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Browse files- README.md +201 -0
- all_results.json +77 -0
- config.json +107 -0
- eval_results.json +72 -0
- merges.txt +0 -0
- pytorch_model.bin +3 -0
- special_tokens_map.json +51 -0
- tokenizer.json +0 -0
- tokenizer_config.json +67 -0
- train_results.json +8 -0
- trainer_state.json +0 -0
- training_args.bin +3 -0
- vocab.json +0 -0
README.md
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| 1 |
+
---
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| 2 |
+
license: mit
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| 3 |
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tags:
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- generated_from_trainer
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datasets:
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- cynthiachan/FeedRef2022
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model-index:
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- name: training
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results: []
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| 10 |
+
---
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| 11 |
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| 12 |
+
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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+
should probably proofread and complete it, then remove this comment. -->
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| 14 |
+
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# training
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+
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+
This model is a fine-tuned version of [microsoft/deberta-base](https://huggingface.co/microsoft/deberta-base) on the cynthiachan/FeedRef2022 dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.0301
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| 20 |
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- Attackid Precision: 1.0
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| 21 |
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- Attackid Recall: 1.0
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- Attackid F1: 1.0
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- Attackid Number: 52
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- Bitcoinaddr Precision: 0.6364
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- Bitcoinaddr Recall: 1.0
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- Bitcoinaddr F1: 0.7778
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- Bitcoinaddr Number: 7
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- Cve Precision: 0.9545
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- Cve Recall: 1.0
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- Cve F1: 0.9767
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- Cve Number: 63
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- Defenderthreat Precision: 1.0
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- Defenderthreat Recall: 1.0
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- Defenderthreat F1: 1.0
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- Defenderthreat Number: 7
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- Domain Precision: 0.9760
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- Domain Recall: 0.9854
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- Domain F1: 0.9807
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- Domain Number: 206
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- Email Precision: 0.9545
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- Email Recall: 0.9767
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- Email F1: 0.9655
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- Email Number: 43
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- Filepath Precision: 0.9717
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- Filepath Recall: 0.9752
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- Filepath F1: 0.9734
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| 47 |
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- Filepath Number: 1654
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- Fingerprint Precision: 0.0
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| 49 |
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- Fingerprint Recall: 0.0
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| 50 |
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- Fingerprint F1: 0.0
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| 51 |
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- Fingerprint Number: 2
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| 52 |
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- Hostname Precision: 0.9333
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| 53 |
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- Hostname Recall: 0.9722
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| 54 |
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- Hostname F1: 0.9524
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| 55 |
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- Hostname Number: 144
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- Ipv4 Precision: 1.0
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| 57 |
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- Ipv4 Recall: 1.0
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| 58 |
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- Ipv4 F1: 1.0
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- Ipv4 Number: 171
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| 60 |
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- Ipv6 Precision: 0.6
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| 61 |
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- Ipv6 Recall: 1.0
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| 62 |
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- Ipv6 F1: 0.7500
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| 63 |
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- Ipv6 Number: 3
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| 64 |
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- Md5 Precision: 0.9745
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| 65 |
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- Md5 Recall: 0.9976
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| 66 |
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- Md5 F1: 0.9859
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| 67 |
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- Md5 Number: 421
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| 68 |
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- Sha1 Precision: 0.98
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| 69 |
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- Sha1 Recall: 1.0
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| 70 |
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- Sha1 F1: 0.9899
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| 71 |
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- Sha1 Number: 49
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| 72 |
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- Sha256 Precision: 0.9514
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| 73 |
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- Sha256 Recall: 0.9959
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| 74 |
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- Sha256 F1: 0.9731
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| 75 |
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- Sha256 Number: 491
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| 76 |
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- Uri Precision: 0.9
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| 77 |
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- Uri Recall: 0.8182
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| 78 |
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- Uri F1: 0.8571
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| 79 |
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- Uri Number: 11
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| 80 |
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- Overall Precision: 0.9672
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| 81 |
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- Overall Recall: 0.9832
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| 82 |
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- Overall F1: 0.9751
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| 83 |
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- Overall Accuracy: 0.9939
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| 84 |
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| 85 |
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## Model description
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| 86 |
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| 87 |
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More information needed
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| 88 |
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| 89 |
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## Intended uses & limitations
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| 90 |
