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inear INPUT:  [[ 0.60818867 -0.         -0.         ...  0.7566395   0.76105217
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Linear INPUT:  [[-0.         -0.          0.21418626 ...  1.02206928  1.64387641
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 [-0.          0.03289981  0.3677422  ...  1.02909159  1.59342435
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Linear INPUT:  [[ 2.12946966  1.13598775 -0.         ... -0.          2.32470485
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 [ 2.01725393  1.20953495 -0.         ... -0.          2.28118424
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inear INPUT:  [[ 6.00758583e-01  2.99942876e-03  2.14371484e-04 ...  7.55487910e-01
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 [ 6.37370799e-01 -0.00000000e+00  1.20985456e-03 ...  8.34898558e-01
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Linear INPUT:  [[-0.          0.12193511 -0.         ...  0.868357    1.73361848
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 [-0.          0.15764686 -0.         ...  0.88636039  1.71489665
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 [-0.         -0.         -0.         ...  1.05383323  1.76334505
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 [-0.          0.07996041 -0.         ...  0.99698296  1.73548847
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 [-0.          0.14808437 -0.         ...  0.79533631  1.65023034
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 [-0.         -0.         -0.         ...  0.98376155  1.65086541
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Linear INPUT:  [[ 2.63366151  0.50436432 -0.         ... -0.          2.46957109
   2.45845834]
 [ 2.62326194  0.60338692 -0.         ... -0.          2.50412772
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 [ 2.72544306  0.66761122 -0.         ... -0.          2.57233726
   2.50655134]
 ...
 [ 2.73593     0.60983721 -0.         ... -0.          2.51759905
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 [ 2.73200077  0.43928007 -0.         ... -0.          2.41717475
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Epoch 1/10 => LR 0.001
Train Loss: 1.4676 | Train Acc: 0.0200 | Train Macro F1: 0.0196
Val Loss: 5.2115 | Val Acc: 0.2400 | Val Macro F1: 0.0430
Shuffling Dataset. 
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inear INPUT:  [[ 0.62783429  0.00304615  0.00593816 ...  0.81310326  0.81352822
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 [ 0.63457717 -0.          0.00847612 ...  0.81328854  0.81375853
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 [ 0.62926223 -0.         -0.         ...  0.81276617  0.81372096
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Linear INPUT:  [[-0.          0.11899692 -0.         ...  1.03741154  1.63332395
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 [-0.         -0.         -0.         ...  1.12299754  1.72205154
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 [-0.         -0.         -0.         ...  0.96913885  1.58887288
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 [-0.          0.00173852 -0.         ...  0.86559611  1.69320541
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 [-0.          0.05534896 -0.         ...  1.02916682  1.72174826
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 [-0.         -0.         -0.         ...  1.08513957  1.73820074
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Linear INPUT:  [[ 2.67408384  0.61665737 -0.         ... -0.          2.52298287
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 [ 2.80925701  0.59898296 -0.         ... -0.          2.4603498
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 [ 2.69494937  0.49795978 -0.         ... -0.          2.46529626
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inear INPUT:  [[ 6.00656698e-01  2.77836269e-03 -0.00000000e+00 ...  7.55608837e-01
   7.62695993e-01  9.44034006e-01]
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 [ 6.37287390e-01 -0.00000000e+00  9.88885230e-04 ...  8.34633142e-01
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Linear INPUT:  [[-0.          0.12173503 -0.         ...  0.86933386  1.73588672
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 [-0.          0.15728425 -0.         ...  0.88724262  1.71699196
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 [-0.          0.07965458 -0.         ...  0.99810405  1.73759852
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 [-0.         -0.         -0.         ...  0.98494958  1.65326679
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Linear INPUT:  [[ 2.641229    0.50235619 -0.         ... -0.          2.47337885
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 [ 2.63055541  0.60138811 -0.         ... -0.          2.50800006
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 [ 2.74387516  0.60740362 -0.         ... -0.          2.52116505
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 [ 2.73984184  0.43745822 -0.         ... -0.          2.42106556
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Epoch 2/10 => LR 0.001
Train Loss: 0.0083 | Train Acc: 1.0000 | Train Macro F1: 1.0000
Val Loss: 5.2566 | Val Acc: 0.2400 | Val Macro F1: 0.0430
Shuffling Dataset.
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inear INPUT:  [[ 0.63555914 -0.          0.00148735 ...  0.81413854  0.82400277
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 [ 0.63629841 -0.         -0.         ...  0.81346094  0.81380793
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 [ 0.63684021 -0.         -0.         ...  0.8128624   0.81302392
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 [ 0.62795267 -0.         -0.         ...  0.81359097  0.81337795
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Linear INPUT:  [[-0.          0.04472192 -0.         ...  0.93309846  1.65603042
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 [-0.         -0.         -0.         ...  1.06441941  1.6674071
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 [-0.          0.01021267 -0.         ...  1.01435403  1.69245939
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 [-0.         -0.         -0.         ...  1.15357313  1.70056398
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Linear INPUT:  [[ 2.65835961  0.51252862 -0.         ... -0.          2.53628796
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inear INPUT:  [[ 6.00560177e-01  2.56935973e-03 -0.00000000e+00 ...  7.55738396e-01
   7.62825865e-01  9.43890585e-01]
 [ 6.08029897e-01 -0.00000000e+00  6.57907513e-04 ...  7.67826104e-01
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 [ 5.96355988e-01  8.10223200e-03  1.65527344e-02 ...  7.45682283e-01
   7.44668077e-01  9.18027755e-01]
 ...
 [ 6.36294536e-01 -0.00000000e+00 -0.00000000e+00 ...  8.16123647e-01
   8.13859594e-01  1.02284715e+00]
 [ 6.03542593e-01  1.13234948e-02  2.45409443e-03 ...  7.61930246e-01
   7.65811605e-01  9.48432256e-01]
 [ 6.37208380e-01 -0.00000000e+00  7.79925013e-04 ...  8.34407640e-01
   8.57983147e-01  1.01703466e+00]]
Linear INPUT:  [[-0.          0.12153763 -0.         ...  0.87026883  1.73803629
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 [-0.          0.15693881 -0.         ...  0.8880895   1.71897565
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 [-0.         -0.         -0.         ...  1.05560236  1.76719982
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 ...
 [-0.          0.07935758 -0.         ...  0.99917784  1.73959897
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 [-0.          0.14798052 -0.         ...  0.79766347  1.65444086
   0.89202501]
 [-0.         -0.         -0.         ...  0.98607818  1.65552053
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Linear INPUT:  [[ 2.64836201  0.50047381 -0.         ... -0.          2.47699122
   2.45758099]
 [ 2.63742465  0.59952745 -0.         ... -0.          2.51166706
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 ...
 [ 2.75135812  0.60512612 -0.         ... -0.          2.52455044
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 [ 2.74722446  0.43575902 -0.         ... -0.          2.4247525
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 [ 2.78454118  0.57610472 -0.         ... -0.          2.53818
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100%|███████████████████████████████████████████████████████████████████████████████████████| 1/1 [00:06<00:00,  6.08s/it] 
Epoch 3/10 => LR 0.001
Train Loss: 0.0078 | Train Acc: 1.0000 | Train Macro F1: 1.0000
Val Loss: 5.2990 | Val Acc: 0.2400 | Val Macro F1: 0.0430
Reduced learning rate to 0.0007
Shuffling Dataset.
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