/content/code/hrnet/tools/../lib/models/pose_hrnet.py:487: SyntaxWarning: "is" with a literal. Did you mean "=="?
  or self.pretrained_layers[0] is '*':
/content/code/hrnet/tools/../lib/models/pose_vhr.py:638: SyntaxWarning: "is" with a literal. Did you mean "=="?
  or self.pretrained_layers[0] is '*':
=> creating output/ak_P2/vhr_birdpose_s/ak/pose_vhr/w32_256x256_adam_lr1e-3_ak_vhr_s
=> creating log/ak_P2/vhr_birdpose_s/ak/pose_vhr/w32_256x256_adam_lr1e-3_ak_vhr_s_2024-03-22-18-05
Namespace(cfg='experiments/mpii/vhrbirdpose/w32_256x256_adam_lr1e-3_ak_vhr_s.yaml', opts=[], modelDir='', logDir='', dataDir='', prevModelDir='')
AUTO_RESUME: True
CUDNN:
  BENCHMARK: True
  DETERMINISTIC: False
  ENABLED: True
DATASET:
  COLOR_RGB: False
  DATASET: ak
  DATA_FORMAT: jpg
  FLIP: True
  HYBRID_JOINTS_TYPE: 
  NUM_JOINTS_HALF_BODY: 11
  PROB_HALF_BODY: -1.0
  ROOT: data/ak_P2
  ROT_FACTOR: 30
  SCALE_FACTOR: 0.25
  SELECT_DATA: False
  TEST_SET: test
  TRAIN_SET: train
DATA_DIR: 
DEBUG:
  DEBUG: True
  SAVE_BATCH_IMAGES_GT: True
  SAVE_BATCH_IMAGES_PRED: True
  SAVE_HEATMAPS_GT: True
  SAVE_HEATMAPS_PRED: True
GPUS: (0,)
LOG_DIR: log/ak_P2/vhr_birdpose_s
LOSS:
  TOPK: 8
  USE_DIFFERENT_JOINTS_WEIGHT: False
  USE_OHKM: False
  USE_TARGET_WEIGHT: True
MODEL:
  EXTRA:
    FINAL_CONV_KERNEL: 1
    FUSE_STREGY: add
    PRETRAINED_LAYERS: ['conv1', 'bn1', 'conv2', 'bn2', 'layer1', 'transition1', 'stage2', 'transition2', 'stage3', 'transition3', 'stage4']
    STAGE2:
      BLOCK: BASIC
      FUSE_METHOD: SUM
      NUM_BLOCKS: [4, 4]
      NUM_BRANCHES: 2
      NUM_CHANNELS: [32, 64]
      NUM_MODULES: 1
    STAGE3:
      BLOCK: BASIC
      FUSE_METHOD: SUM
      NUM_BLOCKS: [4, 4, 4]
      NUM_BRANCHES: 3
      NUM_CHANNELS: [32, 64, 128]
      NUM_MODULES: 4
    STAGE4:
      BLOCK: BASIC
      FUSE_METHOD: SUM
      NUM_BLOCKS: [4, 4, 4, 4]
      NUM_BRANCHES: 4
      NUM_CHANNELS: [32, 64, 128, 256]
      NUM_MODULES: 3
    VIT:
      DEPTH: 6
      NUM_HEADS: 12
  HEATMAP_SIZE: [64, 64]
  IMAGE_SIZE: [256, 256]
  INIT_WEIGHTS: True
  NAME: pose_vhr
  NUM_JOINTS: 23
  PRETRAINED: /content/all_animals_no_pretrain_60.pth
  SIGMA: 2
  TAG_PER_JOINT: True
  TARGET_TYPE: gaussian
OUTPUT_DIR: output/ak_P2/vhr_birdpose_s
PIN_MEMORY: True
PRINT_FREQ: 100
RANK: 0
TEST:
  BATCH_SIZE_PER_GPU: 8
  BBOX_THRE: 1.0
  COCO_BBOX_FILE: 
  FLIP_TEST: True
  IMAGE_THRE: 0.1
  IN_VIS_THRE: 0.0
  MODEL_FILE: C:\Users\Austin\Desktop\Agent\animal-pose-estimation\animal-kingdom\2024_ICME_Challenge\code\hrnet\modelDir\all_animals.pth
  NMS_THRE: 0.6
  OKS_THRE: 0.5
  POST_PROCESS: True
  SHIFT_HEATMAP: True
  SOFT_NMS: False
  USE_GT_BBOX: False
TRAIN:
  BATCH_SIZE_PER_GPU: 8
  BEGIN_EPOCH: 72
  CHECKPOINT: 
  END_EPOCH: 300
  GAMMA1: 0.99
  GAMMA2: 0.0
  LR: 0.001
  LR_FACTOR: 0.1
  LR_STEP: [170, 200]
  MOMENTUM: 0.9
  NESTEROV: False
  OPTIMIZER: adam
  RESUME: False
  SHUFFLE: True
  WD: 0.0001
WORKERS: 2
=> init weights from normal distribution
=> loading pretrained model /content/all_animals_no_pretrain_60.pth
2024-03-22 18:05:43.288868: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:9261] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
2024-03-22 18:05:43.288983: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:607] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered
2024-03-22 18:05:43.426023: E external/local_xla/xla/stream_executor/cuda/cuda_blas.cc:1515] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
2024-03-22 18:05:45.866101: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT

Total Parameters: 106,127,951
----------------------------------------------------------------------------------------------------------------------------------
Total Multiply Adds (For Convolution and Linear Layers only): 80.5721435546875 GFLOPs
----------------------------------------------------------------------------------------------------------------------------------
Number of Layers
Conv2d : 296 layers   PatchEmbed : 1 layers   LayerNorm : 13 layers   Linear : 24 layers   Dropout : 18 layers   Attention : 6 layers   Identity : 2 layers   GELU : 6 layers   Mlp : 6 layers   Block : 6 layers   DropPath : 10 layers   ConvTranspose2d : 1 layers   MyViTNet : 1 layers   BatchNorm2d : 292 layers   ReLU : 261 layers   Bottleneck : 4 layers   BasicBlock : 104 layers   Upsample : 28 layers   HighResolutionModule : 8 layers   AddFeatureCombiner : 1 layers   
=> load 30216 samples
=> load 2883 samples
Epoch: [72][0/3777]	Time 7.835s (7.835s)	Speed 1.0 samples/s	Data 0.400s (0.400s)	Loss 0.00063 (0.00063)	Accuracy 0.105 (0.105)
Epoch: [72][100/3777]	Time 0.599s (0.628s)	Speed 13.4 samples/s	Data 0.000s (0.010s)	Loss 0.00029 (0.00045)	Accuracy 0.850 (0.674)
Epoch: [72][200/3777]	Time 0.511s (0.588s)	Speed 15.7 samples/s	Data 0.001s (0.008s)	Loss 0.00034 (0.00041)	Accuracy 0.818 (0.712)
Epoch: [72][300/3777]	Time 0.514s (0.574s)	Speed 15.6 samples/s	Data 0.001s (0.006s)	Loss 0.00046 (0.00040)	Accuracy 0.690 (0.721)
Epoch: [72][400/3777]	Time 0.514s (0.568s)	Speed 15.6 samples/s	Data 0.001s (0.006s)	Loss 0.00031 (0.00038)	Accuracy 0.835 (0.733)
Epoch: [72][500/3777]	Time 0.516s (0.564s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00042 (0.00038)	Accuracy 0.675 (0.735)
Epoch: [72][600/3777]	Time 0.650s (0.562s)	Speed 12.3 samples/s	Data 0.001s (0.005s)	Loss 0.00048 (0.00038)	Accuracy 0.606 (0.739)
Epoch: [72][700/3777]	Time 0.601s (0.559s)	Speed 13.3 samples/s	Data 0.001s (0.005s)	Loss 0.00032 (0.00037)	Accuracy 0.676 (0.740)
Epoch: [72][800/3777]	Time 0.524s (0.557s)	Speed 15.3 samples/s	Data 0.001s (0.005s)	Loss 0.00027 (0.00037)	Accuracy 0.880 (0.744)
Epoch: [72][900/3777]	Time 0.516s (0.556s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00047 (0.00037)	Accuracy 0.619 (0.746)
Epoch: [72][1000/3777]	Time 0.513s (0.556s)	Speed 15.6 samples/s	Data 0.001s (0.005s)	Loss 0.00033 (0.00037)	Accuracy 0.436 (0.746)
Epoch: [72][1100/3777]	Time 0.517s (0.555s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00040 (0.00037)	Accuracy 0.702 (0.746)
Epoch: [72][1200/3777]	Time 0.576s (0.555s)	Speed 13.9 samples/s	Data 0.008s (0.005s)	Loss 0.00042 (0.00037)	Accuracy 0.522 (0.746)
Epoch: [72][1300/3777]	Time 0.597s (0.554s)	Speed 13.4 samples/s	Data 0.007s (0.005s)	Loss 0.00034 (0.00037)	Accuracy 0.759 (0.748)
Epoch: [72][1400/3777]	Time 0.515s (0.553s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00030 (0.00037)	Accuracy 0.733 (0.748)
Epoch: [72][1500/3777]	Time 0.520s (0.553s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00033 (0.00037)	Accuracy 0.818 (0.748)
Epoch: [72][1600/3777]	Time 0.516s (0.553s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00046 (0.00037)	Accuracy 0.606 (0.748)
Epoch: [72][1700/3777]	Time 0.521s (0.553s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00039 (0.00037)	Accuracy 0.703 (0.748)
Epoch: [72][1800/3777]	Time 0.517s (0.552s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00038 (0.00037)	Accuracy 0.801 (0.749)
Epoch: [72][1900/3777]	Time 0.611s (0.552s)	Speed 13.1 samples/s	Data 0.007s (0.005s)	Loss 0.00038 (0.00037)	Accuracy 0.812 (0.749)
Epoch: [72][2000/3777]	Time 0.608s (0.552s)	Speed 13.2 samples/s	Data 0.010s (0.005s)	Loss 0.00039 (0.00037)	Accuracy 0.746 (0.750)
Epoch: [72][2100/3777]	Time 0.519s (0.551s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00041 (0.00036)	Accuracy 0.687 (0.750)
Epoch: [72][2200/3777]	Time 0.518s (0.551s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00035 (0.00036)	Accuracy 0.843 (0.751)
Epoch: [72][2300/3777]	Time 0.514s (0.551s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00036 (0.00036)	Accuracy 0.764 (0.751)
Epoch: [72][2400/3777]	Time 0.511s (0.551s)	Speed 15.7 samples/s	Data 0.000s (0.005s)	Loss 0.00031 (0.00036)	Accuracy 0.747 (0.751)
Epoch: [72][2500/3777]	Time 0.521s (0.551s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00035 (0.00036)	Accuracy 0.727 (0.751)
Epoch: [72][2600/3777]	Time 0.638s (0.551s)	Speed 12.5 samples/s	Data 0.009s (0.005s)	Loss 0.00036 (0.00036)	Accuracy 0.639 (0.752)
Epoch: [72][2700/3777]	Time 0.519s (0.550s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00034 (0.00036)	Accuracy 0.821 (0.752)
Epoch: [72][2800/3777]	Time 0.511s (0.550s)	Speed 15.7 samples/s	Data 0.001s (0.005s)	Loss 0.00033 (0.00036)	Accuracy 0.677 (0.752)
Epoch: [72][2900/3777]	Time 0.513s (0.550s)	Speed 15.6 samples/s	Data 0.001s (0.005s)	Loss 0.00037 (0.00036)	Accuracy 0.805 (0.752)
Epoch: [72][3000/3777]	Time 0.512s (0.550s)	Speed 15.6 samples/s	Data 0.001s (0.005s)	Loss 0.00045 (0.00036)	Accuracy 0.662 (0.753)
Epoch: [72][3100/3777]	Time 0.516s (0.550s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00039 (0.00036)	Accuracy 0.696 (0.752)
Epoch: [72][3200/3777]	Time 0.573s (0.550s)	Speed 14.0 samples/s	Data 0.001s (0.005s)	Loss 0.00027 (0.00036)	Accuracy 0.894 (0.752)
Epoch: [72][3300/3777]	Time 0.605s (0.550s)	Speed 13.2 samples/s	Data 0.006s (0.005s)	Loss 0.00025 (0.00036)	Accuracy 0.785 (0.752)
Epoch: [72][3400/3777]	Time 0.514s (0.550s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00035 (0.00036)	Accuracy 0.777 (0.752)
Epoch: [72][3500/3777]	Time 0.520s (0.550s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00025 (0.00036)	Accuracy 0.808 (0.752)
Epoch: [72][3600/3777]	Time 0.513s (0.550s)	Speed 15.6 samples/s	Data 0.001s (0.005s)	Loss 0.00047 (0.00036)	Accuracy 0.741 (0.753)
Epoch: [72][3700/3777]	Time 0.522s (0.550s)	Speed 15.3 samples/s	Data 0.000s (0.005s)	Loss 0.00150 (0.00036)	Accuracy 0.659 (0.753)
Test: [0/361]	Time 0.804 (0.804)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [100/361]	Time 0.331 (0.347)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [200/361]	Time 0.366 (0.347)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [300/361]	Time 0.325 (0.346)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
/content/code/hrnet/tools/../lib/dataset/ak.py:270: RuntimeWarning: divide by zero encountered in divide
  scaled_uv_err = np.divide(uv_err, scale)
/content/code/hrnet/tools/../lib/dataset/ak.py:271: RuntimeWarning: invalid value encountered in multiply
  scaled_uv_err = np.multiply(scaled_uv_err, jnt_visible)
| Arch | Head | Shoulder | Elbow | Wrist | Hip | Knee | Ankle | Mouth | Tail | Mean |
|---|---|---|---|---|---|---|---|---|---|---|
| pose_vhr | 82.433 | 74.303 | 77.837 | 77.580 | 80.691 | 80.481 | 79.833 | 84.910 | 63.024 | 78.988 |
=> saving checkpoint to output/ak_P2/vhr_birdpose_s/ak/pose_vhr/w32_256x256_adam_lr1e-3_ak_vhr_s
Epoch: [73][0/3777]	Time 0.921s (0.921s)	Speed 8.7 samples/s	Data 0.284s (0.284s)	Loss 0.00056 (0.00056)	Accuracy 0.733 (0.733)
Epoch: [73][100/3777]	Time 0.511s (0.548s)	Speed 15.6 samples/s	Data 0.000s (0.007s)	Loss 0.00051 (0.00048)	Accuracy 0.775 (0.737)
Epoch: [73][200/3777]	Time 0.510s (0.548s)	Speed 15.7 samples/s	Data 0.000s (0.006s)	Loss 0.00044 (0.00045)	Accuracy 0.770 (0.738)
Epoch: [73][300/3777]	Time 0.511s (0.546s)	Speed 15.7 samples/s	Data 0.000s (0.005s)	Loss 0.00055 (0.00044)	Accuracy 0.694 (0.743)
Epoch: [73][400/3777]	Time 0.625s (0.545s)	Speed 12.8 samples/s	Data 0.001s (0.005s)	Loss 0.00042 (0.00043)	Accuracy 0.504 (0.744)
Epoch: [73][500/3777]	Time 0.519s (0.545s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00039 (0.00042)	Accuracy 0.849 (0.747)
Epoch: [73][600/3777]	Time 0.512s (0.545s)	Speed 15.6 samples/s	Data 0.001s (0.005s)	Loss 0.00047 (0.00042)	Accuracy 0.733 (0.747)
Epoch: [73][700/3777]	Time 0.516s (0.545s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00033 (0.00041)	Accuracy 0.820 (0.749)
Epoch: [73][800/3777]	Time 0.510s (0.545s)	Speed 15.7 samples/s	Data 0.000s (0.005s)	Loss 0.00031 (0.00041)	Accuracy 0.865 (0.749)
Epoch: [73][900/3777]	Time 0.516s (0.546s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00039 (0.00041)	Accuracy 0.733 (0.751)
Epoch: [73][1000/3777]	Time 0.650s (0.546s)	Speed 12.3 samples/s	Data 0.009s (0.005s)	Loss 0.00040 (0.00040)	Accuracy 0.801 (0.752)
Epoch: [73][1100/3777]	Time 0.513s (0.545s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00037 (0.00040)	Accuracy 0.786 (0.752)
Epoch: [73][1200/3777]	Time 0.513s (0.545s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00028 (0.00040)	Accuracy 0.779 (0.752)
Epoch: [73][1300/3777]	Time 0.516s (0.545s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00028 (0.00039)	Accuracy 0.863 (0.753)
Epoch: [73][1400/3777]	Time 0.518s (0.545s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00029 (0.00039)	Accuracy 0.855 (0.753)
Epoch: [73][1500/3777]	Time 0.517s (0.546s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00035 (0.00039)	Accuracy 0.741 (0.753)
Epoch: [73][1600/3777]	Time 0.616s (0.545s)	Speed 13.0 samples/s	Data 0.001s (0.005s)	Loss 0.00036 (0.00039)	Accuracy 0.881 (0.754)
Epoch: [73][1700/3777]	Time 0.520s (0.545s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00036 (0.00039)	Accuracy 0.841 (0.755)
Epoch: [73][1800/3777]	Time 0.521s (0.545s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00033 (0.00039)	Accuracy 0.737 (0.754)
Epoch: [73][1900/3777]	Time 0.513s (0.545s)	Speed 15.6 samples/s	Data 0.001s (0.005s)	Loss 0.00037 (0.00038)	Accuracy 0.742 (0.755)
Epoch: [73][2000/3777]	Time 0.532s (0.545s)	Speed 15.0 samples/s	Data 0.000s (0.005s)	Loss 0.00036 (0.00038)	Accuracy 0.850 (0.756)
Epoch: [73][2100/3777]	Time 0.518s (0.545s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00031 (0.00038)	Accuracy 0.765 (0.756)
Epoch: [73][2200/3777]	Time 0.613s (0.545s)	Speed 13.0 samples/s	Data 0.001s (0.005s)	Loss 0.00028 (0.00038)	Accuracy 0.765 (0.757)
Epoch: [73][2300/3777]	Time 0.509s (0.545s)	Speed 15.7 samples/s	Data 0.001s (0.005s)	Loss 0.00047 (0.00038)	Accuracy 0.785 (0.756)
Epoch: [73][2400/3777]	Time 0.516s (0.545s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00037 (0.00038)	Accuracy 0.717 (0.757)
Epoch: [73][2500/3777]	Time 0.513s (0.545s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00029 (0.00038)	Accuracy 0.787 (0.757)
Epoch: [73][2600/3777]	Time 0.514s (0.545s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00047 (0.00038)	Accuracy 0.567 (0.757)
Epoch: [73][2700/3777]	Time 0.514s (0.545s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00039 (0.00037)	Accuracy 0.708 (0.757)
Epoch: [73][2800/3777]	Time 0.613s (0.545s)	Speed 13.1 samples/s	Data 0.001s (0.005s)	Loss 0.00041 (0.00037)	Accuracy 0.791 (0.757)
Epoch: [73][2900/3777]	Time 0.517s (0.545s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00023 (0.00037)	Accuracy 0.841 (0.758)
Epoch: [73][3000/3777]	Time 0.512s (0.545s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00037 (0.00037)	Accuracy 0.702 (0.758)
Epoch: [73][3100/3777]	Time 0.521s (0.545s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00028 (0.00037)	Accuracy 0.859 (0.758)
Epoch: [73][3200/3777]	Time 0.514s (0.545s)	Speed 15.6 samples/s	Data 0.001s (0.005s)	Loss 0.00038 (0.00037)	Accuracy 0.619 (0.758)
Epoch: [73][3300/3777]	Time 0.601s (0.545s)	Speed 13.3 samples/s	Data 0.001s (0.004s)	Loss 0.00049 (0.00037)	Accuracy 0.549 (0.758)
Epoch: [73][3400/3777]	Time 0.634s (0.545s)	Speed 12.6 samples/s	Data 0.001s (0.004s)	Loss 0.00027 (0.00037)	Accuracy 0.921 (0.758)
Epoch: [73][3500/3777]	Time 0.520s (0.545s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00028 (0.00037)	Accuracy 0.875 (0.759)
Epoch: [73][3600/3777]	Time 0.508s (0.545s)	Speed 15.7 samples/s	Data 0.001s (0.005s)	Loss 0.00046 (0.00037)	Accuracy 0.558 (0.758)
Epoch: [73][3700/3777]	Time 0.518s (0.545s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00045 (0.00037)	Accuracy 0.677 (0.758)
Test: [0/361]	Time 0.620 (0.620)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [100/361]	Time 0.334 (0.346)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [200/361]	Time 0.328 (0.347)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [300/361]	Time 0.328 (0.345)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
| Arch | Head | Shoulder | Elbow | Wrist | Hip | Knee | Ankle | Mouth | Tail | Mean |
|---|---|---|---|---|---|---|---|---|---|---|
| pose_vhr | 83.358 | 73.583 | 76.204 | 78.278 | 81.065 | 78.966 | 78.987 | 89.321 | 71.561 | 80.214 |
=> saving checkpoint to output/ak_P2/vhr_birdpose_s/ak/pose_vhr/w32_256x256_adam_lr1e-3_ak_vhr_s
Epoch: [74][0/3777]	Time 0.930s (0.930s)	Speed 8.6 samples/s	Data 0.316s (0.316s)	Loss 0.00041 (0.00041)	Accuracy 0.624 (0.624)
Epoch: [74][100/3777]	Time 0.513s (0.550s)	Speed 15.6 samples/s	Data 0.001s (0.007s)	Loss 0.00029 (0.00034)	Accuracy 0.628 (0.764)
Epoch: [74][200/3777]	Time 0.517s (0.549s)	Speed 15.5 samples/s	Data 0.001s (0.006s)	Loss 0.00029 (0.00035)	Accuracy 0.870 (0.761)
Epoch: [74][300/3777]	Time 0.637s (0.548s)	Speed 12.6 samples/s	Data 0.007s (0.006s)	Loss 0.00037 (0.00035)	Accuracy 0.660 (0.766)
Epoch: [74][400/3777]	Time 0.585s (0.547s)	Speed 13.7 samples/s	Data 0.001s (0.006s)	Loss 0.00033 (0.00035)	Accuracy 0.811 (0.764)
Epoch: [74][500/3777]	Time 0.525s (0.547s)	Speed 15.2 samples/s	Data 0.001s (0.006s)	Loss 0.00027 (0.00035)	Accuracy 0.767 (0.768)
Epoch: [74][600/3777]	Time 0.511s (0.547s)	Speed 15.7 samples/s	Data 0.000s (0.006s)	Loss 0.00033 (0.00035)	Accuracy 0.861 (0.770)
Epoch: [74][700/3777]	Time 0.513s (0.547s)	Speed 15.6 samples/s	Data 0.001s (0.005s)	Loss 0.00036 (0.00035)	Accuracy 0.704 (0.770)
Epoch: [74][800/3777]	Time 0.512s (0.547s)	Speed 15.6 samples/s	Data 0.001s (0.005s)	Loss 0.00028 (0.00035)	Accuracy 0.863 (0.768)
Epoch: [74][900/3777]	Time 0.652s (0.547s)	Speed 12.3 samples/s	Data 0.006s (0.005s)	Loss 0.00038 (0.00035)	Accuracy 0.818 (0.768)
Epoch: [74][1000/3777]	Time 0.595s (0.547s)	Speed 13.4 samples/s	Data 0.011s (0.005s)	Loss 0.00043 (0.00035)	Accuracy 0.752 (0.769)
Epoch: [74][1100/3777]	Time 0.518s (0.547s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00040 (0.00035)	Accuracy 0.685 (0.769)
Epoch: [74][1200/3777]	Time 0.528s (0.546s)	Speed 15.2 samples/s	Data 0.000s (0.005s)	Loss 0.00029 (0.00035)	Accuracy 0.893 (0.768)
Epoch: [74][1300/3777]	Time 0.514s (0.547s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00029 (0.00035)	Accuracy 0.904 (0.768)
Epoch: [74][1400/3777]	Time 0.518s (0.547s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00034 (0.00035)	Accuracy 0.797 (0.768)
Epoch: [74][1500/3777]	Time 0.653s (0.546s)	Speed 12.2 samples/s	Data 0.007s (0.005s)	Loss 0.00026 (0.00035)	Accuracy 0.876 (0.767)
Epoch: [74][1600/3777]	Time 0.601s (0.546s)	Speed 13.3 samples/s	Data 0.001s (0.005s)	Loss 0.00038 (0.00035)	Accuracy 0.755 (0.768)
Epoch: [74][1700/3777]	Time 0.514s (0.546s)	Speed 15.6 samples/s	Data 0.001s (0.005s)	Loss 0.00034 (0.00035)	Accuracy 0.767 (0.768)
Epoch: [74][1800/3777]	Time 0.523s (0.546s)	Speed 15.3 samples/s	Data 0.001s (0.005s)	Loss 0.00034 (0.00035)	Accuracy 0.729 (0.767)
Epoch: [74][1900/3777]	Time 0.516s (0.546s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00026 (0.00035)	Accuracy 0.865 (0.767)
Epoch: [74][2000/3777]	Time 0.515s (0.546s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00046 (0.00035)	Accuracy 0.604 (0.766)
Epoch: [74][2100/3777]	Time 0.632s (0.546s)	Speed 12.7 samples/s	Data 0.001s (0.005s)	Loss 0.00035 (0.00035)	Accuracy 0.753 (0.767)
Epoch: [74][2200/3777]	Time 0.580s (0.546s)	Speed 13.8 samples/s	Data 0.007s (0.005s)	Loss 0.00037 (0.00035)	Accuracy 0.751 (0.767)
Epoch: [74][2300/3777]	Time 0.521s (0.546s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00034 (0.00035)	Accuracy 0.634 (0.767)
Epoch: [74][2400/3777]	Time 0.525s (0.546s)	Speed 15.2 samples/s	Data 0.000s (0.005s)	Loss 0.00034 (0.00035)	Accuracy 0.883 (0.766)
Epoch: [74][2500/3777]	Time 0.516s (0.546s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00033 (0.00035)	Accuracy 0.791 (0.766)
Epoch: [74][2600/3777]	Time 0.518s (0.546s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00025 (0.00035)	Accuracy 0.897 (0.766)
Epoch: [74][2700/3777]	Time 0.637s (0.546s)	Speed 12.5 samples/s	Data 0.001s (0.005s)	Loss 0.00051 (0.00035)	Accuracy 0.525 (0.766)
Epoch: [74][2800/3777]	Time 0.594s (0.546s)	Speed 13.5 samples/s	Data 0.001s (0.005s)	Loss 0.00037 (0.00035)	Accuracy 0.801 (0.766)
Epoch: [74][2900/3777]	Time 0.518s (0.546s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00035 (0.00035)	Accuracy 0.759 (0.765)
Epoch: [74][3000/3777]	Time 0.522s (0.546s)	Speed 15.3 samples/s	Data 0.000s (0.005s)	Loss 0.00028 (0.00035)	Accuracy 0.710 (0.764)
Epoch: [74][3100/3777]	Time 0.509s (0.546s)	Speed 15.7 samples/s	Data 0.000s (0.005s)	Loss 0.00025 (0.00035)	Accuracy 0.797 (0.764)
Epoch: [74][3200/3777]	Time 0.515s (0.546s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00022 (0.00035)	Accuracy 0.918 (0.763)
Epoch: [74][3300/3777]	Time 0.637s (0.546s)	Speed 12.6 samples/s	Data 0.010s (0.005s)	Loss 0.00040 (0.00035)	Accuracy 0.709 (0.762)
Epoch: [74][3400/3777]	Time 0.649s (0.546s)	Speed 12.3 samples/s	Data 0.007s (0.005s)	Loss 0.00027 (0.00035)	Accuracy 0.824 (0.762)
Epoch: [74][3500/3777]	Time 0.517s (0.546s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00033 (0.00035)	Accuracy 0.722 (0.762)
Epoch: [74][3600/3777]	Time 0.517s (0.546s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00028 (0.00035)	Accuracy 0.884 (0.762)
Epoch: [74][3700/3777]	Time 0.515s (0.546s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00051 (0.00035)	Accuracy 0.510 (0.762)
Test: [0/361]	Time 0.720 (0.720)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [100/361]	Time 0.331 (0.347)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [200/361]	Time 0.332 (0.347)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [300/361]	Time 0.327 (0.347)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
| Arch | Head | Shoulder | Elbow | Wrist | Hip | Knee | Ankle | Mouth | Tail | Mean |
|---|---|---|---|---|---|---|---|---|---|---|
| pose_vhr | 78.624 | 70.939 | 73.187 | 75.479 | 78.052 | 78.024 | 76.942 | 83.515 | 68.899 | 76.575 |
=> saving checkpoint to output/ak_P2/vhr_birdpose_s/ak/pose_vhr/w32_256x256_adam_lr1e-3_ak_vhr_s
Epoch: [75][0/3777]	Time 0.976s (0.976s)	Speed 8.2 samples/s	Data 0.310s (0.310s)	Loss 0.00036 (0.00036)	Accuracy 0.740 (0.740)
Epoch: [75][100/3777]	Time 0.518s (0.551s)	Speed 15.5 samples/s	Data 0.000s (0.008s)	Loss 0.00038 (0.00036)	Accuracy 0.784 (0.755)
Epoch: [75][200/3777]	Time 0.598s (0.548s)	Speed 13.4 samples/s	Data 0.006s (0.006s)	Loss 0.00027 (0.00035)	Accuracy 0.905 (0.763)
Epoch: [75][300/3777]	Time 0.593s (0.546s)	Speed 13.5 samples/s	Data 0.002s (0.006s)	Loss 0.00031 (0.00035)	Accuracy 0.612 (0.771)
Epoch: [75][400/3777]	Time 0.514s (0.547s)	Speed 15.6 samples/s	Data 0.001s (0.006s)	Loss 0.00035 (0.00035)	Accuracy 0.802 (0.771)
Epoch: [75][500/3777]	Time 0.531s (0.547s)	Speed 15.1 samples/s	Data 0.001s (0.006s)	Loss 0.00034 (0.00035)	Accuracy 0.806 (0.768)
Epoch: [75][600/3777]	Time 0.510s (0.547s)	Speed 15.7 samples/s	Data 0.000s (0.005s)	Loss 0.00039 (0.00035)	Accuracy 0.716 (0.767)
Epoch: [75][700/3777]	Time 0.532s (0.547s)	Speed 15.0 samples/s	Data 0.000s (0.005s)	Loss 0.00056 (0.00035)	Accuracy 0.578 (0.765)
Epoch: [75][800/3777]	Time 0.613s (0.546s)	Speed 13.0 samples/s	Data 0.001s (0.005s)	Loss 0.00027 (0.00035)	Accuracy 0.862 (0.768)
Epoch: [75][900/3777]	Time 0.513s (0.546s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00026 (0.00035)	Accuracy 0.790 (0.768)
Epoch: [75][1000/3777]	Time 0.514s (0.546s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00037 (0.00035)	Accuracy 0.827 (0.767)
Epoch: [75][1100/3777]	Time 0.518s (0.546s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00030 (0.00035)	Accuracy 0.796 (0.766)
Epoch: [75][1200/3777]	Time 0.513s (0.545s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00032 (0.00035)	Accuracy 0.896 (0.767)
Epoch: [75][1300/3777]	Time 0.581s (0.545s)	Speed 13.8 samples/s	Data 0.007s (0.005s)	Loss 0.00041 (0.00035)	Accuracy 0.651 (0.766)
Epoch: [75][1400/3777]	Time 0.572s (0.546s)	Speed 14.0 samples/s	Data 0.001s (0.005s)	Loss 0.00041 (0.00035)	Accuracy 0.741 (0.767)
Epoch: [75][1500/3777]	Time 0.522s (0.546s)	Speed 15.3 samples/s	Data 0.001s (0.005s)	Loss 0.00042 (0.00035)	Accuracy 0.687 (0.767)
Epoch: [75][1600/3777]	Time 0.515s (0.546s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00043 (0.00035)	Accuracy 0.575 (0.767)
Epoch: [75][1700/3777]	Time 0.510s (0.546s)	Speed 15.7 samples/s	Data 0.000s (0.005s)	Loss 0.00030 (0.00035)	Accuracy 0.737 (0.767)
Epoch: [75][1800/3777]	Time 0.515s (0.546s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00032 (0.00035)	Accuracy 0.768 (0.767)
Epoch: [75][1900/3777]	Time 0.628s (0.546s)	Speed 12.7 samples/s	Data 0.007s (0.005s)	Loss 0.00036 (0.00035)	Accuracy 0.718 (0.766)
Epoch: [75][2000/3777]	Time 0.517s (0.545s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00049 (0.00035)	Accuracy 0.669 (0.766)
Epoch: [75][2100/3777]	Time 0.515s (0.545s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00032 (0.00035)	Accuracy 0.768 (0.767)
Epoch: [75][2200/3777]	Time 0.521s (0.545s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00044 (0.00035)	Accuracy 0.660 (0.767)
Epoch: [75][2300/3777]	Time 0.517s (0.545s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00035 (0.00035)	Accuracy 0.803 (0.768)
Epoch: [75][2400/3777]	Time 0.592s (0.545s)	Speed 13.5 samples/s	Data 0.006s (0.005s)	Loss 0.00038 (0.00035)	Accuracy 0.684 (0.768)
Epoch: [75][2500/3777]	Time 0.512s (0.545s)	Speed 15.6 samples/s	Data 0.001s (0.005s)	Loss 0.00032 (0.00035)	Accuracy 0.748 (0.768)
Epoch: [75][2600/3777]	Time 0.516s (0.545s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00042 (0.00035)	Accuracy 0.757 (0.767)
Epoch: [75][2700/3777]	Time 0.512s (0.545s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00035 (0.00035)	Accuracy 0.726 (0.766)
Epoch: [75][2800/3777]	Time 0.513s (0.545s)	Speed 15.6 samples/s	Data 0.001s (0.005s)	Loss 0.00040 (0.00035)	Accuracy 0.696 (0.766)
Epoch: [75][2900/3777]	Time 0.615s (0.545s)	Speed 13.0 samples/s	Data 0.001s (0.005s)	Loss 0.00034 (0.00035)	Accuracy 0.805 (0.765)
Epoch: [75][3000/3777]	Time 0.584s (0.544s)	Speed 13.7 samples/s	Data 0.001s (0.005s)	Loss 0.00041 (0.00035)	Accuracy 0.733 (0.765)
Epoch: [75][3100/3777]	Time 0.519s (0.544s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00039 (0.00035)	Accuracy 0.784 (0.765)
Epoch: [75][3200/3777]	Time 0.515s (0.545s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00038 (0.00035)	Accuracy 0.695 (0.765)
Epoch: [75][3300/3777]	Time 0.517s (0.545s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00031 (0.00035)	Accuracy 0.800 (0.765)
Epoch: [75][3400/3777]	Time 0.514s (0.545s)	Speed 15.6 samples/s	Data 0.001s (0.005s)	Loss 0.00029 (0.00035)	Accuracy 0.817 (0.766)
Epoch: [75][3500/3777]	Time 0.590s (0.544s)	Speed 13.6 samples/s	Data 0.014s (0.005s)	Loss 0.00036 (0.00035)	Accuracy 0.746 (0.766)
Epoch: [75][3600/3777]	Time 0.517s (0.544s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00035 (0.00035)	Accuracy 0.776 (0.766)
Epoch: [75][3700/3777]	Time 0.510s (0.544s)	Speed 15.7 samples/s	Data 0.001s (0.005s)	Loss 0.00030 (0.00035)	Accuracy 0.718 (0.766)
Test: [0/361]	Time 0.642 (0.642)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [100/361]	Time 0.372 (0.346)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [200/361]	Time 0.326 (0.347)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [300/361]	Time 0.331 (0.346)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
| Arch | Head | Shoulder | Elbow | Wrist | Hip | Knee | Ankle | Mouth | Tail | Mean |
|---|---|---|---|---|---|---|---|---|---|---|
| pose_vhr | 81.065 | 68.316 | 72.829 | 75.255 | 77.167 | 76.335 | 75.010 | 82.184 | 68.784 | 75.945 |
=> saving checkpoint to output/ak_P2/vhr_birdpose_s/ak/pose_vhr/w32_256x256_adam_lr1e-3_ak_vhr_s
Epoch: [76][0/3777]	Time 0.905s (0.905s)	Speed 8.8 samples/s	Data 0.305s (0.305s)	Loss 0.00030 (0.00030)	Accuracy 0.804 (0.804)
Epoch: [76][100/3777]	Time 0.513s (0.550s)	Speed 15.6 samples/s	Data 0.001s (0.008s)	Loss 0.00031 (0.00033)	Accuracy 0.754 (0.781)
Epoch: [76][200/3777]	Time 0.518s (0.548s)	Speed 15.4 samples/s	Data 0.002s (0.007s)	Loss 0.00038 (0.00034)	Accuracy 0.700 (0.776)
Epoch: [76][300/3777]	Time 0.644s (0.546s)	Speed 12.4 samples/s	Data 0.009s (0.006s)	Loss 0.00037 (0.00034)	Accuracy 0.733 (0.778)
Epoch: [76][400/3777]	Time 0.525s (0.545s)	Speed 15.2 samples/s	Data 0.001s (0.006s)	Loss 0.00036 (0.00034)	Accuracy 0.693 (0.775)
