2021-11-16 18:06:45,061 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: {'SEED': 1234, 'NUM_EDGE': 411, 'NUM_MAX_Q': 9, 'NUM_MAX_QNODE': 3, 'NUM_MAX_ASET': 52, 'NUM_MAX_HK_3H': 100, 'NUM_MAX_KNODE_3H': 7, 'NUM_OUT': 300, 'NUM_ANS': 438, 'NUM_WORD_EMB': 300, 'NUM_HIDDEN': 256, 'NUM_HEAD': 4, 'NUM_LAYER': 2, 'ATTN_DROPOUT_K': 0.2, 'ATTN_DROPOUT_Q': 0.2, 'RELU_DROPOUT': 0.2, 'RES_DROPOUT': 0.2, 'EMB_DROPOUT': 0.2, 'ATTN_MASK': True, 'BATCH_SIZE': 128}
2021-11-16 18:06:45,061 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: Namespace(abl_ans_fc=True, abl_only_ga=False, abl_only_sa=False, batch_size=256, cfg='ht_pqlM', data_name='pqlM', debug=False, dropout=0.2, exp_name='ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789', inference=False, loaded_epoch=0, local_rank=0, lr=0.0001, max_epoch=300, model_name='ht', n_hop=3, num_workers=2, per_cate=False, q_opt='org', schedule=False, selected=False, split_seed=789, wd=0.0)
2021-11-16 18:06:48,394 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: HypergraphTransformer(
  (i2e): ClassEmbedding(
    (emb): Embedding(7034, 300)
  )
  (q2h): Linear(in_features=900, out_features=256, bias=True)
  (k2h): Linear(in_features=2100, out_features=256, bias=True)
  (trans_k_with_q): TransformerEncoder(
    (embed_positions): SinusoidalPositionalEmbedding()
    (layers): ModuleList(
      (0): TransformerEncoderLayer(
        (self_attn): MultiheadAttention(
          (out_proj): Linear(in_features=256, out_features=256, bias=True)
        )
        (fc1): Linear(in_features=256, out_features=1024, bias=True)
        (fc2): Linear(in_features=1024, out_features=256, bias=True)
        (layer_norms): ModuleList(
          (0): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
          (1): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
        )
      )
      (1): TransformerEncoderLayer(
        (self_attn): MultiheadAttention(
          (out_proj): Linear(in_features=256, out_features=256, bias=True)
        )
        (fc1): Linear(in_features=256, out_features=1024, bias=True)
        (fc2): Linear(in_features=1024, out_features=256, bias=True)
        (layer_norms): ModuleList(
          (0): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
          (1): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
        )
      )
    )
    (layer_norm): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
  )
  (trans_q_with_k): TransformerEncoder(
    (embed_positions): SinusoidalPositionalEmbedding()
    (layers): ModuleList(
      (0): TransformerEncoderLayer(
        (self_attn): MultiheadAttention(
          (out_proj): Linear(in_features=256, out_features=256, bias=True)
        )
        (fc1): Linear(in_features=256, out_features=1024, bias=True)
        (fc2): Linear(in_features=1024, out_features=256, bias=True)
        (layer_norms): ModuleList(
          (0): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
          (1): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
        )
      )
      (1): TransformerEncoderLayer(
        (self_attn): MultiheadAttention(
          (out_proj): Linear(in_features=256, out_features=256, bias=True)
        )
        (fc1): Linear(in_features=256, out_features=1024, bias=True)
        (fc2): Linear(in_features=1024, out_features=256, bias=True)
        (layer_norms): ModuleList(
          (0): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
          (1): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
        )
      )
    )
    (layer_norm): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
  )
  (trans_k_mem): TransformerEncoder(
    (embed_positions): SinusoidalPositionalEmbedding()
    (layers): ModuleList(
      (0): TransformerEncoderLayer(
        (self_attn): MultiheadAttention(
          (out_proj): Linear(in_features=256, out_features=256, bias=True)
        )
        (fc1): Linear(in_features=256, out_features=1024, bias=True)
        (fc2): Linear(in_features=1024, out_features=256, bias=True)
        (layer_norms): ModuleList(
          (0): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
          (1): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
        )
      )
      (1): TransformerEncoderLayer(
        (self_attn): MultiheadAttention(
          (out_proj): Linear(in_features=256, out_features=256, bias=True)
        )
        (fc1): Linear(in_features=256, out_features=1024, bias=True)
        (fc2): Linear(in_features=1024, out_features=256, bias=True)
        (layer_norms): ModuleList(
          (0): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
          (1): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
        )
      )
      (2): TransformerEncoderLayer(
        (self_attn): MultiheadAttention(
          (out_proj): Linear(in_features=256, out_features=256, bias=True)
        )
        (fc1): Linear(in_features=256, out_features=1024, bias=True)
        (fc2): Linear(in_features=1024, out_features=256, bias=True)
        (layer_norms): ModuleList(
          (0): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
          (1): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
        )
      )
    )
    (layer_norm): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
  )
  (trans_q_mem): TransformerEncoder(
    (embed_positions): SinusoidalPositionalEmbedding()
    (layers): ModuleList(
      (0): TransformerEncoderLayer(
        (self_attn): MultiheadAttention(
          (out_proj): Linear(in_features=256, out_features=256, bias=True)
        )
        (fc1): Linear(in_features=256, out_features=1024, bias=True)
        (fc2): Linear(in_features=1024, out_features=256, bias=True)
        (layer_norms): ModuleList(
          (0): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
          (1): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
        )
      )
      (1): TransformerEncoderLayer(
        (self_attn): MultiheadAttention(
          (out_proj): Linear(in_features=256, out_features=256, bias=True)
        )
        (fc1): Linear(in_features=256, out_features=1024, bias=True)
        (fc2): Linear(in_features=1024, out_features=256, bias=True)
        (layer_norms): ModuleList(
          (0): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
          (1): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
        )
      )
      (2): TransformerEncoderLayer(
        (self_attn): MultiheadAttention(
          (out_proj): Linear(in_features=256, out_features=256, bias=True)
        )
        (fc1): Linear(in_features=256, out_features=1024, bias=True)
        (fc2): Linear(in_features=1024, out_features=256, bias=True)
        (layer_norms): ModuleList(
          (0): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
          (1): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
        )
      )
    )
    (layer_norm): LayerNorm((256,), eps=1e-05, elementwise_affine=True)
  )
  (dropout): Dropout(p=0.2, inplace=False)
  (proj1): Linear(in_features=512, out_features=256, bias=True)
  (proj2): Linear(in_features=256, out_features=438, bias=True)
)
2021-11-16 18:06:48,397 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: nParams=	11022254
2021-11-16 18:06:50,805 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 0 train accuracy : 0.007612, 16/2102 / 0.013796, 29/2102 
2021-11-16 18:06:51,051 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 0 val accuracy : 0.015385, 4/260 / 0.015385, 4/260
2021-11-16 18:06:51,168 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.015385
2021-11-16 18:06:53,949 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 1 train accuracy : 0.040913, 86/2102 / 0.047098, 99/2102 
2021-11-16 18:06:54,539 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 1 val accuracy : 0.084615, 22/260 / 0.084615, 22/260
2021-11-16 18:06:55,258 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.084615
2021-11-16 18:06:57,303 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 2 train accuracy : 0.063273, 133/2102 / 0.066603, 140/2102 
2021-11-16 18:06:57,506 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 2 val accuracy : 0.153846, 40/260 / 0.153846, 40/260
2021-11-16 18:06:57,649 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.153846
2021-11-16 18:06:59,832 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 3 train accuracy : 0.088011, 185/2102 / 0.088963, 187/2102 
2021-11-16 18:07:00,032 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 3 val accuracy : 0.130769, 34/260 / 0.130769, 34/260
2021-11-16 18:07:00,033 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.153846
2021-11-16 18:07:01,802 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 4 train accuracy : 0.110371, 232/2102 / 0.112750, 237/2102 
2021-11-16 18:07:02,153 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 4 val accuracy : 0.153846, 40/260 / 0.153846, 40/260
2021-11-16 18:07:02,829 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.153846
2021-11-16 18:07:04,749 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 5 train accuracy : 0.122265, 257/2102 / 0.124167, 261/2102 
2021-11-16 18:07:04,951 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 5 val accuracy : 0.153846, 40/260 / 0.173077, 45/260
2021-11-16 18:07:05,228 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.173077
2021-11-16 18:07:07,808 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 6 train accuracy : 0.128449, 270/2102 / 0.131304, 276/2102 
2021-11-16 18:07:08,012 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 6 val accuracy : 0.150000, 39/260 / 0.150000, 39/260
2021-11-16 18:07:08,012 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.173077
2021-11-16 18:07:10,124 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 7 train accuracy : 0.132731, 279/2102 / 0.133206, 280/2102 
2021-11-16 18:07:10,328 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 7 val accuracy : 0.153846, 40/260 / 0.153846, 40/260
2021-11-16 18:07:10,328 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.173077
2021-11-16 18:07:12,335 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 8 train accuracy : 0.134158, 282/2102 / 0.141294, 297/2102 
2021-11-16 18:07:12,556 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 8 val accuracy : 0.176923, 46/260 / 0.196154, 51/260
2021-11-16 18:07:12,937 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.196154
2021-11-16 18:07:15,417 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 9 train accuracy : 0.150333, 316/2102 / 0.157945, 332/2102 
2021-11-16 18:07:15,634 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 9 val accuracy : 0.161538, 42/260 / 0.169231, 44/260
2021-11-16 18:07:15,635 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.196154
2021-11-16 18:07:17,784 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 10 train accuracy : 0.146051, 307/2102 / 0.154139, 324/2102 
2021-11-16 18:07:17,981 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 10 val accuracy : 0.196154, 51/260 / 0.200000, 52/260
2021-11-16 18:07:18,437 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.200000
2021-11-16 18:07:20,522 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 11 train accuracy : 0.160799, 338/2102 / 0.175547, 369/2102 
2021-11-16 18:07:20,838 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 11 val accuracy : 0.207692, 54/260 / 0.226923, 59/260
2021-11-16 18:07:21,372 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.226923
2021-11-16 18:07:23,200 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 12 train accuracy : 0.176023, 370/2102 / 0.203616, 428/2102 
2021-11-16 18:07:23,564 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 12 val accuracy : 0.215385, 56/260 / 0.257692, 67/260
2021-11-16 18:07:24,150 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.257692
2021-11-16 18:07:26,147 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 13 train accuracy : 0.180780, 380/2102 / 0.196004, 412/2102 
2021-11-16 18:07:26,404 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 13 val accuracy : 0.223077, 58/260 / 0.242308, 63/260
2021-11-16 18:07:26,405 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.257692
2021-11-16 18:07:28,367 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 14 train accuracy : 0.200285, 421/2102 / 0.225975, 475/2102 
2021-11-16 18:07:28,570 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 14 val accuracy : 0.238462, 62/260 / 0.280769, 73/260
2021-11-16 18:07:29,225 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.280769
2021-11-16 18:07:31,283 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 15 train accuracy : 0.218839, 460/2102 / 0.253092, 532/2102 
2021-11-16 18:07:31,521 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 15 val accuracy : 0.238462, 62/260 / 0.284615, 74/260
2021-11-16 18:07:31,667 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.284615
2021-11-16 18:07:33,532 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 16 train accuracy : 0.225024, 473/2102 / 0.256422, 539/2102 
2021-11-16 18:07:33,758 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 16 val accuracy : 0.250000, 65/260 / 0.276923, 72/260
2021-11-16 18:07:33,758 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.284615
2021-11-16 18:07:36,641 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 17 train accuracy : 0.239772, 504/2102 / 0.279734, 588/2102 
2021-11-16 18:07:36,882 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 17 val accuracy : 0.238462, 62/260 / 0.307692, 80/260
2021-11-16 18:07:37,118 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.307692
2021-11-16 18:07:39,003 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 18 train accuracy : 0.262607, 552/2102 / 0.303045, 637/2102 
2021-11-16 18:07:39,250 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 18 val accuracy : 0.292308, 76/260 / 0.357692, 93/260
2021-11-16 18:07:39,578 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.357692
2021-11-16 18:07:42,548 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 19 train accuracy : 0.283064, 595/2102 / 0.328735, 691/2102 
2021-11-16 18:07:42,753 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 19 val accuracy : 0.300000, 78/260 / 0.342308, 89/260
