: WARNING Tried to log to step 4907 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   9%|█████████████████▏                                                                                                                                                                       | 408/4376 [1:54:49<18:28:56, 16.77s/it, ema=0.0389, loss=0.0131, step=4908]wandb: WARNING Tried to log to step 4908 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   9%|█████████████████▎                                                                                                                                                                       | 409/4376 [1:55:05<18:26:20, 16.73s/it, ema=0.0387, loss=0.0179, step=4909]wandb: WARNING Tried to log to step 4909 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   9%|█████████████████▎                                                                                                                                                                       | 410/4376 [1:55:23<18:38:12, 16.92s/it, ema=0.0387, loss=0.0426, step=4910]wandb: WARNING Tried to log to step 4910 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   9%|█████████████████▍                                                                                                                                                                       | 411/4376 [1:55:40<18:35:33, 16.88s/it, ema=0.0384, loss=0.0066, step=4911]wandb: WARNING Tried to log to step 4911 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   9%|█████████████████▍                                                                                                                                                                       | 412/4376 [1:55:56<18:36:29, 16.90s/it, ema=0.0381, loss=0.0071, step=4912]wandb: WARNING Tried to log to step 4912 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   9%|█████████████████▍                                                                                                                                                                       | 413/4376 [1:56:13<18:38:35, 16.94s/it, ema=0.0383, loss=0.0534, step=4913]wandb: WARNING Tried to log to step 4913 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   9%|█████████████████▌                                                                                                                                                                       | 414/4376 [1:56:30<18:35:05, 16.89s/it, ema=0.0380, loss=0.0115, step=4914]wandb: WARNING Tried to log to step 4914 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:   9%|█████████████████▌                                                                                                                                                                       | 415/4376 [1:56:47<18:29:58, 16.81s/it, ema=0.0378, loss=0.0164, step=4915]wandb: WARNING Tried to log to step 4915 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  10%|█████████████████▌                                                                                                                                                                       | 416/4376 [1:57:04<18:29:25, 16.81s/it, ema=0.0376, loss=0.0168, step=4916]wandb: WARNING Tried to log to step 4916 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  10%|█████████████████▋                                                                                                                                                                       | 417/4376 [1:57:20<18:15:49, 16.61s/it, ema=0.0376, loss=0.0390, step=4917]wandb: WARNING Tried to log to step 4917 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  10%|█████████████████▋                                                                                                                                                                       | 418/4376 [1:57:36<18:01:07, 16.39s/it, ema=0.0373, loss=0.0105, step=4918]wandb: WARNING Tried to log to step 4918 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  10%|█████████████████▋                                                                                                                                                                       | 419/4376 [1:57:52<17:51:35, 16.25s/it, ema=0.0374, loss=0.0413, step=4919]wandb: WARNING Tried to log to step 4919 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  10%|█████████████████▊                                                                                                                                                                       | 420/4376 [1:58:08<17:50:31, 16.24s/it, ema=0.0372, loss=0.0248, step=4920]wandb: WARNING Tried to log to step 4920 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  10%|█████████████████▊                                                                                                                                                                       | 421/4376 [1:58:24<17:47:27, 16.19s/it, ema=0.0377, loss=0.0827, step=4921]wandb: WARNING Tried to log to step 4921 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  10%|█████████████████▊                                                                                                                                                                       | 422/4376 [1:58:40<17:36:17, 16.03s/it, ema=0.0380, loss=0.0676, step=4922]wandb: WARNING Tried to log to step 4922 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  10%|█████████████████▉                                                                                                                                                                       | 423/4376 [1:58:56<17:46:54, 16.19s/it, ema=0.0380, loss=0.0356, step=4923]wandb: WARNING Tried to log to step 4923 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  10%|█████████████████▉                                                                                                                                                                       | 424/4376 [1:59:12<17:36:50, 16.05s/it, ema=0.0379, loss=0.0315, step=4924]wandb: WARNING Tried to log to step 4924 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  10%|█████████████████▉                                                                                                                                                                       | 425/4376 [1:59:28<17:33:52, 16.00s/it, ema=0.0377, loss=0.0214, step=4925]wandb: WARNING Tried to log to step 4925 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  10%|██████████████████                                                                                                                                                                       | 426/4376 [1:59:44<17:32:04, 15.98s/it, ema=0.0377, loss=0.0369, step=4926]wandb: WARNING Tried to log to step 4926 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  10%|██████████████████                                                                                                                                                                       | 427/4376 [2:00:00<17:34:18, 16.02s/it, ema=0.0374, loss=0.0064, step=4927]wandb: WARNING Tried to log to step 4927 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  10%|██████████████████                                                                                                                                                                       | 428/4376 [2:00:15<17:23:59, 15.87s/it, ema=0.0371, loss=0.0097, step=4928]wandb: WARNING Tried to log to step 4928 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  10%|██████████████████▏                                                                                                                                                                      | 429/4376 [2:00:31<17:24:39, 15.88s/it, ema=0.0370, loss=0.0241, step=4929]wandb: WARNING Tried to log to step 4929 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  10%|██████████████████▏                                                                                                                                                                      | 430/4376 [2:00:47<17:18:02, 15.78s/it, ema=0.0367, loss=0.0057, step=4930]wandb: WARNING Tried to log to step 4930 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  10%|██████████████████▏                                                                                                                                                                      | 431/4376 [2:01:03<17:29:26, 15.96s/it, ema=0.0371, loss=0.0825, step=4931]wandb: WARNING Tried to log to step 4931 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  10%|██████████████████▎                                                                                                                                                                      | 432/4376 [2:01:19<17:22:44, 15.86s/it, ema=0.0370, loss=0.0270, step=4932]wandb: WARNING Tried to log to step 4932 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  10%|██████████████████▎                                                                                                                                                                      | 433/4376 [2:01:35<17:20:47, 15.84s/it, ema=0.0371, loss=0.0410, step=4933]wandb: WARNING Tried to log to step 4933 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  10%|██████████████████▎                                                                                                                                                                      | 434/4376 [2:01:51<17:23:20, 15.88s/it, ema=0.0369, loss=0.0215, step=4934]wandb: WARNING Tried to log to step 4934 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  10%|██████████████████▍                                                                                                                                                                      | 435/4376 [2:02:06<17:23:00, 15.88s/it, ema=0.0374, loss=0.0812, step=4935]wandb: WARNING Tried to log to step 4935 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  10%|██████████████████▍                                                                                                                                                                      | 436/4376 [2:02:22<17:20:36, 15.85s/it, ema=0.0374, loss=0.0447, step=4936]wandb: WARNING Tried to log to step 4936 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  10%|██████████████████▍                                                                                                                                                                      | 437/4376 [2:02:38<17:26:13, 15.94s/it, ema=0.0373, loss=0.0217, step=4937]wandb: WARNING Tried to log to step 4937 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  10%|██████████████████▌                                                                                                                                                                      | 438/4376 [2:02:54<17:20:50, 15.86s/it, ema=0.0376, loss=0.0713, step=4938]wandb: WARNING Tried to log to step 4938 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  10%|██████████████████▌                                                                                                                                                                      | 439/4376 [2:03:10<17:26:44, 15.95s/it, ema=0.0373, loss=0.0008, step=4939]wandb: WARNING Tried to log to step 4939 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  10%|██████████████████▌                                                                                                                                                                      | 440/4376 [2:03:26<17:25:54, 15.94s/it, ema=0.0381, loss=0.1258, step=4940]wandb: WARNING Tried to log to step 4940 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  10%|██████████████████▋                                                                                                                                                                      | 441/4376 [2:03:42<17:26:14, 15.95s/it, ema=0.0384, loss=0.0684, step=4941]wandb: WARNING Tried to log to step 4941 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  10%|██████████████████▋                                                                                                                                                                      | 442/4376 [2:03:58<17:24:04, 15.92s/it, ema=0.0384, loss=0.0309, step=4942]wandb: WARNING Tried to log to step 4942 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  10%|██████████████████▋                                                                                                                                                                      | 443/4376 [2:04:14<17:28:42, 16.00s/it, ema=0.0381, loss=0.0115, step=4943]wandb: WARNING Tried to log to step 4943 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  10%|██████████████████▊                                                                                                                                                                      | 444/4376 [2:04:30<17:27:39, 15.99s/it, ema=0.0383, loss=0.0542, step=4944]wandb: WARNING Tried to log to step 4944 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  10%|██████████████████▊                                                                                                                                                                      | 445/4376 [2:04:47<17:38:09, 16.15s/it, ema=0.0381, loss=0.0206, step=4945]wandb: WARNING Tried to log to step 4945 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  10%|██████████████████▊                                                                                                                                                                      | 446/4376 [2:05:02<17:23:40, 15.93s/it, ema=0.0383, loss=0.0544, step=4946]wandb: WARNING Tried to log to step 4946 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  10%|██████████████████▉                                                                                                                                                                      | 447/4376 [2:05:19<17:34:37, 16.11s/it, ema=0.0389, loss=0.1019, step=4947]wandb: WARNING Tried to log to step 4947 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  10%|██████████████████▉                                                                                                                                                                      | 448/4376 [2:05:34<17:24:46, 15.96s/it, ema=0.0388, loss=0.0350, step=4948]wandb: WARNING Tried to log to step 4948 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  10%|██████████████████▉                                                                                                                                                                      | 449/4376 [2:05:50<17:20:34, 15.90s/it, ema=0.0390, loss=0.0514, step=4949]wandb: WARNING Tried to log to step 4949 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  10%|███████████████████                                                                                                                                                                      | 450/4376 [2:06:06<17:23:17, 15.94s/it, ema=0.0389, loss=0.0279, step=4950]wandb: WARNING Tried to log to step 4950 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  10%|███████████████████                                                                                                                                                                      | 451/4376 [2:06:22<17:20:34, 15.91s/it, ema=0.0390, loss=0.0522, step=4951]wandb: WARNING Tried to log to step 4951 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  10%|███████████████████                                                                                                                                                                      | 452/4376 [2:06:38<17:18:41, 15.88s/it, ema=0.0389, loss=0.0297, step=4952]wandb: WARNING Tried to log to step 4952 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  10%|███████████████████▏                                                                                                                                                                     | 453/4376 [2:06:53<17:15:29, 15.84s/it, ema=0.0387, loss=0.0199, step=4953]wandb: WARNING Tried to log to step 4953 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  10%|███████████████████▏                                                                                                                                                                     | 454/4376 [2:07:09<17:20:02, 15.91s/it, ema=0.0386, loss=0.0250, step=4954]wandb: WARNING Tried to log to step 4954 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  10%|███████████████████▏                                                                                                                                                                     | 455/4376 [2:07:25<17:16:49, 15.87s/it, ema=0.0382, loss=0.0023, step=4955]wandb: WARNING Tried to log to step 4955 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  10%|███████████████████▎                                                                                                                                                                     | 456/4376 [2:07:41<17:19:43, 15.91s/it, ema=0.0379, loss=0.0116, step=4956]wandb: WARNING Tried to log to step 4956 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  10%|███████████████████▎                                                                                                                                                                     | 457/4376 [2:07:57<17:18:04, 15.89s/it, ema=0.0381, loss=0.0520, step=4957]wandb: WARNING Tried to log to step 4957 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  10%|███████████████████▎                                                                                                                                                                     | 458/4376 [2:08:14<17:30:55, 16.09s/it, ema=0.0385, loss=0.0780, step=4958]wandb: WARNING Tried to log to step 4958 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  10%|███████████████████▍                                                                                                                                                                     | 459/4376 [2:08:29<17:24:02, 15.99s/it, ema=0.0385, loss=0.0411, step=4959]wandb: WARNING Tried to log to step 4959 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  11%|███████████████████▍                                                                                                                                                                     | 460/4376 [2:08:45<17:25:14, 16.01s/it, ema=0.0382, loss=0.0083, step=4960]wandb: WARNING Tried to log to step 4960 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  11%|███████████████████▍                                                                                                                                                                     | 461/4376 [2:09:02<17:28:40, 16.07s/it, ema=0.0388, loss=0.0998, step=4961]wandb: WARNING Tried to log to step 4961 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  11%|███████████████████▌                                                                                                                                                                     | 462/4376 [2:09:17<17:24:03, 16.00s/it, ema=0.0386, loss=0.0200, step=4962]wandb: WARNING Tried to log to step 4962 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  11%|███████████████████▌                                                                                                                                                                     | 463/4376 [2:09:33<17:08:47, 15.78s/it, ema=0.0389, loss=0.0670, step=4963]wandb: WARNING Tried to log to step 4963 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  11%|███████████████████▌                                                                                                                                                                     | 464/4376 [2:09:49<17:19:23, 15.94s/it, ema=0.0390, loss=0.0453, step=4964]wandb: WARNING Tried to log to step 4964 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  11%|███████████████████▋                                                                                                                                                                     | 465/4376 [2:10:05<17:19:13, 15.94s/it, ema=0.0388, loss=0.0197, step=4965]wandb: WARNING Tried to log to step 4965 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  11%|███████████████████▋                                                                                                                                                                     | 466/4376 [2:10:21<17:18:02, 15.93s/it, ema=0.0388, loss=0.0380, step=4966]wandb: WARNING Tried to log to step 4966 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  11%|███████████████████▋                                                                                                                                                                     | 467/4376 [2:10:37<17:20:26, 15.97s/it, ema=0.0395, loss=0.1065, step=4967]wandb: WARNING Tried to log to step 4967 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  11%|███████████████████▊                                                                                                                                                                     | 468/4376 [2:10:53<17:18:49, 15.95s/it, ema=0.0405, loss=0.1391, step=4968]wandb: WARNING Tried to log to step 4968 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  11%|███████████████████▊                                                                                                                                                                     | 469/4376 [2:11:09<17:26:42, 16.07s/it, ema=0.0411, loss=0.1031, step=4969]wandb: WARNING Tried to log to step 4969 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  11%|███████████████████▊                                                                                                                                                                     | 470/4376 [2:11:25<17:16:51, 15.93s/it, ema=0.0413, loss=0.0624, step=4970]wandb: WARNING Tried to log to step 4970 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  11%|███████████████████▉                                                                                                                                                                     | 471/4376 [2:11:41<17:18:22, 15.95s/it, ema=0.0410, loss=0.0115, step=4971]wandb: WARNING Tried to log to step 4971 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  11%|███████████████████▉                                                                                                                                                                     | 472/4376 [2:11:57<17:17:49, 15.95s/it, ema=0.0410, loss=0.0409, step=4972]wandb: WARNING Tried to log to step 4972 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  11%|███████████████████▉                                                                                                                                                                     | 473/4376 [2:12:13<17:15:12, 15.91s/it, ema=0.0416, loss=0.0984, step=4973]wandb: WARNING Tried to log to step 4973 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  11%|████████████████████                                                                                                                                                                     | 474/4376 [2:12:28<17:10:30, 15.85s/it, ema=0.0414, loss=0.0193, step=4974]wandb: WARNING Tried to log to step 4974 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  11%|████████████████████                                                                                                                                                                     | 475/4376 [2:12:44<17:15:31, 15.93s/it, ema=0.0410, loss=0.0092, step=4975]wandb: WARNING Tried to log to step 4975 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  11%|████████████████████                                                                                                                                                                     | 476/4376 [2:13:00<17:13:22, 15.90s/it, ema=0.0407, loss=0.0123, step=4976]wandb: WARNING Tried to log to step 4976 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  11%|████████████████████▏                                                                                                                                                                    | 477/4376 [2:13:16<17:09:46, 15.85s/it, ema=0.0407, loss=0.0350, step=4977]wandb: WARNING Tried to log to step 4977 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  11%|████████████████████▏                                                                                                                                                                    | 478/4376 [2:13:32<17:15:17, 15.94s/it, ema=0.0405, loss=0.0233, step=4978]wandb: WARNING Tried to log to step 4978 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  11%|████████████████████▎                                                                                                                                                                    | 479/4376 [2:13:48<17:15:08, 15.94s/it, ema=0.0406, loss=0.0465, step=4979]wandb: WARNING Tried to log to step 4979 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  11%|████████████████████▎                                                                                                                                                                    | 480/4376 [2:14:04<17:10:17, 15.87s/it, ema=0.0414, loss=0.1227, step=4980]wandb: WARNING Tried to log to step 4980 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  11%|████████████████████▎                                                                                                                                                                    | 481/4376 [2:14:20<17:10:44, 15.88s/it, ema=0.0412, loss=0.0183, step=4981]wandb: WARNING Tried to log to step 4981 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  11%|████████████████████▍                                                                                                                                                                    | 482/4376 [2:14:36<17:17:38, 15.99s/it, ema=0.0414, loss=0.0655, step=4982]wandb: WARNING Tried to log to step 4982 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  11%|████████████████████▍                                                                                                                                                                    | 483/4376 [2:14:52<17:13:21, 15.93s/it, ema=0.0411, loss=0.0086, step=4983]wandb: WARNING Tried to log to step 4983 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  11%|████████████████████▍                                                                                                                                                                    | 484/4376 [2:15:08<17:13:36, 15.93s/it, ema=0.0409, loss=0.0226, step=4984]wandb: WARNING Tried to log to step 4984 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  11%|████████████████████▌                                                                                                                                                                    | 485/4376 [2:15:23<17:08:06, 15.85s/it, ema=0.0413, loss=0.0783, step=4985]wandb: WARNING Tried to log to step 4985 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  11%|████████████████████▌                                                                                                                                                                    | 486/4376 [2:15:39<17:11:57, 15.92s/it, ema=0.0415, loss=0.0661, step=4986]wandb: WARNING Tried to log to step 4986 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  11%|████████████████████▌                                                                                                                                                                    | 487/4376 [2:15:55<17:09:02, 15.88s/it, ema=0.0416, loss=0.0532, step=4987]wandb: WARNING Tried to log to step 4987 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  11%|████████████████████▋                                                                                                                                                                    | 488/4376 [2:16:12<17:27:15, 16.16s/it, ema=0.0413, loss=0.0059, step=4988]wandb: WARNING Tried to log to step 4988 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  11%|████████████████████▋                                                                                                                                                                    | 489/4376 [2:16:29<17:35:13, 16.29s/it, ema=0.0409, loss=0.0021, step=4989]wandb: WARNING Tried to log to step 4989 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  11%|████████████████████▋                                                                                                                                                                    | 490/4376 [2:16:45<17:43:59, 16.43s/it, ema=0.0406, loss=0.0163, step=4990]wandb: WARNING Tried to log to step 4990 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  11%|████████████████████▊                                                                                                                                                                    | 491/4376 [2:17:02<17:45:04, 16.45s/it, ema=0.0403, loss=0.0078, step=4991]wandb: WARNING Tried to log to step 4991 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  11%|████████████████████▊                                                                                                                                                                    | 492/4376 [2:17:19<17:58:08, 16.66s/it, ema=0.0400, loss=0.0056, step=4992]wandb: WARNING Tried to log to step 4992 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  11%|████████████████████▊                                                                                                                                                                    | 493/4376 [2:17:35<17:55:47, 16.62s/it, ema=0.0399, loss=0.0330, step=4993]wandb: WARNING Tried to log to step 4993 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  11%|████████████████████▉                                                                                                                                                                    | 494/4376 [2:17:52<18:01:55, 16.72s/it, ema=0.0397, loss=0.0204, step=4994]wandb: WARNING Tried to log to step 4994 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  11%|████████████████████▉                                                                                                                                                                    | 495/4376 [2:18:09<18:02:34, 16.74s/it, ema=0.0394, loss=0.0053, step=4995]wandb: WARNING Tried to log to step 4995 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  11%|████████████████████▉                                                                                                                                                                    | 496/4376 [2:18:26<18:08:30, 16.83s/it, ema=0.0391, loss=0.0186, step=4996]wandb: WARNING Tried to log to step 4996 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  11%|█████████████████████                                                                                                                                                                    | 497/4376 [2:18:43<18:13:58, 16.92s/it, ema=0.0389, loss=0.0176, step=4997]wandb: WARNING Tried to log to step 4997 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  11%|█████████████████████                                                                                                                                                                    | 498/4376 [2:19:00<18:13:15, 16.91s/it, ema=0.0393, loss=0.0804, step=4998]wandb: WARNING Tried to log to step 4998 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  11%|█████████████████████                                                                                                                                                                    | 499/4376 [2:19:17<18:03:16, 16.76s/it, ema=0.0390, loss=0.0030, step=4999]wandb: WARNING Tried to log to step 4999 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+Epoch 2/1000:  11%|█████████████████████                                                                                                                                                                    | 499/4376 [2:19:34<18:03:16, 16.76s/it, ema=0.0386, loss=0.0042, step=5000]wandb: WARNING Tried to log to step 5000 that is less than the current step 5001. Steps must be monotonically increasing, so this data will be ignored. See https://wandb.me/define-metric to log data out of order.
