README.md

HyGCL-AdT

Dual-level Hypergraph Contrastive Learning with Adaptive Temperature Enhancement

Official source code of "Dual-level Hypergraph Contrastive Learning with Adaptive Temperature Enhancement" (WWW 2024) Source Code

Figure 1: The framework of HyGCL-AdT: (i) given a hypergraph $\mathcal{G}$, HyGCL-AdT samples $A_{1}, A_{2}$ from hypergraph augmentation set $\mathcal{T}$. Here $A_1$ and $A_2$ denote hyperedge removal and node dropping, respectively. With the augmented hypergraphs, it performs noise $\delta$ over augmented graphs for generating challenging hypergraph pairs; (ii) augmented graphs $\widetilde{G}_{1}$ and $\widetilde{G}_{2}$ are fed into HyGNNs encoder $f(\cdot)$ and projection head $h(\cdot)$ to get node and hyperedge embeddings. (iii) a dual-level contrastive strategy is designed to reach agreements among node embeddings from a local view and agreements among community embeddings from a global perspective. The dual-level contrast optimization is enhanced via the adaptive temperature $\tau_{nd}$ and $\tau_{cm}$, respectively.

Usage

Requirements

This code is developed and tested with python 3.11.5 with torch 2.1.2, and the required packages are listed in the requirements.txt.

Please run pip install -r requirements.txt to install all the dependencies.

For datasets, please run unzip ./data/raw_data.zip -d ./data/ to unzip data into folder ./data/.

HyGCL-AdT

To reproduce our experiments, simply run:

python main.py --dname dataset

Available datasets are: [ "Twitter-HyDrug", "cora", "citeseer", "coauthor_cora", "zoo", "Mushroom", "NTU2012"]

Available data augmentations are: [ "edge", "mask", "hyperedge", "mask_col", "adapt", "adapt_feat", "adapt_edge"]

For instance, for benchmark hypergraph dataset cora, please run:

python main.py --dname cora

As shown in Table I, Twitter-HyDrug has relatively large number of hyperedges, and requires large GPU memory for some calculation. We provides an option to move part of calculations to CPU. Our program will auto detect the dataset, and ask whether move part of calculation to CPU. If so, it may take longer for some calculation on CPU. For example, to reproduce our experiment on Twitter-HyDrug wtih some calculation on CPU, please run:

>> python main.py --dname Twitter-HyDrug
## "Due to the limited GPU memory, do you want to move some calculations to CPU? (y/n)"
>> y
## "Move some calculations to CPU!"

Dataset

We adopt seven benchmark hypergraph datasets. The data statistics are listed in Table I.

Dataset	TWitter-HyDrug	Cora	Citeseer	Cora-CA	Zoo	Mushroom	NTU2012
# nodes	2,936	2,708	3,312	2,708	101	8,124	2012
# hyperedges	33,893	1,579	1,079	1,072	43	298	2,012
# features	384	1,433	3,703	1,433	16	22	100
# classes	4	7	6	7	7	2	67
max $d(e)$	635	5	26	43	93	1808	5
min $d(e)$	1	2	2	2	1	1	5
avg $d(e)$	2.34	3.03	3.20	4.28	39.93	136.31	5
max $d(v)$	3,340	145	88	23	17	5	19
min $d(v)$	0	0	0	0	17	5	1
avg $d(v)$	31.49	1.77	1.04	1.69	17	5	5

Table I: Data Statistics of benchmark hypergraph datasets. d(e) and d(v) indicate the degree of hyperedges and nodes, respectively.

Twitter-HyDrug

We adopt the benchmark hypergraph dataset Twitter-HyDrug from HyGCL-DC. Twitter-HyDrug is a real-world hypergraph data that describes the drug trafficking communities on Twitter. Unlike HyGCL-DC that targets at drug trafficking community detection task (a multi-label node classification), we aim to identify drug user roles in drug trafficking activities on social media. To this end, we categorize node labels into four distinct roles: drug seller, drug buyer, drug user, and drug discussant, and each node is assigned to one and only one label. Consequently, we frame our problem as a multi-class node classification task.

More detailed statistic of Twitter-HyDrug is listed in Table II.

Class Types	# of Nodes	Hyperedge Types	# of Hyperedges
Drug seller	455	User-contain-emoji	1,616
Drug buyer	319	User-engage-conversation	13,650
Drug user	1,650	User-include-hashtag	17,018
Drug discussant	512	User-follow-user	1,609
Total Nodes	2,936	Total Hyperedges	33,893

Table II: Detailed data statistic of Twitter-HyDrug

Contact

Yiyue Qian - yqian5@nd.edu

Tianyi Ma - tma2@nd.edu

Discussions, suggestions and questions are always welcome!

Citation

@inproceedings{,
  title={Dual-level Hypergraph Contrastive Learning with Adaptive Temperature Enhancement},
  author={Qian, Yiyue and Ma, Tianyi and Zhang, Chuxu  and Ye, Yanfang },
  booktitle={The International World Wide Web Conference},
  year={2024}
}

Logger

We provide the completed running logger for the Twitter-HyDrug data in ./result/Twitter-HyDrug.log.

Besides, this is a sample running logger which records the output and the model performance for Cora data:

