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# 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: 0.6531
- Accuracy: 0.7759

## 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 |
|:-------------:|:-----:|:----:|:---------------:|:--------:|
| 3.0547        | 0.02  | 5    | 3.0646          | 0.1264   |
| 2.8437        | 0.04  | 10   | 2.6112          | 0.1552   |
| 2.7144        | 0.06  | 15   | 2.3521          | 0.2299   |
| 2.3026        | 0.08  | 20   | 2.2801          | 0.2586   |
| 2.4449        | 0.1   | 25   | 2.2756          | 0.2069   |
| 2.2115        | 0.11  | 30   | 1.9326          | 0.3218   |
| 1.9883        | 0.13  | 35   | 2.1992          | 0.1379   |
| 1.829         | 0.15  | 40   | 2.2910          | 0.2874   |
| 1.9662        | 0.17  | 45   | 1.9885          | 0.3103   |
| 2.2471        | 0.19  | 50   | 2.1412          | 0.1954   |
| 1.8606        | 0.21  | 55   | 1.9203          | 0.3736   |
| 1.8904        | 0.23  | 60   | 1.8268          | 0.3736   |
| 1.9574        | 0.25  | 65   | 1.6905          | 0.3563   |
| 1.7038        | 0.27  | 70   | 1.8226          | 0.3506   |
| 1.9195        | 0.29  | 75   | 1.6539          | 0.3793   |
| 1.8161        | 0.31  | 80   | 1.7468          | 0.3276   |
| 1.5665        | 0.33  | 85   | 1.7976          | 0.3218   |
| 1.5756        | 0.34  | 90   | 1.6476          | 0.4368   |
| 1.5938        | 0.36  | 95   | 1.6349          | 0.3333   |
| 1.8887        | 0.38  | 100  | 1.6541          | 0.3103   |
| 1.7326        | 0.4   | 105  | 1.8677          | 0.3276   |
| 2.0043        | 0.42  | 110  | 2.1178          | 0.2989   |
| 1.4501        | 0.44  | 115  | 1.6649          | 0.4310   |
| 1.2894        | 0.46  | 120  | 1.5948          | 0.4425   |
| 1.4052        | 0.48  | 125  | 1.7239          | 0.3966   |
| 1.8974        | 0.5   | 130  | 1.5981          | 0.3218   |
| 1.7137        | 0.52  | 135  | 1.4834          | 0.3793   |
| 1.3159        | 0.54  | 140  | 1.3429          | 0.5115   |
| 1.4547        | 0.56  | 145  | 1.4868          | 0.4310   |
| 1.103         | 0.57  | 150  | 1.5723          | 0.4023   |
| 1.8516        | 0.59  | 155  | 1.3278          | 0.4713   |
| 1.3584        | 0.61  | 160  | 1.4963          | 0.4425   |
| 1.7123        | 0.63  | 165  | 1.4933          | 0.4253   |
| 1.123         | 0.65  | 170  | 1.3969          | 0.4598   |
| 1.3548        | 0.67  | 175  | 1.5320          | 0.4655   |
| 1.7216        | 0.69  | 180  | 1.4707          | 0.3966   |
| 1.3303        | 0.71  | 185  | 1.4343          | 0.3966   |
| 1.4668        | 0.73  | 190  | 1.3750          | 0.4425   |
| 1.5037        | 0.75  | 195  | 1.3594          | 0.4368   |
| 1.2836        | 0.77  | 200  | 1.3349          | 0.4828   |
| 1.5183        | 0.79  | 205  | 1.6031          | 0.3276   |
| 1.4127        | 0.8   | 210  | 1.4263          | 0.5172   |
| 1.1152        | 0.82  | 215  | 1.3836          | 0.4540   |
| 1.5974        | 0.84  | 220  | 1.4338          | 0.4770   |
| 1.6355        | 0.86  | 225  | 1.3150          | 0.5632   |
| 1.3566        | 0.88  | 230  | 1.5568          | 0.4483   |
| 1.9474        | 0.9   | 235  | 1.5523          | 0.4770   |
| 1.0851        | 0.92  | 240  | 1.5122          | 0.4770   |
| 1.1129        | 0.94  | 245  | 1.6792          | 0.4195   |
| 0.9682        | 0.96  | 250  | 1.5818          | 0.4828   |
| 1.9887        | 0.98  | 255  | 1.4139          | 0.5402   |
| 1.3416        | 1.0   | 260  | 1.4067          | 0.4655   |
| 1.4848        | 1.02  | 265  | 1.7022          | 0.4425   |
| 1.1562        | 1.03  | 270  | 1.6274          | 0.4540   |
| 1.3024        | 1.05  | 275  | 1.6013          | 0.4195   |
| 1.2188        | 1.07  | 280  | 1.4649          | 0.5172   |
| 1.5389        | 1.09  | 285  | 1.4483          | 0.4540   |
| 1.4023        | 1.11  | 290  | 1.3087          | 0.5115   |
| 1.3401        | 1.13  | 295  | 1.3515          | 0.4943   |
| 1.6219        | 1.15  | 300  | 1.3014          | 0.4598   |
| 1.2755        | 1.17  | 305  | 1.3620          | 0.4943   |
| 1.2092        | 1.19  | 310  | 1.1020          | 0.5690   |
| 1.0885        | 1.21  | 315  | 1.2264          | 0.5230   |
| 1.7791        | 1.23  | 320  | 1.3002          | 0.4885   |
| 1.1917        | 1.25  | 325  | 1.3064          | 0.4655   |
| 1.2198        | 1.26  | 330  | 1.2917          | 0.5      |