Epoch: [76][500/3777]	Time 0.514s (0.545s)	Speed 15.5 samples/s	Data 0.000s (0.006s)	Loss 0.00038 (0.00034)	Accuracy 0.806 (0.774)
Epoch: [76][600/3777]	Time 0.519s (0.545s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00023 (0.00034)	Accuracy 0.929 (0.773)
Epoch: [76][700/3777]	Time 0.516s (0.545s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00047 (0.00035)	Accuracy 0.663 (0.768)
Epoch: [76][800/3777]	Time 0.658s (0.545s)	Speed 12.1 samples/s	Data 0.007s (0.005s)	Loss 0.00055 (0.00035)	Accuracy 0.597 (0.766)
Epoch: [76][900/3777]	Time 0.585s (0.545s)	Speed 13.7 samples/s	Data 0.001s (0.005s)	Loss 0.00032 (0.00035)	Accuracy 0.839 (0.765)
Epoch: [76][1000/3777]	Time 0.513s (0.545s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00045 (0.00035)	Accuracy 0.701 (0.763)
Epoch: [76][1100/3777]	Time 0.511s (0.545s)	Speed 15.7 samples/s	Data 0.001s (0.005s)	Loss 0.00038 (0.00035)	Accuracy 0.670 (0.764)
Epoch: [76][1200/3777]	Time 0.513s (0.545s)	Speed 15.6 samples/s	Data 0.001s (0.005s)	Loss 0.00046 (0.00035)	Accuracy 0.706 (0.763)
Epoch: [76][1300/3777]	Time 0.529s (0.545s)	Speed 15.1 samples/s	Data 0.000s (0.005s)	Loss 0.00036 (0.00035)	Accuracy 0.831 (0.764)
Epoch: [76][1400/3777]	Time 0.594s (0.545s)	Speed 13.5 samples/s	Data 0.004s (0.005s)	Loss 0.00043 (0.00035)	Accuracy 0.733 (0.764)
Epoch: [76][1500/3777]	Time 0.524s (0.545s)	Speed 15.3 samples/s	Data 0.001s (0.005s)	Loss 0.00028 (0.00035)	Accuracy 0.783 (0.764)
Epoch: [76][1600/3777]	Time 0.513s (0.545s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00038 (0.00035)	Accuracy 0.696 (0.763)
Epoch: [76][1700/3777]	Time 0.515s (0.545s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00034 (0.00035)	Accuracy 0.820 (0.764)
Epoch: [76][1800/3777]	Time 0.513s (0.545s)	Speed 15.6 samples/s	Data 0.001s (0.005s)	Loss 0.00031 (0.00035)	Accuracy 0.859 (0.764)
Epoch: [76][1900/3777]	Time 0.516s (0.545s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00031 (0.00035)	Accuracy 0.810 (0.765)
Epoch: [76][2000/3777]	Time 0.645s (0.545s)	Speed 12.4 samples/s	Data 0.010s (0.005s)	Loss 0.00031 (0.00035)	Accuracy 0.820 (0.765)
Epoch: [76][2100/3777]	Time 0.561s (0.545s)	Speed 14.2 samples/s	Data 0.000s (0.005s)	Loss 0.00028 (0.00035)	Accuracy 0.704 (0.765)
Epoch: [76][2200/3777]	Time 0.520s (0.545s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00030 (0.00035)	Accuracy 0.869 (0.766)
Epoch: [76][2300/3777]	Time 0.516s (0.545s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00045 (0.00035)	Accuracy 0.667 (0.766)
Epoch: [76][2400/3777]	Time 0.515s (0.545s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00032 (0.00035)	Accuracy 0.741 (0.766)
Epoch: [76][2500/3777]	Time 0.521s (0.545s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00034 (0.00035)	Accuracy 0.796 (0.766)
Epoch: [76][2600/3777]	Time 0.625s (0.545s)	Speed 12.8 samples/s	Data 0.007s (0.005s)	Loss 0.00035 (0.00035)	Accuracy 0.699 (0.767)
Epoch: [76][2700/3777]	Time 0.522s (0.545s)	Speed 15.3 samples/s	Data 0.001s (0.005s)	Loss 0.00036 (0.00035)	Accuracy 0.687 (0.766)
Epoch: [76][2800/3777]	Time 0.517s (0.545s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00045 (0.00035)	Accuracy 0.596 (0.767)
Epoch: [76][2900/3777]	Time 0.515s (0.545s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00033 (0.00035)	Accuracy 0.731 (0.767)
Epoch: [76][3000/3777]	Time 0.518s (0.545s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00029 (0.00035)	Accuracy 0.620 (0.768)
Epoch: [76][3100/3777]	Time 0.516s (0.545s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00033 (0.00035)	Accuracy 0.746 (0.768)
Epoch: [76][3200/3777]	Time 0.635s (0.545s)	Speed 12.6 samples/s	Data 0.013s (0.005s)	Loss 0.00029 (0.00035)	Accuracy 0.785 (0.768)
Epoch: [76][3300/3777]	Time 0.519s (0.545s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00024 (0.00035)	Accuracy 0.857 (0.768)
Epoch: [76][3400/3777]	Time 0.517s (0.545s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00046 (0.00035)	Accuracy 0.619 (0.768)
Epoch: [76][3500/3777]	Time 0.514s (0.545s)	Speed 15.6 samples/s	Data 0.001s (0.005s)	Loss 0.00032 (0.00035)	Accuracy 0.771 (0.768)
Epoch: [76][3600/3777]	Time 0.510s (0.545s)	Speed 15.7 samples/s	Data 0.001s (0.005s)	Loss 0.00036 (0.00035)	Accuracy 0.811 (0.768)
Epoch: [76][3700/3777]	Time 0.522s (0.545s)	Speed 15.3 samples/s	Data 0.001s (0.005s)	Loss 0.00032 (0.00035)	Accuracy 0.810 (0.768)
Test: [0/361]	Time 0.684 (0.684)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [100/361]	Time 0.331 (0.346)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [200/361]	Time 0.360 (0.346)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [300/361]	Time 0.328 (0.346)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
| Arch | Head | Shoulder | Elbow | Wrist | Hip | Knee | Ankle | Mouth | Tail | Mean |
|---|---|---|---|---|---|---|---|---|---|---|
| pose_vhr | 82.877 | 73.089 | 75.762 | 79.100 | 82.436 | 81.947 | 82.044 | 89.867 | 69.923 | 80.338 |
=> saving checkpoint to output/ak_P2/vhr_birdpose_s/ak/pose_vhr/w32_256x256_adam_lr1e-3_ak_vhr_s
Epoch: [77][0/3777]	Time 0.943s (0.943s)	Speed 8.5 samples/s	Data 0.297s (0.297s)	Loss 0.00032 (0.00032)	Accuracy 0.788 (0.788)
Epoch: [77][100/3777]	Time 0.511s (0.549s)	Speed 15.7 samples/s	Data 0.001s (0.008s)	Loss 0.00039 (0.00034)	Accuracy 0.766 (0.763)
Epoch: [77][200/3777]	Time 0.586s (0.549s)	Speed 13.7 samples/s	Data 0.006s (0.006s)	Loss 0.00023 (0.00034)	Accuracy 0.873 (0.771)
Epoch: [77][300/3777]	Time 0.581s (0.546s)	Speed 13.8 samples/s	Data 0.007s (0.006s)	Loss 0.00037 (0.00034)	Accuracy 0.769 (0.774)
Epoch: [77][400/3777]	Time 0.522s (0.546s)	Speed 15.3 samples/s	Data 0.001s (0.006s)	Loss 0.00022 (0.00034)	Accuracy 0.950 (0.775)
Epoch: [77][500/3777]	Time 0.525s (0.546s)	Speed 15.2 samples/s	Data 0.001s (0.006s)	Loss 0.00027 (0.00034)	Accuracy 0.872 (0.775)
Epoch: [77][600/3777]	Time 0.516s (0.546s)	Speed 15.5 samples/s	Data 0.000s (0.006s)	Loss 0.00028 (0.00034)	Accuracy 0.789 (0.775)
Epoch: [77][700/3777]	Time 0.509s (0.546s)	Speed 15.7 samples/s	Data 0.000s (0.006s)	Loss 0.00037 (0.00034)	Accuracy 0.846 (0.775)
Epoch: [77][800/3777]	Time 0.547s (0.546s)	Speed 14.6 samples/s	Data 0.007s (0.005s)	Loss 0.00029 (0.00034)	Accuracy 0.882 (0.775)
Epoch: [77][900/3777]	Time 0.599s (0.545s)	Speed 13.3 samples/s	Data 0.008s (0.005s)	Loss 0.00043 (0.00034)	Accuracy 0.596 (0.773)
Epoch: [77][1000/3777]	Time 0.510s (0.545s)	Speed 15.7 samples/s	Data 0.001s (0.005s)	Loss 0.00033 (0.00034)	Accuracy 0.709 (0.773)
Epoch: [77][1100/3777]	Time 0.510s (0.545s)	Speed 15.7 samples/s	Data 0.000s (0.005s)	Loss 0.00026 (0.00034)	Accuracy 0.889 (0.774)
Epoch: [77][1200/3777]	Time 0.518s (0.545s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00038 (0.00034)	Accuracy 0.773 (0.774)
Epoch: [77][1300/3777]	Time 0.515s (0.545s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00032 (0.00034)	Accuracy 0.782 (0.775)
Epoch: [77][1400/3777]	Time 0.646s (0.545s)	Speed 12.4 samples/s	Data 0.001s (0.005s)	Loss 0.00033 (0.00034)	Accuracy 0.726 (0.776)
Epoch: [77][1500/3777]	Time 0.590s (0.544s)	Speed 13.6 samples/s	Data 0.008s (0.005s)	Loss 0.00030 (0.00034)	Accuracy 0.803 (0.776)
Epoch: [77][1600/3777]	Time 0.514s (0.545s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00048 (0.00034)	Accuracy 0.685 (0.775)
Epoch: [77][1700/3777]	Time 0.516s (0.545s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00046 (0.00034)	Accuracy 0.573 (0.776)
Epoch: [77][1800/3777]	Time 0.520s (0.545s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00040 (0.00034)	Accuracy 0.786 (0.775)
Epoch: [77][1900/3777]	Time 0.519s (0.545s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00022 (0.00034)	Accuracy 0.821 (0.776)
Epoch: [77][2000/3777]	Time 0.561s (0.545s)	Speed 14.3 samples/s	Data 0.005s (0.005s)	Loss 0.00041 (0.00034)	Accuracy 0.499 (0.776)
Epoch: [77][2100/3777]	Time 0.564s (0.544s)	Speed 14.2 samples/s	Data 0.001s (0.005s)	Loss 0.00033 (0.00034)	Accuracy 0.775 (0.775)
Epoch: [77][2200/3777]	Time 0.520s (0.544s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00039 (0.00034)	Accuracy 0.678 (0.774)
Epoch: [77][2300/3777]	Time 0.517s (0.544s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00028 (0.00034)	Accuracy 0.867 (0.774)
Epoch: [77][2400/3777]	Time 0.517s (0.544s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00043 (0.00034)	Accuracy 0.674 (0.774)
Epoch: [77][2500/3777]	Time 0.513s (0.545s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00029 (0.00034)	Accuracy 0.797 (0.775)
Epoch: [77][2600/3777]	Time 0.520s (0.545s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00036 (0.00034)	Accuracy 0.758 (0.776)
Epoch: [77][2700/3777]	Time 0.633s (0.544s)	Speed 12.6 samples/s	Data 0.007s (0.005s)	Loss 0.00031 (0.00034)	Accuracy 0.820 (0.776)
Epoch: [77][2800/3777]	Time 0.574s (0.544s)	Speed 13.9 samples/s	Data 0.001s (0.005s)	Loss 0.00034 (0.00034)	Accuracy 0.766 (0.776)
Epoch: [77][2900/3777]	Time 0.519s (0.544s)	Speed 15.4 samples/s	Data 0.002s (0.005s)	Loss 0.00043 (0.00034)	Accuracy 0.816 (0.776)
Epoch: [77][3000/3777]	Time 0.511s (0.544s)	Speed 15.7 samples/s	Data 0.000s (0.005s)	Loss 0.00037 (0.00034)	Accuracy 0.730 (0.776)
Epoch: [77][3100/3777]	Time 0.516s (0.544s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00046 (0.00034)	Accuracy 0.712 (0.776)
Epoch: [77][3200/3777]	Time 0.524s (0.544s)	Speed 15.3 samples/s	Data 0.000s (0.005s)	Loss 0.00038 (0.00034)	Accuracy 0.684 (0.776)
Epoch: [77][3300/3777]	Time 0.606s (0.544s)	Speed 13.2 samples/s	Data 0.007s (0.005s)	Loss 0.00025 (0.00034)	Accuracy 0.954 (0.776)
Epoch: [77][3400/3777]	Time 0.576s (0.544s)	Speed 13.9 samples/s	Data 0.001s (0.005s)	Loss 0.00044 (0.00034)	Accuracy 0.757 (0.776)
Epoch: [77][3500/3777]	Time 0.515s (0.544s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00032 (0.00034)	Accuracy 0.705 (0.776)
Epoch: [77][3600/3777]	Time 0.515s (0.544s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00041 (0.00034)	Accuracy 0.789 (0.777)
Epoch: [77][3700/3777]	Time 0.527s (0.544s)	Speed 15.2 samples/s	Data 0.000s (0.005s)	Loss 0.00018 (0.00034)	Accuracy 0.907 (0.777)
Test: [0/361]	Time 0.677 (0.677)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [100/361]	Time 0.329 (0.346)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [200/361]	Time 0.327 (0.347)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [300/361]	Time 0.330 (0.346)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
| Arch | Head | Shoulder | Elbow | Wrist | Hip | Knee | Ankle | Mouth | Tail | Mean |
|---|---|---|---|---|---|---|---|---|---|---|
| pose_vhr | 84.652 | 74.196 | 76.893 | 78.962 | 83.790 | 81.782 | 80.044 | 90.684 | 70.003 | 81.157 |
=> saving checkpoint to output/ak_P2/vhr_birdpose_s/ak/pose_vhr/w32_256x256_adam_lr1e-3_ak_vhr_s
Epoch: [78][0/3777]	Time 1.284s (1.284s)	Speed 6.2 samples/s	Data 0.475s (0.475s)	Loss 0.00033 (0.00033)	Accuracy 0.824 (0.824)
Epoch: [78][100/3777]	Time 0.516s (0.548s)	Speed 15.5 samples/s	Data 0.001s (0.011s)	Loss 0.00034 (0.00034)	Accuracy 0.814 (0.775)
Epoch: [78][200/3777]	Time 0.509s (0.547s)	Speed 15.7 samples/s	Data 0.000s (0.008s)	Loss 0.00038 (0.00034)	Accuracy 0.662 (0.783)
Epoch: [78][300/3777]	Time 0.520s (0.547s)	Speed 15.4 samples/s	Data 0.003s (0.007s)	Loss 0.00032 (0.00034)	Accuracy 0.854 (0.784)
Epoch: [78][400/3777]	Time 0.520s (0.546s)	Speed 15.4 samples/s	Data 0.001s (0.007s)	Loss 0.00032 (0.00034)	Accuracy 0.800 (0.779)
Epoch: [78][500/3777]	Time 0.511s (0.546s)	Speed 15.6 samples/s	Data 0.001s (0.006s)	Loss 0.00031 (0.00035)	Accuracy 0.764 (0.779)
Epoch: [78][600/3777]	Time 0.665s (0.546s)	Speed 12.0 samples/s	Data 0.007s (0.006s)	Loss 0.00032 (0.00034)	Accuracy 0.727 (0.779)
Epoch: [78][700/3777]	Time 0.582s (0.545s)	Speed 13.8 samples/s	Data 0.003s (0.006s)	Loss 0.00033 (0.00034)	Accuracy 0.865 (0.780)
Epoch: [78][800/3777]	Time 0.515s (0.545s)	Speed 15.5 samples/s	Data 0.001s (0.006s)	Loss 0.00037 (0.00034)	Accuracy 0.759 (0.779)
Epoch: [78][900/3777]	Time 0.519s (0.545s)	Speed 15.4 samples/s	Data 0.001s (0.006s)	Loss 0.00032 (0.00034)	Accuracy 0.845 (0.779)
Epoch: [78][1000/3777]	Time 0.515s (0.545s)	Speed 15.5 samples/s	Data 0.001s (0.006s)	Loss 0.00040 (0.00034)	Accuracy 0.643 (0.777)
Epoch: [78][1100/3777]	Time 0.520s (0.545s)	Speed 15.4 samples/s	Data 0.001s (0.006s)	Loss 0.00038 (0.00034)	Accuracy 0.861 (0.777)
Epoch: [78][1200/3777]	Time 0.602s (0.545s)	Speed 13.3 samples/s	Data 0.008s (0.005s)	Loss 0.00027 (0.00034)	Accuracy 0.772 (0.778)
Epoch: [78][1300/3777]	Time 0.589s (0.545s)	Speed 13.6 samples/s	Data 0.001s (0.005s)	Loss 0.00024 (0.00034)	Accuracy 0.873 (0.779)
Epoch: [78][1400/3777]	Time 0.519s (0.545s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00030 (0.00034)	Accuracy 0.887 (0.780)
Epoch: [78][1500/3777]	Time 0.513s (0.545s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00037 (0.00034)	Accuracy 0.851 (0.779)
Epoch: [78][1600/3777]	Time 0.512s (0.545s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00039 (0.00034)	Accuracy 0.730 (0.779)
Epoch: [78][1700/3777]	Time 0.521s (0.545s)	Speed 15.3 samples/s	Data 0.001s (0.005s)	Loss 0.00031 (0.00034)	Accuracy 0.887 (0.780)
Epoch: [78][1800/3777]	Time 0.600s (0.545s)	Speed 13.3 samples/s	Data 0.013s (0.005s)	Loss 0.00033 (0.00034)	Accuracy 0.569 (0.781)
Epoch: [78][1900/3777]	Time 0.574s (0.544s)	Speed 13.9 samples/s	Data 0.007s (0.005s)	Loss 0.00035 (0.00034)	Accuracy 0.792 (0.781)
Epoch: [78][2000/3777]	Time 0.508s (0.544s)	Speed 15.7 samples/s	Data 0.001s (0.005s)	Loss 0.00032 (0.00034)	Accuracy 0.745 (0.781)
Epoch: [78][2100/3777]	Time 0.522s (0.544s)	Speed 15.3 samples/s	Data 0.001s (0.005s)	Loss 0.00033 (0.00034)	Accuracy 0.761 (0.781)
Epoch: [78][2200/3777]	Time 0.516s (0.544s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00034 (0.00034)	Accuracy 0.748 (0.780)
Epoch: [78][2300/3777]	Time 0.512s (0.544s)	Speed 15.6 samples/s	Data 0.001s (0.005s)	Loss 0.00024 (0.00034)	Accuracy 0.862 (0.781)
Epoch: [78][2400/3777]	Time 0.591s (0.544s)	Speed 13.5 samples/s	Data 0.001s (0.005s)	Loss 0.00044 (0.00034)	Accuracy 0.636 (0.780)
Epoch: [78][2500/3777]	Time 0.630s (0.544s)	Speed 12.7 samples/s	Data 0.007s (0.005s)	Loss 0.00029 (0.00034)	Accuracy 0.811 (0.780)
Epoch: [78][2600/3777]	Time 0.526s (0.544s)	Speed 15.2 samples/s	Data 0.000s (0.005s)	Loss 0.00030 (0.00034)	Accuracy 0.832 (0.780)
Epoch: [78][2700/3777]	Time 0.517s (0.544s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00027 (0.00034)	Accuracy 0.930 (0.780)
Epoch: [78][2800/3777]	Time 0.519s (0.544s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00048 (0.00034)	Accuracy 0.691 (0.780)
Epoch: [78][2900/3777]	Time 0.517s (0.544s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00029 (0.00034)	Accuracy 0.873 (0.780)
Epoch: [78][3000/3777]	Time 0.513s (0.544s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00039 (0.00034)	Accuracy 0.691 (0.779)
Epoch: [78][3100/3777]	Time 0.620s (0.544s)	Speed 12.9 samples/s	Data 0.005s (0.005s)	Loss 0.00032 (0.00034)	Accuracy 0.746 (0.779)
Epoch: [78][3200/3777]	Time 0.514s (0.544s)	Speed 15.6 samples/s	Data 0.001s (0.005s)	Loss 0.00034 (0.00034)	Accuracy 0.838 (0.779)
Epoch: [78][3300/3777]	Time 0.519s (0.544s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00035 (0.00034)	Accuracy 0.819 (0.780)
Epoch: [78][3400/3777]	Time 0.516s (0.544s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00044 (0.00034)	Accuracy 0.361 (0.779)
Epoch: [78][3500/3777]	Time 0.511s (0.544s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00033 (0.00034)	Accuracy 0.873 (0.780)
Epoch: [78][3600/3777]	Time 0.518s (0.544s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00031 (0.00034)	Accuracy 0.876 (0.779)
Epoch: [78][3700/3777]	Time 0.607s (0.544s)	Speed 13.2 samples/s	Data 0.007s (0.005s)	Loss 0.00040 (0.00034)	Accuracy 0.681 (0.779)
Test: [0/361]	Time 0.902 (0.902)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [100/361]	Time 0.330 (0.350)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [200/361]	Time 0.374 (0.347)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [300/361]	Time 0.341 (0.347)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
| Arch | Head | Shoulder | Elbow | Wrist | Hip | Knee | Ankle | Mouth | Tail | Mean |
|---|---|---|---|---|---|---|---|---|---|---|
| pose_vhr | 83.247 | 71.826 | 75.856 | 79.577 | 79.997 | 81.848 | 80.422 | 89.020 | 71.623 | 79.795 |
=> saving checkpoint to output/ak_P2/vhr_birdpose_s/ak/pose_vhr/w32_256x256_adam_lr1e-3_ak_vhr_s
Epoch: [79][0/3777]	Time 1.101s (1.101s)	Speed 7.3 samples/s	Data 0.461s (0.461s)	Loss 0.00032 (0.00032)	Accuracy 0.839 (0.839)
Epoch: [79][100/3777]	Time 0.609s (0.546s)	Speed 13.1 samples/s	Data 0.007s (0.009s)	Loss 0.00035 (0.00034)	Accuracy 0.747 (0.772)
Epoch: [79][200/3777]	Time 0.513s (0.544s)	Speed 15.6 samples/s	Data 0.000s (0.008s)	Loss 0.00034 (0.00034)	Accuracy 0.807 (0.778)
Epoch: [79][300/3777]	Time 0.511s (0.543s)	Speed 15.7 samples/s	Data 0.000s (0.007s)	Loss 0.00030 (0.00033)	Accuracy 0.835 (0.782)
Epoch: [79][400/3777]	Time 0.508s (0.543s)	Speed 15.8 samples/s	Data 0.000s (0.006s)	Loss 0.00036 (0.00033)	Accuracy 0.724 (0.782)
Epoch: [79][500/3777]	Time 0.515s (0.543s)	Speed 15.5 samples/s	Data 0.000s (0.006s)	Loss 0.00041 (0.00033)	Accuracy 0.561 (0.780)
Epoch: [79][600/3777]	Time 0.567s (0.543s)	Speed 14.1 samples/s	Data 0.007s (0.006s)	Loss 0.00034 (0.00034)	Accuracy 0.819 (0.778)
Epoch: [79][700/3777]	Time 0.582s (0.543s)	Speed 13.7 samples/s	Data 0.001s (0.005s)	Loss 0.00025 (0.00034)	Accuracy 0.853 (0.778)
Epoch: [79][800/3777]	Time 0.514s (0.543s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00036 (0.00034)	Accuracy 0.725 (0.777)
Epoch: [79][900/3777]	Time 0.513s (0.543s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00032 (0.00034)	Accuracy 0.826 (0.777)
Epoch: [79][1000/3777]	Time 0.512s (0.543s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00029 (0.00034)	Accuracy 0.866 (0.778)
Epoch: [79][1100/3777]	Time 0.518s (0.543s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00036 (0.00034)	Accuracy 0.807 (0.780)
Epoch: [79][1200/3777]	Time 0.586s (0.543s)	Speed 13.7 samples/s	Data 0.007s (0.005s)	Loss 0.00041 (0.00034)	Accuracy 0.689 (0.779)
Epoch: [79][1300/3777]	Time 0.551s (0.543s)	Speed 14.5 samples/s	Data 0.000s (0.005s)	Loss 0.00037 (0.00034)	Accuracy 0.888 (0.780)
Epoch: [79][1400/3777]	Time 0.517s (0.543s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00036 (0.00034)	Accuracy 0.682 (0.780)
Epoch: [79][1500/3777]	Time 0.516s (0.543s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00029 (0.00034)	Accuracy 0.843 (0.780)
Epoch: [79][1600/3777]	Time 0.514s (0.543s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00023 (0.00034)	Accuracy 0.666 (0.781)
Epoch: [79][1700/3777]	Time 0.524s (0.543s)	Speed 15.3 samples/s	Data 0.000s (0.005s)	Loss 0.00028 (0.00034)	Accuracy 0.759 (0.781)
Epoch: [79][1800/3777]	Time 0.640s (0.543s)	Speed 12.5 samples/s	Data 0.007s (0.005s)	Loss 0.00035 (0.00034)	Accuracy 0.755 (0.782)
Epoch: [79][1900/3777]	Time 0.571s (0.543s)	Speed 14.0 samples/s	Data 0.001s (0.005s)	Loss 0.00039 (0.00034)	Accuracy 0.640 (0.782)
Epoch: [79][2000/3777]	Time 0.517s (0.543s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00028 (0.00033)	Accuracy 0.852 (0.783)
Epoch: [79][2100/3777]	Time 0.520s (0.543s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00028 (0.00033)	Accuracy 0.902 (0.782)
Epoch: [79][2200/3777]	Time 0.520s (0.543s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00032 (0.00033)	Accuracy 0.758 (0.783)
Epoch: [79][2300/3777]	Time 0.513s (0.543s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00033 (0.00033)	Accuracy 0.874 (0.783)
Epoch: [79][2400/3777]	Time 0.631s (0.543s)	Speed 12.7 samples/s	Data 0.014s (0.005s)	Loss 0.00027 (0.00033)	Accuracy 0.835 (0.783)
Epoch: [79][2500/3777]	Time 0.578s (0.543s)	Speed 13.9 samples/s	Data 0.000s (0.005s)	Loss 0.00038 (0.00033)	Accuracy 0.722 (0.783)
Epoch: [79][2600/3777]	Time 0.517s (0.543s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00046 (0.00033)	Accuracy 0.750 (0.783)
Epoch: [79][2700/3777]	Time 0.510s (0.543s)	Speed 15.7 samples/s	Data 0.000s (0.005s)	Loss 0.00039 (0.00033)	Accuracy 0.646 (0.782)
Epoch: [79][2800/3777]	Time 0.531s (0.543s)	Speed 15.1 samples/s	Data 0.001s (0.005s)	Loss 0.00034 (0.00033)	Accuracy 0.782 (0.782)
Epoch: [79][2900/3777]	Time 0.513s (0.543s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00043 (0.00033)	Accuracy 0.718 (0.782)
Epoch: [79][3000/3777]	Time 0.604s (0.543s)	Speed 13.3 samples/s	Data 0.001s (0.005s)	Loss 0.00035 (0.00033)	Accuracy 0.839 (0.782)
Epoch: [79][3100/3777]	Time 0.584s (0.543s)	Speed 13.7 samples/s	Data 0.000s (0.005s)	Loss 0.00026 (0.00033)	Accuracy 0.790 (0.782)
Epoch: [79][3200/3777]	Time 0.507s (0.543s)	Speed 15.8 samples/s	Data 0.000s (0.005s)	Loss 0.00031 (0.00033)	Accuracy 0.894 (0.782)
Epoch: [79][3300/3777]	Time 0.515s (0.543s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00024 (0.00033)	Accuracy 0.869 (0.783)
Epoch: [79][3400/3777]	Time 0.520s (0.543s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00032 (0.00033)	Accuracy 0.784 (0.782)
Epoch: [79][3500/3777]	Time 0.511s (0.543s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00032 (0.00033)	Accuracy 0.836 (0.782)
Epoch: [79][3600/3777]	Time 0.634s (0.543s)	Speed 12.6 samples/s	Data 0.007s (0.005s)	Loss 0.00032 (0.00033)	Accuracy 0.876 (0.782)
Epoch: [79][3700/3777]	Time 0.601s (0.543s)	Speed 13.3 samples/s	Data 0.001s (0.005s)	Loss 0.00027 (0.00033)	Accuracy 0.728 (0.783)
Test: [0/361]	Time 0.864 (0.864)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [100/361]	Time 0.332 (0.355)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [200/361]	Time 0.329 (0.348)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [300/361]	Time 0.392 (0.348)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
| Arch | Head | Shoulder | Elbow | Wrist | Hip | Knee | Ankle | Mouth | Tail | Mean |
|---|---|---|---|---|---|---|---|---|---|---|
| pose_vhr | 86.280 | 75.808 | 78.819 | 81.461 | 85.441 | 83.696 | 83.557 | 92.215 | 74.471 | 83.129 |
=> saving checkpoint to output/ak_P2/vhr_birdpose_s/ak/pose_vhr/w32_256x256_adam_lr1e-3_ak_vhr_s
Epoch: [80][0/3777]	Time 1.252s (1.252s)	Speed 6.4 samples/s	Data 0.385s (0.385s)	Loss 0.00035 (0.00035)	Accuracy 0.868 (0.868)
Epoch: [80][100/3777]	Time 0.580s (0.557s)	Speed 13.8 samples/s	Data 0.007s (0.010s)	Loss 0.00027 (0.00032)	Accuracy 0.849 (0.809)
Epoch: [80][200/3777]	Time 0.512s (0.551s)	Speed 15.6 samples/s	Data 0.000s (0.008s)	Loss 0.00035 (0.00032)	Accuracy 0.823 (0.796)
Epoch: [80][300/3777]	Time 0.521s (0.550s)	Speed 15.4 samples/s	Data 0.001s (0.007s)	Loss 0.00031 (0.00033)	Accuracy 0.826 (0.792)
Epoch: [80][400/3777]	Time 0.513s (0.549s)	Speed 15.6 samples/s	Data 0.001s (0.006s)	Loss 0.00036 (0.00032)	Accuracy 0.819 (0.796)
Epoch: [80][500/3777]	Time 0.520s (0.549s)	Speed 15.4 samples/s	Data 0.001s (0.006s)	Loss 0.00029 (0.00032)	Accuracy 0.840 (0.798)
Epoch: [80][600/3777]	Time 0.517s (0.548s)	Speed 15.5 samples/s	Data 0.001s (0.006s)	Loss 0.00030 (0.00032)	Accuracy 0.704 (0.795)
Epoch: [80][700/3777]	Time 0.625s (0.548s)	Speed 12.8 samples/s	Data 0.001s (0.006s)	Loss 0.00033 (0.00033)	Accuracy 0.784 (0.795)
Epoch: [80][800/3777]	Time 0.589s (0.547s)	Speed 13.6 samples/s	Data 0.001s (0.006s)	Loss 0.00026 (0.00032)	Accuracy 0.741 (0.795)
Epoch: [80][900/3777]	Time 0.519s (0.547s)	Speed 15.4 samples/s	Data 0.001s (0.006s)	Loss 0.00044 (0.00032)	Accuracy 0.718 (0.795)
Epoch: [80][1000/3777]	Time 0.510s (0.546s)	Speed 15.7 samples/s	Data 0.000s (0.006s)	Loss 0.00027 (0.00033)	Accuracy 0.836 (0.794)
Epoch: [80][1100/3777]	Time 0.513s (0.546s)	Speed 15.6 samples/s	Data 0.001s (0.006s)	Loss 0.00024 (0.00033)	Accuracy 0.808 (0.793)
Epoch: [80][1200/3777]	Time 0.514s (0.546s)	Speed 15.6 samples/s	Data 0.001s (0.005s)	Loss 0.00026 (0.00033)	Accuracy 0.863 (0.793)
Epoch: [80][1300/3777]	Time 0.614s (0.546s)	Speed 13.0 samples/s	Data 0.007s (0.005s)	Loss 0.00034 (0.00033)	Accuracy 0.837 (0.792)
Epoch: [80][1400/3777]	Time 0.580s (0.545s)	Speed 13.8 samples/s	Data 0.007s (0.005s)	Loss 0.00041 (0.00033)	Accuracy 0.743 (0.791)
Epoch: [80][1500/3777]	Time 0.516s (0.545s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00034 (0.00033)	Accuracy 0.777 (0.790)
Epoch: [80][1600/3777]	Time 0.511s (0.545s)	Speed 15.6 samples/s	Data 0.001s (0.005s)	Loss 0.00028 (0.00033)	Accuracy 0.796 (0.790)
Epoch: [80][1700/3777]	Time 0.518s (0.545s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00026 (0.00033)	Accuracy 0.874 (0.790)
Epoch: [80][1800/3777]	Time 0.529s (0.545s)	Speed 15.1 samples/s	Data 0.000s (0.005s)	Loss 0.00028 (0.00033)	Accuracy 0.854 (0.790)
Epoch: [80][1900/3777]	Time 0.638s (0.545s)	Speed 12.5 samples/s	Data 0.007s (0.005s)	Loss 0.00032 (0.00033)	Accuracy 0.807 (0.790)
Epoch: [80][2000/3777]	Time 0.569s (0.545s)	Speed 14.1 samples/s	Data 0.006s (0.005s)	Loss 0.00031 (0.00033)	Accuracy 0.845 (0.791)
Epoch: [80][2100/3777]	Time 0.519s (0.545s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00024 (0.00033)	Accuracy 0.836 (0.791)
Epoch: [80][2200/3777]	Time 0.513s (0.545s)	Speed 15.6 samples/s	Data 0.001s (0.005s)	Loss 0.00036 (0.00033)	Accuracy 0.736 (0.791)
Epoch: [80][2300/3777]	Time 0.519s (0.545s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00036 (0.00033)	Accuracy 0.680 (0.790)
Epoch: [80][2400/3777]	Time 0.516s (0.545s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00033 (0.00033)	Accuracy 0.848 (0.791)
Epoch: [80][2500/3777]	Time 0.579s (0.545s)	Speed 13.8 samples/s	Data 0.007s (0.005s)	Loss 0.00026 (0.00033)	Accuracy 0.893 (0.791)
Epoch: [80][2600/3777]	Time 0.601s (0.545s)	Speed 13.3 samples/s	Data 0.002s (0.005s)	Loss 0.00024 (0.00033)	Accuracy 0.715 (0.791)
Epoch: [80][2700/3777]	Time 0.515s (0.545s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00033 (0.00033)	Accuracy 0.792 (0.791)
Epoch: [80][2800/3777]	Time 0.519s (0.545s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00036 (0.00033)	Accuracy 0.886 (0.791)
Epoch: [80][2900/3777]	Time 0.517s (0.545s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00025 (0.00033)	Accuracy 0.849 (0.791)
Epoch: [80][3000/3777]	Time 0.514s (0.545s)	Speed 15.6 samples/s	Data 0.001s (0.005s)	Loss 0.00025 (0.00033)	Accuracy 0.880 (0.791)
Epoch: [80][3100/3777]	Time 0.516s (0.545s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00025 (0.00033)	Accuracy 0.828 (0.790)
Epoch: [80][3200/3777]	Time 0.594s (0.545s)	Speed 13.5 samples/s	Data 0.007s (0.005s)	Loss 0.00030 (0.00033)	Accuracy 0.838 (0.791)
Epoch: [80][3300/3777]	Time 0.512s (0.545s)	Speed 15.6 samples/s	Data 0.001s (0.005s)	Loss 0.00046 (0.00033)	Accuracy 0.682 (0.790)
Epoch: [80][3400/3777]	Time 0.516s (0.545s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00026 (0.00033)	Accuracy 0.774 (0.790)
Epoch: [80][3500/3777]	Time 0.521s (0.545s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00031 (0.00033)	Accuracy 0.876 (0.790)
Epoch: [80][3600/3777]	Time 0.530s (0.545s)	Speed 15.1 samples/s	Data 0.001s (0.005s)	Loss 0.00027 (0.00033)	Accuracy 0.837 (0.790)
Epoch: [80][3700/3777]	Time 0.517s (0.545s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00046 (0.00033)	Accuracy 0.804 (0.790)
Test: [0/361]	Time 0.682 (0.682)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [100/361]	Time 0.332 (0.346)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [200/361]	Time 0.359 (0.344)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [300/361]	Time 0.330 (0.345)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
| Arch | Head | Shoulder | Elbow | Wrist | Hip | Knee | Ankle | Mouth | Tail | Mean |
|---|---|---|---|---|---|---|---|---|---|---|
| pose_vhr | 83.210 | 69.513 | 73.778 | 75.466 | 81.538 | 81.273 | 79.817 | 88.353 | 67.399 | 78.655 |
=> saving checkpoint to output/ak_P2/vhr_birdpose_s/ak/pose_vhr/w32_256x256_adam_lr1e-3_ak_vhr_s
Epoch: [81][0/3777]	Time 0.888s (0.888s)	Speed 9.0 samples/s	Data 0.289s (0.289s)	Loss 0.00022 (0.00022)	Accuracy 0.904 (0.904)
Epoch: [81][100/3777]	Time 0.594s (0.547s)	Speed 13.5 samples/s	Data 0.007s (0.008s)	Loss 0.00032 (0.00032)	Accuracy 0.761 (0.796)