Epoch: 00, Train Loss: 18.5445, Valid Loss: 1.8159, Test  Loss: 1.7983, Train Acc: 47.04%, Valid Acc: 33.58%, Test  Acc: 35.07%, Train F1: 29.06%, Valid F1: 19.62%, Test  F1: 20.25%, 
Epoch: 01, Train Loss: 18.3816, Valid Loss: 1.7099, Test  Loss: 1.6771, Train Acc: 60.00%, Valid Acc: 37.27%, Test  Acc: 39.22%, Train F1: 47.90%, Valid F1: 23.79%, Test  F1: 24.35%, 
Epoch: 02, Train Loss: 18.1994, Valid Loss: 1.6081, Test  Loss: 1.5668, Train Acc: 66.30%, Valid Acc: 39.85%, Test  Acc: 43.19%, Train F1: 55.90%, Valid F1: 26.61%, Test  F1: 29.63%, 
Epoch: 03, Train Loss: 18.0156, Valid Loss: 1.5061, Test  Loss: 1.4622, Train Acc: 73.33%, Valid Acc: 45.02%, Test  Acc: 46.47%, Train F1: 64.68%, Valid F1: 33.65%, Test  F1: 33.35%, 
Epoch: 04, Train Loss: 17.8567, Valid Loss: 1.3941, Test  Loss: 1.3519, Train Acc: 82.59%, Valid Acc: 50.55%, Test  Acc: 51.41%, Train F1: 78.08%, Valid F1: 39.35%, Test  F1: 39.72%, 
Epoch: 05, Train Loss: 17.6785, Valid Loss: 1.2853, Test  Loss: 1.2470, Train Acc: 87.78%, Valid Acc: 53.87%, Test  Acc: 56.81%, Train F1: 84.89%, Valid F1: 42.57%, Test  F1: 45.86%, 
Epoch: 06, Train Loss: 17.5324, Valid Loss: 1.1924, Test  Loss: 1.1575, Train Acc: 92.96%, Valid Acc: 59.41%, Test  Acc: 60.50%, Train F1: 91.31%, Valid F1: 48.81%, Test  F1: 51.00%, 
Epoch: 07, Train Loss: 17.3587, Valid Loss: 1.1174, Test  Loss: 1.0832, Train Acc: 95.19%, Valid Acc: 64.94%, Test  Acc: 63.91%, Train F1: 93.90%, Valid F1: 58.68%, Test  F1: 54.83%, 
Epoch: 08, Train Loss: 17.1775, Valid Loss: 1.0573, Test  Loss: 1.0210, Train Acc: 97.04%, Valid Acc: 65.68%, Test  Acc: 66.54%, Train F1: 96.10%, Valid F1: 59.76%, Test  F1: 58.11%, 
Epoch: 09, Train Loss: 17.0377, Valid Loss: 1.0125, Test  Loss: 0.9716, Train Acc: 97.78%, Valid Acc: 68.27%, Test  Acc: 68.44%, Train F1: 96.72%, Valid F1: 63.07%, Test  F1: 60.89%, 
Epoch: 10, Train Loss: 16.9099, Valid Loss: 0.9822, Test  Loss: 0.9388, Train Acc: 98.15%, Valid Acc: 69.74%, Test  Acc: 69.91%, Train F1: 97.15%, Valid F1: 65.48%, Test  F1: 63.61%, 
Epoch: 11, Train Loss: 16.8113, Valid Loss: 0.9721, Test  Loss: 0.9236, Train Acc: 99.63%, Valid Acc: 69.37%, Test  Acc: 70.79%, Train F1: 99.72%, Valid F1: 64.57%, Test  F1: 65.13%, 
Epoch: 12, Train Loss: 16.6706, Valid Loss: 0.9757, Test  Loss: 0.9233, Train Acc: 99.63%, Valid Acc: 69.37%, Test  Acc: 71.48%, Train F1: 99.72%, Valid F1: 65.71%, Test  F1: 66.62%, 
Epoch: 13, Train Loss: 16.5034, Valid Loss: 0.9936, Test  Loss: 0.9366, Train Acc: 100.00%, Valid Acc: 70.48%, Test  Acc: 72.50%, Train F1: 100.00%, Valid F1: 66.29%, Test  F1: 68.22%, 
Epoch: 14, Train Loss: 16.4938, Valid Loss: 1.0216, Test  Loss: 0.9594, Train Acc: 100.00%, Valid Acc: 71.22%, Test  Acc: 72.73%, Train F1: 100.00%, Valid F1: 67.14%, Test  F1: 68.90%, 
Epoch: 15, Train Loss: 16.4133, Valid Loss: 1.0524, Test  Loss: 0.9828, Train Acc: 100.00%, Valid Acc: 71.96%, Test  Acc: 73.70%, Train F1: 100.00%, Valid F1: 67.72%, Test  F1: 70.57%, 
Epoch: 16, Train Loss: 16.3382, Valid Loss: 1.0838, Test  Loss: 1.0076, Train Acc: 100.00%, Valid Acc: 71.96%, Test  Acc: 73.74%, Train F1: 100.00%, Valid F1: 67.66%, Test  F1: 70.92%, 
Epoch: 17, Train Loss: 16.3427, Valid Loss: 1.1149, Test  Loss: 1.0382, Train Acc: 100.00%, Valid Acc: 72.32%, Test  Acc: 74.16%, Train F1: 100.00%, Valid F1: 67.69%, Test  F1: 71.58%, 
Epoch: 18, Train Loss: 16.2599, Valid Loss: 1.1485, Test  Loss: 1.0734, Train Acc: 100.00%, Valid Acc: 71.22%, Test  Acc: 74.34%, Train F1: 100.00%, Valid F1: 66.97%, Test  F1: 71.80%, 
Epoch: 19, Train Loss: 16.2701, Valid Loss: 1.1779, Test  Loss: 1.1136, Train Acc: 100.00%, Valid Acc: 70.48%, Test  Acc: 74.43%, Train F1: 100.00%, Valid F1: 66.43%, Test  F1: 72.02%, 
Epoch: 20, Train Loss: 16.2513, Valid Loss: 1.2094, Test  Loss: 1.1559, Train Acc: 100.00%, Valid Acc: 71.59%, Test  Acc: 74.25%, Train F1: 100.00%, Valid F1: 68.12%, Test  F1: 71.81%, 
Epoch: 21, Train Loss: 16.1494, Valid Loss: 1.2388, Test  Loss: 1.1977, Train Acc: 100.00%, Valid Acc: 71.22%, Test  Acc: 73.88%, Train F1: 100.00%, Valid F1: 67.51%, Test  F1: 71.43%, 
Epoch: 22, Train Loss: 16.2073, Valid Loss: 1.2660, Test  Loss: 1.2396, Train Acc: 100.00%, Valid Acc: 71.59%, Test  Acc: 73.93%, Train F1: 100.00%, Valid F1: 67.73%, Test  F1: 71.58%, 
Epoch: 23, Train Loss: 16.1869, Valid Loss: 1.2894, Test  Loss: 1.2736, Train Acc: 100.00%, Valid Acc: 71.96%, Test  Acc: 73.88%, Train F1: 100.00%, Valid F1: 68.18%, Test  F1: 71.57%, 
Epoch: 24, Train Loss: 16.1406, Valid Loss: 1.3150, Test  Loss: 1.3087, Train Acc: 100.00%, Valid Acc: 72.32%, Test  Acc: 74.02%, Train F1: 100.00%, Valid F1: 68.38%, Test  F1: 71.53%, 
Epoch: 25, Train Loss: 16.0886, Valid Loss: 1.3429, Test  Loss: 1.3404, Train Acc: 100.00%, Valid Acc: 73.43%, Test  Acc: 73.93%, Train F1: 100.00%, Valid F1: 69.80%, Test  F1: 71.51%, 
Epoch: 26, Train Loss: 16.1030, Valid Loss: 1.3705, Test  Loss: 1.3693, Train Acc: 100.00%, Valid Acc: 73.80%, Test  Acc: 73.93%, Train F1: 100.00%, Valid F1: 70.26%, Test  F1: 71.52%, 
Epoch: 27, Train Loss: 16.0474, Valid Loss: 1.3942, Test  Loss: 1.3940, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 74.02%, Train F1: 100.00%, Valid F1: 70.69%, Test  F1: 71.59%, 
Epoch: 28, Train Loss: 16.0372, Valid Loss: 1.4164, Test  Loss: 1.4163, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 74.16%, Train F1: 100.00%, Valid F1: 70.69%, Test  F1: 71.78%, 
Epoch: 29, Train Loss: 16.0939, Valid Loss: 1.4415, Test  Loss: 1.4350, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 74.53%, Train F1: 100.00%, Valid F1: 70.99%, Test  F1: 72.26%, 
Epoch: 30, Train Loss: 16.0699, Valid Loss: 1.4657, Test  Loss: 1.4522, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 74.48%, Train F1: 100.00%, Valid F1: 70.99%, Test  F1: 72.15%, 
Epoch: 31, Train Loss: 16.0326, Valid Loss: 1.4867, Test  Loss: 1.4714, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 74.25%, Train F1: 100.00%, Valid F1: 70.15%, Test  F1: 71.86%, 
Epoch: 32, Train Loss: 16.0215, Valid Loss: 1.5065, Test  Loss: 1.4871, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 74.20%, Train F1: 100.00%, Valid F1: 71.22%, Test  F1: 71.73%, 
Epoch: 33, Train Loss: 16.0036, Valid Loss: 1.5233, Test  Loss: 1.5029, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 74.30%, Train F1: 100.00%, Valid F1: 71.16%, Test  F1: 71.71%, 
Epoch: 34, Train Loss: 15.9739, Valid Loss: 1.5370, Test  Loss: 1.5142, Train Acc: 100.00%, Valid Acc: 75.65%, Test  Acc: 74.43%, Train F1: 100.00%, Valid F1: 72.18%, Test  F1: 71.81%, 
Epoch: 35, Train Loss: 15.9941, Valid Loss: 1.5568, Test  Loss: 1.5216, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 74.39%, Train F1: 100.00%, Valid F1: 71.48%, Test  F1: 71.70%, 
Epoch: 36, Train Loss: 16.0092, Valid Loss: 1.5724, Test  Loss: 1.5248, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 74.48%, Train F1: 100.00%, Valid F1: 71.19%, Test  F1: 71.73%, 
Epoch: 37, Train Loss: 15.9712, Valid Loss: 1.5839, Test  Loss: 1.5251, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 74.57%, Train F1: 100.00%, Valid F1: 71.55%, Test  F1: 71.85%, 
Epoch: 38, Train Loss: 15.9792, Valid Loss: 1.5919, Test  Loss: 1.5232, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 74.62%, Train F1: 100.00%, Valid F1: 71.99%, Test  F1: 71.92%, 
Epoch: 39, Train Loss: 15.9465, Valid Loss: 1.5951, Test  Loss: 1.5214, Train Acc: 100.00%, Valid Acc: 75.65%, Test  Acc: 74.80%, Train F1: 100.00%, Valid F1: 72.39%, Test  F1: 72.02%, 
Epoch: 40, Train Loss: 15.9550, Valid Loss: 1.5981, Test  Loss: 1.5159, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 75.08%, Train F1: 100.00%, Valid F1: 71.54%, Test  F1: 72.37%, 
Epoch: 41, Train Loss: 15.9455, Valid Loss: 1.5962, Test  Loss: 1.5132, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 75.31%, Train F1: 100.00%, Valid F1: 71.84%, Test  F1: 72.74%, 
Epoch: 42, Train Loss: 15.9750, Valid Loss: 1.5939, Test  Loss: 1.5119, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 75.45%, Train F1: 100.00%, Valid F1: 71.84%, Test  F1: 73.01%, 
Epoch: 43, Train Loss: 15.9169, Valid Loss: 1.5962, Test  Loss: 1.5117, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 75.68%, Train F1: 100.00%, Valid F1: 72.01%, Test  F1: 73.28%, 
Epoch: 44, Train Loss: 15.9647, Valid Loss: 1.5993, Test  Loss: 1.5151, Train Acc: 100.00%, Valid Acc: 75.65%, Test  Acc: 75.77%, Train F1: 100.00%, Valid F1: 72.50%, Test  F1: 73.38%, 
Epoch: 45, Train Loss: 15.9644, Valid Loss: 1.5989, Test  Loss: 1.5132, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 76.00%, Train F1: 100.00%, Valid F1: 71.68%, Test  F1: 73.79%, 
Epoch: 46, Train Loss: 15.9206, Valid Loss: 1.6024, Test  Loss: 1.5098, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 76.37%, Train F1: 100.00%, Valid F1: 71.71%, Test  F1: 74.24%, 
Epoch: 47, Train Loss: 15.9062, Valid Loss: 1.6076, Test  Loss: 1.5085, Train Acc: 100.00%, Valid Acc: 75.65%, Test  Acc: 76.37%, Train F1: 100.00%, Valid F1: 72.10%, Test  F1: 74.28%, 
Epoch: 48, Train Loss: 15.8676, Valid Loss: 1.6168, Test  Loss: 1.5095, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 76.42%, Train F1: 100.00%, Valid F1: 71.08%, Test  F1: 74.27%, 
Epoch: 49, Train Loss: 15.8867, Valid Loss: 1.6237, Test  Loss: 1.5103, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 76.42%, Train F1: 100.00%, Valid F1: 71.89%, Test  F1: 74.37%, 
Epoch: 50, Train Loss: 15.8735, Valid Loss: 1.6340, Test  Loss: 1.5134, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 76.60%, Train F1: 100.00%, Valid F1: 71.50%, Test  F1: 74.60%, 
Epoch: 51, Train Loss: 15.8642, Valid Loss: 1.6419, Test  Loss: 1.5211, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 76.47%, Train F1: 100.00%, Valid F1: 71.50%, Test  F1: 74.36%, 
Epoch: 52, Train Loss: 15.8927, Valid Loss: 1.6461, Test  Loss: 1.5297, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 76.37%, Train F1: 100.00%, Valid F1: 71.75%, Test  F1: 74.26%, 
Epoch: 53, Train Loss: 15.9086, Valid Loss: 1.6525, Test  Loss: 1.5383, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 76.42%, Train F1: 100.00%, Valid F1: 71.90%, Test  F1: 74.19%, 
Epoch: 54, Train Loss: 15.8567, Valid Loss: 1.6611, Test  Loss: 1.5455, Train Acc: 100.00%, Valid Acc: 75.65%, Test  Acc: 76.23%, Train F1: 100.00%, Valid F1: 72.20%, Test  F1: 73.85%, 
Epoch: 55, Train Loss: 15.8541, Valid Loss: 1.6739, Test  Loss: 1.5528, Train Acc: 100.00%, Valid Acc: 75.65%, Test  Acc: 75.96%, Train F1: 100.00%, Valid F1: 72.15%, Test  F1: 73.50%, 
Epoch: 56, Train Loss: 15.8915, Valid Loss: 1.6860, Test  Loss: 1.5489, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 75.91%, Train F1: 100.00%, Valid F1: 71.71%, Test  F1: 73.47%, 
Epoch: 57, Train Loss: 15.8321, Valid Loss: 1.6985, Test  Loss: 1.5492, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 75.77%, Train F1: 100.00%, Valid F1: 71.71%, Test  F1: 73.32%, 
Epoch: 58, Train Loss: 15.8673, Valid Loss: 1.7088, Test  Loss: 1.5493, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 75.96%, Train F1: 100.00%, Valid F1: 71.66%, Test  F1: 73.49%, 
Epoch: 59, Train Loss: 15.9079, Valid Loss: 1.7113, Test  Loss: 1.5425, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 76.00%, Train F1: 100.00%, Valid F1: 71.75%, Test  F1: 73.50%, 
Epoch: 60, Train Loss: 15.8330, Valid Loss: 1.7101, Test  Loss: 1.5346, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 76.37%, Train F1: 100.00%, Valid F1: 71.75%, Test  F1: 74.08%, 
Epoch: 61, Train Loss: 15.8057, Valid Loss: 1.7108, Test  Loss: 1.5285, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.19%, Train F1: 100.00%, Valid F1: 71.03%, Test  F1: 73.86%, 
Epoch: 62, Train Loss: 15.8504, Valid Loss: 1.7080, Test  Loss: 1.5233, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.23%, Train F1: 100.00%, Valid F1: 71.03%, Test  F1: 73.95%, 
Epoch: 63, Train Loss: 15.7778, Valid Loss: 1.7040, Test  Loss: 1.5176, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.28%, Train F1: 100.00%, Valid F1: 70.90%, Test  F1: 74.11%, 
Epoch: 64, Train Loss: 15.8321, Valid Loss: 1.7050, Test  Loss: 1.5113, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.51%, Train F1: 100.00%, Valid F1: 70.85%, Test  F1: 74.36%, 
Epoch: 65, Train Loss: 15.8056, Valid Loss: 1.7079, Test  Loss: 1.5099, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.28%, Train F1: 100.00%, Valid F1: 70.60%, Test  F1: 74.06%, 
Epoch: 66, Train Loss: 15.8470, Valid Loss: 1.7121, Test  Loss: 1.5084, Train Acc: 100.00%, Valid Acc: 73.80%, Test  Acc: 76.19%, Train F1: 100.00%, Valid F1: 70.47%, Test  F1: 74.04%, 
Epoch: 67, Train Loss: 15.8164, Valid Loss: 1.7145, Test  Loss: 1.5056, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.23%, Train F1: 100.00%, Valid F1: 70.71%, Test  F1: 74.07%, 
Epoch: 68, Train Loss: 15.8388, Valid Loss: 1.7155, Test  Loss: 1.5018, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.60%, Train F1: 100.00%, Valid F1: 70.71%, Test  F1: 74.40%, 
Epoch: 69, Train Loss: 15.8063, Valid Loss: 1.7153, Test  Loss: 1.4993, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 76.56%, Train F1: 100.00%, Valid F1: 71.54%, Test  F1: 74.34%, 
Epoch: 70, Train Loss: 15.8121, Valid Loss: 1.7174, Test  Loss: 1.4976, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 76.60%, Train F1: 100.00%, Valid F1: 71.54%, Test  F1: 74.41%, 
Epoch: 71, Train Loss: 15.7804, Valid Loss: 1.7169, Test  Loss: 1.4950, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 76.88%, Train F1: 100.00%, Valid F1: 71.89%, Test  F1: 74.70%, 