| 1.1334        | 1.28  | 335  | 1.4044          | 0.4828   |
| 0.7824        | 1.3   | 340  | 1.2563          | 0.5345   |
| 1.5005        | 1.32  | 345  | 1.3932          | 0.5402   |
| 1.3661        | 1.34  | 350  | 1.5288          | 0.5057   |
| 1.0608        | 1.36  | 355  | 1.6409          | 0.4828   |
| 1.3781        | 1.38  | 360  | 1.4301          | 0.4138   |
| 1.3579        | 1.4   | 365  | 1.3474          | 0.4713   |
| 1.536         | 1.42  | 370  | 1.4194          | 0.4310   |
| 1.3282        | 1.44  | 375  | 1.3651          | 0.5057   |
| 1.4472        | 1.46  | 380  | 1.1581          | 0.5402   |
| 1.3804        | 1.48  | 385  | 1.3844          | 0.4310   |
| 1.3419        | 1.49  | 390  | 1.1873          | 0.5115   |
| 0.9519        | 1.51  | 395  | 1.1381          | 0.5402   |
| 0.9128        | 1.53  | 400  | 1.3455          | 0.4713   |
| 1.4765        | 1.55  | 405  | 1.3227          | 0.4885   |
| 1.3164        | 1.57  | 410  | 1.4890          | 0.5345   |
| 1.1459        | 1.59  | 415  | 0.9928          | 0.6034   |
| 0.8739        | 1.61  | 420  | 1.1962          | 0.5460   |
| 1.0313        | 1.63  | 425  | 1.2308          | 0.5230   |
| 1.1317        | 1.65  | 430  | 1.2264          | 0.5460   |
| 1.022         | 1.67  | 435  | 1.1024          | 0.5920   |
| 0.9706        | 1.69  | 440  | 1.3729          | 0.5517   |
| 1.7438        | 1.7   | 445  | 1.3461          | 0.5      |
| 1.6391        | 1.72  | 450  | 1.1398          | 0.6034   |
| 0.824         | 1.74  | 455  | 1.4202          | 0.4598   |
| 1.6423        | 1.76  | 460  | 1.1727          | 0.5575   |
| 1.0754        | 1.78  | 465  | 1.1190          | 0.5287   |
| 1.0556        | 1.8   | 470  | 1.3851          | 0.4598   |
| 1.0506        | 1.82  | 475  | 1.5636          | 0.4368   |
| 1.6747        | 1.84  | 480  | 1.3553          | 0.4770   |
| 1.3546        | 1.86  | 485  | 1.2009          | 0.5172   |
| 1.1251        | 1.88  | 490  | 1.0508          | 0.6322   |
| 1.1712        | 1.9   | 495  | 1.0730          | 0.5747   |
| 1.1422        | 1.92  | 500  | 0.9529          | 0.6552   |
| 0.7611        | 1.93  | 505  | 0.8788          | 0.6264   |
| 0.8955        | 1.95  | 510  | 0.9696          | 0.5920   |
| 1.1928        | 1.97  | 515  | 0.9776          | 0.5977   |
| 1.0149        | 1.99  | 520  | 1.3859          | 0.5172   |
| 1.3012        | 2.01  | 525  | 1.1792          | 0.5747   |
| 1.1046        | 2.03  | 530  | 1.3357          | 0.5402   |
| 0.818         | 2.05  | 535  | 1.2086          | 0.5402   |
| 0.9141        | 2.07  | 540  | 1.3623          | 0.5230   |
| 1.3053        | 2.09  | 545  | 1.2260          | 0.5920   |
| 0.8546        | 2.11  | 550  | 1.1197          | 0.5920   |
| 1.0537        | 2.13  | 555  | 1.2455          | 0.5230   |
| 1.1647        | 2.15  | 560  | 1.2057          | 0.5230   |
| 1.3766        | 2.16  | 565  | 1.0734          | 0.6149   |
| 1.0225        | 2.18  | 570  | 1.1239          | 0.5690   |
| 1.6453        | 2.2   | 575  | 1.2486          | 0.5230   |
| 1.0113        | 2.22  | 580  | 1.1964          | 0.5460   |
| 1.0514        | 2.24  | 585  | 1.1057          | 0.5287   |
| 0.9404        | 2.26  | 590  | 0.9725          | 0.5920   |
| 1.0388        | 2.28  | 595  | 1.1438          | 0.5517   |
| 1.0182        | 2.3   | 600  | 1.0556          | 0.5920   |
| 0.894         | 2.32  | 605  | 1.2667          | 0.4885   |
| 0.8542        | 2.34  | 610  | 1.1102          | 0.5230   |
| 1.1322        | 2.36  | 615  | 1.0165          | 0.5920   |
| 1.0992        | 2.38  | 620  | 1.0807          | 0.6264   |
| 0.7137        | 2.39  | 625  | 1.1091          | 0.5920   |
| 0.8266        | 2.41  | 630  | 1.1446          | 0.5517   |
| 0.7162        | 2.43  | 635  | 1.2635          | 0.5575   |
| 1.3462        | 2.45  | 640  | 1.2049          | 0.5632   |
| 1.1599        | 2.47  | 645  | 1.0468          | 0.5460   |
| 0.9418        | 2.49  | 650  | 1.0609          | 0.5862   |
| 0.6358        | 2.51  | 655  | 1.0026          | 0.6264   |
| 0.9866        | 2.53  | 660  | 1.2802          | 0.5287   |
| 0.7078        | 2.55  | 665  | 1.2606          | 0.5747   |
| 1.317         | 2.57  | 670  | 1.2414          | 0.5747   |
| 1.725         | 2.59  | 675  | 0.9986          | 0.6149   |
| 1.1582        | 2.61  | 680  | 1.0938          | 0.5575   |
