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---
license: bsd-3-clause
base_model: MIT/ast-finetuned-audioset-10-10-0.4593
tags:
- generated_from_trainer
datasets:
- audiofolder
metrics:
- accuracy
model-index:
- name: test_ast
  results:
  - task:
      name: Audio Classification
      type: audio-classification
    dataset:
      name: audiofolder
      type: audiofolder
      config: default
      split: train
      args: default
    metrics:
    - name: Accuracy
      type: accuracy
      value: 0.7298850574712644
---

<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->

# test_ast

This model is a fine-tuned version of [MIT/ast-finetuned-audioset-10-10-0.4593](https://huggingface.co/MIT/ast-finetuned-audioset-10-10-0.4593) on the audiofolder dataset.
It achieves the following results on the evaluation set:
- Loss: 0.7183
- Accuracy: 0.7299

## Model description

More information needed

## Intended uses & limitations

More information needed

## Training and evaluation data

More information needed

## Training procedure

### Training hyperparameters

The following hyperparameters were used during training:
- learning_rate: 0.0002
- train_batch_size: 6
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 15

### Training results

| Training Loss | Epoch | Step | Validation Loss | Accuracy |
|:-------------:|:-----:|:----:|:---------------:|:--------:|
| 3.2249        | 0.02  | 5    | 3.1167          | 0.0977   |
| 3.3654        | 0.04  | 10   | 3.1071          | 0.1667   |
| 2.952         | 0.06  | 15   | 2.3668          | 0.2816   |
| 2.6551        | 0.08  | 20   | 3.0941          | 0.2299   |
| 3.2285        | 0.1   | 25   | 2.4252          | 0.1379   |
| 2.4251        | 0.11  | 30   | 2.3162          | 0.1552   |
| 2.2216        | 0.13  | 35   | 2.2743          | 0.2414   |
| 1.982         | 0.15  | 40   | 2.5583          | 0.2586   |
| 2.2904        | 0.17  | 45   | 2.2775          | 0.1897   |
| 2.2136        | 0.19  | 50   | 2.2644          | 0.1724   |
| 1.9795        | 0.21  | 55   | 2.1317          | 0.2759   |
| 2.1172        | 0.23  | 60   | 2.0072          | 0.2989   |
| 2.1899        | 0.25  | 65   | 1.9535          | 0.1954   |
| 2.1116        | 0.27  | 70   | 1.9115          | 0.2299   |
| 2.0904        | 0.29  | 75   | 1.9307          | 0.3161   |
| 1.9124        | 0.31  | 80   | 1.8103          | 0.3391   |
| 1.6039        | 0.33  | 85   | 1.9070          | 0.2184   |
| 1.5797        | 0.34  | 90   | 1.9559          | 0.3621   |
| 1.9217        | 0.36  | 95   | 1.7302          | 0.2874   |
| 2.1192        | 0.38  | 100  | 2.1213          | 0.2874   |
| 1.991         | 0.4   | 105  | 1.8870          | 0.2529   |
| 1.9855        | 0.42  | 110  | 1.8531          | 0.3448   |
| 1.6668        | 0.44  | 115  | 2.0079          | 0.3218   |
| 1.4628        | 0.46  | 120  | 1.8913          | 0.3793   |
| 1.8827        | 0.48  | 125  | 1.7698          | 0.2989   |
| 1.9941        | 0.5   | 130  | 1.7076          | 0.2931   |
| 1.844         | 0.52  | 135  | 1.7230          | 0.2931   |
| 1.5423        | 0.54  | 140  | 1.6390          | 0.3793   |
| 1.9086        | 0.56  | 145  | 1.7207          | 0.3621   |
| 1.572         | 0.57  | 150  | 1.8218          | 0.3161   |
| 1.8335        | 0.59  | 155  | 1.6243          | 0.3908   |
| 1.5903        | 0.61  | 160  | 1.6348          | 0.3851   |
| 1.7064        | 0.63  | 165  | 1.5470          | 0.4253   |
| 1.3325        | 0.65  | 170  | 1.5237          | 0.4310   |
| 1.5154        | 0.67  | 175  | 1.5712          | 0.4253   |
| 1.7564        | 0.69  | 180  | 1.5861          | 0.2989   |
| 1.3903        | 0.71  | 185  | 1.8145          | 0.2586   |
| 2.0853        | 0.73  | 190  | 1.5079          | 0.3678   |
| 1.5312        | 0.75  | 195  | 1.4409          | 0.4483   |
| 1.2828        | 0.77  | 200  | 1.6001          | 0.3966   |
| 1.9389        | 0.79  | 205  | 1.7927          | 0.3678   |
| 1.5486        | 0.8   | 210  | 1.5749          | 0.3908   |
| 1.4306        | 0.82  | 215  | 1.7232          | 0.2816   |
| 1.814         | 0.84  | 220  | 1.7349          | 0.2586   |
| 1.7483        | 0.86  | 225  | 1.6068          | 0.4483   |
| 1.836         | 0.88  | 230  | 1.6200          | 0.4310   |
| 1.8752        | 0.9   | 235  | 1.4892          | 0.4195   |
| 1.3274        | 0.92  | 240  | 1.5102          | 0.4483   |
| 1.1109        | 0.94  | 245  | 1.6441          | 0.4598   |
| 1.137         | 0.96  | 250  | 1.6820          | 0.4885   |
| 2.029         | 0.98  | 255  | 1.5568          | 0.4425   |
| 1.3499        | 1.0   | 260  | 1.5453          | 0.4713   |
| 1.6062        | 1.02  | 265  | 1.7614          | 0.3851   |
| 1.2653        | 1.03  | 270  | 1.6806          | 0.4080   |
| 1.5162        | 1.05  | 275  | 2.1193          | 0.3161   |
| 1.8098        | 1.07  | 280  | 1.5041          | 0.4540   |
| 1.5888        | 1.09  | 285  | 1.6980          | 0.3736   |
| 1.57          | 1.11  | 290  | 1.5114          | 0.3851   |
| 1.3931        | 1.13  | 295  | 1.5042          | 0.4080   |
| 1.494         | 1.15  | 300  | 1.4945          | 0.4425   |
| 1.2355        | 1.17  | 305  | 1.4153          | 0.4770   |
| 1.9234        | 1.19  | 310  | 1.3997          | 0.4655   |
| 1.2396        | 1.21  | 315  | 1.3300          | 0.4655   |
| 1.8784        | 1.23  | 320  | 1.5062          | 0.4425   |
| 1.2335        | 1.25  | 325  | 1.3658          | 0.4655   |
| 1.2988        | 1.26  | 330  | 1.4404          | 0.5115   |
| 1.6458        | 1.28  | 335  | 1.3897          | 0.4770   |
| 1.4325        | 1.3   | 340  | 1.9435          | 0.3391   |
| 1.8258        | 1.32  | 345  | 1.6747          | 0.4138   |
| 1.6398        | 1.34  | 350  | 1.5373          | 0.4310   |
| 1.3836        | 1.36  | 355  | 1.5308          | 0.4540   |
| 1.1067        | 1.38  | 360  | 1.5032          | 0.4598   |
| 1.4948        | 1.4   | 365  | 1.4820          | 0.4770   |
| 1.3582        | 1.42  | 370  | 1.4555          | 0.4195   |
| 1.2616        | 1.44  | 375  | 1.3622          | 0.4655   |
| 1.4582        | 1.46  | 380  | 1.2709          | 0.4943   |
| 1.7958        | 1.48  | 385  | 1.5656          | 0.3621   |
| 1.4743        | 1.49  | 390  | 1.3905          | 0.4368   |