Epoch: 72, Train Loss: 15.7794, Valid Loss: 1.7163, Test  Loss: 1.4962, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 76.88%, Train F1: 100.00%, Valid F1: 71.42%, Test  F1: 74.68%, 
Epoch: 73, Train Loss: 15.8139, Valid Loss: 1.7131, Test  Loss: 1.4962, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 76.70%, Train F1: 100.00%, Valid F1: 71.38%, Test  F1: 74.50%, 
Epoch: 74, Train Loss: 15.8029, Valid Loss: 1.7074, Test  Loss: 1.4952, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.51%, Train F1: 100.00%, Valid F1: 71.17%, Test  F1: 74.32%, 
Epoch: 75, Train Loss: 15.7920, Valid Loss: 1.6945, Test  Loss: 1.4945, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.47%, Train F1: 100.00%, Valid F1: 71.17%, Test  F1: 74.26%, 
Epoch: 76, Train Loss: 15.7970, Valid Loss: 1.6825, Test  Loss: 1.4934, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.42%, Train F1: 100.00%, Valid F1: 70.74%, Test  F1: 74.25%, 
Epoch: 77, Train Loss: 15.8049, Valid Loss: 1.6778, Test  Loss: 1.4987, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.28%, Train F1: 100.00%, Valid F1: 70.69%, Test  F1: 74.09%, 
Epoch: 78, Train Loss: 15.7586, Valid Loss: 1.6721, Test  Loss: 1.4983, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.28%, Train F1: 100.00%, Valid F1: 70.72%, Test  F1: 74.15%, 
Epoch: 79, Train Loss: 15.7507, Valid Loss: 1.6615, Test  Loss: 1.4980, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.10%, Train F1: 100.00%, Valid F1: 71.08%, Test  F1: 74.00%, 
Epoch: 80, Train Loss: 15.7414, Valid Loss: 1.6540, Test  Loss: 1.4968, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.14%, Train F1: 100.00%, Valid F1: 70.71%, Test  F1: 74.12%, 
Epoch: 81, Train Loss: 15.7614, Valid Loss: 1.6501, Test  Loss: 1.4979, Train Acc: 100.00%, Valid Acc: 73.80%, Test  Acc: 76.10%, Train F1: 100.00%, Valid F1: 70.25%, Test  F1: 74.01%, 
Epoch: 82, Train Loss: 15.7744, Valid Loss: 1.6485, Test  Loss: 1.5001, Train Acc: 100.00%, Valid Acc: 73.80%, Test  Acc: 76.10%, Train F1: 100.00%, Valid F1: 70.23%, Test  F1: 74.01%, 
Epoch: 83, Train Loss: 15.7540, Valid Loss: 1.6510, Test  Loss: 1.5025, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.37%, Train F1: 100.00%, Valid F1: 70.51%, Test  F1: 74.25%, 
Epoch: 84, Train Loss: 15.7826, Valid Loss: 1.6583, Test  Loss: 1.5057, Train Acc: 100.00%, Valid Acc: 73.80%, Test  Acc: 76.37%, Train F1: 100.00%, Valid F1: 70.15%, Test  F1: 74.21%, 
Epoch: 85, Train Loss: 15.7923, Valid Loss: 1.6615, Test  Loss: 1.5068, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.42%, Train F1: 100.00%, Valid F1: 70.43%, Test  F1: 74.28%, 
Epoch: 86, Train Loss: 15.7714, Valid Loss: 1.6670, Test  Loss: 1.5069, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.56%, Train F1: 100.00%, Valid F1: 70.43%, Test  F1: 74.42%, 
Epoch: 87, Train Loss: 15.7579, Valid Loss: 1.6744, Test  Loss: 1.5052, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.79%, Train F1: 100.00%, Valid F1: 70.34%, Test  F1: 74.54%, 
Epoch: 88, Train Loss: 15.7884, Valid Loss: 1.6790, Test  Loss: 1.5013, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.70%, Train F1: 100.00%, Valid F1: 70.81%, Test  F1: 74.47%, 
Epoch: 89, Train Loss: 15.7724, Valid Loss: 1.6817, Test  Loss: 1.4959, Train Acc: 100.00%, Valid Acc: 73.80%, Test  Acc: 76.88%, Train F1: 100.00%, Valid F1: 70.23%, Test  F1: 74.79%, 
Epoch: 90, Train Loss: 15.7096, Valid Loss: 1.6813, Test  Loss: 1.4893, Train Acc: 100.00%, Valid Acc: 73.80%, Test  Acc: 77.02%, Train F1: 100.00%, Valid F1: 70.18%, Test  F1: 75.07%, 
Epoch: 91, Train Loss: 15.7460, Valid Loss: 1.6832, Test  Loss: 1.4861, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.88%, Train F1: 100.00%, Valid F1: 70.66%, Test  F1: 74.95%, 
Epoch: 92, Train Loss: 15.7555, Valid Loss: 1.6830, Test  Loss: 1.4844, Train Acc: 100.00%, Valid Acc: 73.80%, Test  Acc: 76.93%, Train F1: 100.00%, Valid F1: 70.42%, Test  F1: 74.98%, 
Epoch: 93, Train Loss: 15.6988, Valid Loss: 1.6831, Test  Loss: 1.4842, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.93%, Train F1: 100.00%, Valid F1: 70.80%, Test  F1: 75.05%, 
Epoch: 94, Train Loss: 15.7311, Valid Loss: 1.6856, Test  Loss: 1.4878, Train Acc: 100.00%, Valid Acc: 73.80%, Test  Acc: 76.83%, Train F1: 100.00%, Valid F1: 70.16%, Test  F1: 75.03%, 
Epoch: 95, Train Loss: 15.7324, Valid Loss: 1.6999, Test  Loss: 1.4957, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.88%, Train F1: 100.00%, Valid F1: 70.50%, Test  F1: 75.06%, 
Epoch: 96, Train Loss: 15.7423, Valid Loss: 1.7152, Test  Loss: 1.5025, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.88%, Train F1: 100.00%, Valid F1: 70.82%, Test  F1: 75.09%, 
Epoch: 97, Train Loss: 15.7338, Valid Loss: 1.7283, Test  Loss: 1.5084, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.79%, Train F1: 100.00%, Valid F1: 70.82%, Test  F1: 74.98%, 
Epoch: 98, Train Loss: 15.7335, Valid Loss: 1.7370, Test  Loss: 1.5113, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 76.74%, Train F1: 100.00%, Valid F1: 71.63%, Test  F1: 74.92%, 
Epoch: 99, Train Loss: 15.7206, Valid Loss: 1.7444, Test  Loss: 1.5129, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.65%, Train F1: 100.00%, Valid F1: 71.15%, Test  F1: 74.83%, 
Epoch: 100, Train Loss: 15.7782, Valid Loss: 1.7515, Test  Loss: 1.5165, Train Acc: 100.00%, Valid Acc: 73.80%, Test  Acc: 76.74%, Train F1: 100.00%, Valid F1: 70.42%, Test  F1: 74.92%, 
Epoch: 101, Train Loss: 15.7298, Valid Loss: 1.7666, Test  Loss: 1.5230, Train Acc: 100.00%, Valid Acc: 73.43%, Test  Acc: 76.56%, Train F1: 100.00%, Valid F1: 70.06%, Test  F1: 74.57%, 
Epoch: 102, Train Loss: 15.6904, Valid Loss: 1.7816, Test  Loss: 1.5291, Train Acc: 100.00%, Valid Acc: 73.43%, Test  Acc: 76.60%, Train F1: 100.00%, Valid F1: 70.22%, Test  F1: 74.63%, 
Epoch: 103, Train Loss: 15.7120, Valid Loss: 1.7918, Test  Loss: 1.5332, Train Acc: 100.00%, Valid Acc: 73.43%, Test  Acc: 76.47%, Train F1: 100.00%, Valid F1: 70.18%, Test  F1: 74.47%, 
Epoch: 104, Train Loss: 15.7438, Valid Loss: 1.7962, Test  Loss: 1.5337, Train Acc: 100.00%, Valid Acc: 73.80%, Test  Acc: 76.33%, Train F1: 100.00%, Valid F1: 70.39%, Test  F1: 74.29%, 
Epoch: 105, Train Loss: 15.7557, Valid Loss: 1.8020, Test  Loss: 1.5324, Train Acc: 100.00%, Valid Acc: 73.80%, Test  Acc: 76.28%, Train F1: 100.00%, Valid F1: 70.39%, Test  F1: 74.20%, 
Epoch: 106, Train Loss: 15.6973, Valid Loss: 1.8089, Test  Loss: 1.5321, Train Acc: 100.00%, Valid Acc: 73.43%, Test  Acc: 76.23%, Train F1: 100.00%, Valid F1: 69.97%, Test  F1: 74.11%, 
Epoch: 107, Train Loss: 15.7271, Valid Loss: 1.8173, Test  Loss: 1.5337, Train Acc: 100.00%, Valid Acc: 73.06%, Test  Acc: 76.19%, Train F1: 100.00%, Valid F1: 69.74%, Test  F1: 74.08%, 
Epoch: 108, Train Loss: 15.6995, Valid Loss: 1.8250, Test  Loss: 1.5362, Train Acc: 100.00%, Valid Acc: 73.43%, Test  Acc: 76.23%, Train F1: 100.00%, Valid F1: 70.28%, Test  F1: 74.14%, 
Epoch: 109, Train Loss: 15.7674, Valid Loss: 1.8249, Test  Loss: 1.5365, Train Acc: 100.00%, Valid Acc: 73.06%, Test  Acc: 76.28%, Train F1: 100.00%, Valid F1: 70.00%, Test  F1: 74.22%, 
Epoch: 110, Train Loss: 15.7167, Valid Loss: 1.8225, Test  Loss: 1.5358, Train Acc: 100.00%, Valid Acc: 73.06%, Test  Acc: 76.33%, Train F1: 100.00%, Valid F1: 70.00%, Test  F1: 74.25%, 
Epoch: 111, Train Loss: 15.6849, Valid Loss: 1.8197, Test  Loss: 1.5354, Train Acc: 100.00%, Valid Acc: 73.06%, Test  Acc: 76.33%, Train F1: 100.00%, Valid F1: 70.00%, Test  F1: 74.27%, 
Epoch: 112, Train Loss: 15.7191, Valid Loss: 1.8155, Test  Loss: 1.5349, Train Acc: 100.00%, Valid Acc: 73.06%, Test  Acc: 76.28%, Train F1: 100.00%, Valid F1: 70.00%, Test  F1: 74.23%, 
Epoch: 113, Train Loss: 15.7056, Valid Loss: 1.8109, Test  Loss: 1.5340, Train Acc: 100.00%, Valid Acc: 73.80%, Test  Acc: 76.19%, Train F1: 100.00%, Valid F1: 70.58%, Test  F1: 74.15%, 
Epoch: 114, Train Loss: 15.7207, Valid Loss: 1.8063, Test  Loss: 1.5310, Train Acc: 100.00%, Valid Acc: 73.80%, Test  Acc: 76.14%, Train F1: 100.00%, Valid F1: 70.58%, Test  F1: 74.07%, 
Epoch: 115, Train Loss: 15.7081, Valid Loss: 1.8077, Test  Loss: 1.5292, Train Acc: 100.00%, Valid Acc: 73.43%, Test  Acc: 76.14%, Train F1: 100.00%, Valid F1: 70.21%, Test  F1: 74.12%, 
Epoch: 116, Train Loss: 15.7223, Valid Loss: 1.8074, Test  Loss: 1.5255, Train Acc: 100.00%, Valid Acc: 73.43%, Test  Acc: 76.28%, Train F1: 100.00%, Valid F1: 70.21%, Test  F1: 74.23%, 
Epoch: 117, Train Loss: 15.7346, Valid Loss: 1.8031, Test  Loss: 1.5220, Train Acc: 100.00%, Valid Acc: 73.43%, Test  Acc: 76.19%, Train F1: 100.00%, Valid F1: 70.21%, Test  F1: 74.16%, 
Epoch: 118, Train Loss: 15.6890, Valid Loss: 1.7969, Test  Loss: 1.5189, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.37%, Train F1: 100.00%, Valid F1: 70.95%, Test  F1: 74.38%, 
Epoch: 119, Train Loss: 15.7190, Valid Loss: 1.7916, Test  Loss: 1.5160, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.47%, Train F1: 100.00%, Valid F1: 70.99%, Test  F1: 74.44%, 
Epoch: 120, Train Loss: 15.6848, Valid Loss: 1.7877, Test  Loss: 1.5142, Train Acc: 100.00%, Valid Acc: 73.80%, Test  Acc: 76.56%, Train F1: 100.00%, Valid F1: 70.76%, Test  F1: 74.54%, 
Epoch: 121, Train Loss: 15.7453, Valid Loss: 1.7838, Test  Loss: 1.5109, Train Acc: 100.00%, Valid Acc: 73.80%, Test  Acc: 76.70%, Train F1: 100.00%, Valid F1: 70.68%, Test  F1: 74.74%, 
Epoch: 122, Train Loss: 15.6963, Valid Loss: 1.7791, Test  Loss: 1.5082, Train Acc: 100.00%, Valid Acc: 73.80%, Test  Acc: 76.88%, Train F1: 100.00%, Valid F1: 70.68%, Test  F1: 74.98%, 
Epoch: 123, Train Loss: 15.7000, Valid Loss: 1.7733, Test  Loss: 1.5054, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.70%, Train F1: 100.00%, Valid F1: 70.94%, Test  F1: 74.81%, 
Epoch: 124, Train Loss: 15.7297, Valid Loss: 1.7639, Test  Loss: 1.4993, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.88%, Train F1: 100.00%, Valid F1: 70.94%, Test  F1: 75.04%, 
Epoch: 125, Train Loss: 15.6683, Valid Loss: 1.7560, Test  Loss: 1.4959, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.83%, Train F1: 100.00%, Valid F1: 70.94%, Test  F1: 74.95%, 
Epoch: 126, Train Loss: 15.6757, Valid Loss: 1.7472, Test  Loss: 1.4922, Train Acc: 100.00%, Valid Acc: 73.80%, Test  Acc: 76.93%, Train F1: 100.00%, Valid F1: 70.59%, Test  F1: 75.06%, 
Epoch: 127, Train Loss: 15.6892, Valid Loss: 1.7389, Test  Loss: 1.4882, Train Acc: 100.00%, Valid Acc: 73.80%, Test  Acc: 76.97%, Train F1: 100.00%, Valid F1: 70.59%, Test  F1: 75.21%, 
Epoch: 128, Train Loss: 15.7006, Valid Loss: 1.7336, Test  Loss: 1.4842, Train Acc: 100.00%, Valid Acc: 73.80%, Test  Acc: 76.88%, Train F1: 100.00%, Valid F1: 70.59%, Test  F1: 75.00%, 
Epoch: 129, Train Loss: 15.6764, Valid Loss: 1.7315, Test  Loss: 1.4827, Train Acc: 100.00%, Valid Acc: 73.80%, Test  Acc: 76.79%, Train F1: 100.00%, Valid F1: 70.60%, Test  F1: 74.90%, 
Epoch: 130, Train Loss: 15.7306, Valid Loss: 1.7303, Test  Loss: 1.4781, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.88%, Train F1: 100.00%, Valid F1: 70.86%, Test  F1: 75.07%, 
Epoch: 131, Train Loss: 15.6895, Valid Loss: 1.7286, Test  Loss: 1.4736, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.93%, Train F1: 100.00%, Valid F1: 71.45%, Test  F1: 75.05%, 
Epoch: 132, Train Loss: 15.6493, Valid Loss: 1.7290, Test  Loss: 1.4709, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 76.93%, Train F1: 100.00%, Valid F1: 72.20%, Test  F1: 75.03%, 
Epoch: 133, Train Loss: 15.6902, Valid Loss: 1.7270, Test  Loss: 1.4692, Train Acc: 100.00%, Valid Acc: 75.65%, Test  Acc: 76.97%, Train F1: 100.00%, Valid F1: 72.68%, Test  F1: 75.08%, 
Epoch: 134, Train Loss: 15.6697, Valid Loss: 1.7260, Test  Loss: 1.4696, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 77.11%, Train F1: 100.00%, Valid F1: 72.14%, Test  F1: 75.17%, 
Epoch: 135, Train Loss: 15.6768, Valid Loss: 1.7240, Test  Loss: 1.4735, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 77.16%, Train F1: 100.00%, Valid F1: 71.64%, Test  F1: 75.19%, 
Epoch: 136, Train Loss: 15.7090, Valid Loss: 1.7276, Test  Loss: 1.4788, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.83%, Train F1: 100.00%, Valid F1: 71.04%, Test  F1: 74.81%, 
Epoch: 137, Train Loss: 15.7170, Valid Loss: 1.7339, Test  Loss: 1.4856, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 77.02%, Train F1: 100.00%, Valid F1: 71.05%, Test  F1: 74.97%, 
Epoch: 138, Train Loss: 15.7000, Valid Loss: 1.7384, Test  Loss: 1.4910, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 77.07%, Train F1: 100.00%, Valid F1: 71.05%, Test  F1: 75.08%, 
Epoch: 139, Train Loss: 15.7107, Valid Loss: 1.7415, Test  Loss: 1.4927, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 77.02%, Train F1: 100.00%, Valid F1: 71.42%, Test  F1: 75.17%, 
Epoch: 140, Train Loss: 15.6843, Valid Loss: 1.7430, Test  Loss: 1.4944, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.88%, Train F1: 100.00%, Valid F1: 71.42%, Test  F1: 75.06%, 
Epoch: 141, Train Loss: 15.6639, Valid Loss: 1.7434, Test  Loss: 1.4947, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 76.83%, Train F1: 100.00%, Valid F1: 72.04%, Test  F1: 75.11%, 
Epoch: 142, Train Loss: 15.7212, Valid Loss: 1.7368, Test  Loss: 1.4977, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 77.07%, Train F1: 100.00%, Valid F1: 72.04%, Test  F1: 75.19%, 
Epoch: 143, Train Loss: 15.6480, Valid Loss: 1.7330, Test  Loss: 1.5025, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.88%, Train F1: 100.00%, Valid F1: 71.70%, Test  F1: 75.05%, 