Epoch: [81][200/3777]	Time 0.521s (0.543s)	Speed 15.4 samples/s	Data 0.001s (0.007s)	Loss 0.00034 (0.00032)	Accuracy 0.856 (0.791)
Epoch: [81][300/3777]	Time 0.513s (0.543s)	Speed 15.6 samples/s	Data 0.000s (0.006s)	Loss 0.00032 (0.00032)	Accuracy 0.750 (0.790)
Epoch: [81][400/3777]	Time 0.518s (0.544s)	Speed 15.4 samples/s	Data 0.000s (0.006s)	Loss 0.00039 (0.00032)	Accuracy 0.765 (0.793)
Epoch: [81][500/3777]	Time 0.520s (0.544s)	Speed 15.4 samples/s	Data 0.001s (0.006s)	Loss 0.00028 (0.00032)	Accuracy 0.900 (0.794)
Epoch: [81][600/3777]	Time 0.510s (0.544s)	Speed 15.7 samples/s	Data 0.000s (0.006s)	Loss 0.00034 (0.00032)	Accuracy 0.801 (0.793)
Epoch: [81][700/3777]	Time 0.597s (0.543s)	Speed 13.4 samples/s	Data 0.008s (0.005s)	Loss 0.00032 (0.00033)	Accuracy 0.766 (0.790)
Epoch: [81][800/3777]	Time 0.511s (0.543s)	Speed 15.7 samples/s	Data 0.001s (0.005s)	Loss 0.00027 (0.00032)	Accuracy 0.908 (0.792)
Epoch: [81][900/3777]	Time 0.519s (0.543s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00038 (0.00032)	Accuracy 0.712 (0.792)
Epoch: [81][1000/3777]	Time 0.512s (0.543s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00035 (0.00032)	Accuracy 0.741 (0.792)
Epoch: [81][1100/3777]	Time 0.515s (0.544s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00035 (0.00032)	Accuracy 0.517 (0.792)
Epoch: [81][1200/3777]	Time 0.514s (0.544s)	Speed 15.6 samples/s	Data 0.001s (0.005s)	Loss 0.00035 (0.00032)	Accuracy 0.820 (0.793)
Epoch: [81][1300/3777]	Time 0.611s (0.543s)	Speed 13.1 samples/s	Data 0.007s (0.005s)	Loss 0.00033 (0.00032)	Accuracy 0.699 (0.793)
Epoch: [81][1400/3777]	Time 0.511s (0.543s)	Speed 15.7 samples/s	Data 0.000s (0.005s)	Loss 0.00037 (0.00032)	Accuracy 0.814 (0.794)
Epoch: [81][1500/3777]	Time 0.517s (0.544s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00038 (0.00032)	Accuracy 0.833 (0.795)
Epoch: [81][1600/3777]	Time 0.515s (0.544s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00028 (0.00032)	Accuracy 0.841 (0.795)
Epoch: [81][1700/3777]	Time 0.521s (0.544s)	Speed 15.4 samples/s	Data 0.007s (0.005s)	Loss 0.00041 (0.00032)	Accuracy 0.782 (0.794)
Epoch: [81][1800/3777]	Time 0.515s (0.544s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00035 (0.00032)	Accuracy 0.806 (0.794)
Epoch: [81][1900/3777]	Time 0.581s (0.544s)	Speed 13.8 samples/s	Data 0.013s (0.005s)	Loss 0.00027 (0.00032)	Accuracy 0.888 (0.795)
Epoch: [81][2000/3777]	Time 0.569s (0.544s)	Speed 14.1 samples/s	Data 0.013s (0.005s)	Loss 0.00022 (0.00032)	Accuracy 0.851 (0.795)
Epoch: [81][2100/3777]	Time 0.515s (0.544s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00021 (0.00032)	Accuracy 0.904 (0.795)
Epoch: [81][2200/3777]	Time 0.527s (0.544s)	Speed 15.2 samples/s	Data 0.001s (0.005s)	Loss 0.00025 (0.00032)	Accuracy 0.770 (0.795)
Epoch: [81][2300/3777]	Time 0.512s (0.544s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00026 (0.00032)	Accuracy 0.909 (0.795)
Epoch: [81][2400/3777]	Time 0.524s (0.543s)	Speed 15.3 samples/s	Data 0.000s (0.005s)	Loss 0.00031 (0.00032)	Accuracy 0.861 (0.794)
Epoch: [81][2500/3777]	Time 0.631s (0.543s)	Speed 12.7 samples/s	Data 0.007s (0.005s)	Loss 0.00026 (0.00032)	Accuracy 0.882 (0.794)
Epoch: [81][2600/3777]	Time 0.511s (0.543s)	Speed 15.6 samples/s	Data 0.001s (0.005s)	Loss 0.00036 (0.00032)	Accuracy 0.689 (0.795)
Epoch: [81][2700/3777]	Time 0.510s (0.543s)	Speed 15.7 samples/s	Data 0.000s (0.005s)	Loss 0.00024 (0.00032)	Accuracy 0.862 (0.794)
Epoch: [81][2800/3777]	Time 0.513s (0.543s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00020 (0.00032)	Accuracy 0.653 (0.795)
Epoch: [81][2900/3777]	Time 0.526s (0.543s)	Speed 15.2 samples/s	Data 0.000s (0.005s)	Loss 0.00031 (0.00032)	Accuracy 0.833 (0.795)
Epoch: [81][3000/3777]	Time 0.513s (0.543s)	Speed 15.6 samples/s	Data 0.001s (0.005s)	Loss 0.00043 (0.00032)	Accuracy 0.730 (0.795)
Epoch: [81][3100/3777]	Time 0.611s (0.543s)	Speed 13.1 samples/s	Data 0.009s (0.005s)	Loss 0.00024 (0.00032)	Accuracy 0.836 (0.795)
Epoch: [81][3200/3777]	Time 0.588s (0.543s)	Speed 13.6 samples/s	Data 0.003s (0.005s)	Loss 0.00035 (0.00032)	Accuracy 0.776 (0.795)
Epoch: [81][3300/3777]	Time 0.517s (0.543s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00024 (0.00032)	Accuracy 0.897 (0.795)
Epoch: [81][3400/3777]	Time 0.513s (0.543s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00035 (0.00032)	Accuracy 0.773 (0.795)
Epoch: [81][3500/3777]	Time 0.515s (0.543s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00030 (0.00032)	Accuracy 0.846 (0.795)
Epoch: [81][3600/3777]	Time 0.517s (0.543s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00029 (0.00032)	Accuracy 0.779 (0.796)
Epoch: [81][3700/3777]	Time 0.559s (0.543s)	Speed 14.3 samples/s	Data 0.000s (0.005s)	Loss 0.00035 (0.00032)	Accuracy 0.838 (0.796)
Test: [0/361]	Time 0.863 (0.863)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [100/361]	Time 0.332 (0.351)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [200/361]	Time 0.324 (0.347)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [300/361]	Time 0.328 (0.347)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
| Arch | Head | Shoulder | Elbow | Wrist | Hip | Knee | Ankle | Mouth | Tail | Mean |
|---|---|---|---|---|---|---|---|---|---|---|
| pose_vhr | 83.802 | 72.678 | 73.826 | 77.457 | 83.296 | 82.014 | 80.904 | 89.472 | 71.464 | 80.136 |
=> saving checkpoint to output/ak_P2/vhr_birdpose_s/ak/pose_vhr/w32_256x256_adam_lr1e-3_ak_vhr_s
Epoch: [82][0/3777]	Time 1.398s (1.398s)	Speed 5.7 samples/s	Data 0.460s (0.460s)	Loss 0.00032 (0.00032)	Accuracy 0.784 (0.784)
Epoch: [82][100/3777]	Time 0.614s (0.551s)	Speed 13.0 samples/s	Data 0.001s (0.010s)	Loss 0.00032 (0.00031)	Accuracy 0.820 (0.813)
Epoch: [82][200/3777]	Time 0.519s (0.548s)	Speed 15.4 samples/s	Data 0.001s (0.008s)	Loss 0.00031 (0.00032)	Accuracy 0.849 (0.796)
Epoch: [82][300/3777]	Time 0.516s (0.548s)	Speed 15.5 samples/s	Data 0.000s (0.007s)	Loss 0.00030 (0.00032)	Accuracy 0.835 (0.797)
Epoch: [82][400/3777]	Time 0.511s (0.547s)	Speed 15.6 samples/s	Data 0.000s (0.006s)	Loss 0.00034 (0.00032)	Accuracy 0.782 (0.796)
Epoch: [82][500/3777]	Time 0.644s (0.546s)	Speed 12.4 samples/s	Data 0.008s (0.006s)	Loss 0.00024 (0.00032)	Accuracy 0.890 (0.796)
Epoch: [82][600/3777]	Time 0.580s (0.545s)	Speed 13.8 samples/s	Data 0.001s (0.006s)	Loss 0.00027 (0.00032)	Accuracy 0.867 (0.796)
Epoch: [82][700/3777]	Time 0.520s (0.545s)	Speed 15.4 samples/s	Data 0.001s (0.006s)	Loss 0.00024 (0.00032)	Accuracy 0.809 (0.794)
Epoch: [82][800/3777]	Time 0.515s (0.545s)	Speed 15.5 samples/s	Data 0.000s (0.006s)	Loss 0.00026 (0.00032)	Accuracy 0.873 (0.794)
Epoch: [82][900/3777]	Time 0.510s (0.545s)	Speed 15.7 samples/s	Data 0.000s (0.006s)	Loss 0.00031 (0.00032)	Accuracy 0.835 (0.793)
Epoch: [82][1000/3777]	Time 0.603s (0.544s)	Speed 13.3 samples/s	Data 0.007s (0.006s)	Loss 0.00037 (0.00032)	Accuracy 0.643 (0.793)
Epoch: [82][1100/3777]	Time 0.515s (0.544s)	Speed 15.5 samples/s	Data 0.000s (0.006s)	Loss 0.00034 (0.00032)	Accuracy 0.790 (0.793)
Epoch: [82][1200/3777]	Time 0.513s (0.544s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00038 (0.00032)	Accuracy 0.759 (0.794)
Epoch: [82][1300/3777]	Time 0.516s (0.544s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00025 (0.00032)	Accuracy 0.950 (0.794)
Epoch: [82][1400/3777]	Time 0.518s (0.544s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00039 (0.00032)	Accuracy 0.716 (0.794)
Epoch: [82][1500/3777]	Time 0.601s (0.544s)	Speed 13.3 samples/s	Data 0.001s (0.005s)	Loss 0.00036 (0.00032)	Accuracy 0.733 (0.794)
Epoch: [82][1600/3777]	Time 0.584s (0.544s)	Speed 13.7 samples/s	Data 0.001s (0.005s)	Loss 0.00031 (0.00032)	Accuracy 0.668 (0.793)
Epoch: [82][1700/3777]	Time 0.510s (0.544s)	Speed 15.7 samples/s	Data 0.000s (0.005s)	Loss 0.00040 (0.00032)	Accuracy 0.655 (0.792)
Epoch: [82][1800/3777]	Time 0.521s (0.545s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00026 (0.00032)	Accuracy 0.761 (0.793)
Epoch: [82][1900/3777]	Time 0.516s (0.545s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00029 (0.00032)	Accuracy 0.809 (0.794)
Epoch: [82][2000/3777]	Time 0.620s (0.545s)	Speed 12.9 samples/s	Data 0.007s (0.005s)	Loss 0.00031 (0.00032)	Accuracy 0.802 (0.795)
Epoch: [82][2100/3777]	Time 0.924s (0.545s)	Speed 8.7 samples/s	Data 0.010s (0.005s)	Loss 0.00028 (0.00032)	Accuracy 0.801 (0.795)
Epoch: [82][2200/3777]	Time 0.516s (0.545s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00040 (0.00032)	Accuracy 0.841 (0.795)
Epoch: [82][2300/3777]	Time 0.520s (0.545s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00027 (0.00032)	Accuracy 0.893 (0.796)
Epoch: [82][2400/3777]	Time 0.512s (0.545s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00032 (0.00032)	Accuracy 0.689 (0.795)
Epoch: [82][2500/3777]	Time 0.517s (0.545s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00021 (0.00032)	Accuracy 0.900 (0.795)
Epoch: [82][2600/3777]	Time 0.591s (0.545s)	Speed 13.5 samples/s	Data 0.016s (0.005s)	Loss 0.00026 (0.00032)	Accuracy 0.863 (0.796)
Epoch: [82][2700/3777]	Time 0.516s (0.545s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00031 (0.00032)	Accuracy 0.844 (0.795)
Epoch: [82][2800/3777]	Time 0.517s (0.545s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00031 (0.00032)	Accuracy 0.786 (0.795)
Epoch: [82][2900/3777]	Time 0.517s (0.545s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00035 (0.00032)	Accuracy 0.807 (0.795)
Epoch: [82][3000/3777]	Time 0.516s (0.545s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00031 (0.00032)	Accuracy 0.804 (0.795)
Epoch: [82][3100/3777]	Time 0.612s (0.545s)	Speed 13.1 samples/s	Data 0.009s (0.005s)	Loss 0.00032 (0.00032)	Accuracy 0.873 (0.795)
Epoch: [82][3200/3777]	Time 0.516s (0.545s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00031 (0.00032)	Accuracy 0.762 (0.795)
Epoch: [82][3300/3777]	Time 0.516s (0.545s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00030 (0.00032)	Accuracy 0.796 (0.795)
Epoch: [82][3400/3777]	Time 0.513s (0.545s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00032 (0.00032)	Accuracy 0.673 (0.795)
Epoch: [82][3500/3777]	Time 0.521s (0.545s)	Speed 15.4 samples/s	Data 0.004s (0.005s)	Loss 0.00031 (0.00032)	Accuracy 0.882 (0.796)
Epoch: [82][3600/3777]	Time 0.579s (0.545s)	Speed 13.8 samples/s	Data 0.005s (0.005s)	Loss 0.00031 (0.00032)	Accuracy 0.875 (0.796)
Epoch: [82][3700/3777]	Time 0.527s (0.545s)	Speed 15.2 samples/s	Data 0.000s (0.005s)	Loss 0.00024 (0.00032)	Accuracy 0.909 (0.796)
Test: [0/361]	Time 0.635 (0.635)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [100/361]	Time 0.332 (0.351)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [200/361]	Time 0.326 (0.347)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [300/361]	Time 0.382 (0.347)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
| Arch | Head | Shoulder | Elbow | Wrist | Hip | Knee | Ankle | Mouth | Tail | Mean |
|---|---|---|---|---|---|---|---|---|---|---|
| pose_vhr | 86.575 | 75.071 | 76.946 | 81.822 | 84.075 | 84.753 | 83.682 | 91.307 | 72.129 | 82.607 |
=> saving checkpoint to output/ak_P2/vhr_birdpose_s/ak/pose_vhr/w32_256x256_adam_lr1e-3_ak_vhr_s
Epoch: [83][0/3777]	Time 0.927s (0.927s)	Speed 8.6 samples/s	Data 0.305s (0.305s)	Loss 0.00035 (0.00035)	Accuracy 0.812 (0.812)
Epoch: [83][100/3777]	Time 0.591s (0.547s)	Speed 13.5 samples/s	Data 0.005s (0.008s)	Loss 0.00036 (0.00032)	Accuracy 0.765 (0.795)
Epoch: [83][200/3777]	Time 0.566s (0.545s)	Speed 14.1 samples/s	Data 0.000s (0.007s)	Loss 0.00030 (0.00032)	Accuracy 0.792 (0.788)
Epoch: [83][300/3777]	Time 0.514s (0.545s)	Speed 15.6 samples/s	Data 0.000s (0.007s)	Loss 0.00023 (0.00032)	Accuracy 0.905 (0.789)
Epoch: [83][400/3777]	Time 0.515s (0.545s)	Speed 15.5 samples/s	Data 0.000s (0.006s)	Loss 0.00025 (0.00032)	Accuracy 0.876 (0.793)
Epoch: [83][500/3777]	Time 0.519s (0.546s)	Speed 15.4 samples/s	Data 0.000s (0.006s)	Loss 0.00036 (0.00032)	Accuracy 0.871 (0.793)
Epoch: [83][600/3777]	Time 0.568s (0.546s)	Speed 14.1 samples/s	Data 0.003s (0.006s)	Loss 0.00028 (0.00032)	Accuracy 0.883 (0.796)
Epoch: [83][700/3777]	Time 0.572s (0.545s)	Speed 14.0 samples/s	Data 0.000s (0.006s)	Loss 0.00036 (0.00032)	Accuracy 0.793 (0.797)
Epoch: [83][800/3777]	Time 0.519s (0.545s)	Speed 15.4 samples/s	Data 0.001s (0.006s)	Loss 0.00027 (0.00032)	Accuracy 0.820 (0.797)
Epoch: [83][900/3777]	Time 0.518s (0.546s)	Speed 15.4 samples/s	Data 0.001s (0.006s)	Loss 0.00042 (0.00032)	Accuracy 0.743 (0.798)
Epoch: [83][1000/3777]	Time 0.513s (0.546s)	Speed 15.6 samples/s	Data 0.002s (0.005s)	Loss 0.00029 (0.00032)	Accuracy 0.862 (0.798)
Epoch: [83][1100/3777]	Time 0.515s (0.546s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00043 (0.00032)	Accuracy 0.766 (0.797)
Epoch: [83][1200/3777]	Time 0.603s (0.545s)	Speed 13.3 samples/s	Data 0.008s (0.005s)	Loss 0.00030 (0.00032)	Accuracy 0.725 (0.797)
Epoch: [83][1300/3777]	Time 0.521s (0.545s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00034 (0.00032)	Accuracy 0.760 (0.798)
Epoch: [83][1400/3777]	Time 0.526s (0.545s)	Speed 15.2 samples/s	Data 0.001s (0.005s)	Loss 0.00047 (0.00032)	Accuracy 0.706 (0.797)
Epoch: [83][1500/3777]	Time 0.515s (0.545s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00030 (0.00032)	Accuracy 0.740 (0.796)
Epoch: [83][1600/3777]	Time 0.517s (0.545s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00043 (0.00032)	Accuracy 0.635 (0.796)
Epoch: [83][1700/3777]	Time 0.642s (0.545s)	Speed 12.5 samples/s	Data 0.010s (0.005s)	Loss 0.00036 (0.00032)	Accuracy 0.722 (0.797)
Epoch: [83][1800/3777]	Time 0.517s (0.545s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00024 (0.00032)	Accuracy 0.885 (0.797)
Epoch: [83][1900/3777]	Time 0.509s (0.546s)	Speed 15.7 samples/s	Data 0.000s (0.005s)	Loss 0.00031 (0.00032)	Accuracy 0.817 (0.797)
Epoch: [83][2000/3777]	Time 0.513s (0.546s)	Speed 15.6 samples/s	Data 0.001s (0.005s)	Loss 0.00043 (0.00032)	Accuracy 0.795 (0.797)
Epoch: [83][2100/3777]	Time 0.515s (0.546s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00024 (0.00032)	Accuracy 0.868 (0.797)
Epoch: [83][2200/3777]	Time 0.652s (0.546s)	Speed 12.3 samples/s	Data 0.013s (0.005s)	Loss 0.00032 (0.00032)	Accuracy 0.788 (0.797)
Epoch: [83][2300/3777]	Time 0.600s (0.546s)	Speed 13.3 samples/s	Data 0.001s (0.005s)	Loss 0.00032 (0.00032)	Accuracy 0.884 (0.797)
Epoch: [83][2400/3777]	Time 0.511s (0.546s)	Speed 15.7 samples/s	Data 0.001s (0.005s)	Loss 0.00027 (0.00032)	Accuracy 0.822 (0.797)
Epoch: [83][2500/3777]	Time 0.513s (0.546s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00032 (0.00032)	Accuracy 0.820 (0.797)
Epoch: [83][2600/3777]	Time 0.523s (0.546s)	Speed 15.3 samples/s	Data 0.000s (0.005s)	Loss 0.00033 (0.00032)	Accuracy 0.787 (0.797)
Epoch: [83][2700/3777]	Time 0.579s (0.546s)	Speed 13.8 samples/s	Data 0.007s (0.005s)	Loss 0.00046 (0.00032)	Accuracy 0.728 (0.797)
Epoch: [83][2800/3777]	Time 0.591s (0.546s)	Speed 13.5 samples/s	Data 0.000s (0.005s)	Loss 0.00033 (0.00032)	Accuracy 0.740 (0.797)
Epoch: [83][2900/3777]	Time 0.521s (0.546s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00031 (0.00032)	Accuracy 0.728 (0.797)
Epoch: [83][3000/3777]	Time 0.514s (0.546s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00029 (0.00032)	Accuracy 0.809 (0.797)
Epoch: [83][3100/3777]	Time 0.517s (0.546s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00035 (0.00032)	Accuracy 0.855 (0.797)
Epoch: [83][3200/3777]	Time 0.514s (0.546s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00036 (0.00032)	Accuracy 0.731 (0.798)
Epoch: [83][3300/3777]	Time 0.610s (0.546s)	Speed 13.1 samples/s	Data 0.001s (0.005s)	Loss 0.00035 (0.00032)	Accuracy 0.734 (0.798)
Epoch: [83][3400/3777]	Time 0.516s (0.546s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00033 (0.00032)	Accuracy 0.773 (0.797)
Epoch: [83][3500/3777]	Time 0.518s (0.545s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00029 (0.00032)	Accuracy 0.828 (0.798)
Epoch: [83][3600/3777]	Time 0.515s (0.545s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00038 (0.00032)	Accuracy 0.676 (0.798)
Epoch: [83][3700/3777]	Time 0.512s (0.545s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00031 (0.00032)	Accuracy 0.886 (0.798)
Test: [0/361]	Time 0.638 (0.638)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [100/361]	Time 0.329 (0.347)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [200/361]	Time 0.397 (0.346)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [300/361]	Time 0.325 (0.347)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
| Arch | Head | Shoulder | Elbow | Wrist | Hip | Knee | Ankle | Mouth | Tail | Mean |
|---|---|---|---|---|---|---|---|---|---|---|
| pose_vhr | 86.132 | 74.743 | 78.811 | 80.138 | 83.675 | 84.033 | 83.052 | 90.669 | 72.199 | 82.313 |
=> saving checkpoint to output/ak_P2/vhr_birdpose_s/ak/pose_vhr/w32_256x256_adam_lr1e-3_ak_vhr_s
Epoch: [84][0/3777]	Time 0.946s (0.946s)	Speed 8.5 samples/s	Data 0.324s (0.324s)	Loss 0.00022 (0.00022)	Accuracy 0.867 (0.867)
Epoch: [84][100/3777]	Time 0.623s (0.547s)	Speed 12.8 samples/s	Data 0.010s (0.008s)	Loss 0.00037 (0.00031)	Accuracy 0.751 (0.806)
Epoch: [84][200/3777]	Time 0.513s (0.545s)	Speed 15.6 samples/s	Data 0.000s (0.007s)	Loss 0.00035 (0.00032)	Accuracy 0.743 (0.806)
Epoch: [84][300/3777]	Time 0.519s (0.545s)	Speed 15.4 samples/s	Data 0.000s (0.006s)	Loss 0.00031 (0.00031)	Accuracy 0.800 (0.807)
Epoch: [84][400/3777]	Time 0.516s (0.545s)	Speed 15.5 samples/s	Data 0.001s (0.006s)	Loss 0.00043 (0.00031)	Accuracy 0.740 (0.806)
Epoch: [84][500/3777]	Time 0.524s (0.545s)	Speed 15.3 samples/s	Data 0.001s (0.006s)	Loss 0.00030 (0.00031)	Accuracy 0.779 (0.804)
Epoch: [84][600/3777]	Time 0.653s (0.545s)	Speed 12.2 samples/s	Data 0.014s (0.005s)	Loss 0.00022 (0.00031)	Accuracy 0.872 (0.806)
Epoch: [84][700/3777]	Time 0.573s (0.544s)	Speed 14.0 samples/s	Data 0.001s (0.006s)	Loss 0.00038 (0.00031)	Accuracy 0.742 (0.805)
Epoch: [84][800/3777]	Time 0.515s (0.544s)	Speed 15.5 samples/s	Data 0.001s (0.006s)	Loss 0.00030 (0.00031)	Accuracy 0.830 (0.805)
Epoch: [84][900/3777]	Time 0.522s (0.544s)	Speed 15.3 samples/s	Data 0.001s (0.005s)	Loss 0.00037 (0.00031)	Accuracy 0.852 (0.806)
Epoch: [84][1000/3777]	Time 0.528s (0.545s)	Speed 15.1 samples/s	Data 0.000s (0.005s)	Loss 0.00032 (0.00031)	Accuracy 0.948 (0.806)
Epoch: [84][1100/3777]	Time 0.512s (0.545s)	Speed 15.6 samples/s	Data 0.001s (0.005s)	Loss 0.00041 (0.00031)	Accuracy 0.816 (0.805)
Epoch: [84][1200/3777]	Time 0.593s (0.545s)	Speed 13.5 samples/s	Data 0.001s (0.005s)	Loss 0.00035 (0.00031)	Accuracy 0.819 (0.804)
Epoch: [84][1300/3777]	Time 0.514s (0.545s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00026 (0.00031)	Accuracy 0.693 (0.804)
Epoch: [84][1400/3777]	Time 0.520s (0.545s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00027 (0.00031)	Accuracy 0.844 (0.804)
Epoch: [84][1500/3777]	Time 0.519s (0.545s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00037 (0.00031)	Accuracy 0.792 (0.804)
Epoch: [84][1600/3777]	Time 0.527s (0.545s)	Speed 15.2 samples/s	Data 0.006s (0.005s)	Loss 0.00037 (0.00031)	Accuracy 0.685 (0.804)
Epoch: [84][1700/3777]	Time 0.617s (0.545s)	Speed 13.0 samples/s	Data 0.007s (0.005s)	Loss 0.00033 (0.00031)	Accuracy 0.684 (0.804)
Epoch: [84][1800/3777]	Time 0.517s (0.545s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00038 (0.00031)	Accuracy 0.737 (0.804)
Epoch: [84][1900/3777]	Time 0.519s (0.545s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00028 (0.00031)	Accuracy 0.831 (0.804)
Epoch: [84][2000/3777]	Time 0.511s (0.545s)	Speed 15.7 samples/s	Data 0.001s (0.005s)	Loss 0.00025 (0.00031)	Accuracy 0.899 (0.804)
Epoch: [84][2100/3777]	Time 0.515s (0.545s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00042 (0.00031)	Accuracy 0.799 (0.804)
Epoch: [84][2200/3777]	Time 0.637s (0.545s)	Speed 12.6 samples/s	Data 0.007s (0.005s)	Loss 0.00034 (0.00031)	Accuracy 0.686 (0.804)
Epoch: [84][2300/3777]	Time 0.580s (0.545s)	Speed 13.8 samples/s	Data 0.006s (0.005s)	Loss 0.00036 (0.00031)	Accuracy 0.699 (0.804)
Epoch: [84][2400/3777]	Time 0.512s (0.545s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00023 (0.00031)	Accuracy 0.878 (0.804)
Epoch: [84][2500/3777]	Time 0.515s (0.545s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00022 (0.00031)	Accuracy 0.881 (0.804)
Epoch: [84][2600/3777]	Time 0.520s (0.546s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00028 (0.00031)	Accuracy 0.864 (0.804)
Epoch: [84][2700/3777]	Time 0.597s (0.546s)	Speed 13.4 samples/s	Data 0.001s (0.005s)	Loss 0.00036 (0.00031)	Accuracy 0.779 (0.804)
Epoch: [84][2800/3777]	Time 0.581s (0.546s)	Speed 13.8 samples/s	Data 0.001s (0.005s)	Loss 0.00034 (0.00031)	Accuracy 0.756 (0.804)
Epoch: [84][2900/3777]	Time 0.522s (0.546s)	Speed 15.3 samples/s	Data 0.001s (0.005s)	Loss 0.00045 (0.00031)	Accuracy 0.787 (0.804)
Epoch: [84][3000/3777]	Time 0.514s (0.546s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00030 (0.00031)	Accuracy 0.818 (0.804)
Epoch: [84][3100/3777]	Time 0.516s (0.546s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00033 (0.00031)	Accuracy 0.818 (0.804)
Epoch: [84][3200/3777]	Time 0.577s (0.546s)	Speed 13.9 samples/s	Data 0.005s (0.005s)	Loss 0.00028 (0.00031)	Accuracy 0.843 (0.804)
Epoch: [84][3300/3777]	Time 0.582s (0.546s)	Speed 13.8 samples/s	Data 0.007s (0.005s)	Loss 0.00034 (0.00031)	Accuracy 0.728 (0.804)
Epoch: [84][3400/3777]	Time 0.517s (0.546s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00032 (0.00031)	Accuracy 0.851 (0.804)
Epoch: [84][3500/3777]	Time 0.519s (0.546s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00033 (0.00031)	Accuracy 0.815 (0.803)
Epoch: [84][3600/3777]	Time 0.518s (0.546s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00035 (0.00031)	Accuracy 0.673 (0.803)
Epoch: [84][3700/3777]	Time 0.636s (0.546s)	Speed 12.6 samples/s	Data 0.007s (0.005s)	Loss 0.00037 (0.00031)	Accuracy 0.677 (0.803)
Test: [0/361]	Time 0.861 (0.861)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [100/361]	Time 0.331 (0.352)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [200/361]	Time 0.345 (0.348)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [300/361]	Time 0.328 (0.348)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
| Arch | Head | Shoulder | Elbow | Wrist | Hip | Knee | Ankle | Mouth | Tail | Mean |
|---|---|---|---|---|---|---|---|---|---|---|
| pose_vhr | 80.325 | 69.214 | 71.312 | 74.031 | 80.201 | 77.702 | 75.940 | 87.281 | 68.836 | 77.260 |
=> saving checkpoint to output/ak_P2/vhr_birdpose_s/ak/pose_vhr/w32_256x256_adam_lr1e-3_ak_vhr_s
Epoch: [85][0/3777]	Time 0.919s (0.919s)	Speed 8.7 samples/s	Data 0.327s (0.327s)	Loss 0.00027 (0.00027)	Accuracy 0.814 (0.814)
Epoch: [85][100/3777]	Time 0.523s (0.553s)	Speed 15.3 samples/s	Data 0.001s (0.009s)	Loss 0.00043 (0.00032)	Accuracy 0.614 (0.798)
Epoch: [85][200/3777]	Time 0.520s (0.552s)	Speed 15.4 samples/s	Data 0.001s (0.007s)	Loss 0.00027 (0.00031)	Accuracy 0.787 (0.804)
Epoch: [85][300/3777]	Time 0.644s (0.550s)	Speed 12.4 samples/s	Data 0.006s (0.006s)	Loss 0.00025 (0.00031)	Accuracy 0.839 (0.803)
Epoch: [85][400/3777]	Time 0.512s (0.548s)	Speed 15.6 samples/s	Data 0.001s (0.006s)	Loss 0.00036 (0.00031)	Accuracy 0.697 (0.803)
Epoch: [85][500/3777]	Time 0.520s (0.548s)	Speed 15.4 samples/s	Data 0.000s (0.006s)	Loss 0.00022 (0.00031)	Accuracy 0.923 (0.804)
Epoch: [85][600/3777]	Time 0.522s (0.548s)	Speed 15.3 samples/s	Data 0.001s (0.006s)	Loss 0.00030 (0.00031)	Accuracy 0.904 (0.806)
Epoch: [85][700/3777]	Time 0.515s (0.548s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00027 (0.00031)	Accuracy 0.865 (0.806)
Epoch: [85][800/3777]	Time 0.610s (0.548s)	Speed 13.1 samples/s	Data 0.008s (0.005s)	Loss 0.00031 (0.00031)	Accuracy 0.835 (0.808)
Epoch: [85][900/3777]	Time 0.518s (0.547s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00035 (0.00031)	Accuracy 0.900 (0.807)
Epoch: [85][1000/3777]	Time 0.512s (0.547s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00032 (0.00031)	Accuracy 0.863 (0.807)
Epoch: [85][1100/3777]	Time 0.521s (0.547s)	Speed 15.3 samples/s	Data 0.001s (0.005s)	Loss 0.00032 (0.00031)	Accuracy 0.868 (0.807)
Epoch: [85][1200/3777]	Time 0.513s (0.547s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00032 (0.00031)	Accuracy 0.871 (0.806)
Epoch: [85][1300/3777]	Time 0.624s (0.547s)	Speed 12.8 samples/s	Data 0.013s (0.005s)	Loss 0.00040 (0.00031)	Accuracy 0.724 (0.806)
Epoch: [85][1400/3777]	Time 0.518s (0.546s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00030 (0.00031)	Accuracy 0.814 (0.807)
Epoch: [85][1500/3777]	Time 0.518s (0.546s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00034 (0.00031)	Accuracy 0.807 (0.807)
Epoch: [85][1600/3777]	Time 0.516s (0.547s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00023 (0.00031)	Accuracy 0.890 (0.807)
Epoch: [85][1700/3777]	Time 0.515s (0.547s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00032 (0.00031)	Accuracy 0.731 (0.807)
Epoch: [85][1800/3777]	Time 0.583s (0.546s)	Speed 13.7 samples/s	Data 0.007s (0.005s)	Loss 0.00025 (0.00031)	Accuracy 0.890 (0.807)
Epoch: [85][1900/3777]	Time 0.515s (0.546s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00034 (0.00031)	Accuracy 0.788 (0.807)
Epoch: [85][2000/3777]	Time 0.518s (0.546s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00028 (0.00031)	Accuracy 0.851 (0.807)
Epoch: [85][2100/3777]	Time 0.513s (0.546s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00024 (0.00031)	Accuracy 0.891 (0.807)
Epoch: [85][2200/3777]	Time 0.517s (0.546s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00034 (0.00031)	Accuracy 0.796 (0.806)
Epoch: [85][2300/3777]	Time 0.598s (0.546s)	Speed 13.4 samples/s	Data 0.001s (0.005s)	Loss 0.00027 (0.00031)	Accuracy 0.872 (0.806)
Epoch: [85][2400/3777]	Time 0.518s (0.546s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00032 (0.00031)	Accuracy 0.741 (0.806)
Epoch: [85][2500/3777]	Time 0.513s (0.546s)	Speed 15.6 samples/s	Data 0.001s (0.005s)	Loss 0.00032 (0.00031)	Accuracy 0.818 (0.806)
Epoch: [85][2600/3777]	Time 0.517s (0.546s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00041 (0.00031)	Accuracy 0.680 (0.806)
Epoch: [85][2700/3777]	Time 0.527s (0.546s)	Speed 15.2 samples/s	Data 0.001s (0.005s)	Loss 0.00033 (0.00031)	Accuracy 0.842 (0.806)
Epoch: [85][2800/3777]	Time 0.594s (0.546s)	Speed 13.5 samples/s	Data 0.010s (0.005s)	Loss 0.00046 (0.00031)	Accuracy 0.617 (0.806)
Epoch: [85][2900/3777]	Time 0.522s (0.546s)	Speed 15.3 samples/s	Data 0.001s (0.005s)	Loss 0.00033 (0.00031)	Accuracy 0.862 (0.806)
Epoch: [85][3000/3777]	Time 0.509s (0.546s)	Speed 15.7 samples/s	Data 0.001s (0.005s)	Loss 0.00038 (0.00031)	Accuracy 0.733 (0.806)
Epoch: [85][3100/3777]	Time 0.514s (0.546s)	Speed 15.6 samples/s	Data 0.001s (0.005s)	Loss 0.00032 (0.00031)	Accuracy 0.886 (0.806)
Epoch: [85][3200/3777]	Time 0.516s (0.546s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00030 (0.00031)	Accuracy 0.771 (0.807)
Epoch: [85][3300/3777]	Time 0.620s (0.546s)	Speed 12.9 samples/s	Data 0.005s (0.005s)	Loss 0.00033 (0.00031)	Accuracy 0.764 (0.806)
Epoch: [85][3400/3777]	Time 0.565s (0.546s)	Speed 14.2 samples/s	Data 0.000s (0.005s)	Loss 0.00039 (0.00031)	Accuracy 0.809 (0.806)
Epoch: [85][3500/3777]	Time 0.520s (0.546s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00033 (0.00031)	Accuracy 0.848 (0.806)
Epoch: [85][3600/3777]	Time 0.519s (0.546s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00026 (0.00031)	Accuracy 0.813 (0.807)
Epoch: [85][3700/3777]	Time 0.514s (0.546s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00031 (0.00031)	Accuracy 0.832 (0.806)
Test: [0/361]	Time 0.636 (0.636)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [100/361]	Time 0.339 (0.346)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [200/361]	Time 0.366 (0.347)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [300/361]	Time 0.332 (0.346)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
| Arch | Head | Shoulder | Elbow | Wrist | Hip | Knee | Ankle | Mouth | Tail | Mean |
|---|---|---|---|---|---|---|---|---|---|---|
| pose_vhr | 86.686 | 75.604 | 78.704 | 82.027 | 85.052 | 86.346 | 84.474 | 93.173 | 73.761 | 83.439 |
=> saving checkpoint to output/ak_P2/vhr_birdpose_s/ak/pose_vhr/w32_256x256_adam_lr1e-3_ak_vhr_s