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| 91 |
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More information needed
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| 92 |
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| 93 |
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## Training and evaluation data
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| 94 |
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| 95 |
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More information needed
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| 96 |
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| 97 |
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## Training procedure
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| 98 |
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| 99 |
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### Training hyperparameters
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| 100 |
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| 101 |
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The following hyperparameters were used during training:
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- learning_rate: 5e-05
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- train_batch_size: 8
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- eval_batch_size: 8
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- seed: 42
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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| 107 |
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- lr_scheduler_type: linear
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- num_epochs: 3.0
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| 110 |
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### Training results
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| 111 |
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| 112 |
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| Training Loss | Epoch | Step | Validation Loss | Attackid Precision | Attackid Recall | Attackid F1 | Attackid Number | Bitcoinaddr Precision | Bitcoinaddr Recall | Bitcoinaddr F1 | Bitcoinaddr Number | Cve Precision | Cve Recall | Cve F1 | Cve Number | Defenderthreat Precision | Defenderthreat Recall | Defenderthreat F1 | Defenderthreat Number | Domain Precision | Domain Recall | Domain F1 | Domain Number | Email Precision | Email Recall | Email F1 | Email Number | Filepath Precision | Filepath Recall | Filepath F1 | Filepath Number | Fingerprint Precision | Fingerprint Recall | Fingerprint F1 | Fingerprint Number | Hostname Precision | Hostname Recall | Hostname F1 | Hostname Number | Ipv4 Precision | Ipv4 Recall | Ipv4 F1 | Ipv4 Number | Ipv6 Precision | Ipv6 Recall | Ipv6 F1 | Ipv6 Number | Md5 Precision | Md5 Recall | Md5 F1 | Md5 Number | Sha1 Precision | Sha1 Recall | Sha1 F1 | Sha1 Number | Sha256 Precision | Sha256 Recall | Sha256 F1 | Sha256 Number | Uri Precision | Uri Recall | Uri F1 | Uri Number | Overall Precision | Overall Recall | Overall F1 | Overall Accuracy |
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| 113 |
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|:-------------:|:-----:|:-----:|:---------------:|:------------------:|:---------------:|:-----------:|:---------------:|:---------------------:|:------------------:|:--------------:|:------------------:|:-------------:|:----------:|:------:|:----------:|:------------------------:|:---------------------:|:-----------------:|:---------------------:|:----------------:|:-------------:|:---------:|:-------------:|:---------------:|:------------:|:--------:|:------------:|:------------------:|:---------------:|:-----------:|:---------------:|:---------------------:|:------------------:|:--------------:|:------------------:|:------------------:|:---------------:|:-----------:|:---------------:|:--------------:|:-----------:|:-------:|:-----------:|:--------------:|:-----------:|:-------:|:-----------:|:-------------:|:----------:|:------:|:----------:|:--------------:|:-----------:|:-------:|:-----------:|:----------------:|:-------------:|:---------:|:-------------:|:-------------:|:----------:|:------:|:----------:|:-----------------:|:--------------:|:----------:|:----------------:|
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| 114 |
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| 0.3927 | 0.04 | 500 | 0.2764 | 0.0 | 0.0 | 0.0 | 52 | 0.0 | 0.0 | 0.0 | 7 | 0.0 | 0.0 | 0.0 | 63 | 0.0 | 0.0 | 0.0 | 7 | 0.0 | 0.0 | 0.0 | 206 | 0.0 | 0.0 | 0.0 | 43 | 0.4935 | 0.7763 | 0.6034 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.2821 | 0.8542 | 0.4241 | 144 | 0.5561 | 0.7251 | 0.6294 | 171 | 0.0 | 0.0 | 0.0 | 3 | 0.0 | 0.0 | 0.0 | 421 | 0.0 | 0.0 | 0.0 | 49 | 0.0 | 0.0 | 0.0 | 491 | 0.0 | 0.0 | 0.0 | 11 | 0.2662 | 0.4606 | 0.3374 | 0.8953 |
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| 115 |
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| 0.2164 | 0.07 | 1000 | 0.1558 | 0.6389 | 0.4423 | 0.5227 | 52 | 0.0 | 0.0 | 0.0 | 7 | 0.7848 | 0.9841 | 0.8732 | 63 | 0.0 | 0.0 | 0.0 | 7 | 0.3731 | 0.2427 | 0.2941 | 206 | 0.0 | 0.0 | 0.0 | 43 | 0.6284 | 0.7370 | 0.6784 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.4532 | 0.8403 | 0.5888 | 144 | 0.3495 | 0.4211 | 0.3820 | 171 | 0.0 | 0.0 | 0.0 | 3 | 0.6298 | 0.9050 | 0.7427 | 421 | 0.0 | 0.0 | 0.0 | 49 | 0.6808 | 0.9817 | 0.8040 | 491 | 0.0 | 0.0 | 0.0 | 11 | 0.6063 | 0.7250 | 0.6604 | 0.9571 |
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| 0.1395 | 0.11 | 1500 | 0.1491 | 0.25 | 0.8077 | 0.3818 | 52 | 0.0 | 0.0 | 0.0 | 7 | 0.7108 | 0.9365 | 0.8082 | 63 | 0.0 | 0.0 | 0.0 | 7 | 0.6694 | 0.7961 | 0.7273 | 206 | 0.0926 | 0.1163 | 0.1031 | 43 | 0.7232 | 0.8120 | 0.7650 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.6613 | 0.8542 | 0.7455 | 144 | 0.6848 | 0.7368 | 0.7099 | 171 | 0.0 | 0.0 | 0.0 | 3 | 0.7325 | 0.8195 | 0.7735 | 421 | 0.0 | 0.0 | 0.0 | 49 | 0.7696 | 0.9389 | 0.8459 | 491 | 0.0 | 0.0 | 0.0 | 11 | 0.6935 | 0.8026 | 0.7441 | 0.9654 |
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| 0.1084 | 0.15 | 2000 | 0.1585 | 0.4587 | 0.9615 | 0.6211 | 52 | 0.0 | 0.0 | 0.0 | 7 | 0.7875 | 1.0 | 0.8811 | 63 | 0.0 | 0.0 | 0.0 | 7 | 0.7692 | 0.7767 | 0.7729 | 206 | 0.5957 | 0.6512 | 0.6222 | 43 | 0.6305 | 0.8646 | 0.7292 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.6385 | 0.9444 | 0.7619 | 144 | 0.6283 | 0.9883 | 0.7682 | 171 | 0.0 | 0.0 | 0.0 | 3 | 0.7246 | 0.9810 | 0.8335 | 421 | 0.0 | 0.0 | 0.0 | 49 | 0.7954 | 0.9817 | 0.8788 | 491 | 0.0 | 0.0 | 0.0 | 11 | 0.6707 | 0.8818 | 0.7619 | 0.9602 |
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| 0.1294 | 0.19 | 2500 | 0.1286 | 0.6842 | 1.0 | 0.8125 | 52 | 0.0 | 0.0 | 0.0 | 7 | 0.7159 | 1.0 | 0.8344 | 63 | 0.0 | 0.0 | 0.0 | 7 | 0.8432 | 0.7573 | 0.7980 | 206 | 0.6863 | 0.8140 | 0.7447 | 43 | 0.7899 | 0.9299 | 0.8542 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.6891 | 0.9236 | 0.7893 | 144 | 0.7685 | 0.9123 | 0.8342 | 171 | 0.0 | 0.0 | 0.0 | 3 | 0.7247 | 0.9691 | 0.8293 | 421 | 0.0 | 0.0 | 0.0 | 49 | 0.7562 | 0.9919 | 0.8581 | 491 | 0.0 | 0.0 | 0.0 | 11 | 0.7664 | 0.9110 | 0.8324 | 0.9693 |
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| 0.1028 | 0.22 | 3000 | 0.1354 | 0.4727 | 1.0 | 0.6420 | 52 | 0.0 | 0.0 | 0.0 | 7 | 0.8158 | 0.9841 | 0.8921 | 63 | 0.0 | 0.0 | 0.0 | 7 | 0.8038 | 0.8155 | 0.8096 | 206 | 0.5781 | 0.8605 | 0.6916 | 43 | 0.6508 | 0.9486 | 0.7720 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.7904 | 0.9167 | 0.8489 | 144 | 0.9022 | 0.9708 | 0.9352 | 171 | 0.0 | 0.0 | 0.0 | 3 | 0.7742 | 0.9691 | 0.8608 | 421 | 0.0 | 0.0 | 0.0 | 49 | 0.8298 | 0.9633 | 0.8916 | 491 | 0.0 | 0.0 | 0.0 | 11 | 0.7090 | 0.9227 | 0.8018 | 0.9678 |
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| 120 |
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| 0.1071 | 0.26 | 3500 | 0.1337 | 0.4952 | 1.0 | 0.6624 | 52 | 0.0 | 0.0 | 0.0 | 7 | 0.8077 | 1.0 | 0.8936 | 63 | 0.0 | 0.0 | 0.0 | 7 | 0.9185 | 0.8204 | 0.8667 | 206 | 0.8372 | 0.8372 | 0.8372 | 43 | 0.8330 | 0.8809 | 0.8563 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.8036 | 0.9375 | 0.8654 | 144 | 0.8367 | 0.9591 | 0.8937 | 171 | 0.0 | 0.0 | 0.0 | 3 | 0.8156 | 0.9454 | 0.8757 | 421 | 0.0 | 0.0 | 0.0 | 49 | 0.6567 | 0.9817 | 0.7869 | 491 | 0.0833 | 0.1818 | 0.1143 | 11 | 0.7792 | 0.8899 | 0.8309 | 0.9665 |
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| 0.1028 | 0.3 | 4000 | 0.0865 | 0.7879 | 1.0 | 0.8814 | 52 | 0.0 | 0.0 | 0.0 | 7 | 0.8182 | 1.0 | 0.9 | 63 | 0.0 | 0.0 | 0.0 | 7 | 0.8995 | 0.8252 | 0.8608 | 206 | 0.8571 | 0.9767 | 0.9130 | 43 | 0.8417 | 0.8875 | 0.8640 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.8726 | 0.9514 | 0.9103 | 144 | 0.8817 | 0.9591 | 0.9188 | 171 | 0.0 | 0.0 | 0.0 | 3 | 0.8071 | 0.9739 | 0.8827 | 421 | 0.0 | 0.0 | 0.0 | 49 | 0.8219 | 0.9776 | 0.8930 | 491 | 0.0 | 0.0 | 0.0 | 11 | 0.8285 | 0.8983 | 0.8620 | 0.9801 |
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| 122 |
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| 0.104 | 0.34 | 4500 | 0.0881 | 0.8103 | 0.9038 | 0.8545 | 52 | 0.0 | 0.0 | 0.0 | 7 | 0.7848 | 0.9841 | 0.8732 | 63 | 0.0 | 0.0 | 0.0 | 7 | 0.8131 | 0.8447 | 0.8286 | 206 | 0.7358 | 0.9070 | 0.8125 | 43 | 0.8094 | 0.9293 | 0.8652 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.8217 | 0.8958 | 0.8571 | 144 | 0.8742 | 0.7719 | 0.8199 | 171 | 0.0 | 0.0 | 0.0 | 3 | 0.8402 | 0.9739 | 0.9021 | 421 | 0.0 | 0.0 | 0.0 | 49 | 0.9021 | 0.9756 | 0.9374 | 491 | 0.0 | 0.0 | 0.0 | 11 | 0.8248 | 0.9052 | 0.8632 | 0.9793 |
