Skip to content
Snippets Groups Projects
Normal view History Permalink
singularity_116254.out 641 KiB
Newer Older
Raymond Chia's avatar
new doc string
Raymond Chia committed
3001 3002 3003 3004 3005 3006 3007 3008 3009 3010 3011 3012 3013 3014 3015 3016 3017 3018 3019 3020 3021 3022 3023 3024 3025 3026 3027 3028 3029 3030 3031 3032 3033 3034 3035 3036 3037 3038 3039 3040 3041 3042 3043 3044 3045 3046 3047 3048 3049 3050 3051 3052 3053 3054 3055 3056 3057 3058 3059 3060 3061 3062 3063 3064 3065 3066 3067 3068 3069 3070 3071 3072 3073 3074 3075 3076 3077 3078 3079 3080 3081 3082 3083 3084 3085 3086 3087 3088 3089 3090 3091 3092 3093 3094 3095 3096 3097 3098 3099 3100 3101 3102 3103 3104 3105 3106 3107 3108 3109 3110 3111 3112 3113 3114 3115 3116 3117 3118 3119 3120 3121 3122 3123 3124 3125 3126 3127 3128 3129 3130 3131 3132 3133 3134 3135 3136 3137 3138 3139 3140 3141 3142 3143 3144 3145 3146 3147 3148 3149 3150 3151 3152 3153 3154 3155 3156 3157 3158 3159 3160 3161 3162 3163 3164 3165 3166 3167 3168 3169 3170 3171 3172 3173 3174 3175 3176 3177 3178 3179 3180 3181 3182 3183 3184 3185 3186 3187 3188 3189 3190 3191 3192 3193 3194 3195 3196 3197 3198 3199 3200 3201 3202 3203 3204 3205 3206 3207 3208 3209 3210 3211 3212 3213 3214 3215 3216 3217 3218 3219 3220 3221 3222 3223 3224 3225 3226 3227 3228 3229 3230 3231 3232 3233 3234 3235 3236 3237 3238 3239 3240 3241 3242 3243 3244 3245 3246 3247 3248 3249 3250 3251 3252 3253 3254 3255 3256 3257 3258 3259 3260 3261 3262 3263 3264 3265 3266 3267 3268 3269 3270 3271 3272 3273 3274 3275 3276 3277 3278 3279 3280 3281 3282 3283 3284 3285 3286 3287 3288 3289 3290 3291 3292 3293 3294 3295 3296 3297 3298 3299 3300 3301 3302 3303 3304 3305 3306 3307 3308 3309 3310 3311 3312 3313 3314 3315 3316 3317 3318 3319 3320 3321 3322 3323 3324 3325 3326 3327 3328 3329 3330 3331 3332 3333 3334 3335 3336 3337 3338 3339 3340 3341 3342 3343 3344 3345 3346 3347 3348 3349 3350 3351 3352 3353 3354 3355 3356 3357 3358 3359 3360 3361 3362 3363 3364 3365 3366 3367 3368 3369 3370 3371 3372 3373 3374 3375 3376 3377 3378 3379 3380 3381 3382 3383 3384 3385 3386 3387 3388 3389 3390 3391 3392 3393 3394 3395 3396 3397 3398 3399 3400 3401 3402 3403 3404 3405 3406 3407 3408 3409 3410 3411 3412 3413 3414 3415 3416 3417 3418 3419 3420 3421 3422 3423 3424 3425 3426 3427 3428 3429 3430 3431 3432 3433 3434 3435 3436 3437 3438 3439 3440 3441 3442 3443 3444 3445 3446 3447 3448 3449 3450 3451 3452 3453 3454 3455 3456 3457 3458 3459 3460 3461 3462 3463 3464 3465 3466 3467 3468 3469 3470 3471 3472 3473 3474 3475 3476 3477 3478 3479 3480 3481 3482 3483 3484 3485 3486 3487 3488 3489 3490 3491 3492 3493 3494 3495 3496 3497 3498 3499 3500 3501 3502 3503 3504 3505 3506 3507 3508 3509 3510 3511 3512 3513 3514 3515 3516 3517 3518 3519 3520 3521 3522 3523 3524 3525 3526 3527 3528 3529 3530 3531 3532 3533 3534 3535 3536 3537 3538 3539 3540 3541 3542 3543 3544 3545 3546 3547 3548 3549 3550 3551 3552 3553 3554 3555 3556 3557 3558 3559 3560 3561 3562 3563 3564 3565 3566 3567 3568 3569 3570 3571 3572 3573 3574 3575 3576 3577 3578 3579 3580 3581 3582 3583 3584 3585 3586 3587 3588 3589 3590 3591 3592 3593 3594 3595 3596 3597 3598 3599 3600 3601 3602 3603 3604 3605 3606 3607 3608 3609 3610 3611 3612 3613 3614 3615 3616 3617 3618 3619 3620 3621 3622 3623 3624 3625 3626 3627 3628 3629 3630 3631 3632 3633 3634 3635 3636 3637 3638 3639 3640 3641 3642 3643 3644 3645 3646 3647 3648 3649 3650 3651 3652 3653 3654 3655 3656 3657 3658 3659 3660 3661 3662 3663 3664 3665 3666 3667 3668 3669 3670 3671 3672 3673 3674 3675 3676 3677 3678 3679 3680 3681 3682 3683 3684 3685 3686 3687 3688 3689 3690 3691 3692 3693 3694 3695 3696 3697 3698 3699 3700 3701 3702 3703 3704 3705 3706 3707 3708 3709 3710 3711 3712 3713 3714 3715 3716 3717 3718 3719 3720 3721 3722 3723 3724 3725 3726 3727 3728 3729 3730 3731 3732 3733 3734 3735 3736 3737 3738 3739 3740 3741 3742 3743 3744 3745 3746 3747 3748 3749 3750 3751 3752 3753 3754 3755 3756 3757 3758 3759 3760 3761 3762 3763 3764 3765 3766 3767 3768 3769 3770 3771 3772 3773 3774 3775 3776 3777 3778 3779 3780 3781 3782 3783 3784 3785 3786 3787 3788 3789 3790 3791 3792 3793 3794 3795 3796 3797 3798 3799 3800 3801 3802 3803 3804 3805 3806 3807 3808 3809 3810 3811 3812 3813 3814 3815 3816 3817 3818 3819 3820 3821 3822 3823 3824 3825 3826 3827 3828 3829 3830 3831 3832 3833 3834 3835 3836 3837 3838 3839 3840 3841 3842 3843 3844 3845 3846 3847 3848 3849 3850 3851 3852 3853 3854 3855 3856 3857 3858 3859 3860 3861 3862 3863 3864 3865 3866 3867 3868 3869 3870 3871 3872 3873 3874 3875 3876 3877 3878 3879 3880 3881 3882 3883 3884 3885 3886 3887 3888 3889 3890 3891 3892 3893 3894 3895 3896 3897 3898 3899 3900 3901 3902 3903 3904 3905 3906 3907 3908 3909 3910 3911 3912 3913 3914 3915 3916 3917 3918 3919 3920 3921 3922 3923 3924 3925 3926 3927 3928 3929 3930 3931 3932 3933 3934 3935 3936 3937 3938 3939 3940 3941 3942 3943 3944 3945 3946 3947 3948 3949 3950 3951 3952 3953 3954 3955 3956 3957 3958 3959 3960 3961 3962 3963 3964 3965 3966 3967 3968 3969 3970 3971 3972 3973 3974 3975 3976 3977 3978 3979 3980 3981 3982 3983 3984 3985 3986 3987 3988 3989 3990 3991 3992 3993 3994 3995 3996 3997 3998 3999 4000 