+[Checkpoint] Saved 844 trainable params (619.3M parameters)
+[Checkpoint] Saved lean training state to /home/work/output_omniavatar_v2v_phase2/checkpoint-5000
+[Checkpoint] Saved 844 params to /home/work/output_omniavatar_v2v_phase2/step-5000.pt
+
+[Validation] Running at step 5000...
+[Validation/recon] Generating sample 1/4: 17ef723a912e46713e84fc2b7dd74e23_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 0: Sync-D=6.64, Sync-C=7.40
+[Validation/recon] Generating sample 2/4: 1ec7a45d803ab472e7fe5c6625667289_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 1: Sync-D=8.58, Sync-C=4.70
+[Validation/recon] Generating sample 3/4: 283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 2: Sync-D=7.18, Sync-C=6.05
+[Validation/recon] Generating sample 4/4: 4452d828f84c6a2b2dee9c7a81e6c102_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 3: Sync-D=6.18, Sync-C=8.51
+[Validation/recon] Avg Sync-D: 7.14, Avg Sync-C: 6.67
+[Validation/recon] Videos saved to /home/work/output_omniavatar_v2v_phase2/val_videos/step_5000/recon
+[Validation/mixed] Generating sample 1/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_4d5b044b30051de4f0a6b2dc419ea9ca_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 0: Sync-D=6.88, Sync-C=7.76
+[Validation/mixed] Generating sample 2/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_59cdb196328a33d4c7b1248b916e5090_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 1: Sync-D=7.72, Sync-C=7.29
+[Validation/mixed] Generating sample 3/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_ecb359eb6753b3b64a027f66d912892e_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 2: Sync-D=7.87, Sync-C=6.41
+[Validation/mixed] Generating sample 4/4: v_4d5b044b30051de4f0a6b2dc419ea9ca_shot_001_000__a_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 3: Sync-D=7.75, Sync-C=5.36
+[Validation/mixed] Avg Sync-D: 7.55, Avg Sync-C: 6.70
+[Validation/mixed] Videos saved to /home/work/output_omniavatar_v2v_phase2/val_videos/step_5000/mixed
+Epoch 2/1000:  23%|██████████████████████████████████████████▏                                                                                                                                              | 999/4376 [6:13:35<25:22:51, 27.06s/it, ema=0.0390, loss=0.0793, step=5500]VideoManager is deprecated and will be removed.
+[Checkpoint] Saved 844 trainable params (619.3M parameters)
+[Checkpoint] Saved lean training state to /home/work/output_omniavatar_v2v_phase2/checkpoint-5500
+[Checkpoint] Saved 844 params to /home/work/output_omniavatar_v2v_phase2/step-5500.pt
+
+[Validation] Running at step 5500...
+[Validation/recon] Generating sample 1/4: 17ef723a912e46713e84fc2b7dd74e23_shot_001_000...
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 0: Sync-D=6.14, Sync-C=7.80
+[Validation/recon] Generating sample 2/4: 1ec7a45d803ab472e7fe5c6625667289_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 1: Sync-D=8.58, Sync-C=4.87
+[Validation/recon] Generating sample 3/4: 283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 2: Sync-D=7.20, Sync-C=5.95
+[Validation/recon] Generating sample 4/4: 4452d828f84c6a2b2dee9c7a81e6c102_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 3: Sync-D=6.49, Sync-C=8.97
+[Validation/recon] Avg Sync-D: 7.10, Avg Sync-C: 6.90
+[Validation/recon] Videos saved to /home/work/output_omniavatar_v2v_phase2/val_videos/step_5500/recon
+[Validation/mixed] Generating sample 1/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_4d5b044b30051de4f0a6b2dc419ea9ca_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 0: Sync-D=6.89, Sync-C=7.60
+[Validation/mixed] Generating sample 2/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_59cdb196328a33d4c7b1248b916e5090_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 1: Sync-D=7.42, Sync-C=7.42
+[Validation/mixed] Generating sample 3/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_ecb359eb6753b3b64a027f66d912892e_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 2: Sync-D=7.01, Sync-C=7.46
+[Validation/mixed] Generating sample 4/4: v_4d5b044b30051de4f0a6b2dc419ea9ca_shot_001_000__a_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 3: Sync-D=8.30, Sync-C=4.97
+[Validation/mixed] Avg Sync-D: 7.40, Avg Sync-C: 6.86
+[Validation/mixed] Videos saved to /home/work/output_omniavatar_v2v_phase2/val_videos/step_5500/mixed
+Epoch 2/1000:  34%|███████████████████████████████████████████████████████████████                                                                                                                         | 1499/4376 [8:58:01<12:00:18, 15.02s/it, ema=0.0389, loss=0.0823, step=6000]VideoManager is deprecated and will be removed.
+[Checkpoint] Saved 844 trainable params (619.3M parameters)
+[Checkpoint] Saved lean training state to /home/work/output_omniavatar_v2v_phase2/checkpoint-6000
+[Checkpoint] Saved 844 params to /home/work/output_omniavatar_v2v_phase2/step-6000.pt
+
+[Validation] Running at step 6000...
+[Validation/recon] Generating sample 1/4: 17ef723a912e46713e84fc2b7dd74e23_shot_001_000...
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 0: Sync-D=6.80, Sync-C=7.06
+[Validation/recon] Generating sample 2/4: 1ec7a45d803ab472e7fe5c6625667289_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 1: Sync-D=9.02, Sync-C=4.95
+[Validation/recon] Generating sample 3/4: 283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 2: Sync-D=7.23, Sync-C=5.82
+[Validation/recon] Generating sample 4/4: 4452d828f84c6a2b2dee9c7a81e6c102_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 3: Sync-D=6.35, Sync-C=8.49
+[Validation/recon] Avg Sync-D: 7.35, Avg Sync-C: 6.58
+[Validation/recon] Videos saved to /home/work/output_omniavatar_v2v_phase2/val_videos/step_6000/recon
+[Validation/mixed] Generating sample 1/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_4d5b044b30051de4f0a6b2dc419ea9ca_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 0: Sync-D=7.89, Sync-C=6.60
+[Validation/mixed] Generating sample 2/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_59cdb196328a33d4c7b1248b916e5090_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 1: Sync-D=8.62, Sync-C=6.42
+[Validation/mixed] Generating sample 3/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_ecb359eb6753b3b64a027f66d912892e_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 2: Sync-D=7.59, Sync-C=6.59
+[Validation/mixed] Generating sample 4/4: v_4d5b044b30051de4f0a6b2dc419ea9ca_shot_001_000__a_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 3: Sync-D=9.31, Sync-C=4.12
+[Validation/mixed] Avg Sync-D: 8.35, Avg Sync-C: 5.93
+[Validation/mixed] Videos saved to /home/work/output_omniavatar_v2v_phase2/val_videos/step_6000/mixed
+Epoch 2/1000:  46%|████████████████████████████████████████████████████████████████████████████████████                                                                                                    | 1999/4376 [11:25:48<9:48:44, 14.86s/it, ema=0.0357, loss=0.0223, step=6500]VideoManager is deprecated and will be removed.
+[Checkpoint] Saved 844 trainable params (619.3M parameters)
+[Checkpoint] Saved lean training state to /home/work/output_omniavatar_v2v_phase2/checkpoint-6500
+[Checkpoint] Saved 844 params to /home/work/output_omniavatar_v2v_phase2/step-6500.pt
+
+[Validation] Running at step 6500...
+[Validation/recon] Generating sample 1/4: 17ef723a912e46713e84fc2b7dd74e23_shot_001_000...
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 0: Sync-D=6.65, Sync-C=7.17
+[Validation/recon] Generating sample 2/4: 1ec7a45d803ab472e7fe5c6625667289_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 1: Sync-D=8.26, Sync-C=5.30
+[Validation/recon] Generating sample 3/4: 283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 2: Sync-D=7.48, Sync-C=6.05
+[Validation/recon] Generating sample 4/4: 4452d828f84c6a2b2dee9c7a81e6c102_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 3: Sync-D=5.82, Sync-C=8.99
+[Validation/recon] Avg Sync-D: 7.05, Avg Sync-C: 6.88
+[Validation/recon] Videos saved to /home/work/output_omniavatar_v2v_phase2/val_videos/step_6500/recon
+[Validation/mixed] Generating sample 1/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_4d5b044b30051de4f0a6b2dc419ea9ca_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 0: Sync-D=8.09, Sync-C=6.03
+[Validation/mixed] Generating sample 2/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_59cdb196328a33d4c7b1248b916e5090_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 1: Sync-D=7.92, Sync-C=7.28
+[Validation/mixed] Generating sample 3/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_ecb359eb6753b3b64a027f66d912892e_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 2: Sync-D=7.61, Sync-C=6.91
+[Validation/mixed] Generating sample 4/4: v_4d5b044b30051de4f0a6b2dc419ea9ca_shot_001_000__a_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 3: Sync-D=8.53, Sync-C=5.13
+[Validation/mixed] Avg Sync-D: 8.04, Avg Sync-C: 6.34
+[Validation/mixed] Videos saved to /home/work/output_omniavatar_v2v_phase2/val_videos/step_6500/mixed
+Epoch 2/1000:  57%|████████████████████████████████████████████████████████████████████████████████████████████████████████▌                                                                              | 2499/4376 [13:46:34<14:26:53, 27.71s/it, ema=0.0373, loss=0.0410, step=7000]VideoManager is deprecated and will be removed.
+[Checkpoint] Saved 844 trainable params (619.3M parameters)
+[Checkpoint] Saved lean training state to /home/work/output_omniavatar_v2v_phase2/checkpoint-7000
+[Checkpoint] Saved 844 params to /home/work/output_omniavatar_v2v_phase2/step-7000.pt
+
+[Validation] Running at step 7000...
+[Validation/recon] Generating sample 1/4: 17ef723a912e46713e84fc2b7dd74e23_shot_001_000...