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| 0.0888 | 0.37 | 5000 | 0.0983 | 0.65 | 1.0 | 0.7879 | 52 | 0.0 | 0.0 | 0.0 | 7 | 0.8158 | 0.9841 | 0.8921 | 63 | 0.0 | 0.0 | 0.0 | 7 | 0.7906 | 0.8981 | 0.8409 | 206 | 0.8043 | 0.8605 | 0.8315 | 43 | 0.8327 | 0.8996 | 0.8649 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.7919 | 0.9514 | 0.8644 | 144 | 0.8259 | 0.9708 | 0.8925 | 171 | 0.0 | 0.0 | 0.0 | 3 | 0.8557 | 0.9857 | 0.9161 | 421 | 0.0526 | 0.0204 | 0.0294 | 49 | 0.8867 | 0.9878 | 0.9345 | 491 | 0.0 | 0.0 | 0.0 | 11 | 0.8300 | 0.9110 | 0.8686 | 0.9764 |
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| 124 |
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| 0.0776 | 0.41 | 5500 | 0.0983 | 0.8125 | 1.0 | 0.8966 | 52 | 0.0 | 0.0 | 0.0 | 7 | 0.4737 | 1.0 | 0.6429 | 63 | 0.0 | 0.0 | 0.0 | 7 | 0.7671 | 0.9272 | 0.8396 | 206 | 0.6667 | 0.9767 | 0.7925 | 43 | 0.7736 | 0.8241 | 0.7980 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.6429 | 0.9375 | 0.7627 | 144 | 0.8783 | 0.9708 | 0.9222 | 171 | 0.0 | 0.0 | 0.0 | 3 | 0.8646 | 0.9857 | 0.9212 | 421 | 0.0345 | 0.0204 | 0.0256 | 49 | 0.8734 | 0.9980 | 0.9316 | 491 | 0.0 | 0.0 | 0.0 | 11 | 0.7724 | 0.8779 | 0.8217 | 0.9802 |
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| 125 |
+
| 0.083 | 0.45 | 6000 | 0.0936 | 0.9259 | 0.9615 | 0.9434 | 52 | 0.0 | 0.0 | 0.0 | 7 | 0.8182 | 1.0 | 0.9 | 63 | 0.0 | 0.0 | 0.0 | 7 | 0.8976 | 0.8932 | 0.8954 | 206 | 0.8298 | 0.9070 | 0.8667 | 43 | 0.8228 | 0.8537 | 0.8380 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.8553 | 0.9444 | 0.8977 | 144 | 0.9290 | 0.9181 | 0.9235 | 171 | 0.0 | 0.0 | 0.0 | 3 | 0.8402 | 0.9240 | 0.8801 | 421 | 0.0822 | 0.1224 | 0.0984 | 49 | 0.7932 | 0.9919 | 0.8814 | 491 | 0.0 | 0.0 | 0.0 | 11 | 0.8172 | 0.8794 | 0.8471 | 0.9801 |
|
| 126 |
+
| 0.0806 | 0.49 | 6500 | 0.0942 | 0.8197 | 0.9615 | 0.8850 | 52 | 0.0 | 0.0 | 0.0 | 7 | 0.7209 | 0.9841 | 0.8322 | 63 | 0.0 | 0.0 | 0.0 | 7 | 0.8469 | 0.8592 | 0.8530 | 206 | 0.6552 | 0.8837 | 0.7525 | 43 | 0.8101 | 0.8845 | 0.8457 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.7740 | 0.9514 | 0.8536 | 144 | 0.6936 | 0.9532 | 0.8030 | 171 | 0.0 | 0.0 | 0.0 | 3 | 0.7654 | 0.9762 | 0.8580 | 421 | 0.0 | 0.0 | 0.0 | 49 | 0.7887 | 0.9959 | 0.8803 | 491 | 0.0 | 0.0 | 0.0 | 11 | 0.7891 | 0.8995 | 0.8407 | 0.9800 |
|
| 127 |
+
| 0.0918 | 0.52 | 7000 | 0.0703 | 0.9107 | 0.9808 | 0.9444 | 52 | 0.0 | 0.0 | 0.0 | 7 | 0.875 | 1.0 | 0.9333 | 63 | 0.0 | 0.0 | 0.0 | 7 | 0.7848 | 0.9029 | 0.8397 | 206 | 0.7636 | 0.9767 | 0.8571 | 43 | 0.8609 | 0.8791 | 0.8699 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.8528 | 0.9653 | 0.9055 | 144 | 0.8718 | 0.9942 | 0.9290 | 171 | 0.0 | 0.0 | 0.0 | 3 | 0.7202 | 0.8314 | 0.7718 | 421 | 0.0 | 0.0 | 0.0 | 49 | 0.8504 | 0.9959 | 0.9174 | 491 | 0.0 | 0.0 | 0.0 | 11 | 0.7998 | 0.8857 | 0.8405 | 0.9825 |
|
| 128 |
+
| 0.0673 | 0.56 | 7500 | 0.0854 | 1.0 | 0.9808 | 0.9903 | 52 | 0.0 | 0.0 | 0.0 | 7 | 0.8052 | 0.9841 | 0.8857 | 63 | 0.0 | 0.0 | 0.0 | 7 | 0.8812 | 0.8641 | 0.8725 | 206 | 0.8333 | 0.9302 | 0.8791 | 43 | 0.8483 | 0.9534 | 0.8978 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.8954 | 0.9514 | 0.9226 | 144 | 0.8413 | 0.9298 | 0.8833 | 171 | 0.0 | 0.0 | 0.0 | 3 | 0.8667 | 0.9881 | 0.9234 | 421 | 0.3611 | 0.2653 | 0.3059 | 49 | 0.9173 | 0.9939 | 0.9541 | 491 | 0.0 | 0.0 | 0.0 | 11 | 0.8579 | 0.9389 | 0.8966 | 0.9815 |
|
| 129 |
+
| 0.0633 | 0.6 | 8000 | 0.0844 | 0.9811 | 1.0 | 0.9905 | 52 | 0.0 | 0.0 | 0.0 | 7 | 0.9 | 1.0 | 0.9474 | 63 | 0.0 | 0.0 | 0.0 | 7 | 0.7881 | 0.9029 | 0.8416 | 206 | 0.8367 | 0.9535 | 0.8913 | 43 | 0.8709 | 0.9262 | 0.8977 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.6714 | 0.9931 | 0.8011 | 144 | 0.7887 | 0.8947 | 0.8384 | 171 | 0.0 | 0.0 | 0.0 | 3 | 0.8402 | 0.9620 | 0.8970 | 421 | 0.4 | 0.2041 | 0.2703 | 49 | 0.9290 | 0.9857 | 0.9565 | 491 | 0.0 | 0.0 | 0.0 | 11 | 0.8513 | 0.9233 | 0.8858 | 0.9832 |
|
| 130 |
+
| 0.0706 | 0.64 | 8500 | 0.1111 | 0.9038 | 0.9038 | 0.9038 | 52 | 0.0 | 0.0 | 0.0 | 7 | 0.8356 | 0.9683 | 0.8971 | 63 | 0.0 | 0.0 | 0.0 | 7 | 0.7185 | 0.9417 | 0.8151 | 206 | 0.8043 | 0.8605 | 0.8315 | 43 | 0.8367 | 0.8428 | 0.8398 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.7765 | 0.9653 | 0.8607 | 144 | 0.7535 | 0.9474 | 0.8394 | 171 | 0.0 | 0.0 | 0.0 | 3 | 0.8669 | 0.9905 | 0.9246 | 421 | 0.0 | 0.0 | 0.0 | 49 | 0.9223 | 0.9919 | 0.9558 | 491 | 0.0 | 0.0 | 0.0 | 11 | 0.8370 | 0.8839 | 0.8598 | 0.9796 |
|
| 131 |
+
| 0.0953 | 0.67 | 9000 | 0.0780 | 0.9623 | 0.9808 | 0.9714 | 52 | 0.0 | 0.0 | 0.0 | 7 | 0.4145 | 1.0 | 0.5860 | 63 | 0.0 | 0.0 | 0.0 | 7 | 0.8265 | 0.8786 | 0.8518 | 206 | 0.6613 | 0.9535 | 0.7810 | 43 | 0.8741 | 0.8815 | 0.8778 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.7722 | 0.9653 | 0.8580 | 144 | 0.9027 | 0.9766 | 0.9382 | 171 | 0.0 | 0.0 | 0.0 | 3 | 0.8156 | 0.8717 | 0.8427 | 421 | 0.3636 | 0.9796 | 0.5304 | 49 | 0.9103 | 0.9919 | 0.9493 | 491 | 0.0263 | 0.1818 | 0.0460 | 11 | 0.8056 | 0.9037 | 0.8518 | 0.9822 |
|
| 132 |
+
| 0.0657 | 0.71 | 9500 | 0.0667 | 1.0 | 0.9808 | 0.9903 | 52 | 0.0 | 0.0 | 0.0 | 7 | 0.8056 | 0.9206 | 0.8593 | 63 | 0.0 | 0.0 | 0.0 | 7 | 0.8899 | 0.9417 | 0.9151 | 206 | 0.7818 | 1.0 | 0.8776 | 43 | 0.9166 | 0.9504 | 0.9332 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.7977 | 0.9583 | 0.8707 | 144 | 0.9824 | 0.9766 | 0.9795 | 171 | 0.0 | 0.0 | 0.0 | 3 | 0.9022 | 0.9644 | 0.9323 | 421 | 0.6471 | 0.8980 | 0.7521 | 49 | 0.8976 | 0.9817 | 0.9377 | 491 | 0.0667 | 0.0909 | 0.0769 | 11 | 0.8920 | 0.9495 | 0.9198 | 0.9862 |
|
| 133 |
+
| 0.0651 | 0.75 | 10000 | 0.0713 | 0.9423 | 0.9423 | 0.9423 | 52 | 0.0 | 0.0 | 0.0 | 7 | 0.9265 | 1.0 | 0.9618 | 63 | 0.0 | 0.0 | 0.0 | 7 | 0.9676 | 0.8689 | 0.9156 | 206 | 0.7222 | 0.9070 | 0.8041 | 43 | 0.9137 | 0.9093 | 0.9115 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.9021 | 0.8958 | 0.8990 | 144 | 0.9714 | 0.9942 | 0.9827 | 171 | 0.0 | 0.0 | 0.0 | 3 | 0.8491 | 0.8955 | 0.8717 | 421 | 0.4352 | 0.9592 | 0.5987 | 49 | 0.9208 | 0.9715 | 0.9455 | 491 | 0.0 | 0.0 | 0.0 | 11 | 0.8913 | 0.9128 | 0.9019 | 0.9847 |
|
| 134 |
+
| 0.0518 | 0.79 | 10500 | 0.0688 | 0.9444 | 0.9808 | 0.9623 | 52 | 0.0 | 0.0 | 0.0 | 7 | 0.8676 | 0.9365 | 0.9008 | 63 | 0.0 | 0.0 | 0.0 | 7 | 0.8861 | 0.8689 | 0.8775 | 206 | 0.7917 | 0.8837 | 0.8352 | 43 | 0.9027 | 0.9087 | 0.9057 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.8824 | 0.9375 | 0.9091 | 144 | 0.9657 | 0.9883 | 0.9769 | 171 | 0.0 | 0.0 | 0.0 | 3 | 0.9161 | 0.9857 | 0.9497 | 421 | 0.7778 | 0.7143 | 0.7447 | 49 | 0.9398 | 0.9857 | 0.9622 | 491 | 0.2593 | 0.6364 | 0.3684 | 11 | 0.9031 | 0.9251 | 0.9140 | 0.9850 |
|
| 135 |
+
| 0.0688 | 0.82 | 11000 | 0.0780 | 0.9545 | 0.8077 | 0.875 | 52 | 0.0 | 0.0 | 0.0 | 7 | 1.0 | 0.8730 | 0.9322 | 63 | 0.0 | 0.0 | 0.0 | 7 | 0.9238 | 0.9417 | 0.9327 | 206 | 0.8511 | 0.9302 | 0.8889 | 43 | 0.9044 | 0.9033 | 0.9038 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.8405 | 0.9514 | 0.8925 | 144 | 0.9543 | 0.9766 | 0.9653 | 171 | 0.0 | 0.0 | 0.0 | 3 | 0.9204 | 0.9881 | 0.9530 | 421 | 0.7759 | 0.9184 | 0.8411 | 49 | 0.9149 | 0.9857 | 0.9490 | 491 | 0.0 | 0.0 | 0.0 | 11 | 0.9081 | 0.9248 | 0.9164 | 0.9851 |
|
| 136 |
+
| 0.0589 | 0.86 | 11500 | 0.0651 | 0.9038 | 0.9038 | 0.9038 | 52 | 0.0 | 0.0 | 0.0 | 7 | 0.9091 | 0.7937 | 0.8475 | 63 | 0.0 | 0.0 | 0.0 | 7 | 0.9247 | 0.8350 | 0.8776 | 206 | 0.74 | 0.8605 | 0.7957 | 43 | 0.9153 | 0.8954 | 0.9053 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.8625 | 0.9583 | 0.9079 | 144 | 0.9713 | 0.9883 | 0.9797 | 171 | 0.0 | 0.0 | 0.0 | 3 | 0.9067 | 0.9929 | 0.9478 | 421 | 0.8246 | 0.9592 | 0.8868 | 49 | 0.9313 | 0.9939 | 0.9616 | 491 | 0.0 | 0.0 | 0.0 | 11 | 0.9131 | 0.9167 | 0.9149 | 0.9865 |
|
| 137 |
+
| 0.0491 | 0.9 | 12000 | 0.0723 | 0.9808 | 0.9808 | 0.9808 | 52 | 0.0 | 0.0 | 0.0 | 7 | 0.9130 | 1.0 | 0.9545 | 63 | 0.0 | 0.0 | 0.0 | 7 | 0.9512 | 0.9466 | 0.9489 | 206 | 0.8431 | 1.0 | 0.9149 | 43 | 0.8965 | 0.9631 | 0.9286 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.9013 | 0.9514 | 0.9257 | 144 | 0.5704 | 0.4737 | 0.5176 | 171 | 0.0 | 0.0 | 0.0 | 3 | 0.8943 | 0.9644 | 0.9280 | 421 | 0.8125 | 0.7959 | 0.8041 | 49 | 0.8472 | 0.9939 | 0.9147 | 491 | 0.1212 | 0.3636 | 0.1818 | 11 | 0.8710 | 0.9326 | 0.9008 | 0.9843 |
|
| 138 |
+
| 0.0378 | 0.94 | 12500 | 0.0573 | 0.9583 | 0.8846 | 0.9200 | 52 | 0.0 | 0.0 | 0.0 | 7 | 0.8857 | 0.9841 | 0.9323 | 63 | 0.0 | 0.0 | 0.0 | 7 | 0.8772 | 0.9709 | 0.9217 | 206 | 0.7292 | 0.8140 | 0.7692 | 43 | 0.8581 | 0.8918 | 0.8746 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.8734 | 0.9583 | 0.9139 | 144 | 0.9884 | 0.9942 | 0.9913 | 171 | 0.0 | 0.0 | 0.0 | 3 | 0.9071 | 0.9976 | 0.9502 | 421 | 0.5556 | 0.5102 | 0.5319 | 49 | 0.9422 | 0.9959 | 0.9683 | 491 | 0.0 | 0.0 | 0.0 | 11 | 0.8788 | 0.9206 | 0.8992 | 0.9866 |
|
| 139 |
+
| 0.0489 | 0.97 | 13000 | 0.0558 | 0.7727 | 0.9808 | 0.8644 | 52 | 0.0 | 0.0 | 0.0 | 7 | 0.9538 | 0.9841 | 0.9688 | 63 | 0.0 | 0.0 | 0.0 | 7 | 0.9610 | 0.9563 | 0.9586 | 206 | 0.6545 | 0.8372 | 0.7347 | 43 | 0.8100 | 0.9099 | 0.8571 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.9650 | 0.9583 | 0.9617 | 144 | 1.0 | 0.9883 | 0.9941 | 171 | 0.0 | 0.0 | 0.0 | 3 | 0.9453 | 0.9857 | 0.9651 | 421 | 0.7679 | 0.8776 | 0.8190 | 49 | 0.9495 | 0.9959 | 0.9722 | 491 | 0.0 | 0.0 | 0.0 | 11 | 0.8695 | 0.9341 | 0.9007 | 0.9873 |
|
| 140 |
+