| 1.3111        | 1.51  | 395  | 1.3618          | 0.5287   |
| 1.1186        | 1.53  | 400  | 1.4679          | 0.5      |
| 1.3566        | 1.55  | 405  | 1.6266          | 0.4770   |
| 1.4949        | 1.57  | 410  | 1.4490          | 0.5057   |
| 1.2182        | 1.59  | 415  | 1.1528          | 0.5460   |
| 1.1455        | 1.61  | 420  | 1.2889          | 0.4540   |
| 1.0795        | 1.63  | 425  | 1.4589          | 0.4828   |
| 1.2771        | 1.65  | 430  | 1.5260          | 0.5115   |
| 1.2858        | 1.67  | 435  | 1.4051          | 0.4885   |
| 1.0829        | 1.69  | 440  | 1.3037          | 0.5345   |
| 1.5866        | 1.7   | 445  | 1.3284          | 0.5230   |
| 1.2964        | 1.72  | 450  | 1.2732          | 0.5115   |
| 1.1894        | 1.74  | 455  | 1.4988          | 0.4253   |
| 1.5003        | 1.76  | 460  | 1.3296          | 0.4655   |
| 1.1569        | 1.78  | 465  | 1.4281          | 0.5      |
| 1.0751        | 1.8   | 470  | 1.5788          | 0.4713   |
| 1.592         | 1.82  | 475  | 1.2109          | 0.5      |
| 1.4279        | 1.84  | 480  | 1.2072          | 0.5287   |
| 1.19          | 1.86  | 485  | 1.2765          | 0.5402   |
| 1.3807        | 1.88  | 490  | 1.3952          | 0.5230   |
| 1.2857        | 1.9   | 495  | 1.2477          | 0.5057   |
| 1.229         | 1.92  | 500  | 1.2090          | 0.5230   |
| 0.9704        | 1.93  | 505  | 1.0012          | 0.5862   |
| 1.2077        | 1.95  | 510  | 1.0754          | 0.6092   |
| 1.31          | 1.97  | 515  | 1.1700          | 0.5747   |
| 0.9374        | 1.99  | 520  | 1.1663          | 0.5402   |
| 1.3027        | 2.01  | 525  | 1.2674          | 0.5057   |
| 1.2744        | 2.03  | 530  | 1.1398          | 0.5230   |
| 0.6539        | 2.05  | 535  | 1.3558          | 0.5115   |
| 1.3282        | 2.07  | 540  | 1.6711          | 0.4885   |
| 1.7389        | 2.09  | 545  | 1.4172          | 0.4885   |
| 0.8713        | 2.11  | 550  | 1.4531          | 0.4598   |
| 1.3864        | 2.13  | 555  | 1.4029          | 0.4195   |
| 1.3272        | 2.15  | 560  | 1.2591          | 0.4943   |
| 1.4224        | 2.16  | 565  | 1.4082          | 0.4770   |
| 1.2348        | 2.18  | 570  | 1.2709          | 0.4943   |
| 1.4141        | 2.2   | 575  | 1.3384          | 0.5057   |
| 1.3264        | 2.22  | 580  | 1.2666          | 0.5287   |
| 1.1512        | 2.24  | 585  | 1.2081          | 0.5172   |
| 1.0147        | 2.26  | 590  | 1.1952          | 0.5115   |
| 1.1854        | 2.28  | 595  | 1.1515          | 0.5460   |
| 1.1736        | 2.3   | 600  | 1.1325          | 0.5517   |
| 0.8421        | 2.32  | 605  | 1.3058          | 0.4713   |
| 1.0093        | 2.34  | 610  | 1.1371          | 0.5345   |
| 1.096         | 2.36  | 615  | 1.1987          | 0.5402   |
| 1.1738        | 2.38  | 620  | 1.1630          | 0.5230   |
| 0.7222        | 2.39  | 625  | 1.3792          | 0.4598   |
| 1.259         | 2.41  | 630  | 1.4273          | 0.5057   |
| 0.8788        | 2.43  | 635  | 1.4666          | 0.5115   |
| 1.527         | 2.45  | 640  | 1.4999          | 0.4770   |
| 1.1176        | 2.47  | 645  | 1.5711          | 0.4598   |
| 0.9834        | 2.49  | 650  | 1.5396          | 0.5      |
| 1.046         | 2.51  | 655  | 1.2918          | 0.5345   |
| 1.2347        | 2.53  | 660  | 1.3253          | 0.5460   |
| 0.7441        | 2.55  | 665  | 1.4184          | 0.5345   |
| 1.3217        | 2.57  | 670  | 1.2241          | 0.5690   |
| 1.517         | 2.59  | 675  | 1.3936          | 0.4483   |
| 1.5603        | 2.61  | 680  | 1.2586          | 0.5115   |
| 1.0121        | 2.62  | 685  | 1.1528          | 0.5690   |
| 0.9157        | 2.64  | 690  | 1.1512          | 0.5862   |
| 1.0072        | 2.66  | 695  | 1.2196          | 0.5575   |
| 1.1345        | 2.68  | 700  | 1.0880          | 0.5632   |
| 1.1517        | 2.7   | 705  | 1.1541          | 0.5287   |
| 1.2588        | 2.72  | 710  | 1.1189          | 0.6264   |
| 0.9318        | 2.74  | 715  | 1.1550          | 0.5575   |
| 0.7644        | 2.76  | 720  | 1.1557          | 0.5747   |
| 1.2642        | 2.78  | 725  | 1.0784          | 0.6207   |
| 1.3219        | 2.8   | 730  | 1.0925          | 0.5862   |
| 1.2288        | 2.82  | 735  | 1.0300          | 0.6092   |
| 0.8471        | 2.84  | 740  | 1.0471          | 0.6092   |
| 0.9432        | 2.85  | 745  | 1.1337          | 0.5690   |
| 0.8942        | 2.87  | 750  | 1.0347          | 0.5977   |
| 0.8582        | 2.89  | 755  | 0.9947          | 0.6552   |
| 0.7802        | 2.91  | 760  | 1.0483          | 0.5862   |
| 0.9362        | 2.93  | 765  | 1.1574          | 0.6034   |
| 0.7052        | 2.95  | 770  | 0.9469          | 0.6667   |
| 0.9615        | 2.97  | 775  | 1.1713          | 0.5690   |
| 1.3158        | 2.99  | 780  | 1.0249          | 0.6034   |
| 1.4599        | 3.01  | 785  | 1.2700          | 0.5575   |
| 1.3217        | 3.03  | 790  | 1.1199          | 0.5632   |
| 0.8367        | 3.05  | 795  | 1.0456          | 0.5690   |
| 0.7845        | 3.07  | 800  | 1.0649          | 0.5632   |
| 0.8503        | 3.08  | 805  | 0.9967          | 0.6207   |
| 0.6945        | 3.1   | 810  | 0.9508          | 0.6437   |
| 0.916         | 3.12  | 815  | 1.0733          | 0.6437   |
| 0.9392        | 3.14  | 820  | 1.0749          | 0.5862   |
| 1.0007        | 3.16  | 825  | 1.1707          | 0.5862   |
| 1.2342        | 3.18  | 830  | 1.2818          | 0.5862   |
| 0.9419        | 3.2   | 835  | 0.9362          | 0.6609   |
| 0.7473        | 3.22  | 840  | 1.2352          | 0.5517   |
| 1.3524        | 3.24  | 845  | 1.2916          | 0.5575   |
| 0.7914        | 3.26  | 850  | 1.0420          | 0.6034   |
| 0.9782        | 3.28  | 855  | 1.0024          | 0.6207   |
| 0.6729        | 3.3   | 860  | 1.0617          | 0.6322   |
| 1.1071        | 3.31  | 865  | 1.5525          | 0.5      |
| 1.6989        | 3.33  | 870  | 1.0040          | 0.6207   |
| 0.7271        | 3.35  | 875  | 1.2051          | 0.5632   |
| 0.8168        | 3.37  | 880  | 1.0162          | 0.6092   |
| 1.0251        | 3.39  | 885  | 1.2412          | 0.5402   |
| 1.262         | 3.41  | 890  | 1.0845          | 0.6322   |
| 0.752         | 3.43  | 895  | 1.1151          | 0.6322   |