Epoch: 144, Train Loss: 15.7075, Valid Loss: 1.7318, Test  Loss: 1.5091, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.97%, Train F1: 100.00%, Valid F1: 70.92%, Test  F1: 75.08%, 
Epoch: 145, Train Loss: 15.6745, Valid Loss: 1.7329, Test  Loss: 1.5160, Train Acc: 100.00%, Valid Acc: 73.80%, Test  Acc: 76.88%, Train F1: 100.00%, Valid F1: 70.56%, Test  F1: 75.03%, 
Epoch: 146, Train Loss: 15.6758, Valid Loss: 1.7285, Test  Loss: 1.5251, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.83%, Train F1: 100.00%, Valid F1: 70.95%, Test  F1: 74.91%, 
Epoch: 147, Train Loss: 15.6901, Valid Loss: 1.7259, Test  Loss: 1.5300, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.79%, Train F1: 100.00%, Valid F1: 70.95%, Test  F1: 74.91%, 
Epoch: 148, Train Loss: 15.6593, Valid Loss: 1.7259, Test  Loss: 1.5340, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.74%, Train F1: 100.00%, Valid F1: 70.95%, Test  F1: 74.86%, 
Epoch: 149, Train Loss: 15.6710, Valid Loss: 1.7331, Test  Loss: 1.5387, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.60%, Train F1: 100.00%, Valid F1: 71.73%, Test  F1: 74.67%, 
Epoch: 150, Train Loss: 15.6691, Valid Loss: 1.7390, Test  Loss: 1.5429, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 76.51%, Train F1: 100.00%, Valid F1: 71.98%, Test  F1: 74.59%, 
Epoch: 151, Train Loss: 15.6461, Valid Loss: 1.7440, Test  Loss: 1.5434, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 76.56%, Train F1: 100.00%, Valid F1: 72.27%, Test  F1: 74.62%, 
Epoch: 152, Train Loss: 15.6612, Valid Loss: 1.7522, Test  Loss: 1.5465, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 76.74%, Train F1: 100.00%, Valid F1: 72.27%, Test  F1: 74.93%, 
Epoch: 153, Train Loss: 15.7086, Valid Loss: 1.7609, Test  Loss: 1.5499, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 76.83%, Train F1: 100.00%, Valid F1: 72.27%, Test  F1: 75.08%, 
Epoch: 154, Train Loss: 15.6607, Valid Loss: 1.7721, Test  Loss: 1.5514, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 76.88%, Train F1: 100.00%, Valid F1: 72.30%, Test  F1: 75.13%, 
Epoch: 155, Train Loss: 15.6662, Valid Loss: 1.7847, Test  Loss: 1.5535, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 77.02%, Train F1: 100.00%, Valid F1: 72.30%, Test  F1: 75.24%, 
Epoch: 156, Train Loss: 15.6476, Valid Loss: 1.7962, Test  Loss: 1.5547, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 76.97%, Train F1: 100.00%, Valid F1: 72.01%, Test  F1: 75.16%, 
Epoch: 157, Train Loss: 15.6701, Valid Loss: 1.8012, Test  Loss: 1.5538, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 77.16%, Train F1: 100.00%, Valid F1: 72.01%, Test  F1: 75.32%, 
Epoch: 158, Train Loss: 15.6757, Valid Loss: 1.8064, Test  Loss: 1.5508, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.97%, Train F1: 100.00%, Valid F1: 71.77%, Test  F1: 75.11%, 
Epoch: 159, Train Loss: 15.6468, Valid Loss: 1.8103, Test  Loss: 1.5499, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 77.11%, Train F1: 100.00%, Valid F1: 71.38%, Test  F1: 75.31%, 
Epoch: 160, Train Loss: 15.6492, Valid Loss: 1.8097, Test  Loss: 1.5502, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 77.07%, Train F1: 100.00%, Valid F1: 71.38%, Test  F1: 75.26%, 
Epoch: 161, Train Loss: 15.6587, Valid Loss: 1.8074, Test  Loss: 1.5495, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 77.11%, Train F1: 100.00%, Valid F1: 71.38%, Test  F1: 75.19%, 
Epoch: 162, Train Loss: 15.6520, Valid Loss: 1.8103, Test  Loss: 1.5500, Train Acc: 100.00%, Valid Acc: 73.80%, Test  Acc: 77.16%, Train F1: 100.00%, Valid F1: 71.03%, Test  F1: 75.22%, 
Epoch: 163, Train Loss: 15.6805, Valid Loss: 1.8126, Test  Loss: 1.5499, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.93%, Train F1: 100.00%, Valid F1: 71.39%, Test  F1: 75.05%, 
Epoch: 164, Train Loss: 15.6334, Valid Loss: 1.8163, Test  Loss: 1.5508, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 77.16%, Train F1: 100.00%, Valid F1: 71.43%, Test  F1: 75.23%, 
Epoch: 165, Train Loss: 15.6550, Valid Loss: 1.8193, Test  Loss: 1.5529, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.97%, Train F1: 100.00%, Valid F1: 71.43%, Test  F1: 75.08%, 
Epoch: 166, Train Loss: 15.6744, Valid Loss: 1.8176, Test  Loss: 1.5536, Train Acc: 100.00%, Valid Acc: 73.80%, Test  Acc: 76.93%, Train F1: 100.00%, Valid F1: 70.66%, Test  F1: 75.04%, 
Epoch: 167, Train Loss: 15.6415, Valid Loss: 1.8183, Test  Loss: 1.5574, Train Acc: 100.00%, Valid Acc: 73.43%, Test  Acc: 76.93%, Train F1: 100.00%, Valid F1: 70.07%, Test  F1: 75.07%, 
Epoch: 168, Train Loss: 15.6407, Valid Loss: 1.8157, Test  Loss: 1.5623, Train Acc: 100.00%, Valid Acc: 73.43%, Test  Acc: 76.83%, Train F1: 100.00%, Valid F1: 70.07%, Test  F1: 74.94%, 
Epoch: 169, Train Loss: 15.6135, Valid Loss: 1.8121, Test  Loss: 1.5668, Train Acc: 100.00%, Valid Acc: 73.43%, Test  Acc: 76.79%, Train F1: 100.00%, Valid F1: 70.05%, Test  F1: 74.91%, 
Epoch: 170, Train Loss: 15.6465, Valid Loss: 1.8074, Test  Loss: 1.5712, Train Acc: 100.00%, Valid Acc: 73.43%, Test  Acc: 76.65%, Train F1: 100.00%, Valid F1: 70.05%, Test  F1: 74.65%, 
Epoch: 171, Train Loss: 15.6511, Valid Loss: 1.7999, Test  Loss: 1.5743, Train Acc: 100.00%, Valid Acc: 73.80%, Test  Acc: 76.47%, Train F1: 100.00%, Valid F1: 70.55%, Test  F1: 74.51%, 
Epoch: 172, Train Loss: 15.6111, Valid Loss: 1.7922, Test  Loss: 1.5763, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.37%, Train F1: 100.00%, Valid F1: 71.20%, Test  F1: 74.35%, 
Epoch: 173, Train Loss: 15.6506, Valid Loss: 1.7755, Test  Loss: 1.5738, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.37%, Train F1: 100.00%, Valid F1: 71.54%, Test  F1: 74.35%, 
Epoch: 174, Train Loss: 15.6634, Valid Loss: 1.7625, Test  Loss: 1.5716, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.33%, Train F1: 100.00%, Valid F1: 71.02%, Test  F1: 74.21%, 
Epoch: 175, Train Loss: 15.6923, Valid Loss: 1.7580, Test  Loss: 1.5704, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.42%, Train F1: 100.00%, Valid F1: 71.26%, Test  F1: 74.34%, 
Epoch: 176, Train Loss: 15.5949, Valid Loss: 1.7584, Test  Loss: 1.5707, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.28%, Train F1: 100.00%, Valid F1: 71.30%, Test  F1: 74.19%, 
Epoch: 177, Train Loss: 15.6419, Valid Loss: 1.7594, Test  Loss: 1.5715, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.28%, Train F1: 100.00%, Valid F1: 71.42%, Test  F1: 74.18%, 
Epoch: 178, Train Loss: 15.6601, Valid Loss: 1.7619, Test  Loss: 1.5721, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.28%, Train F1: 100.00%, Valid F1: 71.42%, Test  F1: 74.17%, 
Epoch: 179, Train Loss: 15.6437, Valid Loss: 1.7645, Test  Loss: 1.5760, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 76.37%, Train F1: 100.00%, Valid F1: 72.24%, Test  F1: 74.31%, 
Epoch: 180, Train Loss: 15.6407, Valid Loss: 1.7679, Test  Loss: 1.5810, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 76.23%, Train F1: 100.00%, Valid F1: 72.24%, Test  F1: 74.21%, 
Epoch: 181, Train Loss: 15.6443, Valid Loss: 1.7708, Test  Loss: 1.5852, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.23%, Train F1: 100.00%, Valid F1: 71.23%, Test  F1: 74.25%, 
Epoch: 182, Train Loss: 15.6726, Valid Loss: 1.7730, Test  Loss: 1.5822, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.42%, Train F1: 100.00%, Valid F1: 71.23%, Test  F1: 74.46%, 
Epoch: 183, Train Loss: 15.6176, Valid Loss: 1.7751, Test  Loss: 1.5788, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 76.51%, Train F1: 100.00%, Valid F1: 71.75%, Test  F1: 74.52%, 
Epoch: 184, Train Loss: 15.6769, Valid Loss: 1.7752, Test  Loss: 1.5766, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 76.47%, Train F1: 100.00%, Valid F1: 71.78%, Test  F1: 74.42%, 
Epoch: 185, Train Loss: 15.6156, Valid Loss: 1.7767, Test  Loss: 1.5755, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.33%, Train F1: 100.00%, Valid F1: 71.46%, Test  F1: 74.37%, 
Epoch: 186, Train Loss: 15.6495, Valid Loss: 1.7795, Test  Loss: 1.5747, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.42%, Train F1: 100.00%, Valid F1: 71.46%, Test  F1: 74.49%, 
Epoch: 187, Train Loss: 15.6441, Valid Loss: 1.7805, Test  Loss: 1.5691, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.47%, Train F1: 100.00%, Valid F1: 71.44%, Test  F1: 74.57%, 
Epoch: 188, Train Loss: 15.6493, Valid Loss: 1.7833, Test  Loss: 1.5625, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 76.23%, Train F1: 100.00%, Valid F1: 71.94%, Test  F1: 74.24%, 
Epoch: 189, Train Loss: 15.6440, Valid Loss: 1.7878, Test  Loss: 1.5597, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 76.51%, Train F1: 100.00%, Valid F1: 71.87%, Test  F1: 74.58%, 
Epoch: 190, Train Loss: 15.6776, Valid Loss: 1.7905, Test  Loss: 1.5600, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 76.42%, Train F1: 100.00%, Valid F1: 71.87%, Test  F1: 74.49%, 
Epoch: 191, Train Loss: 15.6000, Valid Loss: 1.7919, Test  Loss: 1.5600, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 76.47%, Train F1: 100.00%, Valid F1: 72.28%, Test  F1: 74.59%, 
Epoch: 192, Train Loss: 15.6467, Valid Loss: 1.7863, Test  Loss: 1.5585, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 76.42%, Train F1: 100.00%, Valid F1: 72.28%, Test  F1: 74.53%, 
Epoch: 193, Train Loss: 15.6085, Valid Loss: 1.7795, Test  Loss: 1.5585, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 76.51%, Train F1: 100.00%, Valid F1: 72.28%, Test  F1: 74.64%, 
Epoch: 194, Train Loss: 15.6235, Valid Loss: 1.7676, Test  Loss: 1.5577, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 76.56%, Train F1: 100.00%, Valid F1: 72.28%, Test  F1: 74.76%, 
Epoch: 195, Train Loss: 15.6305, Valid Loss: 1.7537, Test  Loss: 1.5554, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 76.65%, Train F1: 100.00%, Valid F1: 72.23%, Test  F1: 74.90%, 
Epoch: 196, Train Loss: 15.6248, Valid Loss: 1.7402, Test  Loss: 1.5546, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 76.79%, Train F1: 100.00%, Valid F1: 71.88%, Test  F1: 75.06%, 
Epoch: 197, Train Loss: 15.6220, Valid Loss: 1.7343, Test  Loss: 1.5582, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 76.74%, Train F1: 100.00%, Valid F1: 71.91%, Test  F1: 74.96%, 
Epoch: 198, Train Loss: 15.6442, Valid Loss: 1.7324, Test  Loss: 1.5613, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 76.83%, Train F1: 100.00%, Valid F1: 71.91%, Test  F1: 75.08%, 
Epoch: 199, Train Loss: 15.5899, Valid Loss: 1.7335, Test  Loss: 1.5651, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 77.02%, Train F1: 100.00%, Valid F1: 71.48%, Test  F1: 75.24%, 
Epoch: 200, Train Loss: 15.5879, Valid Loss: 1.7366, Test  Loss: 1.5698, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.88%, Train F1: 100.00%, Valid F1: 71.53%, Test  F1: 75.16%, 
Epoch: 201, Train Loss: 15.5964, Valid Loss: 1.7412, Test  Loss: 1.5733, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 76.79%, Train F1: 100.00%, Valid F1: 71.93%, Test  F1: 75.00%, 
Epoch: 202, Train Loss: 15.6452, Valid Loss: 1.7434, Test  Loss: 1.5742, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 76.74%, Train F1: 100.00%, Valid F1: 71.94%, Test  F1: 75.03%, 
Epoch: 203, Train Loss: 15.5939, Valid Loss: 1.7449, Test  Loss: 1.5764, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.79%, Train F1: 100.00%, Valid F1: 71.61%, Test  F1: 75.05%, 
Epoch: 204, Train Loss: 15.6147, Valid Loss: 1.7374, Test  Loss: 1.5781, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 76.97%, Train F1: 100.00%, Valid F1: 71.97%, Test  F1: 75.19%, 
Epoch: 205, Train Loss: 15.6000, Valid Loss: 1.7306, Test  Loss: 1.5809, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 76.97%, Train F1: 100.00%, Valid F1: 71.97%, Test  F1: 75.19%, 
Epoch: 206, Train Loss: 15.6499, Valid Loss: 1.7260, Test  Loss: 1.5828, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.93%, Train F1: 100.00%, Valid F1: 71.73%, Test  F1: 75.08%, 
Epoch: 207, Train Loss: 15.6028, Valid Loss: 1.7207, Test  Loss: 1.5823, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 76.88%, Train F1: 100.00%, Valid F1: 71.90%, Test  F1: 75.00%, 
Epoch: 208, Train Loss: 15.5914, Valid Loss: 1.7161, Test  Loss: 1.5820, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.65%, Train F1: 100.00%, Valid F1: 71.33%, Test  F1: 74.79%, 
Epoch: 209, Train Loss: 15.5845, Valid Loss: 1.7132, Test  Loss: 1.5843, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 76.88%, Train F1: 100.00%, Valid F1: 71.63%, Test  F1: 75.07%, 
Epoch: 210, Train Loss: 15.6024, Valid Loss: 1.7160, Test  Loss: 1.5884, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 76.97%, Train F1: 100.00%, Valid F1: 71.60%, Test  F1: 75.17%, 
Epoch: 211, Train Loss: 15.5612, Valid Loss: 1.7198, Test  Loss: 1.5935, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.93%, Train F1: 100.00%, Valid F1: 71.48%, Test  F1: 75.12%, 
Epoch: 212, Train Loss: 15.5815, Valid Loss: 1.7246, Test  Loss: 1.5970, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 76.93%, Train F1: 100.00%, Valid F1: 71.74%, Test  F1: 75.13%, 
Epoch: 213, Train Loss: 15.6054, Valid Loss: 1.7199, Test  Loss: 1.6012, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 76.51%, Train F1: 100.00%, Valid F1: 72.33%, Test  F1: 74.64%, 
Epoch: 214, Train Loss: 15.6215, Valid Loss: 1.7105, Test  Loss: 1.6038, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.47%, Train F1: 100.00%, Valid F1: 71.22%, Test  F1: 74.60%, 
