About can not reproduction #7
Description
Thanks for offer good code! when I use your code and retrain, meet this issue.In your paper Table 4, PA-MPJPE=54.0, but I got 58.8, all trainning setting is same except num_workers=4 but in your code is 16.Can you solve this question?
2023-04-13 20:52:06,194 GPU name -> TITAN Xp
2023-04-13 20:52:06,194 GPU feat -> _CudaDeviceProperties(name='TITAN Xp', major=6, minor=1, total_memory=12187MB, multi_processor_count=30)
2023-04-13 20:52:06,195 {'CUDNN': CfgNode({'BENCHMARK': True, 'DETERMINISTIC': False, 'ENABLED': True}),
'DATASET': CfgNode({'SEQLEN': 16, 'OVERLAP': 0.5}),
'DEBUG': False,
'DEBUG_FREQ': 5,
'DEVICE': 'cuda',
'EXP_NAME': 'MPSnet',
'LOGDIR': 'experiments/13-04-2023_20-52-06_MPSnet',
'LOSS': {'D_MOTION_LOSS_W': 0.5,
'KP_2D_W': 300.0,
'KP_3D_W': 300.0,
'POSE_W': 60.0,
'SHAPE_W': 0.06},
'MODEL': {'TEMPORAL_TYPE': 'gru',
'TGRU': CfgNode({'NUM_LAYERS': 2, 'HIDDEN_SIZE': 1024})},
'NUM_WORKERS': 4,
'OUTPUT_DIR': 'experiments',
'SEED_VALUE': -1,
'TITLE': 'repr_table6_3dpw_model',
'TRAIN': {'BATCH_SIZE': 32,
'DATASETS_2D': ['Insta'],
'DATASETS_3D': ['MPII3D', 'Human36M'],
'DATASET_EVAL': 'ThreeDPW',
'DATA_2D_RATIO': 0.6,
'END_EPOCH': 45,
'GEN_LR': 5e-05,
'GEN_MOMENTUM': 0.9,
'GEN_OPTIM': 'Adam',
'GEN_WD': 0.0,
'LR_PATIENCE': 5,
'MOT_DISCR': {'ATT': {'DROPOUT': 0.2,
'LAYERS': 3,
'SIZE': 1024},
'FEATURE_POOL': 'attention',
'HIDDEN_SIZE': 1024,
'LR': 0.0001,
'MOMENTUM': 0.9,
'NUM_LAYERS': 2,
'OPTIM': 'Adam',
'UPDATE_STEPS': 1,
'WD': 0.0001},
'NUM_ITERS_PER_EPOCH': 500,
'OVERLAP': False,
'PRETRAINED': '',
'PRETRAINED_REGRESSOR': 'data/base_data/spin_model_checkpoint.pth.tar',
'RESUME': '',
'START_EPOCH': 0},
'render': False}
2023-04-13 20:54:58,945 => no checkpoint found at ''
2023-04-13 20:58:14,123 (500/500) | Total: 0:03:15 | ETA: 0:00:01 | loss: 3.14 | 2d: 1.70 | 3d: 1.00 | loss_kp_2d: 1.025 | loss_kp_3d: 0.488 | e_m_disc_loss: 0.329 | d_m_disc_real: 0.169 | d_m_disc_fake: 0.028 | d_m_disc_loss: 0.198 | data: 0.01 | forward: 0.06 | loss: 0.01 | backward: 0.06 | batch: 0.14
2023-04-13 20:59:52,057 (318/318) | batch: 976.7ms | Total: 0:01:37 | ETA: 0:00:01
2023-04-13 21:00:11,832 Epoch 0, MPJPE: 98.3608, PA-MPJPE: 62.5252, ACCEL: 5.1588, PVE: 120.4506, ACCEL_ERR: 9.5209,
2023-04-13 21:00:11,835 Epoch 1 performance: 62.5252
2023-04-13 21:00:14,767 Best performance achived, saving it!
2023-04-13 21:02:54,824 (500/500) | Total: 0:02:36 | ETA: 0:00:01 | loss: 2.97 | 2d: 1.68 | 3d: 0.88 | loss_kp_2d: 1.443 | loss_kp_3d: 0.869 | e_m_disc_loss: 0.156 | d_m_disc_real: 0.106 | d_m_disc_fake: 0.100 | d_m_disc_loss: 0.207 | data: 0.01 | forward: 0.06 | loss: 0.01 | backward: 0.06 | batch: 0.14
2023-04-13 21:04:31,957 (318/318) | batch: 968.5ms | Total: 0:01:36 | ETA: 0:00:01
2023-04-13 21:04:50,713 Epoch 1, MPJPE: 92.8127, PA-MPJPE: 61.2285, ACCEL: 5.2892, PVE: 118.6515, ACCEL_ERR: 9.6227,
2023-04-13 21:04:50,716 Epoch 2 performance: 61.2285
2023-04-13 21:04:53,449 Best performance achived, saving it!