Search: Running Trial #12

Value             |Best Value So Far |Hyperparameter
3                 |4                 |n_layers
32                |64                |filter_unit0
64                |64                |filter_unit1
128               |256               |filter_unit2
1                 |4                 |kernel_size0
3                 |5                 |kernel_size1
2                 |2                 |kernel_size2
5                 |2                 |pool_size0
4                 |2                 |pool_size1
3                 |4                 |pool_size2
3                 |4                 |stride_size0
1                 |1                 |stride_size1
5                 |5                 |stride_size2
0.3               |0.1               |dropout0
0.4               |0.4               |dropout1
0.4               |0.4               |dropout2



Trial 12 Complete [00h 00m 04s]
val_loss: 19.757160186767578

Best val_loss So Far: 17.139734268188477
Total elapsed time: 00h 00m 53s

Search: Running Trial #13

Value             |Best Value So Far |Hyperparameter
5                 |4                 |n_layers
32                |64                |filter_unit0
128               |64                |filter_unit1
256               |256               |filter_unit2
32                |128               |filter_unit3
32                |None              |filter_unit4
2                 |4                 |kernel_size0
1                 |5                 |kernel_size1
1                 |2                 |kernel_size2
2                 |4                 |kernel_size3
3                 |None              |kernel_size4
1                 |2                 |pool_size0
1                 |2                 |pool_size1
2                 |4                 |pool_size2
4                 |4                 |pool_size3
3                 |None              |pool_size4
2                 |4                 |stride_size0
5                 |1                 |stride_size1
3                 |5                 |stride_size2
5                 |4                 |stride_size3
5                 |None              |stride_size4
0.4               |0.1               |dropout0
0                 |0.4               |dropout1
0.1               |0.4               |dropout2
0                 |0                 |dropout3
0.3               |None              |dropout4


2023-11-24 11:21:31.617068: W tensorflow/core/framework/op_kernel.cc:1828] OP_REQUIRES failed at save_restore_v2_ops.cc:112 : NOT_FOUND: /projects/CIBCIGroup/00DataUploading/rqchia/aria-respiration-cal/subject_specific/Pilot03/imu-bvp_rr/01/cnn1d_imu-bvp_rr_Pilot03_id1_combi5.0-7.0-10.0-12.0-20.0/bayesianoptimization/trial_13/checkpoint_temp/part-00000-of-00001.data-00000-of-00001.tempstate8637522188396869458; No such file or directory

Trial 13 Complete [00h 00m 07s]
val_loss: 18.843334197998047

Best val_loss So Far: 17.139734268188477
Total elapsed time: 00h 01m 00s

Search: Running Trial #14

Value             |Best Value So Far |Hyperparameter
1                 |4                 |n_layers
256               |64                |filter_unit0
1                 |4                 |kernel_size0
5                 |2                 |pool_size0
5                 |4                 |stride_size0
0.3               |0.1               |dropout0


Traceback (most recent call last):
  File "/home/rqchia/.local/lib/python3.8/site-packages/keras_tuner/src/engine/base_tuner.py", line 270, in _try_run_and_update_trial
    self._run_and_update_trial(trial, *fit_args, **fit_kwargs)
  File "/home/rqchia/.local/lib/python3.8/site-packages/keras_tuner/src/engine/base_tuner.py", line 235, in _run_and_update_trial
    results = self.run_trial(trial, *fit_args, **fit_kwargs)
  File "/home/rqchia/.local/lib/python3.8/site-packages/keras_tuner/src/engine/tuner.py", line 314, in run_trial
    obj_value = self._build_and_fit_model(trial, *args, **copied_kwargs)
  File "/home/rqchia/.local/lib/python3.8/site-packages/keras_tuner/src/engine/tuner.py", line 233, in _build_and_fit_model
    results = self.hypermodel.fit(hp, model, *args, **kwargs)
  File "/home/rqchia/projects/aria-respiration-cal/models/neuralnet.py", line 178, in fit
    history = model.fit(x, y,
  File "/home/rqchia/.local/lib/python3.8/site-packages/keras/src/utils/traceback_utils.py", line 70, in error_handler
    raise e.with_traceback(filtered_tb) from None
  File "/home/rqchia/.local/lib/python3.8/site-packages/keras_tuner/src/engine/tuner_utils.py", line 172, in on_epoch_end
    self._save_model()
  File "/home/rqchia/.local/lib/python3.8/site-packages/keras_tuner/src/engine/tuner_utils.py", line 182, in _save_model
    self.model.save_weights(write_filepath)
tensorflow.python.framework.errors_impl.NotFoundError: {{function_node __wrapped__SaveV2_dtypes_23_device_/job:localhost/replica:0/task:0/device:CPU:0}} /projects/CIBCIGroup/00DataUploading/rqchia/aria-respiration-cal/subject_specific/Pilot03/imu-bvp_rr/01/cnn1d_imu-bvp_rr_Pilot03_id1_combi5.0-7.0-10.0-12.0-20.0/bayesianoptimization/trial_13/checkpoint_temp/part-00000-of-00001.data-00000-of-00001.tempstate8637522188396869458; No such file or directory [Op:SaveV2]