Epoch: 215, Train Loss: 15.6094, Valid Loss: 1.7153, Test  Loss: 1.6072, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.19%, Train F1: 100.00%, Valid F1: 71.45%, Test  F1: 74.26%, 
Epoch: 216, Train Loss: 15.5944, Valid Loss: 1.7236, Test  Loss: 1.6138, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.42%, Train F1: 100.00%, Valid F1: 70.94%, Test  F1: 74.56%, 
Epoch: 217, Train Loss: 15.5911, Valid Loss: 1.7333, Test  Loss: 1.6227, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.56%, Train F1: 100.00%, Valid F1: 70.94%, Test  F1: 74.74%, 
Epoch: 218, Train Loss: 15.6194, Valid Loss: 1.7440, Test  Loss: 1.6290, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.60%, Train F1: 100.00%, Valid F1: 70.94%, Test  F1: 74.73%, 
Epoch: 219, Train Loss: 15.5805, Valid Loss: 1.7519, Test  Loss: 1.6308, Train Acc: 100.00%, Valid Acc: 73.80%, Test  Acc: 76.60%, Train F1: 100.00%, Valid F1: 70.69%, Test  F1: 74.74%, 
Epoch: 220, Train Loss: 15.6151, Valid Loss: 1.7562, Test  Loss: 1.6311, Train Acc: 100.00%, Valid Acc: 73.43%, Test  Acc: 76.56%, Train F1: 100.00%, Valid F1: 70.36%, Test  F1: 74.73%, 
Epoch: 221, Train Loss: 15.6095, Valid Loss: 1.7587, Test  Loss: 1.6287, Train Acc: 100.00%, Valid Acc: 73.43%, Test  Acc: 76.42%, Train F1: 100.00%, Valid F1: 70.36%, Test  F1: 74.51%, 
Epoch: 222, Train Loss: 15.5998, Valid Loss: 1.7624, Test  Loss: 1.6256, Train Acc: 100.00%, Valid Acc: 73.06%, Test  Acc: 76.47%, Train F1: 100.00%, Valid F1: 70.01%, Test  F1: 74.56%, 
Epoch: 223, Train Loss: 15.6200, Valid Loss: 1.7673, Test  Loss: 1.6240, Train Acc: 100.00%, Valid Acc: 73.43%, Test  Acc: 76.37%, Train F1: 100.00%, Valid F1: 70.44%, Test  F1: 74.48%, 
Epoch: 224, Train Loss: 15.5854, Valid Loss: 1.7763, Test  Loss: 1.6236, Train Acc: 100.00%, Valid Acc: 73.06%, Test  Acc: 76.33%, Train F1: 100.00%, Valid F1: 70.11%, Test  F1: 74.51%, 
Epoch: 225, Train Loss: 15.6041, Valid Loss: 1.7899, Test  Loss: 1.6251, Train Acc: 100.00%, Valid Acc: 73.06%, Test  Acc: 76.33%, Train F1: 100.00%, Valid F1: 70.23%, Test  F1: 74.50%, 
Epoch: 226, Train Loss: 15.5854, Valid Loss: 1.8017, Test  Loss: 1.6286, Train Acc: 100.00%, Valid Acc: 73.06%, Test  Acc: 76.19%, Train F1: 100.00%, Valid F1: 70.27%, Test  F1: 74.38%, 
Epoch: 227, Train Loss: 15.6054, Valid Loss: 1.8068, Test  Loss: 1.6311, Train Acc: 100.00%, Valid Acc: 73.43%, Test  Acc: 76.33%, Train F1: 100.00%, Valid F1: 70.93%, Test  F1: 74.50%, 
Epoch: 228, Train Loss: 15.5868, Valid Loss: 1.8145, Test  Loss: 1.6343, Train Acc: 100.00%, Valid Acc: 73.80%, Test  Acc: 76.33%, Train F1: 100.00%, Valid F1: 71.28%, Test  F1: 74.54%, 
Epoch: 229, Train Loss: 15.5875, Valid Loss: 1.8173, Test  Loss: 1.6356, Train Acc: 100.00%, Valid Acc: 73.80%, Test  Acc: 76.28%, Train F1: 100.00%, Valid F1: 71.28%, Test  F1: 74.43%, 
Epoch: 230, Train Loss: 15.5947, Valid Loss: 1.8173, Test  Loss: 1.6336, Train Acc: 100.00%, Valid Acc: 73.80%, Test  Acc: 76.33%, Train F1: 100.00%, Valid F1: 71.39%, Test  F1: 74.48%, 
Epoch: 231, Train Loss: 15.5931, Valid Loss: 1.8130, Test  Loss: 1.6298, Train Acc: 100.00%, Valid Acc: 73.80%, Test  Acc: 76.37%, Train F1: 100.00%, Valid F1: 71.39%, Test  F1: 74.55%, 
Epoch: 232, Train Loss: 15.5573, Valid Loss: 1.8039, Test  Loss: 1.6262, Train Acc: 100.00%, Valid Acc: 73.80%, Test  Acc: 76.37%, Train F1: 100.00%, Valid F1: 71.39%, Test  F1: 74.55%, 
Epoch: 233, Train Loss: 15.5789, Valid Loss: 1.7965, Test  Loss: 1.6237, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.23%, Train F1: 100.00%, Valid F1: 71.79%, Test  F1: 74.30%, 
Epoch: 234, Train Loss: 15.5997, Valid Loss: 1.7895, Test  Loss: 1.6215, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.00%, Train F1: 100.00%, Valid F1: 71.59%, Test  F1: 74.05%, 
Epoch: 235, Train Loss: 15.5643, Valid Loss: 1.7865, Test  Loss: 1.6200, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 76.10%, Train F1: 100.00%, Valid F1: 71.98%, Test  F1: 74.17%, 
Epoch: 236, Train Loss: 15.5542, Valid Loss: 1.7874, Test  Loss: 1.6184, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 76.19%, Train F1: 100.00%, Valid F1: 71.98%, Test  F1: 74.24%, 
Epoch: 237, Train Loss: 15.5836, Valid Loss: 1.7955, Test  Loss: 1.6171, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 76.14%, Train F1: 100.00%, Valid F1: 71.98%, Test  F1: 74.14%, 
Epoch: 238, Train Loss: 15.5685, Valid Loss: 1.8041, Test  Loss: 1.6142, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.14%, Train F1: 100.00%, Valid F1: 71.43%, Test  F1: 74.18%, 
Epoch: 239, Train Loss: 15.5501, Valid Loss: 1.8160, Test  Loss: 1.6115, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.28%, Train F1: 100.00%, Valid F1: 71.43%, Test  F1: 74.40%, 
Epoch: 240, Train Loss: 15.6046, Valid Loss: 1.8259, Test  Loss: 1.6106, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.70%, Train F1: 100.00%, Valid F1: 71.43%, Test  F1: 74.81%, 
Epoch: 241, Train Loss: 15.5995, Valid Loss: 1.8371, Test  Loss: 1.6131, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.79%, Train F1: 100.00%, Valid F1: 71.54%, Test  F1: 74.93%, 
Epoch: 242, Train Loss: 15.6012, Valid Loss: 1.8514, Test  Loss: 1.6199, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.74%, Train F1: 100.00%, Valid F1: 71.65%, Test  F1: 74.93%, 
Epoch: 243, Train Loss: 15.6103, Valid Loss: 1.8671, Test  Loss: 1.6273, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.65%, Train F1: 100.00%, Valid F1: 71.49%, Test  F1: 74.85%, 
Epoch: 244, Train Loss: 15.5731, Valid Loss: 1.8801, Test  Loss: 1.6340, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.65%, Train F1: 100.00%, Valid F1: 71.82%, Test  F1: 74.81%, 
Epoch: 245, Train Loss: 15.5992, Valid Loss: 1.8907, Test  Loss: 1.6359, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.70%, Train F1: 100.00%, Valid F1: 71.75%, Test  F1: 74.82%, 
Epoch: 246, Train Loss: 15.5978, Valid Loss: 1.8934, Test  Loss: 1.6359, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.79%, Train F1: 100.00%, Valid F1: 71.75%, Test  F1: 74.90%, 
Epoch: 247, Train Loss: 15.5753, Valid Loss: 1.8891, Test  Loss: 1.6354, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.70%, Train F1: 100.00%, Valid F1: 71.66%, Test  F1: 74.75%, 
Epoch: 248, Train Loss: 15.6031, Valid Loss: 1.8820, Test  Loss: 1.6359, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.51%, Train F1: 100.00%, Valid F1: 71.33%, Test  F1: 74.47%, 
Epoch: 249, Train Loss: 15.5663, Valid Loss: 1.8844, Test  Loss: 1.6424, Train Acc: 100.00%, Valid Acc: 73.80%, Test  Acc: 76.33%, Train F1: 100.00%, Valid F1: 70.88%, Test  F1: 74.20%, 
Epoch: 250, Train Loss: 15.5489, Valid Loss: 1.8905, Test  Loss: 1.6453, Train Acc: 100.00%, Valid Acc: 73.80%, Test  Acc: 76.37%, Train F1: 100.00%, Valid F1: 70.88%, Test  F1: 74.29%, 
Epoch: 251, Train Loss: 15.5927, Valid Loss: 1.8936, Test  Loss: 1.6421, Train Acc: 100.00%, Valid Acc: 73.80%, Test  Acc: 76.42%, Train F1: 100.00%, Valid F1: 70.93%, Test  F1: 74.34%, 
Epoch: 252, Train Loss: 15.5794, Valid Loss: 1.8951, Test  Loss: 1.6396, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.51%, Train F1: 100.00%, Valid F1: 71.41%, Test  F1: 74.48%, 
Epoch: 253, Train Loss: 15.5829, Valid Loss: 1.8868, Test  Loss: 1.6373, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.83%, Train F1: 100.00%, Valid F1: 71.72%, Test  F1: 74.69%, 
Epoch: 254, Train Loss: 15.5695, Valid Loss: 1.8765, Test  Loss: 1.6319, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.65%, Train F1: 100.00%, Valid F1: 71.72%, Test  F1: 74.51%, 
Epoch: 255, Train Loss: 15.5776, Valid Loss: 1.8686, Test  Loss: 1.6270, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 76.74%, Train F1: 100.00%, Valid F1: 71.97%, Test  F1: 74.60%, 
Epoch: 256, Train Loss: 15.5626, Valid Loss: 1.8624, Test  Loss: 1.6212, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 76.70%, Train F1: 100.00%, Valid F1: 71.92%, Test  F1: 74.59%, 
Epoch: 257, Train Loss: 15.5843, Valid Loss: 1.8601, Test  Loss: 1.6161, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.70%, Train F1: 100.00%, Valid F1: 71.47%, Test  F1: 74.58%, 
Epoch: 258, Train Loss: 15.5501, Valid Loss: 1.8592, Test  Loss: 1.6131, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.79%, Train F1: 100.00%, Valid F1: 71.47%, Test  F1: 74.71%, 
Epoch: 259, Train Loss: 15.5801, Valid Loss: 1.8534, Test  Loss: 1.6098, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.60%, Train F1: 100.00%, Valid F1: 71.39%, Test  F1: 74.52%, 
Epoch: 260, Train Loss: 15.5662, Valid Loss: 1.8466, Test  Loss: 1.6070, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.56%, Train F1: 100.00%, Valid F1: 70.91%, Test  F1: 74.50%, 
Epoch: 261, Train Loss: 15.5749, Valid Loss: 1.8413, Test  Loss: 1.6044, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.51%, Train F1: 100.00%, Valid F1: 70.91%, Test  F1: 74.49%, 
Epoch: 262, Train Loss: 15.5498, Valid Loss: 1.8343, Test  Loss: 1.6013, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.37%, Train F1: 100.00%, Valid F1: 70.91%, Test  F1: 74.35%, 
Epoch: 263, Train Loss: 15.6017, Valid Loss: 1.8312, Test  Loss: 1.6004, Train Acc: 100.00%, Valid Acc: 73.80%, Test  Acc: 76.33%, Train F1: 100.00%, Valid F1: 70.67%, Test  F1: 74.29%, 
Epoch: 264, Train Loss: 15.5984, Valid Loss: 1.8269, Test  Loss: 1.6045, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.33%, Train F1: 100.00%, Valid F1: 70.91%, Test  F1: 74.22%, 
Epoch: 265, Train Loss: 15.5657, Valid Loss: 1.8248, Test  Loss: 1.6094, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.51%, Train F1: 100.00%, Valid F1: 70.91%, Test  F1: 74.42%, 
Epoch: 266, Train Loss: 15.5832, Valid Loss: 1.8229, Test  Loss: 1.6137, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.56%, Train F1: 100.00%, Valid F1: 70.91%, Test  F1: 74.43%, 
Epoch: 267, Train Loss: 15.5403, Valid Loss: 1.8232, Test  Loss: 1.6181, Train Acc: 100.00%, Valid Acc: 73.43%, Test  Acc: 76.65%, Train F1: 100.00%, Valid F1: 69.70%, Test  F1: 74.54%, 
Epoch: 268, Train Loss: 15.5620, Valid Loss: 1.8216, Test  Loss: 1.6195, Train Acc: 100.00%, Valid Acc: 73.80%, Test  Acc: 76.70%, Train F1: 100.00%, Valid F1: 69.99%, Test  F1: 74.68%, 
Epoch: 269, Train Loss: 15.5647, Valid Loss: 1.8170, Test  Loss: 1.6194, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.60%, Train F1: 100.00%, Valid F1: 70.62%, Test  F1: 74.61%, 
Epoch: 270, Train Loss: 15.5745, Valid Loss: 1.8100, Test  Loss: 1.6168, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.56%, Train F1: 100.00%, Valid F1: 70.66%, Test  F1: 74.58%, 
Epoch: 271, Train Loss: 15.5476, Valid Loss: 1.8018, Test  Loss: 1.6141, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.47%, Train F1: 100.00%, Valid F1: 70.66%, Test  F1: 74.46%, 
Epoch: 272, Train Loss: 15.5401, Valid Loss: 1.7922, Test  Loss: 1.6111, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.65%, Train F1: 100.00%, Valid F1: 70.66%, Test  F1: 74.69%, 
Epoch: 273, Train Loss: 15.5587, Valid Loss: 1.7860, Test  Loss: 1.6087, Train Acc: 100.00%, Valid Acc: 73.80%, Test  Acc: 76.56%, Train F1: 100.00%, Valid F1: 70.20%, Test  F1: 74.56%, 
Epoch: 274, Train Loss: 15.5746, Valid Loss: 1.7798, Test  Loss: 1.6064, Train Acc: 100.00%, Valid Acc: 73.43%, Test  Acc: 76.83%, Train F1: 100.00%, Valid F1: 69.80%, Test  F1: 74.92%, 
Epoch: 275, Train Loss: 15.6153, Valid Loss: 1.7740, Test  Loss: 1.6051, Train Acc: 100.00%, Valid Acc: 73.80%, Test  Acc: 76.83%, Train F1: 100.00%, Valid F1: 70.45%, Test  F1: 74.89%, 
Epoch: 276, Train Loss: 15.5612, Valid Loss: 1.7665, Test  Loss: 1.6039, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.65%, Train F1: 100.00%, Valid F1: 70.85%, Test  F1: 74.76%, 
Epoch: 277, Train Loss: 15.5935, Valid Loss: 1.7522, Test  Loss: 1.6040, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.51%, Train F1: 100.00%, Valid F1: 71.15%, Test  F1: 74.49%, 
Epoch: 278, Train Loss: 15.5631, Valid Loss: 1.7410, Test  Loss: 1.6029, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.37%, Train F1: 100.00%, Valid F1: 71.15%, Test  F1: 74.25%, 
Epoch: 279, Train Loss: 15.5606, Valid Loss: 1.7282, Test  Loss: 1.5994, Train Acc: 100.00%, Valid Acc: 73.80%, Test  Acc: 76.47%, Train F1: 100.00%, Valid F1: 70.33%, Test  F1: 74.38%, 
Epoch: 280, Train Loss: 15.5562, Valid Loss: 1.7147, Test  Loss: 1.5914, Train Acc: 100.00%, Valid Acc: 73.43%, Test  Acc: 76.51%, Train F1: 100.00%, Valid F1: 69.92%, Test  F1: 74.45%, 
Epoch: 281, Train Loss: 15.5565, Valid Loss: 1.7052, Test  Loss: 1.5879, Train Acc: 100.00%, Valid Acc: 73.43%, Test  Acc: 76.60%, Train F1: 100.00%, Valid F1: 69.94%, Test  F1: 74.60%, 
Epoch: 282, Train Loss: 15.5931, Valid Loss: 1.6981, Test  Loss: 1.5900, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.37%, Train F1: 100.00%, Valid F1: 70.73%, Test  F1: 74.32%, 
Epoch: 283, Train Loss: 15.5679, Valid Loss: 1.7008, Test  Loss: 1.5942, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.28%, Train F1: 100.00%, Valid F1: 70.73%, Test  F1: 74.19%, 
Epoch: 284, Train Loss: 15.5302, Valid Loss: 1.7048, Test  Loss: 1.5989, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.19%, Train F1: 100.00%, Valid F1: 71.02%, Test  F1: 74.08%, 
Epoch: 285, Train Loss: 15.5598, Valid Loss: 1.7070, Test  Loss: 1.6053, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.19%, Train F1: 100.00%, Valid F1: 71.50%, Test  F1: 74.09%, 
Epoch: 286, Train Loss: 15.5671, Valid Loss: 1.7058, Test  Loss: 1.6122, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.23%, Train F1: 100.00%, Valid F1: 71.37%, Test  F1: 74.07%, 