2021-11-16 18:07:42,753 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.357692
2021-11-16 18:07:44,741 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 20 train accuracy : 0.307802, 647/2102 / 0.357279, 751/2102 
2021-11-16 18:07:44,942 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 20 val accuracy : 0.323077, 84/260 / 0.369231, 96/260
2021-11-16 18:07:45,358 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.369231
2021-11-16 18:07:47,188 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 21 train accuracy : 0.335395, 705/2102 / 0.389629, 819/2102 
2021-11-16 18:07:47,571 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 21 val accuracy : 0.342308, 89/260 / 0.442308, 115/260
2021-11-16 18:07:48,085 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.442308
2021-11-16 18:07:49,951 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 22 train accuracy : 0.351094, 738/2102 / 0.411037, 864/2102 
2021-11-16 18:07:50,349 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 22 val accuracy : 0.350000, 91/260 / 0.465385, 121/260
2021-11-16 18:07:50,929 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.465385
2021-11-16 18:07:52,824 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 23 train accuracy : 0.377260, 793/2102 / 0.455756, 958/2102 
2021-11-16 18:07:53,149 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 23 val accuracy : 0.361538, 94/260 / 0.550000, 143/260
2021-11-16 18:07:53,839 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.550000
2021-11-16 18:07:55,906 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 24 train accuracy : 0.382493, 804/2102 / 0.473359, 995/2102 
2021-11-16 18:07:56,407 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 24 val accuracy : 0.376923, 98/260 / 0.542308, 141/260
2021-11-16 18:07:56,408 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.550000
2021-11-16 18:07:58,692 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 25 train accuracy : 0.402474, 846/2102 / 0.487631, 1025/2102 
2021-11-16 18:07:58,893 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 25 val accuracy : 0.400000, 104/260 / 0.523077, 136/260
2021-11-16 18:07:58,893 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.550000
2021-11-16 18:08:00,672 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 26 train accuracy : 0.425785, 895/2102 / 0.526166, 1106/2102 
2021-11-16 18:08:00,925 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 26 val accuracy : 0.392308, 102/260 / 0.534615, 139/260
2021-11-16 18:08:00,925 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.550000
2021-11-16 18:08:03,895 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 27 train accuracy : 0.428164, 900/2102 / 0.527117, 1108/2102 
2021-11-16 18:08:04,093 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 27 val accuracy : 0.388462, 101/260 / 0.580769, 151/260
2021-11-16 18:08:04,233 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.580769
2021-11-16 18:08:06,047 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 28 train accuracy : 0.452902, 952/2102 / 0.563749, 1185/2102 
2021-11-16 18:08:06,246 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 28 val accuracy : 0.415385, 108/260 / 0.565385, 147/260
2021-11-16 18:08:06,246 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.580769
2021-11-16 18:08:08,667 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 29 train accuracy : 0.454329, 955/2102 / 0.565652, 1189/2102 
2021-11-16 18:08:08,887 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 29 val accuracy : 0.384615, 100/260 / 0.584615, 152/260
2021-11-16 18:08:09,147 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.584615
2021-11-16 18:08:11,923 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 30 train accuracy : 0.472407, 993/2102 / 0.593720, 1248/2102 
2021-11-16 18:08:12,149 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 30 val accuracy : 0.434615, 113/260 / 0.603846, 157/260
2021-11-16 18:08:12,465 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.603846
2021-11-16 18:08:15,250 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 31 train accuracy : 0.488107, 1026/2102 / 0.603711, 1269/2102 
2021-11-16 18:08:15,465 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 31 val accuracy : 0.453846, 118/260 / 0.646154, 168/260
2021-11-16 18:08:15,863 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.646154
2021-11-16 18:08:18,214 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 32 train accuracy : 0.500476, 1052/2102 / 0.633682, 1332/2102 
2021-11-16 18:08:18,616 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 32 val accuracy : 0.438462, 114/260 / 0.634615, 165/260
2021-11-16 18:08:18,616 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.646154
2021-11-16 18:08:20,607 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 33 train accuracy : 0.516175, 1085/2102 / 0.647479, 1361/2102 
2021-11-16 18:08:20,807 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 33 val accuracy : 0.476923, 124/260 / 0.642308, 167/260
2021-11-16 18:08:20,808 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.646154
2021-11-16 18:08:22,749 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 34 train accuracy : 0.537583, 1130/2102 / 0.664605, 1397/2102 
2021-11-16 18:08:22,982 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 34 val accuracy : 0.465385, 121/260 / 0.661538, 172/260
2021-11-16 18:08:23,471 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.661538
2021-11-16 18:08:26,792 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 35 train accuracy : 0.530923, 1116/2102 / 0.675547, 1420/2102 
2021-11-16 18:08:27,007 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 35 val accuracy : 0.488462, 127/260 / 0.676923, 176/260
2021-11-16 18:08:27,589 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.676923
2021-11-16 18:08:30,243 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 36 train accuracy : 0.549001, 1154/2102 / 0.691246, 1453/2102 
2021-11-16 18:08:30,455 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 36 val accuracy : 0.442308, 115/260 / 0.607692, 158/260
2021-11-16 18:08:30,456 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.676923
2021-11-16 18:08:32,692 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 37 train accuracy : 0.545195, 1146/2102 / 0.687441, 1445/2102 
2021-11-16 18:08:32,932 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 37 val accuracy : 0.469231, 122/260 / 0.669231, 174/260
2021-11-16 18:08:32,933 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.676923
2021-11-16 18:08:34,913 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 38 train accuracy : 0.584681, 1229/2102 / 0.739772, 1555/2102 
2021-11-16 18:08:35,106 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 38 val accuracy : 0.500000, 130/260 / 0.700000, 182/260
2021-11-16 18:08:35,771 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.700000
2021-11-16 18:08:38,324 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 39 train accuracy : 0.593245, 1247/2102 / 0.750714, 1578/2102 
2021-11-16 18:08:38,541 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 39 val accuracy : 0.519231, 135/260 / 0.703846, 183/260
2021-11-16 18:08:38,693 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.703846
2021-11-16 18:08:40,606 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 40 train accuracy : 0.615128, 1293/2102 / 0.776879, 1633/2102 
2021-11-16 18:08:40,801 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 40 val accuracy : 0.511538, 133/260 / 0.715385, 186/260
2021-11-16 18:08:40,948 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.715385
2021-11-16 18:08:42,824 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 41 train accuracy : 0.643197, 1352/2102 / 0.793530, 1668/2102 
2021-11-16 18:08:43,017 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 41 val accuracy : 0.530769, 138/260 / 0.719231, 187/260
2021-11-16 18:08:43,246 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.719231
2021-11-16 18:08:45,897 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 42 train accuracy : 0.637488, 1340/2102 / 0.798763, 1679/2102 
2021-11-16 18:08:46,135 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 42 val accuracy : 0.526923, 137/260 / 0.719231, 187/260
2021-11-16 18:08:46,465 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.719231
2021-11-16 18:08:48,316 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 43 train accuracy : 0.637012, 1339/2102 / 0.792578, 1666/2102 
2021-11-16 18:08:48,637 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 43 val accuracy : 0.534615, 139/260 / 0.734615, 191/260
2021-11-16 18:08:49,047 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.734615
2021-11-16 18:08:51,996 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 44 train accuracy : 0.642245, 1350/2102 / 0.803045, 1688/2102 
2021-11-16 18:08:52,211 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 44 val accuracy : 0.526923, 137/260 / 0.734615, 191/260
2021-11-16 18:08:52,690 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.734615
2021-11-16 18:08:55,104 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 45 train accuracy : 0.657469, 1382/2102 / 0.829686, 1744/2102 
2021-11-16 18:08:55,329 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 45 val accuracy : 0.573077, 149/260 / 0.784615, 204/260
2021-11-16 18:08:55,906 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.784615
2021-11-16 18:08:58,269 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 46 train accuracy : 0.685538, 1441/2102 / 0.857279, 1802/2102 
2021-11-16 18:08:58,462 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 46 val accuracy : 0.569231, 148/260 / 0.757692, 197/260
2021-11-16 18:08:58,462 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.784615
2021-11-16 18:09:00,858 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 47 train accuracy : 0.683635, 1437/2102 / 0.855376, 1798/2102 
2021-11-16 18:09:01,054 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 47 val accuracy : 0.550000, 143/260 / 0.773077, 201/260
2021-11-16 18:09:01,054 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.784615
2021-11-16 18:09:02,958 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 48 train accuracy : 0.712179, 1497/2102 / 0.886299, 1863/2102 
2021-11-16 18:09:03,164 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 48 val accuracy : 0.569231, 148/260 / 0.784615, 204/260
2021-11-16 18:09:03,858 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.784615
2021-11-16 18:09:06,506 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 49 train accuracy : 0.715509, 1504/2102 / 0.890580, 1872/2102 
2021-11-16 18:09:06,704 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 49 val accuracy : 0.603846, 157/260 / 0.803846, 209/260
2021-11-16 18:09:06,846 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.803846
2021-11-16 18:09:09,248 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 50 train accuracy : 0.741199, 1558/2102 / 0.914367, 1922/2102 
2021-11-16 18:09:09,455 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 50 val accuracy : 0.611538, 159/260 / 0.815385, 212/260
2021-11-16 18:09:09,601 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.815385
2021-11-16 18:09:12,247 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 51 train accuracy : 0.744529, 1565/2102 / 0.912464, 1918/2102 
2021-11-16 18:09:12,456 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 51 val accuracy : 0.611538, 159/260 / 0.823077, 214/260
2021-11-16 18:09:13,082 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.823077
2021-11-16 18:09:15,032 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 52 train accuracy : 0.733111, 1541/2102 / 0.909134, 1911/2102 
2021-11-16 18:09:15,235 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 52 val accuracy : 0.638462, 166/260 / 0.861538, 224/260
2021-11-16 18:09:15,629 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.861538
2021-11-16 18:09:17,545 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 53 train accuracy : 0.761180, 1600/2102 / 0.930542, 1956/2102 
2021-11-16 18:09:17,743 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 53 val accuracy : 0.661538, 172/260 / 0.876923, 228/260
2021-11-16 18:09:18,218 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.876923
2021-11-16 18:09:21,049 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 54 train accuracy : 0.769743, 1618/2102 / 0.938154, 1972/2102 
2021-11-16 18:09:21,341 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 54 val accuracy : 0.650000, 169/260 / 0.865385, 225/260
2021-11-16 18:09:21,341 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.876923
2021-11-16 18:09:24,050 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 55 train accuracy : 0.747383, 1571/2102 / 0.926261, 1947/2102 
2021-11-16 18:09:24,311 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 55 val accuracy : 0.669231, 174/260 / 0.876923, 228/260
2021-11-16 18:09:24,879 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.876923
2021-11-16 18:09:26,905 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 56 train accuracy : 0.768792, 1616/2102 / 0.940533, 1977/2102 
2021-11-16 18:09:27,118 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 56 val accuracy : 0.653846, 170/260 / 0.861538, 224/260
2021-11-16 18:09:27,118 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.876923
2021-11-16 18:09:29,136 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 57 train accuracy : 0.747383, 1571/2102 / 0.930067, 1955/2102 
2021-11-16 18:09:29,333 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 57 val accuracy : 0.642308, 167/260 / 0.876923, 228/260
2021-11-16 18:09:30,004 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.876923
2021-11-16 18:09:32,072 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 58 train accuracy : 0.744053, 1564/2102 / 0.926736, 1948/2102 
2021-11-16 18:09:32,283 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 58 val accuracy : 0.650000, 169/260 / 0.884615, 230/260
2021-11-16 18:09:33,000 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.884615
2021-11-16 18:09:34,925 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 59 train accuracy : 0.769267, 1617/2102 / 0.948145, 1993/2102 