Trial 14 Complete [00h 00m 02s]

Best val_loss So Far: 17.139734268188477
Total elapsed time: 00h 01m 02s

Search: Running Trial #15

Value             |Best Value So Far |Hyperparameter
4                 |4                 |n_layers
256               |64                |filter_unit0
128               |64                |filter_unit1
32                |256               |filter_unit2
32                |128               |filter_unit3
5                 |4                 |kernel_size0
4                 |5                 |kernel_size1
1                 |2                 |kernel_size2
2                 |4                 |kernel_size3
1                 |2                 |pool_size0
1                 |2                 |pool_size1
2                 |4                 |pool_size2
2                 |4                 |pool_size3
4                 |4                 |stride_size0
2                 |1                 |stride_size1
1                 |5                 |stride_size2
1                 |4                 |stride_size3
0.4               |0.1               |dropout0
0.2               |0.4               |dropout1
0                 |0.4               |dropout2
0.2               |0                 |dropout3



Trial 15 Complete [00h 00m 05s]
val_loss: 18.770875930786133

Best val_loss So Far: 17.139734268188477
Total elapsed time: 00h 01m 07s

Search: Running Trial #16

Value             |Best Value So Far |Hyperparameter
4                 |4                 |n_layers
256               |64                |filter_unit0
128               |64                |filter_unit1
64                |256               |filter_unit2
256               |128               |filter_unit3
4                 |4                 |kernel_size0
3                 |5                 |kernel_size1
3                 |2                 |kernel_size2
4                 |4                 |kernel_size3
2                 |2                 |pool_size0
5                 |2                 |pool_size1
2                 |4                 |pool_size2
1                 |4                 |pool_size3
1                 |4                 |stride_size0
5                 |1                 |stride_size1
1                 |5                 |stride_size2
2                 |4                 |stride_size3
0.2               |0.1               |dropout0
0.4               |0.4               |dropout1
0.1               |0.4               |dropout2
0                 |0                 |dropout3



Trial 16 Complete [00h 00m 07s]
val_loss: 18.38589096069336

Best val_loss So Far: 17.139734268188477
Total elapsed time: 00h 01m 14s

Search: Running Trial #17

Value             |Best Value So Far |Hyperparameter
1                 |4                 |n_layers
64                |64                |filter_unit0
4                 |4                 |kernel_size0
4                 |2                 |pool_size0
5                 |4                 |stride_size0
0                 |0.1               |dropout0



Trial 17 Complete [00h 00m 02s]
val_loss: 20.27121353149414

Best val_loss So Far: 17.139734268188477
Total elapsed time: 00h 01m 16s

Search: Running Trial #18

Value             |Best Value So Far |Hyperparameter
2                 |4                 |n_layers
64                |64                |filter_unit0
256               |64                |filter_unit1
3                 |4                 |kernel_size0
4                 |5                 |kernel_size1
2                 |2                 |pool_size0
5                 |2                 |pool_size1
2                 |4                 |stride_size0
4                 |1                 |stride_size1
0                 |0.1               |dropout0
0.3               |0.4               |dropout1



Trial 18 Complete [00h 00m 03s]
val_loss: 18.222980499267578

Best val_loss So Far: 17.139734268188477
Total elapsed time: 00h 01m 19s

Search: Running Trial #19

Value             |Best Value So Far |Hyperparameter
2                 |4                 |n_layers
64                |64                |filter_unit0
128               |64                |filter_unit1
3                 |4                 |kernel_size0
1                 |5                 |kernel_size1
1                 |2                 |pool_size0
2                 |2                 |pool_size1
3                 |4                 |stride_size0
2                 |1                 |stride_size1
0.4               |0.1               |dropout0
0.2               |0.4               |dropout1



Trial 19 Complete [00h 00m 03s]
val_loss: 18.2534122467041

Best val_loss So Far: 17.139734268188477
Total elapsed time: 00h 01m 23s

Search: Running Trial #20

Value             |Best Value So Far |Hyperparameter
1                 |4                 |n_layers
64                |64                |filter_unit0
5                 |4                 |kernel_size0
2                 |2                 |pool_size0
3                 |4                 |stride_size0
0.1               |0.1               |dropout0



Trial 20 Complete [00h 00m 02s]
val_loss: 20.31398582458496

Best val_loss So Far: 17.139734268188477
Total elapsed time: 00h 01m 25s
{'n_layers': 4, 'filter_unit0': 64, 'filter_unit1': 64, 'filter_unit2': 256, 'filter_unit3': 128, 'kernel_size0': 4, 'kernel_size1': 5, 'kernel_size2': 2, 'kernel_size3': 4, 'pool_size0': 2, 'pool_size1': 2, 'pool_size2': 4, 'pool_size3': 4, 'stride_size0': 4, 'stride_size1': 1, 'stride_size2': 5, 'stride_size3': 4, 'dropout0': 0.1, 'dropout1': 0.4, 'dropout2': 0.4, 'dropout3': 0.0}
Epoch 1/200