Epoch: [86][0/3777]	Time 0.917s (0.917s)	Speed 8.7 samples/s	Data 0.284s (0.284s)	Loss 0.00034 (0.00034)	Accuracy 0.793 (0.793)
Epoch: [86][100/3777]	Time 0.517s (0.551s)	Speed 15.5 samples/s	Data 0.000s (0.008s)	Loss 0.00026 (0.00030)	Accuracy 0.881 (0.820)
Epoch: [86][200/3777]	Time 0.524s (0.548s)	Speed 15.3 samples/s	Data 0.001s (0.006s)	Loss 0.00038 (0.00030)	Accuracy 0.861 (0.817)
Epoch: [86][300/3777]	Time 0.518s (0.548s)	Speed 15.4 samples/s	Data 0.001s (0.006s)	Loss 0.00029 (0.00030)	Accuracy 0.724 (0.814)
Epoch: [86][400/3777]	Time 0.641s (0.548s)	Speed 12.5 samples/s	Data 0.007s (0.006s)	Loss 0.00044 (0.00030)	Accuracy 0.524 (0.810)
Epoch: [86][500/3777]	Time 0.568s (0.547s)	Speed 14.1 samples/s	Data 0.001s (0.006s)	Loss 0.00034 (0.00031)	Accuracy 0.775 (0.811)
Epoch: [86][600/3777]	Time 0.517s (0.547s)	Speed 15.5 samples/s	Data 0.001s (0.006s)	Loss 0.00024 (0.00031)	Accuracy 0.904 (0.809)
Epoch: [86][700/3777]	Time 0.513s (0.546s)	Speed 15.6 samples/s	Data 0.001s (0.006s)	Loss 0.00037 (0.00030)	Accuracy 0.811 (0.809)
Epoch: [86][800/3777]	Time 0.520s (0.546s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00037 (0.00031)	Accuracy 0.834 (0.808)
Epoch: [86][900/3777]	Time 0.517s (0.546s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00030 (0.00031)	Accuracy 0.891 (0.808)
Epoch: [86][1000/3777]	Time 0.649s (0.546s)	Speed 12.3 samples/s	Data 0.001s (0.005s)	Loss 0.00035 (0.00031)	Accuracy 0.781 (0.807)
Epoch: [86][1100/3777]	Time 0.521s (0.545s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00040 (0.00031)	Accuracy 0.787 (0.807)
Epoch: [86][1200/3777]	Time 0.517s (0.545s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00030 (0.00031)	Accuracy 0.682 (0.807)
Epoch: [86][1300/3777]	Time 0.510s (0.546s)	Speed 15.7 samples/s	Data 0.000s (0.005s)	Loss 0.00026 (0.00031)	Accuracy 0.884 (0.808)
Epoch: [86][1400/3777]	Time 0.514s (0.546s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00030 (0.00031)	Accuracy 0.799 (0.809)
Epoch: [86][1500/3777]	Time 0.511s (0.546s)	Speed 15.7 samples/s	Data 0.001s (0.005s)	Loss 0.00034 (0.00031)	Accuracy 0.866 (0.810)
Epoch: [86][1600/3777]	Time 0.587s (0.546s)	Speed 13.6 samples/s	Data 0.004s (0.005s)	Loss 0.00033 (0.00031)	Accuracy 0.745 (0.808)
Epoch: [86][1700/3777]	Time 0.567s (0.545s)	Speed 14.1 samples/s	Data 0.007s (0.005s)	Loss 0.00033 (0.00031)	Accuracy 0.857 (0.808)
Epoch: [86][1800/3777]	Time 0.514s (0.545s)	Speed 15.6 samples/s	Data 0.001s (0.005s)	Loss 0.00026 (0.00031)	Accuracy 0.876 (0.808)
Epoch: [86][1900/3777]	Time 0.521s (0.545s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00041 (0.00031)	Accuracy 0.631 (0.807)
Epoch: [86][2000/3777]	Time 0.524s (0.545s)	Speed 15.3 samples/s	Data 0.001s (0.005s)	Loss 0.00034 (0.00031)	Accuracy 0.818 (0.807)
Epoch: [86][2100/3777]	Time 0.521s (0.545s)	Speed 15.3 samples/s	Data 0.001s (0.005s)	Loss 0.00029 (0.00031)	Accuracy 0.822 (0.808)
Epoch: [86][2200/3777]	Time 0.519s (0.545s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00036 (0.00031)	Accuracy 0.838 (0.808)
Epoch: [86][2300/3777]	Time 0.577s (0.545s)	Speed 13.9 samples/s	Data 0.001s (0.005s)	Loss 0.00030 (0.00031)	Accuracy 0.862 (0.807)
Epoch: [86][2400/3777]	Time 0.524s (0.545s)	Speed 15.3 samples/s	Data 0.001s (0.005s)	Loss 0.00030 (0.00031)	Accuracy 0.742 (0.807)
Epoch: [86][2500/3777]	Time 0.515s (0.545s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00033 (0.00031)	Accuracy 0.802 (0.807)
Epoch: [86][2600/3777]	Time 0.511s (0.545s)	Speed 15.7 samples/s	Data 0.000s (0.005s)	Loss 0.00020 (0.00031)	Accuracy 0.908 (0.807)
Epoch: [86][2700/3777]	Time 0.514s (0.545s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00025 (0.00031)	Accuracy 0.891 (0.808)
Epoch: [86][2800/3777]	Time 0.516s (0.545s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00029 (0.00031)	Accuracy 0.795 (0.808)
Epoch: [86][2900/3777]	Time 0.648s (0.545s)	Speed 12.4 samples/s	Data 0.001s (0.005s)	Loss 0.00026 (0.00031)	Accuracy 0.708 (0.808)
Epoch: [86][3000/3777]	Time 0.568s (0.545s)	Speed 14.1 samples/s	Data 0.000s (0.005s)	Loss 0.00020 (0.00031)	Accuracy 0.937 (0.808)
Epoch: [86][3100/3777]	Time 0.517s (0.545s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00022 (0.00031)	Accuracy 0.810 (0.808)
Epoch: [86][3200/3777]	Time 0.518s (0.545s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00034 (0.00031)	Accuracy 0.786 (0.808)
Epoch: [86][3300/3777]	Time 0.523s (0.545s)	Speed 15.3 samples/s	Data 0.001s (0.005s)	Loss 0.00026 (0.00031)	Accuracy 0.836 (0.808)
Epoch: [86][3400/3777]	Time 0.514s (0.545s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00030 (0.00031)	Accuracy 0.830 (0.809)
Epoch: [86][3500/3777]	Time 0.615s (0.545s)	Speed 13.0 samples/s	Data 0.001s (0.005s)	Loss 0.00026 (0.00031)	Accuracy 0.853 (0.809)
Epoch: [86][3600/3777]	Time 0.600s (0.545s)	Speed 13.3 samples/s	Data 0.000s (0.005s)	Loss 0.00027 (0.00031)	Accuracy 0.796 (0.809)
Epoch: [86][3700/3777]	Time 0.522s (0.545s)	Speed 15.3 samples/s	Data 0.001s (0.005s)	Loss 0.00024 (0.00031)	Accuracy 0.906 (0.809)
Test: [0/361]	Time 0.673 (0.673)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [100/361]	Time 0.381 (0.352)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [200/361]	Time 0.327 (0.347)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [300/361]	Time 0.372 (0.346)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
| Arch | Head | Shoulder | Elbow | Wrist | Hip | Knee | Ankle | Mouth | Tail | Mean |
|---|---|---|---|---|---|---|---|---|---|---|
| pose_vhr | 86.649 | 72.333 | 73.695 | 79.651 | 83.926 | 82.372 | 80.222 | 92.532 | 71.711 | 80.477 |
=> saving checkpoint to output/ak_P2/vhr_birdpose_s/ak/pose_vhr/w32_256x256_adam_lr1e-3_ak_vhr_s
Epoch: [87][0/3777]	Time 1.266s (1.266s)	Speed 6.3 samples/s	Data 0.445s (0.445s)	Loss 0.00031 (0.00031)	Accuracy 0.793 (0.793)
Epoch: [87][100/3777]	Time 0.514s (0.551s)	Speed 15.6 samples/s	Data 0.000s (0.011s)	Loss 0.00026 (0.00031)	Accuracy 0.819 (0.812)
Epoch: [87][200/3777]	Time 0.518s (0.547s)	Speed 15.4 samples/s	Data 0.000s (0.008s)	Loss 0.00026 (0.00031)	Accuracy 0.796 (0.814)
Epoch: [87][300/3777]	Time 0.517s (0.546s)	Speed 15.5 samples/s	Data 0.001s (0.007s)	Loss 0.00033 (0.00030)	Accuracy 0.840 (0.817)
Epoch: [87][400/3777]	Time 0.511s (0.545s)	Speed 15.7 samples/s	Data 0.001s (0.006s)	Loss 0.00028 (0.00030)	Accuracy 0.847 (0.816)
Epoch: [87][500/3777]	Time 0.627s (0.546s)	Speed 12.8 samples/s	Data 0.014s (0.006s)	Loss 0.00027 (0.00030)	Accuracy 0.858 (0.817)
Epoch: [87][600/3777]	Time 0.592s (0.545s)	Speed 13.5 samples/s	Data 0.001s (0.006s)	Loss 0.00037 (0.00030)	Accuracy 0.830 (0.817)
Epoch: [87][700/3777]	Time 0.513s (0.545s)	Speed 15.6 samples/s	Data 0.000s (0.006s)	Loss 0.00031 (0.00030)	Accuracy 0.764 (0.816)
Epoch: [87][800/3777]	Time 0.520s (0.545s)	Speed 15.4 samples/s	Data 0.000s (0.006s)	Loss 0.00024 (0.00030)	Accuracy 0.894 (0.816)
Epoch: [87][900/3777]	Time 0.515s (0.545s)	Speed 15.5 samples/s	Data 0.000s (0.006s)	Loss 0.00041 (0.00030)	Accuracy 0.707 (0.816)
Epoch: [87][1000/3777]	Time 0.520s (0.545s)	Speed 15.4 samples/s	Data 0.000s (0.006s)	Loss 0.00035 (0.00030)	Accuracy 0.822 (0.816)
Epoch: [87][1100/3777]	Time 0.605s (0.545s)	Speed 13.2 samples/s	Data 0.001s (0.005s)	Loss 0.00029 (0.00030)	Accuracy 0.825 (0.815)
Epoch: [87][1200/3777]	Time 0.513s (0.544s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00030 (0.00030)	Accuracy 0.839 (0.816)
Epoch: [87][1300/3777]	Time 0.520s (0.545s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00035 (0.00030)	Accuracy 0.843 (0.816)
Epoch: [87][1400/3777]	Time 0.514s (0.545s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00024 (0.00030)	Accuracy 0.923 (0.816)
Epoch: [87][1500/3777]	Time 0.515s (0.545s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00035 (0.00030)	Accuracy 0.836 (0.816)
Epoch: [87][1600/3777]	Time 0.515s (0.545s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00040 (0.00030)	Accuracy 0.745 (0.816)
Epoch: [87][1700/3777]	Time 0.603s (0.544s)	Speed 13.3 samples/s	Data 0.001s (0.005s)	Loss 0.00032 (0.00030)	Accuracy 0.800 (0.816)
Epoch: [87][1800/3777]	Time 0.517s (0.544s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00033 (0.00030)	Accuracy 0.769 (0.815)
Epoch: [87][1900/3777]	Time 0.519s (0.545s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00023 (0.00030)	Accuracy 0.874 (0.815)
Epoch: [87][2000/3777]	Time 0.514s (0.545s)	Speed 15.6 samples/s	Data 0.001s (0.005s)	Loss 0.00035 (0.00030)	Accuracy 0.792 (0.815)
Epoch: [87][2100/3777]	Time 0.519s (0.545s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00023 (0.00030)	Accuracy 0.847 (0.815)
Epoch: [87][2200/3777]	Time 0.514s (0.545s)	Speed 15.6 samples/s	Data 0.001s (0.005s)	Loss 0.00034 (0.00030)	Accuracy 0.702 (0.816)
Epoch: [87][2300/3777]	Time 0.582s (0.544s)	Speed 13.7 samples/s	Data 0.008s (0.005s)	Loss 0.00041 (0.00030)	Accuracy 0.687 (0.815)
Epoch: [87][2400/3777]	Time 0.517s (0.544s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00025 (0.00030)	Accuracy 0.920 (0.815)
Epoch: [87][2500/3777]	Time 0.521s (0.544s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00022 (0.00031)	Accuracy 0.894 (0.815)
Epoch: [87][2600/3777]	Time 0.511s (0.544s)	Speed 15.7 samples/s	Data 0.000s (0.005s)	Loss 0.00039 (0.00031)	Accuracy 0.667 (0.815)
Epoch: [87][2700/3777]	Time 0.516s (0.544s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00036 (0.00031)	Accuracy 0.728 (0.814)
Epoch: [87][2800/3777]	Time 0.627s (0.544s)	Speed 12.7 samples/s	Data 0.009s (0.005s)	Loss 0.00033 (0.00031)	Accuracy 0.695 (0.814)
Epoch: [87][2900/3777]	Time 0.517s (0.544s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00025 (0.00031)	Accuracy 0.932 (0.814)
Epoch: [87][3000/3777]	Time 0.513s (0.544s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00024 (0.00031)	Accuracy 0.922 (0.814)
Epoch: [87][3100/3777]	Time 0.519s (0.544s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00039 (0.00031)	Accuracy 0.859 (0.814)
Epoch: [87][3200/3777]	Time 0.511s (0.544s)	Speed 15.6 samples/s	Data 0.001s (0.005s)	Loss 0.00027 (0.00031)	Accuracy 0.792 (0.814)
Epoch: [87][3300/3777]	Time 0.599s (0.544s)	Speed 13.4 samples/s	Data 0.009s (0.005s)	Loss 0.00024 (0.00031)	Accuracy 0.883 (0.814)
Epoch: [87][3400/3777]	Time 0.520s (0.544s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00031 (0.00031)	Accuracy 0.735 (0.813)
Epoch: [87][3500/3777]	Time 0.524s (0.544s)	Speed 15.3 samples/s	Data 0.001s (0.005s)	Loss 0.00057 (0.00031)	Accuracy 0.579 (0.813)
Epoch: [87][3600/3777]	Time 0.512s (0.544s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00029 (0.00031)	Accuracy 0.789 (0.813)
Epoch: [87][3700/3777]	Time 0.519s (0.544s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00030 (0.00031)	Accuracy 0.857 (0.812)
Test: [0/361]	Time 0.679 (0.679)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [100/361]	Time 0.338 (0.347)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [200/361]	Time 0.373 (0.346)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [300/361]	Time 0.328 (0.346)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
| Arch | Head | Shoulder | Elbow | Wrist | Hip | Knee | Ankle | Mouth | Tail | Mean |
|---|---|---|---|---|---|---|---|---|---|---|
| pose_vhr | 88.683 | 75.815 | 80.223 | 81.136 | 85.568 | 83.840 | 82.028 | 94.799 | 72.506 | 83.711 |
=> saving checkpoint to output/ak_P2/vhr_birdpose_s/ak/pose_vhr/w32_256x256_adam_lr1e-3_ak_vhr_s
Epoch: [88][0/3777]	Time 0.947s (0.947s)	Speed 8.5 samples/s	Data 0.291s (0.291s)	Loss 0.00035 (0.00035)	Accuracy 0.846 (0.846)
Epoch: [88][100/3777]	Time 0.514s (0.554s)	Speed 15.6 samples/s	Data 0.000s (0.008s)	Loss 0.00039 (0.00030)	Accuracy 0.741 (0.812)
Epoch: [88][200/3777]	Time 0.633s (0.548s)	Speed 12.6 samples/s	Data 0.007s (0.006s)	Loss 0.00038 (0.00030)	Accuracy 0.771 (0.816)
Epoch: [88][300/3777]	Time 0.517s (0.547s)	Speed 15.5 samples/s	Data 0.001s (0.006s)	Loss 0.00022 (0.00030)	Accuracy 0.826 (0.817)
Epoch: [88][400/3777]	Time 0.515s (0.547s)	Speed 15.5 samples/s	Data 0.001s (0.006s)	Loss 0.00023 (0.00030)	Accuracy 0.920 (0.817)
Epoch: [88][500/3777]	Time 0.511s (0.546s)	Speed 15.7 samples/s	Data 0.000s (0.006s)	Loss 0.00023 (0.00030)	Accuracy 0.741 (0.816)
Epoch: [88][600/3777]	Time 0.515s (0.546s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00034 (0.00030)	Accuracy 0.787 (0.815)
Epoch: [88][700/3777]	Time 0.622s (0.546s)	Speed 12.9 samples/s	Data 0.007s (0.005s)	Loss 0.00031 (0.00030)	Accuracy 0.743 (0.816)
Epoch: [88][800/3777]	Time 0.590s (0.545s)	Speed 13.6 samples/s	Data 0.000s (0.005s)	Loss 0.00022 (0.00030)	Accuracy 0.901 (0.816)
Epoch: [88][900/3777]	Time 0.518s (0.545s)	Speed 15.4 samples/s	Data 0.001s (0.006s)	Loss 0.00021 (0.00030)	Accuracy 0.879 (0.816)
Epoch: [88][1000/3777]	Time 0.515s (0.545s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00028 (0.00030)	Accuracy 0.892 (0.816)
Epoch: [88][1100/3777]	Time 0.521s (0.546s)	Speed 15.3 samples/s	Data 0.002s (0.005s)	Loss 0.00037 (0.00030)	Accuracy 0.738 (0.815)
Epoch: [88][1200/3777]	Time 0.609s (0.546s)	Speed 13.1 samples/s	Data 0.001s (0.005s)	Loss 0.00033 (0.00030)	Accuracy 0.755 (0.815)
Epoch: [88][1300/3777]	Time 0.644s (0.546s)	Speed 12.4 samples/s	Data 0.007s (0.005s)	Loss 0.00035 (0.00030)	Accuracy 0.802 (0.815)
Epoch: [88][1400/3777]	Time 0.523s (0.546s)	Speed 15.3 samples/s	Data 0.000s (0.005s)	Loss 0.00030 (0.00030)	Accuracy 0.907 (0.815)
Epoch: [88][1500/3777]	Time 0.516s (0.546s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00030 (0.00030)	Accuracy 0.837 (0.815)
Epoch: [88][1600/3777]	Time 0.517s (0.546s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00029 (0.00030)	Accuracy 0.824 (0.815)
Epoch: [88][1700/3777]	Time 0.518s (0.546s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00035 (0.00030)	Accuracy 0.876 (0.815)
Epoch: [88][1800/3777]	Time 0.601s (0.546s)	Speed 13.3 samples/s	Data 0.007s (0.005s)	Loss 0.00042 (0.00030)	Accuracy 0.779 (0.814)
Epoch: [88][1900/3777]	Time 0.607s (0.545s)	Speed 13.2 samples/s	Data 0.007s (0.005s)	Loss 0.00023 (0.00030)	Accuracy 0.853 (0.816)
Epoch: [88][2000/3777]	Time 0.515s (0.545s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00039 (0.00030)	Accuracy 0.701 (0.816)
Epoch: [88][2100/3777]	Time 0.514s (0.545s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00030 (0.00030)	Accuracy 0.854 (0.816)
Epoch: [88][2200/3777]	Time 0.517s (0.545s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00031 (0.00030)	Accuracy 0.809 (0.816)
Epoch: [88][2300/3777]	Time 0.522s (0.545s)	Speed 15.3 samples/s	Data 0.001s (0.005s)	Loss 0.00030 (0.00030)	Accuracy 0.868 (0.815)
Epoch: [88][2400/3777]	Time 0.639s (0.545s)	Speed 12.5 samples/s	Data 0.009s (0.005s)	Loss 0.00027 (0.00030)	Accuracy 0.666 (0.815)
Epoch: [88][2500/3777]	Time 0.512s (0.545s)	Speed 15.6 samples/s	Data 0.001s (0.005s)	Loss 0.00042 (0.00030)	Accuracy 0.724 (0.815)
Epoch: [88][2600/3777]	Time 0.518s (0.545s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00035 (0.00030)	Accuracy 0.660 (0.815)
Epoch: [88][2700/3777]	Time 0.515s (0.545s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00039 (0.00030)	Accuracy 0.740 (0.815)
Epoch: [88][2800/3777]	Time 0.523s (0.545s)	Speed 15.3 samples/s	Data 0.000s (0.005s)	Loss 0.00021 (0.00030)	Accuracy 0.952 (0.815)
Epoch: [88][2900/3777]	Time 0.643s (0.545s)	Speed 12.4 samples/s	Data 0.007s (0.005s)	Loss 0.00029 (0.00030)	Accuracy 0.847 (0.815)
Epoch: [88][3000/3777]	Time 0.571s (0.545s)	Speed 14.0 samples/s	Data 0.005s (0.005s)	Loss 0.00031 (0.00030)	Accuracy 0.855 (0.815)
Epoch: [88][3100/3777]	Time 0.520s (0.545s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00035 (0.00030)	Accuracy 0.848 (0.815)
Epoch: [88][3200/3777]	Time 0.518s (0.545s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00042 (0.00030)	Accuracy 0.726 (0.815)
Epoch: [88][3300/3777]	Time 0.525s (0.545s)	Speed 15.2 samples/s	Data 0.001s (0.005s)	Loss 0.00032 (0.00030)	Accuracy 0.909 (0.815)
Epoch: [88][3400/3777]	Time 0.529s (0.545s)	Speed 15.1 samples/s	Data 0.001s (0.005s)	Loss 0.00024 (0.00030)	Accuracy 0.799 (0.816)
Epoch: [88][3500/3777]	Time 0.649s (0.545s)	Speed 12.3 samples/s	Data 0.007s (0.005s)	Loss 0.00026 (0.00030)	Accuracy 0.814 (0.816)
Epoch: [88][3600/3777]	Time 0.521s (0.545s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00043 (0.00030)	Accuracy 0.680 (0.816)
Epoch: [88][3700/3777]	Time 0.512s (0.545s)	Speed 15.6 samples/s	Data 0.001s (0.005s)	Loss 0.00022 (0.00030)	Accuracy 0.920 (0.816)
Test: [0/361]	Time 0.639 (0.639)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [100/361]	Time 0.368 (0.350)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [200/361]	Time 0.328 (0.347)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [300/361]	Time 0.328 (0.346)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
| Arch | Head | Shoulder | Elbow | Wrist | Hip | Knee | Ankle | Mouth | Tail | Mean |
|---|---|---|---|---|---|---|---|---|---|---|
| pose_vhr | 86.206 | 73.874 | 79.230 | 80.372 | 84.191 | 83.674 | 83.693 | 94.192 | 72.388 | 82.815 |
=> saving checkpoint to output/ak_P2/vhr_birdpose_s/ak/pose_vhr/w32_256x256_adam_lr1e-3_ak_vhr_s
Epoch: [89][0/3777]	Time 0.925s (0.925s)	Speed 8.6 samples/s	Data 0.277s (0.277s)	Loss 0.00030 (0.00030)	Accuracy 0.884 (0.884)
Epoch: [89][100/3777]	Time 0.515s (0.555s)	Speed 15.5 samples/s	Data 0.000s (0.008s)	Loss 0.00027 (0.00030)	Accuracy 0.909 (0.827)
Epoch: [89][200/3777]	Time 0.513s (0.549s)	Speed 15.6 samples/s	Data 0.001s (0.006s)	Loss 0.00034 (0.00030)	Accuracy 0.707 (0.819)
Epoch: [89][300/3777]	Time 0.520s (0.548s)	Speed 15.4 samples/s	Data 0.000s (0.006s)	Loss 0.00034 (0.00030)	Accuracy 0.802 (0.815)
Epoch: [89][400/3777]	Time 0.597s (0.547s)	Speed 13.4 samples/s	Data 0.001s (0.005s)	Loss 0.00035 (0.00030)	Accuracy 0.769 (0.820)
Epoch: [89][500/3777]	Time 0.520s (0.546s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00045 (0.00030)	Accuracy 0.778 (0.820)
Epoch: [89][600/3777]	Time 0.524s (0.547s)	Speed 15.3 samples/s	Data 0.000s (0.006s)	Loss 0.00032 (0.00030)	Accuracy 0.878 (0.820)
Epoch: [89][700/3777]	Time 0.512s (0.547s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00027 (0.00030)	Accuracy 0.922 (0.819)
Epoch: [89][800/3777]	Time 0.524s (0.547s)	Speed 15.3 samples/s	Data 0.001s (0.005s)	Loss 0.00032 (0.00030)	Accuracy 0.774 (0.819)
Epoch: [89][900/3777]	Time 0.592s (0.547s)	Speed 13.5 samples/s	Data 0.000s (0.005s)	Loss 0.00024 (0.00030)	Accuracy 0.890 (0.820)
Epoch: [89][1000/3777]	Time 0.738s (0.546s)	Speed 10.8 samples/s	Data 0.001s (0.005s)	Loss 0.00031 (0.00030)	Accuracy 0.680 (0.819)
Epoch: [89][1100/3777]	Time 0.520s (0.546s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00028 (0.00030)	Accuracy 0.757 (0.819)
Epoch: [89][1200/3777]	Time 0.514s (0.546s)	Speed 15.6 samples/s	Data 0.001s (0.005s)	Loss 0.00032 (0.00030)	Accuracy 0.804 (0.819)
Epoch: [89][1300/3777]	Time 0.524s (0.546s)	Speed 15.3 samples/s	Data 0.001s (0.005s)	Loss 0.00026 (0.00030)	Accuracy 0.819 (0.819)
Epoch: [89][1400/3777]	Time 0.507s (0.546s)	Speed 15.8 samples/s	Data 0.000s (0.005s)	Loss 0.00023 (0.00030)	Accuracy 0.836 (0.818)
Epoch: [89][1500/3777]	Time 0.621s (0.546s)	Speed 12.9 samples/s	Data 0.007s (0.005s)	Loss 0.00035 (0.00030)	Accuracy 0.861 (0.818)
Epoch: [89][1600/3777]	Time 0.517s (0.546s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00026 (0.00030)	Accuracy 0.876 (0.818)
Epoch: [89][1700/3777]	Time 0.517s (0.546s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00028 (0.00030)	Accuracy 0.840 (0.818)
Epoch: [89][1800/3777]	Time 0.519s (0.546s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00029 (0.00030)	Accuracy 0.828 (0.818)
Epoch: [89][1900/3777]	Time 0.524s (0.546s)	Speed 15.3 samples/s	Data 0.001s (0.005s)	Loss 0.00031 (0.00030)	Accuracy 0.817 (0.819)
Epoch: [89][2000/3777]	Time 0.583s (0.546s)	Speed 13.7 samples/s	Data 0.006s (0.005s)	Loss 0.00044 (0.00030)	Accuracy 0.788 (0.819)
Epoch: [89][2100/3777]	Time 0.571s (0.546s)	Speed 14.0 samples/s	Data 0.002s (0.005s)	Loss 0.00025 (0.00030)	Accuracy 0.861 (0.819)
Epoch: [89][2200/3777]	Time 0.517s (0.546s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00032 (0.00030)	Accuracy 0.836 (0.818)
Epoch: [89][2300/3777]	Time 0.522s (0.546s)	Speed 15.3 samples/s	Data 0.001s (0.005s)	Loss 0.00036 (0.00030)	Accuracy 0.887 (0.818)
Epoch: [89][2400/3777]	Time 0.517s (0.546s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00031 (0.00030)	Accuracy 0.730 (0.818)
Epoch: [89][2500/3777]	Time 0.523s (0.546s)	Speed 15.3 samples/s	Data 0.001s (0.005s)	Loss 0.00040 (0.00030)	Accuracy 0.722 (0.818)
Epoch: [89][2600/3777]	Time 0.601s (0.546s)	Speed 13.3 samples/s	Data 0.001s (0.005s)	Loss 0.00027 (0.00030)	Accuracy 0.908 (0.818)
Epoch: [89][2700/3777]	Time 0.577s (0.546s)	Speed 13.9 samples/s	Data 0.001s (0.005s)	Loss 0.00033 (0.00030)	Accuracy 0.835 (0.817)
Epoch: [89][2800/3777]	Time 0.520s (0.546s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00038 (0.00030)	Accuracy 0.746 (0.818)
Epoch: [89][2900/3777]	Time 0.511s (0.546s)	Speed 15.6 samples/s	Data 0.001s (0.005s)	Loss 0.00034 (0.00030)	Accuracy 0.783 (0.817)
Epoch: [89][3000/3777]	Time 0.512s (0.546s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00021 (0.00030)	Accuracy 0.886 (0.817)
Epoch: [89][3100/3777]	Time 0.514s (0.546s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00032 (0.00030)	Accuracy 0.877 (0.818)
Epoch: [89][3200/3777]	Time 0.602s (0.546s)	Speed 13.3 samples/s	Data 0.001s (0.005s)	Loss 0.00016 (0.00030)	Accuracy 0.938 (0.818)
Epoch: [89][3300/3777]	Time 0.517s (0.546s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00026 (0.00030)	Accuracy 0.753 (0.818)
Epoch: [89][3400/3777]	Time 0.516s (0.546s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00027 (0.00030)	Accuracy 0.795 (0.818)
Epoch: [89][3500/3777]	Time 0.522s (0.546s)	Speed 15.3 samples/s	Data 0.001s (0.005s)	Loss 0.00034 (0.00030)	Accuracy 0.817 (0.818)
Epoch: [89][3600/3777]	Time 0.519s (0.546s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00040 (0.00030)	Accuracy 0.874 (0.818)
Epoch: [89][3700/3777]	Time 0.630s (0.546s)	Speed 12.7 samples/s	Data 0.007s (0.005s)	Loss 0.00027 (0.00030)	Accuracy 0.875 (0.818)
Test: [0/361]	Time 1.028 (1.028)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [100/361]	Time 0.329 (0.354)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [200/361]	Time 0.333 (0.349)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [300/361]	Time 0.327 (0.349)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
| Arch | Head | Shoulder | Elbow | Wrist | Hip | Knee | Ankle | Mouth | Tail | Mean |
|---|---|---|---|---|---|---|---|---|---|---|
| pose_vhr | 84.357 | 70.937 | 74.324 | 76.959 | 82.827 | 81.407 | 80.097 | 92.238 | 71.494 | 80.399 |
=> saving checkpoint to output/ak_P2/vhr_birdpose_s/ak/pose_vhr/w32_256x256_adam_lr1e-3_ak_vhr_s
Epoch: [90][0/3777]	Time 1.242s (1.242s)	Speed 6.4 samples/s	Data 0.421s (0.421s)	Loss 0.00035 (0.00035)	Accuracy 0.717 (0.717)
Epoch: [90][100/3777]	Time 0.612s (0.545s)	Speed 13.1 samples/s	Data 0.001s (0.009s)	Loss 0.00032 (0.00029)	Accuracy 0.883 (0.826)
Epoch: [90][200/3777]	Time 0.519s (0.548s)	Speed 15.4 samples/s	Data 0.001s (0.008s)	Loss 0.00030 (0.00030)	Accuracy 0.819 (0.825)
Epoch: [90][300/3777]	Time 0.522s (0.547s)	Speed 15.3 samples/s	Data 0.001s (0.007s)	Loss 0.00025 (0.00030)	Accuracy 0.879 (0.821)
Epoch: [90][400/3777]	Time 0.519s (0.547s)	Speed 15.4 samples/s	Data 0.000s (0.006s)	Loss 0.00036 (0.00030)	Accuracy 0.765 (0.819)
Epoch: [90][500/3777]	Time 0.535s (0.547s)	Speed 14.9 samples/s	Data 0.001s (0.006s)	Loss 0.00029 (0.00030)	Accuracy 0.860 (0.821)
Epoch: [90][600/3777]	Time 0.604s (0.546s)	Speed 13.2 samples/s	Data 0.010s (0.006s)	Loss 0.00029 (0.00030)	Accuracy 0.793 (0.821)
Epoch: [90][700/3777]	Time 0.528s (0.546s)	Speed 15.1 samples/s	Data 0.001s (0.006s)	Loss 0.00041 (0.00030)	Accuracy 0.890 (0.822)
Epoch: [90][800/3777]	Time 0.511s (0.546s)	Speed 15.7 samples/s	Data 0.000s (0.006s)	Loss 0.00023 (0.00030)	Accuracy 0.847 (0.821)
Epoch: [90][900/3777]	Time 0.524s (0.546s)	Speed 15.3 samples/s	Data 0.001s (0.006s)	Loss 0.00025 (0.00030)	Accuracy 0.742 (0.821)
Epoch: [90][1000/3777]	Time 0.515s (0.546s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00026 (0.00030)	Accuracy 0.825 (0.821)
Epoch: [90][1100/3777]	Time 0.653s (0.546s)	Speed 12.3 samples/s	Data 0.008s (0.005s)	Loss 0.00026 (0.00030)	Accuracy 0.868 (0.821)
Epoch: [90][1200/3777]	Time 0.519s (0.545s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00025 (0.00030)	Accuracy 0.771 (0.822)
Epoch: [90][1300/3777]	Time 0.516s (0.545s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00024 (0.00030)	Accuracy 0.844 (0.822)
Epoch: [90][1400/3777]	Time 0.515s (0.545s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00027 (0.00030)	Accuracy 0.892 (0.822)
Epoch: [90][1500/3777]	Time 0.519s (0.545s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00031 (0.00030)	Accuracy 0.852 (0.821)
Epoch: [90][1600/3777]	Time 0.611s (0.545s)	Speed 13.1 samples/s	Data 0.001s (0.005s)	Loss 0.00031 (0.00030)	Accuracy 0.771 (0.820)
Epoch: [90][1700/3777]	Time 0.514s (0.545s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00029 (0.00030)	Accuracy 0.881 (0.821)
Epoch: [90][1800/3777]	Time 0.521s (0.545s)	Speed 15.3 samples/s	Data 0.001s (0.005s)	Loss 0.00034 (0.00030)	Accuracy 0.893 (0.821)
Epoch: [90][1900/3777]	Time 0.517s (0.545s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00025 (0.00030)	Accuracy 0.797 (0.821)
Epoch: [90][2000/3777]	Time 0.513s (0.545s)	Speed 15.6 samples/s	Data 0.001s (0.005s)	Loss 0.00035 (0.00030)	Accuracy 0.803 (0.821)
Epoch: [90][2100/3777]	Time 0.609s (0.545s)	Speed 13.1 samples/s	Data 0.007s (0.005s)	Loss 0.00033 (0.00030)	Accuracy 0.875 (0.821)
Epoch: [90][2200/3777]	Time 0.520s (0.545s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00030 (0.00030)	Accuracy 0.852 (0.821)
Epoch: [90][2300/3777]	Time 0.519s (0.545s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00022 (0.00030)	Accuracy 0.909 (0.822)
Epoch: [90][2400/3777]	Time 0.514s (0.545s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00034 (0.00030)	Accuracy 0.843 (0.821)
Epoch: [90][2500/3777]	Time 0.525s (0.545s)	Speed 15.2 samples/s	Data 0.001s (0.005s)	Loss 0.00031 (0.00030)	Accuracy 0.858 (0.821)
Epoch: [90][2600/3777]	Time 0.664s (0.545s)	Speed 12.1 samples/s	Data 0.013s (0.005s)	Loss 0.00028 (0.00030)	Accuracy 0.855 (0.821)
Epoch: [90][2700/3777]	Time 0.584s (0.545s)	Speed 13.7 samples/s	Data 0.001s (0.005s)	Loss 0.00021 (0.00030)	Accuracy 0.690 (0.821)
Epoch: [90][2800/3777]	Time 0.521s (0.545s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00023 (0.00030)	Accuracy 0.825 (0.821)
Epoch: [90][2900/3777]	Time 0.520s (0.545s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00036 (0.00030)	Accuracy 0.842 (0.821)
Epoch: [90][3000/3777]	Time 0.514s (0.545s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00037 (0.00030)	Accuracy 0.639 (0.820)
Epoch: [90][3100/3777]	Time 0.603s (0.545s)	Speed 13.3 samples/s	Data 0.001s (0.005s)	Loss 0.00041 (0.00030)	Accuracy 0.761 (0.820)
Epoch: [90][3200/3777]	Time 0.619s (0.545s)	Speed 12.9 samples/s	Data 0.007s (0.005s)	Loss 0.00035 (0.00030)	Accuracy 0.787 (0.820)
Epoch: [90][3300/3777]	Time 0.519s (0.545s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00026 (0.00030)	Accuracy 0.762 (0.820)
Epoch: [90][3400/3777]	Time 0.515s (0.545s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00034 (0.00030)	Accuracy 0.763 (0.821)
Epoch: [90][3500/3777]	Time 0.517s (0.545s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00032 (0.00030)	Accuracy 0.722 (0.821)
Epoch: [90][3600/3777]	Time 0.519s (0.545s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00029 (0.00030)	Accuracy 0.538 (0.821)
Epoch: [90][3700/3777]	Time 0.581s (0.545s)	Speed 13.8 samples/s	Data 0.002s (0.005s)	Loss 0.00030 (0.00030)	Accuracy 0.841 (0.821)
Test: [0/361]	Time 0.962 (0.962)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [100/361]	Time 0.328 (0.355)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [200/361]	Time 0.330 (0.350)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [300/361]	Time 0.329 (0.349)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