| 0.9204        | 2.62  | 685  | 1.0172          | 0.5862   |
| 0.8029        | 2.64  | 690  | 0.9563          | 0.6609   |
| 1.0699        | 2.66  | 695  | 0.8642          | 0.6724   |
| 0.8689        | 2.68  | 700  | 0.8628          | 0.6667   |
| 0.8868        | 2.7   | 705  | 0.9248          | 0.6379   |
| 1.1199        | 2.72  | 710  | 0.8752          | 0.6552   |
| 0.8855        | 2.74  | 715  | 1.2723          | 0.4943   |
| 0.8273        | 2.76  | 720  | 1.1779          | 0.5805   |
| 1.1579        | 2.78  | 725  | 0.9605          | 0.6149   |
| 1.2568        | 2.8   | 730  | 1.0269          | 0.6264   |
| 1.4258        | 2.82  | 735  | 1.1032          | 0.5747   |
| 0.9129        | 2.84  | 740  | 0.9196          | 0.6552   |
| 1.1291        | 2.85  | 745  | 1.0082          | 0.5805   |
| 0.679         | 2.87  | 750  | 0.9393          | 0.6207   |
| 0.8524        | 2.89  | 755  | 0.9525          | 0.6322   |
| 0.8104        | 2.91  | 760  | 1.1698          | 0.5977   |
| 0.8986        | 2.93  | 765  | 1.0381          | 0.6379   |
| 0.7805        | 2.95  | 770  | 0.8879          | 0.6782   |
| 0.9715        | 2.97  | 775  | 0.8563          | 0.6724   |
| 0.9432        | 2.99  | 780  | 0.8955          | 0.7011   |
| 1.0624        | 3.01  | 785  | 0.9727          | 0.6322   |
| 0.9685        | 3.03  | 790  | 1.0077          | 0.6322   |
| 0.7053        | 3.05  | 795  | 1.0690          | 0.5862   |
| 0.7795        | 3.07  | 800  | 0.9434          | 0.6437   |
| 0.7404        | 3.08  | 805  | 0.9876          | 0.6264   |
| 0.6817        | 3.1   | 810  | 0.9224          | 0.6552   |
| 0.4526        | 3.12  | 815  | 1.0037          | 0.6437   |
| 0.8705        | 3.14  | 820  | 1.1536          | 0.5747   |
| 0.9392        | 3.16  | 825  | 1.0609          | 0.6322   |
| 1.0781        | 3.18  | 830  | 0.9658          | 0.6494   |
| 0.7314        | 3.2   | 835  | 1.0462          | 0.6379   |
| 0.8784        | 3.22  | 840  | 0.9318          | 0.6667   |
| 1.361         | 3.24  | 845  | 1.1365          | 0.5862   |
| 0.6983        | 3.26  | 850  | 1.2936          | 0.5690   |
| 1.051         | 3.28  | 855  | 1.2600          | 0.5460   |
| 0.6664        | 3.3   | 860  | 1.1139          | 0.6034   |
| 1.077         | 3.31  | 865  | 1.1130          | 0.6092   |
| 1.2009        | 3.33  | 870  | 0.9561          | 0.6264   |
| 0.8938        | 3.35  | 875  | 0.9994          | 0.6149   |
| 0.6466        | 3.37  | 880  | 0.9206          | 0.6724   |
| 1.0424        | 3.39  | 885  | 0.9985          | 0.6264   |
| 0.9582        | 3.41  | 890  | 0.9165          | 0.6897   |
| 0.5003        | 3.43  | 895  | 0.9061          | 0.6609   |
| 0.5526        | 3.45  | 900  | 0.9474          | 0.6667   |
| 0.5755        | 3.47  | 905  | 0.8715          | 0.6897   |
| 1.1355        | 3.49  | 910  | 0.8549          | 0.6782   |
| 1.3261        | 3.51  | 915  | 1.3771          | 0.5230   |
| 1.3727        | 3.52  | 920  | 0.9818          | 0.6207   |
| 0.6203        | 3.54  | 925  | 0.9016          | 0.6552   |
| 1.0178        | 3.56  | 930  | 0.9804          | 0.5920   |
| 0.5602        | 3.58  | 935  | 1.0180          | 0.6322   |
| 0.9365        | 3.6   | 940  | 0.9289          | 0.6379   |
| 0.8331        | 3.62  | 945  | 1.1076          | 0.6092   |
| 0.8512        | 3.64  | 950  | 0.8156          | 0.7011   |
| 0.8797        | 3.66  | 955  | 1.0940          | 0.6322   |
| 0.914         | 3.68  | 960  | 0.8316          | 0.7011   |
| 0.6969        | 3.7   | 965  | 0.8965          | 0.6839   |
| 0.7973        | 3.72  | 970  | 0.9823          | 0.6437   |
| 0.8665        | 3.74  | 975  | 0.9928          | 0.6322   |
| 0.8057        | 3.75  | 980  | 0.9669          | 0.6149   |
| 0.8764        | 3.77  | 985  | 1.1128          | 0.5920   |
| 0.9281        | 3.79  | 990  | 0.9737          | 0.6552   |
| 0.7301        | 3.81  | 995  | 0.9512          | 0.6609   |
| 0.5308        | 3.83  | 1000 | 1.1504          | 0.6149   |
| 0.6637        | 3.85  | 1005 | 1.2048          | 0.6149   |
| 0.6633        | 3.87  | 1010 | 1.1039          | 0.6264   |
| 1.0671        | 3.89  | 1015 | 1.1816          | 0.5862   |
| 0.7547        | 3.91  | 1020 | 0.9734          | 0.6264   |
| 1.3147        | 3.93  | 1025 | 0.8260          | 0.6782   |
| 1.0075        | 3.95  | 1030 | 0.8831          | 0.6609   |