1/4 [======>.......................] - ETA: 9s - loss: 15.9062
4/4 [==============================] - ETA: 0s - loss: 15.2296WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 3s 41ms/step - loss: 15.2296 - lr: 1.0000e-04
Epoch 2/200

1/4 [======>.......................] - ETA: 0s - loss: 13.9380WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 13.6510 - lr: 1.0000e-04
Epoch 3/200

1/4 [======>.......................] - ETA: 0s - loss: 12.9292WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 12.1418 - lr: 1.0000e-04
Epoch 4/200

1/4 [======>.......................] - ETA: 0s - loss: 10.4924WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 10.2992 - lr: 1.0000e-04
Epoch 5/200

1/4 [======>.......................] - ETA: 0s - loss: 8.5694WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 9ms/step - loss: 8.4980 - lr: 1.0000e-04
Epoch 6/200

1/4 [======>.......................] - ETA: 0s - loss: 9.2414WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 7.1621 - lr: 1.0000e-04
Epoch 7/200

1/4 [======>.......................] - ETA: 0s - loss: 8.2102WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 5.9909 - lr: 1.0000e-04
Epoch 8/200

1/4 [======>.......................] - ETA: 0s - loss: 5.8161WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 5.6095 - lr: 1.0000e-04
Epoch 9/200

1/4 [======>.......................] - ETA: 0s - loss: 5.0113WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 5.1538 - lr: 1.0000e-04
Epoch 10/200

1/4 [======>.......................] - ETA: 0s - loss: 5.6980WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 4.8192 - lr: 1.0000e-04
Epoch 11/200

1/4 [======>.......................] - ETA: 0s - loss: 4.4539WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 4.5998 - lr: 1.0000e-04
Epoch 12/200

1/4 [======>.......................] - ETA: 0s - loss: 3.9485WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 4.9214 - lr: 1.0000e-04
Epoch 13/200

1/4 [======>.......................] - ETA: 0s - loss: 5.0288WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 4.5956 - lr: 1.0000e-04
Epoch 14/200

1/4 [======>.......................] - ETA: 0s - loss: 5.5832WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 4.4367 - lr: 1.0000e-04
Epoch 15/200

1/4 [======>.......................] - ETA: 0s - loss: 3.4318WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 4.3273 - lr: 1.0000e-04
Epoch 16/200

1/4 [======>.......................] - ETA: 0s - loss: 4.5899WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 4.9733 - lr: 1.0000e-04
Epoch 17/200

1/4 [======>.......................] - ETA: 0s - loss: 4.4016WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 4.3814 - lr: 1.0000e-04
Epoch 18/200

1/4 [======>.......................] - ETA: 0s - loss: 4.0720WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 7ms/step - loss: 3.8183 - lr: 1.0000e-04
Epoch 19/200

1/4 [======>.......................] - ETA: 0s - loss: 3.9576WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 3.9651 - lr: 1.0000e-04
Epoch 20/200

1/4 [======>.......................] - ETA: 0s - loss: 3.9109WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 4.0541 - lr: 1.0000e-04
Epoch 21/200

1/4 [======>.......................] - ETA: 0s - loss: 3.9668WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 11ms/step - loss: 4.0198 - lr: 1.0000e-04
Epoch 22/200

1/4 [======>.......................] - ETA: 0s - loss: 4.8291WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 17ms/step - loss: 3.7802 - lr: 1.0000e-04
Epoch 23/200

1/4 [======>.......................] - ETA: 0s - loss: 3.2300WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 11ms/step - loss: 3.9064 - lr: 1.0000e-04
Epoch 24/200

1/4 [======>.......................] - ETA: 0s - loss: 4.8002WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 16ms/step - loss: 4.0464 - lr: 1.0000e-04
Epoch 25/200

1/4 [======>.......................] - ETA: 0s - loss: 3.5307WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 17ms/step - loss: 3.9041 - lr: 1.0000e-04
Epoch 26/200

1/4 [======>.......................] - ETA: 0s - loss: 3.5527WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 17ms/step - loss: 3.7991 - lr: 1.0000e-04
Epoch 27/200

1/4 [======>.......................] - ETA: 0s - loss: 3.8154WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 15ms/step - loss: 3.6810 - lr: 1.0000e-04
Epoch 28/200

1/4 [======>.......................] - ETA: 0s - loss: 4.1128WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 3.5779 - lr: 1.0000e-04
Epoch 29/200

1/4 [======>.......................] - ETA: 0s - loss: 2.9903WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 3.6517 - lr: 1.0000e-04
Epoch 30/200

1/4 [======>.......................] - ETA: 0s - loss: 3.8987WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 3.5416 - lr: 1.0000e-04
Epoch 31/200

1/4 [======>.......................] - ETA: 0s - loss: 2.9696WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 3.6165 - lr: 1.0000e-04
Epoch 32/200

1/4 [======>.......................] - ETA: 0s - loss: 3.6109WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 3.5087 - lr: 1.0000e-04
Epoch 33/200

1/4 [======>.......................] - ETA: 0s - loss: 3.1266WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 3.6171 - lr: 1.0000e-04
Epoch 34/200

1/4 [======>.......................] - ETA: 0s - loss: 3.2800WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 3.7211 - lr: 1.0000e-04
Epoch 35/200

1/4 [======>.......................] - ETA: 0s - loss: 3.4476WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 7ms/step - loss: 3.6303 - lr: 1.0000e-04
Epoch 36/200

1/4 [======>.......................] - ETA: 0s - loss: 4.2399WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 3.4580 - lr: 1.0000e-04
Epoch 37/200

1/4 [======>.......................] - ETA: 0s - loss: 3.6966WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 3.3658 - lr: 1.0000e-04
Epoch 38/200