| Arch | Head | Shoulder | Elbow | Wrist | Hip | Knee | Ankle | Mouth | Tail | Mean |
|---|---|---|---|---|---|---|---|---|---|---|
| pose_vhr | 87.907 | 72.964 | 76.662 | 79.672 | 81.956 | 82.727 | 81.112 | 94.086 | 72.658 | 81.978 |
=> saving checkpoint to output/ak_P2/vhr_birdpose_s/ak/pose_vhr/w32_256x256_adam_lr1e-3_ak_vhr_s
Epoch: [91][0/3777]	Time 1.254s (1.254s)	Speed 6.4 samples/s	Data 0.521s (0.521s)	Loss 0.00035 (0.00035)	Accuracy 0.693 (0.693)
Epoch: [91][100/3777]	Time 0.594s (0.549s)	Speed 13.5 samples/s	Data 0.009s (0.011s)	Loss 0.00031 (0.00030)	Accuracy 0.674 (0.827)
Epoch: [91][200/3777]	Time 0.521s (0.546s)	Speed 15.4 samples/s	Data 0.001s (0.008s)	Loss 0.00034 (0.00030)	Accuracy 0.627 (0.827)
Epoch: [91][300/3777]	Time 0.521s (0.547s)	Speed 15.4 samples/s	Data 0.001s (0.007s)	Loss 0.00028 (0.00029)	Accuracy 0.867 (0.827)
Epoch: [91][400/3777]	Time 0.516s (0.547s)	Speed 15.5 samples/s	Data 0.000s (0.006s)	Loss 0.00031 (0.00029)	Accuracy 0.749 (0.824)
Epoch: [91][500/3777]	Time 0.523s (0.547s)	Speed 15.3 samples/s	Data 0.000s (0.006s)	Loss 0.00035 (0.00030)	Accuracy 0.713 (0.822)
Epoch: [91][600/3777]	Time 0.606s (0.547s)	Speed 13.2 samples/s	Data 0.020s (0.006s)	Loss 0.00022 (0.00030)	Accuracy 0.979 (0.824)
Epoch: [91][700/3777]	Time 0.589s (0.546s)	Speed 13.6 samples/s	Data 0.010s (0.006s)	Loss 0.00022 (0.00030)	Accuracy 0.890 (0.824)
Epoch: [91][800/3777]	Time 0.520s (0.546s)	Speed 15.4 samples/s	Data 0.001s (0.006s)	Loss 0.00029 (0.00030)	Accuracy 0.858 (0.824)
Epoch: [91][900/3777]	Time 0.522s (0.546s)	Speed 15.3 samples/s	Data 0.000s (0.006s)	Loss 0.00033 (0.00029)	Accuracy 0.813 (0.824)
Epoch: [91][1000/3777]	Time 0.522s (0.546s)	Speed 15.3 samples/s	Data 0.001s (0.006s)	Loss 0.00028 (0.00029)	Accuracy 0.869 (0.824)
Epoch: [91][1100/3777]	Time 0.515s (0.546s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00031 (0.00030)	Accuracy 0.790 (0.823)
Epoch: [91][1200/3777]	Time 0.601s (0.546s)	Speed 13.3 samples/s	Data 0.004s (0.005s)	Loss 0.00038 (0.00030)	Accuracy 0.661 (0.823)
Epoch: [91][1300/3777]	Time 0.515s (0.545s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00033 (0.00029)	Accuracy 0.815 (0.824)
Epoch: [91][1400/3777]	Time 0.516s (0.545s)	Speed 15.5 samples/s	Data 0.000s (0.006s)	Loss 0.00029 (0.00029)	Accuracy 0.683 (0.825)
Epoch: [91][1500/3777]	Time 0.515s (0.545s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00024 (0.00029)	Accuracy 0.930 (0.825)
Epoch: [91][1600/3777]	Time 0.520s (0.545s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00025 (0.00029)	Accuracy 0.839 (0.825)
Epoch: [91][1700/3777]	Time 0.514s (0.545s)	Speed 15.6 samples/s	Data 0.001s (0.005s)	Loss 0.00031 (0.00029)	Accuracy 0.746 (0.825)
Epoch: [91][1800/3777]	Time 0.607s (0.545s)	Speed 13.2 samples/s	Data 0.009s (0.005s)	Loss 0.00029 (0.00029)	Accuracy 0.810 (0.826)
Epoch: [91][1900/3777]	Time 0.574s (0.545s)	Speed 13.9 samples/s	Data 0.001s (0.005s)	Loss 0.00034 (0.00030)	Accuracy 0.757 (0.824)
Epoch: [91][2000/3777]	Time 0.515s (0.545s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00030 (0.00030)	Accuracy 0.911 (0.825)
Epoch: [91][2100/3777]	Time 0.515s (0.545s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00019 (0.00030)	Accuracy 0.877 (0.825)
Epoch: [91][2200/3777]	Time 0.519s (0.545s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00035 (0.00030)	Accuracy 0.746 (0.825)
Epoch: [91][2300/3777]	Time 0.513s (0.545s)	Speed 15.6 samples/s	Data 0.001s (0.005s)	Loss 0.00020 (0.00030)	Accuracy 0.835 (0.825)
Epoch: [91][2400/3777]	Time 0.584s (0.545s)	Speed 13.7 samples/s	Data 0.009s (0.005s)	Loss 0.00031 (0.00030)	Accuracy 0.832 (0.824)
Epoch: [91][2500/3777]	Time 0.579s (0.545s)	Speed 13.8 samples/s	Data 0.000s (0.005s)	Loss 0.00030 (0.00030)	Accuracy 0.859 (0.825)
Epoch: [91][2600/3777]	Time 0.517s (0.545s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00027 (0.00030)	Accuracy 0.946 (0.825)
Epoch: [91][2700/3777]	Time 0.521s (0.545s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00029 (0.00030)	Accuracy 0.772 (0.825)
Epoch: [91][2800/3777]	Time 0.516s (0.545s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00036 (0.00030)	Accuracy 0.820 (0.825)
Epoch: [91][2900/3777]	Time 0.523s (0.545s)	Speed 15.3 samples/s	Data 0.001s (0.005s)	Loss 0.00031 (0.00030)	Accuracy 0.768 (0.825)
Epoch: [91][3000/3777]	Time 0.607s (0.545s)	Speed 13.2 samples/s	Data 0.001s (0.005s)	Loss 0.00030 (0.00030)	Accuracy 0.774 (0.825)
Epoch: [91][3100/3777]	Time 0.624s (0.545s)	Speed 12.8 samples/s	Data 0.007s (0.005s)	Loss 0.00031 (0.00030)	Accuracy 0.780 (0.825)
Epoch: [91][3200/3777]	Time 0.513s (0.545s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00026 (0.00030)	Accuracy 0.655 (0.825)
Epoch: [91][3300/3777]	Time 0.518s (0.545s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00038 (0.00030)	Accuracy 0.736 (0.825)
Epoch: [91][3400/3777]	Time 0.511s (0.545s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00036 (0.00030)	Accuracy 0.799 (0.825)
Epoch: [91][3500/3777]	Time 0.521s (0.545s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00031 (0.00030)	Accuracy 0.732 (0.825)
Epoch: [91][3600/3777]	Time 0.556s (0.545s)	Speed 14.4 samples/s	Data 0.007s (0.005s)	Loss 0.00018 (0.00030)	Accuracy 0.917 (0.825)
Epoch: [91][3700/3777]	Time 0.663s (0.545s)	Speed 12.1 samples/s	Data 0.008s (0.005s)	Loss 0.00033 (0.00030)	Accuracy 0.893 (0.824)
Test: [0/361]	Time 0.962 (0.962)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [100/361]	Time 0.330 (0.356)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [200/361]	Time 0.330 (0.349)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [300/361]	Time 0.327 (0.348)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
| Arch | Head | Shoulder | Elbow | Wrist | Hip | Knee | Ankle | Mouth | Tail | Mean |
|---|---|---|---|---|---|---|---|---|---|---|
| pose_vhr | 87.833 | 75.003 | 76.544 | 78.959 | 80.975 | 82.202 | 81.021 | 94.398 | 70.849 | 82.280 |
=> saving checkpoint to output/ak_P2/vhr_birdpose_s/ak/pose_vhr/w32_256x256_adam_lr1e-3_ak_vhr_s
Epoch: [92][0/3777]	Time 0.912s (0.912s)	Speed 8.8 samples/s	Data 0.281s (0.281s)	Loss 0.00026 (0.00026)	Accuracy 0.789 (0.789)
Epoch: [92][100/3777]	Time 0.517s (0.547s)	Speed 15.5 samples/s	Data 0.001s (0.007s)	Loss 0.00031 (0.00029)	Accuracy 0.866 (0.830)
Epoch: [92][200/3777]	Time 0.513s (0.546s)	Speed 15.6 samples/s	Data 0.001s (0.006s)	Loss 0.00031 (0.00029)	Accuracy 0.834 (0.835)
Epoch: [92][300/3777]	Time 0.598s (0.545s)	Speed 13.4 samples/s	Data 0.012s (0.005s)	Loss 0.00020 (0.00029)	Accuracy 0.971 (0.836)
Epoch: [92][400/3777]	Time 0.570s (0.544s)	Speed 14.0 samples/s	Data 0.001s (0.006s)	Loss 0.00038 (0.00029)	Accuracy 0.756 (0.829)
Epoch: [92][500/3777]	Time 0.516s (0.545s)	Speed 15.5 samples/s	Data 0.000s (0.006s)	Loss 0.00024 (0.00029)	Accuracy 0.910 (0.825)
Epoch: [92][600/3777]	Time 0.514s (0.545s)	Speed 15.6 samples/s	Data 0.000s (0.006s)	Loss 0.00030 (0.00029)	Accuracy 0.850 (0.824)
Epoch: [92][700/3777]	Time 0.511s (0.545s)	Speed 15.7 samples/s	Data 0.000s (0.005s)	Loss 0.00028 (0.00029)	Accuracy 0.847 (0.825)
Epoch: [92][800/3777]	Time 0.518s (0.545s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00030 (0.00029)	Accuracy 0.878 (0.826)
Epoch: [92][900/3777]	Time 0.623s (0.545s)	Speed 12.8 samples/s	Data 0.001s (0.005s)	Loss 0.00041 (0.00029)	Accuracy 0.714 (0.826)
Epoch: [92][1000/3777]	Time 0.514s (0.545s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00025 (0.00029)	Accuracy 0.856 (0.826)
Epoch: [92][1100/3777]	Time 0.527s (0.545s)	Speed 15.2 samples/s	Data 0.000s (0.005s)	Loss 0.00024 (0.00029)	Accuracy 0.905 (0.826)
Epoch: [92][1200/3777]	Time 0.511s (0.545s)	Speed 15.7 samples/s	Data 0.000s (0.005s)	Loss 0.00035 (0.00029)	Accuracy 0.865 (0.826)
Epoch: [92][1300/3777]	Time 0.520s (0.545s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00027 (0.00029)	Accuracy 0.918 (0.826)
Epoch: [92][1400/3777]	Time 0.587s (0.545s)	Speed 13.6 samples/s	Data 0.003s (0.005s)	Loss 0.00030 (0.00029)	Accuracy 0.760 (0.825)
Epoch: [92][1500/3777]	Time 0.597s (0.545s)	Speed 13.4 samples/s	Data 0.008s (0.005s)	Loss 0.00034 (0.00029)	Accuracy 0.889 (0.826)
Epoch: [92][1600/3777]	Time 0.517s (0.545s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00031 (0.00029)	Accuracy 0.818 (0.826)
Epoch: [92][1700/3777]	Time 0.518s (0.545s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00040 (0.00029)	Accuracy 0.487 (0.825)
Epoch: [92][1800/3777]	Time 0.522s (0.546s)	Speed 15.3 samples/s	Data 0.001s (0.005s)	Loss 0.00016 (0.00029)	Accuracy 0.891 (0.824)
Epoch: [92][1900/3777]	Time 0.560s (0.545s)	Speed 14.3 samples/s	Data 0.006s (0.005s)	Loss 0.00034 (0.00031)	Accuracy 0.821 (0.824)
Epoch: [92][2000/3777]	Time 0.593s (0.545s)	Speed 13.5 samples/s	Data 0.000s (0.005s)	Loss 0.00027 (0.00031)	Accuracy 0.900 (0.825)
Epoch: [92][2100/3777]	Time 0.524s (0.545s)	Speed 15.3 samples/s	Data 0.001s (0.005s)	Loss 0.00034 (0.00031)	Accuracy 0.776 (0.825)
Epoch: [92][2200/3777]	Time 0.538s (0.546s)	Speed 14.9 samples/s	Data 0.000s (0.005s)	Loss 0.00019 (0.00030)	Accuracy 0.872 (0.825)
Epoch: [92][2300/3777]	Time 0.522s (0.546s)	Speed 15.3 samples/s	Data 0.001s (0.005s)	Loss 0.00023 (0.00030)	Accuracy 0.862 (0.825)
Epoch: [92][2400/3777]	Time 0.512s (0.546s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00026 (0.00030)	Accuracy 0.873 (0.826)
Epoch: [92][2500/3777]	Time 0.589s (0.546s)	Speed 13.6 samples/s	Data 0.001s (0.005s)	Loss 0.00041 (0.00030)	Accuracy 0.742 (0.826)
Epoch: [92][2600/3777]	Time 0.518s (0.546s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00028 (0.00030)	Accuracy 0.792 (0.826)
Epoch: [92][2700/3777]	Time 0.516s (0.546s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00027 (0.00030)	Accuracy 0.928 (0.826)
Epoch: [92][2800/3777]	Time 0.518s (0.546s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00026 (0.00030)	Accuracy 0.927 (0.826)
Epoch: [92][2900/3777]	Time 0.517s (0.546s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00025 (0.00030)	Accuracy 0.820 (0.826)
Epoch: [92][3000/3777]	Time 0.600s (0.546s)	Speed 13.3 samples/s	Data 0.001s (0.005s)	Loss 0.00028 (0.00030)	Accuracy 0.841 (0.826)
Epoch: [92][3100/3777]	Time 0.511s (0.546s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00027 (0.00030)	Accuracy 0.912 (0.826)
Epoch: [92][3200/3777]	Time 0.512s (0.546s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00027 (0.00030)	Accuracy 0.867 (0.826)
Epoch: [92][3300/3777]	Time 0.520s (0.546s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00028 (0.00030)	Accuracy 0.815 (0.826)
Epoch: [92][3400/3777]	Time 0.588s (0.546s)	Speed 13.6 samples/s	Data 0.007s (0.005s)	Loss 0.00027 (0.00030)	Accuracy 0.804 (0.826)
Epoch: [92][3500/3777]	Time 0.571s (0.546s)	Speed 14.0 samples/s	Data 0.004s (0.005s)	Loss 0.00032 (0.00030)	Accuracy 0.674 (0.826)
Epoch: [92][3600/3777]	Time 0.527s (0.546s)	Speed 15.2 samples/s	Data 0.001s (0.005s)	Loss 0.00034 (0.00030)	Accuracy 0.829 (0.826)
Epoch: [92][3700/3777]	Time 0.520s (0.546s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00029 (0.00030)	Accuracy 0.919 (0.826)
Test: [0/361]	Time 0.750 (0.750)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [100/361]	Time 0.364 (0.351)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [200/361]	Time 0.333 (0.350)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [300/361]	Time 0.329 (0.348)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
| Arch | Head | Shoulder | Elbow | Wrist | Hip | Knee | Ankle | Mouth | Tail | Mean |
|---|---|---|---|---|---|---|---|---|---|---|
| pose_vhr | 86.428 | 74.186 | 78.501 | 78.922 | 84.843 | 83.537 | 81.434 | 94.405 | 72.073 | 82.973 |
=> saving checkpoint to output/ak_P2/vhr_birdpose_s/ak/pose_vhr/w32_256x256_adam_lr1e-3_ak_vhr_s
Epoch: [93][0/3777]	Time 0.921s (0.921s)	Speed 8.7 samples/s	Data 0.304s (0.304s)	Loss 0.00030 (0.00030)	Accuracy 0.732 (0.732)
Epoch: [93][100/3777]	Time 0.514s (0.555s)	Speed 15.6 samples/s	Data 0.001s (0.008s)	Loss 0.00038 (0.00029)	Accuracy 0.794 (0.826)
Epoch: [93][200/3777]	Time 0.518s (0.550s)	Speed 15.4 samples/s	Data 0.000s (0.007s)	Loss 0.00029 (0.00029)	Accuracy 0.724 (0.823)
Epoch: [93][300/3777]	Time 0.620s (0.548s)	Speed 12.9 samples/s	Data 0.013s (0.006s)	Loss 0.00022 (0.00029)	Accuracy 0.888 (0.825)
Epoch: [93][400/3777]	Time 0.519s (0.548s)	Speed 15.4 samples/s	Data 0.000s (0.006s)	Loss 0.00028 (0.00029)	Accuracy 0.867 (0.823)
Epoch: [93][500/3777]	Time 0.517s (0.548s)	Speed 15.5 samples/s	Data 0.001s (0.006s)	Loss 0.00024 (0.00029)	Accuracy 0.861 (0.824)
Epoch: [93][600/3777]	Time 0.543s (0.548s)	Speed 14.7 samples/s	Data 0.000s (0.006s)	Loss 0.00031 (0.00029)	Accuracy 0.784 (0.826)
Epoch: [93][700/3777]	Time 0.521s (0.548s)	Speed 15.4 samples/s	Data 0.001s (0.006s)	Loss 0.00033 (0.00029)	Accuracy 0.783 (0.827)
Epoch: [93][800/3777]	Time 0.520s (0.548s)	Speed 15.4 samples/s	Data 0.001s (0.006s)	Loss 0.00027 (0.00029)	Accuracy 0.718 (0.826)
Epoch: [93][900/3777]	Time 0.578s (0.547s)	Speed 13.8 samples/s	Data 0.005s (0.006s)	Loss 0.00039 (0.00029)	Accuracy 0.797 (0.825)
Epoch: [93][1000/3777]	Time 0.521s (0.547s)	Speed 15.3 samples/s	Data 0.000s (0.006s)	Loss 0.00029 (0.00029)	Accuracy 0.800 (0.825)
Epoch: [93][1100/3777]	Time 0.523s (0.547s)	Speed 15.3 samples/s	Data 0.001s (0.006s)	Loss 0.00034 (0.00029)	Accuracy 0.862 (0.826)
Epoch: [93][1200/3777]	Time 0.521s (0.548s)	Speed 15.4 samples/s	Data 0.000s (0.006s)	Loss 0.00032 (0.00029)	Accuracy 0.836 (0.826)
Epoch: [93][1300/3777]	Time 0.517s (0.548s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00029 (0.00029)	Accuracy 0.852 (0.826)
Epoch: [93][1400/3777]	Time 0.589s (0.548s)	Speed 13.6 samples/s	Data 0.001s (0.005s)	Loss 0.00030 (0.00029)	Accuracy 0.857 (0.827)
Epoch: [93][1500/3777]	Time 0.534s (0.548s)	Speed 15.0 samples/s	Data 0.000s (0.005s)	Loss 0.00026 (0.00029)	Accuracy 0.865 (0.827)
Epoch: [93][1600/3777]	Time 0.524s (0.548s)	Speed 15.3 samples/s	Data 0.000s (0.005s)	Loss 0.00030 (0.00029)	Accuracy 0.869 (0.827)
Epoch: [93][1700/3777]	Time 0.524s (0.548s)	Speed 15.3 samples/s	Data 0.000s (0.005s)	Loss 0.00034 (0.00029)	Accuracy 0.830 (0.827)
Epoch: [93][1800/3777]	Time 0.517s (0.547s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00022 (0.00029)	Accuracy 0.888 (0.827)
Epoch: [93][1900/3777]	Time 0.635s (0.547s)	Speed 12.6 samples/s	Data 0.007s (0.005s)	Loss 0.00025 (0.00029)	Accuracy 0.846 (0.827)
Epoch: [93][2000/3777]	Time 0.620s (0.547s)	Speed 12.9 samples/s	Data 0.008s (0.005s)	Loss 0.00024 (0.00029)	Accuracy 0.900 (0.828)
Epoch: [93][2100/3777]	Time 0.516s (0.547s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00033 (0.00029)	Accuracy 0.693 (0.828)
Epoch: [93][2200/3777]	Time 0.515s (0.547s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00035 (0.00029)	Accuracy 0.864 (0.829)
Epoch: [93][2300/3777]	Time 0.519s (0.547s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00029 (0.00029)	Accuracy 0.795 (0.829)
Epoch: [93][2400/3777]	Time 0.546s (0.547s)	Speed 14.7 samples/s	Data 0.007s (0.005s)	Loss 0.00017 (0.00029)	Accuracy 0.920 (0.829)
Epoch: [93][2500/3777]	Time 0.567s (0.546s)	Speed 14.1 samples/s	Data 0.007s (0.005s)	Loss 0.00021 (0.00029)	Accuracy 0.925 (0.829)
Epoch: [93][2600/3777]	Time 0.518s (0.546s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00034 (0.00029)	Accuracy 0.718 (0.829)
Epoch: [93][2700/3777]	Time 0.512s (0.546s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00023 (0.00029)	Accuracy 0.849 (0.830)
Epoch: [93][2800/3777]	Time 0.512s (0.546s)	Speed 15.6 samples/s	Data 0.001s (0.005s)	Loss 0.00033 (0.00029)	Accuracy 0.851 (0.830)
Epoch: [93][2900/3777]	Time 0.516s (0.546s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00020 (0.00029)	Accuracy 0.916 (0.831)
Epoch: [93][3000/3777]	Time 0.654s (0.546s)	Speed 12.2 samples/s	Data 0.001s (0.005s)	Loss 0.00021 (0.00029)	Accuracy 0.952 (0.831)
Epoch: [93][3100/3777]	Time 0.518s (0.546s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00047 (0.00029)	Accuracy 0.775 (0.830)
Epoch: [93][3200/3777]	Time 0.519s (0.546s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00047 (0.00029)	Accuracy 0.703 (0.830)
Epoch: [93][3300/3777]	Time 0.512s (0.546s)	Speed 15.6 samples/s	Data 0.001s (0.005s)	Loss 0.00029 (0.00029)	Accuracy 0.802 (0.830)
Epoch: [93][3400/3777]	Time 0.517s (0.546s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00025 (0.00029)	Accuracy 0.885 (0.830)
Epoch: [93][3500/3777]	Time 0.620s (0.546s)	Speed 12.9 samples/s	Data 0.015s (0.005s)	Loss 0.00025 (0.00029)	Accuracy 0.801 (0.830)
Epoch: [93][3600/3777]	Time 0.565s (0.546s)	Speed 14.2 samples/s	Data 0.000s (0.005s)	Loss 0.00037 (0.00029)	Accuracy 0.760 (0.830)
Epoch: [93][3700/3777]	Time 0.510s (0.546s)	Speed 15.7 samples/s	Data 0.001s (0.005s)	Loss 0.00031 (0.00029)	Accuracy 0.759 (0.830)
Test: [0/361]	Time 0.720 (0.720)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [100/361]	Time 0.385 (0.354)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [200/361]	Time 0.332 (0.351)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [300/361]	Time 0.329 (0.349)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
| Arch | Head | Shoulder | Elbow | Wrist | Hip | Knee | Ankle | Mouth | Tail | Mean |
|---|---|---|---|---|---|---|---|---|---|---|
| pose_vhr | 89.201 | 75.822 | 76.425 | 80.282 | 85.051 | 84.523 | 82.719 | 94.888 | 72.214 | 83.439 |
=> saving checkpoint to output/ak_P2/vhr_birdpose_s/ak/pose_vhr/w32_256x256_adam_lr1e-3_ak_vhr_s
Epoch: [94][0/3777]	Time 0.902s (0.902s)	Speed 8.9 samples/s	Data 0.278s (0.278s)	Loss 0.00030 (0.00030)	Accuracy 0.840 (0.840)
Epoch: [94][100/3777]	Time 0.523s (0.553s)	Speed 15.3 samples/s	Data 0.001s (0.008s)	Loss 0.00036 (0.00029)	Accuracy 0.707 (0.833)
Epoch: [94][200/3777]	Time 0.532s (0.551s)	Speed 15.0 samples/s	Data 0.000s (0.006s)	Loss 0.00033 (0.00029)	Accuracy 0.819 (0.832)
Epoch: [94][300/3777]	Time 0.640s (0.550s)	Speed 12.5 samples/s	Data 0.007s (0.006s)	Loss 0.00029 (0.00030)	Accuracy 0.752 (0.826)
Epoch: [94][400/3777]	Time 0.522s (0.549s)	Speed 15.3 samples/s	Data 0.001s (0.006s)	Loss 0.00019 (0.00029)	Accuracy 0.872 (0.827)
Epoch: [94][500/3777]	Time 0.519s (0.549s)	Speed 15.4 samples/s	Data 0.001s (0.006s)	Loss 0.00027 (0.00029)	Accuracy 0.865 (0.828)
Epoch: [94][600/3777]	Time 0.515s (0.549s)	Speed 15.5 samples/s	Data 0.001s (0.006s)	Loss 0.00021 (0.00029)	Accuracy 0.871 (0.828)
Epoch: [94][700/3777]	Time 0.510s (0.548s)	Speed 15.7 samples/s	Data 0.000s (0.006s)	Loss 0.00015 (0.00029)	Accuracy 0.974 (0.829)
Epoch: [94][800/3777]	Time 0.664s (0.548s)	Speed 12.1 samples/s	Data 0.001s (0.005s)	Loss 0.00025 (0.00029)	Accuracy 0.785 (0.829)
Epoch: [94][900/3777]	Time 0.591s (0.548s)	Speed 13.5 samples/s	Data 0.001s (0.005s)	Loss 0.00035 (0.00029)	Accuracy 0.855 (0.829)
Epoch: [94][1000/3777]	Time 0.522s (0.548s)	Speed 15.3 samples/s	Data 0.001s (0.006s)	Loss 0.00032 (0.00029)	Accuracy 0.930 (0.830)
Epoch: [94][1100/3777]	Time 0.513s (0.547s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00029 (0.00029)	Accuracy 0.915 (0.831)
Epoch: [94][1200/3777]	Time 0.520s (0.547s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00032 (0.00029)	Accuracy 0.744 (0.831)
Epoch: [94][1300/3777]	Time 0.518s (0.547s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00030 (0.00029)	Accuracy 0.826 (0.831)
Epoch: [94][1400/3777]	Time 0.632s (0.547s)	Speed 12.7 samples/s	Data 0.001s (0.005s)	Loss 0.00030 (0.00029)	Accuracy 0.820 (0.831)
Epoch: [94][1500/3777]	Time 0.574s (0.547s)	Speed 13.9 samples/s	Data 0.001s (0.005s)	Loss 0.00036 (0.00029)	Accuracy 0.700 (0.831)
Epoch: [94][1600/3777]	Time 0.519s (0.547s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00049 (0.00029)	Accuracy 0.628 (0.830)
Epoch: [94][1700/3777]	Time 0.517s (0.547s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00033 (0.00029)	Accuracy 0.642 (0.830)
Epoch: [94][1800/3777]	Time 0.526s (0.547s)	Speed 15.2 samples/s	Data 0.000s (0.005s)	Loss 0.00036 (0.00029)	Accuracy 0.873 (0.830)
Epoch: [94][1900/3777]	Time 0.513s (0.547s)	Speed 15.6 samples/s	Data 0.001s (0.005s)	Loss 0.00022 (0.00029)	Accuracy 0.885 (0.830)
Epoch: [94][2000/3777]	Time 0.651s (0.547s)	Speed 12.3 samples/s	Data 0.020s (0.005s)	Loss 0.00024 (0.00029)	Accuracy 0.915 (0.830)
Epoch: [94][2100/3777]	Time 0.580s (0.547s)	Speed 13.8 samples/s	Data 0.001s (0.005s)	Loss 0.00030 (0.00029)	Accuracy 0.824 (0.830)
Epoch: [94][2200/3777]	Time 0.526s (0.547s)	Speed 15.2 samples/s	Data 0.001s (0.005s)	Loss 0.00046 (0.00029)	Accuracy 0.711 (0.830)
Epoch: [94][2300/3777]	Time 0.516s (0.547s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00026 (0.00029)	Accuracy 0.865 (0.830)
Epoch: [94][2400/3777]	Time 0.516s (0.547s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00025 (0.00029)	Accuracy 0.853 (0.830)
Epoch: [94][2500/3777]	Time 0.521s (0.547s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00028 (0.00029)	Accuracy 0.813 (0.831)
Epoch: [94][2600/3777]	Time 0.545s (0.547s)	Speed 14.7 samples/s	Data 0.001s (0.005s)	Loss 0.00026 (0.00029)	Accuracy 0.828 (0.831)
Epoch: [94][2700/3777]	Time 0.605s (0.546s)	Speed 13.2 samples/s	Data 0.001s (0.005s)	Loss 0.00033 (0.00029)	Accuracy 0.825 (0.831)
Epoch: [94][2800/3777]	Time 0.513s (0.546s)	Speed 15.6 samples/s	Data 0.001s (0.005s)	Loss 0.00024 (0.00029)	Accuracy 0.821 (0.831)
Epoch: [94][2900/3777]	Time 0.515s (0.546s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00021 (0.00029)	Accuracy 0.946 (0.831)
Epoch: [94][3000/3777]	Time 0.512s (0.546s)	Speed 15.6 samples/s	Data 0.001s (0.005s)	Loss 0.00025 (0.00029)	Accuracy 0.735 (0.831)
Epoch: [94][3100/3777]	Time 0.517s (0.546s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00033 (0.00029)	Accuracy 0.573 (0.831)
Epoch: [94][3200/3777]	Time 0.608s (0.546s)	Speed 13.2 samples/s	Data 0.007s (0.005s)	Loss 0.00025 (0.00029)	Accuracy 0.772 (0.831)
Epoch: [94][3300/3777]	Time 0.580s (0.546s)	Speed 13.8 samples/s	Data 0.001s (0.005s)	Loss 0.00021 (0.00029)	Accuracy 0.921 (0.831)
Epoch: [94][3400/3777]	Time 0.525s (0.546s)	Speed 15.2 samples/s	Data 0.000s (0.005s)	Loss 0.00038 (0.00029)	Accuracy 0.725 (0.831)
Epoch: [94][3500/3777]	Time 0.515s (0.546s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00027 (0.00029)	Accuracy 0.874 (0.831)
Epoch: [94][3600/3777]	Time 0.515s (0.546s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00025 (0.00029)	Accuracy 0.791 (0.831)
Epoch: [94][3700/3777]	Time 0.518s (0.546s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00026 (0.00029)	Accuracy 0.884 (0.830)
Test: [0/361]	Time 0.712 (0.712)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [100/361]	Time 0.328 (0.349)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [200/361]	Time 0.370 (0.348)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [300/361]	Time 0.331 (0.347)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
| Arch | Head | Shoulder | Elbow | Wrist | Hip | Knee | Ankle | Mouth | Tail | Mean |
|---|---|---|---|---|---|---|---|---|---|---|
| pose_vhr | 87.315 | 73.694 | 76.927 | 80.531 | 84.852 | 81.314 | 80.551 | 94.009 | 73.591 | 82.826 |
=> saving checkpoint to output/ak_P2/vhr_birdpose_s/ak/pose_vhr/w32_256x256_adam_lr1e-3_ak_vhr_s
Epoch: [95][0/3777]	Time 0.922s (0.922s)	Speed 8.7 samples/s	Data 0.298s (0.298s)	Loss 0.00028 (0.00028)	Accuracy 0.828 (0.828)
Epoch: [95][100/3777]	Time 0.521s (0.548s)	Speed 15.4 samples/s	Data 0.000s (0.008s)	Loss 0.00031 (0.00028)	Accuracy 0.680 (0.834)
Epoch: [95][200/3777]	Time 0.520s (0.548s)	Speed 15.4 samples/s	Data 0.001s (0.007s)	Loss 0.00027 (0.00028)	Accuracy 0.751 (0.835)
Epoch: [95][300/3777]	Time 0.512s (0.547s)	Speed 15.6 samples/s	Data 0.001s (0.006s)	Loss 0.00023 (0.00029)	Accuracy 0.942 (0.837)
Epoch: [95][400/3777]	Time 0.521s (0.547s)	Speed 15.4 samples/s	Data 0.001s (0.006s)	Loss 0.00022 (0.00029)	Accuracy 0.889 (0.837)
Epoch: [95][500/3777]	Time 0.614s (0.547s)	Speed 13.0 samples/s	Data 0.000s (0.005s)	Loss 0.00027 (0.00029)	Accuracy 0.852 (0.835)
Epoch: [95][600/3777]	Time 0.611s (0.546s)	Speed 13.1 samples/s	Data 0.001s (0.006s)	Loss 0.00033 (0.00029)	Accuracy 0.838 (0.835)
Epoch: [95][700/3777]	Time 0.513s (0.546s)	Speed 15.6 samples/s	Data 0.000s (0.006s)	Loss 0.00021 (0.00029)	Accuracy 0.923 (0.834)
Epoch: [95][800/3777]	Time 0.529s (0.546s)	Speed 15.1 samples/s	Data 0.001s (0.005s)	Loss 0.00021 (0.00029)	Accuracy 0.925 (0.835)
Epoch: [95][900/3777]	Time 0.512s (0.546s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00037 (0.00029)	Accuracy 0.789 (0.836)
Epoch: [95][1000/3777]	Time 0.513s (0.546s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00034 (0.00028)	Accuracy 0.835 (0.836)
Epoch: [95][1100/3777]	Time 0.606s (0.546s)	Speed 13.2 samples/s	Data 0.007s (0.005s)	Loss 0.00026 (0.00028)	Accuracy 0.799 (0.835)
Epoch: [95][1200/3777]	Time 0.592s (0.546s)	Speed 13.5 samples/s	Data 0.001s (0.005s)	Loss 0.00022 (0.00029)	Accuracy 0.987 (0.834)
Epoch: [95][1300/3777]	Time 0.522s (0.546s)	Speed 15.3 samples/s	Data 0.009s (0.005s)	Loss 0.00033 (0.00029)	Accuracy 0.833 (0.834)
Epoch: [95][1400/3777]	Time 0.511s (0.546s)	Speed 15.6 samples/s	Data 0.001s (0.005s)	Loss 0.00026 (0.00028)	Accuracy 0.945 (0.835)
Epoch: [95][1500/3777]	Time 0.516s (0.546s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00025 (0.00028)	Accuracy 0.885 (0.835)
Epoch: [95][1600/3777]	Time 0.519s (0.546s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00027 (0.00029)	Accuracy 0.838 (0.835)
Epoch: [95][1700/3777]	Time 0.600s (0.546s)	Speed 13.3 samples/s	Data 0.004s (0.005s)	Loss 0.00022 (0.00029)	Accuracy 0.912 (0.835)
Epoch: [95][1800/3777]	Time 0.570s (0.545s)	Speed 14.0 samples/s	Data 0.007s (0.005s)	Loss 0.00023 (0.00029)	Accuracy 0.852 (0.834)
Epoch: [95][1900/3777]	Time 0.511s (0.545s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00030 (0.00029)	Accuracy 0.872 (0.835)
Epoch: [95][2000/3777]	Time 0.513s (0.545s)	Speed 15.6 samples/s	Data 0.001s (0.005s)	Loss 0.00024 (0.00029)	Accuracy 0.714 (0.835)
Epoch: [95][2100/3777]	Time 0.518s (0.546s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00036 (0.00029)	Accuracy 0.780 (0.835)
Epoch: [95][2200/3777]	Time 0.516s (0.546s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00041 (0.00029)	Accuracy 0.736 (0.835)
Epoch: [95][2300/3777]	Time 0.516s (0.546s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00037 (0.00029)	Accuracy 0.867 (0.835)
Epoch: [95][2400/3777]	Time 0.579s (0.545s)	Speed 13.8 samples/s	Data 0.001s (0.005s)	Loss 0.00027 (0.00029)	Accuracy 0.782 (0.834)
Epoch: [95][2500/3777]	Time 0.515s (0.545s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00027 (0.00029)	Accuracy 0.760 (0.834)
Epoch: [95][2600/3777]	Time 0.517s (0.545s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00038 (0.00029)	Accuracy 0.842 (0.835)
Epoch: [95][2700/3777]	Time 0.516s (0.545s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00037 (0.00029)	Accuracy 0.852 (0.835)
Epoch: [95][2800/3777]	Time 0.518s (0.545s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00032 (0.00029)	Accuracy 0.749 (0.834)
Epoch: [95][2900/3777]	Time 0.520s (0.545s)	Speed 15.4 samples/s	Data 0.008s (0.005s)	Loss 0.00023 (0.00029)	Accuracy 0.948 (0.834)
Epoch: [95][3000/3777]	Time 0.603s (0.545s)	Speed 13.3 samples/s	Data 0.001s (0.005s)	Loss 0.00035 (0.00029)	Accuracy 0.796 (0.834)
Epoch: [95][3100/3777]	Time 0.524s (0.545s)	Speed 15.3 samples/s	Data 0.001s (0.005s)	Loss 0.00024 (0.00029)	Accuracy 0.865 (0.834)
Epoch: [95][3200/3777]	Time 0.518s (0.545s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00032 (0.00029)	Accuracy 0.789 (0.834)
Epoch: [95][3300/3777]	Time 0.516s (0.545s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00038 (0.00029)	Accuracy 0.743 (0.834)
Epoch: [95][3400/3777]	Time 0.519s (0.545s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00025 (0.00029)	Accuracy 0.864 (0.834)
Epoch: [95][3500/3777]	Time 0.508s (0.545s)	Speed 15.7 samples/s	Data 0.000s (0.005s)	Loss 0.00030 (0.00029)	Accuracy 0.718 (0.834)
Epoch: [95][3600/3777]	Time 0.646s (0.545s)	Speed 12.4 samples/s	Data 0.013s (0.005s)	Loss 0.00024 (0.00029)	Accuracy 0.827 (0.833)
Epoch: [95][3700/3777]	Time 0.589s (0.545s)	Speed 13.6 samples/s	Data 0.011s (0.005s)	Loss 0.00026 (0.00029)	Accuracy 0.875 (0.833)