Epoch: 287, Train Loss: 15.5518, Valid Loss: 1.7055, Test  Loss: 1.6193, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.10%, Train F1: 100.00%, Valid F1: 71.37%, Test  F1: 73.92%, 
Epoch: 288, Train Loss: 15.5437, Valid Loss: 1.7037, Test  Loss: 1.6234, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.10%, Train F1: 100.00%, Valid F1: 71.35%, Test  F1: 73.88%, 
Epoch: 289, Train Loss: 15.5502, Valid Loss: 1.6983, Test  Loss: 1.6247, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.05%, Train F1: 100.00%, Valid F1: 71.03%, Test  F1: 73.80%, 
Epoch: 290, Train Loss: 15.5624, Valid Loss: 1.6945, Test  Loss: 1.6250, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.14%, Train F1: 100.00%, Valid F1: 71.03%, Test  F1: 73.99%, 
Epoch: 291, Train Loss: 15.5714, Valid Loss: 1.6903, Test  Loss: 1.6274, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.19%, Train F1: 100.00%, Valid F1: 70.85%, Test  F1: 74.03%, 
Epoch: 292, Train Loss: 15.5490, Valid Loss: 1.6882, Test  Loss: 1.6301, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.28%, Train F1: 100.00%, Valid F1: 70.85%, Test  F1: 74.10%, 
Epoch: 293, Train Loss: 15.5396, Valid Loss: 1.6885, Test  Loss: 1.6310, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.37%, Train F1: 100.00%, Valid F1: 70.80%, Test  F1: 74.19%, 
Epoch: 294, Train Loss: 15.5512, Valid Loss: 1.6894, Test  Loss: 1.6298, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.51%, Train F1: 100.00%, Valid F1: 71.54%, Test  F1: 74.42%, 
Epoch: 295, Train Loss: 15.5203, Valid Loss: 1.6889, Test  Loss: 1.6267, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 76.47%, Train F1: 100.00%, Valid F1: 71.79%, Test  F1: 74.32%, 
Epoch: 296, Train Loss: 15.5386, Valid Loss: 1.6877, Test  Loss: 1.6238, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 76.47%, Train F1: 100.00%, Valid F1: 72.19%, Test  F1: 74.31%, 
Epoch: 297, Train Loss: 15.5208, Valid Loss: 1.6901, Test  Loss: 1.6228, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 76.42%, Train F1: 100.00%, Valid F1: 72.04%, Test  F1: 74.21%, 
Epoch: 298, Train Loss: 15.5484, Valid Loss: 1.6926, Test  Loss: 1.6217, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 76.33%, Train F1: 100.00%, Valid F1: 72.04%, Test  F1: 74.06%, 
Epoch: 299, Train Loss: 15.4900, Valid Loss: 1.6990, Test  Loss: 1.6234, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 76.42%, Train F1: 100.00%, Valid F1: 72.04%, Test  F1: 74.19%, 
Epoch: 300, Train Loss: 15.5633, Valid Loss: 1.7150, Test  Loss: 1.6313, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 76.47%, Train F1: 100.00%, Valid F1: 72.04%, Test  F1: 74.28%, 
Epoch: 301, Train Loss: 15.5349, Valid Loss: 1.7250, Test  Loss: 1.6334, Train Acc: 100.00%, Valid Acc: 75.65%, Test  Acc: 76.51%, Train F1: 100.00%, Valid F1: 72.10%, Test  F1: 74.40%, 
Epoch: 302, Train Loss: 15.5257, Valid Loss: 1.7382, Test  Loss: 1.6343, Train Acc: 100.00%, Valid Acc: 75.65%, Test  Acc: 76.60%, Train F1: 100.00%, Valid F1: 72.17%, Test  F1: 74.52%, 
Epoch: 303, Train Loss: 15.5214, Valid Loss: 1.7565, Test  Loss: 1.6393, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 76.42%, Train F1: 100.00%, Valid F1: 71.77%, Test  F1: 74.31%, 
Epoch: 304, Train Loss: 15.5418, Valid Loss: 1.7700, Test  Loss: 1.6420, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 76.37%, Train F1: 100.00%, Valid F1: 71.69%, Test  F1: 74.37%, 
Epoch: 305, Train Loss: 15.5392, Valid Loss: 1.7708, Test  Loss: 1.6408, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.60%, Train F1: 100.00%, Valid F1: 71.29%, Test  F1: 74.59%, 
Epoch: 306, Train Loss: 15.5197, Valid Loss: 1.7706, Test  Loss: 1.6406, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.51%, Train F1: 100.00%, Valid F1: 71.22%, Test  F1: 74.47%, 
Epoch: 307, Train Loss: 15.5399, Valid Loss: 1.7677, Test  Loss: 1.6404, Train Acc: 100.00%, Valid Acc: 73.80%, Test  Acc: 76.65%, Train F1: 100.00%, Valid F1: 71.11%, Test  F1: 74.62%, 
Epoch: 308, Train Loss: 15.5540, Valid Loss: 1.7635, Test  Loss: 1.6408, Train Acc: 100.00%, Valid Acc: 73.80%, Test  Acc: 76.56%, Train F1: 100.00%, Valid F1: 71.11%, Test  F1: 74.50%, 
Epoch: 309, Train Loss: 15.5370, Valid Loss: 1.7615, Test  Loss: 1.6405, Train Acc: 100.00%, Valid Acc: 73.43%, Test  Acc: 76.33%, Train F1: 100.00%, Valid F1: 70.66%, Test  F1: 74.25%, 
Epoch: 310, Train Loss: 15.5209, Valid Loss: 1.7547, Test  Loss: 1.6409, Train Acc: 100.00%, Valid Acc: 73.43%, Test  Acc: 76.28%, Train F1: 100.00%, Valid F1: 70.58%, Test  F1: 74.21%, 
Epoch: 311, Train Loss: 15.5491, Valid Loss: 1.7473, Test  Loss: 1.6411, Train Acc: 100.00%, Valid Acc: 73.06%, Test  Acc: 76.42%, Train F1: 100.00%, Valid F1: 70.16%, Test  F1: 74.30%, 
Epoch: 312, Train Loss: 15.5612, Valid Loss: 1.7405, Test  Loss: 1.6409, Train Acc: 100.00%, Valid Acc: 73.06%, Test  Acc: 76.37%, Train F1: 100.00%, Valid F1: 70.01%, Test  F1: 74.29%, 
Epoch: 313, Train Loss: 15.5231, Valid Loss: 1.7344, Test  Loss: 1.6414, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.42%, Train F1: 100.00%, Valid F1: 71.11%, Test  F1: 74.34%, 
Epoch: 314, Train Loss: 15.5346, Valid Loss: 1.7372, Test  Loss: 1.6438, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.42%, Train F1: 100.00%, Valid F1: 71.11%, Test  F1: 74.32%, 
Epoch: 315, Train Loss: 15.5141, Valid Loss: 1.7398, Test  Loss: 1.6466, Train Acc: 100.00%, Valid Acc: 73.80%, Test  Acc: 76.51%, Train F1: 100.00%, Valid F1: 70.68%, Test  F1: 74.46%, 
Epoch: 316, Train Loss: 15.5322, Valid Loss: 1.7385, Test  Loss: 1.6458, Train Acc: 100.00%, Valid Acc: 73.80%, Test  Acc: 76.56%, Train F1: 100.00%, Valid F1: 70.77%, Test  F1: 74.59%, 
Epoch: 317, Train Loss: 15.5218, Valid Loss: 1.7350, Test  Loss: 1.6459, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.51%, Train F1: 100.00%, Valid F1: 71.01%, Test  F1: 74.60%, 
Epoch: 318, Train Loss: 15.5456, Valid Loss: 1.7268, Test  Loss: 1.6438, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.37%, Train F1: 100.00%, Valid F1: 71.26%, Test  F1: 74.48%, 
Epoch: 319, Train Loss: 15.5316, Valid Loss: 1.7189, Test  Loss: 1.6437, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.47%, Train F1: 100.00%, Valid F1: 70.93%, Test  F1: 74.57%, 
Epoch: 320, Train Loss: 15.5497, Valid Loss: 1.7128, Test  Loss: 1.6451, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 76.47%, Train F1: 100.00%, Valid F1: 71.58%, Test  F1: 74.52%, 
Epoch: 321, Train Loss: 15.5371, Valid Loss: 1.7086, Test  Loss: 1.6472, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 76.33%, Train F1: 100.00%, Valid F1: 71.58%, Test  F1: 74.37%, 
Epoch: 322, Train Loss: 15.4963, Valid Loss: 1.7048, Test  Loss: 1.6504, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 76.28%, Train F1: 100.00%, Valid F1: 71.80%, Test  F1: 74.29%, 
Epoch: 323, Train Loss: 15.5361, Valid Loss: 1.7039, Test  Loss: 1.6521, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 76.19%, Train F1: 100.00%, Valid F1: 72.17%, Test  F1: 74.22%, 
Epoch: 324, Train Loss: 15.5312, Valid Loss: 1.7031, Test  Loss: 1.6520, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 76.14%, Train F1: 100.00%, Valid F1: 72.19%, Test  F1: 74.20%, 
Epoch: 325, Train Loss: 15.5214, Valid Loss: 1.6983, Test  Loss: 1.6516, Train Acc: 100.00%, Valid Acc: 76.01%, Test  Acc: 76.33%, Train F1: 100.00%, Valid F1: 72.99%, Test  F1: 74.37%, 
Epoch: 326, Train Loss: 15.4991, Valid Loss: 1.6935, Test  Loss: 1.6514, Train Acc: 100.00%, Valid Acc: 76.38%, Test  Acc: 76.28%, Train F1: 100.00%, Valid F1: 73.40%, Test  F1: 74.36%, 
Epoch: 327, Train Loss: 15.5399, Valid Loss: 1.6896, Test  Loss: 1.6512, Train Acc: 100.00%, Valid Acc: 76.01%, Test  Acc: 76.37%, Train F1: 100.00%, Valid F1: 73.15%, Test  F1: 74.43%, 
Epoch: 328, Train Loss: 15.5513, Valid Loss: 1.6776, Test  Loss: 1.6480, Train Acc: 100.00%, Valid Acc: 76.38%, Test  Acc: 76.56%, Train F1: 100.00%, Valid F1: 73.45%, Test  F1: 74.63%, 
Epoch: 329, Train Loss: 15.5315, Valid Loss: 1.6626, Test  Loss: 1.6419, Train Acc: 100.00%, Valid Acc: 76.75%, Test  Acc: 76.70%, Train F1: 100.00%, Valid F1: 73.72%, Test  F1: 74.73%, 
Epoch: 330, Train Loss: 15.5125, Valid Loss: 1.6504, Test  Loss: 1.6387, Train Acc: 100.00%, Valid Acc: 76.38%, Test  Acc: 76.51%, Train F1: 100.00%, Valid F1: 73.32%, Test  F1: 74.48%, 
Epoch: 331, Train Loss: 15.5296, Valid Loss: 1.6403, Test  Loss: 1.6361, Train Acc: 100.00%, Valid Acc: 76.01%, Test  Acc: 76.51%, Train F1: 100.00%, Valid F1: 72.82%, Test  F1: 74.44%, 
Epoch: 332, Train Loss: 15.5280, Valid Loss: 1.6381, Test  Loss: 1.6292, Train Acc: 100.00%, Valid Acc: 76.38%, Test  Acc: 76.83%, Train F1: 100.00%, Valid F1: 73.43%, Test  F1: 74.90%, 
Epoch: 333, Train Loss: 15.5393, Valid Loss: 1.6424, Test  Loss: 1.6267, Train Acc: 100.00%, Valid Acc: 76.01%, Test  Acc: 76.93%, Train F1: 100.00%, Valid F1: 73.02%, Test  F1: 75.00%, 
Epoch: 334, Train Loss: 15.5197, Valid Loss: 1.6449, Test  Loss: 1.6262, Train Acc: 100.00%, Valid Acc: 76.01%, Test  Acc: 76.74%, Train F1: 100.00%, Valid F1: 73.04%, Test  F1: 74.71%, 
Epoch: 335, Train Loss: 15.5100, Valid Loss: 1.6460, Test  Loss: 1.6260, Train Acc: 100.00%, Valid Acc: 76.01%, Test  Acc: 76.70%, Train F1: 100.00%, Valid F1: 73.25%, Test  F1: 74.73%, 
Epoch: 336, Train Loss: 15.5307, Valid Loss: 1.6502, Test  Loss: 1.6222, Train Acc: 100.00%, Valid Acc: 76.38%, Test  Acc: 76.65%, Train F1: 100.00%, Valid F1: 73.61%, Test  F1: 74.71%, 
Epoch: 337, Train Loss: 15.5061, Valid Loss: 1.6549, Test  Loss: 1.6208, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 76.65%, Train F1: 100.00%, Valid F1: 72.69%, Test  F1: 74.67%, 
Epoch: 338, Train Loss: 15.5001, Valid Loss: 1.6585, Test  Loss: 1.6195, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 76.65%, Train F1: 100.00%, Valid F1: 72.68%, Test  F1: 74.67%, 
Epoch: 339, Train Loss: 15.5268, Valid Loss: 1.6601, Test  Loss: 1.6183, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 76.47%, Train F1: 100.00%, Valid F1: 72.67%, Test  F1: 74.51%, 
Epoch: 340, Train Loss: 15.5397, Valid Loss: 1.6612, Test  Loss: 1.6207, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 76.51%, Train F1: 100.00%, Valid F1: 72.67%, Test  F1: 74.56%, 
Epoch: 341, Train Loss: 15.5205, Valid Loss: 1.6621, Test  Loss: 1.6240, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 76.47%, Train F1: 100.00%, Valid F1: 72.73%, Test  F1: 74.55%, 
Epoch: 342, Train Loss: 15.5503, Valid Loss: 1.6552, Test  Loss: 1.6255, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 76.65%, Train F1: 100.00%, Valid F1: 72.45%, Test  F1: 74.66%, 
Epoch: 343, Train Loss: 15.5165, Valid Loss: 1.6504, Test  Loss: 1.6288, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 76.74%, Train F1: 100.00%, Valid F1: 72.45%, Test  F1: 74.68%, 
Epoch: 344, Train Loss: 15.5033, Valid Loss: 1.6485, Test  Loss: 1.6329, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 76.79%, Train F1: 100.00%, Valid F1: 72.30%, Test  F1: 74.67%, 
Epoch: 345, Train Loss: 15.5346, Valid Loss: 1.6465, Test  Loss: 1.6370, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 76.93%, Train F1: 100.00%, Valid F1: 72.74%, Test  F1: 74.87%, 
Epoch: 346, Train Loss: 15.5202, Valid Loss: 1.6440, Test  Loss: 1.6402, Train Acc: 100.00%, Valid Acc: 75.65%, Test  Acc: 76.79%, Train F1: 100.00%, Valid F1: 72.94%, Test  F1: 74.76%, 
Epoch: 347, Train Loss: 15.5338, Valid Loss: 1.6342, Test  Loss: 1.6441, Train Acc: 100.00%, Valid Acc: 75.65%, Test  Acc: 76.65%, Train F1: 100.00%, Valid F1: 72.94%, Test  F1: 74.65%, 
Epoch: 348, Train Loss: 15.5113, Valid Loss: 1.6260, Test  Loss: 1.6471, Train Acc: 100.00%, Valid Acc: 76.01%, Test  Acc: 76.70%, Train F1: 100.00%, Valid F1: 73.36%, Test  F1: 74.62%, 
Epoch: 349, Train Loss: 15.5298, Valid Loss: 1.6214, Test  Loss: 1.6517, Train Acc: 100.00%, Valid Acc: 76.01%, Test  Acc: 76.70%, Train F1: 100.00%, Valid F1: 73.31%, Test  F1: 74.63%, 
Epoch: 350, Train Loss: 15.5221, Valid Loss: 1.6127, Test  Loss: 1.6482, Train Acc: 100.00%, Valid Acc: 76.01%, Test  Acc: 76.47%, Train F1: 100.00%, Valid F1: 73.31%, Test  F1: 74.36%, 
Epoch: 351, Train Loss: 15.5250, Valid Loss: 1.6074, Test  Loss: 1.6446, Train Acc: 100.00%, Valid Acc: 75.65%, Test  Acc: 76.42%, Train F1: 100.00%, Valid F1: 72.97%, Test  F1: 74.32%, 
Epoch: 352, Train Loss: 15.5044, Valid Loss: 1.6033, Test  Loss: 1.6377, Train Acc: 100.00%, Valid Acc: 75.65%, Test  Acc: 76.65%, Train F1: 100.00%, Valid F1: 72.82%, Test  F1: 74.58%, 
Epoch: 353, Train Loss: 15.5099, Valid Loss: 1.6014, Test  Loss: 1.6286, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 76.74%, Train F1: 100.00%, Valid F1: 72.07%, Test  F1: 74.65%, 
Epoch: 354, Train Loss: 15.4921, Valid Loss: 1.6112, Test  Loss: 1.6193, Train Acc: 100.00%, Valid Acc: 75.65%, Test  Acc: 76.70%, Train F1: 100.00%, Valid F1: 72.97%, Test  F1: 74.69%, 
Epoch: 355, Train Loss: 15.5403, Valid Loss: 1.6278, Test  Loss: 1.6151, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 76.88%, Train F1: 100.00%, Valid F1: 72.09%, Test  F1: 75.05%, 
Epoch: 356, Train Loss: 15.5538, Valid Loss: 1.6502, Test  Loss: 1.6179, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 77.07%, Train F1: 100.00%, Valid F1: 72.31%, Test  F1: 75.21%, 
Epoch: 357, Train Loss: 15.5303, Valid Loss: 1.6776, Test  Loss: 1.6260, Train Acc: 100.00%, Valid Acc: 75.65%, Test  Acc: 77.02%, Train F1: 100.00%, Valid F1: 72.91%, Test  F1: 75.16%, 
Epoch: 358, Train Loss: 15.5055, Valid Loss: 1.7048, Test  Loss: 1.6335, Train Acc: 100.00%, Valid Acc: 75.65%, Test  Acc: 77.11%, Train F1: 100.00%, Valid F1: 72.91%, Test  F1: 75.19%, 