1/4 [======>.......................] - ETA: 0s - loss: 3.2015WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 3.6064 - lr: 1.0000e-04
Epoch 39/200

1/4 [======>.......................] - ETA: 0s - loss: 2.5321WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 3.1839 - lr: 1.0000e-04
Epoch 40/200

1/4 [======>.......................] - ETA: 0s - loss: 3.9996WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 3.4475 - lr: 1.0000e-04
Epoch 41/200

1/4 [======>.......................] - ETA: 0s - loss: 3.9804WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 3.1535 - lr: 1.0000e-04
Epoch 42/200

1/4 [======>.......................] - ETA: 0s - loss: 2.8810WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 3.3156 - lr: 1.0000e-04
Epoch 43/200

1/4 [======>.......................] - ETA: 0s - loss: 3.3498WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 3.4804 - lr: 1.0000e-04
Epoch 44/200

1/4 [======>.......................] - ETA: 0s - loss: 3.1915WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 3.2317 - lr: 1.0000e-04
Epoch 45/200

1/4 [======>.......................] - ETA: 0s - loss: 4.4387WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 3.5021 - lr: 1.0000e-04
Epoch 46/200

1/4 [======>.......................] - ETA: 0s - loss: 3.5504WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 17ms/step - loss: 3.2418 - lr: 1.0000e-04
Epoch 47/200

1/4 [======>.......................] - ETA: 0s - loss: 3.9824WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 14ms/step - loss: 3.0763 - lr: 1.0000e-04
Epoch 48/200

1/4 [======>.......................] - ETA: 0s - loss: 2.7979WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 14ms/step - loss: 2.7570 - lr: 1.0000e-04
Epoch 49/200

1/4 [======>.......................] - ETA: 0s - loss: 3.3849WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 17ms/step - loss: 3.3544 - lr: 1.0000e-04
Epoch 50/200

1/4 [======>.......................] - ETA: 0s - loss: 2.9525WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 17ms/step - loss: 3.0941 - lr: 1.0000e-04
Epoch 51/200

1/4 [======>.......................] - ETA: 0s - loss: 3.3834WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 17ms/step - loss: 3.2265 - lr: 1.0000e-04
Epoch 52/200

1/4 [======>.......................] - ETA: 0s - loss: 3.0196WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 9ms/step - loss: 3.3287 - lr: 1.0000e-04
Epoch 53/200

1/4 [======>.......................] - ETA: 0s - loss: 3.1575WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 3.1690 - lr: 1.0000e-04
Epoch 54/200

1/4 [======>.......................] - ETA: 0s - loss: 3.5475WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 3.3415 - lr: 1.0000e-04
Epoch 55/200

1/4 [======>.......................] - ETA: 0s - loss: 4.0864WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 3.1534 - lr: 1.0000e-04
Epoch 56/200

1/4 [======>.......................] - ETA: 0s - loss: 2.7263WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.9850 - lr: 1.0000e-04
Epoch 57/200

1/4 [======>.......................] - ETA: 0s - loss: 2.6530WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.8286 - lr: 1.0000e-04
Epoch 58/200

1/4 [======>.......................] - ETA: 0s - loss: 1.8196WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 3.0481 - lr: 1.0000e-04
Epoch 59/200

1/4 [======>.......................] - ETA: 0s - loss: 2.2146WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 3.3018 - lr: 1.0000e-04
Epoch 60/200

1/4 [======>.......................] - ETA: 0s - loss: 2.9556WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.9289 - lr: 1.0000e-04
Epoch 61/200

1/4 [======>.......................] - ETA: 0s - loss: 2.9093WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 3.0286 - lr: 1.0000e-04
Epoch 62/200

1/4 [======>.......................] - ETA: 0s - loss: 2.5416WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.9408 - lr: 1.0000e-04
Epoch 63/200

1/4 [======>.......................] - ETA: 0s - loss: 3.5865WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 3.3550 - lr: 1.0000e-04
Epoch 64/200

1/4 [======>.......................] - ETA: 0s - loss: 2.7744WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.8563 - lr: 1.0000e-04
Epoch 65/200

1/4 [======>.......................] - ETA: 0s - loss: 3.4828WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.9520 - lr: 1.0000e-04
Epoch 66/200

1/4 [======>.......................] - ETA: 0s - loss: 3.1996WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.9476 - lr: 1.0000e-04
Epoch 67/200

1/4 [======>.......................] - ETA: 0s - loss: 2.4262WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.7319 - lr: 1.0000e-04
Epoch 68/200

1/4 [======>.......................] - ETA: 0s - loss: 1.7180WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.5342 - lr: 1.0000e-04
Epoch 69/200

1/4 [======>.......................] - ETA: 0s - loss: 3.0747WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 3.0452 - lr: 1.0000e-04
Epoch 70/200

1/4 [======>.......................] - ETA: 0s - loss: 2.4942WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.8584 - lr: 1.0000e-04
Epoch 71/200

1/4 [======>.......................] - ETA: 0s - loss: 3.2401WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.8568 - lr: 1.0000e-04
Epoch 72/200

1/4 [======>.......................] - ETA: 0s - loss: 2.5342WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.5427 - lr: 1.0000e-04
Epoch 73/200

1/4 [======>.......................] - ETA: 0s - loss: 3.2604WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 17ms/step - loss: 2.8428 - lr: 1.0000e-04
Epoch 74/200

1/4 [======>.......................] - ETA: 0s - loss: 2.9352WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 17ms/step - loss: 2.7247 - lr: 1.0000e-04
Epoch 75/200

1/4 [======>.......................] - ETA: 0s - loss: 2.8136WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 12ms/step - loss: 2.6664 - lr: 1.0000e-04
Epoch 76/200

1/4 [======>.......................] - ETA: 0s - loss: 2.6398WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 17ms/step - loss: 2.6253 - lr: 1.0000e-04
Epoch 77/200