2021-11-16 18:09:35,146 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 59 val accuracy : 0.669231, 174/260 / 0.880769, 229/260
2021-11-16 18:09:35,147 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.884615
2021-11-16 18:09:36,965 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 60 train accuracy : 0.761656, 1601/2102 / 0.939581, 1975/2102 
2021-11-16 18:09:37,174 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 60 val accuracy : 0.657692, 171/260 / 0.884615, 230/260
2021-11-16 18:09:37,323 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.884615
2021-11-16 18:09:39,934 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 61 train accuracy : 0.775452, 1630/2102 / 0.949572, 1996/2102 
2021-11-16 18:09:40,131 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 61 val accuracy : 0.661538, 172/260 / 0.900000, 234/260
2021-11-16 18:09:40,279 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.900000
2021-11-16 18:09:42,173 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 62 train accuracy : 0.780685, 1641/2102 / 0.953853, 2005/2102 
2021-11-16 18:09:42,370 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 62 val accuracy : 0.657692, 171/260 / 0.876923, 228/260
2021-11-16 18:09:42,370 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.900000
2021-11-16 18:09:44,151 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 63 train accuracy : 0.774500, 1628/2102 / 0.951951, 2001/2102 
2021-11-16 18:09:44,372 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 63 val accuracy : 0.676923, 176/260 / 0.911538, 237/260
2021-11-16 18:09:44,597 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.911538
2021-11-16 18:09:47,960 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 64 train accuracy : 0.789248, 1659/2102 / 0.965747, 2030/2102 
2021-11-16 18:09:48,365 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 64 val accuracy : 0.669231, 174/260 / 0.907692, 236/260
2021-11-16 18:09:48,366 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.911538
2021-11-16 18:09:50,850 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 65 train accuracy : 0.780209, 1640/2102 / 0.963368, 2025/2102 
2021-11-16 18:09:51,090 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 65 val accuracy : 0.676923, 176/260 / 0.911538, 237/260
2021-11-16 18:09:51,407 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.911538
2021-11-16 18:09:53,640 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 66 train accuracy : 0.781637, 1643/2102 / 0.960990, 2020/2102 
2021-11-16 18:09:53,834 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 66 val accuracy : 0.676923, 176/260 / 0.911538, 237/260
2021-11-16 18:09:54,241 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.911538
2021-11-16 18:09:57,333 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 67 train accuracy : 0.791627, 1664/2102 / 0.973359, 2046/2102 
2021-11-16 18:09:58,082 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 67 val accuracy : 0.661538, 172/260 / 0.907692, 236/260
2021-11-16 18:09:58,083 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.911538
2021-11-16 18:10:00,791 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 68 train accuracy : 0.790200, 1661/2102 / 0.970980, 2041/2102 
2021-11-16 18:10:01,022 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 68 val accuracy : 0.680769, 177/260 / 0.911538, 237/260
2021-11-16 18:10:01,444 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.911538
2021-11-16 18:10:04,114 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 69 train accuracy : 0.786394, 1653/2102 / 0.962417, 2023/2102 
2021-11-16 18:10:04,357 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 69 val accuracy : 0.673077, 175/260 / 0.911538, 237/260
2021-11-16 18:10:04,804 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.911538
2021-11-16 18:10:06,914 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 70 train accuracy : 0.789248, 1659/2102 / 0.970980, 2041/2102 
2021-11-16 18:10:07,262 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 70 val accuracy : 0.680769, 177/260 / 0.911538, 237/260
2021-11-16 18:10:07,773 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.911538
2021-11-16 18:10:09,715 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 71 train accuracy : 0.798763, 1679/2102 / 0.975737, 2051/2102 
2021-11-16 18:10:09,912 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 71 val accuracy : 0.700000, 182/260 / 0.930769, 242/260
2021-11-16 18:10:10,491 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.930769
2021-11-16 18:10:13,062 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 72 train accuracy : 0.797336, 1676/2102 / 0.974786, 2049/2102 
2021-11-16 18:10:13,287 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 72 val accuracy : 0.676923, 176/260 / 0.911538, 237/260
2021-11-16 18:10:13,288 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.930769
2021-11-16 18:10:15,600 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 73 train accuracy : 0.796860, 1675/2102 / 0.979068, 2058/2102 
2021-11-16 18:10:15,921 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 73 val accuracy : 0.680769, 177/260 / 0.915385, 238/260
2021-11-16 18:10:15,921 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.930769
2021-11-16 18:10:18,065 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 74 train accuracy : 0.798763, 1679/2102 / 0.978592, 2057/2102 
2021-11-16 18:10:18,317 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 74 val accuracy : 0.696154, 181/260 / 0.915385, 238/260
2021-11-16 18:10:18,318 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.930769
2021-11-16 18:10:20,555 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 75 train accuracy : 0.800190, 1682/2102 / 0.981446, 2063/2102 
2021-11-16 18:10:21,334 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 75 val accuracy : 0.676923, 176/260 / 0.911538, 237/260
2021-11-16 18:10:21,334 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.930769
2021-11-16 18:10:23,405 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 76 train accuracy : 0.797812, 1677/2102 / 0.970980, 2041/2102 
2021-11-16 18:10:23,636 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 76 val accuracy : 0.692308, 180/260 / 0.923077, 240/260
2021-11-16 18:10:23,636 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.930769
2021-11-16 18:10:25,711 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 77 train accuracy : 0.806375, 1695/2102 / 0.982873, 2066/2102 
2021-11-16 18:10:25,953 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 77 val accuracy : 0.700000, 182/260 / 0.915385, 238/260
2021-11-16 18:10:25,954 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.930769
2021-11-16 18:10:27,943 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 78 train accuracy : 0.799715, 1681/2102 / 0.979068, 2058/2102 
2021-11-16 18:10:28,156 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 78 val accuracy : 0.673077, 175/260 / 0.911538, 237/260
2021-11-16 18:10:28,157 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.930769
2021-11-16 18:10:30,049 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 79 train accuracy : 0.802569, 1687/2102 / 0.982398, 2065/2102 
2021-11-16 18:10:30,534 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 79 val accuracy : 0.692308, 180/260 / 0.926923, 241/260
2021-11-16 18:10:30,534 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.930769
2021-11-16 18:10:32,348 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 80 train accuracy : 0.802569, 1687/2102 / 0.980019, 2060/2102 
2021-11-16 18:10:32,961 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 80 val accuracy : 0.680769, 177/260 / 0.934615, 243/260
2021-11-16 18:10:33,172 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.934615
2021-11-16 18:10:37,371 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 81 train accuracy : 0.813511, 1710/2102 / 0.987155, 2075/2102 
2021-11-16 18:10:37,842 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 81 val accuracy : 0.684615, 178/260 / 0.923077, 240/260
2021-11-16 18:10:37,843 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.934615
2021-11-16 18:10:39,573 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 82 train accuracy : 0.806375, 1695/2102 / 0.984301, 2069/2102 
2021-11-16 18:10:39,956 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 82 val accuracy : 0.692308, 180/260 / 0.923077, 240/260
2021-11-16 18:10:39,956 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.934615
2021-11-16 18:10:41,882 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 83 train accuracy : 0.812559, 1708/2102 / 0.989058, 2079/2102 
2021-11-16 18:10:42,653 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 83 val accuracy : 0.684615, 178/260 / 0.926923, 241/260
2021-11-16 18:10:42,653 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.934615
2021-11-16 18:10:45,853 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 84 train accuracy : 0.808754, 1700/2102 / 0.988582, 2078/2102 
2021-11-16 18:10:46,253 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 84 val accuracy : 0.684615, 178/260 / 0.923077, 240/260
2021-11-16 18:10:46,254 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.934615
2021-11-16 18:10:48,068 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 85 train accuracy : 0.809705, 1702/2102 / 0.987155, 2075/2102 
2021-11-16 18:10:48,332 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 85 val accuracy : 0.688462, 179/260 / 0.930769, 242/260
2021-11-16 18:10:48,333 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.934615
2021-11-16 18:10:50,447 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 86 train accuracy : 0.805899, 1694/2102 / 0.981922, 2064/2102 
2021-11-16 18:10:50,763 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 86 val accuracy : 0.680769, 177/260 / 0.930769, 242/260
2021-11-16 18:10:50,764 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.934615
2021-11-16 18:10:52,523 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 87 train accuracy : 0.813987, 1711/2102 / 0.990961, 2083/2102 
2021-11-16 18:10:52,725 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 87 val accuracy : 0.688462, 179/260 / 0.926923, 241/260
2021-11-16 18:10:52,726 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.934615
2021-11-16 18:10:54,892 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 88 train accuracy : 0.808278, 1699/2102 / 0.989058, 2079/2102 
2021-11-16 18:10:55,217 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 88 val accuracy : 0.669231, 174/260 / 0.926923, 241/260
2021-11-16 18:10:55,218 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.934615
2021-11-16 18:10:57,493 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 89 train accuracy : 0.802093, 1686/2102 / 0.986204, 2073/2102 
2021-11-16 18:10:57,688 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 89 val accuracy : 0.669231, 174/260 / 0.900000, 234/260
2021-11-16 18:10:57,689 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.934615
2021-11-16 18:10:59,439 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 90 train accuracy : 0.804948, 1692/2102 / 0.984776, 2070/2102 
2021-11-16 18:10:59,643 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 90 val accuracy : 0.700000, 182/260 / 0.930769, 242/260
2021-11-16 18:10:59,643 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.934615
2021-11-16 18:11:01,429 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 91 train accuracy : 0.798763, 1679/2102 / 0.986679, 2074/2102 
2021-11-16 18:11:01,628 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 91 val accuracy : 0.696154, 181/260 / 0.930769, 242/260
2021-11-16 18:11:01,629 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.934615
2021-11-16 18:11:03,747 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 92 train accuracy : 0.808278, 1699/2102 / 0.982873, 2066/2102 
2021-11-16 18:11:03,948 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 92 val accuracy : 0.684615, 178/260 / 0.911538, 237/260
2021-11-16 18:11:03,948 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.934615
2021-11-16 18:11:06,019 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 93 train accuracy : 0.807802, 1698/2102 / 0.985252, 2071/2102 
2021-11-16 18:11:06,229 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 93 val accuracy : 0.684615, 178/260 / 0.923077, 240/260
2021-11-16 18:11:06,229 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.934615
2021-11-16 18:11:08,013 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 94 train accuracy : 0.806851, 1696/2102 / 0.979543, 2059/2102 
2021-11-16 18:11:08,207 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 94 val accuracy : 0.692308, 180/260 / 0.926923, 241/260
2021-11-16 18:11:08,208 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.934615
2021-11-16 18:11:10,492 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 95 train accuracy : 0.803996, 1690/2102 / 0.985252, 2071/2102 
2021-11-16 18:11:10,688 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 95 val accuracy : 0.676923, 176/260 / 0.930769, 242/260
2021-11-16 18:11:10,689 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.934615
2021-11-16 18:11:12,466 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 96 train accuracy : 0.813511, 1710/2102 / 0.990010, 2081/2102 
2021-11-16 18:11:12,665 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 96 val accuracy : 0.707692, 184/260 / 0.942308, 245/260
2021-11-16 18:11:12,813 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.942308
2021-11-16 18:11:15,038 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 97 train accuracy : 0.816365, 1716/2102 / 0.990010, 2081/2102 
2021-11-16 18:11:15,300 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 97 val accuracy : 0.711538, 185/260 / 0.942308, 245/260
2021-11-16 18:11:15,531 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.942308
2021-11-16 18:11:18,888 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 98 train accuracy : 0.803996, 1690/2102 / 0.987155, 2075/2102 
2021-11-16 18:11:19,194 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 98 val accuracy : 0.696154, 181/260 / 0.938462, 244/260
2021-11-16 18:11:19,194 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.942308