| 0.781         | 3.45  | 900  | 1.1569          | 0.6437   |
| 0.689         | 3.47  | 905  | 1.1400          | 0.5805   |
| 1.1359        | 3.49  | 910  | 1.2362          | 0.5747   |
| 1.0256        | 3.51  | 915  | 1.3777          | 0.5      |
| 1.0887        | 3.52  | 920  | 1.1072          | 0.6207   |
| 0.6106        | 3.54  | 925  | 1.2341          | 0.5460   |
| 1.3364        | 3.56  | 930  | 1.1365          | 0.5747   |
| 0.7705        | 3.58  | 935  | 1.2306          | 0.5920   |
| 0.8368        | 3.6   | 940  | 1.0860          | 0.6322   |
| 0.8946        | 3.62  | 945  | 1.2349          | 0.5805   |
| 1.226         | 3.64  | 950  | 1.2052          | 0.5920   |
| 1.1585        | 3.66  | 955  | 0.9785          | 0.6437   |
| 0.7824        | 3.68  | 960  | 0.8754          | 0.6897   |
| 0.6437        | 3.7   | 965  | 0.9257          | 0.6264   |
| 0.8286        | 3.72  | 970  | 0.9191          | 0.6724   |
| 0.8671        | 3.74  | 975  | 0.8496          | 0.6609   |
| 0.5814        | 3.75  | 980  | 0.9789          | 0.6494   |
| 0.7895        | 3.77  | 985  | 1.0326          | 0.6379   |
| 0.8104        | 3.79  | 990  | 0.9865          | 0.6322   |
| 0.8277        | 3.81  | 995  | 1.0854          | 0.6092   |
| 0.5801        | 3.83  | 1000 | 1.0071          | 0.6264   |
| 0.6394        | 3.85  | 1005 | 0.9902          | 0.6264   |
| 0.7135        | 3.87  | 1010 | 1.1339          | 0.5920   |
| 1.3432        | 3.89  | 1015 | 1.0168          | 0.6034   |
| 0.8375        | 3.91  | 1020 | 0.8976          | 0.6437   |
| 1.2419        | 3.93  | 1025 | 1.0345          | 0.6149   |
| 1.2465        | 3.95  | 1030 | 0.9065          | 0.6667   |
| 0.8987        | 3.97  | 1035 | 0.8305          | 0.6839   |
| 0.6279        | 3.98  | 1040 | 0.8690          | 0.6667   |
| 1.1026        | 4.0   | 1045 | 0.8575          | 0.6724   |
| 0.5617        | 4.02  | 1050 | 0.8988          | 0.6437   |
| 0.5318        | 4.04  | 1055 | 1.0456          | 0.6264   |
| 0.7041        | 4.06  | 1060 | 0.9058          | 0.6897   |
| 0.688         | 4.08  | 1065 | 1.0058          | 0.6839   |
| 0.8286        | 4.1   | 1070 | 1.0452          | 0.6379   |
| 1.2596        | 4.12  | 1075 | 0.9943          | 0.5862   |
| 0.8448        | 4.14  | 1080 | 1.0441          | 0.6264   |
| 0.9666        | 4.16  | 1085 | 1.0022          | 0.6552   |
| 1.0548        | 4.18  | 1090 | 0.8906          | 0.6724   |
| 0.823         | 4.2   | 1095 | 0.8352          | 0.6897   |
| 0.7588        | 4.21  | 1100 | 0.8359          | 0.6897   |
| 0.5306        | 4.23  | 1105 | 0.8987          | 0.6667   |
| 1.059         | 4.25  | 1110 | 0.8401          | 0.7011   |
| 0.6116        | 4.27  | 1115 | 0.9104          | 0.6782   |
| 0.7483        | 4.29  | 1120 | 1.0068          | 0.6494   |
| 0.5231        | 4.31  | 1125 | 0.9476          | 0.6667   |
| 0.5667        | 4.33  | 1130 | 0.9047          | 0.6897   |
| 0.7785        | 4.35  | 1135 | 1.0281          | 0.6149   |
| 1.0404        | 4.37  | 1140 | 0.9104          | 0.6782   |
| 0.5523        | 4.39  | 1145 | 1.0259          | 0.6437   |
| 0.6387        | 4.41  | 1150 | 1.1878          | 0.5747   |
| 1.038         | 4.43  | 1155 | 1.0657          | 0.6609   |
| 0.7566        | 4.44  | 1160 | 0.8948          | 0.6609   |
| 0.5505        | 4.46  | 1165 | 0.9844          | 0.6609   |
| 1.0917        | 4.48  | 1170 | 0.9192          | 0.6724   |
| 0.8048        | 4.5   | 1175 | 1.1003          | 0.6092   |
| 0.5951        | 4.52  | 1180 | 0.9472          | 0.6494   |
| 0.603         | 4.54  | 1185 | 1.3395          | 0.5632   |
| 1.0802        | 4.56  | 1190 | 1.0523          | 0.6149   |
| 0.3689        | 4.58  | 1195 | 1.0054          | 0.6264   |
| 0.5565        | 4.6   | 1200 | 1.4010          | 0.5862   |
| 0.7934        | 4.62  | 1205 | 1.4772          | 0.5920   |
| 0.8364        | 4.64  | 1210 | 1.2308          | 0.6322   |
| 0.8967        | 4.66  | 1215 | 0.8904          | 0.6667   |
| 0.5255        | 4.67  | 1220 | 1.0060          | 0.6379   |
| 0.693         | 4.69  | 1225 | 0.9819          | 0.6609   |
| 1.1102        | 4.71  | 1230 | 0.8632          | 0.7241   |
| 0.7586        | 4.73  | 1235 | 0.8828          | 0.6609   |
| 0.5332        | 4.75  | 1240 | 0.8107          | 0.6897   |
| 0.7737        | 4.77  | 1245 | 0.7830          | 0.7241   |
| 0.8634        | 4.79  | 1250 | 0.7998          | 0.7069   |
| 0.8592        | 4.81  | 1255 | 0.8831          | 0.6667   |
| 0.3591        | 4.83  | 1260 | 0.7183          | 0.7299   |
| 0.7214        | 4.85  | 1265 | 0.7453          | 0.7184   |
| 0.6555        | 4.87  | 1270 | 0.8549          | 0.6954   |
| 0.3736        | 4.89  | 1275 | 0.8065          | 0.7299   |
| 0.6139        | 4.9   | 1280 | 0.7728          | 0.7011   |
| 1.4349        | 4.92  | 1285 | 0.7865          | 0.7011   |
| 0.6336        | 4.94  | 1290 | 0.7984          | 0.6897   |
| 0.667         | 4.96  | 1295 | 1.0624          | 0.6494   |
| 0.4108        | 4.98  | 1300 | 0.9412          | 0.6782   |
| 1.0572        | 5.0   | 1305 | 0.8950          | 0.6897   |
| 0.3411        | 5.02  | 1310 | 0.8751          | 0.7356   |
| 0.3644        | 5.04  | 1315 | 0.8156          | 0.7299   |
| 0.2643        | 5.06  | 1320 | 0.7831          | 0.7299   |
| 0.3629        | 5.08  | 1325 | 1.6440          | 0.6264   |
| 1.5008        | 5.1   | 1330 | 1.3629          | 0.6609   |
| 1.1648        | 5.11  | 1335 | 0.9745          | 0.7011   |
| 0.842         | 5.13  | 1340 | 0.9471          | 0.6782   |
| 0.4963        | 5.15  | 1345 | 1.1134          | 0.6379   |
| 0.6819        | 5.17  | 1350 | 1.0473          | 0.6954   |
| 0.2688        | 5.19  | 1355 | 1.3232          | 0.6092   |
| 0.7999        | 5.21  | 1360 | 1.2077          | 0.6207   |
| 0.9447        | 5.23  | 1365 | 1.1190          | 0.6322   |
| 0.4866        | 5.25  | 1370 | 1.1413          | 0.5977   |
| 0.6268        | 5.27  | 1375 | 1.1648          | 0.6552   |
| 1.0332        | 5.29  | 1380 | 1.0705          | 0.6264   |
| 0.508         | 5.31  | 1385 | 0.9115          | 0.6667   |
| 0.4844        | 5.33  | 1390 | 0.7565          | 0.7241   |
| 0.6529        | 5.34  | 1395 | 0.7533          | 0.7069   |
| 0.674         | 5.36  | 1400 | 0.9025          | 0.6437   |