1/4 [======>.......................] - ETA: 0s - loss: 2.6285WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 17ms/step - loss: 2.5937 - lr: 1.0000e-04
Epoch 78/200

1/4 [======>.......................] - ETA: 0s - loss: 2.8914WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 17ms/step - loss: 2.9843 - lr: 1.0000e-04
Epoch 79/200

1/4 [======>.......................] - ETA: 0s - loss: 2.2470WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 9ms/step - loss: 2.4244 - lr: 1.0000e-04
Epoch 80/200

1/4 [======>.......................] - ETA: 0s - loss: 2.8564WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 9ms/step - loss: 2.6120 - lr: 1.0000e-04
Epoch 81/200

1/4 [======>.......................] - ETA: 0s - loss: 2.3601WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.7779 - lr: 1.0000e-04
Epoch 82/200

1/4 [======>.......................] - ETA: 0s - loss: 2.9049WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.6883 - lr: 1.0000e-04
Epoch 83/200

1/4 [======>.......................] - ETA: 0s - loss: 2.3224WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 3.0009 - lr: 1.0000e-04
Epoch 84/200

1/4 [======>.......................] - ETA: 0s - loss: 2.6880WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.4304 - lr: 1.0000e-04
Epoch 85/200

1/4 [======>.......................] - ETA: 0s - loss: 2.7886WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.6186 - lr: 1.0000e-04
Epoch 86/200

1/4 [======>.......................] - ETA: 0s - loss: 2.9419WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.6400 - lr: 1.0000e-04
Epoch 87/200

1/4 [======>.......................] - ETA: 0s - loss: 2.9467WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.8811 - lr: 1.0000e-04
Epoch 88/200

1/4 [======>.......................] - ETA: 0s - loss: 3.3554WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.8869 - lr: 1.0000e-04
Epoch 89/200

1/4 [======>.......................] - ETA: 0s - loss: 3.3135WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 3.0397 - lr: 1.0000e-04
Epoch 90/200

1/4 [======>.......................] - ETA: 0s - loss: 2.6381WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.7052 - lr: 1.0000e-04
Epoch 91/200

1/4 [======>.......................] - ETA: 0s - loss: 3.1271WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.8002 - lr: 1.0000e-04
Epoch 92/200

1/4 [======>.......................] - ETA: 0s - loss: 2.5652WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.5572 - lr: 1.0000e-04
Epoch 93/200

1/4 [======>.......................] - ETA: 0s - loss: 2.5574WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.5307 - lr: 1.0000e-04
Epoch 94/200

1/4 [======>.......................] - ETA: 0s - loss: 3.2624WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.7718 - lr: 1.0000e-04
Epoch 95/200

1/4 [======>.......................] - ETA: 0s - loss: 2.5759WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.5228 - lr: 1.0000e-04
Epoch 96/200

1/4 [======>.......................] - ETA: 0s - loss: 2.2566WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.6376 - lr: 1.0000e-04
Epoch 97/200

1/4 [======>.......................] - ETA: 0s - loss: 2.4016WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.8153 - lr: 1.0000e-04
Epoch 98/200

1/4 [======>.......................] - ETA: 0s - loss: 2.9229WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.5380 - lr: 1.0000e-04
Epoch 99/200

1/4 [======>.......................] - ETA: 0s - loss: 2.5491WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.6510 - lr: 1.0000e-04
Epoch 100/200

1/4 [======>.......................] - ETA: 0s - loss: 2.3656WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.6334 - lr: 1.0000e-04
Epoch 101/200

1/4 [======>.......................] - ETA: 0s - loss: 3.0854WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 17ms/step - loss: 2.5643 - lr: 9.0484e-05
Epoch 102/200

1/4 [======>.......................] - ETA: 0s - loss: 2.9913WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 16ms/step - loss: 2.6735 - lr: 8.1873e-05
Epoch 103/200

1/4 [======>.......................] - ETA: 0s - loss: 2.8973WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 14ms/step - loss: 2.7753 - lr: 7.4082e-05
Epoch 104/200

1/4 [======>.......................] - ETA: 0s - loss: 2.9018WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 17ms/step - loss: 2.4462 - lr: 6.7032e-05
Epoch 105/200

1/4 [======>.......................] - ETA: 0s - loss: 2.2300WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 17ms/step - loss: 2.4448 - lr: 6.0653e-05
Epoch 106/200

1/4 [======>.......................] - ETA: 0s - loss: 2.2535WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 17ms/step - loss: 2.5686 - lr: 5.4881e-05
Epoch 107/200

1/4 [======>.......................] - ETA: 0s - loss: 2.9386WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 10ms/step - loss: 2.5282 - lr: 4.9659e-05
Epoch 108/200

1/4 [======>.......................] - ETA: 0s - loss: 2.2152WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.2724 - lr: 4.4933e-05
Epoch 109/200

1/4 [======>.......................] - ETA: 0s - loss: 2.3104WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.5981 - lr: 4.0657e-05
Epoch 110/200

1/4 [======>.......................] - ETA: 0s - loss: 2.2153WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.4893 - lr: 3.6788e-05
Epoch 111/200

1/4 [======>.......................] - ETA: 0s - loss: 2.2282WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.3647 - lr: 3.3287e-05
Epoch 112/200

1/4 [======>.......................] - ETA: 0s - loss: 2.4276WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.2099 - lr: 3.0119e-05
Epoch 113/200

1/4 [======>.......................] - ETA: 0s - loss: 2.3109WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.3937 - lr: 2.7253e-05
Epoch 114/200

1/4 [======>.......................] - ETA: 0s - loss: 2.3387WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 7ms/step - loss: 2.4165 - lr: 2.4660e-05
Epoch 115/200

1/4 [======>.......................] - ETA: 0s - loss: 2.6396WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.6059 - lr: 2.2313e-05
Epoch 116/200

1/4 [======>.......................] - ETA: 0s - loss: 2.2821WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.5171 - lr: 2.0190e-05
Epoch 117/200