| 0.5925        | 3.97  | 1035 | 1.0290          | 0.6379   |
| 0.8289        | 3.98  | 1040 | 0.9350          | 0.6724   |
| 1.0505        | 4.0   | 1045 | 0.9338          | 0.6609   |
| 0.329         | 4.02  | 1050 | 0.9525          | 0.6494   |
| 0.3039        | 4.04  | 1055 | 1.0120          | 0.6609   |
| 0.5585        | 4.06  | 1060 | 1.1452          | 0.6149   |
| 0.6825        | 4.08  | 1065 | 1.0479          | 0.6609   |
| 0.5304        | 4.1   | 1070 | 1.1510          | 0.6494   |
| 1.0301        | 4.12  | 1075 | 0.9221          | 0.6954   |
| 0.3273        | 4.14  | 1080 | 0.9179          | 0.6552   |
| 0.7577        | 4.16  | 1085 | 1.1157          | 0.6092   |
| 1.0743        | 4.18  | 1090 | 0.9640          | 0.6667   |
| 0.7973        | 4.2   | 1095 | 1.0485          | 0.6264   |
| 0.5881        | 4.21  | 1100 | 0.9480          | 0.6379   |
| 0.5461        | 4.23  | 1105 | 1.0176          | 0.6207   |
| 0.997         | 4.25  | 1110 | 0.9593          | 0.6552   |
| 0.7955        | 4.27  | 1115 | 1.0909          | 0.6379   |
| 0.6282        | 4.29  | 1120 | 0.9476          | 0.6437   |
| 0.4928        | 4.31  | 1125 | 0.8954          | 0.6609   |
| 0.6038        | 4.33  | 1130 | 1.0134          | 0.6322   |
| 0.5476        | 4.35  | 1135 | 1.1263          | 0.6207   |
| 0.6955        | 4.37  | 1140 | 0.9448          | 0.6494   |
| 0.5385        | 4.39  | 1145 | 0.9448          | 0.6552   |
| 0.4345        | 4.41  | 1150 | 0.9277          | 0.6897   |
| 0.7115        | 4.43  | 1155 | 1.0177          | 0.6609   |
| 0.6605        | 4.44  | 1160 | 1.2899          | 0.6207   |
| 0.7257        | 4.46  | 1165 | 1.2732          | 0.6034   |
| 0.8842        | 4.48  | 1170 | 1.1442          | 0.6207   |
| 0.7097        | 4.5   | 1175 | 0.9837          | 0.6494   |
| 0.6335        | 4.52  | 1180 | 0.9647          | 0.6667   |
| 0.7804        | 4.54  | 1185 | 0.8581          | 0.6609   |
| 0.5464        | 4.56  | 1190 | 0.8663          | 0.6724   |
| 0.2931        | 4.58  | 1195 | 1.0259          | 0.6552   |
| 0.5038        | 4.6   | 1200 | 1.8864          | 0.5690   |
| 1.0206        | 4.62  | 1205 | 1.2910          | 0.5747   |
| 0.5508        | 4.64  | 1210 | 1.1527          | 0.5632   |
| 1.2308        | 4.66  | 1215 | 1.0279          | 0.6092   |
| 0.388         | 4.67  | 1220 | 0.9293          | 0.6322   |
| 0.4747        | 4.69  | 1225 | 1.0777          | 0.6379   |
| 1.0655        | 4.71  | 1230 | 0.9733          | 0.6954   |
| 0.7551        | 4.73  | 1235 | 0.8783          | 0.6897   |
| 0.5262        | 4.75  | 1240 | 0.9285          | 0.6839   |
| 0.6098        | 4.77  | 1245 | 0.8416          | 0.7069   |
| 0.8836        | 4.79  | 1250 | 0.8214          | 0.6897   |
| 0.5507        | 4.81  | 1255 | 0.7416          | 0.7356   |
| 0.1952        | 4.83  | 1260 | 0.8377          | 0.6897   |
| 0.7898        | 4.85  | 1265 | 0.7279          | 0.7356   |
| 0.7374        | 4.87  | 1270 | 0.9925          | 0.6552   |
| 0.5315        | 4.89  | 1275 | 0.9290          | 0.6724   |
| 0.3167        | 4.9   | 1280 | 0.7473          | 0.7011   |
| 0.9122        | 4.92  | 1285 | 0.8101          | 0.7471   |
| 0.5306        | 4.94  | 1290 | 0.7988          | 0.7184   |
| 0.9036        | 4.96  | 1295 | 0.9747          | 0.6897   |
| 0.4449        | 4.98  | 1300 | 0.7531          | 0.7011   |
| 0.761         | 5.0   | 1305 | 0.8167          | 0.6782   |
| 0.5163        | 5.02  | 1310 | 1.0069          | 0.6667   |
| 0.2701        | 5.04  | 1315 | 0.8416          | 0.7126   |
| 0.1513        | 5.06  | 1320 | 0.6531          | 0.7759   |
| 0.3641        | 5.08  | 1325 | 0.8022          | 0.7126   |
| 0.6804        | 5.1   | 1330 | 0.9908          | 0.6954   |
| 0.9176        | 5.11  | 1335 | 0.8896          | 0.6897   |
| 0.4943        | 5.13  | 1340 | 0.8113          | 0.7299   |
| 0.4788        | 5.15  | 1345 | 0.9183          | 0.6839   |
| 0.2654        | 5.17  | 1350 | 0.8971          | 0.7184   |
| 0.5567        | 5.19  | 1355 | 1.0156          | 0.6897   |
| 0.5702        | 5.21  | 1360 | 0.8736          | 0.6897   |
| 0.7055        | 5.23  | 1365 | 1.0454          | 0.6207   |
| 0.5203        | 5.25  | 1370 | 1.1284          | 0.6322   |
| 0.512         | 5.27  | 1375 | 1.0252          | 0.6322   |
| 0.8081        | 5.29  | 1380 | 0.8888          | 0.6724   |