2023-04-13 21:07:36,761 (500/500) | Total: 0:02:40 | ETA: 0:00:01 | loss: 2.96 | 2d: 1.68 | 3d: 0.87 | loss_kp_2d: 1.245 | loss_kp_3d: 0.666 | e_m_disc_loss: 0.130 | d_m_disc_real: 0.135 | d_m_disc_fake: 0.124 | d_m_disc_loss: 0.258 | data: 0.57 | forward: 0.06 | loss: 0.01 | backward: 0.06 | batch: 0.71
2023-04-13 21:09:13,950 (318/318) | batch: 968.7ms | Total: 0:01:36 | ETA: 0:00:01
2023-04-13 21:09:29,876 Epoch 2, MPJPE: 96.0687, PA-MPJPE: 61.3413, ACCEL: 5.1262, PVE: 123.3700, ACCEL_ERR: 9.4973,
2023-04-13 21:09:29,879 Epoch 3 performance: 61.3413
2023-04-13 21:12:03,965 (500/500) | Total: 0:02:31 | ETA: 0:00:01 | loss: 2.86 | 2d: 1.62 | 3d: 0.86 | loss_kp_2d: 1.148 | loss_kp_3d: 0.783 | e_m_disc_loss: 0.223 | d_m_disc_real: 0.101 | d_m_disc_fake: 0.056 | d_m_disc_loss: 0.157 | data: 0.01 | forward: 0.06 | loss: 0.01 | backward: 0.06 | batch: 0.14
2023-04-13 21:13:40,878 (318/318) | batch: 966.4ms | Total: 0:01:36 | ETA: 0:00:01
2023-04-13 21:13:55,758 Epoch 3, MPJPE: 95.4136, PA-MPJPE: 59.8295, ACCEL: 4.9894, PVE: 117.6684, ACCEL_ERR: 9.4023,
2023-04-13 21:13:55,760 Epoch 4 performance: 59.8295
2023-04-13 21:13:58,467 Best performance achived, saving it!
2023-04-13 21:16:30,918 (500/500) | Total: 0:02:29 | ETA: 0:00:01 | loss: 2.87 | 2d: 1.65 | 3d: 0.84 | loss_kp_2d: 1.255 | loss_kp_3d: 0.737 | e_m_disc_loss: 0.148 | d_m_disc_real: 0.107 | d_m_disc_fake: 0.105 | d_m_disc_loss: 0.212 | data: 0.01 | forward: 0.07 | loss: 0.01 | backward: 0.06 | batch: 0.15
2023-04-13 21:18:08,065 (318/318) | batch: 968.5ms | Total: 0:01:36 | ETA: 0:00:01
2023-04-13 21:18:24,012 Epoch 4, MPJPE: 95.6014, PA-MPJPE: 59.9815, ACCEL: 4.9855, PVE: 119.4369, ACCEL_ERR: 9.3832,
2023-04-13 21:18:24,014 Epoch 5 performance: 59.9815
2023-04-13 21:20:53,352 (500/500) | Total: 0:02:26 | ETA: 0:00:01 | loss: 2.81 | 2d: 1.62 | 3d: 0.81 | loss_kp_2d: 1.776 | loss_kp_3d: 0.421 | e_m_disc_loss: 0.119 | d_m_disc_real: 0.131 | d_m_disc_fake: 0.128 | d_m_disc_loss: 0.259 | data: 0.01 | forward: 0.06 | loss: 0.01 | backward: 0.06 | batch: 0.14
2023-04-13 21:22:30,343 (318/318) | batch: 966.6ms | Total: 0:01:36 | ETA: 0:00:01
2023-04-13 21:22:46,384 Epoch 5, MPJPE: 95.8246, PA-MPJPE: 60.4228, ACCEL: 5.1168, PVE: 118.2656, ACCEL_ERR: 9.4755,
2023-04-13 21:22:46,386 Epoch 6 performance: 60.4228
2023-04-13 21:25:12,127 (500/500) | Total: 0:02:23 | ETA: 0:00:01 | loss: 2.76 | 2d: 1.63 | 3d: 0.76 | loss_kp_2d: 1.640 | loss_kp_3d: 0.749 | e_m_disc_loss: 0.182 | d_m_disc_real: 0.096 | d_m_disc_fake: 0.076 | d_m_disc_loss: 0.173 | data: 0.01 | forward: 0.06 | loss: 0.01 | backward: 0.06 | batch: 0.14
2023-04-13 21:26:49,080 (318/318) | batch: 966.3ms | Total: 0:01:36 | ETA: 0:00:01
2023-04-13 21:27:04,786 Epoch 6, MPJPE: 94.8065, PA-MPJPE: 60.2237, ACCEL: 5.0161, PVE: 119.0187, ACCEL_ERR: 9.4117,
2023-04-13 21:27:04,788 Epoch 7 performance: 60.2237
2023-04-13 21:29:27,164 (500/500) | Total: 0:02:19 | ETA: 0:00:01 | loss: 2.75 | 2d: 1.63 | 3d: 0.75 | loss_kp_2d: 1.493 | loss_kp_3d: 0.762 | e_m_disc_loss: 0.170 | d_m_disc_real: 0.084 | d_m_disc_fake: 0.082 | d_m_disc_loss: 0.166 | data: 0.38 | forward: 0.06 | loss: 0.01 | backward: 0.06 | batch: 0.51
2023-04-13 21:31:04,313 (318/318) | batch: 968.6ms | Total: 0:01:36 | ETA: 0:00:01
2023-04-13 21:31:20,079 Epoch 7, MPJPE: 96.5006, PA-MPJPE: 59.5889, ACCEL: 4.9813, PVE: 119.4049, ACCEL_ERR: 9.3887,
2023-04-13 21:31:20,081 Epoch 8 performance: 59.5889
2023-04-13 21:31:22,764 Best performance achived, saving it!
2023-04-13 21:33:54,216 (500/500) | Total: 0:02:28 | ETA: 0:00:01 | loss: 2.81 | 2d: 1.67 | 3d: 0.76 | loss_kp_2d: 1.164 | loss_kp_3d: 0.713 | e_m_disc_loss: 0.161 | d_m_disc_real: 0.107 | d_m_disc_fake: 0.107 | d_m_disc_loss: 0.214 | data: 0.01 | forward: 0.06 | loss: 0.01 | backward: 0.06 | batch: 0.15
2023-04-13 21:35:31,047 (318/318) | batch: 965.6ms | Total: 0:01:36 | ETA: 0:00:01
2023-04-13 21:35:46,765 Epoch 8, MPJPE: 93.6733, PA-MPJPE: 58.8537, ACCEL: 5.1898, PVE: 116.6837, ACCEL_ERR: 9.5613,
2023-04-13 21:35:46,768 Epoch 9 performance: 58.8537
2023-04-13 21:35:49,482 Best performance achived, saving it!