| 0.9236        | 5.38  | 1405 | 0.7952          | 0.7241   |
| 0.523         | 5.4   | 1410 | 0.7487          | 0.7299   |
| 0.3512        | 5.42  | 1415 | 0.9301          | 0.6782   |
| 0.5621        | 5.44  | 1420 | 0.9454          | 0.7011   |
| 0.3093        | 5.46  | 1425 | 0.8725          | 0.6954   |
| 0.5955        | 5.48  | 1430 | 0.8810          | 0.7069   |
| 0.2704        | 5.5   | 1435 | 0.9334          | 0.7299   |
| 0.3438        | 5.52  | 1440 | 0.9163          | 0.6839   |
| 0.2719        | 5.54  | 1445 | 0.9166          | 0.6897   |
| 0.4038        | 5.56  | 1450 | 0.9518          | 0.7299   |
| 0.8747        | 5.57  | 1455 | 1.0061          | 0.7011   |
| 0.5741        | 5.59  | 1460 | 1.0438          | 0.7011   |
| 0.732         | 5.61  | 1465 | 1.0875          | 0.6839   |
| 0.5971        | 5.63  | 1470 | 1.0623          | 0.7011   |
| 0.6264        | 5.65  | 1475 | 0.9515          | 0.6954   |
| 0.681         | 5.67  | 1480 | 1.0149          | 0.6839   |
| 0.8418        | 5.69  | 1485 | 1.1709          | 0.6207   |
| 0.5313        | 5.71  | 1490 | 1.0242          | 0.6782   |
| 0.5052        | 5.73  | 1495 | 1.2545          | 0.6552   |
| 1.002         | 5.75  | 1500 | 1.1146          | 0.7011   |
| 0.4721        | 5.77  | 1505 | 1.0917          | 0.6954   |
| 0.3988        | 5.79  | 1510 | 1.0722          | 0.6782   |
| 0.8568        | 5.8   | 1515 | 0.8947          | 0.7069   |
| 0.4908        | 5.82  | 1520 | 0.8864          | 0.7241   |
| 0.5216        | 5.84  | 1525 | 0.9632          | 0.7069   |
| 0.7425        | 5.86  | 1530 | 0.8288          | 0.7356   |
| 0.5288        | 5.88  | 1535 | 1.1223          | 0.6609   |
| 0.7604        | 5.9   | 1540 | 1.0653          | 0.6437   |
| 0.4761        | 5.92  | 1545 | 0.9596          | 0.6897   |
| 0.7556        | 5.94  | 1550 | 0.9295          | 0.6609   |
| 0.7834        | 5.96  | 1555 | 0.9482          | 0.6552   |
| 0.8625        | 5.98  | 1560 | 0.9150          | 0.6782   |
| 0.4823        | 6.0   | 1565 | 0.8527          | 0.6954   |
| 0.6611        | 6.02  | 1570 | 1.1094          | 0.6609   |
| 0.4618        | 6.03  | 1575 | 0.9193          | 0.7011   |
| 0.3332        | 6.05  | 1580 | 0.8721          | 0.6839   |
| 0.4447        | 6.07  | 1585 | 0.8002          | 0.7414   |
| 0.4332        | 6.09  | 1590 | 0.8472          | 0.7126   |
| 0.3504        | 6.11  | 1595 | 0.8792          | 0.7011   |
| 0.1991        | 6.13  | 1600 | 0.9492          | 0.7011   |
| 0.2901        | 6.15  | 1605 | 1.0010          | 0.7184   |
| 0.6851        | 6.17  | 1610 | 1.0788          | 0.6724   |
| 0.5596        | 6.19  | 1615 | 1.0465          | 0.6954   |
| 0.4059        | 6.21  | 1620 | 0.9852          | 0.7414   |
| 0.4061        | 6.23  | 1625 | 1.0554          | 0.7299   |
| 0.2499        | 6.25  | 1630 | 1.0311          | 0.7241   |
| 0.3739        | 6.26  | 1635 | 0.8703          | 0.7701   |
| 0.4323        | 6.28  | 1640 | 1.0342          | 0.7011   |
| 0.417         | 6.3   | 1645 | 1.0049          | 0.7126   |
| 0.4087        | 6.32  | 1650 | 1.0639          | 0.6782   |
| 0.3422        | 6.34  | 1655 | 1.1309          | 0.6897   |
| 0.4619        | 6.36  | 1660 | 1.0825          | 0.6954   |
| 0.4767        | 6.38  | 1665 | 1.0463          | 0.7069   |
| 0.4737        | 6.4   | 1670 | 0.9139          | 0.7184   |
| 0.2711        | 6.42  | 1675 | 0.9746          | 0.7184   |
| 0.3956        | 6.44  | 1680 | 1.1271          | 0.6782   |
| 0.5138        | 6.46  | 1685 | 1.2042          | 0.6839   |
| 0.3022        | 6.48  | 1690 | 1.4268          | 0.6437   |
| 0.4592        | 6.49  | 1695 | 1.6285          | 0.6207   |
| 0.7306        | 6.51  | 1700 | 1.4133          | 0.6724   |
| 0.2819        | 6.53  | 1705 | 1.0856          | 0.6782   |
| 0.3341        | 6.55  | 1710 | 1.1902          | 0.6437   |
| 0.2632        | 6.57  | 1715 | 1.2407          | 0.6839   |
| 0.3776        | 6.59  | 1720 | 1.3053          | 0.6897   |
| 0.4002        | 6.61  | 1725 | 1.3351          | 0.6954   |
| 0.4399        | 6.63  | 1730 | 1.5893          | 0.6494   |
| 0.7733        | 6.65  | 1735 | 1.5668          | 0.6667   |
| 0.5065        | 6.67  | 1740 | 1.5540          | 0.6494   |
| 0.8585        | 6.69  | 1745 | 1.5957          | 0.6207   |
| 0.798         | 6.7   | 1750 | 1.2652          | 0.6552   |
| 0.6362        | 6.72  | 1755 | 1.0616          | 0.7011   |
| 0.6891        | 6.74  | 1760 | 1.1532          | 0.6552   |
| 0.4885        | 6.76  | 1765 | 0.9649          | 0.7126   |
| 0.2212        | 6.78  | 1770 | 0.9000          | 0.7126   |
| 0.3838        | 6.8   | 1775 | 0.9244          | 0.7184   |
| 0.4909        | 6.82  | 1780 | 0.8321          | 0.7299   |
| 0.3924        | 6.84  | 1785 | 0.7822          | 0.7644   |
| 0.5337        | 6.86  | 1790 | 0.8443          | 0.7529   |
| 0.2258        | 6.88  | 1795 | 0.8796          | 0.7299   |
| 0.496         | 6.9   | 1800 | 0.9167          | 0.7299   |
| 0.6166        | 6.92  | 1805 | 0.9691          | 0.7069   |
| 0.1913        | 6.93  | 1810 | 0.9657          | 0.7414   |
| 0.5242        | 6.95  | 1815 | 1.2142          | 0.6609   |
| 0.8631        | 6.97  | 1820 | 1.0861          | 0.6782   |
| 0.1719        | 6.99  | 1825 | 1.0734          | 0.7011   |
| 0.3511        | 7.01  | 1830 | 0.9313          | 0.7529   |
| 0.314         | 7.03  | 1835 | 0.9551          | 0.7471   |
| 0.1106        | 7.05  | 1840 | 0.9259          | 0.7586   |
| 0.0608        | 7.07  | 1845 | 0.9602          | 0.7414   |
| 0.1119        | 7.09  | 1850 | 1.0473          | 0.7241   |
| 0.153         | 7.11  | 1855 | 1.0669          | 0.7356   |
| 0.0751        | 7.13  | 1860 | 1.1262          | 0.7529   |
| 0.0407        | 7.15  | 1865 | 1.2633          | 0.6954   |
| 0.0824        | 7.16  | 1870 | 1.3818          | 0.7011   |
| 0.6322        | 7.18  | 1875 | 1.2819          | 0.6954   |
| 0.1277        | 7.2   | 1880 | 1.1478          | 0.7126   |
| 0.1752        | 7.22  | 1885 | 1.2276          | 0.6839   |
| 0.4279        | 7.24  | 1890 | 1.3254          | 0.6897   |
| 0.1829        | 7.26  | 1895 | 1.1823          | 0.7241   |
| 0.7235        | 7.28  | 1900 | 1.2414          | 0.7184   |
| 0.1977        | 7.3   | 1905 | 1.1934          | 0.6897   |