| 0.3513        | 5.31  | 1385 | 0.7673          | 0.7299   |
| 0.3606        | 5.33  | 1390 | 0.7866          | 0.7414   |
| 0.539         | 5.34  | 1395 | 0.8203          | 0.6839   |
| 0.5642        | 5.36  | 1400 | 1.1715          | 0.6437   |
| 0.5947        | 5.38  | 1405 | 0.9037          | 0.6609   |
| 0.4159        | 5.4   | 1410 | 0.8044          | 0.7356   |
| 0.537         | 5.42  | 1415 | 0.9017          | 0.7299   |
| 0.3371        | 5.44  | 1420 | 1.0497          | 0.6782   |
| 0.5586        | 5.46  | 1425 | 0.8959          | 0.7356   |
| 0.7869        | 5.48  | 1430 | 0.8901          | 0.7241   |
| 0.2459        | 5.5   | 1435 | 0.7955          | 0.7414   |
| 0.0927        | 5.52  | 1440 | 0.9925          | 0.6954   |
| 0.4005        | 5.54  | 1445 | 1.1417          | 0.6839   |
| 0.4054        | 5.56  | 1450 | 0.9589          | 0.7184   |
| 0.5116        | 5.57  | 1455 | 1.0599          | 0.6897   |
| 0.257         | 5.59  | 1460 | 1.1628          | 0.6667   |
| 0.2287        | 5.61  | 1465 | 1.2925          | 0.6552   |
| 0.8024        | 5.63  | 1470 | 1.0764          | 0.6954   |
| 0.4949        | 5.65  | 1475 | 1.1143          | 0.6897   |
| 0.4655        | 5.67  | 1480 | 1.3536          | 0.6494   |
| 0.7536        | 5.69  | 1485 | 1.0325          | 0.7184   |
| 0.326         | 5.71  | 1490 | 1.1129          | 0.7011   |
| 0.5502        | 5.73  | 1495 | 1.3975          | 0.6552   |
| 0.7814        | 5.75  | 1500 | 1.4793          | 0.6437   |
| 0.8521        | 5.77  | 1505 | 1.2535          | 0.6379   |
| 0.452         | 5.79  | 1510 | 1.3426          | 0.6207   |
| 1.1244        | 5.8   | 1515 | 1.1075          | 0.6839   |
| 0.5211        | 5.82  | 1520 | 1.0719          | 0.6667   |
| 0.4944        | 5.84  | 1525 | 1.1987          | 0.6494   |
| 0.619         | 5.86  | 1530 | 1.0626          | 0.6839   |
| 0.3932        | 5.88  | 1535 | 1.3715          | 0.6149   |
| 1.001         | 5.9   | 1540 | 1.1620          | 0.6207   |
| 0.4258        | 5.92  | 1545 | 1.0936          | 0.6724   |
| 0.6611        | 5.94  | 1550 | 1.1293          | 0.6494   |
| 0.6265        | 5.96  | 1555 | 0.9372          | 0.6667   |
| 0.5634        | 5.98  | 1560 | 0.8595          | 0.7299   |
| 0.3986        | 6.0   | 1565 | 0.9496          | 0.6839   |
| 0.2532        | 6.02  | 1570 | 1.0735          | 0.6724   |
| 0.1247        | 6.03  | 1575 | 1.0142          | 0.6552   |
| 0.2655        | 6.05  | 1580 | 0.9764          | 0.7011   |
| 0.5073        | 6.07  | 1585 | 1.0659          | 0.7011   |
| 0.5426        | 6.09  | 1590 | 1.1734          | 0.6667   |
| 0.3363        | 6.11  | 1595 | 1.0996          | 0.6667   |
| 0.1399        | 6.13  | 1600 | 1.1618          | 0.6609   |
| 0.1777        | 6.15  | 1605 | 1.0963          | 0.6839   |
| 0.2072        | 6.17  | 1610 | 1.0916          | 0.7126   |
| 0.3631        | 6.19  | 1615 | 1.2277          | 0.6724   |
| 0.2738        | 6.21  | 1620 | 1.0606          | 0.7126   |
| 0.2884        | 6.23  | 1625 | 1.3723          | 0.5920   |
| 0.5021        | 6.25  | 1630 | 1.4172          | 0.5977   |
| 0.1844        | 6.26  | 1635 | 1.0074          | 0.6897   |
| 0.5767        | 6.28  | 1640 | 1.0853          | 0.7011   |
| 0.5302        | 6.3   | 1645 | 0.8779          | 0.7356   |
| 0.3801        | 6.32  | 1650 | 0.8229          | 0.7241   |
| 0.3961        | 6.34  | 1655 | 0.7615          | 0.7701   |
| 0.2774        | 6.36  | 1660 | 0.8031          | 0.7299   |
| 0.4219        | 6.38  | 1665 | 0.8798          | 0.7126   |
| 0.4269        | 6.4   | 1670 | 0.7993          | 0.7759   |
| 0.0621        | 6.42  | 1675 | 0.8599          | 0.7299   |
| 0.1985        | 6.44  | 1680 | 1.0500          | 0.6724   |
| 0.2481        | 6.46  | 1685 | 1.2009          | 0.6494   |
| 0.3036        | 6.48  | 1690 | 1.1416          | 0.6667   |
| 0.4456        | 6.49  | 1695 | 0.9774          | 0.7069   |
| 0.1675        | 6.51  | 1700 | 1.0156          | 0.7126   |
| 0.0375        | 6.53  | 1705 | 1.1146          | 0.7126   |
| 0.4738        | 6.55  | 1710 | 1.2218          | 0.6897   |
| 0.2477        | 6.57  | 1715 | 1.1307          | 0.7011   |
| 0.4616        | 6.59  | 1720 | 1.2160          | 0.6609   |
| 0.2249        | 6.61  | 1725 | 1.1174          | 0.6839   |
| 0.3522        | 6.63  | 1730 | 1.5798          | 0.6609   |