2023-04-13 21:38:58,745 (500/500) | Total: 0:03:06 | ETA: 0:00:01 | loss: 2.74 | 2d: 1.56 | 3d: 0.78 | loss_kp_2d: 1.318 | loss_kp_3d: 0.613 | e_m_disc_loss: 0.148 | d_m_disc_real: 0.123 | d_m_disc_fake: 0.100 | d_m_disc_loss: 0.222 | data: 0.01 | forward: 0.06 | loss: 0.01 | backward: 0.06 | batch: 0.14
2023-04-13 21:40:35,903 (318/318) | batch: 968.2ms | Total: 0:01:36 | ETA: 0:00:01
2023-04-13 21:40:51,838 Epoch 9, MPJPE: 93.0851, PA-MPJPE: 59.9298, ACCEL: 4.9355, PVE: 118.8695, ACCEL_ERR: 9.3687,
2023-04-13 21:40:51,840 Epoch 10 performance: 59.9298
2023-04-13 21:43:47,576 (500/500) | Total: 0:02:53 | ETA: 0:00:01 | loss: 2.86 | 2d: 1.68 | 3d: 0.79 | loss_kp_2d: 1.209 | loss_kp_3d: 0.667 | e_m_disc_loss: 0.177 | d_m_disc_real: 0.075 | d_m_disc_fake: 0.100 | d_m_disc_loss: 0.175 | data: 0.01 | forward: 0.06 | loss: 0.01 | backward: 0.06 | batch: 0.14
2023-04-13 21:45:24,736 (318/318) | batch: 968.7ms | Total: 0:01:36 | ETA: 0:00:01
2023-04-13 21:45:40,692 Epoch 10, MPJPE: 97.3690, PA-MPJPE: 62.4619, ACCEL: 4.9226, PVE: 121.8001, ACCEL_ERR: 9.3763,
2023-04-13 21:45:40,695 Epoch 11 performance: 62.4619
2023-04-13 21:49:06,199 (500/500) | Total: 0:03:22 | ETA: 0:00:01 | loss: 2.77 | 2d: 1.58 | 3d: 0.80 | loss_kp_2d: 1.277 | loss_kp_3d: 0.727 | e_m_disc_loss: 0.114 | d_m_disc_real: 0.049 | d_m_disc_fake: 0.141 | d_m_disc_loss: 0.190 | data: 0.01 | forward: 0.06 | loss: 0.01 | backward: 0.06 | batch: 0.15
2023-04-13 21:50:45,497 (318/318) | batch: 989.9ms | Total: 0:01:38 | ETA: 0:00:01
2023-04-13 21:51:02,454 Epoch 11, MPJPE: 94.5226, PA-MPJPE: 58.9553, ACCEL: 4.9644, PVE: 115.4025, ACCEL_ERR: 9.3940,
2023-04-13 21:51:02,456 Epoch 12 performance: 58.9553
2023-04-13 21:54:22,001 (500/500) | Total: 0:03:16 | ETA: 0:00:01 | loss: 2.77 | 2d: 1.57 | 3d: 0.78 | loss_kp_2d: 1.518 | loss_kp_3d: 0.807 | e_m_disc_loss: 0.345 | d_m_disc_real: 0.010 | d_m_disc_fake: 0.034 | d_m_disc_loss: 0.045 | data: 0.01 | forward: 0.06 | loss: 0.01 | backward: 0.06 | batch: 0.14
2023-04-13 21:55:59,563 (318/318) | batch: 972.4ms | Total: 0:01:37 | ETA: 0:00:01
2023-04-13 21:56:16,572 Epoch 12, MPJPE: 95.2599, PA-MPJPE: 62.9008, ACCEL: 5.4415, PVE: 125.2464, ACCEL_ERR: 9.7551,
2023-04-13 21:56:16,573 Epoch 13 performance: 62.9008
2023-04-13 21:59:13,536 (500/500) | Total: 0:02:54 | ETA: 0:00:01 | loss: 2.81 | 2d: 1.57 | 3d: 0.81 | loss_kp_2d: 1.521 | loss_kp_3d: 0.697 | e_m_disc_loss: 0.137 | d_m_disc_real: 0.067 | d_m_disc_fake: 0.125 | d_m_disc_loss: 0.192 | data: 0.01 | forward: 0.06 | loss: 0.01 | backward: 0.06 | batch: 0.14
2023-04-13 22:00:51,451 (318/318) | batch: 975.9ms | Total: 0:01:37 | ETA: 0:00:01
2023-04-13 22:01:10,277 Epoch 13, MPJPE: 94.6938, PA-MPJPE: 59.4655, ACCEL: 5.0968, PVE: 116.7084, ACCEL_ERR: 9.4644,
2023-04-13 22:01:10,281 Epoch 14 performance: 59.4655
2023-04-13 22:04:10,293 (500/500) | Total: 0:02:57 | ETA: 0:00:01 | loss: 2.78 | 2d: 1.59 | 3d: 0.79 | loss_kp_2d: 1.392 | loss_kp_3d: 0.599 | e_m_disc_loss: 0.168 | d_m_disc_real: 0.083 | d_m_disc_fake: 0.098 | d_m_disc_loss: 0.182 | data: 0.15 | forward: 0.07 | loss: 0.01 | backward: 0.06 | batch: 0.28
2023-04-13 22:05:47,448 (318/318) | batch: 968.6ms | Total: 0:01:36 | ETA: 0:00:01
2023-04-13 22:06:04,725 Epoch 14, MPJPE: 96.1395, PA-MPJPE: 60.7642, ACCEL: 4.9097, PVE: 116.9036, ACCEL_ERR: 9.3503,
2023-04-13 22:06:04,728 Epoch 15 performance: 60.7642