2021-11-16 18:11:21,203 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 99 train accuracy : 0.815414, 1714/2102 / 0.990961, 2083/2102 
2021-11-16 18:11:21,402 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 99 val accuracy : 0.700000, 182/260 / 0.934615, 243/260
2021-11-16 18:11:21,403 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.942308
2021-11-16 18:11:23,531 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 100 train accuracy : 0.811132, 1705/2102 / 0.991437, 2084/2102 
2021-11-16 18:11:23,958 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 100 val accuracy : 0.703846, 183/260 / 0.942308, 245/260
2021-11-16 18:11:24,269 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.942308
2021-11-16 18:11:26,221 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 101 train accuracy : 0.817317, 1718/2102 / 0.992864, 2087/2102 
2021-11-16 18:11:26,426 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 101 val accuracy : 0.696154, 181/260 / 0.942308, 245/260
2021-11-16 18:11:26,832 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.942308
2021-11-16 18:11:29,584 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 102 train accuracy : 0.809705, 1702/2102 / 0.992388, 2086/2102 
2021-11-16 18:11:29,829 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 102 val accuracy : 0.684615, 178/260 / 0.926923, 241/260
2021-11-16 18:11:29,830 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.942308
2021-11-16 18:11:31,823 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 103 train accuracy : 0.814938, 1713/2102 / 0.990961, 2083/2102 
2021-11-16 18:11:32,069 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 103 val accuracy : 0.688462, 179/260 / 0.926923, 241/260
2021-11-16 18:11:32,070 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.942308
2021-11-16 18:11:34,777 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 104 train accuracy : 0.815890, 1715/2102 / 0.989534, 2080/2102 
2021-11-16 18:11:35,018 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 104 val accuracy : 0.692308, 180/260 / 0.926923, 241/260
2021-11-16 18:11:35,018 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.942308
2021-11-16 18:11:36,785 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 105 train accuracy : 0.802093, 1686/2102 / 0.984301, 2069/2102 
2021-11-16 18:11:37,119 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 105 val accuracy : 0.680769, 177/260 / 0.934615, 243/260
2021-11-16 18:11:37,120 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.942308
2021-11-16 18:11:39,543 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 106 train accuracy : 0.805423, 1693/2102 / 0.983825, 2068/2102 
2021-11-16 18:11:39,842 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 106 val accuracy : 0.665385, 173/260 / 0.919231, 239/260
2021-11-16 18:11:39,843 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.942308
2021-11-16 18:11:42,880 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 107 train accuracy : 0.813511, 1710/2102 / 0.991912, 2085/2102 
2021-11-16 18:11:43,080 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 107 val accuracy : 0.696154, 181/260 / 0.930769, 242/260
2021-11-16 18:11:43,080 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.942308
2021-11-16 18:11:44,896 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 108 train accuracy : 0.802569, 1687/2102 / 0.983349, 2067/2102 
2021-11-16 18:11:45,126 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 108 val accuracy : 0.680769, 177/260 / 0.926923, 241/260
2021-11-16 18:11:45,127 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.942308
2021-11-16 18:11:47,316 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 109 train accuracy : 0.812084, 1707/2102 / 0.988582, 2078/2102 
2021-11-16 18:11:48,115 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 109 val accuracy : 0.696154, 181/260 / 0.930769, 242/260
2021-11-16 18:11:48,116 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.942308
2021-11-16 18:11:50,317 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 110 train accuracy : 0.819220, 1722/2102 / 0.987155, 2075/2102 
2021-11-16 18:11:50,517 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 110 val accuracy : 0.684615, 178/260 / 0.934615, 243/260
2021-11-16 18:11:50,517 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.942308
2021-11-16 18:11:52,812 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 111 train accuracy : 0.811608, 1706/2102 / 0.991437, 2084/2102 
2021-11-16 18:11:53,024 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 111 val accuracy : 0.692308, 180/260 / 0.926923, 241/260
2021-11-16 18:11:53,024 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.942308
2021-11-16 18:11:55,376 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 112 train accuracy : 0.816365, 1716/2102 / 0.992388, 2086/2102 
2021-11-16 18:11:55,588 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 112 val accuracy : 0.680769, 177/260 / 0.930769, 242/260
2021-11-16 18:11:55,589 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.942308
2021-11-16 18:11:58,714 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 113 train accuracy : 0.816841, 1717/2102 / 0.992864, 2087/2102 
2021-11-16 18:11:59,289 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 113 val accuracy : 0.692308, 180/260 / 0.934615, 243/260
2021-11-16 18:11:59,290 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.942308
2021-11-16 18:12:01,498 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 114 train accuracy : 0.805899, 1694/2102 / 0.986679, 2074/2102 
2021-11-16 18:12:01,691 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 114 val accuracy : 0.696154, 181/260 / 0.930769, 242/260
2021-11-16 18:12:01,691 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.942308
2021-11-16 18:12:04,541 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 115 train accuracy : 0.815890, 1715/2102 / 0.994291, 2090/2102 
2021-11-16 18:12:04,933 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 115 val accuracy : 0.700000, 182/260 / 0.934615, 243/260
2021-11-16 18:12:04,934 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.942308
2021-11-16 18:12:07,907 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 116 train accuracy : 0.807802, 1698/2102 / 0.991437, 2084/2102 
2021-11-16 18:12:08,626 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 116 val accuracy : 0.703846, 183/260 / 0.942308, 245/260
2021-11-16 18:12:09,226 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.942308
2021-11-16 18:12:11,117 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 117 train accuracy : 0.806851, 1696/2102 / 0.991912, 2085/2102 
2021-11-16 18:12:11,461 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 117 val accuracy : 0.684615, 178/260 / 0.926923, 241/260
2021-11-16 18:12:11,461 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.942308
2021-11-16 18:12:13,254 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 118 train accuracy : 0.811132, 1705/2102 / 0.991437, 2084/2102 
2021-11-16 18:12:13,450 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 118 val accuracy : 0.700000, 182/260 / 0.934615, 243/260
2021-11-16 18:12:13,451 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.942308
2021-11-16 18:12:16,391 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 119 train accuracy : 0.813987, 1711/2102 / 0.993815, 2089/2102 
2021-11-16 18:12:16,666 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 119 val accuracy : 0.696154, 181/260 / 0.930769, 242/260
2021-11-16 18:12:16,667 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.942308
2021-11-16 18:12:18,652 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 120 train accuracy : 0.813035, 1709/2102 / 0.991912, 2085/2102 
2021-11-16 18:12:18,874 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 120 val accuracy : 0.703846, 183/260 / 0.938462, 244/260
2021-11-16 18:12:18,874 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.942308
2021-11-16 18:12:20,661 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 121 train accuracy : 0.819220, 1722/2102 / 0.995718, 2093/2102 
2021-11-16 18:12:21,158 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 121 val accuracy : 0.684615, 178/260 / 0.919231, 239/260
2021-11-16 18:12:21,159 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.942308
2021-11-16 18:12:23,743 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 122 train accuracy : 0.813987, 1711/2102 / 0.992388, 2086/2102 
2021-11-16 18:12:24,053 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 122 val accuracy : 0.684615, 178/260 / 0.923077, 240/260
2021-11-16 18:12:24,053 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.942308
2021-11-16 18:12:27,540 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 123 train accuracy : 0.811132, 1705/2102 / 0.991437, 2084/2102 
2021-11-16 18:12:27,802 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 123 val accuracy : 0.676923, 176/260 / 0.926923, 241/260
2021-11-16 18:12:27,802 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.942308
2021-11-16 18:12:29,807 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 124 train accuracy : 0.821123, 1726/2102 / 0.992864, 2087/2102 
2021-11-16 18:12:30,011 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 124 val accuracy : 0.684615, 178/260 / 0.934615, 243/260
2021-11-16 18:12:30,011 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.942308
2021-11-16 18:12:31,811 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 125 train accuracy : 0.820647, 1725/2102 / 0.996194, 2094/2102 
2021-11-16 18:12:32,001 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 125 val accuracy : 0.688462, 179/260 / 0.934615, 243/260
2021-11-16 18:12:32,002 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.942308
2021-11-16 18:12:33,796 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 126 train accuracy : 0.813511, 1710/2102 / 0.996194, 2094/2102 
2021-11-16 18:12:34,017 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 126 val accuracy : 0.707692, 184/260 / 0.930769, 242/260
2021-11-16 18:12:34,018 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.942308
2021-11-16 18:12:35,773 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 127 train accuracy : 0.816365, 1716/2102 / 0.993815, 2089/2102 
2021-11-16 18:12:35,975 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 127 val accuracy : 0.696154, 181/260 / 0.930769, 242/260
2021-11-16 18:12:35,976 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.942308
2021-11-16 18:12:38,719 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 128 train accuracy : 0.813987, 1711/2102 / 0.995243, 2092/2102 
2021-11-16 18:12:38,954 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 128 val accuracy : 0.692308, 180/260 / 0.938462, 244/260
2021-11-16 18:12:38,955 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.942308
2021-11-16 18:12:41,611 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 129 train accuracy : 0.813511, 1710/2102 / 0.991437, 2084/2102 
2021-11-16 18:12:41,936 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 129 val accuracy : 0.676923, 176/260 / 0.923077, 240/260
2021-11-16 18:12:41,936 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.942308
2021-11-16 18:12:43,710 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 130 train accuracy : 0.816841, 1717/2102 / 0.991912, 2085/2102 
2021-11-16 18:12:43,989 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 130 val accuracy : 0.676923, 176/260 / 0.930769, 242/260
2021-11-16 18:12:43,989 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.942308
2021-11-16 18:12:46,088 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 131 train accuracy : 0.813987, 1711/2102 / 0.990961, 2083/2102 
2021-11-16 18:12:46,285 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 131 val accuracy : 0.673077, 175/260 / 0.930769, 242/260
2021-11-16 18:12:46,286 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.942308
2021-11-16 18:12:48,598 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 132 train accuracy : 0.815890, 1715/2102 / 0.992864, 2087/2102 
2021-11-16 18:12:48,860 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 132 val accuracy : 0.700000, 182/260 / 0.934615, 243/260
2021-11-16 18:12:48,861 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.942308
2021-11-16 18:12:51,850 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 133 train accuracy : 0.812084, 1707/2102 / 0.994767, 2091/2102 
2021-11-16 18:12:52,051 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 133 val accuracy : 0.707692, 184/260 / 0.942308, 245/260
2021-11-16 18:12:52,306 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.942308
2021-11-16 18:12:54,133 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 134 train accuracy : 0.815890, 1715/2102 / 0.993340, 2088/2102 
2021-11-16 18:12:54,375 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 134 val accuracy : 0.700000, 182/260 / 0.946154, 246/260
2021-11-16 18:12:54,615 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.946154
2021-11-16 18:12:56,394 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 135 train accuracy : 0.812084, 1707/2102 / 0.993815, 2089/2102 
2021-11-16 18:12:56,591 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 135 val accuracy : 0.669231, 174/260 / 0.930769, 242/260
2021-11-16 18:12:56,591 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.946154
2021-11-16 18:12:58,508 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 136 train accuracy : 0.814462, 1712/2102 / 0.993815, 2089/2102 
2021-11-16 18:12:58,724 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 136 val accuracy : 0.703846, 183/260 / 0.934615, 243/260
2021-11-16 18:12:58,725 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.946154
2021-11-16 18:13:00,899 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 137 train accuracy : 0.807326, 1697/2102 / 0.990961, 2083/2102 
2021-11-16 18:13:01,285 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 137 val accuracy : 0.684615, 178/260 / 0.926923, 241/260
2021-11-16 18:13:01,285 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.946154
2021-11-16 18:13:03,138 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 138 train accuracy : 0.813987, 1711/2102 / 0.992864, 2087/2102 