| 1.0043        | 6.65  | 1735 | 1.6364          | 0.6724   |
| 0.6924        | 6.67  | 1740 | 1.2206          | 0.7069   |
| 0.4349        | 6.69  | 1745 | 1.3870          | 0.6379   |
| 0.5771        | 6.7   | 1750 | 1.1230          | 0.6839   |
| 0.7905        | 6.72  | 1755 | 0.8128          | 0.7529   |
| 0.3866        | 6.74  | 1760 | 0.9596          | 0.7356   |
| 0.4893        | 6.76  | 1765 | 0.9293          | 0.7356   |
| 0.0439        | 6.78  | 1770 | 0.8708          | 0.7356   |
| 0.1671        | 6.8   | 1775 | 0.9393          | 0.7126   |
| 0.3718        | 6.82  | 1780 | 1.0530          | 0.7299   |
| 0.5083        | 6.84  | 1785 | 1.0124          | 0.7184   |
| 0.4628        | 6.86  | 1790 | 1.1633          | 0.7011   |
| 0.3202        | 6.88  | 1795 | 0.9683          | 0.7529   |
| 0.1311        | 6.9   | 1800 | 0.9268          | 0.7529   |
| 0.4311        | 6.92  | 1805 | 0.8894          | 0.7471   |
| 0.4067        | 6.93  | 1810 | 0.9294          | 0.7529   |
| 0.1898        | 6.95  | 1815 | 1.1521          | 0.7184   |
| 0.695         | 6.97  | 1820 | 0.9606          | 0.7356   |
| 0.0965        | 6.99  | 1825 | 1.0009          | 0.7356   |
| 0.5734        | 7.01  | 1830 | 0.9491          | 0.7126   |
| 0.4251        | 7.03  | 1835 | 0.9267          | 0.7471   |
| 0.027         | 7.05  | 1840 | 0.8665          | 0.7529   |
| 0.0263        | 7.07  | 1845 | 0.9959          | 0.7529   |
| 0.0401        | 7.09  | 1850 | 1.1048          | 0.7241   |
| 0.1228        | 7.11  | 1855 | 1.3275          | 0.7011   |
| 0.0653        | 7.13  | 1860 | 1.5583          | 0.6954   |
| 0.3934        | 7.15  | 1865 | 1.6237          | 0.6839   |
| 0.0691        | 7.16  | 1870 | 1.5921          | 0.6782   |
| 0.2809        | 7.18  | 1875 | 1.4757          | 0.6897   |
| 0.0979        | 7.2   | 1880 | 1.3468          | 0.7011   |
| 0.1615        | 7.22  | 1885 | 1.4109          | 0.6724   |
| 0.3491        | 7.24  | 1890 | 1.2932          | 0.7184   |
| 0.0214        | 7.26  | 1895 | 1.2771          | 0.7529   |
| 0.2161        | 7.28  | 1900 | 1.2839          | 0.7011   |
| 0.129         | 7.3   | 1905 | 1.3631          | 0.7126   |
| 0.174         | 7.32  | 1910 | 1.1275          | 0.7356   |
| 0.0376        | 7.34  | 1915 | 1.2306          | 0.7529   |
| 0.7968        | 7.36  | 1920 | 1.3550          | 0.7644   |
| 0.1575        | 7.38  | 1925 | 1.4990          | 0.7184   |
| 0.1735        | 7.39  | 1930 | 1.6739          | 0.6897   |
| 0.4192        | 7.41  | 1935 | 1.6104          | 0.6552   |
| 0.3096        | 7.43  | 1940 | 1.5216          | 0.6954   |
| 0.3327        | 7.45  | 1945 | 1.6830          | 0.6782   |
| 0.276         | 7.47  | 1950 | 1.4199          | 0.7184   |
| 0.0554        | 7.49  | 1955 | 1.2516          | 0.7126   |
| 0.2187        | 7.51  | 1960 | 1.1917          | 0.7241   |
| 0.2532        | 7.53  | 1965 | 1.1683          | 0.7356   |
| 0.2872        | 7.55  | 1970 | 1.3119          | 0.7184   |
| 0.1039        | 7.57  | 1975 | 1.4758          | 0.6839   |
| 0.3423        | 7.59  | 1980 | 1.3956          | 0.7414   |
| 0.0705        | 7.61  | 1985 | 1.6385          | 0.6724   |
| 0.0537        | 7.62  | 1990 | 1.8519          | 0.6667   |
| 0.3629        | 7.64  | 1995 | 1.7972          | 0.6724   |
| 0.7452        | 7.66  | 2000 | 1.5262          | 0.6839   |
| 0.4275        | 7.68  | 2005 | 1.3043          | 0.7126   |
| 0.1486        | 7.7   | 2010 | 1.1594          | 0.7184   |
| 0.1045        | 7.72  | 2015 | 1.1599          | 0.7069   |
| 0.5649        | 7.74  | 2020 | 1.1550          | 0.7414   |
| 0.1445        | 7.76  | 2025 | 1.3098          | 0.7184   |
| 0.0164        | 7.78  | 2030 | 1.5065          | 0.7069   |
| 0.1815        | 7.8   | 2035 | 1.5009          | 0.7126   |
| 0.8265        | 7.82  | 2040 | 1.1351          | 0.7471   |
| 0.3273        | 7.84  | 2045 | 1.1326          | 0.7241   |
| 0.0314        | 7.85  | 2050 | 1.1731          | 0.7126   |
| 0.1498        | 7.87  | 2055 | 1.2958          | 0.7126   |
| 0.0174        | 7.89  | 2060 | 1.4961          | 0.7126   |
| 0.142         | 7.91  | 2065 | 1.4059          | 0.7299   |
| 0.3848        | 7.93  | 2070 | 1.1554          | 0.7356   |
| 0.1568        | 7.95  | 2075 | 1.1746          | 0.7471   |
| 0.0018        | 7.97  | 2080 | 1.2763          | 0.7356   |