2023-04-13 22:08:51,994 (500/500) | Total: 0:02:44 | ETA: 0:00:01 | loss: 2.70 | 2d: 1.60 | 3d: 0.73 | loss_kp_2d: 1.268 | loss_kp_3d: 0.504 | e_m_disc_loss: 0.164 | d_m_disc_real: 0.105 | d_m_disc_fake: 0.096 | d_m_disc_loss: 0.201 | data: 0.01 | forward: 0.06 | loss: 0.01 | backward: 0.06 | batch: 0.15
2023-04-13 22:10:29,171 (318/318) | batch: 968.4ms | Total: 0:01:36 | ETA: 0:00:01
2023-04-13 22:10:47,505 Epoch 15, MPJPE: 92.7497, PA-MPJPE: 59.3829, ACCEL: 5.0656, PVE: 113.4840, ACCEL_ERR: 9.4408,
2023-04-13 22:10:47,508 Epoch 16 performance: 59.3829
2023-04-13 22:14:13,334 (500/500) | Total: 0:03:23 | ETA: 0:00:01 | loss: 2.74 | 2d: 1.60 | 3d: 0.75 | loss_kp_2d: 3.148 | loss_kp_3d: 0.744 | e_m_disc_loss: 0.255 | d_m_disc_real: 0.103 | d_m_disc_fake: 0.055 | d_m_disc_loss: 0.158 | data: 0.64 | forward: 0.07 | loss: 0.01 | backward: 0.06 | batch: 0.78
2023-04-13 22:15:51,361 (318/318) | batch: 977.0ms | Total: 0:01:37 | ETA: 0:00:01
2023-04-13 22:16:08,595 Epoch 16, MPJPE: 92.9395, PA-MPJPE: 59.6528, ACCEL: 5.1356, PVE: 113.5520, ACCEL_ERR: 9.4916,
2023-04-13 22:16:08,597 Epoch 17 performance: 59.6528
2023-04-13 22:19:12,183 (500/500) | Total: 0:03:00 | ETA: 0:00:01 | loss: 2.71 | 2d: 1.59 | 3d: 0.73 | loss_kp_2d: 1.200 | loss_kp_3d: 0.602 | e_m_disc_loss: 0.174 | d_m_disc_real: 0.092 | d_m_disc_fake: 0.096 | d_m_disc_loss: 0.188 | data: 0.32 | forward: 0.07 | loss: 0.01 | backward: 0.06 | batch: 0.45
2023-04-13 22:20:49,321 (318/318) | batch: 968.1ms | Total: 0:01:36 | ETA: 0:00:01
2023-04-13 22:21:13,785 Epoch 17, MPJPE: 93.5294, PA-MPJPE: 59.6840, ACCEL: 5.1611, PVE: 114.3093, ACCEL_ERR: 9.5001,
2023-04-13 22:21:13,808 Epoch 18 performance: 59.6840
2023-04-13 22:25:13,157 (500/500) | Total: 0:03:56 | ETA: 0:00:01 | loss: 2.65 | 2d: 1.54 | 3d: 0.73 | loss_kp_2d: 1.346 | loss_kp_3d: 0.930 | e_m_disc_loss: 0.236 | d_m_disc_real: 0.055 | d_m_disc_fake: 0.063 | d_m_disc_loss: 0.118 | data: 0.01 | forward: 0.06 | loss: 0.01 | backward: 0.06 | batch: 0.14
2023-04-13 22:26:50,142 (318/318) | batch: 966.7ms | Total: 0:01:36 | ETA: 0:00:01
2023-04-13 22:27:13,184 Epoch 18, MPJPE: 92.7814, PA-MPJPE: 59.6132, ACCEL: 5.0742, PVE: 113.7633, ACCEL_ERR: 9.4444,
2023-04-13 22:27:13,187 Epoch 19 performance: 59.6132
2023-04-13 22:31:08,075 (500/500) | Total: 0:03:52 | ETA: 0:00:01 | loss: 2.66 | 2d: 1.56 | 3d: 0.69 | loss_kp_2d: 1.351 | loss_kp_3d: 0.600 | e_m_disc_loss: 0.305 | d_m_disc_real: 0.059 | d_m_disc_fake: 0.039 | d_m_disc_loss: 0.098 | data: 0.45 | forward: 0.07 | loss: 0.01 | backward: 0.06 | batch: 0.58
2023-04-13 22:32:45,246 (318/318) | batch: 968.6ms | Total: 0:01:36 | ETA: 0:00:01
2023-04-13 22:33:07,775 Epoch 19, MPJPE: 93.3983, PA-MPJPE: 59.8018, ACCEL: 5.1157, PVE: 116.6186, ACCEL_ERR: 9.4740,
2023-04-13 22:33:07,777 Epoch 20 performance: 59.8018
2023-04-13 22:36:51,642 (500/500) | Total: 0:03:41 | ETA: 0:00:01 | loss: 2.78 | 2d: 1.65 | 3d: 0.72 | loss_kp_2d: 1.600 | loss_kp_3d: 1.144 | e_m_disc_loss: 0.287 | d_m_disc_real: 0.072 | d_m_disc_fake: 0.046 | d_m_disc_loss: 0.118 | data: 0.13 | forward: 0.07 | loss: 0.01 | backward: 0.06 | batch: 0.26
2023-04-13 22:38:28,703 (318/318) | batch: 967.1ms | Total: 0:01:36 | ETA: 0:00:01
2023-04-13 22:38:51,495 Epoch 20, MPJPE: 94.6204, PA-MPJPE: 59.9308, ACCEL: 5.1009, PVE: 117.5789, ACCEL_ERR: 9.4649,
2023-04-13 22:38:51,500 Epoch 21 performance: 59.9308