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 0: Sync-D=6.91, Sync-C=6.91
+[Validation/recon] Generating sample 2/4: 1ec7a45d803ab472e7fe5c6625667289_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 1: Sync-D=9.46, Sync-C=4.49
+[Validation/recon] Generating sample 3/4: 283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 2: Sync-D=7.15, Sync-C=5.82
+[Validation/recon] Generating sample 4/4: 4452d828f84c6a2b2dee9c7a81e6c102_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 3: Sync-D=6.07, Sync-C=8.80
+[Validation/recon] Avg Sync-D: 7.40, Avg Sync-C: 6.50
+[Validation/recon] Videos saved to /home/work/output_omniavatar_v2v_phase2/val_videos/step_7000/recon
+[Validation/mixed] Generating sample 1/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_4d5b044b30051de4f0a6b2dc419ea9ca_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 0: Sync-D=7.39, Sync-C=6.81
+[Validation/mixed] Generating sample 2/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_59cdb196328a33d4c7b1248b916e5090_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 1: Sync-D=7.33, Sync-C=7.67
+[Validation/mixed] Generating sample 3/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_ecb359eb6753b3b64a027f66d912892e_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 2: Sync-D=7.45, Sync-C=7.51
+[Validation/mixed] Generating sample 4/4: v_4d5b044b30051de4f0a6b2dc419ea9ca_shot_001_000__a_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 3: Sync-D=7.69, Sync-C=5.64
+[Validation/mixed] Avg Sync-D: 7.46, Avg Sync-C: 6.91
+[Validation/mixed] Videos saved to /home/work/output_omniavatar_v2v_phase2/val_videos/step_7000/mixed
+Epoch 2/1000:  69%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████                                                          | 2999/4376 [17:13:36<8:55:45, 23.34s/it, ema=0.0378, loss=0.0170, step=7500]VideoManager is deprecated and will be removed.
+[Checkpoint] Saved 844 trainable params (619.3M parameters)
+[Checkpoint] Saved lean training state to /home/work/output_omniavatar_v2v_phase2/checkpoint-7500
+[Checkpoint] Saved 844 params to /home/work/output_omniavatar_v2v_phase2/step-7500.pt
+
+[Validation] Running at step 7500...
+[Validation/recon] Generating sample 1/4: 17ef723a912e46713e84fc2b7dd74e23_shot_001_000...
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 0: Sync-D=6.64, Sync-C=7.18
+[Validation/recon] Generating sample 2/4: 1ec7a45d803ab472e7fe5c6625667289_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 1: Sync-D=9.52, Sync-C=4.38
+[Validation/recon] Generating sample 3/4: 283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 2: Sync-D=7.47, Sync-C=6.18
+[Validation/recon] Generating sample 4/4: 4452d828f84c6a2b2dee9c7a81e6c102_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 3: Sync-D=6.72, Sync-C=8.34
+[Validation/recon] Avg Sync-D: 7.59, Avg Sync-C: 6.52
+[Validation/recon] Videos saved to /home/work/output_omniavatar_v2v_phase2/val_videos/step_7500/recon
+[Validation/mixed] Generating sample 1/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_4d5b044b30051de4f0a6b2dc419ea9ca_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 0: Sync-D=7.60, Sync-C=7.08
+[Validation/mixed] Generating sample 2/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_59cdb196328a33d4c7b1248b916e5090_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 1: Sync-D=8.06, Sync-C=7.17
+[Validation/mixed] Generating sample 3/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_ecb359eb6753b3b64a027f66d912892e_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 2: Sync-D=7.36, Sync-C=7.81
+[Validation/mixed] Generating sample 4/4: v_4d5b044b30051de4f0a6b2dc419ea9ca_shot_001_000__a_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 3: Sync-D=9.09, Sync-C=4.32
+[Validation/mixed] Avg Sync-D: 8.03, Avg Sync-C: 6.60
+[Validation/mixed] Videos saved to /home/work/output_omniavatar_v2v_phase2/val_videos/step_7500/mixed
+Epoch 2/1000:  80%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████                                     | 3499/4376 [20:31:15<4:08:31, 17.00s/it, ema=0.0395, loss=0.0492, step=8000]VideoManager is deprecated and will be removed.
+[Checkpoint] Saved 844 trainable params (619.3M parameters)
+[Checkpoint] Saved lean training state to /home/work/output_omniavatar_v2v_phase2/checkpoint-8000
+[Checkpoint] Saved 844 params to /home/work/output_omniavatar_v2v_phase2/step-8000.pt
+
+[Validation] Running at step 8000...
+[Validation/recon] Generating sample 1/4: 17ef723a912e46713e84fc2b7dd74e23_shot_001_000...
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 0: Sync-D=6.67, Sync-C=7.11
+[Validation/recon] Generating sample 2/4: 1ec7a45d803ab472e7fe5c6625667289_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 1: Sync-D=9.29, Sync-C=4.96
+[Validation/recon] Generating sample 3/4: 283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 2: Sync-D=7.77, Sync-C=4.80
+[Validation/recon] Generating sample 4/4: 4452d828f84c6a2b2dee9c7a81e6c102_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 3: Sync-D=6.35, Sync-C=8.90
+[Validation/recon] Avg Sync-D: 7.52, Avg Sync-C: 6.44
+[Validation/recon] Videos saved to /home/work/output_omniavatar_v2v_phase2/val_videos/step_8000/recon
+[Validation/mixed] Generating sample 1/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_4d5b044b30051de4f0a6b2dc419ea9ca_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 0: Sync-D=8.22, Sync-C=6.25
+[Validation/mixed] Generating sample 2/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_59cdb196328a33d4c7b1248b916e5090_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 1: Sync-D=7.95, Sync-C=6.93
+[Validation/mixed] Generating sample 3/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_ecb359eb6753b3b64a027f66d912892e_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 2: Sync-D=7.33, Sync-C=7.90
+[Validation/mixed] Generating sample 4/4: v_4d5b044b30051de4f0a6b2dc419ea9ca_shot_001_000__a_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 3: Sync-D=8.53, Sync-C=4.71
+[Validation/mixed] Avg Sync-D: 8.01, Avg Sync-C: 6.45
+[Validation/mixed] Videos saved to /home/work/output_omniavatar_v2v_phase2/val_videos/step_8000/mixed
+Epoch 2/1000:  91%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▏               | 3999/4376 [23:28:51<1:43:54, 16.54s/it, ema=0.0380, loss=0.0111, step=8500]VideoManager is deprecated and will be removed.
+[Checkpoint] Saved 844 trainable params (619.3M parameters)
+[Checkpoint] Saved lean training state to /home/work/output_omniavatar_v2v_phase2/checkpoint-8500
+[Checkpoint] Saved 844 params to /home/work/output_omniavatar_v2v_phase2/step-8500.pt
+
+[Validation] Running at step 8500...
+[Validation/recon] Generating sample 1/4: 17ef723a912e46713e84fc2b7dd74e23_shot_001_000...
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 0: Sync-D=6.25, Sync-C=7.54
+[Validation/recon] Generating sample 2/4: 1ec7a45d803ab472e7fe5c6625667289_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 1: Sync-D=9.65, Sync-C=4.24
+[Validation/recon] Generating sample 3/4: 283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 2: Sync-D=7.40, Sync-C=5.86
+[Validation/recon] Generating sample 4/4: 4452d828f84c6a2b2dee9c7a81e6c102_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 3: Sync-D=6.24, Sync-C=9.07
+[Validation/recon] Avg Sync-D: 7.39, Avg Sync-C: 6.68
+[Validation/recon] Videos saved to /home/work/output_omniavatar_v2v_phase2/val_videos/step_8500/recon
+[Validation/mixed] Generating sample 1/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_4d5b044b30051de4f0a6b2dc419ea9ca_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 0: Sync-D=7.38, Sync-C=7.19
+[Validation/mixed] Generating sample 2/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_59cdb196328a33d4c7b1248b916e5090_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 1: Sync-D=8.25, Sync-C=6.85
+[Validation/mixed] Generating sample 3/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_ecb359eb6753b3b64a027f66d912892e_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 2: Sync-D=6.23, Sync-C=8.73
+[Validation/mixed] Generating sample 4/4: v_4d5b044b30051de4f0a6b2dc419ea9ca_shot_001_000__a_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 3: Sync-D=7.87, Sync-C=5.20
+[Validation/mixed] Avg Sync-D: 7.43, Avg Sync-C: 6.99
+[Validation/mixed] Videos saved to /home/work/output_omniavatar_v2v_phase2/val_videos/step_8500/mixed
+Epoch 2/1000: 100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 4376/4376 [25:43:30<00:00, 21.16s/it, ema=0.0374, loss=0.0034, step=8876]
+Epoch 3/1000:   3%|███▍                                                                                                                        | 123/4438 [37:59<20:44:28, 17.30s/it, ema=0.0360, loss=0.0072, step=9000]VideoManager is deprecated and will be removed.
+[Checkpoint] Saved 844 trainable params (619.3M parameters)
+[Checkpoint] Saved lean training state to /home/work/output_omniavatar_v2v_phase2/checkpoint-9000
+[Checkpoint] Saved 844 params to /home/work/output_omniavatar_v2v_phase2/step-9000.pt
+
+[Validation] Running at step 9000...
+[Validation/recon] Generating sample 1/4: 17ef723a912e46713e84fc2b7dd74e23_shot_001_000...
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 0: Sync-D=6.62, Sync-C=7.14
+[Validation/recon] Generating sample 2/4: 1ec7a45d803ab472e7fe5c6625667289_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 1: Sync-D=9.22, Sync-C=4.54
+[Validation/recon] Generating sample 3/4: 283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 2: Sync-D=7.06, Sync-C=6.59
+[Validation/recon] Generating sample 4/4: 4452d828f84c6a2b2dee9c7a81e6c102_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 3: Sync-D=6.34, Sync-C=8.57
+[Validation/recon] Avg Sync-D: 7.31, Avg Sync-C: 6.71
+[Validation/recon] Videos saved to /home/work/output_omniavatar_v2v_phase2/val_videos/step_9000/recon
+[Validation/mixed] Generating sample 1/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_4d5b044b30051de4f0a6b2dc419ea9ca_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 0: Sync-D=6.71, Sync-C=7.65
+[Validation/mixed] Generating sample 2/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_59cdb196328a33d4c7b1248b916e5090_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 1: Sync-D=7.78, Sync-C=7.16
+[Validation/mixed] Generating sample 3/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_ecb359eb6753b3b64a027f66d912892e_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 2: Sync-D=7.55, Sync-C=7.19
+[Validation/mixed] Generating sample 4/4: v_4d5b044b30051de4f0a6b2dc419ea9ca_shot_001_000__a_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 3: Sync-D=7.90, Sync-C=5.05
+[Validation/mixed] Avg Sync-D: 7.49, Avg Sync-C: 6.76
+[Validation/mixed] Videos saved to /home/work/output_omniavatar_v2v_phase2/val_videos/step_9000/mixed
+Epoch 3/1000:  14%|█████████████████▏                                                                                                        | 623/4438 [3:17:30<15:57:14, 15.06s/it, ema=0.0360, loss=0.0348, step=9500]VideoManager is deprecated and will be removed.