Epoch: 359, Train Loss: 15.4894, Valid Loss: 1.7268, Test  Loss: 1.6400, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 77.11%, Train F1: 100.00%, Valid F1: 72.27%, Test  F1: 75.21%, 
Epoch: 360, Train Loss: 15.4930, Valid Loss: 1.7419, Test  Loss: 1.6458, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 77.20%, Train F1: 100.00%, Valid F1: 72.27%, Test  F1: 75.31%, 
Epoch: 361, Train Loss: 15.4885, Valid Loss: 1.7517, Test  Loss: 1.6504, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 77.02%, Train F1: 100.00%, Valid F1: 72.27%, Test  F1: 75.15%, 
Epoch: 362, Train Loss: 15.5118, Valid Loss: 1.7525, Test  Loss: 1.6553, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 77.02%, Train F1: 100.00%, Valid F1: 72.04%, Test  F1: 75.09%, 
Epoch: 363, Train Loss: 15.5401, Valid Loss: 1.7433, Test  Loss: 1.6575, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 76.97%, Train F1: 100.00%, Valid F1: 72.21%, Test  F1: 75.01%, 
Epoch: 364, Train Loss: 15.5169, Valid Loss: 1.7297, Test  Loss: 1.6586, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 77.25%, Train F1: 100.00%, Valid F1: 72.12%, Test  F1: 75.48%, 
Epoch: 365, Train Loss: 15.5336, Valid Loss: 1.7240, Test  Loss: 1.6653, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.93%, Train F1: 100.00%, Valid F1: 71.14%, Test  F1: 75.02%, 
Epoch: 366, Train Loss: 15.4888, Valid Loss: 1.7202, Test  Loss: 1.6706, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.65%, Train F1: 100.00%, Valid F1: 71.01%, Test  F1: 74.66%, 
Epoch: 367, Train Loss: 15.4999, Valid Loss: 1.7210, Test  Loss: 1.6761, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.42%, Train F1: 100.00%, Valid F1: 71.16%, Test  F1: 74.45%, 
Epoch: 368, Train Loss: 15.4906, Valid Loss: 1.7203, Test  Loss: 1.6789, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.47%, Train F1: 100.00%, Valid F1: 71.09%, Test  F1: 74.47%, 
Epoch: 369, Train Loss: 15.5135, Valid Loss: 1.7210, Test  Loss: 1.6815, Train Acc: 100.00%, Valid Acc: 73.80%, Test  Acc: 76.37%, Train F1: 100.00%, Valid F1: 70.74%, Test  F1: 74.30%, 
Epoch: 370, Train Loss: 15.4925, Valid Loss: 1.7160, Test  Loss: 1.6830, Train Acc: 100.00%, Valid Acc: 73.80%, Test  Acc: 76.37%, Train F1: 100.00%, Valid F1: 70.74%, Test  F1: 74.29%, 
Epoch: 371, Train Loss: 15.5492, Valid Loss: 1.7025, Test  Loss: 1.6844, Train Acc: 100.00%, Valid Acc: 73.80%, Test  Acc: 76.51%, Train F1: 100.00%, Valid F1: 70.68%, Test  F1: 74.41%, 
Epoch: 372, Train Loss: 15.5110, Valid Loss: 1.6951, Test  Loss: 1.6910, Train Acc: 100.00%, Valid Acc: 73.80%, Test  Acc: 76.65%, Train F1: 100.00%, Valid F1: 70.68%, Test  F1: 74.49%, 
Epoch: 373, Train Loss: 15.5051, Valid Loss: 1.6889, Test  Loss: 1.6992, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.51%, Train F1: 100.00%, Valid F1: 71.42%, Test  F1: 74.33%, 
Epoch: 374, Train Loss: 15.4858, Valid Loss: 1.6769, Test  Loss: 1.7037, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.37%, Train F1: 100.00%, Valid F1: 71.48%, Test  F1: 74.30%, 
Epoch: 375, Train Loss: 15.4918, Valid Loss: 1.6721, Test  Loss: 1.7121, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.51%, Train F1: 100.00%, Valid F1: 71.49%, Test  F1: 74.38%, 
Epoch: 376, Train Loss: 15.4921, Valid Loss: 1.6688, Test  Loss: 1.7212, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.37%, Train F1: 100.00%, Valid F1: 71.49%, Test  F1: 74.33%, 
Epoch: 377, Train Loss: 15.5047, Valid Loss: 1.6607, Test  Loss: 1.7249, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.51%, Train F1: 100.00%, Valid F1: 70.77%, Test  F1: 74.50%, 
Epoch: 378, Train Loss: 15.5293, Valid Loss: 1.6492, Test  Loss: 1.7202, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.65%, Train F1: 100.00%, Valid F1: 71.09%, Test  F1: 74.69%, 
Epoch: 379, Train Loss: 15.5093, Valid Loss: 1.6403, Test  Loss: 1.7136, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.60%, Train F1: 100.00%, Valid F1: 70.60%, Test  F1: 74.70%, 
Epoch: 380, Train Loss: 15.5284, Valid Loss: 1.6324, Test  Loss: 1.7074, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.42%, Train F1: 100.00%, Valid F1: 71.05%, Test  F1: 74.50%, 
Epoch: 381, Train Loss: 15.5398, Valid Loss: 1.6291, Test  Loss: 1.7026, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 76.33%, Train F1: 100.00%, Valid F1: 71.45%, Test  F1: 74.36%, 
Epoch: 382, Train Loss: 15.4880, Valid Loss: 1.6286, Test  Loss: 1.6979, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 76.14%, Train F1: 100.00%, Valid F1: 71.90%, Test  F1: 74.19%, 
Epoch: 383, Train Loss: 15.4890, Valid Loss: 1.6248, Test  Loss: 1.6920, Train Acc: 100.00%, Valid Acc: 75.65%, Test  Acc: 76.19%, Train F1: 100.00%, Valid F1: 72.32%, Test  F1: 74.22%, 
Epoch: 384, Train Loss: 15.5144, Valid Loss: 1.6220, Test  Loss: 1.6839, Train Acc: 100.00%, Valid Acc: 75.65%, Test  Acc: 76.42%, Train F1: 100.00%, Valid F1: 72.26%, Test  F1: 74.43%, 
Epoch: 385, Train Loss: 15.5092, Valid Loss: 1.6210, Test  Loss: 1.6780, Train Acc: 100.00%, Valid Acc: 75.65%, Test  Acc: 76.79%, Train F1: 100.00%, Valid F1: 72.36%, Test  F1: 74.78%, 
Epoch: 386, Train Loss: 15.4835, Valid Loss: 1.6205, Test  Loss: 1.6744, Train Acc: 100.00%, Valid Acc: 76.01%, Test  Acc: 76.97%, Train F1: 100.00%, Valid F1: 72.69%, Test  F1: 74.92%, 
Epoch: 387, Train Loss: 15.5349, Valid Loss: 1.6249, Test  Loss: 1.6739, Train Acc: 100.00%, Valid Acc: 76.01%, Test  Acc: 76.88%, Train F1: 100.00%, Valid F1: 72.75%, Test  F1: 74.82%, 
Epoch: 388, Train Loss: 15.4838, Valid Loss: 1.6238, Test  Loss: 1.6723, Train Acc: 100.00%, Valid Acc: 76.38%, Test  Acc: 76.70%, Train F1: 100.00%, Valid F1: 73.03%, Test  F1: 74.67%, 
Epoch: 389, Train Loss: 15.4996, Valid Loss: 1.6239, Test  Loss: 1.6763, Train Acc: 100.00%, Valid Acc: 76.38%, Test  Acc: 76.74%, Train F1: 100.00%, Valid F1: 72.83%, Test  F1: 74.65%, 
Epoch: 390, Train Loss: 15.5226, Valid Loss: 1.6266, Test  Loss: 1.6801, Train Acc: 100.00%, Valid Acc: 76.01%, Test  Acc: 76.65%, Train F1: 100.00%, Valid F1: 72.36%, Test  F1: 74.65%, 
Epoch: 391, Train Loss: 15.4901, Valid Loss: 1.6340, Test  Loss: 1.6872, Train Acc: 100.00%, Valid Acc: 76.01%, Test  Acc: 76.74%, Train F1: 100.00%, Valid F1: 72.36%, Test  F1: 74.64%, 
Epoch: 392, Train Loss: 15.5107, Valid Loss: 1.6446, Test  Loss: 1.6970, Train Acc: 100.00%, Valid Acc: 76.01%, Test  Acc: 76.74%, Train F1: 100.00%, Valid F1: 72.35%, Test  F1: 74.65%, 
Epoch: 393, Train Loss: 15.4918, Valid Loss: 1.6567, Test  Loss: 1.7064, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 76.70%, Train F1: 100.00%, Valid F1: 71.61%, Test  F1: 74.60%, 
Epoch: 394, Train Loss: 15.4983, Valid Loss: 1.6691, Test  Loss: 1.7119, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 76.37%, Train F1: 100.00%, Valid F1: 71.70%, Test  F1: 74.22%, 
Epoch: 395, Train Loss: 15.4893, Valid Loss: 1.6887, Test  Loss: 1.7185, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 76.51%, Train F1: 100.00%, Valid F1: 71.30%, Test  F1: 74.36%, 
Epoch: 396, Train Loss: 15.5368, Valid Loss: 1.7060, Test  Loss: 1.7241, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 76.23%, Train F1: 100.00%, Valid F1: 71.45%, Test  F1: 73.99%, 
Epoch: 397, Train Loss: 15.4833, Valid Loss: 1.7206, Test  Loss: 1.7273, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.00%, Train F1: 100.00%, Valid F1: 71.11%, Test  F1: 73.75%, 
Epoch: 398, Train Loss: 15.5397, Valid Loss: 1.7298, Test  Loss: 1.7249, Train Acc: 100.00%, Valid Acc: 73.80%, Test  Acc: 75.73%, Train F1: 100.00%, Valid F1: 70.42%, Test  F1: 73.53%, 
Epoch: 399, Train Loss: 15.4724, Valid Loss: 1.7327, Test  Loss: 1.7177, Train Acc: 100.00%, Valid Acc: 73.80%, Test  Acc: 75.96%, Train F1: 100.00%, Valid F1: 70.42%, Test  F1: 73.74%, 
Epoch: 400, Train Loss: 15.4807, Valid Loss: 1.7246, Test  Loss: 1.7077, Train Acc: 100.00%, Valid Acc: 73.80%, Test  Acc: 76.14%, Train F1: 100.00%, Valid F1: 70.32%, Test  F1: 74.00%, 
Epoch: 401, Train Loss: 15.5252, Valid Loss: 1.7121, Test  Loss: 1.6942, Train Acc: 100.00%, Valid Acc: 73.43%, Test  Acc: 76.42%, Train F1: 100.00%, Valid F1: 70.03%, Test  F1: 74.32%, 
Epoch: 402, Train Loss: 15.5156, Valid Loss: 1.7000, Test  Loss: 1.6816, Train Acc: 100.00%, Valid Acc: 73.80%, Test  Acc: 76.56%, Train F1: 100.00%, Valid F1: 70.47%, Test  F1: 74.46%, 
Epoch: 403, Train Loss: 15.4880, Valid Loss: 1.6928, Test  Loss: 1.6722, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.42%, Train F1: 100.00%, Valid F1: 70.93%, Test  F1: 74.30%, 
Epoch: 404, Train Loss: 15.5082, Valid Loss: 1.6883, Test  Loss: 1.6666, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.60%, Train F1: 100.00%, Valid F1: 70.85%, Test  F1: 74.50%, 
Epoch: 405, Train Loss: 15.4686, Valid Loss: 1.6889, Test  Loss: 1.6619, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.74%, Train F1: 100.00%, Valid F1: 71.17%, Test  F1: 74.64%, 
Epoch: 406, Train Loss: 15.4893, Valid Loss: 1.6916, Test  Loss: 1.6581, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 76.74%, Train F1: 100.00%, Valid F1: 71.59%, Test  F1: 74.62%, 
Epoch: 407, Train Loss: 15.5110, Valid Loss: 1.6942, Test  Loss: 1.6579, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 76.93%, Train F1: 100.00%, Valid F1: 72.00%, Test  F1: 74.77%, 
Epoch: 408, Train Loss: 15.5025, Valid Loss: 1.6982, Test  Loss: 1.6595, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 76.97%, Train F1: 100.00%, Valid F1: 72.00%, Test  F1: 74.82%, 
Epoch: 409, Train Loss: 15.4786, Valid Loss: 1.7020, Test  Loss: 1.6657, Train Acc: 100.00%, Valid Acc: 75.65%, Test  Acc: 77.07%, Train F1: 100.00%, Valid F1: 72.23%, Test  F1: 74.99%, 
Epoch: 410, Train Loss: 15.4928, Valid Loss: 1.7057, Test  Loss: 1.6699, Train Acc: 100.00%, Valid Acc: 76.01%, Test  Acc: 77.02%, Train F1: 100.00%, Valid F1: 72.65%, Test  F1: 74.88%, 
Epoch: 411, Train Loss: 15.5177, Valid Loss: 1.7083, Test  Loss: 1.6723, Train Acc: 100.00%, Valid Acc: 76.01%, Test  Acc: 76.97%, Train F1: 100.00%, Valid F1: 72.62%, Test  F1: 74.75%, 
Epoch: 412, Train Loss: 15.4909, Valid Loss: 1.7068, Test  Loss: 1.6723, Train Acc: 100.00%, Valid Acc: 76.38%, Test  Acc: 77.16%, Train F1: 100.00%, Valid F1: 72.97%, Test  F1: 74.93%, 
Epoch: 413, Train Loss: 15.4787, Valid Loss: 1.7011, Test  Loss: 1.6719, Train Acc: 100.00%, Valid Acc: 75.65%, Test  Acc: 76.93%, Train F1: 100.00%, Valid F1: 72.08%, Test  F1: 74.73%, 
Epoch: 414, Train Loss: 15.4954, Valid Loss: 1.6947, Test  Loss: 1.6698, Train Acc: 100.00%, Valid Acc: 75.65%, Test  Acc: 76.97%, Train F1: 100.00%, Valid F1: 72.08%, Test  F1: 74.86%, 
Epoch: 415, Train Loss: 15.5353, Valid Loss: 1.6854, Test  Loss: 1.6659, Train Acc: 100.00%, Valid Acc: 75.65%, Test  Acc: 76.93%, Train F1: 100.00%, Valid F1: 72.08%, Test  F1: 74.80%, 
Epoch: 416, Train Loss: 15.5016, Valid Loss: 1.6773, Test  Loss: 1.6647, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 77.07%, Train F1: 100.00%, Valid F1: 71.75%, Test  F1: 74.96%, 
Epoch: 417, Train Loss: 15.4973, Valid Loss: 1.6707, Test  Loss: 1.6648, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 76.97%, Train F1: 100.00%, Valid F1: 71.69%, Test  F1: 74.93%, 
Epoch: 418, Train Loss: 15.5069, Valid Loss: 1.6694, Test  Loss: 1.6636, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 76.93%, Train F1: 100.00%, Valid F1: 71.39%, Test  F1: 74.89%, 
Epoch: 419, Train Loss: 15.5436, Valid Loss: 1.6753, Test  Loss: 1.6628, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.93%, Train F1: 100.00%, Valid F1: 71.11%, Test  F1: 74.92%, 
Epoch: 420, Train Loss: 15.5026, Valid Loss: 1.6873, Test  Loss: 1.6658, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 77.02%, Train F1: 100.00%, Valid F1: 71.38%, Test  F1: 74.99%, 
Epoch: 421, Train Loss: 15.4915, Valid Loss: 1.7015, Test  Loss: 1.6671, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 76.88%, Train F1: 100.00%, Valid F1: 71.85%, Test  F1: 74.81%, 
Epoch: 422, Train Loss: 15.4727, Valid Loss: 1.7187, Test  Loss: 1.6705, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.93%, Train F1: 100.00%, Valid F1: 71.51%, Test  F1: 74.80%, 
Epoch: 423, Train Loss: 15.5011, Valid Loss: 1.7368, Test  Loss: 1.6754, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 77.07%, Train F1: 100.00%, Valid F1: 72.33%, Test  F1: 74.97%, 
Epoch: 424, Train Loss: 15.4941, Valid Loss: 1.7490, Test  Loss: 1.6777, Train Acc: 100.00%, Valid Acc: 75.65%, Test  Acc: 77.07%, Train F1: 100.00%, Valid F1: 72.79%, Test  F1: 74.97%, 
Epoch: 425, Train Loss: 15.4679, Valid Loss: 1.7645, Test  Loss: 1.6786, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 77.11%, Train F1: 100.00%, Valid F1: 72.40%, Test  F1: 75.04%, 
Epoch: 426, Train Loss: 15.5033, Valid Loss: 1.7761, Test  Loss: 1.6788, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 77.43%, Train F1: 100.00%, Valid F1: 71.72%, Test  F1: 75.36%, 
Epoch: 427, Train Loss: 15.4685, Valid Loss: 1.7794, Test  Loss: 1.6777, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 77.43%, Train F1: 100.00%, Valid F1: 72.24%, Test  F1: 75.38%, 
Epoch: 428, Train Loss: 15.5034, Valid Loss: 1.7816, Test  Loss: 1.6736, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 77.43%, Train F1: 100.00%, Valid F1: 72.24%, Test  F1: 75.42%, 
Epoch: 429, Train Loss: 15.4469, Valid Loss: 1.7815, Test  Loss: 1.6692, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 77.39%, Train F1: 100.00%, Valid F1: 72.24%, Test  F1: 75.42%, 