| 0.2008        | 7.32  | 1910 | 1.1319          | 0.7069   |
| 0.3229        | 7.34  | 1915 | 1.2467          | 0.6897   |
| 0.2794        | 7.36  | 1920 | 1.3976          | 0.7126   |
| 0.6104        | 7.38  | 1925 | 1.4496          | 0.7011   |
| 0.3981        | 7.39  | 1930 | 1.4250          | 0.6782   |
| 0.4133        | 7.41  | 1935 | 1.3903          | 0.6897   |
| 0.2211        | 7.43  | 1940 | 1.2912          | 0.6897   |
| 0.5127        | 7.45  | 1945 | 1.1819          | 0.6782   |
| 0.4466        | 7.47  | 1950 | 1.1183          | 0.6897   |
| 0.3296        | 7.49  | 1955 | 1.1902          | 0.6897   |
| 0.2157        | 7.51  | 1960 | 1.1275          | 0.7184   |
| 0.1349        | 7.53  | 1965 | 1.1303          | 0.7069   |
| 0.2552        | 7.55  | 1970 | 1.1957          | 0.6954   |
| 0.0794        | 7.57  | 1975 | 1.1891          | 0.7126   |
| 0.3412        | 7.59  | 1980 | 1.1823          | 0.7069   |
| 0.066         | 7.61  | 1985 | 1.2583          | 0.7241   |
| 0.1778        | 7.62  | 1990 | 1.4697          | 0.7069   |
| 0.2946        | 7.64  | 1995 | 1.4956          | 0.7011   |
| 0.5025        | 7.66  | 2000 | 1.2947          | 0.7241   |
| 0.1465        | 7.68  | 2005 | 1.4249          | 0.6954   |
| 0.4608        | 7.7   | 2010 | 1.4164          | 0.7126   |
| 0.0132        | 7.72  | 2015 | 1.4232          | 0.7011   |
| 0.3514        | 7.74  | 2020 | 1.3790          | 0.6954   |
| 0.1211        | 7.76  | 2025 | 1.3964          | 0.7126   |
| 0.2947        | 7.78  | 2030 | 1.3286          | 0.7184   |
| 0.49          | 7.8   | 2035 | 1.0810          | 0.7069   |
| 0.165         | 7.82  | 2040 | 1.0247          | 0.7299   |
| 0.138         | 7.84  | 2045 | 1.2246          | 0.7126   |
| 0.2485        | 7.85  | 2050 | 1.2144          | 0.7299   |
| 0.2188        | 7.87  | 2055 | 1.2269          | 0.7299   |
| 0.0995        | 7.89  | 2060 | 1.3359          | 0.7184   |
| 0.4366        | 7.91  | 2065 | 1.3701          | 0.7184   |
| 0.2468        | 7.93  | 2070 | 1.5623          | 0.6724   |
| 0.5595        | 7.95  | 2075 | 1.3248          | 0.7299   |
| 0.1288        | 7.97  | 2080 | 1.1915          | 0.7356   |
| 0.6715        | 7.99  | 2085 | 1.2690          | 0.7126   |
| 0.2428        | 8.01  | 2090 | 1.2000          | 0.7241   |
| 0.1369        | 8.03  | 2095 | 1.3371          | 0.6839   |
| 0.0289        | 8.05  | 2100 | 1.6685          | 0.6552   |
| 0.2577        | 8.07  | 2105 | 1.6076          | 0.6494   |
| 0.1756        | 8.08  | 2110 | 1.4138          | 0.7069   |
| 0.1628        | 8.1   | 2115 | 1.3801          | 0.7299   |
| 0.0913        | 8.12  | 2120 | 1.3470          | 0.7299   |
| 0.0892        | 8.14  | 2125 | 1.4107          | 0.7184   |
| 0.3874        | 8.16  | 2130 | 1.3399          | 0.7184   |
| 0.1405        | 8.18  | 2135 | 1.3665          | 0.7126   |
| 0.0921        | 8.2   | 2140 | 1.4719          | 0.7241   |
| 0.1429        | 8.22  | 2145 | 1.4850          | 0.6897   |
| 0.1498        | 8.24  | 2150 | 1.4145          | 0.7184   |
| 0.004         | 8.26  | 2155 | 1.3709          | 0.7356   |
| 0.0364        | 8.28  | 2160 | 1.3031          | 0.7356   |
| 0.0544        | 8.3   | 2165 | 1.4113          | 0.7184   |
| 0.0952        | 8.31  | 2170 | 1.5327          | 0.7011   |
| 0.0006        | 8.33  | 2175 | 1.6939          | 0.6724   |
| 0.2597        | 8.35  | 2180 | 1.5596          | 0.7184   |
| 0.2526        | 8.37  | 2185 | 1.5019          | 0.7356   |
| 0.102         | 8.39  | 2190 | 1.6125          | 0.7011   |
| 0.02          | 8.41  | 2195 | 1.7707          | 0.6782   |
| 0.0062        | 8.43  | 2200 | 1.5735          | 0.7011   |
| 0.0429        | 8.45  | 2205 | 1.4174          | 0.7356   |
| 0.272         | 8.47  | 2210 | 1.4775          | 0.7241   |
| 0.1014        | 8.49  | 2215 | 1.5564          | 0.7069   |
| 0.1191        | 8.51  | 2220 | 1.6516          | 0.7011   |
| 0.1466        | 8.52  | 2225 | 1.5439          | 0.7299   |
| 0.033         | 8.54  | 2230 | 1.6587          | 0.6954   |
| 0.4028        | 8.56  | 2235 | 1.5926          | 0.7069   |
| 0.29          | 8.58  | 2240 | 1.4162          | 0.7241   |
| 0.082         | 8.6   | 2245 | 1.4092          | 0.7241   |
| 0.0273        | 8.62  | 2250 | 1.4052          | 0.7529   |
| 0.2974        | 8.64  | 2255 | 1.4226          | 0.7701   |
| 0.7249        | 8.66  | 2260 | 1.3934          | 0.7586   |
| 0.1874        | 8.68  | 2265 | 1.3755          | 0.7414   |
| 0.0365        | 8.7   | 2270 | 1.3689          | 0.7299   |
| 0.1775        | 8.72  | 2275 | 1.3663          | 0.7184   |
| 0.0974        | 8.74  | 2280 | 1.3852          | 0.6954   |
| 0.1109        | 8.75  | 2285 | 1.4649          | 0.6724   |
| 0.2778        | 8.77  | 2290 | 1.4354          | 0.6782   |
| 0.0384        | 8.79  | 2295 | 1.3910          | 0.6954   |
| 0.1499        | 8.81  | 2300 | 1.4266          | 0.7184   |
| 0.0703        | 8.83  | 2305 | 1.3794          | 0.7356   |
| 0.2238        | 8.85  | 2310 | 1.4705          | 0.7184   |
| 0.2418        | 8.87  | 2315 | 1.4477          | 0.7241   |
| 0.0854        | 8.89  | 2320 | 1.4534          | 0.7069   |
| 0.1613        | 8.91  | 2325 | 1.5824          | 0.7011   |
| 0.0599        | 8.93  | 2330 | 1.5845          | 0.7184   |
| 0.2216        | 8.95  | 2335 | 1.5561          | 0.7241   |
| 0.023         | 8.97  | 2340 | 1.5870          | 0.7241   |
| 0.0166        | 8.98  | 2345 | 1.6614          | 0.6954   |
| 0.1114        | 9.0   | 2350 | 1.5962          | 0.7356   |
| 0.0254        | 9.02  | 2355 | 1.5787          | 0.7241   |
| 0.0807        | 9.04  | 2360 | 1.6113          | 0.7126   |
| 0.0151        | 9.06  | 2365 | 1.6176          | 0.7126   |
| 0.0234        | 9.08  | 2370 | 1.6412          | 0.7011   |
| 0.0901        | 9.1   | 2375 | 1.6331          | 0.6897   |
| 0.0032        | 9.12  | 2380 | 1.7731          | 0.7069   |
| 0.0657        | 9.14  | 2385 | 1.7674          | 0.7184   |
| 0.0035        | 9.16  | 2390 | 1.7309          | 0.7184   |
| 0.019         | 9.18  | 2395 | 1.6793          | 0.7241   |
| 0.0038        | 9.2   | 2400 | 1.7092          | 0.7299   |
| 0.0061        | 9.21  | 2405 | 1.7268          | 0.7356   |
| 0.0077        | 9.23  | 2410 | 1.6786          | 0.7471   |