| 0.0411 | 1.01 | 13500 | 0.0574 | 0.8077 | 0.8077 | 0.8077 | 52 | 0.0 | 0.0 | 0.0 | 7 | 0.8806 | 0.9365 | 0.9077 | 63 | 0.0 | 0.0 | 0.0 | 7 | 0.9510 | 0.9417 | 0.9463 | 206 | 0.7222 | 0.9070 | 0.8041 | 43 | 0.8146 | 0.9456 | 0.8752 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.9262 | 0.9583 | 0.9420 | 144 | 0.9884 | 1.0 | 0.9942 | 171 | 0.0 | 0.0 | 0.0 | 3 | 0.9585 | 0.9881 | 0.9731 | 421 | 0.8627 | 0.8980 | 0.8800 | 49 | 0.9089 | 0.9959 | 0.9504 | 491 | 0.1739 | 0.7273 | 0.2807 | 11 | 0.8503 | 0.9519 | 0.8982 | 0.9874 |
|
| 141 |
+
| 0.0419 | 1.05 | 14000 | 0.0535 | 1.0 | 1.0 | 1.0 | 52 | 0.0 | 0.0 | 0.0 | 7 | 0.9254 | 0.9841 | 0.9538 | 63 | 0.0 | 0.0 | 0.0 | 7 | 0.9686 | 0.8981 | 0.9320 | 206 | 0.8723 | 0.9535 | 0.9111 | 43 | 0.8812 | 0.9643 | 0.9209 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.9388 | 0.9583 | 0.9485 | 144 | 0.9942 | 0.9942 | 0.9942 | 171 | 0.0 | 0.0 | 0.0 | 3 | 0.9234 | 0.9739 | 0.9480 | 421 | 0.6866 | 0.9388 | 0.7931 | 49 | 0.9226 | 0.9959 | 0.9579 | 491 | 0.0 | 0.0 | 0.0 | 11 | 0.8955 | 0.9591 | 0.9262 | 0.9878 |
|
| 142 |
+
| 0.0372 | 1.09 | 14500 | 0.0721 | 1.0 | 0.9808 | 0.9903 | 52 | 0.1852 | 0.7143 | 0.2941 | 7 | 0.9403 | 1.0 | 0.9692 | 63 | 0.0 | 0.0 | 0.0 | 7 | 0.8423 | 0.9854 | 0.9083 | 206 | 0.7143 | 0.9302 | 0.8081 | 43 | 0.9069 | 0.9359 | 0.9212 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.8487 | 0.8958 | 0.8716 | 144 | 0.9883 | 0.9883 | 0.9883 | 171 | 0.0 | 0.0 | 0.0 | 3 | 0.8711 | 0.9952 | 0.9290 | 421 | 0.6765 | 0.4694 | 0.5542 | 49 | 0.9456 | 0.9919 | 0.9682 | 491 | 0.0 | 0.0 | 0.0 | 11 | 0.8907 | 0.9437 | 0.9164 | 0.9851 |
|
| 143 |
+
| 0.0644 | 1.12 | 15000 | 0.0578 | 0.7324 | 1.0 | 0.8455 | 52 | 0.0 | 0.0 | 0.0 | 7 | 0.9538 | 0.9841 | 0.9688 | 63 | 0.0 | 0.0 | 0.0 | 7 | 0.9495 | 0.9126 | 0.9307 | 206 | 0.7609 | 0.8140 | 0.7865 | 43 | 0.9321 | 0.9377 | 0.9349 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.8910 | 0.9653 | 0.9267 | 144 | 0.9884 | 0.9942 | 0.9913 | 171 | 0.0 | 0.0 | 0.0 | 3 | 0.9502 | 0.9976 | 0.9733 | 421 | 0.8542 | 0.8367 | 0.8454 | 49 | 0.9276 | 0.9919 | 0.9587 | 491 | 0.25 | 0.1818 | 0.2105 | 11 | 0.9202 | 0.9468 | 0.9333 | 0.9880 |
|
| 144 |
+
| 0.0351 | 1.16 | 15500 | 0.0605 | 1.0 | 0.9808 | 0.9903 | 52 | 0.0 | 0.0 | 0.0 | 7 | 0.9545 | 1.0 | 0.9767 | 63 | 0.0 | 0.0 | 0.0 | 7 | 0.9701 | 0.9466 | 0.9582 | 206 | 0.8163 | 0.9302 | 0.8696 | 43 | 0.9071 | 0.9686 | 0.9368 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.8726 | 0.9514 | 0.9103 | 144 | 0.9826 | 0.9883 | 0.9854 | 171 | 0.0 | 0.0 | 0.0 | 3 | 0.9654 | 0.9952 | 0.9801 | 421 | 0.8980 | 0.8980 | 0.8980 | 49 | 0.9190 | 0.9939 | 0.9550 | 491 | 0.5 | 0.2727 | 0.3529 | 11 | 0.9182 | 0.9660 | 0.9415 | 0.9883 |
|
| 145 |
+
| 0.05 | 1.2 | 16000 | 0.0536 | 0.9286 | 1.0 | 0.9630 | 52 | 0.0 | 0.0 | 0.0 | 7 | 0.8732 | 0.9841 | 0.9254 | 63 | 0.0 | 0.0 | 0.0 | 7 | 0.9302 | 0.9709 | 0.9501 | 206 | 0.8936 | 0.9767 | 0.9333 | 43 | 0.9007 | 0.9649 | 0.9317 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.8805 | 0.9722 | 0.9241 | 144 | 0.9884 | 1.0 | 0.9942 | 171 | 0.0 | 0.0 | 0.0 | 3 | 0.9004 | 0.9881 | 0.9422 | 421 | 0.6522 | 0.6122 | 0.6316 | 49 | 0.9421 | 0.9939 | 0.9673 | 491 | 0.3 | 0.2727 | 0.2857 | 11 | 0.9052 | 0.9627 | 0.9331 | 0.9875 |
|
| 146 |
+
| 0.0402 | 1.24 | 16500 | 0.0526 | 1.0 | 1.0 | 1.0 | 52 | 0.0 | 0.0 | 0.0 | 7 | 0.9403 | 1.0 | 0.9692 | 63 | 0.0 | 0.0 | 0.0 | 7 | 0.9299 | 0.9660 | 0.9476 | 206 | 0.8776 | 1.0 | 0.9348 | 43 | 0.9113 | 0.9565 | 0.9333 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.9580 | 0.9514 | 0.9547 | 144 | 0.9883 | 0.9883 | 0.9883 | 171 | 0.0 | 0.0 | 0.0 | 3 | 0.9211 | 0.9976 | 0.9578 | 421 | 0.6512 | 0.5714 | 0.6087 | 49 | 0.9420 | 0.9919 | 0.9663 | 491 | 0.4444 | 0.3636 | 0.4000 | 11 | 0.9176 | 0.9579 | 0.9373 | 0.9880 |
|
| 147 |
+
| 0.031 | 1.27 | 17000 | 0.0637 | 0.9811 | 1.0 | 0.9905 | 52 | 0.0 | 0.0 | 0.0 | 7 | 0.9692 | 1.0 | 0.9844 | 63 | 0.4 | 0.5714 | 0.4706 | 7 | 0.9136 | 0.9757 | 0.9437 | 206 | 1.0 | 0.9302 | 0.9639 | 43 | 0.9550 | 0.8978 | 0.9255 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.9085 | 0.9653 | 0.9360 | 144 | 1.0 | 1.0 | 1.0 | 171 | 0.0 | 0.0 | 0.0 | 3 | 0.9248 | 0.9929 | 0.9576 | 421 | 0.8462 | 0.6735 | 0.75 | 49 | 0.9385 | 0.9939 | 0.9654 | 491 | 0.375 | 0.2727 | 0.3158 | 11 | 0.9425 | 0.9317 | 0.9371 | 0.9874 |
|
| 148 |
+
| 0.0512 | 1.31 | 17500 | 0.0574 | 1.0 | 1.0 | 1.0 | 52 | 0.0 | 0.0 | 0.0 | 7 | 0.7101 | 0.7778 | 0.7424 | 63 | 0.0 | 0.0 | 0.0 | 7 | 0.9406 | 0.9223 | 0.9314 | 206 | 0.9091 | 0.9302 | 0.9195 | 43 | 0.9157 | 0.9589 | 0.9368 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.8903 | 0.9583 | 0.9231 | 144 | 0.9661 | 1.0 | 0.9828 | 171 | 0.0 | 0.0 | 0.0 | 3 | 0.9233 | 0.9715 | 0.9468 | 421 | 0.8478 | 0.7959 | 0.8211 | 49 | 0.9291 | 0.9878 | 0.9576 | 491 | 0.0 | 0.0 | 0.0 | 11 | 0.9164 | 0.9504 | 0.9331 | 0.9877 |
|
| 149 |
+
| 0.0457 | 1.35 | 18000 | 0.0546 | 1.0 | 1.0 | 1.0 | 52 | 0.1163 | 0.7143 | 0.2 | 7 | 0.9545 | 1.0 | 0.9767 | 63 | 0.0 | 0.0 | 0.0 | 7 | 0.9412 | 0.9320 | 0.9366 | 206 | 0.6230 | 0.8837 | 0.7308 | 43 | 0.9312 | 0.9250 | 0.9281 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.8589 | 0.9722 | 0.9121 | 144 | 0.9826 | 0.9883 | 0.9854 | 171 | 0.0 | 0.0 | 0.0 | 3 | 0.9352 | 0.9596 | 0.9472 | 421 | 0.6806 | 1.0 | 0.8099 | 49 | 0.9476 | 0.9939 | 0.9702 | 491 | 0.2903 | 0.8182 | 0.4286 | 11 | 0.9046 | 0.9443 | 0.9241 | 0.9875 |
|
| 150 |
+
| 0.0612 | 1.39 | 18500 | 0.0551 | 1.0 | 1.0 | 1.0 | 52 | 0.4 | 0.2857 | 0.3333 | 7 | 0.9265 | 1.0 | 0.9618 | 63 | 0.6 | 0.4286 | 0.5 | 7 | 0.9 | 0.9612 | 0.9296 | 206 | 0.8077 | 0.9767 | 0.8842 | 43 | 0.9315 | 0.8797 | 0.9049 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.9091 | 0.9722 | 0.9396 | 144 | 0.8416 | 0.9942 | 0.9115 | 171 | 0.0 | 0.0 | 0.0 | 3 | 0.9524 | 0.9976 | 0.9745 | 421 | 1.0 | 0.8367 | 0.9111 | 49 | 0.9345 | 0.9878 | 0.9604 | 491 | 0.0 | 0.0 | 0.0 | 11 | 0.9236 | 0.9239 | 0.9237 | 0.9871 |
|
| 151 |
+
| 0.0358 | 1.42 | 19000 | 0.0611 | 0.8966 | 1.0 | 0.9455 | 52 | 0.2 | 0.4286 | 0.2727 | 7 | 0.8630 | 1.0 | 0.9265 | 63 | 0.375 | 0.4286 | 0.4000 | 7 | 0.9296 | 0.8981 | 0.9136 | 206 | 0.7544 | 1.0 | 0.86 | 43 | 0.8966 | 0.9541 | 0.9244 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.8415 | 0.9583 | 0.8961 | 144 | 0.8104 | 1.0 | 0.8953 | 171 | 0.0 | 0.0 | 0.0 | 3 | 0.9502 | 0.9976 | 0.9733 | 421 | 0.8868 | 0.9592 | 0.9216 | 49 | 0.8504 | 0.9959 | 0.9174 | 491 | 0.0971 | 0.9091 | 0.1754 | 11 | 0.8550 | 0.9633 | 0.9059 | 0.9859 |
|
| 152 |
+
| 0.0499 | 1.46 | 19500 | 0.0554 | 0.65 | 1.0 | 0.7879 | 52 | 0.2 | 0.1429 | 0.1667 | 7 | 0.9545 | 1.0 | 0.9767 | 63 | 0.4 | 0.2857 | 0.3333 | 7 | 0.9594 | 0.9175 | 0.9380 | 206 | 0.7963 | 1.0 | 0.8866 | 43 | 0.9103 | 0.9752 | 0.9416 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.8933 | 0.9306 | 0.9116 | 144 | 0.9771 | 1.0 | 0.9884 | 171 | 0.0 | 0.0 | 0.0 | 3 | 0.9566 | 0.9952 | 0.9756 | 421 | 0.9565 | 0.8980 | 0.9263 | 49 | 0.9298 | 0.9715 | 0.9502 | 491 | 0.4211 | 0.7273 | 0.5333 | 11 | 0.9072 | 0.9675 | 0.9364 | 0.9879 |
|
| 153 |
+
| 0.0594 | 1.5 | 20000 | 0.0446 | 0.9630 | 1.0 | 0.9811 | 52 | 0.5714 | 0.5714 | 0.5714 | 7 | 0.9403 | 1.0 | 0.9692 | 63 | 0.6 | 0.4286 | 0.5 | 7 | 0.9559 | 0.9466 | 0.9512 | 206 | 0.8235 | 0.9767 | 0.8936 | 43 | 0.9301 | 0.9571 | 0.9434 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.8917 | 0.9722 | 0.9302 | 144 | 0.9607 | 1.0 | 0.9799 | 171 | 0.0 | 0.0 | 0.0 | 3 | 0.9438 | 0.9976 | 0.9700 | 421 | 0.9318 | 0.8367 | 0.8817 | 49 | 0.9225 | 0.9939 | 0.9569 | 491 | 0.375 | 0.5455 | 0.4444 | 11 | 0.9245 | 0.9651 | 0.9444 | 0.9896 |
|
| 154 |
+
| 0.0369 | 1.54 | 20500 | 0.0543 | 0.9630 | 1.0 | 0.9811 | 52 | 0.375 | 0.8571 | 0.5217 | 7 | 0.9265 | 1.0 | 0.9618 | 63 | 0.3125 | 0.7143 | 0.4348 | 7 | 0.9381 | 0.9563 | 0.9471 | 206 | 0.7547 | 0.9302 | 0.8333 | 43 | 0.9311 | 0.9317 | 0.9314 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.92 | 0.9583 | 0.9388 | 144 | 0.9140 | 0.9942 | 0.9524 | 171 | 0.0 | 0.0 | 0.0 | 3 | 0.9531 | 0.9644 | 0.9587 | 421 | 0.7377 | 0.9184 | 0.8182 | 49 | 0.8720 | 0.9715 | 0.9191 | 491 | 0.3182 | 0.6364 | 0.4242 | 11 | 0.9069 | 0.9468 | 0.9264 | 0.9880 |
|
| 155 |
+
| 0.0406 | 1.57 | 21000 | 0.0466 | 0.9623 | 0.9808 | 0.9714 | 52 | 0.7143 | 0.7143 | 0.7143 | 7 | 0.9265 | 1.0 | 0.9618 | 63 | 1.0 | 1.0 | 1.0 | 7 | 0.9641 | 0.9126 | 0.9377 | 206 | 0.9767 | 0.9767 | 0.9767 | 43 | 0.9451 | 0.9166 | 0.9306 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.9384 | 0.9514 | 0.9448 | 144 | 0.9884 | 1.0 | 0.9942 | 171 | 0.0 | 0.0 | 0.0 | 3 | 0.9722 | 0.9976 | 0.9848 | 421 | 0.9388 | 0.9388 | 0.9388 | 49 | 0.9137 | 0.9919 | 0.9512 | 491 | 0.2368 | 0.8182 | 0.3673 | 11 | 0.9365 | 0.9452 | 0.9409 | 0.9889 |
|
| 156 |
+
| 0.0435 | 1.61 | 21500 | 0.0581 | 1.0 | 1.0 | 1.0 | 52 | 0.25 | 0.8571 | 0.3871 | 7 | 0.9254 | 0.9841 | 0.9538 | 63 | 0.7 | 1.0 | 0.8235 | 7 | 0.9561 | 0.9515 | 0.9538 | 206 | 0.8723 | 0.9535 | 0.9111 | 43 | 0.9249 | 0.9758 | 0.9497 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.9195 | 0.9514 | 0.9352 | 144 | 0.9704 | 0.9591 | 0.9647 | 171 | 0.0 | 0.0 | 0.0 | 3 | 0.9660 | 0.9454 | 0.9556 | 421 | 0.6203 | 1.0 | 0.7656 | 49 | 0.9192 | 0.9959 | 0.9560 | 491 | 0.5 | 0.7273 | 0.5926 | 11 | 0.9167 | 0.9696 | 0.9424 | 0.9885 |
|
| 157 |
+
| 0.0346 | 1.65 | 22000 | 0.0497 | 0.9630 | 1.0 | 0.9811 | 52 | 0.0 | 0.0 | 0.0 | 7 | 0.9545 | 1.0 | 0.9767 | 63 | 0.5 | 0.2857 | 0.3636 | 7 | 0.9124 | 0.9612 | 0.9362 | 206 | 0.8367 | 0.9535 | 0.8913 | 43 | 0.9353 | 0.9353 | 0.9353 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.8917 | 0.9722 | 0.9302 | 144 | 0.8374 | 0.9942 | 0.9091 | 171 | 0.2143 | 1.0 | 0.3529 | 3 | 0.9545 | 0.9976 | 0.9756 | 421 | 0.9167 | 0.8980 | 0.9072 | 49 | 0.9279 | 0.9959 | 0.9607 | 491 | 0.1 | 0.1818 | 0.1290 | 11 | 0.9183 | 0.9540 | 0.9358 | 0.9890 |