+[Checkpoint] Saved 844 trainable params (619.3M parameters)
+[Checkpoint] Saved lean training state to /home/work/output_omniavatar_v2v_phase2/checkpoint-9500
+[Checkpoint] Saved 844 params to /home/work/output_omniavatar_v2v_phase2/step-9500.pt
+
+[Validation] Running at step 9500...
+[Validation/recon] Generating sample 1/4: 17ef723a912e46713e84fc2b7dd74e23_shot_001_000...
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 0: Sync-D=6.17, Sync-C=7.61
+[Validation/recon] Generating sample 2/4: 1ec7a45d803ab472e7fe5c6625667289_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 1: Sync-D=8.68, Sync-C=5.13
+[Validation/recon] Generating sample 3/4: 283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 2: Sync-D=7.53, Sync-C=5.67
+[Validation/recon] Generating sample 4/4: 4452d828f84c6a2b2dee9c7a81e6c102_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 3: Sync-D=6.33, Sync-C=8.91
+[Validation/recon] Avg Sync-D: 7.18, Avg Sync-C: 6.83
+[Validation/recon] Videos saved to /home/work/output_omniavatar_v2v_phase2/val_videos/step_9500/recon
+[Validation/mixed] Generating sample 1/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_4d5b044b30051de4f0a6b2dc419ea9ca_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 0: Sync-D=7.67, Sync-C=6.75
+[Validation/mixed] Generating sample 2/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_59cdb196328a33d4c7b1248b916e5090_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 1: Sync-D=7.35, Sync-C=7.67
+[Validation/mixed] Generating sample 3/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_ecb359eb6753b3b64a027f66d912892e_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 2: Sync-D=6.83, Sync-C=7.80
+[Validation/mixed] Generating sample 4/4: v_4d5b044b30051de4f0a6b2dc419ea9ca_shot_001_000__a_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 3: Sync-D=8.55, Sync-C=4.77
+[Validation/mixed] Avg Sync-D: 7.60, Avg Sync-C: 6.75
+[Validation/mixed] Videos saved to /home/work/output_omniavatar_v2v_phase2/val_videos/step_9500/mixed
+Epoch 3/1000:  25%|██████████████████████████████▌                                                                                          | 1123/4438 [5:40:59<13:39:33, 14.83s/it, ema=0.0371, loss=0.0127, step=1e+4]VideoManager is deprecated and will be removed.
+[Checkpoint] Saved 844 trainable params (619.3M parameters)
+[Checkpoint] Saved lean training state to /home/work/output_omniavatar_v2v_phase2/checkpoint-10000
+[Checkpoint] Saved 844 params to /home/work/output_omniavatar_v2v_phase2/step-10000.pt
+
+[Validation] Running at step 10000...
+[Validation/recon] Generating sample 1/4: 17ef723a912e46713e84fc2b7dd74e23_shot_001_000...
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 0: Sync-D=6.28, Sync-C=7.21
+[Validation/recon] Generating sample 2/4: 1ec7a45d803ab472e7fe5c6625667289_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 1: Sync-D=9.44, Sync-C=4.60
+[Validation/recon] Generating sample 3/4: 283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 2: Sync-D=7.59, Sync-C=5.88
+[Validation/recon] Generating sample 4/4: 4452d828f84c6a2b2dee9c7a81e6c102_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 3: Sync-D=6.08, Sync-C=9.17
+[Validation/recon] Avg Sync-D: 7.35, Avg Sync-C: 6.72
+[Validation/recon] Videos saved to /home/work/output_omniavatar_v2v_phase2/val_videos/step_10000/recon
+[Validation/mixed] Generating sample 1/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_4d5b044b30051de4f0a6b2dc419ea9ca_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 0: Sync-D=8.50, Sync-C=5.90
+[Validation/mixed] Generating sample 2/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_59cdb196328a33d4c7b1248b916e5090_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 1: Sync-D=8.21, Sync-C=7.05
+[Validation/mixed] Generating sample 3/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_ecb359eb6753b3b64a027f66d912892e_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 2: Sync-D=7.01, Sync-C=8.03
+[Validation/mixed] Generating sample 4/4: v_4d5b044b30051de4f0a6b2dc419ea9ca_shot_001_000__a_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 3: Sync-D=8.89, Sync-C=4.44
+[Validation/mixed] Avg Sync-D: 8.15, Avg Sync-C: 6.35
+[Validation/mixed] Videos saved to /home/work/output_omniavatar_v2v_phase2/val_videos/step_10000/mixed
+Epoch 3/1000:  37%|███████████████████████████████████████████▉                                                                            | 1623/4438 [7:58:31<11:35:44, 14.83s/it, ema=0.0354, loss=0.0124, step=10500]VideoManager is deprecated and will be removed.
+[Checkpoint] Saved 844 trainable params (619.3M parameters)
+[Checkpoint] Saved lean training state to /home/work/output_omniavatar_v2v_phase2/checkpoint-10500
+[Checkpoint] Saved 844 params to /home/work/output_omniavatar_v2v_phase2/step-10500.pt
+
+[Validation] Running at step 10500...
+[Validation/recon] Generating sample 1/4: 17ef723a912e46713e84fc2b7dd74e23_shot_001_000...
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 0: Sync-D=6.36, Sync-C=7.43
+[Validation/recon] Generating sample 2/4: 1ec7a45d803ab472e7fe5c6625667289_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 1: Sync-D=9.05, Sync-C=4.70
+[Validation/recon] Generating sample 3/4: 283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 2: Sync-D=7.37, Sync-C=6.11
+[Validation/recon] Generating sample 4/4: 4452d828f84c6a2b2dee9c7a81e6c102_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 3: Sync-D=6.03, Sync-C=9.00
+[Validation/recon] Avg Sync-D: 7.20, Avg Sync-C: 6.81
+[Validation/recon] Videos saved to /home/work/output_omniavatar_v2v_phase2/val_videos/step_10500/recon
+[Validation/mixed] Generating sample 1/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_4d5b044b30051de4f0a6b2dc419ea9ca_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 0: Sync-D=7.57, Sync-C=7.12
+[Validation/mixed] Generating sample 2/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_59cdb196328a33d4c7b1248b916e5090_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 1: Sync-D=6.71, Sync-C=7.80
+[Validation/mixed] Generating sample 3/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_ecb359eb6753b3b64a027f66d912892e_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 2: Sync-D=6.61, Sync-C=8.52
+[Validation/mixed] Generating sample 4/4: v_4d5b044b30051de4f0a6b2dc419ea9ca_shot_001_000__a_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 3: Sync-D=7.96, Sync-C=5.08
+[Validation/mixed] Avg Sync-D: 7.21, Avg Sync-C: 7.13
+[Validation/mixed] Videos saved to /home/work/output_omniavatar_v2v_phase2/val_videos/step_10500/mixed
+Epoch 3/1000:  48%|█████████████████████████████████████████████████████████▍                                                              | 2123/4438 [10:16:04<9:34:01, 14.88s/it, ema=0.0366, loss=0.0041, step=11000]VideoManager is deprecated and will be removed.
+[Checkpoint] Saved 844 trainable params (619.3M parameters)
+[Checkpoint] Saved lean training state to /home/work/output_omniavatar_v2v_phase2/checkpoint-11000
+[Checkpoint] Saved 844 params to /home/work/output_omniavatar_v2v_phase2/step-11000.pt
+
+[Validation] Running at step 11000...
+[Validation/recon] Generating sample 1/4: 17ef723a912e46713e84fc2b7dd74e23_shot_001_000...
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 0: Sync-D=6.96, Sync-C=6.74
+[Validation/recon] Generating sample 2/4: 1ec7a45d803ab472e7fe5c6625667289_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 1: Sync-D=9.30, Sync-C=4.65
+[Validation/recon] Generating sample 3/4: 283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 2: Sync-D=7.77, Sync-C=5.29
+[Validation/recon] Generating sample 4/4: 4452d828f84c6a2b2dee9c7a81e6c102_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/recon] Sample 3: Sync-D=6.54, Sync-C=8.64
+[Validation/recon] Avg Sync-D: 7.64, Avg Sync-C: 6.33
+[Validation/recon] Videos saved to /home/work/output_omniavatar_v2v_phase2/val_videos/step_11000/recon
+[Validation/mixed] Generating sample 1/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_4d5b044b30051de4f0a6b2dc419ea9ca_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 0: Sync-D=8.46, Sync-C=5.98
+[Validation/mixed] Generating sample 2/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_59cdb196328a33d4c7b1248b916e5090_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 1: Sync-D=8.64, Sync-C=6.81
+[Validation/mixed] Generating sample 3/4: v_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000__a_ecb359eb6753b3b64a027f66d912892e_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 2: Sync-D=7.21, Sync-C=7.62
+[Validation/mixed] Generating sample 4/4: v_4d5b044b30051de4f0a6b2dc419ea9ca_shot_001_000__a_283979598869ec6d8c5cdbe66eb5ecb8_shot_001_000...