1/4 [======>.......................] - ETA: 0s - loss: 2.4658WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.5268 - lr: 1.8268e-05
Epoch 118/200

1/4 [======>.......................] - ETA: 0s - loss: 2.4160WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.3962 - lr: 1.6530e-05
Epoch 119/200

1/4 [======>.......................] - ETA: 0s - loss: 2.6037WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.3973 - lr: 1.4957e-05
Epoch 120/200

1/4 [======>.......................] - ETA: 0s - loss: 2.2332WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 7ms/step - loss: 2.4960 - lr: 1.3534e-05
Epoch 121/200

1/4 [======>.......................] - ETA: 0s - loss: 2.2085WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.1126 - lr: 1.2246e-05
Epoch 122/200

1/4 [======>.......................] - ETA: 0s - loss: 3.1746WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.5130 - lr: 1.1080e-05
Epoch 123/200

1/4 [======>.......................] - ETA: 0s - loss: 2.7951WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.3512 - lr: 1.0026e-05
Epoch 124/200

1/4 [======>.......................] - ETA: 0s - loss: 2.5613WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.3405 - lr: 9.0718e-06
Epoch 125/200

1/4 [======>.......................] - ETA: 0s - loss: 2.5126WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.5013 - lr: 8.2085e-06
Epoch 126/200

1/4 [======>.......................] - ETA: 0s - loss: 2.4471WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.2901 - lr: 7.4273e-06
Epoch 127/200

1/4 [======>.......................] - ETA: 0s - loss: 2.1534WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.2656 - lr: 6.7205e-06
Epoch 128/200

1/4 [======>.......................] - ETA: 0s - loss: 2.1315WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 10ms/step - loss: 2.3152 - lr: 6.0810e-06
Epoch 129/200

1/4 [======>.......................] - ETA: 0s - loss: 2.4505WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 17ms/step - loss: 2.2848 - lr: 5.5023e-06
Epoch 130/200

1/4 [======>.......................] - ETA: 0s - loss: 2.1452WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 11ms/step - loss: 2.4849 - lr: 4.9787e-06
Epoch 131/200

1/4 [======>.......................] - ETA: 0s - loss: 2.5665WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 15ms/step - loss: 2.2442 - lr: 4.5049e-06
Epoch 132/200

1/4 [======>.......................] - ETA: 0s - loss: 2.4888WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 17ms/step - loss: 2.6150 - lr: 4.0762e-06
Epoch 133/200

1/4 [======>.......................] - ETA: 0s - loss: 2.7419WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 17ms/step - loss: 2.4021 - lr: 3.6883e-06
Epoch 134/200

1/4 [======>.......................] - ETA: 0s - loss: 2.4235WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 15ms/step - loss: 2.2854 - lr: 3.3373e-06
Epoch 135/200

1/4 [======>.......................] - ETA: 0s - loss: 1.9644WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 9ms/step - loss: 2.4787 - lr: 3.0197e-06
Epoch 136/200

1/4 [======>.......................] - ETA: 0s - loss: 2.7249WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.4148 - lr: 2.7324e-06
Epoch 137/200

1/4 [======>.......................] - ETA: 0s - loss: 2.2678WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.4121 - lr: 2.4723e-06
Epoch 138/200

1/4 [======>.......................] - ETA: 0s - loss: 2.2815WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.4592 - lr: 2.2371e-06
Epoch 139/200

1/4 [======>.......................] - ETA: 0s - loss: 2.3055WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.2248 - lr: 2.0242e-06
Epoch 140/200

1/4 [======>.......................] - ETA: 0s - loss: 2.1987WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.2339 - lr: 1.8316e-06
Epoch 141/200

1/4 [======>.......................] - ETA: 0s - loss: 2.3770WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.5050 - lr: 1.6573e-06
Epoch 142/200

1/4 [======>.......................] - ETA: 0s - loss: 2.8066WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.4735 - lr: 1.4996e-06
Epoch 143/200

1/4 [======>.......................] - ETA: 0s - loss: 2.4656WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.4319 - lr: 1.3569e-06
Epoch 144/200

1/4 [======>.......................] - ETA: 0s - loss: 2.3978WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 7ms/step - loss: 2.0481 - lr: 1.2277e-06
Epoch 145/200

1/4 [======>.......................] - ETA: 0s - loss: 2.0121WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 7ms/step - loss: 2.5366 - lr: 1.1109e-06
Epoch 146/200

1/4 [======>.......................] - ETA: 0s - loss: 3.3645WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.2349 - lr: 1.0052e-06
Epoch 147/200

1/4 [======>.......................] - ETA: 0s - loss: 2.0926WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.2444 - lr: 9.0953e-07
Epoch 148/200

1/4 [======>.......................] - ETA: 0s - loss: 2.2841WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.5014 - lr: 8.2297e-07
Epoch 149/200

1/4 [======>.......................] - ETA: 0s - loss: 2.4637WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.6140 - lr: 7.4466e-07
Epoch 150/200

1/4 [======>.......................] - ETA: 0s - loss: 2.6579WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.5189 - lr: 6.7379e-07
Epoch 151/200

1/4 [======>.......................] - ETA: 0s - loss: 2.3853WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.5402 - lr: 6.0967e-07
Epoch 152/200

1/4 [======>.......................] - ETA: 0s - loss: 2.2857WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.3058 - lr: 5.5165e-07
Epoch 153/200

1/4 [======>.......................] - ETA: 0s - loss: 2.2161WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 13ms/step - loss: 2.5289 - lr: 4.9916e-07
Epoch 154/200

1/4 [======>.......................] - ETA: 0s - loss: 2.4808WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 17ms/step - loss: 2.5938 - lr: 4.5166e-07
Epoch 155/200

1/4 [======>.......................] - ETA: 0s - loss: 2.2104WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 10ms/step - loss: 2.4007 - lr: 4.0868e-07
Epoch 156/200