2021-11-16 18:13:03,363 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 138 val accuracy : 0.696154, 181/260 / 0.938462, 244/260
2021-11-16 18:13:03,363 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.946154
2021-11-16 18:13:06,036 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 139 train accuracy : 0.821598, 1727/2102 / 0.993340, 2088/2102 
2021-11-16 18:13:06,288 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 139 val accuracy : 0.692308, 180/260 / 0.926923, 241/260
2021-11-16 18:13:06,289 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.946154
2021-11-16 18:13:08,093 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 140 train accuracy : 0.817317, 1718/2102 / 0.993340, 2088/2102 
2021-11-16 18:13:08,311 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 140 val accuracy : 0.696154, 181/260 / 0.946154, 246/260
2021-11-16 18:13:08,549 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.946154
2021-11-16 18:13:10,630 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 141 train accuracy : 0.817317, 1718/2102 / 0.993340, 2088/2102 
2021-11-16 18:13:10,928 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 141 val accuracy : 0.711538, 185/260 / 0.930769, 242/260
2021-11-16 18:13:10,928 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.946154
2021-11-16 18:13:12,769 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 142 train accuracy : 0.812084, 1707/2102 / 0.990485, 2082/2102 
2021-11-16 18:13:12,976 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 142 val accuracy : 0.688462, 179/260 / 0.926923, 241/260
2021-11-16 18:13:12,976 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.946154
2021-11-16 18:13:14,771 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 143 train accuracy : 0.812559, 1708/2102 / 0.990010, 2081/2102 
2021-11-16 18:13:14,992 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 143 val accuracy : 0.673077, 175/260 / 0.923077, 240/260
2021-11-16 18:13:14,993 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.946154
2021-11-16 18:13:17,825 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 144 train accuracy : 0.818744, 1721/2102 / 0.992864, 2087/2102 
2021-11-16 18:13:18,026 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 144 val accuracy : 0.676923, 176/260 / 0.926923, 241/260
2021-11-16 18:13:18,027 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.946154
2021-11-16 18:13:20,589 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 145 train accuracy : 0.812084, 1707/2102 / 0.993340, 2088/2102 
2021-11-16 18:13:20,820 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 145 val accuracy : 0.692308, 180/260 / 0.930769, 242/260
2021-11-16 18:13:20,820 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.946154
2021-11-16 18:13:22,690 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 146 train accuracy : 0.808754, 1700/2102 / 0.993815, 2089/2102 
2021-11-16 18:13:22,934 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 146 val accuracy : 0.696154, 181/260 / 0.930769, 242/260
2021-11-16 18:13:22,935 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.946154
2021-11-16 18:13:24,977 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 147 train accuracy : 0.820171, 1724/2102 / 0.995718, 2093/2102 
2021-11-16 18:13:25,234 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 147 val accuracy : 0.692308, 180/260 / 0.930769, 242/260
2021-11-16 18:13:25,235 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.946154
2021-11-16 18:13:27,698 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 148 train accuracy : 0.813511, 1710/2102 / 0.991912, 2085/2102 
2021-11-16 18:13:27,903 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 148 val accuracy : 0.700000, 182/260 / 0.938462, 244/260
2021-11-16 18:13:27,903 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.946154
2021-11-16 18:13:29,666 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 149 train accuracy : 0.818744, 1721/2102 / 0.993340, 2088/2102 
2021-11-16 18:13:30,011 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 149 val accuracy : 0.688462, 179/260 / 0.930769, 242/260
2021-11-16 18:13:30,011 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.946154
2021-11-16 18:13:32,264 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 150 train accuracy : 0.817793, 1719/2102 / 0.994767, 2091/2102 
2021-11-16 18:13:32,489 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 150 val accuracy : 0.703846, 183/260 / 0.946154, 246/260
2021-11-16 18:13:32,727 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.946154
2021-11-16 18:13:34,829 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 151 train accuracy : 0.820171, 1724/2102 / 0.996670, 2095/2102 
2021-11-16 18:13:35,029 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 151 val accuracy : 0.696154, 181/260 / 0.946154, 246/260
2021-11-16 18:13:35,273 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.946154
2021-11-16 18:13:37,089 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 152 train accuracy : 0.819696, 1723/2102 / 0.994767, 2091/2102 
2021-11-16 18:13:37,499 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 152 val accuracy : 0.703846, 183/260 / 0.942308, 245/260
2021-11-16 18:13:37,499 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.946154
2021-11-16 18:13:39,687 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 153 train accuracy : 0.810657, 1704/2102 / 0.994291, 2090/2102 
2021-11-16 18:13:39,898 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 153 val accuracy : 0.696154, 181/260 / 0.942308, 245/260
2021-11-16 18:13:39,899 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.946154
2021-11-16 18:13:42,178 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 154 train accuracy : 0.813511, 1710/2102 / 0.995718, 2093/2102 
2021-11-16 18:13:42,420 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 154 val accuracy : 0.688462, 179/260 / 0.934615, 243/260
2021-11-16 18:13:42,421 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.946154
2021-11-16 18:13:44,201 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 155 train accuracy : 0.820171, 1724/2102 / 0.995718, 2093/2102 
2021-11-16 18:13:44,401 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 155 val accuracy : 0.680769, 177/260 / 0.934615, 243/260
2021-11-16 18:13:44,402 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.946154
2021-11-16 18:13:46,297 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 156 train accuracy : 0.817793, 1719/2102 / 0.992864, 2087/2102 
2021-11-16 18:13:46,532 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 156 val accuracy : 0.692308, 180/260 / 0.934615, 243/260
2021-11-16 18:13:46,533 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.946154
2021-11-16 18:13:48,312 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 157 train accuracy : 0.808278, 1699/2102 / 0.993340, 2088/2102 
2021-11-16 18:13:48,537 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 157 val accuracy : 0.688462, 179/260 / 0.942308, 245/260
2021-11-16 18:13:48,537 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.946154
2021-11-16 18:13:50,315 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 158 train accuracy : 0.805899, 1694/2102 / 0.993815, 2089/2102 
2021-11-16 18:13:50,516 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 158 val accuracy : 0.692308, 180/260 / 0.934615, 243/260
2021-11-16 18:13:50,516 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.946154
2021-11-16 18:13:52,412 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 159 train accuracy : 0.808754, 1700/2102 / 0.995243, 2092/2102 
2021-11-16 18:13:52,611 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 159 val accuracy : 0.700000, 182/260 / 0.950000, 247/260
2021-11-16 18:13:52,857 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.950000
2021-11-16 18:13:55,031 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 160 train accuracy : 0.824453, 1733/2102 / 0.997146, 2096/2102 
2021-11-16 18:13:55,254 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 160 val accuracy : 0.696154, 181/260 / 0.942308, 245/260
2021-11-16 18:13:55,255 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.950000
2021-11-16 18:13:57,105 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 161 train accuracy : 0.820171, 1724/2102 / 0.994767, 2091/2102 
2021-11-16 18:13:57,339 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 161 val accuracy : 0.692308, 180/260 / 0.946154, 246/260
2021-11-16 18:13:57,339 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.950000
2021-11-16 18:13:59,230 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 162 train accuracy : 0.815890, 1715/2102 / 0.995243, 2092/2102 
2021-11-16 18:13:59,432 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 162 val accuracy : 0.703846, 183/260 / 0.938462, 244/260
2021-11-16 18:13:59,432 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.950000
2021-11-16 18:14:02,022 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 163 train accuracy : 0.814938, 1713/2102 / 0.989534, 2080/2102 
2021-11-16 18:14:02,241 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 163 val accuracy : 0.700000, 182/260 / 0.942308, 245/260
2021-11-16 18:14:02,241 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.950000
2021-11-16 18:14:04,080 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 164 train accuracy : 0.818744, 1721/2102 / 0.994767, 2091/2102 
2021-11-16 18:14:04,273 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 164 val accuracy : 0.688462, 179/260 / 0.938462, 244/260
2021-11-16 18:14:04,274 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.950000
2021-11-16 18:14:06,036 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 165 train accuracy : 0.811608, 1706/2102 / 0.993815, 2089/2102 
2021-11-16 18:14:06,274 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 165 val accuracy : 0.703846, 183/260 / 0.938462, 244/260
2021-11-16 18:14:06,275 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.950000
2021-11-16 18:14:09,621 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 166 train accuracy : 0.815414, 1714/2102 / 0.994291, 2090/2102 
2021-11-16 18:14:09,931 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 166 val accuracy : 0.696154, 181/260 / 0.946154, 246/260
2021-11-16 18:14:09,931 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.950000
2021-11-16 18:14:12,986 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 167 train accuracy : 0.819696, 1723/2102 / 0.993815, 2089/2102 
2021-11-16 18:14:13,329 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 167 val accuracy : 0.696154, 181/260 / 0.946154, 246/260
2021-11-16 18:14:13,330 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.950000
2021-11-16 18:14:15,673 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 168 train accuracy : 0.820647, 1725/2102 / 0.995243, 2092/2102 
2021-11-16 18:14:15,881 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 168 val accuracy : 0.707692, 184/260 / 0.950000, 247/260
2021-11-16 18:14:16,121 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.950000
2021-11-16 18:14:18,133 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 169 train accuracy : 0.817317, 1718/2102 / 0.995243, 2092/2102 
2021-11-16 18:14:18,337 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 169 val accuracy : 0.700000, 182/260 / 0.946154, 246/260
2021-11-16 18:14:18,338 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.950000
2021-11-16 18:14:20,376 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 170 train accuracy : 0.820171, 1724/2102 / 0.994291, 2090/2102 
2021-11-16 18:14:20,576 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 170 val accuracy : 0.719231, 187/260 / 0.953846, 248/260
2021-11-16 18:14:20,912 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.953846
2021-11-16 18:14:23,194 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 171 train accuracy : 0.815414, 1714/2102 / 0.994291, 2090/2102 
2021-11-16 18:14:23,468 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 171 val accuracy : 0.692308, 180/260 / 0.942308, 245/260
2021-11-16 18:14:23,469 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.953846
2021-11-16 18:14:25,244 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 172 train accuracy : 0.818268, 1720/2102 / 0.995718, 2093/2102 
2021-11-16 18:14:25,530 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 172 val accuracy : 0.703846, 183/260 / 0.950000, 247/260
2021-11-16 18:14:25,530 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.953846
2021-11-16 18:14:27,450 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 173 train accuracy : 0.828259, 1741/2102 / 0.996194, 2094/2102 
2021-11-16 18:14:27,672 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 173 val accuracy : 0.688462, 179/260 / 0.938462, 244/260
2021-11-16 18:14:27,672 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.953846
2021-11-16 18:14:29,989 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 174 train accuracy : 0.813035, 1709/2102 / 0.993815, 2089/2102 
2021-11-16 18:14:30,245 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 174 val accuracy : 0.700000, 182/260 / 0.950000, 247/260
2021-11-16 18:14:30,245 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.953846
2021-11-16 18:14:32,522 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 175 train accuracy : 0.812084, 1707/2102 / 0.993815, 2089/2102 
2021-11-16 18:14:32,713 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 175 val accuracy : 0.684615, 178/260 / 0.938462, 244/260
2021-11-16 18:14:32,714 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.953846
2021-11-16 18:14:34,810 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 176 train accuracy : 0.820171, 1724/2102 / 0.995243, 2092/2102 
2021-11-16 18:14:35,009 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 176 val accuracy : 0.707692, 184/260 / 0.950000, 247/260
2021-11-16 18:14:35,009 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.953846
2021-11-16 18:14:36,790 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 177 train accuracy : 0.817317, 1718/2102 / 0.995243, 2092/2102 
2021-11-16 18:14:37,046 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 177 val accuracy : 0.696154, 181/260 / 0.938462, 244/260