|
| 158 |
+
| 0.042 | 1.69 | 22500 | 0.0528 | 0.9808 | 0.9808 | 0.9808 | 52 | 0.0 | 0.0 | 0.0 | 7 | 0.9538 | 0.9841 | 0.9688 | 63 | 0.5 | 0.1429 | 0.2222 | 7 | 0.9426 | 0.9563 | 0.9494 | 206 | 0.875 | 0.9767 | 0.9231 | 43 | 0.9495 | 0.9661 | 0.9577 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.92 | 0.9583 | 0.9388 | 144 | 1.0 | 1.0 | 1.0 | 171 | 0.0 | 0.0 | 0.0 | 3 | 0.9484 | 0.9596 | 0.9540 | 421 | 0.6622 | 1.0 | 0.7967 | 49 | 0.9422 | 0.9959 | 0.9683 | 491 | 0.5 | 0.8182 | 0.6207 | 11 | 0.9378 | 0.9660 | 0.9517 | 0.9895 |
|
| 159 |
+
| 0.0294 | 1.72 | 23000 | 0.0771 | 1.0 | 1.0 | 1.0 | 52 | 0.2143 | 0.4286 | 0.2857 | 7 | 0.9167 | 0.8730 | 0.8943 | 63 | 0.75 | 0.8571 | 0.8000 | 7 | 0.9296 | 0.9612 | 0.9451 | 206 | 0.9556 | 1.0 | 0.9773 | 43 | 0.9322 | 0.9305 | 0.9313 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.8910 | 0.9653 | 0.9267 | 144 | 0.9293 | 1.0 | 0.9634 | 171 | 0.2308 | 1.0 | 0.375 | 3 | 0.8898 | 0.9976 | 0.9406 | 421 | 0.7368 | 0.2857 | 0.4118 | 49 | 0.9052 | 0.9919 | 0.9466 | 491 | 0.6 | 0.5455 | 0.5714 | 11 | 0.9130 | 0.9434 | 0.9279 | 0.9857 |
|
| 160 |
+
| 0.0234 | 1.76 | 23500 | 0.0511 | 1.0 | 0.9808 | 0.9903 | 52 | 0.0 | 0.0 | 0.0 | 7 | 0.8871 | 0.8730 | 0.88 | 63 | 1.0 | 1.0 | 1.0 | 7 | 0.9259 | 0.9709 | 0.9479 | 206 | 0.9556 | 1.0 | 0.9773 | 43 | 0.9414 | 0.9426 | 0.9420 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.9007 | 0.9444 | 0.9220 | 144 | 0.8989 | 0.9357 | 0.9169 | 171 | 0.6667 | 0.6667 | 0.6667 | 3 | 0.9418 | 1.0 | 0.9700 | 421 | 0.8776 | 0.8776 | 0.8776 | 49 | 0.9206 | 0.9919 | 0.9549 | 491 | 0.5833 | 0.6364 | 0.6087 | 11 | 0.9291 | 0.9540 | 0.9414 | 0.9876 |
|
| 161 |
+
| 0.0389 | 1.8 | 24000 | 0.0436 | 0.9630 | 1.0 | 0.9811 | 52 | 0.3077 | 0.5714 | 0.4 | 7 | 0.8841 | 0.9683 | 0.9242 | 63 | 0.875 | 1.0 | 0.9333 | 7 | 0.9479 | 0.9709 | 0.9592 | 206 | 0.8958 | 1.0 | 0.9451 | 43 | 0.9468 | 0.9462 | 0.9465 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.9320 | 0.9514 | 0.9416 | 144 | 0.9716 | 1.0 | 0.9856 | 171 | 0.2 | 0.6667 | 0.3077 | 3 | 0.9700 | 1.0 | 0.9848 | 421 | 1.0 | 1.0 | 1.0 | 49 | 0.9314 | 0.9959 | 0.9626 | 491 | 0.4286 | 0.8182 | 0.5625 | 11 | 0.9391 | 0.9657 | 0.9522 | 0.9904 |
|
| 162 |
+
| 0.0264 | 1.84 | 24500 | 0.0412 | 0.9811 | 1.0 | 0.9905 | 52 | 0.6 | 0.8571 | 0.7059 | 7 | 0.9118 | 0.9841 | 0.9466 | 63 | 1.0 | 1.0 | 1.0 | 7 | 0.9390 | 0.9709 | 0.9547 | 206 | 0.9556 | 1.0 | 0.9773 | 43 | 0.9551 | 0.9389 | 0.9470 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.9 | 1.0 | 0.9474 | 144 | 0.9828 | 1.0 | 0.9913 | 171 | 0.6 | 1.0 | 0.7500 | 3 | 0.9678 | 1.0 | 0.9836 | 421 | 1.0 | 1.0 | 1.0 | 49 | 0.9089 | 0.9959 | 0.9504 | 491 | 0.4706 | 0.7273 | 0.5714 | 11 | 0.9435 | 0.9651 | 0.9542 | 0.9906 |
|
| 163 |
+
| 0.0228 | 1.87 | 25000 | 0.0462 | 0.9630 | 1.0 | 0.9811 | 52 | 0.2333 | 1.0 | 0.3784 | 7 | 0.9692 | 1.0 | 0.9844 | 63 | 1.0 | 1.0 | 1.0 | 7 | 0.9484 | 0.9806 | 0.9642 | 206 | 0.9130 | 0.9767 | 0.9438 | 43 | 0.9571 | 0.9722 | 0.9646 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.8634 | 0.9653 | 0.9115 | 144 | 0.9942 | 1.0 | 0.9971 | 171 | 0.6 | 1.0 | 0.7500 | 3 | 0.9482 | 1.0 | 0.9734 | 421 | 0.8333 | 0.8163 | 0.8247 | 49 | 0.9245 | 0.9980 | 0.9598 | 491 | 0.5 | 0.8182 | 0.6207 | 11 | 0.9369 | 0.9789 | 0.9575 | 0.9904 |
|
| 164 |
+
| 0.0294 | 1.91 | 25500 | 0.0445 | 0.9811 | 1.0 | 0.9905 | 52 | 0.2273 | 0.7143 | 0.3448 | 7 | 0.9403 | 1.0 | 0.9692 | 63 | 1.0 | 1.0 | 1.0 | 7 | 0.9140 | 0.9806 | 0.9461 | 206 | 0.8936 | 0.9767 | 0.9333 | 43 | 0.9448 | 0.9722 | 0.9583 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.8434 | 0.9722 | 0.9032 | 144 | 0.9942 | 1.0 | 0.9971 | 171 | 0.2 | 0.3333 | 0.25 | 3 | 0.9335 | 1.0 | 0.9656 | 421 | 0.9318 | 0.8367 | 0.8817 | 49 | 0.9089 | 0.9959 | 0.9504 | 491 | 1.0 | 0.5455 | 0.7059 | 11 | 0.9277 | 0.9771 | 0.9518 | 0.9905 |
|
| 165 |
+
| 0.0327 | 1.95 | 26000 | 0.0413 | 0.9630 | 1.0 | 0.9811 | 52 | 0.6 | 0.8571 | 0.7059 | 7 | 0.9403 | 1.0 | 0.9692 | 63 | 1.0 | 1.0 | 1.0 | 7 | 0.9259 | 0.9709 | 0.9479 | 206 | 0.9130 | 0.9767 | 0.9438 | 43 | 0.9391 | 0.9595 | 0.9492 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.8726 | 0.9514 | 0.9103 | 144 | 0.95 | 1.0 | 0.9744 | 171 | 0.3333 | 1.0 | 0.5 | 3 | 0.9700 | 0.9976 | 0.9836 | 421 | 1.0 | 0.9184 | 0.9574 | 49 | 0.9314 | 0.9959 | 0.9626 | 491 | 0.375 | 0.2727 | 0.3158 | 11 | 0.9356 | 0.9702 | 0.9526 | 0.9904 |
|
| 166 |
+
| 0.0337 | 1.99 | 26500 | 0.0399 | 1.0 | 1.0 | 1.0 | 52 | 0.4615 | 0.8571 | 0.6 | 7 | 0.9403 | 1.0 | 0.9692 | 63 | 0.7778 | 1.0 | 0.8750 | 7 | 0.9484 | 0.9806 | 0.9642 | 206 | 0.9556 | 1.0 | 0.9773 | 43 | 0.9601 | 0.9607 | 0.9604 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.9139 | 0.9583 | 0.9356 | 144 | 0.9828 | 1.0 | 0.9913 | 171 | 0.4286 | 1.0 | 0.6 | 3 | 0.9745 | 1.0 | 0.9871 | 421 | 0.9583 | 0.9388 | 0.9485 | 49 | 0.9140 | 0.9959 | 0.9532 | 491 | 0.6667 | 0.5455 | 0.6 | 11 | 0.9490 | 0.9735 | 0.9611 | 0.9915 |
|
| 167 |
+
| 0.0217 | 2.02 | 27000 | 0.0381 | 0.9811 | 1.0 | 0.9905 | 52 | 0.75 | 0.8571 | 0.8000 | 7 | 0.9265 | 1.0 | 0.9618 | 63 | 1.0 | 1.0 | 1.0 | 7 | 0.9528 | 0.9806 | 0.9665 | 206 | 0.8958 | 1.0 | 0.9451 | 43 | 0.9617 | 0.9710 | 0.9663 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.8589 | 0.9722 | 0.9121 | 144 | 0.9884 | 1.0 | 0.9942 | 171 | 0.5 | 1.0 | 0.6667 | 3 | 0.9745 | 1.0 | 0.9871 | 421 | 1.0 | 0.9796 | 0.9897 | 49 | 0.9140 | 0.9959 | 0.9532 | 491 | 0.3333 | 0.7273 | 0.4571 | 11 | 0.9455 | 0.9804 | 0.9626 | 0.9912 |
|
| 168 |
+
| 0.025 | 2.06 | 27500 | 0.0406 | 1.0 | 1.0 | 1.0 | 52 | 0.6 | 0.4286 | 0.5 | 7 | 0.6875 | 0.6984 | 0.6929 | 63 | 1.0 | 1.0 | 1.0 | 7 | 0.9136 | 0.9757 | 0.9437 | 206 | 0.9556 | 1.0 | 0.9773 | 43 | 0.9628 | 0.9547 | 0.9587 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.9396 | 0.9722 | 0.9556 | 144 | 1.0 | 1.0 | 1.0 | 171 | 0.4286 | 1.0 | 0.6 | 3 | 0.9722 | 0.9976 | 0.9848 | 421 | 1.0 | 0.9592 | 0.9792 | 49 | 0.9208 | 0.9939 | 0.9559 | 491 | 0.5455 | 0.5455 | 0.5455 | 11 | 0.9474 | 0.9639 | 0.9556 | 0.9910 |
|
| 169 |
+
| 0.0204 | 2.1 | 28000 | 0.0377 | 0.9811 | 1.0 | 0.9905 | 52 | 0.4286 | 0.8571 | 0.5714 | 7 | 0.8873 | 1.0 | 0.9403 | 63 | 0.7 | 1.0 | 0.8235 | 7 | 0.9710 | 0.9757 | 0.9734 | 206 | 0.8936 | 0.9767 | 0.9333 | 43 | 0.9504 | 0.9504 | 0.9504 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.9257 | 0.9514 | 0.9384 | 144 | 0.9605 | 0.9942 | 0.9770 | 171 | 0.2222 | 0.6667 | 0.3333 | 3 | 0.9722 | 0.9952 | 0.9836 | 421 | 1.0 | 0.9184 | 0.9574 | 49 | 0.9422 | 0.9959 | 0.9683 | 491 | 0.6667 | 0.5455 | 0.6 | 11 | 0.9455 | 0.9660 | 0.9557 | 0.9924 |
|
| 170 |
+
| 0.0209 | 2.14 | 28500 | 0.0393 | 1.0 | 1.0 | 1.0 | 52 | 0.6667 | 0.2857 | 0.4 | 7 | 0.9692 | 1.0 | 0.9844 | 63 | 0.6667 | 0.8571 | 0.75 | 7 | 0.9754 | 0.9612 | 0.9682 | 206 | 0.9756 | 0.9302 | 0.9524 | 43 | 0.9511 | 0.9770 | 0.9639 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.9262 | 0.9583 | 0.9420 | 144 | 0.9884 | 1.0 | 0.9942 | 171 | 0.6 | 1.0 | 0.7500 | 3 | 0.9676 | 0.9929 | 0.9801 | 421 | 0.9787 | 0.9388 | 0.9583 | 49 | 0.9404 | 0.9959 | 0.9674 | 491 | 0.6667 | 0.5455 | 0.6 | 11 | 0.9533 | 0.9771 | 0.9651 | 0.9922 |
|
| 171 |
+
| 0.0351 | 2.17 | 29000 | 0.0360 | 0.9811 | 1.0 | 0.9905 | 52 | 0.2857 | 0.2857 | 0.2857 | 7 | 0.9692 | 1.0 | 0.9844 | 63 | 0.5 | 0.7143 | 0.5882 | 7 | 0.9621 | 0.9854 | 0.9736 | 206 | 0.9111 | 0.9535 | 0.9318 | 43 | 0.9499 | 0.9740 | 0.9618 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.9026 | 0.9653 | 0.9329 | 144 | 0.9716 | 1.0 | 0.9856 | 171 | 0.6 | 1.0 | 0.7500 | 3 | 0.9722 | 0.9976 | 0.9848 | 421 | 0.9388 | 0.9388 | 0.9388 | 49 | 0.9459 | 0.9980 | 0.9713 | 491 | 0.6923 | 0.8182 | 0.7500 | 11 | 0.9479 | 0.9792 | 0.9633 | 0.9917 |
|
| 172 |
+
| 0.0231 | 2.21 | 29500 | 0.0432 | 1.0 | 1.0 | 1.0 | 52 | 0.3333 | 1.0 | 0.5 | 7 | 0.9265 | 1.0 | 0.9618 | 63 | 0.6 | 0.8571 | 0.7059 | 7 | 0.9528 | 0.9806 | 0.9665 | 206 | 0.8723 | 0.9535 | 0.9111 | 43 | 0.9582 | 0.9704 | 0.9643 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.9026 | 0.9653 | 0.9329 | 144 | 0.9771 | 1.0 | 0.9884 | 171 | 0.0 | 0.0 | 0.0 | 3 | 0.9589 | 0.9976 | 0.9779 | 421 | 0.875 | 1.0 | 0.9333 | 49 | 0.9441 | 0.9980 | 0.9703 | 491 | 0.5833 | 0.6364 | 0.6087 | 11 | 0.9426 | 0.9783 | 0.9601 | 0.9913 |
|
| 173 |
+
| 0.0241 | 2.25 | 30000 | 0.0358 | 0.9811 | 1.0 | 0.9905 | 52 | 0.6364 | 1.0 | 0.7778 | 7 | 0.9692 | 1.0 | 0.9844 | 63 | 0.75 | 0.8571 | 0.8000 | 7 | 0.9528 | 0.9806 | 0.9665 | 206 | 0.9535 | 0.9535 | 0.9535 | 43 | 0.9582 | 0.9704 | 0.9643 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.9205 | 0.9653 | 0.9424 | 144 | 0.9884 | 1.0 | 0.9942 | 171 | 0.6 | 1.0 | 0.7500 | 3 | 0.9722 | 0.9976 | 0.9848 | 421 | 1.0 | 1.0 | 1.0 | 49 | 0.9477 | 0.9959 | 0.9712 | 491 | 1.0 | 0.5455 | 0.7059 | 11 | 0.9570 | 0.9786 | 0.9677 | 0.9918 |
|
| 174 |
+
| 0.0259 | 2.29 | 30500 | 0.0381 | 1.0 | 1.0 | 1.0 | 52 | 0.5 | 1.0 | 0.6667 | 7 | 0.9545 | 1.0 | 0.9767 | 63 | 0.75 | 0.8571 | 0.8000 | 7 | 0.9612 | 0.9612 | 0.9612 | 206 | 0.8163 | 0.9302 | 0.8696 | 43 | 0.9492 | 0.9595 | 0.9543 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.9517 | 0.9583 | 0.9550 | 144 | 0.9828 | 1.0 | 0.9913 | 171 | 0.3333 | 1.0 | 0.5 | 3 | 0.9654 | 0.9952 | 0.9801 | 421 | 0.9167 | 0.8980 | 0.9072 | 49 | 0.9404 | 0.9959 | 0.9674 | 491 | 1.0 | 0.5455 | 0.7059 | 11 | 0.9471 | 0.9696 | 0.9582 | 0.9923 |
|
| 175 |
+