2023-04-13 22:42:41,671 (500/500) | Total: 0:03:47 | ETA: 0:00:01 | loss: 2.72 | 2d: 1.59 | 3d: 0.73 | loss_kp_2d: 1.648 | loss_kp_3d: 0.498 | e_m_disc_loss: 0.312 | d_m_disc_real: 0.056 | d_m_disc_fake: 0.051 | d_m_disc_loss: 0.107 | data: 0.08 | forward: 0.06 | loss: 0.01 | backward: 0.06 | batch: 0.22
2023-04-13 22:44:18,375 (318/318) | batch: 964.1ms | Total: 0:01:36 | ETA: 0:00:01
2023-04-13 22:44:41,014 Epoch 21, MPJPE: 94.6578, PA-MPJPE: 59.8266, ACCEL: 5.0693, PVE: 117.2726, ACCEL_ERR: 9.4467,
2023-04-13 22:44:41,017 Epoch 22 performance: 59.8266
2023-04-13 22:48:30,779 (500/500) | Total: 0:03:47 | ETA: 0:00:01 | loss: 2.68 | 2d: 1.57 | 3d: 0.71 | loss_kp_2d: 1.159 | loss_kp_3d: 0.456 | e_m_disc_loss: 0.333 | d_m_disc_real: 0.073 | d_m_disc_fake: 0.032 | d_m_disc_loss: 0.105 | data: 0.01 | forward: 0.06 | loss: 0.01 | backward: 0.06 | batch: 0.14
2023-04-13 22:50:07,435 (318/318) | batch: 963.7ms | Total: 0:01:36 | ETA: 0:00:01
2023-04-13 22:50:29,891 Epoch 22, MPJPE: 94.6413, PA-MPJPE: 59.9065, ACCEL: 5.0676, PVE: 116.9415, ACCEL_ERR: 9.4489,
2023-04-13 22:50:29,894 Epoch 23 performance: 59.9065
2023-04-13 22:54:22,187 (500/500) | Total: 0:03:49 | ETA: 0:00:01 | loss: 2.65 | 2d: 1.52 | 3d: 0.72 | loss_kp_2d: 1.840 | loss_kp_3d: 0.637 | e_m_disc_loss: 0.292 | d_m_disc_real: 0.051 | d_m_disc_fake: 0.058 | d_m_disc_loss: 0.109 | data: 0.01 | forward: 0.06 | loss: 0.01 | backward: 0.06 | batch: 0.14
2023-04-13 22:55:59,051 (318/318) | batch: 965.1ms | Total: 0:01:36 | ETA: 0:00:01
2023-04-13 22:56:21,004 Epoch 23, MPJPE: 94.6446, PA-MPJPE: 59.9598, ACCEL: 5.0747, PVE: 116.5534, ACCEL_ERR: 9.4566,
2023-04-13 22:56:21,031 Epoch 24 performance: 59.9598
2023-04-13 23:00:23,030 (500/500) | Total: 0:03:59 | ETA: 0:00:01 | loss: 2.73 | 2d: 1.61 | 3d: 0.71 | loss_kp_2d: 1.381 | loss_kp_3d: 0.858 | e_m_disc_loss: 0.305 | d_m_disc_real: 0.052 | d_m_disc_fake: 0.045 | d_m_disc_loss: 0.098 | data: 0.01 | forward: 0.06 | loss: 0.01 | backward: 0.06 | batch: 0.14
2023-04-13 23:01:59,699 (318/318) | batch: 963.4ms | Total: 0:01:36 | ETA: 0:00:01
2023-04-13 23:02:21,960 Epoch 24, MPJPE: 94.7363, PA-MPJPE: 60.0010, ACCEL: 5.0827, PVE: 116.2876, ACCEL_ERR: 9.4653,
2023-04-13 23:02:21,962 Epoch 25 performance: 60.0010
2023-04-13 23:06:20,376 (500/500) | Total: 0:03:55 | ETA: 0:00:01 | loss: 2.74 | 2d: 1.60 | 3d: 0.73 | loss_kp_2d: 1.221 | loss_kp_3d: 0.919 | e_m_disc_loss: 0.336 | d_m_disc_real: 0.062 | d_m_disc_fake: 0.027 | d_m_disc_loss: 0.089 | data: 0.01 | forward: 0.06 | loss: 0.01 | backward: 0.06 | batch: 0.14
2023-04-13 23:07:57,586 (318/318) | batch: 968.9ms | Total: 0:01:36 | ETA: 0:00:01
2023-04-13 23:08:19,979 Epoch 25, MPJPE: 94.6485, PA-MPJPE: 59.9507, ACCEL: 5.0887, PVE: 116.1056, ACCEL_ERR: 9.4755,
2023-04-13 23:08:19,982 Epoch 26 performance: 59.9507
2023-04-13 23:12:08,368 (500/500) | Total: 0:03:45 | ETA: 0:00:01 | loss: 2.65 | 2d: 1.52 | 3d: 0.72 | loss_kp_2d: 1.262 | loss_kp_3d: 0.466 | e_m_disc_loss: 0.280 | d_m_disc_real: 0.068 | d_m_disc_fake: 0.063 | d_m_disc_loss: 0.131 | data: 0.01 | forward: 0.06 | loss: 0.01 | backward: 0.06 | batch: 0.14
2023-04-13 23:13:45,171 (318/318) | batch: 964.9ms | Total: 0:01:36 | ETA: 0:00:01
2023-04-13 23:14:07,768 Epoch 26, MPJPE: 94.8046, PA-MPJPE: 59.9267, ACCEL: 5.0766, PVE: 116.1016, ACCEL_ERR: 9.4659,
2023-04-13 23:14:07,771 Epoch 27 performance: 59.9267