| 0.209         | 7.99  | 2085 | 1.4092          | 0.7471   |
| 0.1243        | 8.01  | 2090 | 1.3923          | 0.7069   |
| 0.1023        | 8.03  | 2095 | 1.2922          | 0.7126   |
| 0.0129        | 8.05  | 2100 | 1.3523          | 0.7126   |
| 0.0224        | 8.07  | 2105 | 1.5483          | 0.7126   |
| 0.2608        | 8.08  | 2110 | 1.3695          | 0.7299   |
| 0.0016        | 8.1   | 2115 | 1.4524          | 0.7356   |
| 0.0384        | 8.12  | 2120 | 1.5808          | 0.7184   |
| 0.1079        | 8.14  | 2125 | 1.8028          | 0.6897   |
| 0.314         | 8.16  | 2130 | 1.6579          | 0.6954   |
| 0.0119        | 8.18  | 2135 | 1.4466          | 0.7471   |
| 0.0145        | 8.2   | 2140 | 1.4530          | 0.7356   |
| 0.2998        | 8.22  | 2145 | 1.4055          | 0.7414   |
| 0.007         | 8.24  | 2150 | 1.3814          | 0.7069   |
| 0.0243        | 8.26  | 2155 | 1.4891          | 0.7241   |
| 0.0201        | 8.28  | 2160 | 1.6388          | 0.7126   |
| 0.0394        | 8.3   | 2165 | 1.6442          | 0.7069   |
| 0.049         | 8.31  | 2170 | 1.4437          | 0.7126   |
| 0.0045        | 8.33  | 2175 | 1.6671          | 0.7126   |
| 0.0227        | 8.35  | 2180 | 1.8115          | 0.7069   |
| 0.0484        | 8.37  | 2185 | 1.5887          | 0.7356   |
| 0.2142        | 8.39  | 2190 | 1.5693          | 0.7414   |
| 0.038         | 8.41  | 2195 | 1.6501          | 0.7069   |
| 0.1527        | 8.43  | 2200 | 1.6355          | 0.7184   |
| 0.0143        | 8.45  | 2205 | 1.5244          | 0.7471   |
| 0.019         | 8.47  | 2210 | 1.5005          | 0.7471   |
| 0.007         | 8.49  | 2215 | 1.5428          | 0.7414   |
| 0.2862        | 8.51  | 2220 | 1.5085          | 0.7299   |
| 0.1645        | 8.52  | 2225 | 1.4945          | 0.7471   |
| 0.0377        | 8.54  | 2230 | 1.4357          | 0.7529   |
| 0.0011        | 8.56  | 2235 | 1.5021          | 0.7471   |
| 0.0195        | 8.58  | 2240 | 1.4816          | 0.7586   |
| 0.0038        | 8.6   | 2245 | 1.5893          | 0.7356   |
| 0.0028        | 8.62  | 2250 | 1.6429          | 0.7414   |
| 0.2262        | 8.64  | 2255 | 1.6774          | 0.7414   |
| 0.4226        | 8.66  | 2260 | 1.4581          | 0.7356   |
| 0.0025        | 8.68  | 2265 | 1.3616          | 0.7241   |
| 0.0549        | 8.7   | 2270 | 1.3944          | 0.7529   |
| 0.2475        | 8.72  | 2275 | 1.4398          | 0.7356   |
| 0.0432        | 8.74  | 2280 | 1.4616          | 0.7299   |
| 0.0076        | 8.75  | 2285 | 1.4266          | 0.7299   |
| 0.1605        | 8.77  | 2290 | 1.3677          | 0.7471   |
| 0.0192        | 8.79  | 2295 | 1.3509          | 0.7414   |
| 0.0123        | 8.81  | 2300 | 1.3890          | 0.7471   |
| 0.0292        | 8.83  | 2305 | 1.5051          | 0.7184   |
| 0.1464        | 8.85  | 2310 | 1.6223          | 0.7241   |
| 0.3433        | 8.87  | 2315 | 1.6564          | 0.7184   |
| 0.1714        | 8.89  | 2320 | 1.6226          | 0.7299   |
| 0.0059        | 8.91  | 2325 | 1.8199          | 0.7069   |
| 0.0172        | 8.93  | 2330 | 2.0601          | 0.6667   |
| 0.9032        | 8.95  | 2335 | 1.9112          | 0.6897   |
| 0.2749        | 8.97  | 2340 | 1.5850          | 0.7126   |
| 0.0033        | 8.98  | 2345 | 1.4470          | 0.7184   |
| 0.1976        | 9.0   | 2350 | 1.5511          | 0.7471   |
| 0.0023        | 9.02  | 2355 | 1.6997          | 0.7356   |
| 0.0125        | 9.04  | 2360 | 1.8851          | 0.7011   |
| 0.0023        | 9.06  | 2365 | 2.0493          | 0.6839   |
| 0.1226        | 9.08  | 2370 | 1.6172          | 0.7414   |
| 0.0011        | 9.1   | 2375 | 1.6243          | 0.7414   |
| 0.001         | 9.12  | 2380 | 1.7072          | 0.7299   |
| 0.0176        | 9.14  | 2385 | 1.7006          | 0.7356   |
| 0.0291        | 9.16  | 2390 | 1.6260          | 0.7356   |
| 0.0003        | 9.18  | 2395 | 1.6397          | 0.7241   |
| 0.0002        | 9.2   | 2400 | 1.6500          | 0.7184   |
| 0.0002        | 9.21  | 2405 | 1.6548          | 0.7184   |
| 0.0002        | 9.23  | 2410 | 1.6624          | 0.7184   |
| 0.0014        | 9.25  | 2415 | 1.6636          | 0.7126   |
| 0.0007        | 9.27  | 2420 | 1.6674          | 0.7184   |
| 0.171         | 9.29  | 2425 | 1.6712          | 0.7241   |
| 0.0019        | 9.31  | 2430 | 1.6812          | 0.7241   |