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+[SyncNet/mixed] Sample 3: Sync-D=7.94, Sync-C=5.29
+[Validation/mixed] Avg Sync-D: 8.06, Avg Sync-C: 6.43
+[Validation/mixed] Videos saved to /home/work/output_omniavatar_v2v_phase2/val_videos/step_11000/mixed
+Epoch 3/1000:  48%|█████████████████████████████████████████████████████████▋                                                             | 2151/4438 [10:36:30<11:16:45, 17.75s/it, ema=0.0366, loss=0.0658, step=11027]
+Traceback (most recent call last):
+  File "/home/work/.local/OmniAvatar/scripts/train_v2v.py", line 2184, in <module>
+    launch_training(dataset, model, args)
+  File "/home/work/.local/OmniAvatar/scripts/train_v2v.py", line 1827, in launch_training
+    loss = model(data)
+  File "/home/work/.local/miniconda3/envs/omniavatar/lib/python3.10/site-packages/torch/nn/modules/module.py", line 1773, in _wrapped_call_impl
+    return self._call_impl(*args, **kwargs)
+  File "/home/work/.local/miniconda3/envs/omniavatar/lib/python3.10/site-packages/torch/nn/modules/module.py", line 1784, in _call_impl
+    return forward_call(*args, **kwargs)
+  File "/home/work/.local/miniconda3/envs/omniavatar/lib/python3.10/site-packages/torch/nn/parallel/distributed.py", line 1648, in forward
+    else self._run_ddp_forward(*inputs, **kwargs)
+  File "/home/work/.local/miniconda3/envs/omniavatar/lib/python3.10/site-packages/torch/nn/parallel/distributed.py", line 1474, in _run_ddp_forward
+    return self.module(*inputs, **kwargs)  # type: ignore[index]
+  File "/home/work/.local/miniconda3/envs/omniavatar/lib/python3.10/site-packages/torch/nn/modules/module.py", line 1773, in _wrapped_call_impl
+    return self._call_impl(*args, **kwargs)
+  File "/home/work/.local/miniconda3/envs/omniavatar/lib/python3.10/site-packages/torch/nn/modules/module.py", line 1784, in _call_impl
+    return forward_call(*args, **kwargs)
+  File "/home/work/.local/miniconda3/envs/omniavatar/lib/python3.10/site-packages/accelerate/utils/operations.py", line 819, in forward
+    return model_forward(*args, **kwargs)
+  File "/home/work/.local/miniconda3/envs/omniavatar/lib/python3.10/site-packages/accelerate/utils/operations.py", line 807, in __call__
+    return convert_to_fp32(self.model_forward(*args, **kwargs))
+  File "/home/work/.local/miniconda3/envs/omniavatar/lib/python3.10/site-packages/torch/amp/autocast_mode.py", line 44, in decorate_autocast
+    return func(*args, **kwargs)
+  File "/home/work/.local/OmniAvatar/scripts/train_v2v.py", line 990, in forward
+    noise_pred = self.dit(
+  File "/home/work/.local/miniconda3/envs/omniavatar/lib/python3.10/site-packages/torch/nn/modules/module.py", line 1773, in _wrapped_call_impl
+    return self._call_impl(*args, **kwargs)
+  File "/home/work/.local/miniconda3/envs/omniavatar/lib/python3.10/site-packages/torch/nn/modules/module.py", line 1784, in _call_impl
+    return forward_call(*args, **kwargs)
+  File "/home/work/.local/OmniAvatar/OmniAvatar/models/wan_video_dit.py", line 455, in forward
+    x = torch.utils.checkpoint.checkpoint(
+  File "/home/work/.local/miniconda3/envs/omniavatar/lib/python3.10/site-packages/torch/_compile.py", line 53, in inner
+    return disable_fn(*args, **kwargs)
+  File "/home/work/.local/miniconda3/envs/omniavatar/lib/python3.10/site-packages/torch/_dynamo/eval_frame.py", line 929, in _fn
+    return fn(*args, **kwargs)
+  File "/home/work/.local/miniconda3/envs/omniavatar/lib/python3.10/site-packages/torch/utils/checkpoint.py", line 495, in checkpoint
+    ret = function(*args, **kwargs)
+  File "/home/work/.local/OmniAvatar/OmniAvatar/models/wan_video_dit.py", line 410, in custom_forward
+    return module(*inputs)
+  File "/home/work/.local/miniconda3/envs/omniavatar/lib/python3.10/site-packages/torch/nn/modules/module.py", line 1773, in _wrapped_call_impl
+    return self._call_impl(*args, **kwargs)
+  File "/home/work/.local/miniconda3/envs/omniavatar/lib/python3.10/site-packages/torch/nn/modules/module.py", line 1784, in _call_impl
+    return forward_call(*args, **kwargs)
+  File "/home/work/.local/OmniAvatar/OmniAvatar/models/wan_video_dit.py", line 259, in forward
+    x = self.gate(x, gate_msa, self.self_attn(input_x, freqs))
+  File "/home/work/.local/miniconda3/envs/omniavatar/lib/python3.10/site-packages/torch/nn/modules/module.py", line 1773, in _wrapped_call_impl
+    return self._call_impl(*args, **kwargs)
+  File "/home/work/.local/miniconda3/envs/omniavatar/lib/python3.10/site-packages/torch/nn/modules/module.py", line 1784, in _call_impl
+    return forward_call(*args, **kwargs)
+  File "/home/work/.local/OmniAvatar/OmniAvatar/models/wan_video_dit.py", line 181, in forward
+    q = self.norm_q(self.q(x))
+  File "/home/work/.local/miniconda3/envs/omniavatar/lib/python3.10/site-packages/torch/nn/modules/module.py", line 1773, in _wrapped_call_impl
+    return self._call_impl(*args, **kwargs)
+  File "/home/work/.local/miniconda3/envs/omniavatar/lib/python3.10/site-packages/torch/nn/modules/module.py", line 1784, in _call_impl
+    return forward_call(*args, **kwargs)
+  File "/home/work/.local/miniconda3/envs/omniavatar/lib/python3.10/site-packages/peft/tuners/lora/layer.py", line 769, in forward
+    x = self._cast_input_dtype(x, lora_A.weight.dtype)
+  File "/home/work/.local/miniconda3/envs/omniavatar/lib/python3.10/site-packages/peft/tuners/tuners_utils.py", line 1096, in _cast_input_dtype
+    return x.to(dtype=dtype)
+KeyboardInterrupt
+[rank0]: Traceback (most recent call last):
+[rank0]:   File "/home/work/.local/OmniAvatar/scripts/train_v2v.py", line 2184, in <module>
+[rank0]:     launch_training(dataset, model, args)
+[rank0]:   File "/home/work/.local/OmniAvatar/scripts/train_v2v.py", line 1827, in launch_training
+[rank0]:     loss = model(data)
+[rank0]:   File "/home/work/.local/miniconda3/envs/omniavatar/lib/python3.10/site-packages/torch/nn/modules/module.py", line 1773, in _wrapped_call_impl
+[rank0]:     return self._call_impl(*args, **kwargs)
+[rank0]:   File "/home/work/.local/miniconda3/envs/omniavatar/lib/python3.10/site-packages/torch/nn/modules/module.py", line 1784, in _call_impl
+[rank0]:     return forward_call(*args, **kwargs)
+[rank0]:   File "/home/work/.local/miniconda3/envs/omniavatar/lib/python3.10/site-packages/torch/nn/parallel/distributed.py", line 1648, in forward
+[rank0]:     else self._run_ddp_forward(*inputs, **kwargs)
+[rank0]:   File "/home/work/.local/miniconda3/envs/omniavatar/lib/python3.10/site-packages/torch/nn/parallel/distributed.py", line 1474, in _run_ddp_forward
+[rank0]:     return self.module(*inputs, **kwargs)  # type: ignore[index]
+[rank0]:   File "/home/work/.local/miniconda3/envs/omniavatar/lib/python3.10/site-packages/torch/nn/modules/module.py", line 1773, in _wrapped_call_impl
+[rank0]:     return self._call_impl(*args, **kwargs)
+[rank0]:   File "/home/work/.local/miniconda3/envs/omniavatar/lib/python3.10/site-packages/torch/nn/modules/module.py", line 1784, in _call_impl
+[rank0]:     return forward_call(*args, **kwargs)
+[rank0]:   File "/home/work/.local/miniconda3/envs/omniavatar/lib/python3.10/site-packages/accelerate/utils/operations.py", line 819, in forward
+[rank0]:     return model_forward(*args, **kwargs)
+[rank0]:   File "/home/work/.local/miniconda3/envs/omniavatar/lib/python3.10/site-packages/accelerate/utils/operations.py", line 807, in __call__
+[rank0]:     return convert_to_fp32(self.model_forward(*args, **kwargs))
+[rank0]:   File "/home/work/.local/miniconda3/envs/omniavatar/lib/python3.10/site-packages/torch/amp/autocast_mode.py", line 44, in decorate_autocast
+[rank0]:     return func(*args, **kwargs)
+[rank0]:   File "/home/work/.local/OmniAvatar/scripts/train_v2v.py", line 990, in forward
+[rank0]:     noise_pred = self.dit(
+[rank0]:   File "/home/work/.local/miniconda3/envs/omniavatar/lib/python3.10/site-packages/torch/nn/modules/module.py", line 1773, in _wrapped_call_impl
+[rank0]:     return self._call_impl(*args, **kwargs)
+[rank0]:   File "/home/work/.local/miniconda3/envs/omniavatar/lib/python3.10/site-packages/torch/nn/modules/module.py", line 1784, in _call_impl
+[rank0]:     return forward_call(*args, **kwargs)
+[rank0]:   File "/home/work/.local/OmniAvatar/OmniAvatar/models/wan_video_dit.py", line 455, in forward