2023-04-13 23:17:56,896 (500/500) | Total: 0:03:46 | ETA: 0:00:01 | loss: 2.77 | 2d: 1.62 | 3d: 0.74 | loss_kp_2d: 1.361 | loss_kp_3d: 0.589 | e_m_disc_loss: 0.285 | d_m_disc_real: 0.049 | d_m_disc_fake: 0.046 | d_m_disc_loss: 0.096 | data: 0.59 | forward: 0.06 | loss: 0.01 | backward: 0.06 | batch: 0.73
2023-04-13 23:19:33,680 (318/318) | batch: 964.8ms | Total: 0:01:36 | ETA: 0:00:01
2023-04-13 23:19:53,969 Epoch 27, MPJPE: 94.8111, PA-MPJPE: 59.9247, ACCEL: 5.0756, PVE: 116.1019, ACCEL_ERR: 9.4651,
2023-04-13 23:19:53,971 Epoch 28 performance: 59.9247
2023-04-13 23:23:19,633 (500/500) | Total: 0:03:22 | ETA: 0:00:01 | loss: 2.65 | 2d: 1.53 | 3d: 0.72 | loss_kp_2d: 1.651 | loss_kp_3d: 0.867 | e_m_disc_loss: 0.319 | d_m_disc_real: 0.052 | d_m_disc_fake: 0.035 | d_m_disc_loss: 0.087 | data: 0.37 | forward: 0.06 | loss: 0.01 | backward: 0.06 | batch: 0.50
2023-04-13 23:24:56,343 (318/318) | batch: 963.8ms | Total: 0:01:36 | ETA: 0:00:01
2023-04-13 23:25:16,121 Epoch 28, MPJPE: 94.8311, PA-MPJPE: 59.9154, ACCEL: 5.0752, PVE: 116.1071, ACCEL_ERR: 9.4642,
2023-04-13 23:25:16,124 Epoch 29 performance: 59.9154
2023-04-13 23:28:34,118 (500/500) | Total: 0:03:15 | ETA: 0:00:01 | loss: 2.74 | 2d: 1.60 | 3d: 0.73 | loss_kp_2d: 1.676 | loss_kp_3d: 0.667 | e_m_disc_loss: 0.280 | d_m_disc_real: 0.074 | d_m_disc_fake: 0.051 | d_m_disc_loss: 0.125 | data: 0.47 | forward: 0.06 | loss: 0.01 | backward: 0.06 | batch: 0.61
2023-04-13 23:30:10,907 (318/318) | batch: 964.7ms | Total: 0:01:36 | ETA: 0:00:01
2023-04-13 23:30:31,017 Epoch 29, MPJPE: 94.7886, PA-MPJPE: 59.8964, ACCEL: 5.0744, PVE: 116.0569, ACCEL_ERR: 9.4630,
2023-04-13 23:30:31,020 Epoch 30 performance: 59.8964
2023-04-13 23:34:08,613 (500/500) | Total: 0:03:34 | ETA: 0:00:01 | loss: 2.74 | 2d: 1.58 | 3d: 0.75 | loss_kp_2d: 1.040 | loss_kp_3d: 0.645 | e_m_disc_loss: 0.303 | d_m_disc_real: 0.063 | d_m_disc_fake: 0.044 | d_m_disc_loss: 0.107 | data: 0.01 | forward: 0.06 | loss: 0.01 | backward: 0.06 | batch: 0.14
2023-04-13 23:35:45,314 (318/318) | batch: 963.9ms | Total: 0:01:36 | ETA: 0:00:01
2023-04-13 23:36:05,780 Epoch 30, MPJPE: 94.7819, PA-MPJPE: 59.8903, ACCEL: 5.0755, PVE: 116.0448, ACCEL_ERR: 9.4626,
2023-04-13 23:36:05,782 Epoch 31 performance: 59.8903
2023-04-13 23:39:54,324 (500/500) | Total: 0:03:45 | ETA: 0:00:01 | loss: 2.67 | 2d: 1.56 | 3d: 0.71 | loss_kp_2d: 1.193 | loss_kp_3d: 0.528 | e_m_disc_loss: 0.274 | d_m_disc_real: 0.088 | d_m_disc_fake: 0.052 | d_m_disc_loss: 0.140 | data: 0.67 | forward: 0.07 | loss: 0.01 | backward: 0.06 | batch: 0.80
2023-04-13 23:41:31,175 (318/318) | batch: 965.1ms | Total: 0:01:36 | ETA: 0:00:01
2023-04-13 23:41:51,879 Epoch 31, MPJPE: 94.7581, PA-MPJPE: 59.8756, ACCEL: 5.0756, PVE: 116.0117, ACCEL_ERR: 9.4629,
2023-04-13 23:41:51,882 Epoch 32 performance: 59.8756
2023-04-13 23:45:36,747 (500/500) | Total: 0:03:42 | ETA: 0:00:01 | loss: 2.81 | 2d: 1.66 | 3d: 0.75 | loss_kp_2d: 1.901 | loss_kp_3d: 0.645 | e_m_disc_loss: 0.331 | d_m_disc_real: 0.059 | d_m_disc_fake: 0.036 | d_m_disc_loss: 0.095 | data: 0.01 | forward: 0.06 | loss: 0.01 | backward: 0.06 | batch: 0.14
2023-04-13 23:47:13,661 (318/318) | batch: 965.9ms | Total: 0:01:36 | ETA: 0:00:01
2023-04-13 23:47:34,305 Epoch 32, MPJPE: 94.7562, PA-MPJPE: 59.8710, ACCEL: 5.0741, PVE: 116.0022, ACCEL_ERR: 9.4630,
2023-04-13 23:47:34,308 Epoch 33 performance: 59.8710