1/4 [======>.......................] - ETA: 0s - loss: 2.1159WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 17ms/step - loss: 2.3104 - lr: 3.6979e-07
Epoch 157/200

1/4 [======>.......................] - ETA: 0s - loss: 2.3956WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 17ms/step - loss: 2.4697 - lr: 3.3460e-07
Epoch 158/200

1/4 [======>.......................] - ETA: 0s - loss: 2.3470WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 17ms/step - loss: 2.4395 - lr: 3.0275e-07
Epoch 159/200

1/4 [======>.......................] - ETA: 0s - loss: 2.6869WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 13ms/step - loss: 2.5552 - lr: 2.7394e-07
Epoch 160/200

1/4 [======>.......................] - ETA: 0s - loss: 2.0457WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 9ms/step - loss: 2.4688 - lr: 2.4787e-07
Epoch 161/200

1/4 [======>.......................] - ETA: 0s - loss: 2.7620WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.4495 - lr: 2.2429e-07
Epoch 162/200

1/4 [======>.......................] - ETA: 0s - loss: 2.2916WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 7ms/step - loss: 2.6035 - lr: 2.0294e-07
Epoch 163/200

1/4 [======>.......................] - ETA: 0s - loss: 2.2937WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 7ms/step - loss: 2.4305 - lr: 1.8363e-07
Epoch 164/200

1/4 [======>.......................] - ETA: 0s - loss: 2.6021WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 7ms/step - loss: 2.6588 - lr: 1.6616e-07
Epoch 165/200

1/4 [======>.......................] - ETA: 0s - loss: 2.7375WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.4308 - lr: 1.5034e-07
Epoch 166/200

1/4 [======>.......................] - ETA: 0s - loss: 2.2238WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 7ms/step - loss: 2.4725 - lr: 1.3604e-07
Epoch 167/200

1/4 [======>.......................] - ETA: 0s - loss: 2.4660WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 7ms/step - loss: 2.4190 - lr: 1.2309e-07
Epoch 168/200

1/4 [======>.......................] - ETA: 0s - loss: 2.3724WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.3059 - lr: 1.1138e-07
Epoch 169/200

1/4 [======>.......................] - ETA: 0s - loss: 3.1153WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.6701 - lr: 1.0078e-07
Epoch 170/200

1/4 [======>.......................] - ETA: 0s - loss: 1.9244WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 7ms/step - loss: 2.5817 - lr: 9.1188e-08
Epoch 171/200

1/4 [======>.......................] - ETA: 0s - loss: 1.7937WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.3688 - lr: 8.2510e-08
Epoch 172/200

1/4 [======>.......................] - ETA: 0s - loss: 2.2900WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.1523 - lr: 7.4658e-08
Epoch 173/200

1/4 [======>.......................] - ETA: 0s - loss: 2.5952WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.5454 - lr: 6.7554e-08
Epoch 174/200

1/4 [======>.......................] - ETA: 0s - loss: 2.4785WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.3937 - lr: 6.1125e-08
Epoch 175/200

1/4 [======>.......................] - ETA: 0s - loss: 2.5395WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.4289 - lr: 5.5308e-08
Epoch 176/200

1/4 [======>.......................] - ETA: 0s - loss: 2.5145WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 7ms/step - loss: 2.3695 - lr: 5.0045e-08
Epoch 177/200

1/4 [======>.......................] - ETA: 0s - loss: 2.3874WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.4541 - lr: 4.5283e-08
Epoch 178/200

1/4 [======>.......................] - ETA: 0s - loss: 2.1560WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.2338 - lr: 4.0973e-08
Epoch 179/200

1/4 [======>.......................] - ETA: 0s - loss: 2.3712WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.2860 - lr: 3.7074e-08
Epoch 180/200

1/4 [======>.......................] - ETA: 0s - loss: 2.4710WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 17ms/step - loss: 2.2257 - lr: 3.3546e-08
Epoch 181/200

1/4 [======>.......................] - ETA: 0s - loss: 2.4176WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 16ms/step - loss: 2.4592 - lr: 3.0354e-08
Epoch 182/200

1/4 [======>.......................] - ETA: 0s - loss: 2.4712WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 14ms/step - loss: 2.4189 - lr: 2.7465e-08
Epoch 183/200

1/4 [======>.......................] - ETA: 0s - loss: 3.0283
4/4 [==============================] - ETA: 0s - loss: 2.5806WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 18ms/step - loss: 2.5806 - lr: 2.4852e-08
Epoch 184/200

1/4 [======>.......................] - ETA: 0s - loss: 2.9860WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 17ms/step - loss: 2.4984 - lr: 2.2487e-08
Epoch 185/200

1/4 [======>.......................] - ETA: 0s - loss: 2.6525WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 17ms/step - loss: 2.5933 - lr: 2.0347e-08
Epoch 186/200

1/4 [======>.......................] - ETA: 0s - loss: 2.5285WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 9ms/step - loss: 2.3046 - lr: 1.8410e-08
Epoch 187/200

1/4 [======>.......................] - ETA: 0s - loss: 2.1943WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.2719 - lr: 1.6659e-08
Epoch 188/200

1/4 [======>.......................] - ETA: 0s - loss: 2.2924WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.2959 - lr: 1.5073e-08
Epoch 189/200

1/4 [======>.......................] - ETA: 0s - loss: 2.0513WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.2469 - lr: 1.3639e-08
Epoch 190/200

1/4 [======>.......................] - ETA: 0s - loss: 1.9981WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.4773 - lr: 1.2341e-08
Epoch 191/200

1/4 [======>.......................] - ETA: 0s - loss: 2.5060WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss

4/4 [==============================] - 0s 8ms/step - loss: 2.5062 - lr: 1.1167e-08
Epoch 192/200

1/4 [======>.......................] - ETA: 0s - loss: 2.1732WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss
Show full blame