+[rank0]:     x = torch.utils.checkpoint.checkpoint(
+[rank0]:   File "/home/work/.local/miniconda3/envs/omniavatar/lib/python3.10/site-packages/torch/_compile.py", line 53, in inner
+[rank0]:     return disable_fn(*args, **kwargs)
+[rank0]:   File "/home/work/.local/miniconda3/envs/omniavatar/lib/python3.10/site-packages/torch/_dynamo/eval_frame.py", line 929, in _fn
+[rank0]:     return fn(*args, **kwargs)
+[rank0]:   File "/home/work/.local/miniconda3/envs/omniavatar/lib/python3.10/site-packages/torch/utils/checkpoint.py", line 495, in checkpoint
+[rank0]:     ret = function(*args, **kwargs)
+[rank0]:   File "/home/work/.local/OmniAvatar/OmniAvatar/models/wan_video_dit.py", line 410, in custom_forward
+[rank0]:     return module(*inputs)
+[rank0]:   File "/home/work/.local/miniconda3/envs/omniavatar/lib/python3.10/site-packages/torch/nn/modules/module.py", line 1773, in _wrapped_call_impl
+[rank0]:     return self._call_impl(*args, **kwargs)
+[rank0]:   File "/home/work/.local/miniconda3/envs/omniavatar/lib/python3.10/site-packages/torch/nn/modules/module.py", line 1784, in _call_impl
+[rank0]:     return forward_call(*args, **kwargs)
+[rank0]:   File "/home/work/.local/OmniAvatar/OmniAvatar/models/wan_video_dit.py", line 259, in forward
+[rank0]:     x = self.gate(x, gate_msa, self.self_attn(input_x, freqs))
+[rank0]:   File "/home/work/.local/miniconda3/envs/omniavatar/lib/python3.10/site-packages/torch/nn/modules/module.py", line 1773, in _wrapped_call_impl
+[rank0]:     return self._call_impl(*args, **kwargs)
+[rank0]:   File "/home/work/.local/miniconda3/envs/omniavatar/lib/python3.10/site-packages/torch/nn/modules/module.py", line 1784, in _call_impl
+[rank0]:     return forward_call(*args, **kwargs)
+[rank0]:   File "/home/work/.local/OmniAvatar/OmniAvatar/models/wan_video_dit.py", line 181, in forward
+[rank0]:     q = self.norm_q(self.q(x))
+[rank0]:   File "/home/work/.local/miniconda3/envs/omniavatar/lib/python3.10/site-packages/torch/nn/modules/module.py", line 1773, in _wrapped_call_impl
+[rank0]:     return self._call_impl(*args, **kwargs)
+[rank0]:   File "/home/work/.local/miniconda3/envs/omniavatar/lib/python3.10/site-packages/torch/nn/modules/module.py", line 1784, in _call_impl
+[rank0]:     return forward_call(*args, **kwargs)
+[rank0]:   File "/home/work/.local/miniconda3/envs/omniavatar/lib/python3.10/site-packages/peft/tuners/lora/layer.py", line 769, in forward
+[rank0]:     x = self._cast_input_dtype(x, lora_A.weight.dtype)
+[rank0]:   File "/home/work/.local/miniconda3/envs/omniavatar/lib/python3.10/site-packages/peft/tuners/tuners_utils.py", line 1096, in _cast_input_dtype
+[rank0]:     return x.to(dtype=dtype)
+[rank0]: KeyboardInterrupt
diff --git a/output_omniavatar_v2v_phase2/wandb/run-20260325_113458-9dncav21/files/requirements.txt b/output_omniavatar_v2v_phase2/wandb/run-20260325_113458-9dncav21/files/requirements.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b6a168dfc2f13a48954624b80c678c8bc2a8e5c1
--- /dev/null
+++ b/output_omniavatar_v2v_phase2/wandb/run-20260325_113458-9dncav21/files/requirements.txt
@@ -0,0 +1,196 @@
+diffsynth==1.1.7
+nvitop==1.6.1
+ftfy==6.3.1
+braceexpand==0.1.7
+antlr4-python3-runtime==4.9.3
+webdataset==1.0.2
+sentry-sdk==2.53.0
+rdkit==2025.9.5
+python-dotenv==1.2.1
+proglog==0.1.12
+omegaconf==2.3.0
+narwhals==2.17.0
+loguru==0.7.3
+imageio-ffmpeg==0.6.0
+plotly==6.5.2
+moviepy==2.2.1
+hydra-core==1.3.2
+wandb==0.25.0
+packaging==25.0
+setuptools==80.10.2
+wheel==0.46.3
+pip==26.0.1
+nvidia-cusparselt-cu12==0.7.1
+mpmath==1.3.0
+typing_extensions==4.15.0
+triton==3.4.0
+sympy==1.14.0
+nvidia-nvtx-cu12==12.9.79
+nvidia-nvjitlink-cu12==12.9.86
+nvidia-nccl-cu12==2.27.3
+nvidia-curand-cu12==10.3.10.19
+nvidia-cufile-cu12==1.14.1.1
+nvidia-cuda-runtime-cu12==12.9.79
+nvidia-cuda-nvrtc-cu12==12.9.86
+nvidia-cuda-cupti-cu12==12.9.79
+nvidia-cublas-cu12==12.9.1.4
+numpy==1.26.4
+networkx==3.4.2
+MarkupSafe==3.0.2
+fsspec==2025.12.0
+filelock==3.20.0
+nvidia-cusparse-cu12==12.5.10.65
+nvidia-cufft-cu12==11.4.1.4
+nvidia-cudnn-cu12==9.10.2.21
+Jinja2==3.1.6
+nvidia-cusolver-cu12==11.7.5.82
+torch==2.8.0+cu129
+torchvision==0.23.0+cu129
+torchaudio==2.8.0+cu129
+zipp==3.23.0
+Werkzeug==3.1.6
+wcwidth==0.6.0
+urllib3==2.6.3
+tqdm==4.67.3
+tomli==2.4.0
+threadpoolctl==3.6.0
+soxr==1.0.0
+soupsieve==2.8.3
+sentencepiece==0.2.1
+scipy==1.14.0
+safetensors==0.7.0
+rpds-py==0.30.0
+regex==2026.2.19
+PyYAML==6.0.3
+pycparser==3.0
+psutil==7.2.2
+protobuf==4.24.4
+pluggy==1.6.0
+platformdirs==4.9.2
+opencv-python==4.11.0.86
+ninja==1.13.0
+msgpack==1.1.2
+llvmlite==0.46.0
+lazy_loader==0.4
+joblib==1.5.3
+itsdangerous==2.2.0
+iniconfig==2.3.0
+imageio-ffmpeg==0.6.0
+ImageIO==2.37.2
+idna==3.11
+hf-xet==1.3.1
+h11==0.16.0
+exceptiongroup==1.3.1
+einops==0.8.2
+decorator==5.2.1
+charset-normalizer==3.4.4
+certifi==2026.2.25
+blinker==1.9.0
+audioread==3.1.0
+attrs==25.4.0
+scikit-learn==1.7.2
+requests==2.32.5
+referencing==0.37.0
+pytest==8.1.1
+numba==0.64.0
+importlib_metadata==8.7.1
+httpcore==1.0.9
+Flask==3.1.3
+cffi==2.0.0
+beautifulsoup4==4.14.3
+anyio==4.12.1
+soundfile==0.13.1
+pooch==1.9.0
+jsonschema-specifications==2025.9.1
+huggingface_hub==0.36.2
+httpx==0.28.1
+yunchang==0.6.4
+tokenizers==0.21.4
+optimum-quanto==0.2.7
+librosa==0.10.2.post1
+jsonschema==4.26.0
+diffusers==0.36.0
+accelerate==1.12.0
+transformers==4.52.3
+ray==2.54.0
+DistVAE==0.0.0b5
+xfuser==0.4.1
+prompt_toolkit==3.0.52
+pfzy==0.3.4
+inquirerpy==0.3.4
+flash_attn==2.8.3
+pytz==2025.2
+peft==0.17.0
+tzdata==2025.3
+six==1.16.0
+python-dateutil==2.9.0.post0
+pandas==2.3.3
+av==16.1.0
+lpips==0.1.4
+flash_attn_3==3.0.0b1
+xyzservices==2025.11.0
+typing-inspection==0.4.2
+tornado==6.5.4
+smmap==5.0.2
+pydantic_core==2.41.5
+contourpy==1.3.2
+pillow==11.3.0
+annotated-types==0.7.0
+pydantic==2.12.5
+gitdb==4.0.12
+GitPython==3.1.46
+bokeh==3.8.2
+modelscope==1.34.0
+python_speech_features==0.6
+scenedetect==0.6.7.1
+click==8.2.1
+kornia_rs==0.1.10
+kornia==0.8.2
+types-certifi==2021.10.8.3
+types-toml==0.10.8.20240310
+toml==0.10.2
+synchronicity==0.11.1
+shellingham==1.5.4
+Pygments==2.19.2
+propcache==0.4.1
+multidict==6.7.1
+mdurl==0.1.2
+hyperframe==6.1.0
+hpack==4.1.0
+frozenlist==1.8.0
+cbor2==5.8.0
+async-timeout==5.0.1
+annotated-doc==0.0.4
+aiohappyeyeballs==2.6.1
+yarl==1.23.0
+markdown-it-py==4.0.0
+h2==4.3.0
+aiosignal==1.4.0
+watchfiles==1.1.1
+rich==14.3.3
+grpclib==0.4.9
+aiohttp==3.13.3
+typer==0.24.1
+modal==1.3.4
+simsimd==6.5.13
+easydict==1.13
+tifffile==2025.5.10
+stringzilla==4.6.0
+pyparsing==3.3.2
+prettytable==3.17.0
+opencv-python-headless==4.11.0.86
+onnx==1.17.0
+kiwisolver==1.4.9
+fonttools==4.61.1
+Cython==3.2.4
+cycler==0.12.1
+scikit-image==0.25.2
+matplotlib==3.10.8
+albucore==0.0.24
+albumentations==2.0.8
+insightface==0.7.3
+flatbuffers==25.12.19
+humanfriendly==10.0
+coloredlogs==15.0.1
+onnxruntime==1.23.2
+onnxruntime-gpu==1.23.2
diff --git a/output_omniavatar_v2v_phase2/wandb/run-20260325_113458-9dncav21/files/wandb-metadata.json b/output_omniavatar_v2v_phase2/wandb/run-20260325_113458-9dncav21/files/wandb-metadata.json
new file mode 100644
index 0000000000000000000000000000000000000000..924384ad9366dca416fd4da9272558746a381c5e
--- /dev/null
+++ b/output_omniavatar_v2v_phase2/wandb/run-20260325_113458-9dncav21/files/wandb-metadata.json
@@ -0,0 +1,140 @@
+{
+  "os":  "Linux-5.15.0-151-generic-x86_64-with-glibc2.39",
+  "python":  "CPython 3.10.19",
+  "startedAt":  "2026-03-25T02:34:58.747588Z",
+  "args":  [
+    "--dit_paths",
+    "pretrained_models/Wan2.1-T2V-14B/diffusion_pytorch_model-00001-of-00006.safetensors,pretrained_models/Wan2.1-T2V-14B/diffusion_pytorch_model-00002-of-00006.safetensors,pretrained_models/Wan2.1-T2V-14B/diffusion_pytorch_model-00003-of-00006.safetensors,pretrained_models/Wan2.1-T2V-14B/diffusion_pytorch_model-00004-of-00006.safetensors,pretrained_models/Wan2.1-T2V-14B/diffusion_pytorch_model-00005-of-00006.safetensors,pretrained_models/Wan2.1-T2V-14B/diffusion_pytorch_model-00006-of-00006.safetensors",
+    "--text_encoder_path",
+    "pretrained_models/Wan2.1-T2V-14B/models_t5_umt5-xxl-enc-bf16.pth",
+    "--vae_path",
+    "pretrained_models/Wan2.1-T2V-14B/Wan2.1_VAE.pth",
+    "--wav2vec_path",
+    "pretrained_models/wav2vec2-base-960h",