2021-11-16 18:14:37,047 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.953846
2021-11-16 18:14:38,954 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 178 train accuracy : 0.814938, 1713/2102 / 0.995243, 2092/2102 
2021-11-16 18:14:39,198 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 178 val accuracy : 0.680769, 177/260 / 0.930769, 242/260
2021-11-16 18:14:39,199 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.953846
2021-11-16 18:14:41,232 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 179 train accuracy : 0.821598, 1727/2102 / 0.995243, 2092/2102 
2021-11-16 18:14:41,457 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 179 val accuracy : 0.688462, 179/260 / 0.934615, 243/260
2021-11-16 18:14:41,458 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.953846
2021-11-16 18:14:43,364 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 180 train accuracy : 0.820171, 1724/2102 / 0.995718, 2093/2102 
2021-11-16 18:14:43,564 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 180 val accuracy : 0.688462, 179/260 / 0.934615, 243/260
2021-11-16 18:14:43,565 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.953846
2021-11-16 18:14:45,971 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 181 train accuracy : 0.811608, 1706/2102 / 0.996194, 2094/2102 
2021-11-16 18:14:46,365 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 181 val accuracy : 0.692308, 180/260 / 0.946154, 246/260
2021-11-16 18:14:46,366 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.953846
2021-11-16 18:14:48,473 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 182 train accuracy : 0.814938, 1713/2102 / 0.995243, 2092/2102 
2021-11-16 18:14:48,711 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 182 val accuracy : 0.684615, 178/260 / 0.934615, 243/260
2021-11-16 18:14:48,712 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.953846
2021-11-16 18:14:51,479 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 183 train accuracy : 0.817317, 1718/2102 / 0.994767, 2091/2102 
2021-11-16 18:14:51,673 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 183 val accuracy : 0.688462, 179/260 / 0.946154, 246/260
2021-11-16 18:14:51,673 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.953846
2021-11-16 18:14:53,501 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 184 train accuracy : 0.824929, 1734/2102 / 0.995243, 2092/2102 
2021-11-16 18:14:53,685 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 184 val accuracy : 0.692308, 180/260 / 0.942308, 245/260
2021-11-16 18:14:53,686 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.953846
2021-11-16 18:14:55,466 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 185 train accuracy : 0.824453, 1733/2102 / 0.996194, 2094/2102 
2021-11-16 18:14:55,748 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 185 val accuracy : 0.700000, 182/260 / 0.950000, 247/260
2021-11-16 18:14:55,748 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.953846
2021-11-16 18:14:57,563 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 186 train accuracy : 0.817317, 1718/2102 / 0.995243, 2092/2102 
2021-11-16 18:14:57,828 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 186 val accuracy : 0.692308, 180/260 / 0.946154, 246/260
2021-11-16 18:14:57,829 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.953846
2021-11-16 18:15:00,054 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 187 train accuracy : 0.815414, 1714/2102 / 0.995243, 2092/2102 
2021-11-16 18:15:00,262 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 187 val accuracy : 0.707692, 184/260 / 0.953846, 248/260
2021-11-16 18:15:00,503 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.953846
2021-11-16 18:15:02,473 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 188 train accuracy : 0.819220, 1722/2102 / 0.996670, 2095/2102 
2021-11-16 18:15:02,728 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 188 val accuracy : 0.711538, 185/260 / 0.950000, 247/260
2021-11-16 18:15:02,729 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.953846
2021-11-16 18:15:04,560 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 189 train accuracy : 0.820647, 1725/2102 / 0.996670, 2095/2102 
2021-11-16 18:15:04,840 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 189 val accuracy : 0.692308, 180/260 / 0.938462, 244/260
2021-11-16 18:15:04,841 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.953846
2021-11-16 18:15:06,668 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 190 train accuracy : 0.820171, 1724/2102 / 0.997146, 2096/2102 
2021-11-16 18:15:06,878 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 190 val accuracy : 0.707692, 184/260 / 0.957692, 249/260
2021-11-16 18:15:07,124 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.957692
2021-11-16 18:15:09,109 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 191 train accuracy : 0.817793, 1719/2102 / 0.996194, 2094/2102 
2021-11-16 18:15:09,928 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 191 val accuracy : 0.692308, 180/260 / 0.946154, 246/260
2021-11-16 18:15:09,928 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.957692
2021-11-16 18:15:11,981 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 192 train accuracy : 0.818268, 1720/2102 / 0.994291, 2090/2102 
2021-11-16 18:15:12,201 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 192 val accuracy : 0.700000, 182/260 / 0.938462, 244/260
2021-11-16 18:15:12,202 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.957692
2021-11-16 18:15:14,038 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 193 train accuracy : 0.815414, 1714/2102 / 0.993815, 2089/2102 
2021-11-16 18:15:14,241 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 193 val accuracy : 0.692308, 180/260 / 0.934615, 243/260
2021-11-16 18:15:14,242 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.957692
2021-11-16 18:15:16,021 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 194 train accuracy : 0.821123, 1726/2102 / 0.994767, 2091/2102 
2021-11-16 18:15:16,264 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 194 val accuracy : 0.703846, 183/260 / 0.950000, 247/260
2021-11-16 18:15:16,265 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.957692
2021-11-16 18:15:18,370 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 195 train accuracy : 0.819220, 1722/2102 / 0.993815, 2089/2102 
2021-11-16 18:15:18,608 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 195 val accuracy : 0.711538, 185/260 / 0.950000, 247/260
2021-11-16 18:15:18,608 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.957692
2021-11-16 18:15:20,423 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 196 train accuracy : 0.808754, 1700/2102 / 0.993340, 2088/2102 
2021-11-16 18:15:20,678 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 196 val accuracy : 0.688462, 179/260 / 0.938462, 244/260
2021-11-16 18:15:20,679 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.957692
2021-11-16 18:15:22,918 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 197 train accuracy : 0.817317, 1718/2102 / 0.994291, 2090/2102 
2021-11-16 18:15:23,114 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 197 val accuracy : 0.692308, 180/260 / 0.946154, 246/260
2021-11-16 18:15:23,114 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.957692
2021-11-16 18:15:25,302 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 198 train accuracy : 0.818744, 1721/2102 / 0.993340, 2088/2102 
2021-11-16 18:15:25,512 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 198 val accuracy : 0.715385, 186/260 / 0.942308, 245/260
2021-11-16 18:15:25,513 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.957692
2021-11-16 18:15:27,381 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 199 train accuracy : 0.823501, 1731/2102 / 0.994291, 2090/2102 
2021-11-16 18:15:27,594 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 199 val accuracy : 0.692308, 180/260 / 0.938462, 244/260
2021-11-16 18:15:27,595 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.957692
2021-11-16 18:15:29,459 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 200 train accuracy : 0.816365, 1716/2102 / 0.995243, 2092/2102 
2021-11-16 18:15:29,863 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 200 val accuracy : 0.703846, 183/260 / 0.950000, 247/260
2021-11-16 18:15:29,863 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.957692
2021-11-16 18:15:31,868 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 201 train accuracy : 0.820171, 1724/2102 / 0.995243, 2092/2102 
2021-11-16 18:15:32,064 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 201 val accuracy : 0.696154, 181/260 / 0.946154, 246/260
2021-11-16 18:15:32,065 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.957692
2021-11-16 18:15:34,234 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 202 train accuracy : 0.820171, 1724/2102 / 0.992864, 2087/2102 
2021-11-16 18:15:34,444 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 202 val accuracy : 0.680769, 177/260 / 0.938462, 244/260
2021-11-16 18:15:34,444 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.957692
2021-11-16 18:15:36,271 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 203 train accuracy : 0.815414, 1714/2102 / 0.993815, 2089/2102 
2021-11-16 18:15:36,498 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 203 val accuracy : 0.696154, 181/260 / 0.942308, 245/260
2021-11-16 18:15:36,499 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.957692
2021-11-16 18:15:38,769 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 204 train accuracy : 0.818744, 1721/2102 / 0.996670, 2095/2102 
2021-11-16 18:15:39,028 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 204 val accuracy : 0.684615, 178/260 / 0.946154, 246/260
2021-11-16 18:15:39,028 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.957692
2021-11-16 18:15:40,848 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 205 train accuracy : 0.819220, 1722/2102 / 0.994767, 2091/2102 
2021-11-16 18:15:41,052 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 205 val accuracy : 0.715385, 186/260 / 0.942308, 245/260
2021-11-16 18:15:41,052 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.957692
2021-11-16 18:15:42,847 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 206 train accuracy : 0.811132, 1705/2102 / 0.993815, 2089/2102 
2021-11-16 18:15:43,066 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 206 val accuracy : 0.692308, 180/260 / 0.946154, 246/260
2021-11-16 18:15:43,067 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.957692
2021-11-16 18:15:45,574 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 207 train accuracy : 0.820647, 1725/2102 / 0.996194, 2094/2102 
2021-11-16 18:15:46,041 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 207 val accuracy : 0.703846, 183/260 / 0.950000, 247/260
2021-11-16 18:15:46,041 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.957692
2021-11-16 18:15:48,011 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 208 train accuracy : 0.813511, 1710/2102 / 0.996670, 2095/2102 
2021-11-16 18:15:48,226 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 208 val accuracy : 0.700000, 182/260 / 0.934615, 243/260
2021-11-16 18:15:48,226 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.957692
2021-11-16 18:15:50,196 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 209 train accuracy : 0.819220, 1722/2102 / 0.995718, 2093/2102 
2021-11-16 18:15:50,399 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 209 val accuracy : 0.692308, 180/260 / 0.946154, 246/260
2021-11-16 18:15:50,399 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.957692
2021-11-16 18:15:53,322 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 210 train accuracy : 0.814938, 1713/2102 / 0.992388, 2086/2102 
2021-11-16 18:15:53,528 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 210 val accuracy : 0.696154, 181/260 / 0.942308, 245/260
2021-11-16 18:15:53,529 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.957692
2021-11-16 18:15:56,579 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 211 train accuracy : 0.819220, 1722/2102 / 0.993815, 2089/2102 
2021-11-16 18:15:56,784 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 211 val accuracy : 0.700000, 182/260 / 0.934615, 243/260
2021-11-16 18:15:56,784 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.957692
2021-11-16 18:15:58,568 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 212 train accuracy : 0.822550, 1729/2102 / 0.996670, 2095/2102 
2021-11-16 18:15:58,789 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 212 val accuracy : 0.707692, 184/260 / 0.950000, 247/260
2021-11-16 18:15:58,790 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.957692
2021-11-16 18:16:00,871 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 213 train accuracy : 0.813035, 1709/2102 / 0.994767, 2091/2102 
2021-11-16 18:16:01,268 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 213 val accuracy : 0.707692, 184/260 / 0.950000, 247/260
2021-11-16 18:16:01,268 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.957692
2021-11-16 18:16:03,228 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 214 train accuracy : 0.807802, 1698/2102 / 0.995243, 2092/2102 
2021-11-16 18:16:03,435 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 214 val accuracy : 0.700000, 182/260 / 0.942308, 245/260
2021-11-16 18:16:03,436 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.957692
2021-11-16 18:16:06,155 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 215 train accuracy : 0.817793, 1719/2102 / 0.996194, 2094/2102 
2021-11-16 18:16:06,371 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 215 val accuracy : 0.696154, 181/260 / 0.946154, 246/260
2021-11-16 18:16:06,371 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.957692
2021-11-16 18:16:08,185 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 216 train accuracy : 0.819220, 1722/2102 / 0.995243, 2092/2102 
2021-11-16 18:16:08,414 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 216 val accuracy : 0.692308, 180/260 / 0.938462, 244/260
2021-11-16 18:16:08,415 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.957692