Test: [0/361]	Time 0.947 (0.947)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [100/361]	Time 0.332 (0.355)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [200/361]	Time 0.331 (0.349)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [300/361]	Time 0.372 (0.349)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
| Arch | Head | Shoulder | Elbow | Wrist | Hip | Knee | Ankle | Mouth | Tail | Mean |
|---|---|---|---|---|---|---|---|---|---|---|
| pose_vhr | 87.019 | 73.981 | 75.339 | 78.221 | 79.996 | 83.841 | 82.060 | 93.165 | 72.117 | 81.517 |
=> saving checkpoint to output/ak_P2/vhr_birdpose_s/ak/pose_vhr/w32_256x256_adam_lr1e-3_ak_vhr_s
Epoch: [96][0/3777]	Time 1.254s (1.254s)	Speed 6.4 samples/s	Data 0.394s (0.394s)	Loss 0.00025 (0.00025)	Accuracy 0.873 (0.873)
Epoch: [96][100/3777]	Time 0.586s (0.557s)	Speed 13.7 samples/s	Data 0.007s (0.011s)	Loss 0.00021 (0.00028)	Accuracy 0.883 (0.843)
Epoch: [96][200/3777]	Time 0.517s (0.552s)	Speed 15.5 samples/s	Data 0.001s (0.009s)	Loss 0.00026 (0.00028)	Accuracy 0.840 (0.842)
Epoch: [96][300/3777]	Time 0.518s (0.549s)	Speed 15.5 samples/s	Data 0.001s (0.007s)	Loss 0.00030 (0.00028)	Accuracy 0.829 (0.843)
Epoch: [96][400/3777]	Time 0.518s (0.549s)	Speed 15.4 samples/s	Data 0.000s (0.007s)	Loss 0.00033 (0.00028)	Accuracy 0.853 (0.840)
Epoch: [96][500/3777]	Time 0.520s (0.548s)	Speed 15.4 samples/s	Data 0.001s (0.006s)	Loss 0.00019 (0.00028)	Accuracy 0.900 (0.839)
Epoch: [96][600/3777]	Time 0.516s (0.548s)	Speed 15.5 samples/s	Data 0.001s (0.006s)	Loss 0.00016 (0.00028)	Accuracy 0.881 (0.839)
Epoch: [96][700/3777]	Time 0.606s (0.547s)	Speed 13.2 samples/s	Data 0.007s (0.006s)	Loss 0.00034 (0.00028)	Accuracy 0.885 (0.838)
Epoch: [96][800/3777]	Time 0.521s (0.546s)	Speed 15.4 samples/s	Data 0.000s (0.006s)	Loss 0.00025 (0.00028)	Accuracy 0.834 (0.838)
Epoch: [96][900/3777]	Time 0.521s (0.546s)	Speed 15.4 samples/s	Data 0.001s (0.006s)	Loss 0.00030 (0.00028)	Accuracy 0.896 (0.840)
Epoch: [96][1000/3777]	Time 0.518s (0.546s)	Speed 15.4 samples/s	Data 0.001s (0.006s)	Loss 0.00029 (0.00028)	Accuracy 0.777 (0.839)
Epoch: [96][1100/3777]	Time 0.517s (0.546s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00021 (0.00028)	Accuracy 0.938 (0.839)
Epoch: [96][1200/3777]	Time 0.519s (0.546s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00029 (0.00028)	Accuracy 0.843 (0.839)
Epoch: [96][1300/3777]	Time 0.588s (0.545s)	Speed 13.6 samples/s	Data 0.004s (0.005s)	Loss 0.00033 (0.00028)	Accuracy 0.852 (0.839)
Epoch: [96][1400/3777]	Time 0.517s (0.545s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00024 (0.00028)	Accuracy 0.920 (0.838)
Epoch: [96][1500/3777]	Time 0.512s (0.545s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00019 (0.00028)	Accuracy 0.892 (0.838)
Epoch: [96][1600/3777]	Time 0.521s (0.545s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00020 (0.00028)	Accuracy 0.881 (0.837)
Epoch: [96][1700/3777]	Time 0.515s (0.545s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00039 (0.00028)	Accuracy 0.769 (0.837)
Epoch: [96][1800/3777]	Time 0.521s (0.545s)	Speed 15.3 samples/s	Data 0.001s (0.005s)	Loss 0.00031 (0.00028)	Accuracy 0.774 (0.837)
Epoch: [96][1900/3777]	Time 0.603s (0.545s)	Speed 13.3 samples/s	Data 0.008s (0.005s)	Loss 0.00025 (0.00028)	Accuracy 0.922 (0.837)
Epoch: [96][2000/3777]	Time 0.515s (0.545s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00026 (0.00028)	Accuracy 0.896 (0.837)
Epoch: [96][2100/3777]	Time 0.520s (0.545s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00025 (0.00028)	Accuracy 0.910 (0.837)
Epoch: [96][2200/3777]	Time 0.519s (0.545s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00027 (0.00028)	Accuracy 0.720 (0.837)
Epoch: [96][2300/3777]	Time 0.519s (0.545s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00031 (0.00028)	Accuracy 0.805 (0.837)
Epoch: [96][2400/3777]	Time 0.516s (0.545s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00022 (0.00028)	Accuracy 0.899 (0.837)
Epoch: [96][2500/3777]	Time 0.618s (0.545s)	Speed 13.0 samples/s	Data 0.008s (0.005s)	Loss 0.00030 (0.00028)	Accuracy 0.779 (0.836)
Epoch: [96][2600/3777]	Time 0.515s (0.545s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00026 (0.00028)	Accuracy 0.734 (0.836)
Epoch: [96][2700/3777]	Time 0.519s (0.545s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00026 (0.00028)	Accuracy 0.827 (0.836)
Epoch: [96][2800/3777]	Time 0.524s (0.545s)	Speed 15.3 samples/s	Data 0.001s (0.005s)	Loss 0.00022 (0.00028)	Accuracy 0.924 (0.836)
Epoch: [96][2900/3777]	Time 0.514s (0.545s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00026 (0.00028)	Accuracy 0.869 (0.836)
Epoch: [96][3000/3777]	Time 0.629s (0.545s)	Speed 12.7 samples/s	Data 0.003s (0.005s)	Loss 0.00026 (0.00028)	Accuracy 0.866 (0.836)
Epoch: [96][3100/3777]	Time 0.515s (0.545s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00030 (0.00028)	Accuracy 0.824 (0.836)
Epoch: [96][3200/3777]	Time 0.512s (0.545s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00029 (0.00028)	Accuracy 0.887 (0.836)
Epoch: [96][3300/3777]	Time 0.517s (0.545s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00036 (0.00028)	Accuracy 0.790 (0.836)
Epoch: [96][3400/3777]	Time 0.519s (0.546s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00028 (0.00028)	Accuracy 0.861 (0.836)
Epoch: [96][3500/3777]	Time 0.657s (0.546s)	Speed 12.2 samples/s	Data 0.017s (0.005s)	Loss 0.00029 (0.00028)	Accuracy 0.808 (0.836)
Epoch: [96][3600/3777]	Time 0.578s (0.546s)	Speed 13.8 samples/s	Data 0.001s (0.005s)	Loss 0.00030 (0.00028)	Accuracy 0.883 (0.835)
Epoch: [96][3700/3777]	Time 0.519s (0.546s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00027 (0.00028)	Accuracy 0.905 (0.835)
Test: [0/361]	Time 0.653 (0.653)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [100/361]	Time 0.411 (0.352)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [200/361]	Time 0.336 (0.350)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [300/361]	Time 0.334 (0.349)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
| Arch | Head | Shoulder | Elbow | Wrist | Hip | Knee | Ankle | Mouth | Tail | Mean |
|---|---|---|---|---|---|---|---|---|---|---|
| pose_vhr | 84.800 | 66.140 | 72.455 | 75.013 | 74.700 | 77.249 | 74.739 | 91.646 | 67.799 | 77.423 |
=> saving checkpoint to output/ak_P2/vhr_birdpose_s/ak/pose_vhr/w32_256x256_adam_lr1e-3_ak_vhr_s
Epoch: [97][0/3777]	Time 1.304s (1.304s)	Speed 6.1 samples/s	Data 0.330s (0.330s)	Loss 0.00030 (0.00030)	Accuracy 0.855 (0.855)
Epoch: [97][100/3777]	Time 0.525s (0.559s)	Speed 15.2 samples/s	Data 0.001s (0.016s)	Loss 0.00028 (0.00030)	Accuracy 0.879 (0.824)
Epoch: [97][200/3777]	Time 0.519s (0.554s)	Speed 15.4 samples/s	Data 0.001s (0.011s)	Loss 0.00022 (0.00029)	Accuracy 0.918 (0.830)
Epoch: [97][300/3777]	Time 0.514s (0.552s)	Speed 15.6 samples/s	Data 0.001s (0.009s)	Loss 0.00024 (0.00029)	Accuracy 0.911 (0.831)
Epoch: [97][400/3777]	Time 0.520s (0.551s)	Speed 15.4 samples/s	Data 0.000s (0.008s)	Loss 0.00022 (0.00029)	Accuracy 0.878 (0.835)
Epoch: [97][500/3777]	Time 0.578s (0.550s)	Speed 13.8 samples/s	Data 0.001s (0.007s)	Loss 0.00020 (0.00029)	Accuracy 0.914 (0.836)
Epoch: [97][600/3777]	Time 0.632s (0.549s)	Speed 12.7 samples/s	Data 0.005s (0.007s)	Loss 0.00022 (0.00029)	Accuracy 0.890 (0.837)
Epoch: [97][700/3777]	Time 0.523s (0.549s)	Speed 15.3 samples/s	Data 0.001s (0.007s)	Loss 0.00027 (0.00028)	Accuracy 0.888 (0.836)
Epoch: [97][800/3777]	Time 0.525s (0.549s)	Speed 15.2 samples/s	Data 0.000s (0.007s)	Loss 0.00034 (0.00028)	Accuracy 0.762 (0.836)
Epoch: [97][900/3777]	Time 0.516s (0.549s)	Speed 15.5 samples/s	Data 0.000s (0.006s)	Loss 0.00027 (0.00028)	Accuracy 0.847 (0.837)
Epoch: [97][1000/3777]	Time 0.521s (0.549s)	Speed 15.4 samples/s	Data 0.001s (0.006s)	Loss 0.00030 (0.00028)	Accuracy 0.901 (0.838)
Epoch: [97][1100/3777]	Time 0.626s (0.549s)	Speed 12.8 samples/s	Data 0.003s (0.006s)	Loss 0.00029 (0.00028)	Accuracy 0.795 (0.837)
Epoch: [97][1200/3777]	Time 0.519s (0.549s)	Speed 15.4 samples/s	Data 0.001s (0.006s)	Loss 0.00029 (0.00028)	Accuracy 0.834 (0.838)
Epoch: [97][1300/3777]	Time 0.532s (0.549s)	Speed 15.0 samples/s	Data 0.000s (0.006s)	Loss 0.00029 (0.00028)	Accuracy 0.806 (0.838)
Epoch: [97][1400/3777]	Time 0.519s (0.549s)	Speed 15.4 samples/s	Data 0.001s (0.006s)	Loss 0.00025 (0.00028)	Accuracy 0.798 (0.837)
Epoch: [97][1500/3777]	Time 0.515s (0.549s)	Speed 15.5 samples/s	Data 0.001s (0.006s)	Loss 0.00032 (0.00028)	Accuracy 0.815 (0.838)
Epoch: [97][1600/3777]	Time 0.595s (0.549s)	Speed 13.4 samples/s	Data 0.005s (0.006s)	Loss 0.00033 (0.00028)	Accuracy 0.834 (0.838)
Epoch: [97][1700/3777]	Time 0.589s (0.549s)	Speed 13.6 samples/s	Data 0.001s (0.006s)	Loss 0.00034 (0.00028)	Accuracy 0.651 (0.838)
Epoch: [97][1800/3777]	Time 0.517s (0.549s)	Speed 15.5 samples/s	Data 0.000s (0.006s)	Loss 0.00030 (0.00028)	Accuracy 0.709 (0.839)
Epoch: [97][1900/3777]	Time 0.524s (0.549s)	Speed 15.3 samples/s	Data 0.001s (0.006s)	Loss 0.00033 (0.00028)	Accuracy 0.845 (0.839)
Epoch: [97][2000/3777]	Time 0.534s (0.549s)	Speed 15.0 samples/s	Data 0.008s (0.006s)	Loss 0.00031 (0.00028)	Accuracy 0.696 (0.839)
Epoch: [97][2100/3777]	Time 0.560s (0.549s)	Speed 14.3 samples/s	Data 0.001s (0.006s)	Loss 0.00036 (0.00028)	Accuracy 0.801 (0.839)
Epoch: [97][2200/3777]	Time 0.569s (0.549s)	Speed 14.1 samples/s	Data 0.001s (0.006s)	Loss 0.00024 (0.00028)	Accuracy 0.912 (0.839)
Epoch: [97][2300/3777]	Time 0.518s (0.549s)	Speed 15.4 samples/s	Data 0.001s (0.006s)	Loss 0.00028 (0.00028)	Accuracy 0.855 (0.838)
Epoch: [97][2400/3777]	Time 0.510s (0.549s)	Speed 15.7 samples/s	Data 0.000s (0.006s)	Loss 0.00030 (0.00028)	Accuracy 0.843 (0.839)
Epoch: [97][2500/3777]	Time 0.517s (0.549s)	Speed 15.5 samples/s	Data 0.001s (0.006s)	Loss 0.00035 (0.00028)	Accuracy 0.691 (0.839)
Epoch: [97][2600/3777]	Time 0.648s (0.549s)	Speed 12.3 samples/s	Data 0.007s (0.006s)	Loss 0.00026 (0.00028)	Accuracy 0.860 (0.838)
Epoch: [97][2700/3777]	Time 0.572s (0.548s)	Speed 14.0 samples/s	Data 0.007s (0.006s)	Loss 0.00034 (0.00028)	Accuracy 0.829 (0.838)
Epoch: [97][2800/3777]	Time 0.510s (0.548s)	Speed 15.7 samples/s	Data 0.000s (0.006s)	Loss 0.00033 (0.00028)	Accuracy 0.748 (0.837)
Epoch: [97][2900/3777]	Time 0.521s (0.548s)	Speed 15.4 samples/s	Data 0.001s (0.006s)	Loss 0.00030 (0.00028)	Accuracy 0.842 (0.837)
Epoch: [97][3000/3777]	Time 0.521s (0.548s)	Speed 15.3 samples/s	Data 0.001s (0.006s)	Loss 0.00032 (0.00028)	Accuracy 0.843 (0.837)
Epoch: [97][3100/3777]	Time 0.514s (0.548s)	Speed 15.6 samples/s	Data 0.001s (0.006s)	Loss 0.00026 (0.00028)	Accuracy 0.905 (0.837)
Epoch: [97][3200/3777]	Time 0.603s (0.548s)	Speed 13.3 samples/s	Data 0.009s (0.006s)	Loss 0.00027 (0.00028)	Accuracy 0.864 (0.837)
Epoch: [97][3300/3777]	Time 0.527s (0.548s)	Speed 15.2 samples/s	Data 0.001s (0.006s)	Loss 0.00025 (0.00028)	Accuracy 0.889 (0.837)
Epoch: [97][3400/3777]	Time 0.515s (0.548s)	Speed 15.5 samples/s	Data 0.000s (0.006s)	Loss 0.00025 (0.00028)	Accuracy 0.880 (0.837)
Epoch: [97][3500/3777]	Time 0.516s (0.548s)	Speed 15.5 samples/s	Data 0.001s (0.006s)	Loss 0.00029 (0.00028)	Accuracy 0.848 (0.837)
Epoch: [97][3600/3777]	Time 0.519s (0.548s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00030 (0.00028)	Accuracy 0.931 (0.837)
Epoch: [97][3700/3777]	Time 0.610s (0.548s)	Speed 13.1 samples/s	Data 0.001s (0.005s)	Loss 0.00029 (0.00028)	Accuracy 0.782 (0.837)
Test: [0/361]	Time 0.925 (0.925)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [100/361]	Time 0.333 (0.356)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [200/361]	Time 0.330 (0.351)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [300/361]	Time 0.389 (0.351)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
| Arch | Head | Shoulder | Elbow | Wrist | Hip | Knee | Ankle | Mouth | Tail | Mean |
|---|---|---|---|---|---|---|---|---|---|---|
| pose_vhr | 86.834 | 72.689 | 75.526 | 78.738 | 80.945 | 81.990 | 82.571 | 92.544 | 70.781 | 81.215 |
=> saving checkpoint to output/ak_P2/vhr_birdpose_s/ak/pose_vhr/w32_256x256_adam_lr1e-3_ak_vhr_s
Epoch: [98][0/3777]	Time 1.334s (1.334s)	Speed 6.0 samples/s	Data 0.510s (0.510s)	Loss 0.00021 (0.00021)	Accuracy 0.902 (0.902)
Epoch: [98][100/3777]	Time 0.515s (0.551s)	Speed 15.5 samples/s	Data 0.000s (0.011s)	Loss 0.00019 (0.00028)	Accuracy 0.960 (0.848)
Epoch: [98][200/3777]	Time 0.520s (0.548s)	Speed 15.4 samples/s	Data 0.001s (0.009s)	Loss 0.00020 (0.00028)	Accuracy 0.931 (0.845)
Epoch: [98][300/3777]	Time 0.512s (0.549s)	Speed 15.6 samples/s	Data 0.001s (0.007s)	Loss 0.00029 (0.00028)	Accuracy 0.827 (0.842)
Epoch: [98][400/3777]	Time 0.516s (0.548s)	Speed 15.5 samples/s	Data 0.000s (0.007s)	Loss 0.00024 (0.00028)	Accuracy 0.857 (0.842)
Epoch: [98][500/3777]	Time 0.591s (0.547s)	Speed 13.5 samples/s	Data 0.007s (0.006s)	Loss 0.00031 (0.00028)	Accuracy 0.820 (0.844)
Epoch: [98][600/3777]	Time 0.604s (0.546s)	Speed 13.2 samples/s	Data 0.001s (0.006s)	Loss 0.00026 (0.00028)	Accuracy 0.780 (0.842)
Epoch: [98][700/3777]	Time 0.515s (0.546s)	Speed 15.5 samples/s	Data 0.000s (0.006s)	Loss 0.00035 (0.00028)	Accuracy 0.844 (0.841)
Epoch: [98][800/3777]	Time 0.519s (0.546s)	Speed 15.4 samples/s	Data 0.001s (0.006s)	Loss 0.00030 (0.00028)	Accuracy 0.910 (0.841)
Epoch: [98][900/3777]	Time 0.516s (0.546s)	Speed 15.5 samples/s	Data 0.000s (0.006s)	Loss 0.00028 (0.00028)	Accuracy 0.831 (0.840)
Epoch: [98][1000/3777]	Time 0.522s (0.546s)	Speed 15.3 samples/s	Data 0.001s (0.006s)	Loss 0.00026 (0.00028)	Accuracy 0.911 (0.840)
Epoch: [98][1100/3777]	Time 0.586s (0.546s)	Speed 13.6 samples/s	Data 0.000s (0.006s)	Loss 0.00019 (0.00028)	Accuracy 0.899 (0.839)
Epoch: [98][1200/3777]	Time 0.518s (0.546s)	Speed 15.4 samples/s	Data 0.001s (0.006s)	Loss 0.00027 (0.00028)	Accuracy 0.901 (0.840)
Epoch: [98][1300/3777]	Time 0.517s (0.546s)	Speed 15.5 samples/s	Data 0.000s (0.006s)	Loss 0.00031 (0.00028)	Accuracy 0.798 (0.839)
Epoch: [98][1400/3777]	Time 0.523s (0.546s)	Speed 15.3 samples/s	Data 0.000s (0.006s)	Loss 0.00045 (0.00028)	Accuracy 0.718 (0.838)
Epoch: [98][1500/3777]	Time 0.520s (0.546s)	Speed 15.4 samples/s	Data 0.001s (0.006s)	Loss 0.00028 (0.00028)	Accuracy 0.819 (0.838)
Epoch: [98][1600/3777]	Time 0.569s (0.546s)	Speed 14.1 samples/s	Data 0.001s (0.005s)	Loss 0.00031 (0.00028)	Accuracy 0.800 (0.839)
Epoch: [98][1700/3777]	Time 0.579s (0.546s)	Speed 13.8 samples/s	Data 0.007s (0.005s)	Loss 0.00030 (0.00028)	Accuracy 0.845 (0.839)
Epoch: [98][1800/3777]	Time 0.518s (0.546s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00020 (0.00028)	Accuracy 0.740 (0.839)
Epoch: [98][1900/3777]	Time 0.511s (0.546s)	Speed 15.7 samples/s	Data 0.000s (0.005s)	Loss 0.00038 (0.00028)	Accuracy 0.697 (0.839)
Epoch: [98][2000/3777]	Time 0.519s (0.546s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00024 (0.00028)	Accuracy 0.918 (0.839)
Epoch: [98][2100/3777]	Time 0.514s (0.546s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00024 (0.00028)	Accuracy 0.872 (0.839)
Epoch: [98][2200/3777]	Time 0.661s (0.546s)	Speed 12.1 samples/s	Data 0.011s (0.005s)	Loss 0.00023 (0.00028)	Accuracy 0.883 (0.840)
Epoch: [98][2300/3777]	Time 0.586s (0.546s)	Speed 13.7 samples/s	Data 0.001s (0.005s)	Loss 0.00017 (0.00028)	Accuracy 0.912 (0.840)
Epoch: [98][2400/3777]	Time 0.519s (0.546s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00027 (0.00028)	Accuracy 0.862 (0.840)
Epoch: [98][2500/3777]	Time 0.524s (0.546s)	Speed 15.3 samples/s	Data 0.000s (0.005s)	Loss 0.00028 (0.00028)	Accuracy 0.895 (0.840)
Epoch: [98][2600/3777]	Time 0.519s (0.546s)	Speed 15.4 samples/s	Data 0.004s (0.005s)	Loss 0.00026 (0.00028)	Accuracy 0.675 (0.840)
Epoch: [98][2700/3777]	Time 0.524s (0.546s)	Speed 15.3 samples/s	Data 0.001s (0.005s)	Loss 0.00022 (0.00028)	Accuracy 0.939 (0.840)
Epoch: [98][2800/3777]	Time 0.599s (0.546s)	Speed 13.4 samples/s	Data 0.007s (0.005s)	Loss 0.00025 (0.00028)	Accuracy 0.869 (0.840)
Epoch: [98][2900/3777]	Time 0.514s (0.546s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00026 (0.00028)	Accuracy 0.853 (0.840)
Epoch: [98][3000/3777]	Time 0.520s (0.546s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00033 (0.00028)	Accuracy 0.756 (0.840)
Epoch: [98][3100/3777]	Time 0.516s (0.546s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00026 (0.00028)	Accuracy 0.857 (0.840)
Epoch: [98][3200/3777]	Time 0.513s (0.546s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00025 (0.00028)	Accuracy 0.822 (0.840)
Epoch: [98][3300/3777]	Time 0.601s (0.546s)	Speed 13.3 samples/s	Data 0.001s (0.005s)	Loss 0.00023 (0.00028)	Accuracy 0.911 (0.840)
Epoch: [98][3400/3777]	Time 0.510s (0.546s)	Speed 15.7 samples/s	Data 0.000s (0.005s)	Loss 0.00025 (0.00028)	Accuracy 0.809 (0.840)
Epoch: [98][3500/3777]	Time 0.514s (0.546s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00022 (0.00028)	Accuracy 0.963 (0.840)
Epoch: [98][3600/3777]	Time 0.514s (0.546s)	Speed 15.6 samples/s	Data 0.001s (0.005s)	Loss 0.00030 (0.00028)	Accuracy 0.916 (0.840)
Epoch: [98][3700/3777]	Time 0.520s (0.546s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00022 (0.00028)	Accuracy 0.921 (0.840)
Test: [0/361]	Time 0.728 (0.728)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [100/361]	Time 0.331 (0.347)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [200/361]	Time 0.357 (0.347)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [300/361]	Time 0.332 (0.347)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
| Arch | Head | Shoulder | Elbow | Wrist | Hip | Knee | Ankle | Mouth | Tail | Mean |
|---|---|---|---|---|---|---|---|---|---|---|
| pose_vhr | 85.207 | 65.938 | 71.370 | 76.625 | 71.897 | 75.918 | 78.050 | 89.629 | 66.322 | 76.192 |
=> saving checkpoint to output/ak_P2/vhr_birdpose_s/ak/pose_vhr/w32_256x256_adam_lr1e-3_ak_vhr_s
Epoch: [99][0/3777]	Time 0.906s (0.906s)	Speed 8.8 samples/s	Data 0.322s (0.322s)	Loss 0.00027 (0.00027)	Accuracy 0.849 (0.849)
Epoch: [99][100/3777]	Time 0.511s (0.551s)	Speed 15.7 samples/s	Data 0.001s (0.008s)	Loss 0.00024 (0.00027)	Accuracy 0.777 (0.845)
Epoch: [99][200/3777]	Time 0.583s (0.550s)	Speed 13.7 samples/s	Data 0.007s (0.007s)	Loss 0.00035 (0.00027)	Accuracy 0.790 (0.843)
Epoch: [99][300/3777]	Time 0.579s (0.547s)	Speed 13.8 samples/s	Data 0.001s (0.006s)	Loss 0.00016 (0.00028)	Accuracy 0.965 (0.843)
Epoch: [99][400/3777]	Time 0.511s (0.546s)	Speed 15.6 samples/s	Data 0.001s (0.006s)	Loss 0.00023 (0.00028)	Accuracy 0.906 (0.840)
Epoch: [99][500/3777]	Time 0.533s (0.546s)	Speed 15.0 samples/s	Data 0.001s (0.006s)	Loss 0.00017 (0.00028)	Accuracy 0.817 (0.842)
Epoch: [99][600/3777]	Time 0.541s (0.545s)	Speed 14.8 samples/s	Data 0.000s (0.006s)	Loss 0.00036 (0.00028)	Accuracy 0.758 (0.843)
Epoch: [99][700/3777]	Time 0.516s (0.546s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00023 (0.00028)	Accuracy 0.923 (0.844)
Epoch: [99][800/3777]	Time 0.588s (0.545s)	Speed 13.6 samples/s	Data 0.001s (0.005s)	Loss 0.00032 (0.00028)	Accuracy 0.783 (0.845)
Epoch: [99][900/3777]	Time 0.512s (0.545s)	Speed 15.6 samples/s	Data 0.001s (0.005s)	Loss 0.00028 (0.00028)	Accuracy 0.856 (0.846)
Epoch: [99][1000/3777]	Time 0.518s (0.545s)	Speed 15.5 samples/s	Data 0.000s (0.006s)	Loss 0.00026 (0.00028)	Accuracy 0.828 (0.845)
Epoch: [99][1100/3777]	Time 0.520s (0.545s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00030 (0.00028)	Accuracy 0.896 (0.843)
Epoch: [99][1200/3777]	Time 0.512s (0.546s)	Speed 15.6 samples/s	Data 0.001s (0.005s)	Loss 0.00023 (0.00028)	Accuracy 0.891 (0.843)
Epoch: [99][1300/3777]	Time 0.639s (0.546s)	Speed 12.5 samples/s	Data 0.008s (0.005s)	Loss 0.00022 (0.00028)	Accuracy 0.895 (0.843)
Epoch: [99][1400/3777]	Time 0.607s (0.546s)	Speed 13.2 samples/s	Data 0.001s (0.005s)	Loss 0.00030 (0.00028)	Accuracy 0.855 (0.842)
Epoch: [99][1500/3777]	Time 0.521s (0.546s)	Speed 15.3 samples/s	Data 0.001s (0.005s)	Loss 0.00026 (0.00028)	Accuracy 0.947 (0.842)
Epoch: [99][1600/3777]	Time 0.518s (0.546s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00033 (0.00028)	Accuracy 0.718 (0.842)
Epoch: [99][1700/3777]	Time 0.518s (0.546s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00033 (0.00028)	Accuracy 0.831 (0.842)
Epoch: [99][1800/3777]	Time 0.517s (0.546s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00024 (0.00028)	Accuracy 0.789 (0.842)
Epoch: [99][1900/3777]	Time 0.610s (0.546s)	Speed 13.1 samples/s	Data 0.001s (0.005s)	Loss 0.00025 (0.00028)	Accuracy 0.923 (0.841)
Epoch: [99][2000/3777]	Time 0.520s (0.546s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00021 (0.00028)	Accuracy 0.883 (0.842)
Epoch: [99][2100/3777]	Time 0.512s (0.546s)	Speed 15.6 samples/s	Data 0.001s (0.005s)	Loss 0.00031 (0.00028)	Accuracy 0.780 (0.841)
Epoch: [99][2200/3777]	Time 0.516s (0.546s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00031 (0.00028)	Accuracy 0.880 (0.841)
Epoch: [99][2300/3777]	Time 0.524s (0.546s)	Speed 15.3 samples/s	Data 0.001s (0.005s)	Loss 0.00034 (0.00028)	Accuracy 0.776 (0.841)
Epoch: [99][2400/3777]	Time 0.649s (0.546s)	Speed 12.3 samples/s	Data 0.013s (0.005s)	Loss 0.00026 (0.00028)	Accuracy 0.904 (0.841)
Epoch: [99][2500/3777]	Time 0.588s (0.546s)	Speed 13.6 samples/s	Data 0.001s (0.005s)	Loss 0.00028 (0.00028)	Accuracy 0.777 (0.841)
Epoch: [99][2600/3777]	Time 0.524s (0.546s)	Speed 15.3 samples/s	Data 0.001s (0.005s)	Loss 0.00034 (0.00028)	Accuracy 0.752 (0.841)
Epoch: [99][2700/3777]	Time 0.521s (0.546s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00027 (0.00028)	Accuracy 0.835 (0.841)
Epoch: [99][2800/3777]	Time 0.515s (0.546s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00025 (0.00028)	Accuracy 0.909 (0.840)
Epoch: [99][2900/3777]	Time 0.626s (0.546s)	Speed 12.8 samples/s	Data 0.007s (0.005s)	Loss 0.00032 (0.00028)	Accuracy 0.782 (0.840)
Epoch: [99][3000/3777]	Time 0.591s (0.546s)	Speed 13.5 samples/s	Data 0.008s (0.005s)	Loss 0.00024 (0.00028)	Accuracy 0.907 (0.840)
Epoch: [99][3100/3777]	Time 0.517s (0.546s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00028 (0.00028)	Accuracy 0.935 (0.841)
Epoch: [99][3200/3777]	Time 0.513s (0.546s)	Speed 15.6 samples/s	Data 0.001s (0.005s)	Loss 0.00034 (0.00028)	Accuracy 0.820 (0.841)
Epoch: [99][3300/3777]	Time 0.522s (0.546s)	Speed 15.3 samples/s	Data 0.001s (0.005s)	Loss 0.00029 (0.00028)	Accuracy 0.755 (0.841)
Epoch: [99][3400/3777]	Time 0.514s (0.546s)	Speed 15.6 samples/s	Data 0.001s (0.005s)	Loss 0.00024 (0.00028)	Accuracy 0.903 (0.840)
Epoch: [99][3500/3777]	Time 0.627s (0.546s)	Speed 12.8 samples/s	Data 0.007s (0.005s)	Loss 0.00032 (0.00028)	Accuracy 0.873 (0.840)
Epoch: [99][3600/3777]	Time 0.589s (0.546s)	Speed 13.6 samples/s	Data 0.001s (0.005s)	Loss 0.00023 (0.00028)	Accuracy 0.876 (0.840)
Epoch: [99][3700/3777]	Time 0.518s (0.546s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00027 (0.00028)	Accuracy 0.809 (0.840)
Test: [0/361]	Time 0.720 (0.720)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [100/361]	Time 0.352 (0.350)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [200/361]	Time 0.333 (0.349)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [300/361]	Time 0.331 (0.348)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
| Arch | Head | Shoulder | Elbow | Wrist | Hip | Knee | Ankle | Mouth | Tail | Mean |
|---|---|---|---|---|---|---|---|---|---|---|
| pose_vhr | 84.615 | 68.726 | 74.321 | 77.781 | 77.636 | 80.928 | 77.982 | 94.207 | 67.554 | 79.415 |
=> saving checkpoint to output/ak_P2/vhr_birdpose_s/ak/pose_vhr/w32_256x256_adam_lr1e-3_ak_vhr_s
Epoch: [100][0/3777]	Time 0.910s (0.910s)	Speed 8.8 samples/s	Data 0.279s (0.279s)	Loss 0.00025 (0.00025)	Accuracy 0.910 (0.910)
Epoch: [100][100/3777]	Time 0.527s (0.557s)	Speed 15.2 samples/s	Data 0.001s (0.007s)	Loss 0.00035 (0.00027)	Accuracy 0.767 (0.852)
Epoch: [100][200/3777]	Time 0.521s (0.552s)	Speed 15.4 samples/s	Data 0.000s (0.006s)	Loss 0.00030 (0.00027)	Accuracy 0.785 (0.851)
Epoch: [100][300/3777]	Time 0.616s (0.549s)	Speed 13.0 samples/s	Data 0.007s (0.005s)	Loss 0.00021 (0.00027)	Accuracy 0.920 (0.851)
Epoch: [100][400/3777]	Time 0.520s (0.547s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00029 (0.00027)	Accuracy 0.854 (0.848)
Epoch: [100][500/3777]	Time 0.512s (0.548s)	Speed 15.6 samples/s	Data 0.001s (0.005s)	Loss 0.00034 (0.00027)	Accuracy 0.770 (0.849)
Epoch: [100][600/3777]	Time 0.531s (0.548s)	Speed 15.1 samples/s	Data 0.000s (0.005s)	Loss 0.00029 (0.00027)	Accuracy 0.835 (0.848)
Epoch: [100][700/3777]	Time 0.523s (0.548s)	Speed 15.3 samples/s	Data 0.002s (0.005s)	Loss 0.00026 (0.00027)	Accuracy 0.888 (0.846)
Epoch: [100][800/3777]	Time 0.533s (0.548s)	Speed 15.0 samples/s	Data 0.009s (0.005s)	Loss 0.00023 (0.00027)	Accuracy 0.901 (0.847)
Epoch: [100][900/3777]	Time 0.621s (0.547s)	Speed 12.9 samples/s	Data 0.001s (0.005s)	Loss 0.00026 (0.00027)	Accuracy 0.860 (0.845)
Epoch: [100][1000/3777]	Time 0.519s (0.548s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00024 (0.00027)	Accuracy 0.921 (0.844)
Epoch: [100][1100/3777]	Time 0.516s (0.548s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00029 (0.00027)	Accuracy 0.892 (0.843)
Epoch: [100][1200/3777]	Time 0.516s (0.548s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00032 (0.00027)	Accuracy 0.805 (0.844)
Epoch: [100][1300/3777]	Time 0.517s (0.548s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00027 (0.00027)	Accuracy 0.860 (0.844)
Epoch: [100][1400/3777]	Time 0.644s (0.548s)	Speed 12.4 samples/s	Data 0.007s (0.005s)	Loss 0.00027 (0.00028)	Accuracy 0.791 (0.843)
Epoch: [100][1500/3777]	Time 0.604s (0.548s)	Speed 13.2 samples/s	Data 0.001s (0.005s)	Loss 0.00035 (0.00028)	Accuracy 0.699 (0.843)
Epoch: [100][1600/3777]	Time 0.517s (0.547s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00029 (0.00028)	Accuracy 0.714 (0.843)
Epoch: [100][1700/3777]	Time 0.516s (0.547s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00028 (0.00028)	Accuracy 0.552 (0.843)
Epoch: [100][1800/3777]	Time 0.517s (0.548s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00021 (0.00028)	Accuracy 0.895 (0.844)
Epoch: [100][1900/3777]	Time 0.523s (0.547s)	Speed 15.3 samples/s	Data 0.001s (0.005s)	Loss 0.00035 (0.00028)	Accuracy 0.798 (0.844)
Epoch: [100][2000/3777]	Time 0.603s (0.547s)	Speed 13.3 samples/s	Data 0.009s (0.005s)	Loss 0.00018 (0.00028)	Accuracy 0.903 (0.844)
Epoch: [100][2100/3777]	Time 0.523s (0.547s)	Speed 15.3 samples/s	Data 0.001s (0.005s)	Loss 0.00027 (0.00028)	Accuracy 0.913 (0.843)
Epoch: [100][2200/3777]	Time 0.518s (0.547s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00019 (0.00028)	Accuracy 0.960 (0.843)
Epoch: [100][2300/3777]	Time 0.532s (0.547s)	Speed 15.0 samples/s	Data 0.001s (0.005s)	Loss 0.00025 (0.00028)	Accuracy 0.907 (0.843)
Epoch: [100][2400/3777]	Time 0.515s (0.547s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00029 (0.00028)	Accuracy 0.863 (0.842)
Epoch: [100][2500/3777]	Time 0.623s (0.547s)	Speed 12.8 samples/s	Data 0.007s (0.005s)	Loss 0.00042 (0.00028)	Accuracy 0.841 (0.842)
Epoch: [100][2600/3777]	Time 0.602s (0.547s)	Speed 13.3 samples/s	Data 0.001s (0.005s)	Loss 0.00025 (0.00028)	Accuracy 0.795 (0.842)
Epoch: [100][2700/3777]	Time 0.522s (0.547s)	Speed 15.3 samples/s	Data 0.001s (0.005s)	Loss 0.00039 (0.00028)	Accuracy 0.742 (0.842)
Epoch: [100][2800/3777]	Time 0.520s (0.547s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00026 (0.00028)	Accuracy 0.807 (0.842)
Epoch: [100][2900/3777]	Time 0.518s (0.547s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00036 (0.00028)	Accuracy 0.825 (0.842)
Epoch: [100][3000/3777]	Time 0.513s (0.547s)	Speed 15.6 samples/s	Data 0.001s (0.005s)	Loss 0.00031 (0.00028)	Accuracy 0.825 (0.842)
Epoch: [100][3100/3777]	Time 0.656s (0.547s)	Speed 12.2 samples/s	Data 0.014s (0.005s)	Loss 0.00020 (0.00028)	Accuracy 0.895 (0.843)
Epoch: [100][3200/3777]	Time 0.518s (0.547s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00034 (0.00028)	Accuracy 0.730 (0.842)
Epoch: [100][3300/3777]	Time 0.518s (0.547s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00035 (0.00028)	Accuracy 0.706 (0.842)
Epoch: [100][3400/3777]	Time 0.515s (0.547s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00019 (0.00028)	Accuracy 0.925 (0.842)
Epoch: [100][3500/3777]	Time 0.521s (0.547s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00031 (0.00028)	Accuracy 0.837 (0.842)