| 0.1325        | 9.25  | 2415 | 1.7275          | 0.7356   |
| 0.013         | 9.27  | 2420 | 1.8993          | 0.6897   |
| 0.2623        | 9.29  | 2425 | 1.9386          | 0.7184   |
| 0.1043        | 9.31  | 2430 | 1.7974          | 0.7356   |
| 0.2192        | 9.33  | 2435 | 1.6220          | 0.7414   |
| 0.0019        | 9.35  | 2440 | 1.6390          | 0.7241   |
| 0.0072        | 9.37  | 2445 | 1.7659          | 0.6954   |
| 0.1955        | 9.39  | 2450 | 1.8655          | 0.6724   |
| 0.0232        | 9.41  | 2455 | 1.6545          | 0.7011   |
| 0.0479        | 9.43  | 2460 | 1.5898          | 0.7299   |
| 0.0284        | 9.44  | 2465 | 1.6431          | 0.7241   |
| 0.2414        | 9.46  | 2470 | 1.6798          | 0.7356   |
| 0.037         | 9.48  | 2475 | 1.7023          | 0.7241   |
| 0.2024        | 9.5   | 2480 | 1.7409          | 0.7069   |
| 0.0136        | 9.52  | 2485 | 1.5980          | 0.7414   |
| 0.0064        | 9.54  | 2490 | 1.5724          | 0.7471   |
| 0.0092        | 9.56  | 2495 | 1.5245          | 0.7471   |
| 0.0231        | 9.58  | 2500 | 1.4510          | 0.7529   |
| 0.0152        | 9.6   | 2505 | 1.5502          | 0.7414   |
| 0.1021        | 9.62  | 2510 | 1.6659          | 0.7299   |
| 0.0043        | 9.64  | 2515 | 1.7357          | 0.7241   |
| 0.0011        | 9.66  | 2520 | 1.8052          | 0.6839   |
| 0.1036        | 9.67  | 2525 | 1.8808          | 0.6897   |
| 0.0641        | 9.69  | 2530 | 1.7997          | 0.6839   |
| 0.0263        | 9.71  | 2535 | 1.8070          | 0.6897   |
| 0.1702        | 9.73  | 2540 | 1.8328          | 0.6954   |
| 0.134         | 9.75  | 2545 | 1.8617          | 0.7241   |
| 0.1743        | 9.77  | 2550 | 1.8031          | 0.7126   |
| 0.0431        | 9.79  | 2555 | 1.7204          | 0.7011   |
| 0.1325        | 9.81  | 2560 | 1.6216          | 0.7184   |
| 0.0021        | 9.83  | 2565 | 1.6374          | 0.7356   |
| 0.0177        | 9.85  | 2570 | 1.7743          | 0.7011   |
| 0.0059        | 9.87  | 2575 | 1.7779          | 0.7069   |
| 0.0019        | 9.89  | 2580 | 1.6702          | 0.7241   |
| 0.3578        | 9.9   | 2585 | 1.6000          | 0.7471   |
| 0.0012        | 9.92  | 2590 | 1.5551          | 0.7471   |
| 0.0325        | 9.94  | 2595 | 1.5793          | 0.7184   |
| 0.0029        | 9.96  | 2600 | 1.6271          | 0.7299   |
| 0.0894        | 9.98  | 2605 | 1.6158          | 0.7126   |
| 0.0841        | 10.0  | 2610 | 1.6194          | 0.7241   |
| 0.0199        | 10.02 | 2615 | 1.6935          | 0.7241   |
| 0.0164        | 10.04 | 2620 | 1.7200          | 0.7241   |
| 0.017         | 10.06 | 2625 | 1.7974          | 0.7414   |
| 0.0005        | 10.08 | 2630 | 1.9109          | 0.7356   |
| 0.0272        | 10.1  | 2635 | 1.9884          | 0.7241   |
| 0.0006        | 10.11 | 2640 | 2.0442          | 0.7241   |
| 0.0003        | 10.13 | 2645 | 2.0899          | 0.7356   |
| 0.0064        | 10.15 | 2650 | 2.0910          | 0.7299   |
| 0.3947        | 10.17 | 2655 | 2.1109          | 0.7241   |
| 0.0026        | 10.19 | 2660 | 1.9975          | 0.7414   |
| 0.0017        | 10.21 | 2665 | 1.9001          | 0.7356   |
| 0.0457        | 10.23 | 2670 | 1.7431          | 0.7471   |
| 0.1929        | 10.25 | 2675 | 1.6251          | 0.7529   |
| 0.0095        | 10.27 | 2680 | 1.5960          | 0.7356   |
| 0.0002        | 10.29 | 2685 | 1.6410          | 0.7471   |
| 0.0325        | 10.31 | 2690 | 1.6733          | 0.7184   |
| 0.0004        | 10.33 | 2695 | 1.6840          | 0.7299   |
| 0.1141        | 10.34 | 2700 | 1.6979          | 0.7299   |
| 0.0059        | 10.36 | 2705 | 1.7012          | 0.7356   |
| 0.0245        | 10.38 | 2710 | 1.7703          | 0.7299   |
| 0.0076        | 10.4  | 2715 | 1.8611          | 0.7126   |
| 0.0021        | 10.42 | 2720 | 1.8926          | 0.7126   |
| 0.0065        | 10.44 | 2725 | 1.8804          | 0.7184   |
| 0.0056        | 10.46 | 2730 | 1.8027          | 0.7184   |
| 0.0115        | 10.48 | 2735 | 1.7530          | 0.7241   |
| 0.007         | 10.5  | 2740 | 1.7274          | 0.7414   |
| 0.0006        | 10.52 | 2745 | 1.7024          | 0.7356   |
| 0.0039        | 10.54 | 2750 | 1.7069          | 0.7471   |
| 0.0006        | 10.56 | 2755 | 1.7326          | 0.7356   |
| 0.0012        | 10.57 | 2760 | 1.7433          | 0.7414   |
| 0.002         | 10.59 | 2765 | 1.6768          | 0.7471   |
| 0.0051        | 10.61 | 2770 | 1.6324          | 0.7414   |
| 0.1266        | 10.63 | 2775 | 1.5993          | 0.7356   |
| 0.0003        | 10.65 | 2780 | 1.6210          | 0.7356   |
| 0.0011        | 10.67 | 2785 | 1.6556          | 0.7241   |
| 0.1543        | 10.69 | 2790 | 1.6260          | 0.7241   |
| 0.0174        | 10.71 | 2795 | 1.6242          | 0.7241   |
| 0.0012        | 10.73 | 2800 | 1.6227          | 0.7299   |
| 0.0016        | 10.75 | 2805 | 1.6739          | 0.7241   |
| 0.2556        | 10.77 | 2810 | 1.6926          | 0.7356   |
| 0.013         | 10.79 | 2815 | 1.7027          | 0.7356   |
| 0.0002        | 10.8  | 2820 | 1.7140          | 0.7299   |
| 0.0023        | 10.82 | 2825 | 1.7233          | 0.7241   |
| 0.0027        | 10.84 | 2830 | 1.7238          | 0.7184   |
| 0.0051        | 10.86 | 2835 | 1.6586          | 0.7299   |
| 0.0003        | 10.88 | 2840 | 1.6286          | 0.7356   |
| 0.0193        | 10.9  | 2845 | 1.5851          | 0.7701   |
| 0.0003        | 10.92 | 2850 | 1.5856          | 0.7759   |
| 0.0087        | 10.94 | 2855 | 1.6149          | 0.7816   |
| 0.0048        | 10.96 | 2860 | 1.6289          | 0.7701   |
| 0.0005        | 10.98 | 2865 | 1.6816          | 0.7586   |
| 0.0028        | 11.0  | 2870 | 1.7306          | 0.7471   |
| 0.2624        | 11.02 | 2875 | 1.7714          | 0.7471   |
| 0.1484        | 11.03 | 2880 | 1.8120          | 0.7414   |
| 0.0006        | 11.05 | 2885 | 1.8391          | 0.7356   |
| 0.0001        | 11.07 | 2890 | 1.8373          | 0.7414   |
| 0.2108        | 11.09 | 2895 | 1.7651          | 0.7414   |
| 0.0008        | 11.11 | 2900 | 1.7619          | 0.7414   |
| 0.0007        | 11.13 | 2905 | 1.7633          | 0.7529   |
| 0.0001        | 11.15 | 2910 | 1.7667          | 0.7529   |
| 0.0001        | 11.17 | 2915 | 1.7692          | 0.7529   |