2021-11-16 18:16:10,299 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 217 train accuracy : 0.818744, 1721/2102 / 0.996194, 2094/2102 
2021-11-16 18:16:10,500 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 217 val accuracy : 0.703846, 183/260 / 0.965385, 251/260
2021-11-16 18:16:10,745 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:16:13,175 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 218 train accuracy : 0.816841, 1717/2102 / 0.996194, 2094/2102 
2021-11-16 18:16:13,372 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 218 val accuracy : 0.703846, 183/260 / 0.950000, 247/260
2021-11-16 18:16:13,373 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:16:15,188 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 219 train accuracy : 0.821123, 1726/2102 / 0.997621, 2097/2102 
2021-11-16 18:16:15,560 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 219 val accuracy : 0.688462, 179/260 / 0.934615, 243/260
2021-11-16 18:16:15,560 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:16:17,416 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 220 train accuracy : 0.821598, 1727/2102 / 0.996670, 2095/2102 
2021-11-16 18:16:17,726 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 220 val accuracy : 0.692308, 180/260 / 0.946154, 246/260
2021-11-16 18:16:17,727 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:16:19,594 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 221 train accuracy : 0.813035, 1709/2102 / 0.994767, 2091/2102 
2021-11-16 18:16:19,839 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 221 val accuracy : 0.703846, 183/260 / 0.950000, 247/260
2021-11-16 18:16:19,840 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:16:21,634 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 222 train accuracy : 0.817793, 1719/2102 / 0.994291, 2090/2102 
2021-11-16 18:16:21,889 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 222 val accuracy : 0.711538, 185/260 / 0.946154, 246/260
2021-11-16 18:16:21,889 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:16:23,756 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 223 train accuracy : 0.817793, 1719/2102 / 0.994291, 2090/2102 
2021-11-16 18:16:23,996 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 223 val accuracy : 0.715385, 186/260 / 0.953846, 248/260
2021-11-16 18:16:23,997 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:16:26,973 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 224 train accuracy : 0.811608, 1706/2102 / 0.995243, 2092/2102 
2021-11-16 18:16:27,371 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 224 val accuracy : 0.692308, 180/260 / 0.942308, 245/260
2021-11-16 18:16:27,372 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:16:30,649 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 225 train accuracy : 0.815414, 1714/2102 / 0.995243, 2092/2102 
2021-11-16 18:16:30,880 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 225 val accuracy : 0.688462, 179/260 / 0.946154, 246/260
2021-11-16 18:16:30,881 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:16:32,738 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 226 train accuracy : 0.814938, 1713/2102 / 0.993815, 2089/2102 
2021-11-16 18:16:33,052 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 226 val accuracy : 0.707692, 184/260 / 0.946154, 246/260
2021-11-16 18:16:33,053 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:16:35,264 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 227 train accuracy : 0.815890, 1715/2102 / 0.996670, 2095/2102 
2021-11-16 18:16:35,493 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 227 val accuracy : 0.707692, 184/260 / 0.953846, 248/260
2021-11-16 18:16:35,494 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:16:37,920 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 228 train accuracy : 0.816841, 1717/2102 / 0.995718, 2093/2102 
2021-11-16 18:16:38,145 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 228 val accuracy : 0.696154, 181/260 / 0.950000, 247/260
2021-11-16 18:16:38,146 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:16:41,275 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 229 train accuracy : 0.817317, 1718/2102 / 0.995243, 2092/2102 
2021-11-16 18:16:41,553 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 229 val accuracy : 0.692308, 180/260 / 0.946154, 246/260
2021-11-16 18:16:41,554 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:16:43,617 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 230 train accuracy : 0.822074, 1728/2102 / 0.995243, 2092/2102 
2021-11-16 18:16:43,809 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 230 val accuracy : 0.700000, 182/260 / 0.950000, 247/260
2021-11-16 18:16:43,809 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:16:46,320 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 231 train accuracy : 0.819220, 1722/2102 / 0.995243, 2092/2102 
2021-11-16 18:16:46,527 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 231 val accuracy : 0.688462, 179/260 / 0.950000, 247/260
2021-11-16 18:16:46,527 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:16:48,580 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 232 train accuracy : 0.822074, 1728/2102 / 0.995243, 2092/2102 
2021-11-16 18:16:48,809 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 232 val accuracy : 0.684615, 178/260 / 0.926923, 241/260
2021-11-16 18:16:48,810 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:16:51,336 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 233 train accuracy : 0.818744, 1721/2102 / 0.995718, 2093/2102 
2021-11-16 18:16:51,545 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 233 val accuracy : 0.684615, 178/260 / 0.942308, 245/260
2021-11-16 18:16:51,546 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:16:53,313 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 234 train accuracy : 0.817317, 1718/2102 / 0.994291, 2090/2102 
2021-11-16 18:16:53,525 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 234 val accuracy : 0.684615, 178/260 / 0.938462, 244/260
2021-11-16 18:16:53,526 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:16:55,552 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 235 train accuracy : 0.826356, 1737/2102 / 0.994767, 2091/2102 
2021-11-16 18:16:56,023 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 235 val accuracy : 0.707692, 184/260 / 0.946154, 246/260
2021-11-16 18:16:56,024 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:16:57,830 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 236 train accuracy : 0.815890, 1715/2102 / 0.994291, 2090/2102 
2021-11-16 18:16:58,247 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 236 val accuracy : 0.696154, 181/260 / 0.953846, 248/260
2021-11-16 18:16:58,248 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:17:00,425 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 237 train accuracy : 0.821598, 1727/2102 / 0.994291, 2090/2102 
2021-11-16 18:17:00,623 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 237 val accuracy : 0.711538, 185/260 / 0.961538, 250/260
2021-11-16 18:17:00,624 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:17:02,561 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 238 train accuracy : 0.822550, 1729/2102 / 0.995243, 2092/2102 
2021-11-16 18:17:02,803 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 238 val accuracy : 0.680769, 177/260 / 0.942308, 245/260
2021-11-16 18:17:02,804 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:17:06,015 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 239 train accuracy : 0.818268, 1720/2102 / 0.994767, 2091/2102 
2021-11-16 18:17:06,231 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 239 val accuracy : 0.700000, 182/260 / 0.953846, 248/260
2021-11-16 18:17:06,231 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:17:08,102 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 240 train accuracy : 0.817793, 1719/2102 / 0.993815, 2089/2102 
2021-11-16 18:17:08,349 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 240 val accuracy : 0.711538, 185/260 / 0.953846, 248/260
2021-11-16 18:17:08,350 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:17:10,184 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 241 train accuracy : 0.814938, 1713/2102 / 0.996194, 2094/2102 
2021-11-16 18:17:10,537 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 241 val accuracy : 0.692308, 180/260 / 0.953846, 248/260
2021-11-16 18:17:10,537 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:17:12,947 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 242 train accuracy : 0.819220, 1722/2102 / 0.995718, 2093/2102 
2021-11-16 18:17:13,664 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 242 val accuracy : 0.700000, 182/260 / 0.950000, 247/260
2021-11-16 18:17:13,664 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:17:15,436 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 243 train accuracy : 0.816365, 1716/2102 / 0.993815, 2089/2102 
2021-11-16 18:17:15,642 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 243 val accuracy : 0.688462, 179/260 / 0.942308, 245/260
2021-11-16 18:17:15,642 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:17:17,742 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 244 train accuracy : 0.822550, 1729/2102 / 0.996194, 2094/2102 
2021-11-16 18:17:17,952 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 244 val accuracy : 0.688462, 179/260 / 0.953846, 248/260
2021-11-16 18:17:17,953 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:17:20,131 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 245 train accuracy : 0.814462, 1712/2102 / 0.992864, 2087/2102 
2021-11-16 18:17:20,551 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 245 val accuracy : 0.688462, 179/260 / 0.950000, 247/260
2021-11-16 18:17:20,552 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:17:22,634 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 246 train accuracy : 0.820171, 1724/2102 / 0.995243, 2092/2102 
2021-11-16 18:17:22,840 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 246 val accuracy : 0.696154, 181/260 / 0.950000, 247/260
2021-11-16 18:17:22,841 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:17:25,052 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 247 train accuracy : 0.816841, 1717/2102 / 0.996670, 2095/2102 
2021-11-16 18:17:25,285 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 247 val accuracy : 0.700000, 182/260 / 0.953846, 248/260
2021-11-16 18:17:25,286 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:17:28,097 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 248 train accuracy : 0.820647, 1725/2102 / 0.996194, 2094/2102 
2021-11-16 18:17:28,304 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 248 val accuracy : 0.680769, 177/260 / 0.950000, 247/260
2021-11-16 18:17:28,305 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:17:30,869 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 249 train accuracy : 0.818744, 1721/2102 / 0.996194, 2094/2102 
2021-11-16 18:17:31,114 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 249 val accuracy : 0.715385, 186/260 / 0.946154, 246/260
2021-11-16 18:17:31,115 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:17:34,390 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 250 train accuracy : 0.815414, 1714/2102 / 0.996194, 2094/2102 
2021-11-16 18:17:34,601 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 250 val accuracy : 0.711538, 185/260 / 0.953846, 248/260
2021-11-16 18:17:34,602 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:17:36,410 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 251 train accuracy : 0.814462, 1712/2102 / 0.994291, 2090/2102 
2021-11-16 18:17:36,824 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 251 val accuracy : 0.680769, 177/260 / 0.946154, 246/260
2021-11-16 18:17:36,825 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:17:39,349 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 252 train accuracy : 0.817317, 1718/2102 / 0.994767, 2091/2102 
2021-11-16 18:17:39,604 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 252 val accuracy : 0.700000, 182/260 / 0.953846, 248/260
2021-11-16 18:17:39,604 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:17:41,372 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 253 train accuracy : 0.825404, 1735/2102 / 0.997146, 2096/2102 
2021-11-16 18:17:41,614 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 253 val accuracy : 0.696154, 181/260 / 0.950000, 247/260
2021-11-16 18:17:41,615 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:17:43,651 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 254 train accuracy : 0.811608, 1706/2102 / 0.995243, 2092/2102 
2021-11-16 18:17:43,847 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 254 val accuracy : 0.700000, 182/260 / 0.950000, 247/260
2021-11-16 18:17:43,847 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:17:45,696 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 255 train accuracy : 0.826832, 1738/2102 / 0.996194, 2094/2102 
2021-11-16 18:17:45,940 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 255 val accuracy : 0.700000, 182/260 / 0.946154, 246/260
2021-11-16 18:17:45,940 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:17:47,713 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 256 train accuracy : 0.821598, 1727/2102 / 0.996194, 2094/2102 
2021-11-16 18:17:47,956 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 256 val accuracy : 0.707692, 184/260 / 0.953846, 248/260
2021-11-16 18:17:47,957 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:17:49,940 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 257 train accuracy : 0.817317, 1718/2102 / 0.997146, 2096/2102 
2021-11-16 18:17:50,159 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 257 val accuracy : 0.696154, 181/260 / 0.950000, 247/260
2021-11-16 18:17:50,160 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:17:51,915 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 258 train accuracy : 0.818744, 1721/2102 / 0.995243, 2092/2102 
2021-11-16 18:17:52,141 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 258 val accuracy : 0.692308, 180/260 / 0.950000, 247/260