| 0.0227 | 2.32 | 31000 | 0.0365 | 1.0 | 1.0 | 1.0 | 52 | 0.875 | 1.0 | 0.9333 | 7 | 0.9545 | 1.0 | 0.9767 | 63 | 1.0 | 1.0 | 1.0 | 7 | 0.9659 | 0.9612 | 0.9635 | 206 | 0.9318 | 0.9535 | 0.9425 | 43 | 0.9518 | 0.9794 | 0.9654 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.9718 | 0.9583 | 0.9650 | 144 | 0.9942 | 1.0 | 0.9971 | 171 | 0.6 | 1.0 | 0.7500 | 3 | 0.9654 | 0.9929 | 0.9789 | 421 | 0.9592 | 0.9592 | 0.9592 | 49 | 0.9441 | 0.9980 | 0.9703 | 491 | 0.4615 | 0.5455 | 0.5000 | 11 | 0.9543 | 0.9810 | 0.9675 | 0.9924 |
|
| 176 |
+
| 0.0251 | 2.36 | 31500 | 0.0380 | 1.0 | 0.9808 | 0.9903 | 52 | 0.5455 | 0.8571 | 0.6667 | 7 | 0.9545 | 1.0 | 0.9767 | 63 | 0.7778 | 1.0 | 0.8750 | 7 | 0.9573 | 0.9806 | 0.9688 | 206 | 0.875 | 0.9767 | 0.9231 | 43 | 0.9457 | 0.9692 | 0.9573 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.92 | 0.9583 | 0.9388 | 144 | 0.9942 | 1.0 | 0.9971 | 171 | 0.3 | 1.0 | 0.4615 | 3 | 0.9655 | 0.9976 | 0.9813 | 421 | 0.96 | 0.9796 | 0.9697 | 49 | 0.9458 | 0.9959 | 0.9702 | 491 | 0.3 | 0.8182 | 0.4390 | 11 | 0.9412 | 0.9783 | 0.9594 | 0.9916 |
|
| 177 |
+
| 0.0307 | 2.4 | 32000 | 0.0402 | 1.0 | 1.0 | 1.0 | 52 | 0.6 | 0.8571 | 0.7059 | 7 | 0.9688 | 0.9841 | 0.9764 | 63 | 0.7778 | 1.0 | 0.8750 | 7 | 0.9712 | 0.9806 | 0.9758 | 206 | 0.9762 | 0.9535 | 0.9647 | 43 | 0.9715 | 0.9686 | 0.9700 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.9456 | 0.9653 | 0.9553 | 144 | 1.0 | 1.0 | 1.0 | 171 | 0.3333 | 1.0 | 0.5 | 3 | 0.9417 | 0.9976 | 0.9689 | 421 | 0.9767 | 0.8571 | 0.9130 | 49 | 0.9477 | 0.9959 | 0.9712 | 491 | 0.6923 | 0.8182 | 0.7500 | 11 | 0.9603 | 0.9762 | 0.9682 | 0.9926 |
|
| 178 |
+
| 0.0233 | 2.44 | 32500 | 0.0361 | 1.0 | 1.0 | 1.0 | 52 | 0.8 | 0.5714 | 0.6667 | 7 | 0.9688 | 0.9841 | 0.9764 | 63 | 1.0 | 1.0 | 1.0 | 7 | 0.9756 | 0.9709 | 0.9732 | 206 | 0.9762 | 0.9535 | 0.9647 | 43 | 0.9720 | 0.9655 | 0.9688 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.9392 | 0.9653 | 0.9521 | 144 | 0.9941 | 0.9825 | 0.9882 | 171 | 0.6 | 1.0 | 0.7500 | 3 | 0.9813 | 0.9976 | 0.9894 | 421 | 1.0 | 1.0 | 1.0 | 49 | 0.9477 | 0.9959 | 0.9712 | 491 | 0.8182 | 0.8182 | 0.8182 | 11 | 0.9689 | 0.9747 | 0.9718 | 0.9922 |
|
| 179 |
+
| 0.0259 | 2.47 | 33000 | 0.0391 | 1.0 | 1.0 | 1.0 | 52 | 0.8 | 0.5714 | 0.6667 | 7 | 0.9545 | 1.0 | 0.9767 | 63 | 1.0 | 1.0 | 1.0 | 7 | 0.9659 | 0.9612 | 0.9635 | 206 | 0.9762 | 0.9535 | 0.9647 | 43 | 0.9693 | 0.9734 | 0.9713 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.9720 | 0.9653 | 0.9686 | 144 | 0.9828 | 1.0 | 0.9913 | 171 | 0.6 | 1.0 | 0.7500 | 3 | 0.9790 | 0.9976 | 0.9882 | 421 | 1.0 | 1.0 | 1.0 | 49 | 0.9478 | 0.9980 | 0.9722 | 491 | 0.8 | 0.7273 | 0.7619 | 11 | 0.9673 | 0.9792 | 0.9732 | 0.9920 |
|
| 180 |
+
| 0.0219 | 2.51 | 33500 | 0.0416 | 0.9811 | 1.0 | 0.9905 | 52 | 0.8571 | 0.8571 | 0.8571 | 7 | 0.9265 | 1.0 | 0.9618 | 63 | 1.0 | 1.0 | 1.0 | 7 | 0.9617 | 0.9757 | 0.9687 | 206 | 0.9535 | 0.9535 | 0.9535 | 43 | 0.9712 | 0.9577 | 0.9644 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.9720 | 0.9653 | 0.9686 | 144 | 1.0 | 1.0 | 1.0 | 171 | 0.6 | 1.0 | 0.7500 | 3 | 0.9567 | 0.9976 | 0.9767 | 421 | 1.0 | 0.8367 | 0.9111 | 49 | 0.9440 | 0.9959 | 0.9693 | 491 | 0.6429 | 0.8182 | 0.7200 | 11 | 0.9633 | 0.9705 | 0.9669 | 0.9924 |
|
| 181 |
+
| 0.0137 | 2.55 | 34000 | 0.0340 | 0.9630 | 1.0 | 0.9811 | 52 | 0.3529 | 0.8571 | 0.5 | 7 | 0.9545 | 1.0 | 0.9767 | 63 | 0.875 | 1.0 | 0.9333 | 7 | 0.9437 | 0.9757 | 0.9594 | 206 | 0.9348 | 1.0 | 0.9663 | 43 | 0.9529 | 0.9788 | 0.9657 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.9267 | 0.9653 | 0.9456 | 144 | 0.9828 | 1.0 | 0.9913 | 171 | 0.25 | 1.0 | 0.4 | 3 | 0.9745 | 0.9976 | 0.9859 | 421 | 1.0 | 1.0 | 1.0 | 49 | 0.9192 | 0.9959 | 0.9560 | 491 | 0.75 | 0.8182 | 0.7826 | 11 | 0.9427 | 0.9841 | 0.9629 | 0.9932 |
|
| 182 |
+
| 0.0151 | 2.59 | 34500 | 0.0347 | 1.0 | 1.0 | 1.0 | 52 | 0.5556 | 0.7143 | 0.6250 | 7 | 0.9692 | 1.0 | 0.9844 | 63 | 1.0 | 1.0 | 1.0 | 7 | 0.9571 | 0.9757 | 0.9663 | 206 | 0.9545 | 0.9767 | 0.9655 | 43 | 0.9644 | 0.9674 | 0.9659 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.9211 | 0.9722 | 0.9459 | 144 | 1.0 | 1.0 | 1.0 | 171 | 0.3333 | 1.0 | 0.5 | 3 | 0.9502 | 0.9976 | 0.9733 | 421 | 0.8980 | 0.8980 | 0.8980 | 49 | 0.9476 | 0.9939 | 0.9702 | 491 | 0.9 | 0.8182 | 0.8571 | 11 | 0.9550 | 0.9762 | 0.9655 | 0.9929 |
|
| 183 |
+
| 0.0159 | 2.62 | 35000 | 0.0348 | 1.0 | 1.0 | 1.0 | 52 | 0.4375 | 1.0 | 0.6087 | 7 | 0.9403 | 1.0 | 0.9692 | 63 | 0.7778 | 1.0 | 0.8750 | 7 | 0.9615 | 0.9709 | 0.9662 | 206 | 0.9773 | 1.0 | 0.9885 | 43 | 0.9683 | 0.9794 | 0.9739 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.9396 | 0.9722 | 0.9556 | 144 | 1.0 | 1.0 | 1.0 | 171 | 0.6 | 1.0 | 0.7500 | 3 | 0.9768 | 1.0 | 0.9883 | 421 | 1.0 | 1.0 | 1.0 | 49 | 0.9457 | 0.9939 | 0.9692 | 491 | 0.6 | 0.8182 | 0.6923 | 11 | 0.9612 | 0.9847 | 0.9728 | 0.9931 |
|
| 184 |
+
| 0.0272 | 2.66 | 35500 | 0.0388 | 1.0 | 1.0 | 1.0 | 52 | 0.8333 | 0.7143 | 0.7692 | 7 | 0.9403 | 1.0 | 0.9692 | 63 | 1.0 | 1.0 | 1.0 | 7 | 0.9437 | 0.9757 | 0.9594 | 206 | 0.9535 | 0.9535 | 0.9535 | 43 | 0.9721 | 0.9698 | 0.9709 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.9267 | 0.9653 | 0.9456 | 144 | 1.0 | 1.0 | 1.0 | 171 | 0.6 | 1.0 | 0.7500 | 3 | 0.9677 | 0.9952 | 0.9813 | 421 | 1.0 | 0.8980 | 0.9462 | 49 | 0.9495 | 0.9959 | 0.9722 | 491 | 0.9 | 0.8182 | 0.8571 | 11 | 0.9646 | 0.9768 | 0.9707 | 0.9927 |
|
| 185 |
+
| 0.0196 | 2.7 | 36000 | 0.0376 | 1.0 | 1.0 | 1.0 | 52 | 0.7 | 1.0 | 0.8235 | 7 | 1.0 | 0.9683 | 0.9839 | 63 | 1.0 | 1.0 | 1.0 | 7 | 0.9479 | 0.9709 | 0.9592 | 206 | 0.9333 | 0.9767 | 0.9545 | 43 | 0.9728 | 0.9516 | 0.9621 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.9333 | 0.9722 | 0.9524 | 144 | 1.0 | 1.0 | 1.0 | 171 | 0.3333 | 1.0 | 0.5 | 3 | 0.9612 | 1.0 | 0.9802 | 421 | 0.9362 | 0.8980 | 0.9167 | 49 | 0.9275 | 0.9898 | 0.9576 | 491 | 0.9 | 0.8182 | 0.8571 | 11 | 0.9583 | 0.9678 | 0.9630 | 0.9928 |
|
| 186 |
+
| 0.0281 | 2.74 | 36500 | 0.0334 | 1.0 | 1.0 | 1.0 | 52 | 0.5833 | 1.0 | 0.7368 | 7 | 0.9538 | 0.9841 | 0.9688 | 63 | 1.0 | 1.0 | 1.0 | 7 | 0.9665 | 0.9806 | 0.9735 | 206 | 0.9130 | 0.9767 | 0.9438 | 43 | 0.9776 | 0.9782 | 0.9779 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.8981 | 0.9792 | 0.9369 | 144 | 1.0 | 1.0 | 1.0 | 171 | 0.375 | 1.0 | 0.5455 | 3 | 0.9768 | 1.0 | 0.9883 | 421 | 1.0 | 1.0 | 1.0 | 49 | 0.9419 | 0.9898 | 0.9652 | 491 | 0.9 | 0.8182 | 0.8571 | 11 | 0.9643 | 0.9838 | 0.9739 | 0.9936 |
|
| 187 |
+
| 0.0111 | 2.77 | 37000 | 0.0338 | 1.0 | 1.0 | 1.0 | 52 | 0.6364 | 1.0 | 0.7778 | 7 | 0.9692 | 1.0 | 0.9844 | 63 | 1.0 | 1.0 | 1.0 | 7 | 0.9526 | 0.9757 | 0.9640 | 206 | 0.9535 | 0.9535 | 0.9535 | 43 | 0.9751 | 0.9710 | 0.9730 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.94 | 0.9792 | 0.9592 | 144 | 1.0 | 1.0 | 1.0 | 171 | 0.375 | 1.0 | 0.5455 | 3 | 0.9768 | 1.0 | 0.9883 | 421 | 1.0 | 1.0 | 1.0 | 49 | 0.9438 | 0.9919 | 0.9672 | 491 | 0.9 | 0.8182 | 0.8571 | 11 | 0.9656 | 0.9801 | 0.9728 | 0.9936 |
|
| 188 |
+
| 0.0284 | 2.81 | 37500 | 0.0323 | 1.0 | 1.0 | 1.0 | 52 | 0.5 | 1.0 | 0.6667 | 7 | 0.9545 | 1.0 | 0.9767 | 63 | 1.0 | 1.0 | 1.0 | 7 | 0.9712 | 0.9806 | 0.9758 | 206 | 0.9333 | 0.9767 | 0.9545 | 43 | 0.9740 | 0.9752 | 0.9746 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.9342 | 0.9861 | 0.9595 | 144 | 1.0 | 1.0 | 1.0 | 171 | 0.6 | 1.0 | 0.7500 | 3 | 0.9767 | 0.9976 | 0.9871 | 421 | 0.98 | 1.0 | 0.9899 | 49 | 0.9494 | 0.9939 | 0.9711 | 491 | 0.9 | 0.8182 | 0.8571 | 11 | 0.9669 | 0.9832 | 0.9749 | 0.9935 |
|
| 189 |
+
| 0.0365 | 2.85 | 38000 | 0.0307 | 1.0 | 1.0 | 1.0 | 52 | 0.6364 | 1.0 | 0.7778 | 7 | 0.9692 | 1.0 | 0.9844 | 63 | 1.0 | 1.0 | 1.0 | 7 | 0.9713 | 0.9854 | 0.9783 | 206 | 0.9333 | 0.9767 | 0.9545 | 43 | 0.9752 | 0.9752 | 0.9752 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.9524 | 0.9722 | 0.9622 | 144 | 1.0 | 1.0 | 1.0 | 171 | 0.3333 | 1.0 | 0.5 | 3 | 0.9722 | 0.9976 | 0.9848 | 421 | 0.9423 | 1.0 | 0.9703 | 49 | 0.9402 | 0.9919 | 0.9653 | 491 | 0.9 | 0.8182 | 0.8571 | 11 | 0.9646 | 0.9826 | 0.9735 | 0.9936 |
|
| 190 |
+
| 0.0224 | 2.89 | 38500 | 0.0301 | 1.0 | 1.0 | 1.0 | 52 | 0.6364 | 1.0 | 0.7778 | 7 | 0.9545 | 1.0 | 0.9767 | 63 | 1.0 | 1.0 | 1.0 | 7 | 0.9760 | 0.9854 | 0.9807 | 206 | 0.9130 | 0.9767 | 0.9438 | 43 | 0.9782 | 0.9776 | 0.9779 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.9459 | 0.9722 | 0.9589 | 144 | 1.0 | 1.0 | 1.0 | 171 | 0.5 | 1.0 | 0.6667 | 3 | 0.9768 | 1.0 | 0.9883 | 421 | 1.0 | 1.0 | 1.0 | 49 | 0.9420 | 0.9919 | 0.9663 | 491 | 0.9 | 0.8182 | 0.8571 | 11 | 0.9689 | 0.9841 | 0.9764 | 0.9939 |
|
| 191 |
+
| 0.0239 | 2.92 | 39000 | 0.0301 | 1.0 | 1.0 | 1.0 | 52 | 0.6364 | 1.0 | 0.7778 | 7 | 0.9545 | 1.0 | 0.9767 | 63 | 1.0 | 1.0 | 1.0 | 7 | 0.9760 | 0.9854 | 0.9807 | 206 | 0.9545 | 0.9767 | 0.9655 | 43 | 0.9717 | 0.9752 | 0.9734 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.9333 | 0.9722 | 0.9524 | 144 | 1.0 | 1.0 | 1.0 | 171 | 0.6 | 1.0 | 0.7500 | 3 | 0.9745 | 0.9976 | 0.9859 | 421 | 0.98 | 1.0 | 0.9899 | 49 | 0.9514 | 0.9959 | 0.9731 | 491 | 0.9 | 0.8182 | 0.8571 | 11 | 0.9672 | 0.9832 | 0.9751 | 0.9939 |
|
| 192 |
+
| 0.0171 | 2.96 | 39500 | 0.0304 | 1.0 | 1.0 | 1.0 | 52 | 0.6364 | 1.0 | 0.7778 | 7 | 0.9403 | 1.0 | 0.9692 | 63 | 1.0 | 1.0 | 1.0 | 7 | 0.9760 | 0.9854 | 0.9807 | 206 | 0.9333 | 0.9767 | 0.9545 | 43 | 0.9765 | 0.9782 | 0.9773 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.9211 | 0.9722 | 0.9459 | 144 | 1.0 | 1.0 | 1.0 | 171 | 0.6 | 1.0 | 0.7500 | 3 | 0.9768 | 1.0 | 0.9883 | 421 | 1.0 | 1.0 | 1.0 | 49 | 0.9514 | 0.9959 | 0.9731 | 491 | 0.9 | 0.8182 | 0.8571 | 11 | 0.9689 | 0.9850 | 0.9769 | 0.9940 |
|
| 193 |
+