| 0.0041        | 11.19 | 2920 | 1.7619          | 0.7529   |
| 0.0004        | 11.21 | 2925 | 1.7443          | 0.7471   |
| 0.0016        | 11.23 | 2930 | 1.7308          | 0.7529   |
| 0.0004        | 11.25 | 2935 | 1.7061          | 0.7529   |
| 0.0046        | 11.26 | 2940 | 1.7157          | 0.7529   |
| 0.0002        | 11.28 | 2945 | 1.7300          | 0.7529   |
| 0.0005        | 11.3  | 2950 | 1.7393          | 0.7471   |
| 0.2592        | 11.32 | 2955 | 1.7353          | 0.7586   |
| 0.0018        | 11.34 | 2960 | 1.7539          | 0.7529   |
| 0.0002        | 11.36 | 2965 | 1.7839          | 0.7414   |
| 0.0002        | 11.38 | 2970 | 1.8079          | 0.7241   |
| 0.3184        | 11.4  | 2975 | 1.7979          | 0.7299   |
| 0.0002        | 11.42 | 2980 | 1.8023          | 0.7299   |
| 0.0002        | 11.44 | 2985 | 1.8104          | 0.7184   |
| 0.0037        | 11.46 | 2990 | 1.7963          | 0.7299   |
| 0.0582        | 11.48 | 2995 | 1.7626          | 0.7356   |
| 0.0001        | 11.49 | 3000 | 1.7621          | 0.7414   |
| 0.1902        | 11.51 | 3005 | 1.7105          | 0.7414   |
| 0.1473        | 11.53 | 3010 | 1.6748          | 0.7586   |
| 0.0052        | 11.55 | 3015 | 1.6427          | 0.7471   |
| 0.0005        | 11.57 | 3020 | 1.6331          | 0.7414   |
| 0.0001        | 11.59 | 3025 | 1.6355          | 0.7356   |
| 0.0004        | 11.61 | 3030 | 1.6395          | 0.7356   |
| 0.0001        | 11.63 | 3035 | 1.6441          | 0.7356   |
| 0.0001        | 11.65 | 3040 | 1.6461          | 0.7356   |
| 0.0001        | 11.67 | 3045 | 1.6496          | 0.7356   |
| 0.0254        | 11.69 | 3050 | 1.6434          | 0.7471   |
| 0.0007        | 11.7  | 3055 | 1.6429          | 0.7471   |
| 0.0004        | 11.72 | 3060 | 1.6454          | 0.7529   |
| 0.0001        | 11.74 | 3065 | 1.6498          | 0.7529   |
| 0.0004        | 11.76 | 3070 | 1.6581          | 0.7471   |
| 0.0003        | 11.78 | 3075 | 1.6636          | 0.7414   |
| 0.0002        | 11.8  | 3080 | 1.6682          | 0.7414   |
| 0.0007        | 11.82 | 3085 | 1.6738          | 0.7414   |
| 0.0007        | 11.84 | 3090 | 1.6776          | 0.7414   |
| 0.002         | 11.86 | 3095 | 1.6793          | 0.7414   |
| 0.0001        | 11.88 | 3100 | 1.6822          | 0.7471   |
| 0.0015        | 11.9  | 3105 | 1.6829          | 0.7471   |
| 0.0001        | 11.92 | 3110 | 1.7075          | 0.7356   |
| 0.0002        | 11.93 | 3115 | 1.7355          | 0.7414   |
| 0.0008        | 11.95 | 3120 | 1.7531          | 0.7414   |
| 0.0001        | 11.97 | 3125 | 1.7682          | 0.7356   |
| 0.0004        | 11.99 | 3130 | 1.7747          | 0.7299   |
| 0.0001        | 12.01 | 3135 | 1.7765          | 0.7241   |
| 0.0001        | 12.03 | 3140 | 1.7787          | 0.7241   |
| 0.0004        | 12.05 | 3145 | 1.7787          | 0.7299   |
| 0.1525        | 12.07 | 3150 | 1.7691          | 0.7299   |
| 0.0001        | 12.09 | 3155 | 1.7668          | 0.7356   |
| 0.0001        | 12.11 | 3160 | 1.7665          | 0.7356   |
| 0.0023        | 12.13 | 3165 | 1.7649          | 0.7356   |
| 0.0004        | 12.15 | 3170 | 1.7692          | 0.7356   |
| 0.0005        | 12.16 | 3175 | 1.7775          | 0.7356   |
| 0.0001        | 12.18 | 3180 | 1.7844          | 0.7299   |
| 0.0001        | 12.2  | 3185 | 1.7876          | 0.7299   |
| 0.0           | 12.22 | 3190 | 1.7894          | 0.7241   |
| 0.0002        | 12.24 | 3195 | 1.7878          | 0.7241   |
| 0.0001        | 12.26 | 3200 | 1.7874          | 0.7241   |
| 0.0789        | 12.28 | 3205 | 1.7876          | 0.7299   |
| 0.0001        | 12.3  | 3210 | 1.7912          | 0.7356   |
| 0.0001        | 12.32 | 3215 | 1.7967          | 0.7414   |
| 0.0003        | 12.34 | 3220 | 1.7998          | 0.7356   |
| 0.0005        | 12.36 | 3225 | 1.8003          | 0.7356   |
| 0.0001        | 12.38 | 3230 | 1.8011          | 0.7356   |
| 0.0051        | 12.39 | 3235 | 1.8076          | 0.7356   |
| 0.1098        | 12.41 | 3240 | 1.8317          | 0.7299   |
| 0.0009        | 12.43 | 3245 | 1.8573          | 0.7241   |
| 0.0001        | 12.45 | 3250 | 1.8779          | 0.7126   |
| 0.1514        | 12.47 | 3255 | 1.8446          | 0.7241   |
| 0.0002        | 12.49 | 3260 | 1.8187          | 0.7299   |
| 0.0024        | 12.51 | 3265 | 1.7919          | 0.7356   |
| 0.0003        | 12.53 | 3270 | 1.7768          | 0.7414   |
| 0.0004        | 12.55 | 3275 | 1.7850          | 0.7299   |
| 0.2673        | 12.57 | 3280 | 1.7882          | 0.7299   |
| 0.0002        | 12.59 | 3285 | 1.7917          | 0.7356   |
| 0.0001        | 12.61 | 3290 | 1.7958          | 0.7356   |
| 0.0094        | 12.62 | 3295 | 1.8116          | 0.7299   |
| 0.0299        | 12.64 | 3300 | 1.8312          | 0.7414   |
| 0.0002        | 12.66 | 3305 | 1.8626          | 0.7356   |
| 0.0007        | 12.68 | 3310 | 1.8808          | 0.7356   |
| 0.0002        | 12.7  | 3315 | 1.8896          | 0.7356   |
| 0.0003        | 12.72 | 3320 | 1.8892          | 0.7414   |
| 0.0001        | 12.74 | 3325 | 1.8880          | 0.7414   |
| 0.0013        | 12.76 | 3330 | 1.8741          | 0.7414   |
| 0.0029        | 12.78 | 3335 | 1.8415          | 0.7471   |
| 0.0           | 12.8  | 3340 | 1.8206          | 0.7471   |
| 0.0001        | 12.82 | 3345 | 1.8087          | 0.7471   |
| 0.0003        | 12.84 | 3350 | 1.8007          | 0.7471   |
| 0.0001        | 12.85 | 3355 | 1.7933          | 0.7471   |
| 0.0001        | 12.87 | 3360 | 1.7883          | 0.7414   |
| 0.0001        | 12.89 | 3365 | 1.7856          | 0.7414   |
| 0.0002        | 12.91 | 3370 | 1.7831          | 0.7414   |
| 0.0001        | 12.93 | 3375 | 1.7811          | 0.7414   |
| 0.0001        | 12.95 | 3380 | 1.7792          | 0.7414   |
| 0.0003        | 12.97 | 3385 | 1.7787          | 0.7414   |
| 0.0001        | 12.99 | 3390 | 1.7803          | 0.7414   |
| 0.0           | 13.01 | 3395 | 1.7804          | 0.7414   |
| 0.0001        | 13.03 | 3400 | 1.7812          | 0.7471   |
| 0.0002        | 13.05 | 3405 | 1.7812          | 0.7471   |
| 0.0001        | 13.07 | 3410 | 1.7812          | 0.7471   |
| 0.0002        | 13.08 | 3415 | 1.7814          | 0.7471   |
| 0.0001        | 13.1  | 3420 | 1.7811          | 0.7471   |