2021-11-16 18:17:52,141 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:17:53,971 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 259 train accuracy : 0.813035, 1709/2102 / 0.995718, 2093/2102 
2021-11-16 18:17:54,181 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 259 val accuracy : 0.700000, 182/260 / 0.950000, 247/260
2021-11-16 18:17:54,182 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:17:55,952 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 260 train accuracy : 0.816841, 1717/2102 / 0.996670, 2095/2102 
2021-11-16 18:17:56,156 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 260 val accuracy : 0.696154, 181/260 / 0.957692, 249/260
2021-11-16 18:17:56,156 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:17:58,000 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 261 train accuracy : 0.823977, 1732/2102 / 0.994767, 2091/2102 
2021-11-16 18:17:58,204 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 261 val accuracy : 0.707692, 184/260 / 0.950000, 247/260
2021-11-16 18:17:58,204 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:18:00,699 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 262 train accuracy : 0.821598, 1727/2102 / 0.996670, 2095/2102 
2021-11-16 18:18:00,919 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 262 val accuracy : 0.700000, 182/260 / 0.953846, 248/260
2021-11-16 18:18:00,920 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:18:03,141 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 263 train accuracy : 0.823501, 1731/2102 / 0.996670, 2095/2102 
2021-11-16 18:18:03,356 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 263 val accuracy : 0.688462, 179/260 / 0.942308, 245/260
2021-11-16 18:18:03,356 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:18:05,258 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 264 train accuracy : 0.818268, 1720/2102 / 0.995718, 2093/2102 
2021-11-16 18:18:06,032 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 264 val accuracy : 0.696154, 181/260 / 0.950000, 247/260
2021-11-16 18:18:06,033 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:18:08,357 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 265 train accuracy : 0.819696, 1723/2102 / 0.996670, 2095/2102 
2021-11-16 18:18:08,590 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 265 val accuracy : 0.703846, 183/260 / 0.946154, 246/260
2021-11-16 18:18:08,590 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:18:10,388 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 266 train accuracy : 0.822550, 1729/2102 / 0.992864, 2087/2102 
2021-11-16 18:18:10,622 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 266 val accuracy : 0.703846, 183/260 / 0.953846, 248/260
2021-11-16 18:18:10,622 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:18:13,054 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 267 train accuracy : 0.813511, 1710/2102 / 0.996194, 2094/2102 
2021-11-16 18:18:13,261 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 267 val accuracy : 0.696154, 181/260 / 0.950000, 247/260
2021-11-16 18:18:13,262 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:18:15,215 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 268 train accuracy : 0.818744, 1721/2102 / 0.995718, 2093/2102 
2021-11-16 18:18:15,626 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 268 val accuracy : 0.696154, 181/260 / 0.946154, 246/260
2021-11-16 18:18:15,627 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:18:18,637 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 269 train accuracy : 0.823501, 1731/2102 / 0.996194, 2094/2102 
2021-11-16 18:18:18,896 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 269 val accuracy : 0.700000, 182/260 / 0.950000, 247/260
2021-11-16 18:18:18,897 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:18:20,746 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 270 train accuracy : 0.814462, 1712/2102 / 0.996670, 2095/2102 
2021-11-16 18:18:21,026 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 270 val accuracy : 0.703846, 183/260 / 0.950000, 247/260
2021-11-16 18:18:21,027 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:18:23,269 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 271 train accuracy : 0.821598, 1727/2102 / 0.995243, 2092/2102 
2021-11-16 18:18:23,466 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 271 val accuracy : 0.692308, 180/260 / 0.946154, 246/260
2021-11-16 18:18:23,466 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:18:26,236 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 272 train accuracy : 0.813511, 1710/2102 / 0.995718, 2093/2102 
2021-11-16 18:18:26,449 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 272 val accuracy : 0.692308, 180/260 / 0.946154, 246/260
2021-11-16 18:18:26,450 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:18:28,329 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 273 train accuracy : 0.814938, 1713/2102 / 0.994291, 2090/2102 
2021-11-16 18:18:28,538 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 273 val accuracy : 0.688462, 179/260 / 0.946154, 246/260
2021-11-16 18:18:28,539 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:18:30,414 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 274 train accuracy : 0.831589, 1748/2102 / 0.998097, 2098/2102 
2021-11-16 18:18:30,694 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 274 val accuracy : 0.696154, 181/260 / 0.942308, 245/260
2021-11-16 18:18:30,695 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:18:33,616 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 275 train accuracy : 0.811608, 1706/2102 / 0.994767, 2091/2102 
2021-11-16 18:18:33,815 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 275 val accuracy : 0.696154, 181/260 / 0.950000, 247/260
2021-11-16 18:18:33,816 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:18:37,144 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 276 train accuracy : 0.823501, 1731/2102 / 0.996194, 2094/2102 
2021-11-16 18:18:37,380 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 276 val accuracy : 0.692308, 180/260 / 0.953846, 248/260
2021-11-16 18:18:37,380 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:18:39,334 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 277 train accuracy : 0.818744, 1721/2102 / 0.997146, 2096/2102 
2021-11-16 18:18:39,568 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 277 val accuracy : 0.692308, 180/260 / 0.946154, 246/260
2021-11-16 18:18:39,569 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:18:41,528 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 278 train accuracy : 0.821598, 1727/2102 / 0.997621, 2097/2102 
2021-11-16 18:18:41,724 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 278 val accuracy : 0.676923, 176/260 / 0.946154, 246/260
2021-11-16 18:18:41,724 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:18:43,442 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 279 train accuracy : 0.815414, 1714/2102 / 0.994291, 2090/2102 
2021-11-16 18:18:43,637 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 279 val accuracy : 0.680769, 177/260 / 0.942308, 245/260
2021-11-16 18:18:43,637 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:18:46,429 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 280 train accuracy : 0.824453, 1733/2102 / 0.997146, 2096/2102 
2021-11-16 18:18:46,845 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 280 val accuracy : 0.692308, 180/260 / 0.946154, 246/260
2021-11-16 18:18:46,845 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:18:48,652 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 281 train accuracy : 0.821123, 1726/2102 / 0.993815, 2089/2102 
2021-11-16 18:18:48,863 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 281 val accuracy : 0.688462, 179/260 / 0.938462, 244/260
2021-11-16 18:18:48,864 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:18:51,406 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 282 train accuracy : 0.825404, 1735/2102 / 0.996194, 2094/2102 
2021-11-16 18:18:51,619 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 282 val accuracy : 0.696154, 181/260 / 0.946154, 246/260
2021-11-16 18:18:51,619 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:18:54,943 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 283 train accuracy : 0.819220, 1722/2102 / 0.995243, 2092/2102 
2021-11-16 18:18:55,215 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 283 val accuracy : 0.692308, 180/260 / 0.950000, 247/260
2021-11-16 18:18:55,215 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:18:57,103 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 284 train accuracy : 0.822550, 1729/2102 / 0.995243, 2092/2102 
2021-11-16 18:18:57,339 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 284 val accuracy : 0.707692, 184/260 / 0.953846, 248/260
2021-11-16 18:18:57,339 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:18:59,164 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 285 train accuracy : 0.824453, 1733/2102 / 0.996194, 2094/2102 
2021-11-16 18:18:59,474 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 285 val accuracy : 0.692308, 180/260 / 0.950000, 247/260
2021-11-16 18:18:59,474 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:19:01,602 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 286 train accuracy : 0.818268, 1720/2102 / 0.996194, 2094/2102 
2021-11-16 18:19:01,926 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 286 val accuracy : 0.688462, 179/260 / 0.942308, 245/260
2021-11-16 18:19:01,926 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:19:03,970 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 287 train accuracy : 0.823977, 1732/2102 / 0.997146, 2096/2102 
2021-11-16 18:19:04,176 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 287 val accuracy : 0.692308, 180/260 / 0.953846, 248/260
2021-11-16 18:19:04,176 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:19:06,168 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 288 train accuracy : 0.827307, 1739/2102 / 0.995718, 2093/2102 
2021-11-16 18:19:06,360 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 288 val accuracy : 0.692308, 180/260 / 0.946154, 246/260
2021-11-16 18:19:06,360 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:19:09,520 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 289 train accuracy : 0.816841, 1717/2102 / 0.997146, 2096/2102 
2021-11-16 18:19:09,724 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 289 val accuracy : 0.696154, 181/260 / 0.950000, 247/260
2021-11-16 18:19:09,725 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:19:11,522 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 290 train accuracy : 0.823977, 1732/2102 / 0.997146, 2096/2102 
2021-11-16 18:19:11,804 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 290 val accuracy : 0.696154, 181/260 / 0.957692, 249/260
2021-11-16 18:19:11,805 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:19:13,846 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 291 train accuracy : 0.817317, 1718/2102 / 0.997146, 2096/2102 
2021-11-16 18:19:14,052 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 291 val accuracy : 0.688462, 179/260 / 0.942308, 245/260
2021-11-16 18:19:14,052 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:19:17,150 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 292 train accuracy : 0.824453, 1733/2102 / 0.996194, 2094/2102 
2021-11-16 18:19:17,541 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 292 val accuracy : 0.688462, 179/260 / 0.950000, 247/260
2021-11-16 18:19:17,542 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:19:19,530 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 293 train accuracy : 0.826832, 1738/2102 / 0.996194, 2094/2102 
2021-11-16 18:19:19,738 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 293 val accuracy : 0.696154, 181/260 / 0.953846, 248/260
2021-11-16 18:19:19,739 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:19:21,889 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 294 train accuracy : 0.818744, 1721/2102 / 0.993815, 2089/2102 
2021-11-16 18:19:22,216 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 294 val accuracy : 0.719231, 187/260 / 0.957692, 249/260
2021-11-16 18:19:22,216 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:19:24,544 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 295 train accuracy : 0.823501, 1731/2102 / 0.993340, 2088/2102 
2021-11-16 18:19:24,742 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 295 val accuracy : 0.711538, 185/260 / 0.953846, 248/260
2021-11-16 18:19:24,742 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:19:27,145 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 296 train accuracy : 0.816365, 1716/2102 / 0.994291, 2090/2102 
2021-11-16 18:19:27,399 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 296 val accuracy : 0.703846, 183/260 / 0.957692, 249/260
2021-11-16 18:19:27,400 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:19:29,711 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 297 train accuracy : 0.821598, 1727/2102 / 0.995718, 2093/2102 
2021-11-16 18:19:29,917 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 297 val accuracy : 0.692308, 180/260 / 0.946154, 246/260
2021-11-16 18:19:29,917 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:19:32,543 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 298 train accuracy : 0.820171, 1724/2102 / 0.996194, 2094/2102 
2021-11-16 18:19:32,791 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 298 val accuracy : 0.700000, 182/260 / 0.953846, 248/260
2021-11-16 18:19:32,792 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:19:36,029 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 299 train accuracy : 0.816841, 1717/2102 / 0.997146, 2096/2102 
2021-11-16 18:19:36,290 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: epoch 299 val accuracy : 0.688462, 179/260 / 0.950000, 247/260
2021-11-16 18:19:36,290 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: ## Current VAL Best : 0.965385
2021-11-16 18:19:36,686 ht_pqlM_lr1e-4_dr0.2_h256_h4_l2_ansfc_alldr0.2_sp789 INFO: test accuracy (final) : 0.977186