| 0.0107 | 3.0 | 40000 | 0.0308 | 1.0 | 1.0 | 1.0 | 52 | 0.3889 | 1.0 | 0.56 | 7 | 0.9403 | 1.0 | 0.9692 | 63 | 1.0 | 1.0 | 1.0 | 7 | 0.9713 | 0.9854 | 0.9783 | 206 | 0.9130 | 0.9767 | 0.9438 | 43 | 0.9741 | 0.9794 | 0.9768 | 1654 | 0.0 | 0.0 | 0.0 | 2 | 0.9272 | 0.9722 | 0.9492 | 144 | 1.0 | 1.0 | 1.0 | 171 | 0.6 | 1.0 | 0.7500 | 3 | 0.9768 | 1.0 | 0.9883 | 421 | 1.0 | 1.0 | 1.0 | 49 | 0.9514 | 0.9959 | 0.9731 | 491 | 0.9 | 0.8182 | 0.8571 | 11 | 0.9655 | 0.9856 | 0.9754 | 0.9940 |
|
| 194 |
+
|
| 195 |
+
|
| 196 |
+
### Framework versions
|
| 197 |
+
|
| 198 |
+
- Transformers 4.24.0
|
| 199 |
+
- Pytorch 1.12.1+cu113
|
| 200 |
+
- Datasets 2.6.1
|
| 201 |
+
- Tokenizers 0.13.2
|
all_results.json
ADDED
|
@@ -0,0 +1,77 @@
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|
| 1 |
+
{
|
| 2 |
+
"epoch": 3.0,
|
| 3 |
+
"eval_attackID_f1": 1.0,
|
| 4 |
+
"eval_attackID_number": 52,
|
| 5 |
+
"eval_attackID_precision": 1.0,
|
| 6 |
+
"eval_attackID_recall": 1.0,
|
| 7 |
+
"eval_bitcoinAddr_f1": 0.7777777777777778,
|
| 8 |
+
"eval_bitcoinAddr_number": 7,
|
| 9 |
+
"eval_bitcoinAddr_precision": 0.6363636363636364,
|
| 10 |
+
"eval_bitcoinAddr_recall": 1.0,
|
| 11 |
+
"eval_cve_f1": 0.9767441860465117,
|
| 12 |
+
"eval_cve_number": 63,
|
| 13 |
+
"eval_cve_precision": 0.9545454545454546,
|
| 14 |
+
"eval_cve_recall": 1.0,
|
| 15 |
+
"eval_defenderThreat_f1": 1.0,
|
| 16 |
+
"eval_defenderThreat_number": 7,
|
| 17 |
+
"eval_defenderThreat_precision": 1.0,
|
| 18 |
+
"eval_defenderThreat_recall": 1.0,
|
| 19 |
+
"eval_domain_f1": 0.9806763285024154,
|
| 20 |
+
"eval_domain_number": 206,
|
| 21 |
+
"eval_domain_precision": 0.9759615384615384,
|
| 22 |
+
"eval_domain_recall": 0.9854368932038835,
|
| 23 |
+
"eval_email_f1": 0.9655172413793104,
|
| 24 |
+
"eval_email_number": 43,
|
| 25 |
+
"eval_email_precision": 0.9545454545454546,
|
| 26 |
+
"eval_email_recall": 0.9767441860465116,
|
| 27 |
+
"eval_filepath_f1": 0.9734459867229933,
|
| 28 |
+
"eval_filepath_number": 1654,
|
| 29 |
+
"eval_filepath_precision": 0.9716867469879518,
|
| 30 |
+
"eval_filepath_recall": 0.975211608222491,
|
| 31 |
+
"eval_fingerprint_f1": 0.0,
|
| 32 |
+
"eval_fingerprint_number": 2,
|
| 33 |
+
"eval_fingerprint_precision": 0.0,
|
| 34 |
+
"eval_fingerprint_recall": 0.0,
|
| 35 |
+
"eval_hostname_f1": 0.9523809523809524,
|
| 36 |
+
"eval_hostname_number": 144,
|
| 37 |
+
"eval_hostname_precision": 0.9333333333333333,
|
| 38 |
+
"eval_hostname_recall": 0.9722222222222222,
|
| 39 |
+
"eval_ipv4_f1": 1.0,
|
| 40 |
+
"eval_ipv4_number": 171,
|
| 41 |
+
"eval_ipv4_precision": 1.0,
|
| 42 |
+
"eval_ipv4_recall": 1.0,
|
| 43 |
+
"eval_ipv6_f1": 0.7499999999999999,
|
| 44 |
+
"eval_ipv6_number": 3,
|
| 45 |
+
"eval_ipv6_precision": 0.6,
|
| 46 |
+
"eval_ipv6_recall": 1.0,
|
| 47 |
+
"eval_loss": 0.03006729483604431,
|
| 48 |
+
"eval_md5_f1": 0.9859154929577465,
|
| 49 |
+
"eval_md5_number": 421,
|
| 50 |
+
"eval_md5_precision": 0.974477958236659,
|
| 51 |
+
"eval_md5_recall": 0.997624703087886,
|
| 52 |
+
"eval_overall_accuracy": 0.9939007140351472,
|
| 53 |
+
"eval_overall_f1": 0.9750857824854544,
|
| 54 |
+
"eval_overall_precision": 0.9671500443918319,
|
| 55 |
+
"eval_overall_recall": 0.9831528279181708,
|
| 56 |
+
"eval_runtime": 61.2486,
|
| 57 |
+
"eval_samples": 13340,
|
| 58 |
+
"eval_samples_per_second": 217.801,
|
| 59 |
+
"eval_sha1_f1": 0.98989898989899,
|
| 60 |
+
"eval_sha1_number": 49,
|
| 61 |
+
"eval_sha1_precision": 0.98,
|
| 62 |
+
"eval_sha1_recall": 1.0,
|
| 63 |
+
"eval_sha256_f1": 0.973134328358209,
|
| 64 |
+
"eval_sha256_number": 491,
|
| 65 |
+
"eval_sha256_precision": 0.9513618677042801,
|
| 66 |
+
"eval_sha256_recall": 0.9959266802443992,
|
| 67 |
+
"eval_steps_per_second": 27.233,
|
| 68 |
+
"eval_uri_f1": 0.8571428571428572,
|
| 69 |
+
"eval_uri_number": 11,
|
| 70 |
+
"eval_uri_precision": 0.9,
|
| 71 |
+
"eval_uri_recall": 0.8181818181818182,
|
| 72 |
+
"train_loss": 0.053237859471359,
|
| 73 |
+
"train_runtime": 9730.0996,
|
| 74 |
+
"train_samples": 106717,
|
| 75 |
+
"train_samples_per_second": 32.903,
|
| 76 |
+
"train_steps_per_second": 4.113
|
| 77 |
+
}
|
config.json
ADDED
|
@@ -0,0 +1,107 @@
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|
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|
|
|
| 1 |
+
{
|
| 2 |
+
"_name_or_path": "microsoft/deberta-base",
|
| 3 |
+
"architectures": [
|
| 4 |
+
"DebertaForTokenClassification"
|
| 5 |
+
],
|
| 6 |
+
"attention_probs_dropout_prob": 0.1,
|
| 7 |
+
"finetuning_task": "ner",
|
| 8 |
+
"hidden_act": "gelu",
|
| 9 |
+
"hidden_dropout_prob": 0.1,
|
| 10 |
+
"hidden_size": 768,
|
| 11 |
+
"id2label": {
|
| 12 |
+
"0": "O",
|
| 13 |
+
"1": "B-attackID",
|
| 14 |
+
"2": "I-attackID",
|
| 15 |
+
"3": "B-bitcoinAddr",
|
| 16 |
+
"4": "I-bitcoinAddr",
|
| 17 |
+
"5": "B-cve",
|
| 18 |
+
"6": "I-cve",
|
| 19 |
+
"7": "B-defenderThreat",
|
| 20 |
+
"8": "I-defenderThreat",
|
| 21 |
+
"9": "B-domain",
|
| 22 |
+
"10": "I-domain",
|
| 23 |
+
"11": "B-email",
|
| 24 |
+
"12": "I-email",
|
| 25 |
+
"13": "B-md5",
|
| 26 |
+
"14": "I-md5",
|
| 27 |
+
"15": "B-sha1",
|
| 28 |
+
"16": "I-sha1",
|
| 29 |
+
"17": "B-sha256",
|
| 30 |
+
"18": "I-sha256",
|
| 31 |
+
"19": "B-filepath",
|
| 32 |
+
"20": "I-filepath",
|
| 33 |
+
"21": "B-hostname",
|
| 34 |
+
"22": "I-hostname",
|
| 35 |
+
"23": "B-ipv4",
|
| 36 |
+
"24": "I-ipv4",
|
| 37 |
+
"25": "B-ipv6",
|
| 38 |
+
"26": "I-ipv6",
|
| 39 |
+
"27": "B-fingerprint",
|
| 40 |
+
"28": "I-fingerprint",
|
| 41 |
+
"29": "B-uri",
|
| 42 |
+
"30": "I-uri",
|
| 43 |
+
"31": "B-url",
|
| 44 |
+
"32": "I-url",
|
| 45 |
+
"33": "B-yara",
|
| 46 |
+
"34": "I-yara"
|
| 47 |
+
},
|
| 48 |
+
"initializer_range": 0.02,
|
| 49 |
+
"intermediate_size": 3072,
|
| 50 |
+
"label2id": {
|
| 51 |
+
"B-attackID": 1,
|
| 52 |
+
"B-bitcoinAddr": 3,
|
| 53 |
+
"B-cve": 5,
|
| 54 |
+
"B-defenderThreat": 7,
|
| 55 |
+
"B-domain": 9,
|
| 56 |
+
"B-email": 11,
|
| 57 |
+
"B-filepath": 19,
|
| 58 |
+
"B-fingerprint": 27,
|
| 59 |
+
"B-hostname": 21,
|
| 60 |
+
"B-ipv4": 23,
|
| 61 |
+
"B-ipv6": 25,
|
| 62 |
+
"B-md5": 13,
|
| 63 |
+
"B-sha1": 15,
|
| 64 |
+
"B-sha256": 17,
|
| 65 |
+
"B-uri": 29,
|
| 66 |
+
"B-url": 31,
|
| 67 |
+
"B-yara": 33,
|
| 68 |
+
"I-attackID": 2,
|
| 69 |
+
"I-bitcoinAddr": 4,
|
| 70 |
+
"I-cve": 6,
|
| 71 |
+
"I-defenderThreat": 8,
|
| 72 |
+
"I-domain": 10,
|
| 73 |
+
"I-email": 12,
|
| 74 |
+
"I-filepath": 20,
|
| 75 |
+
"I-fingerprint": 28,
|
| 76 |
+
"I-hostname": 22,
|
| 77 |
+
"I-ipv4": 24,
|
| 78 |
+
"I-ipv6": 26,
|
| 79 |
+
"I-md5": 14,
|
| 80 |
+
"I-sha1": 16,
|
| 81 |
+
"I-sha256": 18,
|
| 82 |
+
"I-uri": 30,
|
| 83 |
+
"I-url": 32,
|
| 84 |
+
"I-yara": 34,
|
| 85 |
+
"O": 0
|
| 86 |
+
},
|
| 87 |
+
"layer_norm_eps": 1e-07,
|
| 88 |
+
"max_position_embeddings": 512,
|
| 89 |
+
"max_relative_positions": -1,
|
| 90 |
+
"model_type": "deberta",
|
| 91 |
+
"num_attention_heads": 12,
|
| 92 |
+
"num_hidden_layers": 12,
|
| 93 |
+
"pad_token_id": 0,
|
| 94 |
+
"pooler_dropout": 0,
|
| 95 |
+
"pooler_hidden_act": "gelu",
|
| 96 |
+
"pooler_hidden_size": 768,
|
| 97 |
+
"pos_att_type": [
|
| 98 |
+
"c2p",
|
| 99 |
+
"p2c"
|
| 100 |
+
],
|
| 101 |
+
"position_biased_input": false,
|
| 102 |
+
"relative_attention": true,
|
| 103 |
+
"torch_dtype": "float32",
|
| 104 |
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"transformers_version": "4.24.0",
|
| 105 |
+
"type_vocab_size": 0,
|
| 106 |
+
"vocab_size": 50265
|
| 107 |
+
}
|
eval_results.json
ADDED
|
@@ -0,0 +1,72 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"epoch": 3.0,
|
| 3 |
+
"eval_attackID_f1": 1.0,
|
| 4 |
+
"eval_attackID_number": 52,
|
| 5 |
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"eval_attackID_precision": 1.0,
|
| 6 |
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"eval_attackID_recall": 1.0,
|
| 7 |
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"eval_bitcoinAddr_f1": 0.7777777777777778,
|
| 8 |
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"eval_bitcoinAddr_number": 7,
|
| 9 |
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"eval_bitcoinAddr_precision": 0.6363636363636364,
|
| 10 |
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"eval_bitcoinAddr_recall": 1.0,
|
| 11 |
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"eval_cve_f1": 0.9767441860465117,
|
| 12 |
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"eval_cve_number": 63,
|
| 13 |
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"eval_cve_precision": 0.9545454545454546,
|
| 14 |
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"eval_cve_recall": 1.0,
|
| 15 |
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"eval_defenderThreat_f1": 1.0,
|
| 16 |
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"eval_defenderThreat_number": 7,
|
| 17 |
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"eval_defenderThreat_precision": 1.0,
|
| 18 |
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|
| 19 |
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"eval_domain_f1": 0.9806763285024154,
|
| 20 |
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"eval_domain_number": 206,
|
| 21 |
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|
| 22 |
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|
| 23 |
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"eval_email_f1": 0.9655172413793104,
|
| 24 |
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"eval_email_number": 43,
|
| 25 |
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|
| 26 |