Epoch: 430, Train Loss: 15.4758, Valid Loss: 1.7762, Test  Loss: 1.6659, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 77.34%, Train F1: 100.00%, Valid F1: 72.60%, Test  F1: 75.35%, 
Epoch: 431, Train Loss: 15.4786, Valid Loss: 1.7710, Test  Loss: 1.6659, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 77.43%, Train F1: 100.00%, Valid F1: 72.24%, Test  F1: 75.37%, 
Epoch: 432, Train Loss: 15.4905, Valid Loss: 1.7683, Test  Loss: 1.6697, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 77.16%, Train F1: 100.00%, Valid F1: 72.24%, Test  F1: 75.14%, 
Epoch: 433, Train Loss: 15.4571, Valid Loss: 1.7648, Test  Loss: 1.6754, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 76.97%, Train F1: 100.00%, Valid F1: 72.57%, Test  F1: 74.98%, 
Epoch: 434, Train Loss: 15.4544, Valid Loss: 1.7643, Test  Loss: 1.6823, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 76.79%, Train F1: 100.00%, Valid F1: 72.57%, Test  F1: 74.77%, 
Epoch: 435, Train Loss: 15.4897, Valid Loss: 1.7646, Test  Loss: 1.6891, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.51%, Train F1: 100.00%, Valid F1: 71.41%, Test  F1: 74.48%, 
Epoch: 436, Train Loss: 15.4988, Valid Loss: 1.7662, Test  Loss: 1.6966, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.23%, Train F1: 100.00%, Valid F1: 70.83%, Test  F1: 74.22%, 
Epoch: 437, Train Loss: 15.4732, Valid Loss: 1.7681, Test  Loss: 1.7038, Train Acc: 100.00%, Valid Acc: 74.17%, Test  Acc: 76.37%, Train F1: 100.00%, Valid F1: 70.93%, Test  F1: 74.34%, 
Epoch: 438, Train Loss: 15.4541, Valid Loss: 1.7688, Test  Loss: 1.7089, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.28%, Train F1: 100.00%, Valid F1: 71.17%, Test  F1: 74.27%, 
Epoch: 439, Train Loss: 15.4764, Valid Loss: 1.7660, Test  Loss: 1.7108, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.47%, Train F1: 100.00%, Valid F1: 71.17%, Test  F1: 74.47%, 
Epoch: 440, Train Loss: 15.4804, Valid Loss: 1.7621, Test  Loss: 1.7099, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.65%, Train F1: 100.00%, Valid F1: 71.11%, Test  F1: 74.62%, 
Epoch: 441, Train Loss: 15.5220, Valid Loss: 1.7575, Test  Loss: 1.7112, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.65%, Train F1: 100.00%, Valid F1: 71.01%, Test  F1: 74.61%, 
Epoch: 442, Train Loss: 15.4669, Valid Loss: 1.7567, Test  Loss: 1.7162, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 76.47%, Train F1: 100.00%, Valid F1: 71.89%, Test  F1: 74.44%, 
Epoch: 443, Train Loss: 15.4701, Valid Loss: 1.7567, Test  Loss: 1.7173, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 76.60%, Train F1: 100.00%, Valid F1: 71.74%, Test  F1: 74.56%, 
Epoch: 444, Train Loss: 15.4832, Valid Loss: 1.7561, Test  Loss: 1.7178, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 76.56%, Train F1: 100.00%, Valid F1: 72.09%, Test  F1: 74.51%, 
Epoch: 445, Train Loss: 15.4826, Valid Loss: 1.7527, Test  Loss: 1.7166, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 76.65%, Train F1: 100.00%, Valid F1: 71.81%, Test  F1: 74.58%, 
Epoch: 446, Train Loss: 15.4604, Valid Loss: 1.7509, Test  Loss: 1.7170, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 76.56%, Train F1: 100.00%, Valid F1: 71.81%, Test  F1: 74.51%, 
Epoch: 447, Train Loss: 15.4747, Valid Loss: 1.7460, Test  Loss: 1.7155, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 76.79%, Train F1: 100.00%, Valid F1: 72.24%, Test  F1: 74.72%, 
Epoch: 448, Train Loss: 15.4632, Valid Loss: 1.7303, Test  Loss: 1.7082, Train Acc: 100.00%, Valid Acc: 75.65%, Test  Acc: 76.88%, Train F1: 100.00%, Valid F1: 72.61%, Test  F1: 74.78%, 
Epoch: 449, Train Loss: 15.4903, Valid Loss: 1.7151, Test  Loss: 1.7028, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 76.93%, Train F1: 100.00%, Valid F1: 72.27%, Test  F1: 74.79%, 
Epoch: 450, Train Loss: 15.4742, Valid Loss: 1.7101, Test  Loss: 1.7010, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 76.83%, Train F1: 100.00%, Valid F1: 72.31%, Test  F1: 74.60%, 
Epoch: 451, Train Loss: 15.4810, Valid Loss: 1.7149, Test  Loss: 1.7022, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 76.88%, Train F1: 100.00%, Valid F1: 72.31%, Test  F1: 74.65%, 
Epoch: 452, Train Loss: 15.4632, Valid Loss: 1.7183, Test  Loss: 1.7015, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 76.65%, Train F1: 100.00%, Valid F1: 72.15%, Test  F1: 74.44%, 
Epoch: 453, Train Loss: 15.4798, Valid Loss: 1.7220, Test  Loss: 1.7004, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 76.79%, Train F1: 100.00%, Valid F1: 72.22%, Test  F1: 74.54%, 
Epoch: 454, Train Loss: 15.4960, Valid Loss: 1.7250, Test  Loss: 1.7048, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 76.60%, Train F1: 100.00%, Valid F1: 72.20%, Test  F1: 74.39%, 
Epoch: 455, Train Loss: 15.4702, Valid Loss: 1.7300, Test  Loss: 1.7089, Train Acc: 100.00%, Valid Acc: 75.65%, Test  Acc: 76.51%, Train F1: 100.00%, Valid F1: 72.47%, Test  F1: 74.31%, 
Epoch: 456, Train Loss: 15.4880, Valid Loss: 1.7154, Test  Loss: 1.7092, Train Acc: 100.00%, Valid Acc: 76.01%, Test  Acc: 76.74%, Train F1: 100.00%, Valid F1: 72.87%, Test  F1: 74.51%, 
Epoch: 457, Train Loss: 15.4879, Valid Loss: 1.7065, Test  Loss: 1.7105, Train Acc: 100.00%, Valid Acc: 76.38%, Test  Acc: 76.79%, Train F1: 100.00%, Valid F1: 73.42%, Test  F1: 74.44%, 
Epoch: 458, Train Loss: 15.4828, Valid Loss: 1.7035, Test  Loss: 1.7140, Train Acc: 100.00%, Valid Acc: 75.65%, Test  Acc: 76.97%, Train F1: 100.00%, Valid F1: 72.66%, Test  F1: 74.63%, 
Epoch: 459, Train Loss: 15.4654, Valid Loss: 1.7027, Test  Loss: 1.7153, Train Acc: 100.00%, Valid Acc: 76.01%, Test  Acc: 76.97%, Train F1: 100.00%, Valid F1: 73.07%, Test  F1: 74.67%, 
Epoch: 460, Train Loss: 15.5063, Valid Loss: 1.6957, Test  Loss: 1.7160, Train Acc: 100.00%, Valid Acc: 76.01%, Test  Acc: 76.93%, Train F1: 100.00%, Valid F1: 72.86%, Test  F1: 74.59%, 
Epoch: 461, Train Loss: 15.4748, Valid Loss: 1.6892, Test  Loss: 1.7169, Train Acc: 100.00%, Valid Acc: 76.01%, Test  Acc: 76.79%, Train F1: 100.00%, Valid F1: 72.99%, Test  F1: 74.41%, 
Epoch: 462, Train Loss: 15.4923, Valid Loss: 1.6796, Test  Loss: 1.7191, Train Acc: 100.00%, Valid Acc: 75.65%, Test  Acc: 76.83%, Train F1: 100.00%, Valid F1: 72.49%, Test  F1: 74.55%, 
Epoch: 463, Train Loss: 15.4429, Valid Loss: 1.6715, Test  Loss: 1.7209, Train Acc: 100.00%, Valid Acc: 75.65%, Test  Acc: 76.97%, Train F1: 100.00%, Valid F1: 72.49%, Test  F1: 74.77%, 
Epoch: 464, Train Loss: 15.4613, Valid Loss: 1.6702, Test  Loss: 1.7228, Train Acc: 100.00%, Valid Acc: 76.01%, Test  Acc: 77.07%, Train F1: 100.00%, Valid F1: 72.88%, Test  F1: 74.86%, 
Epoch: 465, Train Loss: 15.4665, Valid Loss: 1.6698, Test  Loss: 1.7184, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 76.97%, Train F1: 100.00%, Valid F1: 72.13%, Test  F1: 74.67%, 
Epoch: 466, Train Loss: 15.5144, Valid Loss: 1.6893, Test  Loss: 1.7157, Train Acc: 100.00%, Valid Acc: 75.65%, Test  Acc: 77.16%, Train F1: 100.00%, Valid F1: 72.34%, Test  F1: 74.86%, 
Epoch: 467, Train Loss: 15.4847, Valid Loss: 1.7161, Test  Loss: 1.7204, Train Acc: 100.00%, Valid Acc: 75.65%, Test  Acc: 77.30%, Train F1: 100.00%, Valid F1: 72.36%, Test  F1: 75.01%, 
Epoch: 468, Train Loss: 15.4560, Valid Loss: 1.7556, Test  Loss: 1.7309, Train Acc: 100.00%, Valid Acc: 75.65%, Test  Acc: 77.11%, Train F1: 100.00%, Valid F1: 72.13%, Test  F1: 75.02%, 
Epoch: 469, Train Loss: 15.4532, Valid Loss: 1.8012, Test  Loss: 1.7466, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 77.16%, Train F1: 100.00%, Valid F1: 71.42%, Test  F1: 75.01%, 
Epoch: 470, Train Loss: 15.4492, Valid Loss: 1.8439, Test  Loss: 1.7637, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 77.11%, Train F1: 100.00%, Valid F1: 71.21%, Test  F1: 74.96%, 
Epoch: 471, Train Loss: 15.4509, Valid Loss: 1.8756, Test  Loss: 1.7772, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 76.93%, Train F1: 100.00%, Valid F1: 71.15%, Test  F1: 74.70%, 
Epoch: 472, Train Loss: 15.4717, Valid Loss: 1.9009, Test  Loss: 1.7891, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 76.88%, Train F1: 100.00%, Valid F1: 71.00%, Test  F1: 74.65%, 
Epoch: 473, Train Loss: 15.4866, Valid Loss: 1.9185, Test  Loss: 1.7991, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 76.97%, Train F1: 100.00%, Valid F1: 71.00%, Test  F1: 74.71%, 
Epoch: 474, Train Loss: 15.4607, Valid Loss: 1.9250, Test  Loss: 1.8045, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 76.88%, Train F1: 100.00%, Valid F1: 70.83%, Test  F1: 74.63%, 
Epoch: 475, Train Loss: 15.4894, Valid Loss: 1.9115, Test  Loss: 1.7966, Train Acc: 100.00%, Valid Acc: 73.80%, Test  Acc: 77.11%, Train F1: 100.00%, Valid F1: 70.15%, Test  F1: 74.92%, 
Epoch: 476, Train Loss: 15.4719, Valid Loss: 1.8742, Test  Loss: 1.7770, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 77.39%, Train F1: 100.00%, Valid F1: 70.89%, Test  F1: 75.18%, 
Epoch: 477, Train Loss: 15.4833, Valid Loss: 1.8380, Test  Loss: 1.7642, Train Acc: 100.00%, Valid Acc: 74.54%, Test  Acc: 77.43%, Train F1: 100.00%, Valid F1: 70.90%, Test  F1: 75.22%, 
Epoch: 478, Train Loss: 15.4519, Valid Loss: 1.8115, Test  Loss: 1.7595, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 77.16%, Train F1: 100.00%, Valid F1: 71.27%, Test  F1: 74.95%, 
Epoch: 479, Train Loss: 15.4765, Valid Loss: 1.7902, Test  Loss: 1.7563, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 77.16%, Train F1: 100.00%, Valid F1: 71.27%, Test  F1: 74.95%, 
Epoch: 480, Train Loss: 15.4819, Valid Loss: 1.7730, Test  Loss: 1.7515, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 76.97%, Train F1: 100.00%, Valid F1: 71.24%, Test  F1: 74.78%, 
Epoch: 481, Train Loss: 15.4569, Valid Loss: 1.7592, Test  Loss: 1.7475, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 76.79%, Train F1: 100.00%, Valid F1: 71.25%, Test  F1: 74.53%, 
Epoch: 482, Train Loss: 15.4942, Valid Loss: 1.7454, Test  Loss: 1.7447, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 76.79%, Train F1: 100.00%, Valid F1: 71.29%, Test  F1: 74.55%, 
Epoch: 483, Train Loss: 15.4815, Valid Loss: 1.7343, Test  Loss: 1.7382, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 76.97%, Train F1: 100.00%, Valid F1: 71.70%, Test  F1: 74.76%, 
Epoch: 484, Train Loss: 15.4694, Valid Loss: 1.7288, Test  Loss: 1.7333, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 77.07%, Train F1: 100.00%, Valid F1: 71.43%, Test  F1: 74.82%, 
Epoch: 485, Train Loss: 15.4479, Valid Loss: 1.7126, Test  Loss: 1.7236, Train Acc: 100.00%, Valid Acc: 75.65%, Test  Acc: 77.16%, Train F1: 100.00%, Valid F1: 72.32%, Test  F1: 74.90%, 
Epoch: 486, Train Loss: 15.4578, Valid Loss: 1.7006, Test  Loss: 1.7147, Train Acc: 100.00%, Valid Acc: 76.01%, Test  Acc: 77.20%, Train F1: 100.00%, Valid F1: 72.58%, Test  F1: 74.95%, 
Epoch: 487, Train Loss: 15.4591, Valid Loss: 1.6906, Test  Loss: 1.7095, Train Acc: 100.00%, Valid Acc: 75.65%, Test  Acc: 77.11%, Train F1: 100.00%, Valid F1: 72.09%, Test  F1: 74.82%, 
Epoch: 488, Train Loss: 15.4364, Valid Loss: 1.6828, Test  Loss: 1.7069, Train Acc: 100.00%, Valid Acc: 75.65%, Test  Acc: 77.11%, Train F1: 100.00%, Valid F1: 72.15%, Test  F1: 74.78%, 
Epoch: 489, Train Loss: 15.4897, Valid Loss: 1.6770, Test  Loss: 1.7046, Train Acc: 100.00%, Valid Acc: 74.91%, Test  Acc: 77.43%, Train F1: 100.00%, Valid F1: 71.13%, Test  F1: 75.16%, 
Epoch: 490, Train Loss: 15.4943, Valid Loss: 1.6730, Test  Loss: 1.7051, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 77.16%, Train F1: 100.00%, Valid F1: 71.79%, Test  F1: 74.94%, 
Epoch: 491, Train Loss: 15.4540, Valid Loss: 1.6745, Test  Loss: 1.7075, Train Acc: 100.00%, Valid Acc: 75.65%, Test  Acc: 77.11%, Train F1: 100.00%, Valid F1: 72.27%, Test  F1: 74.86%, 
Epoch: 492, Train Loss: 15.4391, Valid Loss: 1.6787, Test  Loss: 1.7111, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 76.97%, Train F1: 100.00%, Valid F1: 71.90%, Test  F1: 74.75%, 
Epoch: 493, Train Loss: 15.4885, Valid Loss: 1.6847, Test  Loss: 1.7135, Train Acc: 100.00%, Valid Acc: 75.65%, Test  Acc: 77.11%, Train F1: 100.00%, Valid F1: 72.17%, Test  F1: 74.90%, 
Epoch: 494, Train Loss: 15.4422, Valid Loss: 1.6912, Test  Loss: 1.7129, Train Acc: 100.00%, Valid Acc: 75.28%, Test  Acc: 77.20%, Train F1: 100.00%, Valid F1: 71.89%, Test  F1: 75.00%, 
Epoch: 495, Train Loss: 15.4540, Valid Loss: 1.7008, Test  Loss: 1.7150, Train Acc: 100.00%, Valid Acc: 76.01%, Test  Acc: 77.39%, Train F1: 100.00%, Valid F1: 72.43%, Test  F1: 75.18%, 
Epoch: 496, Train Loss: 15.4422, Valid Loss: 1.7092, Test  Loss: 1.7171, Train Acc: 100.00%, Valid Acc: 76.01%, Test  Acc: 77.39%, Train F1: 100.00%, Valid F1: 72.36%, Test  F1: 75.18%, 
Epoch: 497, Train Loss: 15.4714, Valid Loss: 1.7165, Test  Loss: 1.7190, Train Acc: 100.00%, Valid Acc: 76.38%, Test  Acc: 77.25%, Train F1: 100.00%, Valid F1: 72.86%, Test  F1: 75.05%, 
Epoch: 498, Train Loss: 15.4483, Valid Loss: 1.7225, Test  Loss: 1.7199, Train Acc: 100.00%, Valid Acc: 76.75%, Test  Acc: 77.30%, Train F1: 100.00%, Valid F1: 73.34%, Test  F1: 75.04%, 
Epoch: 499, Train Loss: 15.4604, Valid Loss: 1.7243, Test  Loss: 1.7199, Train Acc: 100.00%, Valid Acc: 76.01%, Test  Acc: 77.43%, Train F1: 100.00%, Valid F1: 72.82%, Test  F1: 75.17%, 
Run 01:
Highest ACC Train: 100.00
Highest ACC Valid: 76.75
Highest ACC Test: 77.43
Highest F1 Train: 100.00
Highest F1 Valid: 73.72
Highest F1 Test: 75.48
  Final Train ACC: 100.00
   Final Val ACC: 76.75
   Final Test ACC: 76.70
  Final Train F1: 100.00
   Final Val F1: 73.72
   Final Test F1: 74.73
The running time is 1.9476739048957825