Epoch: [100][3600/3777]	Time 0.646s (0.547s)	Speed 12.4 samples/s	Data 0.012s (0.005s)	Loss 0.00030 (0.00028)	Accuracy 0.878 (0.842)
Epoch: [100][3700/3777]	Time 0.585s (0.547s)	Speed 13.7 samples/s	Data 0.009s (0.005s)	Loss 0.00028 (0.00028)	Accuracy 0.932 (0.842)
Test: [0/361]	Time 0.992 (0.992)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [100/361]	Time 0.331 (0.356)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [200/361]	Time 0.334 (0.350)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [300/361]	Time 0.377 (0.349)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
| Arch | Head | Shoulder | Elbow | Wrist | Hip | Knee | Ankle | Mouth | Tail | Mean |
|---|---|---|---|---|---|---|---|---|---|---|
| pose_vhr | 86.760 | 74.959 | 73.355 | 76.374 | 81.385 | 80.017 | 77.463 | 93.740 | 70.600 | 81.279 |
=> saving checkpoint to output/ak_P2/vhr_birdpose_s/ak/pose_vhr/w32_256x256_adam_lr1e-3_ak_vhr_s
Epoch: [101][0/3777]	Time 1.295s (1.295s)	Speed 6.2 samples/s	Data 0.496s (0.496s)	Loss 0.00028 (0.00028)	Accuracy 0.882 (0.882)
Epoch: [101][100/3777]	Time 0.528s (0.554s)	Speed 15.2 samples/s	Data 0.000s (0.011s)	Loss 0.00030 (0.00028)	Accuracy 0.830 (0.843)
Epoch: [101][200/3777]	Time 0.512s (0.553s)	Speed 15.6 samples/s	Data 0.001s (0.008s)	Loss 0.00042 (0.00028)	Accuracy 0.730 (0.845)
Epoch: [101][300/3777]	Time 0.519s (0.551s)	Speed 15.4 samples/s	Data 0.001s (0.007s)	Loss 0.00026 (0.00028)	Accuracy 0.867 (0.846)
Epoch: [101][400/3777]	Time 0.513s (0.549s)	Speed 15.6 samples/s	Data 0.001s (0.007s)	Loss 0.00024 (0.00028)	Accuracy 0.873 (0.846)
Epoch: [101][500/3777]	Time 0.605s (0.549s)	Speed 13.2 samples/s	Data 0.000s (0.006s)	Loss 0.00025 (0.00028)	Accuracy 0.908 (0.846)
Epoch: [101][600/3777]	Time 0.552s (0.548s)	Speed 14.5 samples/s	Data 0.007s (0.006s)	Loss 0.00035 (0.00028)	Accuracy 0.742 (0.844)
Epoch: [101][700/3777]	Time 0.512s (0.548s)	Speed 15.6 samples/s	Data 0.000s (0.006s)	Loss 0.00036 (0.00028)	Accuracy 0.820 (0.845)
Epoch: [101][800/3777]	Time 0.514s (0.547s)	Speed 15.6 samples/s	Data 0.001s (0.006s)	Loss 0.00024 (0.00028)	Accuracy 0.968 (0.845)
Epoch: [101][900/3777]	Time 0.514s (0.547s)	Speed 15.6 samples/s	Data 0.001s (0.006s)	Loss 0.00035 (0.00028)	Accuracy 0.749 (0.844)
Epoch: [101][1000/3777]	Time 0.519s (0.547s)	Speed 15.4 samples/s	Data 0.000s (0.006s)	Loss 0.00033 (0.00028)	Accuracy 0.809 (0.844)
Epoch: [101][1100/3777]	Time 0.615s (0.547s)	Speed 13.0 samples/s	Data 0.008s (0.006s)	Loss 0.00024 (0.00028)	Accuracy 0.911 (0.843)
Epoch: [101][1200/3777]	Time 0.522s (0.547s)	Speed 15.3 samples/s	Data 0.001s (0.006s)	Loss 0.00025 (0.00028)	Accuracy 0.775 (0.843)
Epoch: [101][1300/3777]	Time 0.515s (0.547s)	Speed 15.5 samples/s	Data 0.000s (0.006s)	Loss 0.00023 (0.00028)	Accuracy 0.952 (0.843)
Epoch: [101][1400/3777]	Time 0.517s (0.547s)	Speed 15.5 samples/s	Data 0.001s (0.006s)	Loss 0.00022 (0.00028)	Accuracy 0.783 (0.843)
Epoch: [101][1500/3777]	Time 0.520s (0.547s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00024 (0.00028)	Accuracy 0.858 (0.843)
Epoch: [101][1600/3777]	Time 0.602s (0.547s)	Speed 13.3 samples/s	Data 0.006s (0.005s)	Loss 0.00035 (0.00028)	Accuracy 0.856 (0.843)
Epoch: [101][1700/3777]	Time 0.601s (0.546s)	Speed 13.3 samples/s	Data 0.007s (0.005s)	Loss 0.00021 (0.00028)	Accuracy 0.929 (0.843)
Epoch: [101][1800/3777]	Time 0.521s (0.546s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00035 (0.00028)	Accuracy 0.766 (0.843)
Epoch: [101][1900/3777]	Time 0.527s (0.546s)	Speed 15.2 samples/s	Data 0.001s (0.005s)	Loss 0.00037 (0.00028)	Accuracy 0.763 (0.843)
Epoch: [101][2000/3777]	Time 0.522s (0.547s)	Speed 15.3 samples/s	Data 0.001s (0.005s)	Loss 0.00019 (0.00028)	Accuracy 0.941 (0.842)
Epoch: [101][2100/3777]	Time 0.522s (0.547s)	Speed 15.3 samples/s	Data 0.001s (0.005s)	Loss 0.00041 (0.00028)	Accuracy 0.660 (0.842)
Epoch: [101][2200/3777]	Time 0.577s (0.547s)	Speed 13.9 samples/s	Data 0.001s (0.005s)	Loss 0.00023 (0.00028)	Accuracy 0.931 (0.841)
Epoch: [101][2300/3777]	Time 0.580s (0.547s)	Speed 13.8 samples/s	Data 0.008s (0.005s)	Loss 0.00026 (0.00028)	Accuracy 0.859 (0.842)
Epoch: [101][2400/3777]	Time 0.519s (0.547s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00031 (0.00028)	Accuracy 0.667 (0.841)
Epoch: [101][2500/3777]	Time 0.522s (0.547s)	Speed 15.3 samples/s	Data 0.000s (0.005s)	Loss 0.00035 (0.00028)	Accuracy 0.709 (0.841)
Epoch: [101][2600/3777]	Time 0.516s (0.547s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00024 (0.00028)	Accuracy 0.694 (0.842)
Epoch: [101][2700/3777]	Time 0.541s (0.547s)	Speed 14.8 samples/s	Data 0.014s (0.005s)	Loss 0.00028 (0.00028)	Accuracy 0.780 (0.842)
Epoch: [101][2800/3777]	Time 0.598s (0.547s)	Speed 13.4 samples/s	Data 0.001s (0.005s)	Loss 0.00028 (0.00028)	Accuracy 0.867 (0.842)
Epoch: [101][2900/3777]	Time 0.518s (0.547s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00020 (0.00028)	Accuracy 0.832 (0.842)
Epoch: [101][3000/3777]	Time 0.513s (0.547s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00031 (0.00028)	Accuracy 0.587 (0.842)
Epoch: [101][3100/3777]	Time 0.521s (0.547s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00028 (0.00028)	Accuracy 0.793 (0.842)
Epoch: [101][3200/3777]	Time 0.511s (0.547s)	Speed 15.7 samples/s	Data 0.001s (0.005s)	Loss 0.00032 (0.00028)	Accuracy 0.810 (0.843)
Epoch: [101][3300/3777]	Time 0.665s (0.547s)	Speed 12.0 samples/s	Data 0.014s (0.005s)	Loss 0.00029 (0.00028)	Accuracy 0.859 (0.843)
Epoch: [101][3400/3777]	Time 0.515s (0.547s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00022 (0.00028)	Accuracy 0.880 (0.843)
Epoch: [101][3500/3777]	Time 0.522s (0.547s)	Speed 15.3 samples/s	Data 0.001s (0.005s)	Loss 0.00032 (0.00028)	Accuracy 0.922 (0.843)
Epoch: [101][3600/3777]	Time 0.524s (0.547s)	Speed 15.3 samples/s	Data 0.001s (0.005s)	Loss 0.00028 (0.00028)	Accuracy 0.837 (0.843)
Epoch: [101][3700/3777]	Time 0.515s (0.547s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00031 (0.00028)	Accuracy 0.804 (0.843)
Test: [0/361]	Time 0.648 (0.648)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [100/361]	Time 0.333 (0.350)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [200/361]	Time 0.375 (0.350)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [300/361]	Time 0.331 (0.348)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
| Arch | Head | Shoulder | Elbow | Wrist | Hip | Knee | Ankle | Mouth | Tail | Mean |
|---|---|---|---|---|---|---|---|---|---|---|
| pose_vhr | 85.836 | 74.123 | 75.178 | 80.496 | 85.535 | 79.661 | 79.592 | 94.416 | 70.963 | 82.269 |
=> saving checkpoint to output/ak_P2/vhr_birdpose_s/ak/pose_vhr/w32_256x256_adam_lr1e-3_ak_vhr_s
Epoch: [102][0/3777]	Time 0.921s (0.921s)	Speed 8.7 samples/s	Data 0.294s (0.294s)	Loss 0.00035 (0.00035)	Accuracy 0.811 (0.811)
Epoch: [102][100/3777]	Time 0.524s (0.551s)	Speed 15.3 samples/s	Data 0.002s (0.008s)	Loss 0.00035 (0.00026)	Accuracy 0.833 (0.852)
Epoch: [102][200/3777]	Time 0.601s (0.546s)	Speed 13.3 samples/s	Data 0.016s (0.006s)	Loss 0.00033 (0.00027)	Accuracy 0.871 (0.849)
Epoch: [102][300/3777]	Time 0.512s (0.546s)	Speed 15.6 samples/s	Data 0.001s (0.006s)	Loss 0.00030 (0.00027)	Accuracy 0.856 (0.846)
Epoch: [102][400/3777]	Time 0.511s (0.546s)	Speed 15.6 samples/s	Data 0.000s (0.006s)	Loss 0.00023 (0.00027)	Accuracy 0.895 (0.845)
Epoch: [102][500/3777]	Time 0.509s (0.546s)	Speed 15.7 samples/s	Data 0.000s (0.006s)	Loss 0.00017 (0.00027)	Accuracy 0.885 (0.845)
Epoch: [102][600/3777]	Time 0.532s (0.546s)	Speed 15.0 samples/s	Data 0.007s (0.006s)	Loss 0.00016 (0.00027)	Accuracy 0.931 (0.847)
Epoch: [102][700/3777]	Time 0.604s (0.546s)	Speed 13.2 samples/s	Data 0.007s (0.005s)	Loss 0.00023 (0.00027)	Accuracy 0.768 (0.846)
Epoch: [102][800/3777]	Time 0.564s (0.545s)	Speed 14.2 samples/s	Data 0.001s (0.005s)	Loss 0.00028 (0.00027)	Accuracy 0.878 (0.845)
Epoch: [102][900/3777]	Time 0.518s (0.546s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00030 (0.00027)	Accuracy 0.835 (0.846)
Epoch: [102][1000/3777]	Time 0.521s (0.546s)	Speed 15.3 samples/s	Data 0.000s (0.005s)	Loss 0.00019 (0.00027)	Accuracy 0.928 (0.845)
Epoch: [102][1100/3777]	Time 0.517s (0.546s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00039 (0.00027)	Accuracy 0.837 (0.845)
Epoch: [102][1200/3777]	Time 0.512s (0.546s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00031 (0.00027)	Accuracy 0.833 (0.844)
Epoch: [102][1300/3777]	Time 0.582s (0.546s)	Speed 13.7 samples/s	Data 0.001s (0.005s)	Loss 0.00037 (0.00027)	Accuracy 0.677 (0.844)
Epoch: [102][1400/3777]	Time 0.572s (0.545s)	Speed 14.0 samples/s	Data 0.001s (0.005s)	Loss 0.00025 (0.00027)	Accuracy 0.914 (0.845)
Epoch: [102][1500/3777]	Time 0.522s (0.546s)	Speed 15.3 samples/s	Data 0.001s (0.005s)	Loss 0.00024 (0.00027)	Accuracy 0.829 (0.845)
Epoch: [102][1600/3777]	Time 0.531s (0.546s)	Speed 15.1 samples/s	Data 0.001s (0.005s)	Loss 0.00035 (0.00027)	Accuracy 0.873 (0.844)
Epoch: [102][1700/3777]	Time 0.513s (0.546s)	Speed 15.6 samples/s	Data 0.001s (0.005s)	Loss 0.00025 (0.00027)	Accuracy 0.878 (0.844)
Epoch: [102][1800/3777]	Time 0.623s (0.546s)	Speed 12.8 samples/s	Data 0.007s (0.005s)	Loss 0.00023 (0.00027)	Accuracy 0.880 (0.845)
Epoch: [102][1900/3777]	Time 0.664s (0.545s)	Speed 12.0 samples/s	Data 0.015s (0.005s)	Loss 0.00027 (0.00027)	Accuracy 0.872 (0.845)
Epoch: [102][2000/3777]	Time 0.514s (0.546s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00017 (0.00027)	Accuracy 0.922 (0.845)
Epoch: [102][2100/3777]	Time 0.519s (0.546s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00025 (0.00027)	Accuracy 0.816 (0.844)
Epoch: [102][2200/3777]	Time 0.523s (0.546s)	Speed 15.3 samples/s	Data 0.001s (0.005s)	Loss 0.00023 (0.00027)	Accuracy 0.788 (0.845)
Epoch: [102][2300/3777]	Time 0.526s (0.546s)	Speed 15.2 samples/s	Data 0.000s (0.005s)	Loss 0.00021 (0.00027)	Accuracy 0.888 (0.845)
Epoch: [102][2400/3777]	Time 0.583s (0.546s)	Speed 13.7 samples/s	Data 0.006s (0.005s)	Loss 0.00027 (0.00027)	Accuracy 0.902 (0.845)
Epoch: [102][2500/3777]	Time 0.603s (0.546s)	Speed 13.3 samples/s	Data 0.008s (0.005s)	Loss 0.00028 (0.00027)	Accuracy 0.851 (0.845)
Epoch: [102][2600/3777]	Time 0.516s (0.546s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00020 (0.00027)	Accuracy 0.932 (0.845)
Epoch: [102][2700/3777]	Time 0.513s (0.546s)	Speed 15.6 samples/s	Data 0.001s (0.005s)	Loss 0.00034 (0.00027)	Accuracy 0.777 (0.845)
Epoch: [102][2800/3777]	Time 0.518s (0.546s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00032 (0.00027)	Accuracy 0.631 (0.845)
Epoch: [102][2900/3777]	Time 0.511s (0.546s)	Speed 15.7 samples/s	Data 0.000s (0.005s)	Loss 0.00025 (0.00027)	Accuracy 0.861 (0.846)
Epoch: [102][3000/3777]	Time 0.603s (0.546s)	Speed 13.3 samples/s	Data 0.001s (0.005s)	Loss 0.00031 (0.00027)	Accuracy 0.775 (0.845)
Epoch: [102][3100/3777]	Time 0.516s (0.546s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00025 (0.00027)	Accuracy 0.883 (0.845)
Epoch: [102][3200/3777]	Time 0.517s (0.546s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00024 (0.00027)	Accuracy 0.870 (0.845)
Epoch: [102][3300/3777]	Time 0.518s (0.546s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00028 (0.00027)	Accuracy 0.869 (0.845)
Epoch: [102][3400/3777]	Time 0.518s (0.546s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00025 (0.00027)	Accuracy 0.871 (0.845)
Epoch: [102][3500/3777]	Time 0.676s (0.546s)	Speed 11.8 samples/s	Data 0.011s (0.005s)	Loss 0.00023 (0.00027)	Accuracy 0.822 (0.845)
Epoch: [102][3600/3777]	Time 0.600s (0.546s)	Speed 13.3 samples/s	Data 0.001s (0.005s)	Loss 0.00029 (0.00027)	Accuracy 0.860 (0.845)
Epoch: [102][3700/3777]	Time 0.522s (0.546s)	Speed 15.3 samples/s	Data 0.001s (0.005s)	Loss 0.00026 (0.00027)	Accuracy 0.845 (0.844)
Test: [0/361]	Time 0.668 (0.668)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [100/361]	Time 0.395 (0.352)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [200/361]	Time 0.332 (0.349)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [300/361]	Time 0.331 (0.347)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
| Arch | Head | Shoulder | Elbow | Wrist | Hip | Knee | Ankle | Mouth | Tail | Mean |
|---|---|---|---|---|---|---|---|---|---|---|
| pose_vhr | 86.612 | 72.646 | 73.023 | 77.576 | 81.035 | 79.816 | 78.951 | 93.676 | 70.145 | 80.757 |
=> saving checkpoint to output/ak_P2/vhr_birdpose_s/ak/pose_vhr/w32_256x256_adam_lr1e-3_ak_vhr_s
Epoch: [103][0/3777]	Time 0.886s (0.886s)	Speed 9.0 samples/s	Data 0.272s (0.272s)	Loss 0.00024 (0.00024)	Accuracy 0.886 (0.886)
Epoch: [103][100/3777]	Time 0.511s (0.549s)	Speed 15.6 samples/s	Data 0.001s (0.008s)	Loss 0.00020 (0.00026)	Accuracy 0.913 (0.849)
Epoch: [103][200/3777]	Time 0.516s (0.549s)	Speed 15.5 samples/s	Data 0.000s (0.006s)	Loss 0.00021 (0.00027)	Accuracy 0.937 (0.850)
Epoch: [103][300/3777]	Time 0.521s (0.549s)	Speed 15.4 samples/s	Data 0.001s (0.006s)	Loss 0.00022 (0.00027)	Accuracy 0.924 (0.848)
Epoch: [103][400/3777]	Time 0.592s (0.548s)	Speed 13.5 samples/s	Data 0.005s (0.006s)	Loss 0.00020 (0.00027)	Accuracy 0.884 (0.844)
Epoch: [103][500/3777]	Time 0.565s (0.548s)	Speed 14.2 samples/s	Data 0.001s (0.006s)	Loss 0.00021 (0.00027)	Accuracy 0.913 (0.844)
Epoch: [103][600/3777]	Time 0.518s (0.547s)	Speed 15.4 samples/s	Data 0.001s (0.006s)	Loss 0.00026 (0.00027)	Accuracy 0.915 (0.845)
Epoch: [103][700/3777]	Time 0.519s (0.547s)	Speed 15.4 samples/s	Data 0.000s (0.006s)	Loss 0.00028 (0.00027)	Accuracy 0.738 (0.844)
Epoch: [103][800/3777]	Time 0.519s (0.546s)	Speed 15.4 samples/s	Data 0.000s (0.006s)	Loss 0.00040 (0.00027)	Accuracy 0.776 (0.844)
Epoch: [103][900/3777]	Time 0.524s (0.546s)	Speed 15.3 samples/s	Data 0.005s (0.005s)	Loss 0.00034 (0.00027)	Accuracy 0.720 (0.844)
Epoch: [103][1000/3777]	Time 0.616s (0.546s)	Speed 13.0 samples/s	Data 0.001s (0.005s)	Loss 0.00022 (0.00027)	Accuracy 0.893 (0.843)
Epoch: [103][1100/3777]	Time 0.515s (0.546s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00026 (0.00027)	Accuracy 0.921 (0.844)
Epoch: [103][1200/3777]	Time 0.513s (0.546s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00035 (0.00027)	Accuracy 0.814 (0.844)
Epoch: [103][1300/3777]	Time 0.521s (0.546s)	Speed 15.3 samples/s	Data 0.000s (0.005s)	Loss 0.00022 (0.00027)	Accuracy 0.657 (0.844)
Epoch: [103][1400/3777]	Time 0.522s (0.546s)	Speed 15.3 samples/s	Data 0.001s (0.005s)	Loss 0.00035 (0.00027)	Accuracy 0.742 (0.844)
Epoch: [103][1500/3777]	Time 0.516s (0.546s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00034 (0.00027)	Accuracy 0.814 (0.843)
Epoch: [103][1600/3777]	Time 0.608s (0.546s)	Speed 13.2 samples/s	Data 0.011s (0.005s)	Loss 0.00030 (0.00027)	Accuracy 0.804 (0.843)
Epoch: [103][1700/3777]	Time 0.515s (0.546s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00022 (0.00027)	Accuracy 0.832 (0.843)
Epoch: [103][1800/3777]	Time 0.516s (0.547s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00036 (0.00027)	Accuracy 0.652 (0.843)
Epoch: [103][1900/3777]	Time 0.507s (0.547s)	Speed 15.8 samples/s	Data 0.000s (0.005s)	Loss 0.00024 (0.00027)	Accuracy 0.913 (0.844)
Epoch: [103][2000/3777]	Time 0.524s (0.546s)	Speed 15.3 samples/s	Data 0.000s (0.005s)	Loss 0.00020 (0.00027)	Accuracy 0.970 (0.844)
Epoch: [103][2100/3777]	Time 0.537s (0.546s)	Speed 14.9 samples/s	Data 0.006s (0.005s)	Loss 0.00022 (0.00027)	Accuracy 0.864 (0.844)
Epoch: [103][2200/3777]	Time 0.609s (0.546s)	Speed 13.1 samples/s	Data 0.008s (0.005s)	Loss 0.00032 (0.00027)	Accuracy 0.927 (0.844)
Epoch: [103][2300/3777]	Time 0.517s (0.546s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00041 (0.00027)	Accuracy 0.754 (0.844)
Epoch: [103][2400/3777]	Time 0.515s (0.546s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00033 (0.00027)	Accuracy 0.848 (0.845)
Epoch: [103][2500/3777]	Time 0.515s (0.546s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00022 (0.00027)	Accuracy 0.874 (0.845)
Epoch: [103][2600/3777]	Time 0.516s (0.546s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00018 (0.00027)	Accuracy 0.913 (0.845)
Epoch: [103][2700/3777]	Time 0.680s (0.546s)	Speed 11.8 samples/s	Data 0.007s (0.005s)	Loss 0.00023 (0.00027)	Accuracy 0.731 (0.845)
Epoch: [103][2800/3777]	Time 0.568s (0.546s)	Speed 14.1 samples/s	Data 0.000s (0.005s)	Loss 0.00031 (0.00027)	Accuracy 0.807 (0.845)
Epoch: [103][2900/3777]	Time 0.527s (0.546s)	Speed 15.2 samples/s	Data 0.000s (0.005s)	Loss 0.00028 (0.00027)	Accuracy 0.862 (0.845)
Epoch: [103][3000/3777]	Time 0.518s (0.546s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00038 (0.00027)	Accuracy 0.642 (0.846)
Epoch: [103][3100/3777]	Time 0.517s (0.546s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00029 (0.00027)	Accuracy 0.891 (0.846)
Epoch: [103][3200/3777]	Time 0.579s (0.546s)	Speed 13.8 samples/s	Data 0.007s (0.005s)	Loss 0.00016 (0.00027)	Accuracy 0.929 (0.846)
Epoch: [103][3300/3777]	Time 0.614s (0.546s)	Speed 13.0 samples/s	Data 0.008s (0.005s)	Loss 0.00026 (0.00027)	Accuracy 0.811 (0.846)
Epoch: [103][3400/3777]	Time 0.518s (0.545s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00031 (0.00027)	Accuracy 0.809 (0.847)
Epoch: [103][3500/3777]	Time 0.521s (0.545s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00041 (0.00027)	Accuracy 0.644 (0.847)
Epoch: [103][3600/3777]	Time 0.523s (0.545s)	Speed 15.3 samples/s	Data 0.000s (0.005s)	Loss 0.00025 (0.00027)	Accuracy 0.824 (0.847)
Epoch: [103][3700/3777]	Time 0.517s (0.545s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00032 (0.00027)	Accuracy 0.865 (0.847)
Test: [0/361]	Time 0.710 (0.710)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [100/361]	Time 0.328 (0.349)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [200/361]	Time 0.367 (0.347)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [300/361]	Time 0.333 (0.348)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
| Arch | Head | Shoulder | Elbow | Wrist | Hip | Knee | Ankle | Mouth | Tail | Mean |
|---|---|---|---|---|---|---|---|---|---|---|
| pose_vhr | 87.056 | 73.498 | 74.391 | 78.204 | 82.315 | 80.143 | 79.189 | 95.221 | 69.917 | 81.831 |
=> saving checkpoint to output/ak_P2/vhr_birdpose_s/ak/pose_vhr/w32_256x256_adam_lr1e-3_ak_vhr_s
Epoch: [104][0/3777]	Time 1.087s (1.087s)	Speed 7.4 samples/s	Data 0.468s (0.468s)	Loss 0.00022 (0.00022)	Accuracy 0.922 (0.922)
Epoch: [104][100/3777]	Time 0.566s (0.547s)	Speed 14.1 samples/s	Data 0.005s (0.010s)	Loss 0.00026 (0.00026)	Accuracy 0.873 (0.859)
Epoch: [104][200/3777]	Time 0.513s (0.544s)	Speed 15.6 samples/s	Data 0.000s (0.008s)	Loss 0.00026 (0.00026)	Accuracy 0.778 (0.855)
Epoch: [104][300/3777]	Time 0.514s (0.545s)	Speed 15.6 samples/s	Data 0.000s (0.007s)	Loss 0.00029 (0.00026)	Accuracy 0.779 (0.854)
Epoch: [104][400/3777]	Time 0.517s (0.545s)	Speed 15.5 samples/s	Data 0.000s (0.007s)	Loss 0.00036 (0.00027)	Accuracy 0.649 (0.850)
Epoch: [104][500/3777]	Time 0.517s (0.546s)	Speed 15.5 samples/s	Data 0.000s (0.006s)	Loss 0.00018 (0.00027)	Accuracy 0.910 (0.851)
Epoch: [104][600/3777]	Time 0.606s (0.546s)	Speed 13.2 samples/s	Data 0.001s (0.006s)	Loss 0.00039 (0.00027)	Accuracy 0.751 (0.850)
Epoch: [104][700/3777]	Time 0.614s (0.545s)	Speed 13.0 samples/s	Data 0.001s (0.006s)	Loss 0.00029 (0.00027)	Accuracy 0.860 (0.850)
Epoch: [104][800/3777]	Time 0.517s (0.545s)	Speed 15.5 samples/s	Data 0.000s (0.006s)	Loss 0.00034 (0.00027)	Accuracy 0.827 (0.848)
Epoch: [104][900/3777]	Time 0.523s (0.545s)	Speed 15.3 samples/s	Data 0.000s (0.006s)	Loss 0.00038 (0.00027)	Accuracy 0.839 (0.847)
Epoch: [104][1000/3777]	Time 0.520s (0.545s)	Speed 15.4 samples/s	Data 0.000s (0.006s)	Loss 0.00023 (0.00027)	Accuracy 0.872 (0.848)
Epoch: [104][1100/3777]	Time 0.529s (0.545s)	Speed 15.1 samples/s	Data 0.000s (0.005s)	Loss 0.00032 (0.00027)	Accuracy 0.905 (0.848)
Epoch: [104][1200/3777]	Time 0.617s (0.545s)	Speed 13.0 samples/s	Data 0.000s (0.005s)	Loss 0.00030 (0.00027)	Accuracy 0.813 (0.848)
Epoch: [104][1300/3777]	Time 0.517s (0.545s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00025 (0.00027)	Accuracy 0.834 (0.848)
Epoch: [104][1400/3777]	Time 0.513s (0.545s)	Speed 15.6 samples/s	Data 0.001s (0.006s)	Loss 0.00030 (0.00027)	Accuracy 0.785 (0.849)
Epoch: [104][1500/3777]	Time 0.517s (0.546s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00023 (0.00027)	Accuracy 0.961 (0.849)
Epoch: [104][1600/3777]	Time 0.516s (0.546s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00024 (0.00027)	Accuracy 0.863 (0.850)
Epoch: [104][1700/3777]	Time 0.524s (0.546s)	Speed 15.3 samples/s	Data 0.000s (0.005s)	Loss 0.00034 (0.00027)	Accuracy 0.744 (0.850)
Epoch: [104][1800/3777]	Time 0.594s (0.546s)	Speed 13.5 samples/s	Data 0.001s (0.005s)	Loss 0.00025 (0.00027)	Accuracy 0.787 (0.851)
Epoch: [104][1900/3777]	Time 0.518s (0.546s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00026 (0.00027)	Accuracy 0.897 (0.851)
Epoch: [104][2000/3777]	Time 0.520s (0.546s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00026 (0.00027)	Accuracy 0.885 (0.850)
Epoch: [104][2100/3777]	Time 0.511s (0.546s)	Speed 15.7 samples/s	Data 0.000s (0.005s)	Loss 0.00031 (0.00027)	Accuracy 0.890 (0.851)
Epoch: [104][2200/3777]	Time 0.523s (0.546s)	Speed 15.3 samples/s	Data 0.001s (0.005s)	Loss 0.00037 (0.00027)	Accuracy 0.800 (0.851)
Epoch: [104][2300/3777]	Time 0.623s (0.546s)	Speed 12.8 samples/s	Data 0.013s (0.005s)	Loss 0.00028 (0.00027)	Accuracy 0.758 (0.851)
Epoch: [104][2400/3777]	Time 0.510s (0.545s)	Speed 15.7 samples/s	Data 0.000s (0.005s)	Loss 0.00023 (0.00027)	Accuracy 0.933 (0.851)
Epoch: [104][2500/3777]	Time 0.508s (0.545s)	Speed 15.7 samples/s	Data 0.000s (0.005s)	Loss 0.00023 (0.00027)	Accuracy 0.935 (0.851)
Epoch: [104][2600/3777]	Time 0.526s (0.545s)	Speed 15.2 samples/s	Data 0.000s (0.005s)	Loss 0.00038 (0.00027)	Accuracy 0.775 (0.850)
Epoch: [104][2700/3777]	Time 0.514s (0.545s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00037 (0.00027)	Accuracy 0.758 (0.850)
Epoch: [104][2800/3777]	Time 0.653s (0.545s)	Speed 12.3 samples/s	Data 0.007s (0.005s)	Loss 0.00017 (0.00027)	Accuracy 0.921 (0.850)
Epoch: [104][2900/3777]	Time 0.520s (0.545s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00038 (0.00027)	Accuracy 0.716 (0.850)
Epoch: [104][3000/3777]	Time 0.518s (0.545s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00020 (0.00027)	Accuracy 0.921 (0.850)
Epoch: [104][3100/3777]	Time 0.515s (0.545s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00035 (0.00027)	Accuracy 0.668 (0.850)
Epoch: [104][3200/3777]	Time 0.513s (0.545s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00021 (0.00027)	Accuracy 0.898 (0.850)
Epoch: [104][3300/3777]	Time 0.519s (0.545s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00024 (0.00027)	Accuracy 0.879 (0.849)
Epoch: [104][3400/3777]	Time 0.525s (0.545s)	Speed 15.3 samples/s	Data 0.000s (0.005s)	Loss 0.00029 (0.00027)	Accuracy 0.853 (0.850)
Epoch: [104][3500/3777]	Time 0.513s (0.545s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00020 (0.00027)	Accuracy 0.947 (0.850)
Epoch: [104][3600/3777]	Time 0.582s (0.545s)	Speed 13.7 samples/s	Data 0.005s (0.005s)	Loss 0.00019 (0.00027)	Accuracy 0.942 (0.850)
Epoch: [104][3700/3777]	Time 0.564s (0.544s)	Speed 14.2 samples/s	Data 0.000s (0.005s)	Loss 0.00029 (0.00027)	Accuracy 0.883 (0.850)
Test: [0/361]	Time 0.882 (0.882)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [100/361]	Time 0.329 (0.352)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [200/361]	Time 0.346 (0.348)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [300/361]	Time 0.332 (0.349)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
| Arch | Head | Shoulder | Elbow | Wrist | Hip | Knee | Ankle | Mouth | Tail | Mean |
|---|---|---|---|---|---|---|---|---|---|---|
| pose_vhr | 86.723 | 73.931 | 75.257 | 76.024 | 81.840 | 81.629 | 80.043 | 94.242 | 70.720 | 81.514 |
=> saving checkpoint to output/ak_P2/vhr_birdpose_s/ak/pose_vhr/w32_256x256_adam_lr1e-3_ak_vhr_s
Epoch: [105][0/3777]	Time 0.910s (0.910s)	Speed 8.8 samples/s	Data 0.290s (0.290s)	Loss 0.00023 (0.00023)	Accuracy 0.908 (0.908)
Epoch: [105][100/3777]	Time 0.538s (0.549s)	Speed 14.9 samples/s	Data 0.008s (0.008s)	Loss 0.00028 (0.00028)	Accuracy 0.900 (0.846)
Epoch: [105][200/3777]	Time 0.658s (0.545s)	Speed 12.2 samples/s	Data 0.013s (0.006s)	Loss 0.00022 (0.00027)	Accuracy 0.886 (0.850)
Epoch: [105][300/3777]	Time 0.563s (0.544s)	Speed 14.2 samples/s	Data 0.001s (0.006s)	Loss 0.00027 (0.00027)	Accuracy 0.798 (0.848)
Epoch: [105][400/3777]	Time 0.516s (0.544s)	Speed 15.5 samples/s	Data 0.001s (0.006s)	Loss 0.00026 (0.00027)	Accuracy 0.911 (0.848)
Epoch: [105][500/3777]	Time 0.517s (0.543s)	Speed 15.5 samples/s	Data 0.000s (0.006s)	Loss 0.00030 (0.00027)	Accuracy 0.877 (0.849)
Epoch: [105][600/3777]	Time 0.519s (0.543s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00032 (0.00027)	Accuracy 0.765 (0.848)
Epoch: [105][700/3777]	Time 0.518s (0.543s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00020 (0.00027)	Accuracy 0.930 (0.849)
Epoch: [105][800/3777]	Time 0.510s (0.543s)	Speed 15.7 samples/s	Data 0.001s (0.005s)	Loss 0.00027 (0.00027)	Accuracy 0.917 (0.848)
Epoch: [105][900/3777]	Time 0.529s (0.542s)	Speed 15.1 samples/s	Data 0.001s (0.005s)	Loss 0.00022 (0.00027)	Accuracy 0.870 (0.848)
Epoch: [105][1000/3777]	Time 0.603s (0.542s)	Speed 13.3 samples/s	Data 0.008s (0.005s)	Loss 0.00031 (0.00027)	Accuracy 0.772 (0.848)
Epoch: [105][1100/3777]	Time 0.620s (0.542s)	Speed 12.9 samples/s	Data 0.001s (0.005s)	Loss 0.00027 (0.00027)	Accuracy 0.947 (0.849)
Epoch: [105][1200/3777]	Time 0.562s (0.542s)	Speed 14.2 samples/s	Data 0.001s (0.005s)	Loss 0.00034 (0.00027)	Accuracy 0.868 (0.850)
Epoch: [105][1300/3777]	Time 0.510s (0.541s)	Speed 15.7 samples/s	Data 0.000s (0.005s)	Loss 0.00032 (0.00027)	Accuracy 0.675 (0.851)
Epoch: [105][1400/3777]	Time 0.518s (0.541s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00032 (0.00027)	Accuracy 0.777 (0.852)
Epoch: [105][1500/3777]	Time 0.509s (0.542s)	Speed 15.7 samples/s	Data 0.001s (0.005s)	Loss 0.00025 (0.00027)	Accuracy 0.940 (0.852)
Epoch: [105][1600/3777]	Time 0.513s (0.542s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00022 (0.00027)	Accuracy 0.896 (0.852)
Epoch: [105][1700/3777]	Time 0.513s (0.541s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00032 (0.00027)	Accuracy 0.853 (0.852)
Epoch: [105][1800/3777]	Time 0.513s (0.541s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00031 (0.00027)	Accuracy 0.824 (0.852)
Epoch: [105][1900/3777]	Time 0.509s (0.542s)	Speed 15.7 samples/s	Data 0.000s (0.005s)	Loss 0.00030 (0.00027)	Accuracy 0.846 (0.851)
Epoch: [105][2000/3777]	Time 0.631s (0.541s)	Speed 12.7 samples/s	Data 0.013s (0.005s)	Loss 0.00026 (0.00027)	Accuracy 0.814 (0.852)
Epoch: [105][2100/3777]	Time 0.602s (0.541s)	Speed 13.3 samples/s	Data 0.001s (0.005s)	Loss 0.00030 (0.00027)	Accuracy 0.821 (0.852)
Epoch: [105][2200/3777]	Time 0.514s (0.541s)	Speed 15.6 samples/s	Data 0.001s (0.005s)	Loss 0.00033 (0.00027)	Accuracy 0.708 (0.852)
Epoch: [105][2300/3777]	Time 0.517s (0.541s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00023 (0.00027)	Accuracy 0.857 (0.852)
Epoch: [105][2400/3777]	Time 0.517s (0.541s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00028 (0.00027)	Accuracy 0.795 (0.852)
Epoch: [105][2500/3777]	Time 0.521s (0.541s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00034 (0.00027)	Accuracy 0.630 (0.852)
Epoch: [105][2600/3777]	Time 0.511s (0.541s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00025 (0.00027)	Accuracy 0.854 (0.851)
Epoch: [105][2700/3777]	Time 0.514s (0.541s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00016 (0.00027)	Accuracy 0.987 (0.851)
Epoch: [105][2800/3777]	Time 0.514s (0.541s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00025 (0.00027)	Accuracy 0.946 (0.850)
Epoch: [105][2900/3777]	Time 0.608s (0.541s)	Speed 13.2 samples/s	Data 0.007s (0.005s)	Loss 0.00022 (0.00027)	Accuracy 0.874 (0.851)
Epoch: [105][3000/3777]	Time 0.582s (0.541s)	Speed 13.8 samples/s	Data 0.013s (0.005s)	Loss 0.00025 (0.00027)	Accuracy 0.833 (0.851)
Epoch: [105][3100/3777]	Time 0.568s (0.541s)	Speed 14.1 samples/s	Data 0.001s (0.005s)	Loss 0.00030 (0.00027)	Accuracy 0.845 (0.851)
Epoch: [105][3200/3777]	Time 0.522s (0.541s)	Speed 15.3 samples/s	Data 0.001s (0.005s)	Loss 0.00031 (0.00027)	Accuracy 0.792 (0.851)