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"eval_email_recall": 0.9767441860465116,
|
| 27 |
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|
| 28 |
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"eval_filepath_number": 1654,
|
| 29 |
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|
| 30 |
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|
| 31 |
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"eval_fingerprint_f1": 0.0,
|
| 32 |
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"eval_fingerprint_number": 2,
|
| 33 |
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|
| 34 |
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|
| 35 |
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"eval_hostname_f1": 0.9523809523809524,
|
| 36 |
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"eval_hostname_number": 144,
|
| 37 |
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|
| 38 |
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"eval_hostname_recall": 0.9722222222222222,
|
| 39 |
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"eval_ipv4_f1": 1.0,
|
| 40 |
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"eval_ipv4_number": 171,
|
| 41 |
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"eval_ipv4_precision": 1.0,
|
| 42 |
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"eval_ipv4_recall": 1.0,
|
| 43 |
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"eval_ipv6_f1": 0.7499999999999999,
|
| 44 |
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"eval_ipv6_number": 3,
|
| 45 |
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"eval_ipv6_precision": 0.6,
|
| 46 |
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|
| 47 |
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"eval_loss": 0.03006729483604431,
|
| 48 |
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|
| 49 |
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|
| 50 |
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|
| 51 |
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|
| 52 |
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|
| 53 |
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| 54 |
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| 55 |
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| 56 |
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"eval_runtime": 61.2486,
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| 57 |
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"eval_samples": 13340,
|
| 58 |
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|
| 59 |
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|
| 60 |
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"eval_sha1_number": 49,
|
| 61 |
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"eval_sha1_precision": 0.98,
|
| 62 |
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"eval_sha1_recall": 1.0,
|
| 63 |
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"eval_sha256_f1": 0.973134328358209,
|
| 64 |
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"eval_sha256_number": 491,
|
| 65 |
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|
| 66 |
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"eval_sha256_recall": 0.9959266802443992,
|
| 67 |
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"eval_steps_per_second": 27.233,
|
| 68 |
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"eval_uri_f1": 0.8571428571428572,
|
| 69 |
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"eval_uri_number": 11,
|
| 70 |
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"eval_uri_precision": 0.9,
|
| 71 |
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|
| 72 |
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|
merges.txt
ADDED
|
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|
|
|
pytorch_model.bin
ADDED
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@@ -0,0 +1,3 @@
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|
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| 1 |
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version https://git-lfs.github.com/spec/v1
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oid sha256:6a056a02b0beddd6c97283c5b3fd42c6006d5df0a8d0c3908e8aa4d6f4818130
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| 3 |
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size 554585395
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special_tokens_map.json
ADDED
|
@@ -0,0 +1,51 @@
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|
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|
|
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|
|
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|
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|
| 1 |
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{
|
| 2 |
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| 8 |
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| 9 |
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| 10 |
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| 12 |
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|
| 15 |
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| 17 |
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| 22 |
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| 26 |
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| 27 |
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|
| 28 |
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|
| 29 |
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},
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| 30 |
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|
| 31 |
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| 32 |
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|
| 33 |
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"normalized": true,
|
| 34 |
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|
| 35 |
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| 36 |
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},
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| 37 |
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"sep_token": {
|
| 38 |
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| 39 |
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| 40 |
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| 41 |
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| 42 |
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| 43 |
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},
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| 44 |
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"unk_token": {
|
| 45 |
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| 46 |
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|
| 47 |
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|
| 48 |
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|
| 49 |
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| 50 |
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| 51 |
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|
tokenizer.json
ADDED
|
The diff for this file is too large to render.
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|
|
tokenizer_config.json
ADDED
|
@@ -0,0 +1,67 @@
|
|
|
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|
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|
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| 1 |
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|
| 30 |
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|
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| 34 |
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| 37 |
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| 38 |
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|
| 39 |
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| 40 |
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"__type": "AddedToken",
|
| 60 |
+
"content": "[UNK]",
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| 61 |
+
"lstrip": false,
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| 62 |
+
"normalized": true,
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| 63 |
+
"rstrip": false,
|
| 64 |
+
"single_word": false
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| 65 |
+
},
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| 66 |
+
"vocab_type": "gpt2"
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| 67 |
+
}
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train_results.json
ADDED
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| 1 |
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{
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| 2 |
+
"epoch": 3.0,
|
| 3 |
+
"train_loss": 0.053237859471359,
|
| 4 |
+
"train_runtime": 9730.0996,
|
| 5 |
+
"train_samples": 106717,
|
| 6 |
+
"train_samples_per_second": 32.903,
|
| 7 |
+
"train_steps_per_second": 4.113
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| 8 |
+
}
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trainer_state.json
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training_args.bin
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| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:dada85170ed0967ae49f4958e6b772b5b0d9cbf401069685fd448066dc78f661
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| 3 |
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size 3439
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vocab.json
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