+    "--omniavatar_ckpt",
+    "/home/work/output_omniavatar_v2v_phase2/step-4500.pt",
+    "--data_list_path",
+    "/home/work/stableavatar_data/v2v_training_data/video_square_path_combined.txt",
+    "--latentsync_mask_path",
+    "/home/work/.local/Self-Forcing_LipSync_StableAvatar/diffsynth/utils/mask.png",
+    "--use_precomputed_vae",
+    "--use_precomputed_audio",
+    "--use_precomputed_text_emb",
+    "--num_frames",
+    "81",
+    "--height",
+    "512",
+    "--width",
+    "512",
+    "--num_epochs",
+    "1000",
+    "--learning_rate",
+    "5e-5",
+    "--batch_size",
+    "2",
+    "--gradient_accumulation_steps",
+    "1",
+    "--max_grad_norm",
+    "1",
+    "--weight_decay",
+    "0.01",
+    "--seed",
+    "42",
+    "--use_gradient_checkpointing",
+    "--text_drop_prob",
+    "0.1",
+    "--audio_drop_prob",
+    "0.1",
+    "--output_path",
+    "/home/work/output_omniavatar_v2v_phase2",
+    "--save_steps",
+    "500",
+    "--resume_from_checkpoint",
+    "latest",
+    "--mouth_weight",
+    "1.0",
+    "--mask_all_frames",
+    "--no_first_frame_overwrite",
+    "--use_ref_sequence",
+    "--val_data_recon",
+    "/home/work/stableavatar_data/v2v_validation_data/recon",
+    "--val_data_mixed",
+    "/home/work/stableavatar_data/v2v_validation_data/mixed",
+    "--val_max_samples",
+    "4",
+    "--val_num_inference_steps",
+    "25",
+    "--validation_steps",
+    "500",
+    "--use_wandb",
+    "--wandb_entity",
+    "paulhcho",
+    "--wandb_project",
+    "OmniAvatar-V2V",
+    "--wandb_run_name",
+    "v2v_14B_phase2_mse_bs2_maskall",
+    "--wandb_log_every",
+    "1",
+    "--compute_sync_metrics",
+    "--num_workers",
+    "2",
+    "--wandb_api_key",
+    "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"
+  ],
+  "program":  "/home/work/.local/OmniAvatar/scripts/train_v2v.py",
+  "codePath":  "scripts/train_v2v.py",
+  "codePathLocal":  "scripts/train_v2v.py",
+  "git":  {
+    "remote":  "https://github.com/paulcho98/OmniAvatar-Train.git",
+    "commit":  "8f5f4f13c63f8d061fbe2ad76f5d57959f9db0f2"
+  },
+  "email":  "paul.hyunbin@gmail.com",
+  "root":  "/home/work/output_omniavatar_v2v_phase2",
+  "host":  "main1",
+  "executable":  "/home/work/.local/miniconda3/envs/omniavatar/bin/python3.10",
+  "cpu_count":  112,
+  "cpu_count_logical":  224,
+  "gpu":  "NVIDIA H200",
+  "gpu_count":  4,
+  "disk":  {
+    "/":  {
+      "total":  "1356758433792",
+      "used":  "249954783232"
+    }
+  },
+  "memory":  {
+    "total":  "2163961778176"
+  },
+  "gpu_nvidia":  [
+    {
+      "name":  "NVIDIA H200",
+      "memoryTotal":  "150754820096",
+      "cudaCores":  16896,
+      "architecture":  "Hopper",
+      "uuid":  "GPU-4685d4b3-5cf9-2766-43d3-b9615a684b7c"
+    },
+    {
+      "name":  "NVIDIA H200",
+      "memoryTotal":  "150754820096",
+      "cudaCores":  16896,
+      "architecture":  "Hopper",
+      "uuid":  "GPU-ec888a66-4b6f-b8de-b34b-249efb9ad262"
+    },
+    {
+      "name":  "NVIDIA H200",
+      "memoryTotal":  "150754820096",
+      "cudaCores":  16896,
+      "architecture":  "Hopper",
+      "uuid":  "GPU-9c1e1773-d710-06c9-7db7-1b54e9fc3790"
+    },
+    {
+      "name":  "NVIDIA H200",
+      "memoryTotal":  "150754820096",
+      "cudaCores":  16896,
+      "architecture":  "Hopper",
+      "uuid":  "GPU-2b1017dc-2958-a946-16d2-2c29da6d18b0"
+    }
+  ],
+  "cudaVersion":  "12.9",
+  "writerId":  "dvxonaw5ayplhwrw8bp05t4pf4f917tc"
+}
\ No newline at end of file
diff --git a/output_omniavatar_v2v_phase2/wandb/run-20260325_113458-9dncav21/files/wandb-summary.json b/output_omniavatar_v2v_phase2/wandb/run-20260325_113458-9dncav21/files/wandb-summary.json
new file mode 100644
index 0000000000000000000000000000000000000000..be20d777943feaf04024eaed3132c91954dcc10e
--- /dev/null
+++ b/output_omniavatar_v2v_phase2/wandb/run-20260325_113458-9dncav21/files/wandb-summary.json
@@ -0,0 +1 @@
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diff --git a/output_omniavatar_v2v_phase2/wandb/run-20260325_113458-9dncav21/logs/debug-core.log b/output_omniavatar_v2v_phase2/wandb/run-20260325_113458-9dncav21/logs/debug-core.log
new file mode 100644
index 0000000000000000000000000000000000000000..93f076b7e2495820923efc86207a62d4e72f3698
--- /dev/null
+++ b/output_omniavatar_v2v_phase2/wandb/run-20260325_113458-9dncav21/logs/debug-core.log
@@ -0,0 +1,13 @@
+{"time":"2026-03-25T11:34:59.884873937+09:00","level":"INFO","msg":"main: starting server","port-filename":"/tmp/tmpi76drrd5/port-3332489.txt","pid":3332489,"log-level":0,"disable-analytics":false,"shutdown-on-parent-exit":false,"enable-dcgm-profiling":false}
+{"time":"2026-03-25T11:34:59.891355609+09:00","level":"INFO","msg":"server: accepting connections","addr":{"Name":"/tmp/wandb-3332489-3366767-2787028213/socket","Net":"unix"}}
+{"time":"2026-03-25T11:34:59.892251027+09:00","level":"INFO","msg":"server: will exit if parent process dies","ppid":3332489}
+{"time":"2026-03-25T11:35:00.028371209+09:00","level":"INFO","msg":"connection: ManageConnectionData: new connection created","id":"1(@)"}
+{"time":"2026-03-25T11:35:00.074111562+09:00","level":"INFO","msg":"handleInformInit: received","streamId":"9dncav21","id":"1(@)"}
+{"time":"2026-03-25T11:35:00.584852179+09:00","level":"INFO","msg":"handleInformInit: stream started","streamId":"9dncav21","id":"1(@)"}
+{"time":"2026-03-25T11:35:07.431407541+09:00","level":"INFO","msg":"connection: cancelling request","id":"1(@)","requestId":"p3owq4b4lo6k"}
+{"time":"2026-03-26T23:55:03.864795299+09:00","level":"INFO","msg":"handleInformTeardown: server teardown initiated","id":"1(@)"}
+{"time":"2026-03-26T23:55:03.865687458+09:00","level":"INFO","msg":"connection: closing","id":"1(@)"}
+{"time":"2026-03-26T23:55:03.865757165+09:00","level":"INFO","msg":"server is shutting down"}
+{"time":"2026-03-26T23:55:03.865737437+09:00","level":"INFO","msg":"connection: closed successfully","id":"1(@)"}
+{"time":"2026-03-26T23:55:03.866627695+09:00","level":"INFO","msg":"server: listener closed","addr":{"Name":"/tmp/wandb-3332489-3366767-2787028213/socket","Net":"unix"}}
+{"time":"2026-03-26T23:55:04.70094217+09:00","level":"INFO","msg":"server: parent process exited, terminating service process"}
diff --git a/output_omniavatar_v2v_phase2/wandb/run-20260325_113458-9dncav21/logs/debug-internal.log b/output_omniavatar_v2v_phase2/wandb/run-20260325_113458-9dncav21/logs/debug-internal.log
new file mode 100644
index 0000000000000000000000000000000000000000..209768718a11ed16e107b4c22879b98901b89926
--- /dev/null
+++ b/output_omniavatar_v2v_phase2/wandb/run-20260325_113458-9dncav21/logs/debug-internal.log
@@ -0,0 +1,513 @@
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+{"time":"2026-03-25T11:35:00.584332283+09:00","level":"INFO","msg":"stream: created new stream","id":"9dncav21"}
+{"time":"2026-03-25T11:35:00.584745207+09:00","level":"INFO","msg":"handler: started","stream_id":"9dncav21"}
+{"time":"2026-03-25T11:35:00.58484599+09:00","level":"INFO","msg":"stream: started","id":"9dncav21"}
+{"time":"2026-03-25T11:35:00.584881927+09:00","level":"INFO","msg":"writer: started","stream_id":"9dncav21"}
+{"time":"2026-03-25T11:35:00.584881425+09:00","level":"INFO","msg":"sender: started","stream_id":"9dncav21"}
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diff --git a/output_omniavatar_v2v_phase2/wandb/run-20260325_113458-9dncav21/logs/debug.log b/output_omniavatar_v2v_phase2/wandb/run-20260325_113458-9dncav21/logs/debug.log
new file mode 100644
index 0000000000000000000000000000000000000000..fa33f329a7473b8e4c5687d2c408a1689d2e080a
--- /dev/null
+++ b/output_omniavatar_v2v_phase2/wandb/run-20260325_113458-9dncav21/logs/debug.log
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+2026-03-26 23:55:03,858 INFO    wandb-AsyncioManager-main:3332489 [mailbox.py:close():155] Closing mailbox, abandoning 1 handles.
diff --git a/output_omniavatar_v2v_phase2/wandb/run-20260325_113458-9dncav21/run-9dncav21.wandb b/output_omniavatar_v2v_phase2/wandb/run-20260325_113458-9dncav21/run-9dncav21.wandb
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--- /dev/null
+++ b/output_omniavatar_v2v_phase2/wandb/run-20260325_113458-9dncav21/run-9dncav21.wandb
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