2023-04-13 23:51:23,320 (500/500) | Total: 0:03:46 | ETA: 0:00:01 | loss: 2.67 | 2d: 1.54 | 3d: 0.73 | loss_kp_2d: 1.605 | loss_kp_3d: 0.526 | e_m_disc_loss: 0.331 | d_m_disc_real: 0.049 | d_m_disc_fake: 0.037 | d_m_disc_loss: 0.086 | data: 1.00 | forward: 0.06 | loss: 0.01 | backward: 0.06 | batch: 1.14
2023-04-13 23:53:00,304 (318/318) | batch: 965.9ms | Total: 0:01:36 | ETA: 0:00:01
2023-04-13 23:53:19,928 Epoch 33, MPJPE: 94.7544, PA-MPJPE: 59.8711, ACCEL: 5.0741, PVE: 115.9984, ACCEL_ERR: 9.4631,
2023-04-13 23:53:19,931 Epoch 34 performance: 59.8711
2023-04-13 23:56:54,996 (500/500) | Total: 0:03:32 | ETA: 0:00:01 | loss: 2.70 | 2d: 1.58 | 3d: 0.72 | loss_kp_2d: 1.807 | loss_kp_3d: 0.513 | e_m_disc_loss: 0.288 | d_m_disc_real: 0.070 | d_m_disc_fake: 0.058 | d_m_disc_loss: 0.128 | data: 0.01 | forward: 0.06 | loss: 0.01 | backward: 0.06 | batch: 0.14
2023-04-13 23:58:31,782 (318/318) | batch: 964.2ms | Total: 0:01:36 | ETA: 0:00:01
2023-04-13 23:58:54,598 Epoch 34, MPJPE: 94.7539, PA-MPJPE: 59.8709, ACCEL: 5.0740, PVE: 115.9962, ACCEL_ERR: 9.4632,
2023-04-13 23:58:54,601 Epoch 35 performance: 59.8709
2023-04-14 00:02:43,639 (500/500) | Total: 0:03:46 | ETA: 0:00:01 | loss: 2.65 | 2d: 1.52 | 3d: 0.72 | loss_kp_2d: 1.061 | loss_kp_3d: 0.473 | e_m_disc_loss: 0.304 | d_m_disc_real: 0.083 | d_m_disc_fake: 0.049 | d_m_disc_loss: 0.132 | data: 0.01 | forward: 0.06 | loss: 0.01 | backward: 0.06 | batch: 0.14
2023-04-14 00:04:20,596 (318/318) | batch: 966.6ms | Total: 0:01:36 | ETA: 0:00:01
2023-04-14 00:04:43,085 Epoch 35, MPJPE: 94.7526, PA-MPJPE: 59.8704, ACCEL: 5.0740, PVE: 115.9935, ACCEL_ERR: 9.4632,
2023-04-14 00:04:43,088 Epoch 36 performance: 59.8704
2023-04-14 00:08:26,520 (500/500) | Total: 0:03:40 | ETA: 0:00:01 | loss: 2.76 | 2d: 1.61 | 3d: 0.74 | loss_kp_2d: 1.768 | loss_kp_3d: 0.810 | e_m_disc_loss: 0.283 | d_m_disc_real: 0.059 | d_m_disc_fake: 0.059 | d_m_disc_loss: 0.117 | data: 0.53 | forward: 0.07 | loss: 0.01 | backward: 0.06 | batch: 0.67
2023-04-14 00:10:03,634 (318/318) | batch: 967.4ms | Total: 0:01:36 | ETA: 0:00:01
2023-04-14 00:10:26,753 Epoch 36, MPJPE: 94.7524, PA-MPJPE: 59.8700, ACCEL: 5.0740, PVE: 115.9918, ACCEL_ERR: 9.4632,
2023-04-14 00:10:26,756 Epoch 37 performance: 59.8700
2023-04-14 00:14:11,206 (500/500) | Total: 0:03:41 | ETA: 0:00:01 | loss: 2.87 | 2d: 1.74 | 3d: 0.73 | loss_kp_2d: 1.523 | loss_kp_3d: 0.664 | e_m_disc_loss: 0.283 | d_m_disc_real: 0.034 | d_m_disc_fake: 0.054 | d_m_disc_loss: 0.088 | data: 0.01 | forward: 0.06 | loss: 0.01 | backward: 0.06 | batch: 0.14
2023-04-14 00:15:48,562 (318/318) | batch: 970.4ms | Total: 0:01:37 | ETA: 0:00:01
2023-04-14 00:16:11,253 Epoch 37, MPJPE: 94.7514, PA-MPJPE: 59.8697, ACCEL: 5.0740, PVE: 115.9901, ACCEL_ERR: 9.4630,
2023-04-14 00:16:11,255 Epoch 38 performance: 59.8697
2023-04-14 00:20:03,120 (500/500) | Total: 0:03:49 | ETA: 0:00:01 | loss: 2.75 | 2d: 1.59 | 3d: 0.76 | loss_kp_2d: 2.158 | loss_kp_3d: 0.725 | e_m_disc_loss: 0.271 | d_m_disc_real: 0.066 | d_m_disc_fake: 0.076 | d_m_disc_loss: 0.142 | data: 0.01 | forward: 0.06 | loss: 0.01 | backward: 0.06 | batch: 0.14
2023-04-14 00:21:39,889 (318/318) | batch: 964.1ms | Total: 0:01:36 | ETA: 0:00:01
2023-04-14 00:22:03,844 Epoch 38, MPJPE: 94.7507, PA-MPJPE: 59.8696, ACCEL: 5.0740, PVE: 115.9888, ACCEL_ERR: 9.4630,
2023-04-14 00:22:03,847 Epoch 39 performance: 59.8696