| 0.0001        | 13.12 | 3425 | 1.7812          | 0.7471   |
| 0.0001        | 13.14 | 3430 | 1.7813          | 0.7471   |
| 0.0001        | 13.16 | 3435 | 1.7799          | 0.7471   |
| 0.0001        | 13.18 | 3440 | 1.7801          | 0.7471   |
| 0.1536        | 13.2  | 3445 | 1.7749          | 0.7414   |
| 0.0001        | 13.22 | 3450 | 1.7677          | 0.7471   |
| 0.0001        | 13.24 | 3455 | 1.7641          | 0.7471   |
| 0.0001        | 13.26 | 3460 | 1.7622          | 0.7471   |
| 0.0001        | 13.28 | 3465 | 1.7606          | 0.7414   |
| 0.0001        | 13.3  | 3470 | 1.7595          | 0.7471   |
| 0.0           | 13.31 | 3475 | 1.7589          | 0.7471   |
| 0.0108        | 13.33 | 3480 | 1.7552          | 0.7471   |
| 0.0088        | 13.35 | 3485 | 1.7532          | 0.7471   |
| 0.003         | 13.37 | 3490 | 1.7561          | 0.7471   |
| 0.0001        | 13.39 | 3495 | 1.7602          | 0.7356   |
| 0.0001        | 13.41 | 3500 | 1.7635          | 0.7356   |
| 0.0002        | 13.43 | 3505 | 1.7655          | 0.7356   |
| 0.1119        | 13.45 | 3510 | 1.7576          | 0.7414   |
| 0.0025        | 13.47 | 3515 | 1.7575          | 0.7356   |
| 0.0001        | 13.49 | 3520 | 1.7569          | 0.7356   |
| 0.0           | 13.51 | 3525 | 1.7558          | 0.7356   |
| 0.0001        | 13.52 | 3530 | 1.7556          | 0.7356   |
| 0.0001        | 13.54 | 3535 | 1.7552          | 0.7356   |
| 0.0           | 13.56 | 3540 | 1.7552          | 0.7356   |
| 0.0002        | 13.58 | 3545 | 1.7554          | 0.7356   |
| 0.0001        | 13.6  | 3550 | 1.7555          | 0.7356   |
| 0.0001        | 13.62 | 3555 | 1.7556          | 0.7356   |
| 0.0001        | 13.64 | 3560 | 1.7553          | 0.7356   |
| 0.0002        | 13.66 | 3565 | 1.7552          | 0.7356   |
| 0.0001        | 13.68 | 3570 | 1.7548          | 0.7356   |
| 0.0001        | 13.7  | 3575 | 1.7550          | 0.7356   |
| 0.0           | 13.72 | 3580 | 1.7545          | 0.7356   |
| 0.0001        | 13.74 | 3585 | 1.7550          | 0.7356   |
| 0.0568        | 13.75 | 3590 | 1.7551          | 0.7356   |
| 0.0001        | 13.77 | 3595 | 1.7550          | 0.7356   |
| 0.0001        | 13.79 | 3600 | 1.7549          | 0.7356   |
| 0.0001        | 13.81 | 3605 | 1.7544          | 0.7356   |
| 0.0528        | 13.83 | 3610 | 1.7551          | 0.7356   |
| 0.0001        | 13.85 | 3615 | 1.7552          | 0.7356   |
| 0.0001        | 13.87 | 3620 | 1.7544          | 0.7414   |
| 0.0001        | 13.89 | 3625 | 1.7544          | 0.7414   |
| 0.0001        | 13.91 | 3630 | 1.7534          | 0.7414   |
| 0.0001        | 13.93 | 3635 | 1.7533          | 0.7414   |
| 0.0001        | 13.95 | 3640 | 1.7534          | 0.7414   |
| 0.0           | 13.97 | 3645 | 1.7539          | 0.7414   |
| 0.1209        | 13.98 | 3650 | 1.7514          | 0.7414   |
| 0.1395        | 14.0  | 3655 | 1.7531          | 0.7356   |
| 0.0037        | 14.02 | 3660 | 1.7534          | 0.7356   |
| 0.0001        | 14.04 | 3665 | 1.7550          | 0.7356   |
| 0.0001        | 14.06 | 3670 | 1.7549          | 0.7356   |
| 0.0           | 14.08 | 3675 | 1.7557          | 0.7356   |
| 0.0001        | 14.1  | 3680 | 1.7556          | 0.7356   |
| 0.0001        | 14.12 | 3685 | 1.7561          | 0.7356   |
| 0.0956        | 14.14 | 3690 | 1.7498          | 0.7356   |
| 0.0           | 14.16 | 3695 | 1.7457          | 0.7414   |
| 0.0001        | 14.18 | 3700 | 1.7437          | 0.7471   |
| 0.0001        | 14.2  | 3705 | 1.7427          | 0.7471   |
| 0.0           | 14.21 | 3710 | 1.7427          | 0.7471   |
| 0.0           | 14.23 | 3715 | 1.7425          | 0.7471   |
| 0.0558        | 14.25 | 3720 | 1.7421          | 0.7356   |
| 0.0003        | 14.27 | 3725 | 1.7417          | 0.7356   |
| 0.0001        | 14.29 | 3730 | 1.7417          | 0.7356   |
| 0.0           | 14.31 | 3735 | 1.7417          | 0.7356   |
| 0.0002        | 14.33 | 3740 | 1.7419          | 0.7356   |
| 0.0078        | 14.35 | 3745 | 1.7440          | 0.7414   |
| 0.0001        | 14.37 | 3750 | 1.7467          | 0.7356   |
| 0.0009        | 14.39 | 3755 | 1.7498          | 0.7356   |
| 0.0992        | 14.41 | 3760 | 1.7497          | 0.7356   |
| 0.0004        | 14.43 | 3765 | 1.7489          | 0.7356   |
| 0.0001        | 14.44 | 3770 | 1.7488          | 0.7356   |
| 0.0001        | 14.46 | 3775 | 1.7491          | 0.7356   |
| 0.0001        | 14.48 | 3780 | 1.7489          | 0.7356   |
| 0.0001        | 14.5  | 3785 | 1.7490          | 0.7356   |
| 0.1097        | 14.52 | 3790 | 1.7505          | 0.7356   |
| 0.0001        | 14.54 | 3795 | 1.7523          | 0.7356   |
| 0.0001        | 14.56 | 3800 | 1.7536          | 0.7356   |
| 0.0001        | 14.58 | 3805 | 1.7540          | 0.7356   |
| 0.0002        | 14.6  | 3810 | 1.7544          | 0.7356   |
| 0.0001        | 14.62 | 3815 | 1.7543          | 0.7356   |
| 0.0001        | 14.64 | 3820 | 1.7545          | 0.7356   |
| 0.0002        | 14.66 | 3825 | 1.7546          | 0.7356   |
| 0.0001        | 14.67 | 3830 | 1.7547          | 0.7356   |
| 0.0001        | 14.69 | 3835 | 1.7549          | 0.7356   |
| 0.0001        | 14.71 | 3840 | 1.7555          | 0.7356   |
| 0.0284        | 14.73 | 3845 | 1.7555          | 0.7356   |
| 0.0           | 14.75 | 3850 | 1.7557          | 0.7356   |
| 0.0001        | 14.77 | 3855 | 1.7554          | 0.7356   |
| 0.0           | 14.79 | 3860 | 1.7560          | 0.7356   |
| 0.0001        | 14.81 | 3865 | 1.7560          | 0.7356   |
| 0.0001        | 14.83 | 3870 | 1.7558          | 0.7356   |
| 0.0001        | 14.85 | 3875 | 1.7560          | 0.7356   |
| 0.0002        | 14.87 | 3880 | 1.7559          | 0.7356   |
| 0.0           | 14.89 | 3885 | 1.7562          | 0.7356   |
| 0.0001        | 14.9  | 3890 | 1.7563          | 0.7356   |
| 0.0           | 14.92 | 3895 | 1.7565          | 0.7356   |
| 0.0           | 14.94 | 3900 | 1.7565          | 0.7356   |
| 0.0001        | 14.96 | 3905 | 1.7565          | 0.7356   |
| 0.1303        | 14.98 | 3910 | 1.7562          | 0.7356   |
| 0.0001        | 15.0  | 3915 | 1.7555          | 0.7356   |


### Framework versions

- Transformers 4.33.3
- Pytorch 2.1.0+cu121
- Datasets 2.14.5
- Tokenizers 0.13.3