Epoch: [105][3300/3777]	Time 0.518s (0.541s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00024 (0.00027)	Accuracy 0.836 (0.851)
Epoch: [105][3400/3777]	Time 0.515s (0.541s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00025 (0.00027)	Accuracy 0.823 (0.851)
Epoch: [105][3500/3777]	Time 0.518s (0.541s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00019 (0.00027)	Accuracy 0.905 (0.851)
Epoch: [105][3600/3777]	Time 0.512s (0.541s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00029 (0.00027)	Accuracy 0.875 (0.851)
Epoch: [105][3700/3777]	Time 0.518s (0.541s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00036 (0.00027)	Accuracy 0.693 (0.851)
Test: [0/361]	Time 0.685 (0.685)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [100/361]	Time 0.325 (0.346)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [200/361]	Time 0.326 (0.347)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [300/361]	Time 0.326 (0.346)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
| Arch | Head | Shoulder | Elbow | Wrist | Hip | Knee | Ankle | Mouth | Tail | Mean |
|---|---|---|---|---|---|---|---|---|---|---|
| pose_vhr | 81.990 | 70.365 | 71.681 | 73.502 | 77.972 | 76.902 | 76.165 | 89.362 | 67.141 | 77.490 |
=> saving checkpoint to output/ak_P2/vhr_birdpose_s/ak/pose_vhr/w32_256x256_adam_lr1e-3_ak_vhr_s
Epoch: [106][0/3777]	Time 0.912s (0.912s)	Speed 8.8 samples/s	Data 0.325s (0.325s)	Loss 0.00026 (0.00026)	Accuracy 0.950 (0.950)
Epoch: [106][100/3777]	Time 0.516s (0.546s)	Speed 15.5 samples/s	Data 0.000s (0.008s)	Loss 0.00023 (0.00027)	Accuracy 0.877 (0.855)
Epoch: [106][200/3777]	Time 0.522s (0.545s)	Speed 15.3 samples/s	Data 0.001s (0.006s)	Loss 0.00029 (0.00027)	Accuracy 0.830 (0.851)
Epoch: [106][300/3777]	Time 0.514s (0.544s)	Speed 15.6 samples/s	Data 0.000s (0.006s)	Loss 0.00033 (0.00027)	Accuracy 0.741 (0.852)
Epoch: [106][400/3777]	Time 0.615s (0.544s)	Speed 13.0 samples/s	Data 0.007s (0.006s)	Loss 0.00025 (0.00027)	Accuracy 0.914 (0.850)
Epoch: [106][500/3777]	Time 0.641s (0.544s)	Speed 12.5 samples/s	Data 0.014s (0.005s)	Loss 0.00033 (0.00027)	Accuracy 0.788 (0.849)
Epoch: [106][600/3777]	Time 0.577s (0.543s)	Speed 13.9 samples/s	Data 0.000s (0.005s)	Loss 0.00033 (0.00027)	Accuracy 0.764 (0.849)
Epoch: [106][700/3777]	Time 0.514s (0.544s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00026 (0.00027)	Accuracy 0.811 (0.850)
Epoch: [106][800/3777]	Time 0.510s (0.544s)	Speed 15.7 samples/s	Data 0.000s (0.005s)	Loss 0.00020 (0.00027)	Accuracy 0.906 (0.849)
Epoch: [106][900/3777]	Time 0.516s (0.544s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00023 (0.00027)	Accuracy 0.859 (0.851)
Epoch: [106][1000/3777]	Time 0.515s (0.544s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00027 (0.00027)	Accuracy 0.875 (0.850)
Epoch: [106][1100/3777]	Time 0.510s (0.544s)	Speed 15.7 samples/s	Data 0.000s (0.005s)	Loss 0.00029 (0.00027)	Accuracy 0.671 (0.850)
Epoch: [106][1200/3777]	Time 0.516s (0.544s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00023 (0.00027)	Accuracy 0.914 (0.849)
Epoch: [106][1300/3777]	Time 0.625s (0.543s)	Speed 12.8 samples/s	Data 0.007s (0.005s)	Loss 0.00028 (0.00027)	Accuracy 0.879 (0.850)
Epoch: [106][1400/3777]	Time 0.596s (0.543s)	Speed 13.4 samples/s	Data 0.000s (0.005s)	Loss 0.00021 (0.00027)	Accuracy 0.843 (0.850)
Epoch: [106][1500/3777]	Time 0.513s (0.543s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00027 (0.00027)	Accuracy 0.938 (0.850)
Epoch: [106][1600/3777]	Time 0.511s (0.543s)	Speed 15.7 samples/s	Data 0.000s (0.005s)	Loss 0.00023 (0.00027)	Accuracy 0.929 (0.849)
Epoch: [106][1700/3777]	Time 0.518s (0.543s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00026 (0.00027)	Accuracy 0.779 (0.849)
Epoch: [106][1800/3777]	Time 0.516s (0.543s)	Speed 15.5 samples/s	Data 0.002s (0.005s)	Loss 0.00035 (0.00027)	Accuracy 0.738 (0.850)
Epoch: [106][1900/3777]	Time 0.527s (0.543s)	Speed 15.2 samples/s	Data 0.000s (0.005s)	Loss 0.00021 (0.00027)	Accuracy 0.870 (0.850)
Epoch: [106][2000/3777]	Time 0.517s (0.543s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00029 (0.00027)	Accuracy 0.830 (0.851)
Epoch: [106][2100/3777]	Time 0.643s (0.543s)	Speed 12.4 samples/s	Data 0.013s (0.005s)	Loss 0.00029 (0.00027)	Accuracy 0.913 (0.851)
Epoch: [106][2200/3777]	Time 0.606s (0.543s)	Speed 13.2 samples/s	Data 0.012s (0.005s)	Loss 0.00028 (0.00027)	Accuracy 0.870 (0.851)
Epoch: [106][2300/3777]	Time 0.549s (0.543s)	Speed 14.6 samples/s	Data 0.000s (0.005s)	Loss 0.00016 (0.00027)	Accuracy 0.943 (0.852)
Epoch: [106][2400/3777]	Time 0.523s (0.543s)	Speed 15.3 samples/s	Data 0.000s (0.005s)	Loss 0.00020 (0.00027)	Accuracy 0.870 (0.851)
Epoch: [106][2500/3777]	Time 0.516s (0.543s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00029 (0.00027)	Accuracy 0.878 (0.851)
Epoch: [106][2600/3777]	Time 0.511s (0.543s)	Speed 15.7 samples/s	Data 0.001s (0.005s)	Loss 0.00023 (0.00027)	Accuracy 0.850 (0.851)
Epoch: [106][2700/3777]	Time 0.517s (0.543s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00022 (0.00027)	Accuracy 0.891 (0.851)
Epoch: [106][2800/3777]	Time 0.520s (0.543s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00043 (0.00027)	Accuracy 0.722 (0.851)
Epoch: [106][2900/3777]	Time 0.522s (0.543s)	Speed 15.3 samples/s	Data 0.001s (0.005s)	Loss 0.00020 (0.00027)	Accuracy 0.939 (0.851)
Epoch: [106][3000/3777]	Time 0.576s (0.542s)	Speed 13.9 samples/s	Data 0.001s (0.005s)	Loss 0.00021 (0.00027)	Accuracy 0.899 (0.851)
Epoch: [106][3100/3777]	Time 0.618s (0.542s)	Speed 12.9 samples/s	Data 0.001s (0.005s)	Loss 0.00019 (0.00027)	Accuracy 0.926 (0.851)
Epoch: [106][3200/3777]	Time 0.605s (0.542s)	Speed 13.2 samples/s	Data 0.001s (0.005s)	Loss 0.00027 (0.00027)	Accuracy 0.837 (0.851)
Epoch: [106][3300/3777]	Time 0.517s (0.542s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00018 (0.00027)	Accuracy 0.852 (0.851)
Epoch: [106][3400/3777]	Time 0.521s (0.542s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00016 (0.00027)	Accuracy 0.958 (0.851)
Epoch: [106][3500/3777]	Time 0.509s (0.542s)	Speed 15.7 samples/s	Data 0.001s (0.005s)	Loss 0.00024 (0.00027)	Accuracy 0.920 (0.851)
Epoch: [106][3600/3777]	Time 0.510s (0.542s)	Speed 15.7 samples/s	Data 0.000s (0.005s)	Loss 0.00032 (0.00027)	Accuracy 0.804 (0.851)
Epoch: [106][3700/3777]	Time 0.515s (0.542s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00017 (0.00027)	Accuracy 0.951 (0.851)
Test: [0/361]	Time 0.683 (0.683)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [100/361]	Time 0.326 (0.346)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [200/361]	Time 0.330 (0.345)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [300/361]	Time 0.325 (0.344)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
| Arch | Head | Shoulder | Elbow | Wrist | Hip | Knee | Ankle | Mouth | Tail | Mean |
|---|---|---|---|---|---|---|---|---|---|---|
| pose_vhr | 84.024 | 71.015 | 72.650 | 76.090 | 80.274 | 78.417 | 78.967 | 92.606 | 67.926 | 79.423 |
=> saving checkpoint to output/ak_P2/vhr_birdpose_s/ak/pose_vhr/w32_256x256_adam_lr1e-3_ak_vhr_s
Epoch: [107][0/3777]	Time 0.934s (0.934s)	Speed 8.6 samples/s	Data 0.256s (0.256s)	Loss 0.00025 (0.00025)	Accuracy 0.971 (0.971)
Epoch: [107][100/3777]	Time 0.516s (0.547s)	Speed 15.5 samples/s	Data 0.000s (0.008s)	Loss 0.00032 (0.00027)	Accuracy 0.816 (0.856)
Epoch: [107][200/3777]	Time 0.517s (0.544s)	Speed 15.5 samples/s	Data 0.001s (0.006s)	Loss 0.00031 (0.00027)	Accuracy 0.891 (0.854)
Epoch: [107][300/3777]	Time 0.516s (0.543s)	Speed 15.5 samples/s	Data 0.000s (0.006s)	Loss 0.00031 (0.00027)	Accuracy 0.879 (0.851)
Epoch: [107][400/3777]	Time 0.602s (0.543s)	Speed 13.3 samples/s	Data 0.008s (0.005s)	Loss 0.00024 (0.00027)	Accuracy 0.951 (0.851)
Epoch: [107][500/3777]	Time 0.649s (0.543s)	Speed 12.3 samples/s	Data 0.016s (0.005s)	Loss 0.00032 (0.00027)	Accuracy 0.578 (0.852)
Epoch: [107][600/3777]	Time 0.574s (0.542s)	Speed 13.9 samples/s	Data 0.001s (0.005s)	Loss 0.00030 (0.00027)	Accuracy 0.863 (0.852)
Epoch: [107][700/3777]	Time 0.512s (0.542s)	Speed 15.6 samples/s	Data 0.001s (0.005s)	Loss 0.00035 (0.00027)	Accuracy 0.762 (0.852)
Epoch: [107][800/3777]	Time 0.514s (0.542s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00032 (0.00027)	Accuracy 0.873 (0.852)
Epoch: [107][900/3777]	Time 0.517s (0.542s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00023 (0.00027)	Accuracy 0.874 (0.851)
Epoch: [107][1000/3777]	Time 0.527s (0.542s)	Speed 15.2 samples/s	Data 0.000s (0.005s)	Loss 0.00026 (0.00027)	Accuracy 0.765 (0.852)
Epoch: [107][1100/3777]	Time 0.513s (0.542s)	Speed 15.6 samples/s	Data 0.001s (0.005s)	Loss 0.00031 (0.00027)	Accuracy 0.807 (0.851)
Epoch: [107][1200/3777]	Time 0.525s (0.542s)	Speed 15.3 samples/s	Data 0.000s (0.005s)	Loss 0.00027 (0.00027)	Accuracy 0.894 (0.851)
Epoch: [107][1300/3777]	Time 0.591s (0.542s)	Speed 13.5 samples/s	Data 0.007s (0.005s)	Loss 0.00037 (0.00027)	Accuracy 0.728 (0.850)
Epoch: [107][1400/3777]	Time 0.648s (0.542s)	Speed 12.4 samples/s	Data 0.010s (0.005s)	Loss 0.00049 (0.00027)	Accuracy 0.583 (0.850)
Epoch: [107][1500/3777]	Time 0.578s (0.542s)	Speed 13.8 samples/s	Data 0.001s (0.005s)	Loss 0.00019 (0.00027)	Accuracy 0.808 (0.850)
Epoch: [107][1600/3777]	Time 0.513s (0.542s)	Speed 15.6 samples/s	Data 0.001s (0.005s)	Loss 0.00020 (0.00027)	Accuracy 0.881 (0.850)
Epoch: [107][1700/3777]	Time 0.514s (0.542s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00024 (0.00027)	Accuracy 0.853 (0.850)
Epoch: [107][1800/3777]	Time 0.516s (0.542s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00028 (0.00027)	Accuracy 0.878 (0.850)
Epoch: [107][1900/3777]	Time 0.516s (0.542s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00031 (0.00027)	Accuracy 0.787 (0.850)
Epoch: [107][2000/3777]	Time 0.517s (0.542s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00022 (0.00027)	Accuracy 0.953 (0.850)
Epoch: [107][2100/3777]	Time 0.520s (0.542s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00020 (0.00027)	Accuracy 0.862 (0.850)
Epoch: [107][2200/3777]	Time 0.590s (0.542s)	Speed 13.6 samples/s	Data 0.009s (0.005s)	Loss 0.00032 (0.00027)	Accuracy 0.915 (0.851)
Epoch: [107][2300/3777]	Time 0.584s (0.542s)	Speed 13.7 samples/s	Data 0.003s (0.005s)	Loss 0.00023 (0.00027)	Accuracy 0.872 (0.851)
Epoch: [107][2400/3777]	Time 0.587s (0.542s)	Speed 13.6 samples/s	Data 0.000s (0.005s)	Loss 0.00019 (0.00027)	Accuracy 0.966 (0.852)
Epoch: [107][2500/3777]	Time 0.516s (0.542s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00035 (0.00027)	Accuracy 0.808 (0.852)
Epoch: [107][2600/3777]	Time 0.515s (0.542s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00025 (0.00027)	Accuracy 0.863 (0.853)
Epoch: [107][2700/3777]	Time 0.514s (0.542s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00031 (0.00027)	Accuracy 0.803 (0.852)
Epoch: [107][2800/3777]	Time 0.517s (0.542s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00029 (0.00027)	Accuracy 0.858 (0.853)
Epoch: [107][2900/3777]	Time 0.518s (0.542s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00021 (0.00027)	Accuracy 0.912 (0.853)
Epoch: [107][3000/3777]	Time 0.515s (0.542s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00023 (0.00027)	Accuracy 0.891 (0.853)
Epoch: [107][3100/3777]	Time 0.539s (0.542s)	Speed 14.8 samples/s	Data 0.014s (0.005s)	Loss 0.00020 (0.00027)	Accuracy 0.796 (0.853)
Epoch: [107][3200/3777]	Time 0.643s (0.542s)	Speed 12.4 samples/s	Data 0.014s (0.005s)	Loss 0.00027 (0.00027)	Accuracy 0.889 (0.853)
Epoch: [107][3300/3777]	Time 0.583s (0.542s)	Speed 13.7 samples/s	Data 0.009s (0.005s)	Loss 0.00030 (0.00027)	Accuracy 0.836 (0.853)
Epoch: [107][3400/3777]	Time 0.519s (0.542s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00032 (0.00027)	Accuracy 0.740 (0.853)
Epoch: [107][3500/3777]	Time 0.521s (0.542s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00033 (0.00027)	Accuracy 0.815 (0.853)
Epoch: [107][3600/3777]	Time 0.520s (0.543s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00028 (0.00027)	Accuracy 0.766 (0.853)
Epoch: [107][3700/3777]	Time 0.517s (0.543s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00020 (0.00027)	Accuracy 0.786 (0.853)
Test: [0/361]	Time 0.639 (0.639)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [100/361]	Time 0.370 (0.348)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [200/361]	Time 0.332 (0.348)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [300/361]	Time 0.350 (0.346)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
| Arch | Head | Shoulder | Elbow | Wrist | Hip | Knee | Ankle | Mouth | Tail | Mean |
|---|---|---|---|---|---|---|---|---|---|---|
| pose_vhr | 85.688 | 71.038 | 70.923 | 77.191 | 80.499 | 80.007 | 77.891 | 93.908 | 68.901 | 79.825 |
=> saving checkpoint to output/ak_P2/vhr_birdpose_s/ak/pose_vhr/w32_256x256_adam_lr1e-3_ak_vhr_s
Epoch: [108][0/3777]	Time 0.897s (0.897s)	Speed 8.9 samples/s	Data 0.276s (0.276s)	Loss 0.00023 (0.00023)	Accuracy 0.951 (0.951)
Epoch: [108][100/3777]	Time 0.520s (0.551s)	Speed 15.4 samples/s	Data 0.001s (0.007s)	Loss 0.00029 (0.00026)	Accuracy 0.825 (0.861)
Epoch: [108][200/3777]	Time 0.520s (0.548s)	Speed 15.4 samples/s	Data 0.001s (0.006s)	Loss 0.00027 (0.00026)	Accuracy 0.855 (0.859)
Epoch: [108][300/3777]	Time 0.516s (0.547s)	Speed 15.5 samples/s	Data 0.000s (0.006s)	Loss 0.00031 (0.00026)	Accuracy 0.875 (0.856)
Epoch: [108][400/3777]	Time 0.518s (0.546s)	Speed 15.4 samples/s	Data 0.001s (0.006s)	Loss 0.00025 (0.00027)	Accuracy 0.942 (0.853)
Epoch: [108][500/3777]	Time 0.520s (0.546s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00025 (0.00027)	Accuracy 0.858 (0.853)
Epoch: [108][600/3777]	Time 0.603s (0.546s)	Speed 13.3 samples/s	Data 0.007s (0.005s)	Loss 0.00030 (0.00027)	Accuracy 0.737 (0.854)
Epoch: [108][700/3777]	Time 0.624s (0.545s)	Speed 12.8 samples/s	Data 0.007s (0.005s)	Loss 0.00017 (0.00026)	Accuracy 0.935 (0.854)
Epoch: [108][800/3777]	Time 0.571s (0.545s)	Speed 14.0 samples/s	Data 0.001s (0.005s)	Loss 0.00029 (0.00026)	Accuracy 0.779 (0.854)
Epoch: [108][900/3777]	Time 0.512s (0.545s)	Speed 15.6 samples/s	Data 0.001s (0.005s)	Loss 0.00025 (0.00027)	Accuracy 0.932 (0.854)
Epoch: [108][1000/3777]	Time 0.525s (0.545s)	Speed 15.3 samples/s	Data 0.001s (0.005s)	Loss 0.00030 (0.00027)	Accuracy 0.878 (0.855)
Epoch: [108][1100/3777]	Time 0.518s (0.545s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00027 (0.00027)	Accuracy 0.724 (0.854)
Epoch: [108][1200/3777]	Time 0.516s (0.545s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00018 (0.00027)	Accuracy 0.984 (0.854)
Epoch: [108][1300/3777]	Time 0.516s (0.545s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00023 (0.00027)	Accuracy 0.888 (0.854)
Epoch: [108][1400/3777]	Time 0.527s (0.545s)	Speed 15.2 samples/s	Data 0.000s (0.005s)	Loss 0.00024 (0.00027)	Accuracy 0.846 (0.854)
Epoch: [108][1500/3777]	Time 0.620s (0.545s)	Speed 12.9 samples/s	Data 0.007s (0.005s)	Loss 0.00037 (0.00027)	Accuracy 0.785 (0.854)
Epoch: [108][1600/3777]	Time 0.649s (0.544s)	Speed 12.3 samples/s	Data 0.008s (0.005s)	Loss 0.00025 (0.00027)	Accuracy 0.922 (0.854)
Epoch: [108][1700/3777]	Time 0.594s (0.544s)	Speed 13.5 samples/s	Data 0.007s (0.005s)	Loss 0.00029 (0.00027)	Accuracy 0.701 (0.854)
Epoch: [108][1800/3777]	Time 0.520s (0.544s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00019 (0.00027)	Accuracy 0.916 (0.855)
Epoch: [108][1900/3777]	Time 0.518s (0.545s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00023 (0.00026)	Accuracy 0.898 (0.855)
Epoch: [108][2000/3777]	Time 0.514s (0.545s)	Speed 15.6 samples/s	Data 0.001s (0.005s)	Loss 0.00018 (0.00026)	Accuracy 0.982 (0.856)
Epoch: [108][2100/3777]	Time 0.517s (0.545s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00028 (0.00026)	Accuracy 0.859 (0.856)
Epoch: [108][2200/3777]	Time 0.521s (0.545s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00035 (0.00026)	Accuracy 0.753 (0.856)
Epoch: [108][2300/3777]	Time 0.522s (0.545s)	Speed 15.3 samples/s	Data 0.001s (0.005s)	Loss 0.00043 (0.00026)	Accuracy 0.821 (0.856)
Epoch: [108][2400/3777]	Time 0.519s (0.545s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00030 (0.00026)	Accuracy 0.899 (0.855)
Epoch: [108][2500/3777]	Time 0.611s (0.545s)	Speed 13.1 samples/s	Data 0.007s (0.005s)	Loss 0.00029 (0.00026)	Accuracy 0.833 (0.855)
Epoch: [108][2600/3777]	Time 0.601s (0.545s)	Speed 13.3 samples/s	Data 0.007s (0.005s)	Loss 0.00023 (0.00026)	Accuracy 0.906 (0.855)
Epoch: [108][2700/3777]	Time 0.516s (0.545s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00018 (0.00026)	Accuracy 0.966 (0.855)
Epoch: [108][2800/3777]	Time 0.524s (0.545s)	Speed 15.3 samples/s	Data 0.000s (0.005s)	Loss 0.00026 (0.00026)	Accuracy 0.743 (0.855)
Epoch: [108][2900/3777]	Time 0.520s (0.545s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00027 (0.00026)	Accuracy 0.839 (0.855)
Epoch: [108][3000/3777]	Time 0.516s (0.545s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00020 (0.00026)	Accuracy 0.900 (0.855)
Epoch: [108][3100/3777]	Time 0.515s (0.545s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00029 (0.00026)	Accuracy 0.884 (0.855)
Epoch: [108][3200/3777]	Time 0.518s (0.544s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00034 (0.00026)	Accuracy 0.808 (0.855)
Epoch: [108][3300/3777]	Time 0.849s (0.545s)	Speed 9.4 samples/s	Data 0.011s (0.005s)	Loss 0.00036 (0.00026)	Accuracy 0.786 (0.855)
Epoch: [108][3400/3777]	Time 0.599s (0.544s)	Speed 13.3 samples/s	Data 0.007s (0.005s)	Loss 0.00032 (0.00026)	Accuracy 0.889 (0.855)
Epoch: [108][3500/3777]	Time 0.589s (0.544s)	Speed 13.6 samples/s	Data 0.001s (0.005s)	Loss 0.00014 (0.00026)	Accuracy 0.940 (0.855)
Epoch: [108][3600/3777]	Time 0.517s (0.544s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00020 (0.00027)	Accuracy 0.814 (0.854)
Epoch: [108][3700/3777]	Time 0.512s (0.544s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00024 (0.00026)	Accuracy 0.861 (0.854)
Test: [0/361]	Time 0.661 (0.661)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [100/361]	Time 0.332 (0.352)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [200/361]	Time 0.334 (0.348)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [300/361]	Time 0.374 (0.347)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
| Arch | Head | Shoulder | Elbow | Wrist | Hip | Knee | Ankle | Mouth | Tail | Mean |
|---|---|---|---|---|---|---|---|---|---|---|
| pose_vhr | 83.506 | 71.050 | 68.560 | 76.411 | 79.516 | 78.249 | 76.740 | 90.922 | 68.401 | 78.610 |
=> saving checkpoint to output/ak_P2/vhr_birdpose_s/ak/pose_vhr/w32_256x256_adam_lr1e-3_ak_vhr_s
Epoch: [109][0/3777]	Time 1.192s (1.192s)	Speed 6.7 samples/s	Data 0.345s (0.345s)	Loss 0.00019 (0.00019)	Accuracy 0.882 (0.882)
Epoch: [109][100/3777]	Time 0.516s (0.544s)	Speed 15.5 samples/s	Data 0.000s (0.009s)	Loss 0.00031 (0.00026)	Accuracy 0.828 (0.847)
Epoch: [109][200/3777]	Time 0.518s (0.545s)	Speed 15.4 samples/s	Data 0.001s (0.008s)	Loss 0.00029 (0.00026)	Accuracy 0.938 (0.858)
Epoch: [109][300/3777]	Time 0.512s (0.544s)	Speed 15.6 samples/s	Data 0.000s (0.006s)	Loss 0.00022 (0.00026)	Accuracy 0.916 (0.856)
Epoch: [109][400/3777]	Time 0.519s (0.544s)	Speed 15.4 samples/s	Data 0.004s (0.006s)	Loss 0.00026 (0.00026)	Accuracy 0.852 (0.856)
Epoch: [109][500/3777]	Time 0.515s (0.543s)	Speed 15.5 samples/s	Data 0.000s (0.006s)	Loss 0.00032 (0.00026)	Accuracy 0.884 (0.858)
Epoch: [109][600/3777]	Time 0.513s (0.543s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00028 (0.00026)	Accuracy 0.814 (0.855)
Epoch: [109][700/3777]	Time 0.583s (0.542s)	Speed 13.7 samples/s	Data 0.007s (0.005s)	Loss 0.00024 (0.00026)	Accuracy 0.778 (0.856)
Epoch: [109][800/3777]	Time 0.556s (0.542s)	Speed 14.4 samples/s	Data 0.001s (0.005s)	Loss 0.00028 (0.00026)	Accuracy 0.900 (0.855)
Epoch: [109][900/3777]	Time 0.520s (0.541s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00026 (0.00026)	Accuracy 0.832 (0.854)
Epoch: [109][1000/3777]	Time 0.511s (0.541s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00024 (0.00026)	Accuracy 0.902 (0.856)
Epoch: [109][1100/3777]	Time 0.516s (0.542s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00026 (0.00026)	Accuracy 0.923 (0.856)
Epoch: [109][1200/3777]	Time 0.519s (0.542s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00022 (0.00026)	Accuracy 0.893 (0.856)
Epoch: [109][1300/3777]	Time 0.515s (0.541s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00023 (0.00026)	Accuracy 0.892 (0.857)
Epoch: [109][1400/3777]	Time 0.516s (0.541s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00023 (0.00026)	Accuracy 0.908 (0.857)
Epoch: [109][1500/3777]	Time 0.613s (0.541s)	Speed 13.0 samples/s	Data 0.008s (0.005s)	Loss 0.00034 (0.00026)	Accuracy 0.732 (0.857)
Epoch: [109][1600/3777]	Time 0.646s (0.541s)	Speed 12.4 samples/s	Data 0.008s (0.005s)	Loss 0.00028 (0.00026)	Accuracy 0.865 (0.857)
Epoch: [109][1700/3777]	Time 0.588s (0.541s)	Speed 13.6 samples/s	Data 0.001s (0.005s)	Loss 0.00028 (0.00026)	Accuracy 0.799 (0.856)
Epoch: [109][1800/3777]	Time 0.511s (0.541s)	Speed 15.6 samples/s	Data 0.001s (0.005s)	Loss 0.00025 (0.00026)	Accuracy 0.938 (0.856)
Epoch: [109][1900/3777]	Time 0.516s (0.541s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00024 (0.00026)	Accuracy 0.917 (0.856)
Epoch: [109][2000/3777]	Time 0.513s (0.541s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00022 (0.00026)	Accuracy 0.950 (0.856)
Epoch: [109][2100/3777]	Time 0.511s (0.541s)	Speed 15.7 samples/s	Data 0.000s (0.005s)	Loss 0.00025 (0.00026)	Accuracy 0.869 (0.856)
Epoch: [109][2200/3777]	Time 0.513s (0.541s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00016 (0.00026)	Accuracy 0.912 (0.856)
Epoch: [109][2300/3777]	Time 0.513s (0.541s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00025 (0.00026)	Accuracy 0.866 (0.856)
Epoch: [109][2400/3777]	Time 0.632s (0.541s)	Speed 12.7 samples/s	Data 0.001s (0.005s)	Loss 0.00025 (0.00026)	Accuracy 0.881 (0.856)
Epoch: [109][2500/3777]	Time 0.595s (0.541s)	Speed 13.5 samples/s	Data 0.008s (0.005s)	Loss 0.00027 (0.00026)	Accuracy 0.822 (0.856)
Epoch: [109][2600/3777]	Time 0.521s (0.541s)	Speed 15.3 samples/s	Data 0.001s (0.005s)	Loss 0.00040 (0.00026)	Accuracy 0.733 (0.856)
Epoch: [109][2700/3777]	Time 0.511s (0.541s)	Speed 15.7 samples/s	Data 0.000s (0.005s)	Loss 0.00027 (0.00026)	Accuracy 0.794 (0.856)
Epoch: [109][2800/3777]	Time 0.512s (0.541s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00029 (0.00026)	Accuracy 0.734 (0.856)
Epoch: [109][2900/3777]	Time 0.513s (0.541s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00022 (0.00026)	Accuracy 0.915 (0.856)
Epoch: [109][3000/3777]	Time 0.514s (0.541s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00029 (0.00026)	Accuracy 0.803 (0.856)
Epoch: [109][3100/3777]	Time 0.522s (0.541s)	Speed 15.3 samples/s	Data 0.000s (0.005s)	Loss 0.00027 (0.00026)	Accuracy 0.961 (0.856)
Epoch: [109][3200/3777]	Time 0.586s (0.541s)	Speed 13.7 samples/s	Data 0.008s (0.005s)	Loss 0.00026 (0.00026)	Accuracy 0.837 (0.856)
Epoch: [109][3300/3777]	Time 0.611s (0.541s)	Speed 13.1 samples/s	Data 0.001s (0.005s)	Loss 0.00027 (0.00026)	Accuracy 0.711 (0.856)
Epoch: [109][3400/3777]	Time 0.550s (0.541s)	Speed 14.6 samples/s	Data 0.001s (0.005s)	Loss 0.00021 (0.00026)	Accuracy 0.774 (0.856)
Epoch: [109][3500/3777]	Time 0.510s (0.541s)	Speed 15.7 samples/s	Data 0.000s (0.005s)	Loss 0.00020 (0.00026)	Accuracy 0.861 (0.856)
Epoch: [109][3600/3777]	Time 0.516s (0.541s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00025 (0.00026)	Accuracy 0.878 (0.856)
Epoch: [109][3700/3777]	Time 0.530s (0.541s)	Speed 15.1 samples/s	Data 0.000s (0.005s)	Loss 0.00028 (0.00026)	Accuracy 0.878 (0.856)
Test: [0/361]	Time 0.673 (0.673)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [100/361]	Time 0.383 (0.353)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [200/361]	Time 0.329 (0.349)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
Test: [300/361]	Time 0.388 (0.347)	Loss 0.0000 (0.0000)	Accuracy 0.000 (0.000)
| Arch | Head | Shoulder | Elbow | Wrist | Hip | Knee | Ankle | Mouth | Tail | Mean |
|---|---|---|---|---|---|---|---|---|---|---|
| pose_vhr | 82.581 | 70.226 | 72.294 | 77.293 | 79.453 | 79.200 | 78.316 | 93.545 | 68.676 | 79.179 |
=> saving checkpoint to output/ak_P2/vhr_birdpose_s/ak/pose_vhr/w32_256x256_adam_lr1e-3_ak_vhr_s
Epoch: [110][0/3777]	Time 1.337s (1.337s)	Speed 6.0 samples/s	Data 0.481s (0.481s)	Loss 0.00025 (0.00025)	Accuracy 0.816 (0.816)
Epoch: [110][100/3777]	Time 0.565s (0.549s)	Speed 14.2 samples/s	Data 0.001s (0.011s)	Loss 0.00031 (0.00027)	Accuracy 0.769 (0.851)
Epoch: [110][200/3777]	Time 0.519s (0.545s)	Speed 15.4 samples/s	Data 0.001s (0.008s)	Loss 0.00025 (0.00026)	Accuracy 0.920 (0.857)
Epoch: [110][300/3777]	Time 0.521s (0.546s)	Speed 15.4 samples/s	Data 0.000s (0.007s)	Loss 0.00029 (0.00026)	Accuracy 0.812 (0.859)
Epoch: [110][400/3777]	Time 0.515s (0.545s)	Speed 15.5 samples/s	Data 0.001s (0.006s)	Loss 0.00037 (0.00026)	Accuracy 0.805 (0.862)
Epoch: [110][500/3777]	Time 0.521s (0.545s)	Speed 15.3 samples/s	Data 0.001s (0.006s)	Loss 0.00025 (0.00026)	Accuracy 0.939 (0.860)
Epoch: [110][600/3777]	Time 0.516s (0.546s)	Speed 15.5 samples/s	Data 0.001s (0.006s)	Loss 0.00020 (0.00026)	Accuracy 0.904 (0.858)
Epoch: [110][700/3777]	Time 0.517s (0.546s)	Speed 15.5 samples/s	Data 0.001s (0.006s)	Loss 0.00036 (0.00026)	Accuracy 0.731 (0.857)
Epoch: [110][800/3777]	Time 0.510s (0.546s)	Speed 15.7 samples/s	Data 0.000s (0.006s)	Loss 0.00026 (0.00026)	Accuracy 0.773 (0.858)
Epoch: [110][900/3777]	Time 0.598s (0.546s)	Speed 13.4 samples/s	Data 0.013s (0.006s)	Loss 0.00023 (0.00026)	Accuracy 0.938 (0.857)
Epoch: [110][1000/3777]	Time 0.641s (0.546s)	Speed 12.5 samples/s	Data 0.001s (0.005s)	Loss 0.00027 (0.00026)	Accuracy 0.906 (0.857)
Epoch: [110][1100/3777]	Time 0.599s (0.545s)	Speed 13.3 samples/s	Data 0.000s (0.005s)	Loss 0.00032 (0.00026)	Accuracy 0.675 (0.856)
Epoch: [110][1200/3777]	Time 0.517s (0.545s)	Speed 15.5 samples/s	Data 0.001s (0.006s)	Loss 0.00021 (0.00026)	Accuracy 0.923 (0.856)
Epoch: [110][1300/3777]	Time 0.519s (0.546s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00030 (0.00026)	Accuracy 0.878 (0.856)
Epoch: [110][1400/3777]	Time 0.514s (0.546s)	Speed 15.6 samples/s	Data 0.000s (0.005s)	Loss 0.00026 (0.00026)	Accuracy 0.839 (0.857)
Epoch: [110][1500/3777]	Time 0.521s (0.546s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00028 (0.00026)	Accuracy 0.851 (0.856)
Epoch: [110][1600/3777]	Time 0.522s (0.546s)	Speed 15.3 samples/s	Data 0.001s (0.005s)	Loss 0.00023 (0.00026)	Accuracy 0.902 (0.856)
Epoch: [110][1700/3777]	Time 0.522s (0.546s)	Speed 15.3 samples/s	Data 0.001s (0.005s)	Loss 0.00022 (0.00026)	Accuracy 0.891 (0.856)
Epoch: [110][1800/3777]	Time 0.514s (0.546s)	Speed 15.6 samples/s	Data 0.001s (0.005s)	Loss 0.00024 (0.00026)	Accuracy 0.768 (0.856)
Epoch: [110][1900/3777]	Time 0.643s (0.546s)	Speed 12.4 samples/s	Data 0.010s (0.005s)	Loss 0.00031 (0.00026)	Accuracy 0.824 (0.857)
Epoch: [110][2000/3777]	Time 0.589s (0.546s)	Speed 13.6 samples/s	Data 0.001s (0.005s)	Loss 0.00029 (0.00026)	Accuracy 0.910 (0.857)
Epoch: [110][2100/3777]	Time 0.518s (0.546s)	Speed 15.4 samples/s	Data 0.001s (0.005s)	Loss 0.00036 (0.00026)	Accuracy 0.817 (0.857)
Epoch: [110][2200/3777]	Time 0.516s (0.545s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00021 (0.00026)	Accuracy 0.880 (0.858)
Epoch: [110][2300/3777]	Time 0.519s (0.545s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00021 (0.00026)	Accuracy 0.980 (0.858)
Epoch: [110][2400/3777]	Time 0.516s (0.545s)	Speed 15.5 samples/s	Data 0.001s (0.005s)	Loss 0.00026 (0.00026)	Accuracy 0.839 (0.858)
Epoch: [110][2500/3777]	Time 0.521s (0.545s)	Speed 15.4 samples/s	Data 0.000s (0.005s)	Loss 0.00027 (0.00026)	Accuracy 0.873 (0.858)
Epoch: [110][2600/3777]	Time 0.514s (0.545s)	Speed 15.6 samples/s	Data 0.001s (0.005s)	Loss 0.00034 (0.00026)	Accuracy 0.717 (0.858)
Epoch: [110][2700/3777]	Time 0.517s (0.545s)	Speed 15.5 samples/s	Data 0.000s (0.005s)	Loss 0.00030 (0.00026)	Accuracy 0.778 (0.858)
Epoch: [110][2800/3777]	Time 0.633s (0.545s)	Speed 12.6 samples/s	Data 0.007s (0.005s)	Loss 0.00025 (0.00026)	Accuracy 0.846 (0.858)