2023-04-14 00:25:57,781 (500/500) | Total: 0:03:51 | ETA: 0:00:01 | loss: 2.70 | 2d: 1.57 | 3d: 0.73 | loss_kp_2d: 1.815 | loss_kp_3d: 0.451 | e_m_disc_loss: 0.285 | d_m_disc_real: 0.036 | d_m_disc_fake: 0.058 | d_m_disc_loss: 0.094 | data: 0.01 | forward: 0.06 | loss: 0.01 | backward: 0.06 | batch: 0.14
2023-04-14 00:27:35,146 (318/318) | batch: 970.2ms | Total: 0:01:37 | ETA: 0:00:01
2023-04-14 00:27:58,232 Epoch 39, MPJPE: 94.7505, PA-MPJPE: 59.8687, ACCEL: 5.0739, PVE: 115.9879, ACCEL_ERR: 9.4628,
2023-04-14 00:27:58,234 Epoch 40 performance: 59.8687
2023-04-14 00:31:48,622 (500/500) | Total: 0:03:47 | ETA: 0:00:01 | loss: 2.70 | 2d: 1.55 | 3d: 0.74 | loss_kp_2d: 1.219 | loss_kp_3d: 0.571 | e_m_disc_loss: 0.291 | d_m_disc_real: 0.073 | d_m_disc_fake: 0.059 | d_m_disc_loss: 0.132 | data: 0.01 | forward: 0.06 | loss: 0.01 | backward: 0.06 | batch: 0.15
2023-04-14 00:33:25,657 (318/318) | batch: 967.3ms | Total: 0:01:36 | ETA: 0:00:01
2023-04-14 00:33:48,750 Epoch 40, MPJPE: 94.7487, PA-MPJPE: 59.8682, ACCEL: 5.0739, PVE: 115.9849, ACCEL_ERR: 9.4628,
2023-04-14 00:33:48,754 Epoch 41 performance: 59.8682
2023-04-14 00:37:30,387 (500/500) | Total: 0:03:38 | ETA: 0:00:01 | loss: 2.68 | 2d: 1.56 | 3d: 0.71 | loss_kp_2d: 1.275 | loss_kp_3d: 0.811 | e_m_disc_loss: 0.302 | d_m_disc_real: 0.067 | d_m_disc_fake: 0.052 | d_m_disc_loss: 0.118 | data: 0.01 | forward: 0.06 | loss: 0.01 | backward: 0.06 | batch: 0.14
2023-04-14 00:39:07,128 (318/318) | batch: 964.3ms | Total: 0:01:36 | ETA: 0:00:01
2023-04-14 00:39:28,363 Epoch 41, MPJPE: 94.7463, PA-MPJPE: 59.8674, ACCEL: 5.0737, PVE: 115.9820, ACCEL_ERR: 9.4627,
2023-04-14 00:39:28,366 Epoch 42 performance: 59.8674
2023-04-14 00:42:51,167 (500/500) | Total: 0:03:20 | ETA: 0:00:01 | loss: 2.69 | 2d: 1.56 | 3d: 0.72 | loss_kp_2d: 0.953 | loss_kp_3d: 0.621 | e_m_disc_loss: 0.347 | d_m_disc_real: 0.043 | d_m_disc_fake: 0.035 | d_m_disc_loss: 0.078 | data: 0.28 | forward: 0.07 | loss: 0.01 | backward: 0.06 | batch: 0.41
2023-04-14 00:44:27,936 (318/318) | batch: 964.6ms | Total: 0:01:36 | ETA: 0:00:01
2023-04-14 00:44:50,980 Epoch 42, MPJPE: 94.7468, PA-MPJPE: 59.8671, ACCEL: 5.0735, PVE: 115.9815, ACCEL_ERR: 9.4625,
2023-04-14 00:44:50,983 Epoch 43 performance: 59.8671
2023-04-14 00:48:39,930 (500/500) | Total: 0:03:46 | ETA: 0:00:01 | loss: 2.67 | 2d: 1.55 | 3d: 0.71 | loss_kp_2d: 1.217 | loss_kp_3d: 0.623 | e_m_disc_loss: 0.292 | d_m_disc_real: 0.050 | d_m_disc_fake: 0.051 | d_m_disc_loss: 0.100 | data: 0.01 | forward: 0.06 | loss: 0.01 | backward: 0.06 | batch: 0.14
2023-04-14 00:50:16,710 (318/318) | batch: 964.7ms | Total: 0:01:36 | ETA: 0:00:01
2023-04-14 00:50:39,569 Epoch 43, MPJPE: 94.7457, PA-MPJPE: 59.8665, ACCEL: 5.0733, PVE: 115.9792, ACCEL_ERR: 9.4624,
2023-04-14 00:50:39,572 Epoch 44 performance: 59.8665
2023-04-14 00:54:41,370 (500/500) | Total: 0:03:59 | ETA: 0:00:01 | loss: 2.67 | 2d: 1.55 | 3d: 0.71 | loss_kp_2d: 1.320 | loss_kp_3d: 0.822 | e_m_disc_loss: 0.287 | d_m_disc_real: 0.028 | d_m_disc_fake: 0.069 | d_m_disc_loss: 0.097 | data: 0.01 | forward: 0.06 | loss: 0.01 | backward: 0.06 | batch: 0.14
2023-04-14 00:56:18,551 (318/318) | batch: 968.8ms | Total: 0:01:36 | ETA: 0:00:01
2023-04-14 00:56:40,173 Epoch 44, MPJPE: 94.7451, PA-MPJPE: 59.8661, ACCEL: 5.0733, PVE: 115.9792, ACCEL_ERR: 9.4624,
2023-04-14 00:56:40,175 Epoch 45 performance: 59.8661