| 0.1125        | 9.33  | 2435 | 1.6472          | 0.7241   |
| 0.0084        | 9.35  | 2440 | 1.6843          | 0.7356   |
| 0.0039        | 9.37  | 2445 | 1.7159          | 0.7471   |
| 0.1233        | 9.39  | 2450 | 1.6939          | 0.7586   |
| 0.0015        | 9.41  | 2455 | 1.6599          | 0.7586   |
| 0.0031        | 9.43  | 2460 | 1.6476          | 0.7356   |
| 0.0059        | 9.44  | 2465 | 1.7214          | 0.7356   |
| 0.1826        | 9.46  | 2470 | 1.7813          | 0.7184   |
| 0.1108        | 9.48  | 2475 | 1.7746          | 0.7184   |
| 0.0244        | 9.5   | 2480 | 1.7001          | 0.7356   |
| 0.0004        | 9.52  | 2485 | 1.7654          | 0.7241   |
| 0.0017        | 9.54  | 2490 | 1.8155          | 0.7184   |
| 0.0048        | 9.56  | 2495 | 1.7586          | 0.7241   |
| 0.0001        | 9.58  | 2500 | 1.7479          | 0.7356   |
| 0.0007        | 9.6   | 2505 | 1.7489          | 0.7299   |
| 0.1523        | 9.62  | 2510 | 1.7377          | 0.7299   |
| 0.0032        | 9.64  | 2515 | 1.6583          | 0.7299   |
| 0.0094        | 9.66  | 2520 | 1.5357          | 0.7414   |
| 0.001         | 9.67  | 2525 | 1.4893          | 0.7356   |
| 0.0053        | 9.69  | 2530 | 1.4711          | 0.7414   |
| 0.0027        | 9.71  | 2535 | 1.4847          | 0.7356   |
| 0.0031        | 9.73  | 2540 | 1.5292          | 0.7184   |
| 0.0168        | 9.75  | 2545 | 1.5313          | 0.7184   |
| 0.0443        | 9.77  | 2550 | 1.5085          | 0.7414   |
| 0.0237        | 9.79  | 2555 | 1.5778          | 0.7299   |
| 0.0026        | 9.81  | 2560 | 1.7101          | 0.7414   |
| 0.0227        | 9.83  | 2565 | 1.7191          | 0.7529   |
| 0.0001        | 9.85  | 2570 | 1.7181          | 0.7529   |
| 0.0013        | 9.87  | 2575 | 1.7266          | 0.7586   |
| 0.0153        | 9.89  | 2580 | 1.7212          | 0.7586   |
| 0.3362        | 9.9   | 2585 | 1.6476          | 0.7529   |
| 0.0002        | 9.92  | 2590 | 1.6618          | 0.7471   |
| 0.0041        | 9.94  | 2595 | 1.5420          | 0.7586   |
| 0.0002        | 9.96  | 2600 | 1.5039          | 0.7586   |
| 0.0215        | 9.98  | 2605 | 1.5121          | 0.7471   |
| 0.1991        | 10.0  | 2610 | 1.5479          | 0.7356   |
| 0.0005        | 10.02 | 2615 | 1.6146          | 0.7356   |
| 0.1721        | 10.04 | 2620 | 1.6754          | 0.7299   |
| 0.0144        | 10.06 | 2625 | 1.7273          | 0.7069   |
| 0.0424        | 10.08 | 2630 | 1.7387          | 0.7126   |
| 0.001         | 10.1  | 2635 | 1.6673          | 0.7184   |
| 0.0187        | 10.11 | 2640 | 1.5967          | 0.7759   |
| 0.0001        | 10.13 | 2645 | 1.6524          | 0.7414   |
| 0.0003        | 10.15 | 2650 | 1.6943          | 0.7356   |
| 0.0047        | 10.17 | 2655 | 1.7339          | 0.7414   |
| 0.0105        | 10.19 | 2660 | 1.7606          | 0.7414   |
| 0.0015        | 10.21 | 2665 | 1.7689          | 0.7356   |
| 0.0002        | 10.23 | 2670 | 1.7912          | 0.7069   |
| 0.002         | 10.25 | 2675 | 1.7775          | 0.7011   |
| 0.1839        | 10.27 | 2680 | 1.5834          | 0.7471   |
| 0.0004        | 10.29 | 2685 | 1.5184          | 0.7471   |
| 0.0001        | 10.31 | 2690 | 1.5531          | 0.7471   |
| 0.0001        | 10.33 | 2695 | 1.5977          | 0.7471   |
| 0.2095        | 10.34 | 2700 | 1.6474          | 0.7529   |
| 0.0044        | 10.36 | 2705 | 1.7372          | 0.7299   |
| 0.0242        | 10.38 | 2710 | 1.7031          | 0.7184   |
| 0.0119        | 10.4  | 2715 | 1.6392          | 0.7414   |
| 0.0003        | 10.42 | 2720 | 1.6991          | 0.7299   |
| 0.0001        | 10.44 | 2725 | 1.7589          | 0.7414   |
| 0.0003        | 10.46 | 2730 | 1.8095          | 0.7414   |
| 0.0113        | 10.48 | 2735 | 1.7476          | 0.7356   |
| 0.0253        | 10.5  | 2740 | 1.7330          | 0.7471   |
| 0.0001        | 10.52 | 2745 | 1.6786          | 0.7529   |
| 0.0001        | 10.54 | 2750 | 1.6547          | 0.7471   |
| 0.0841        | 10.56 | 2755 | 1.5616          | 0.7356   |
| 0.0003        | 10.57 | 2760 | 1.4815          | 0.7586   |
| 0.0064        | 10.59 | 2765 | 1.4246          | 0.7644   |
| 0.0001        | 10.61 | 2770 | 1.4092          | 0.7529   |
| 0.0015        | 10.63 | 2775 | 1.4108          | 0.7529   |
| 0.0002        | 10.65 | 2780 | 1.4260          | 0.7471   |
| 0.0005        | 10.67 | 2785 | 1.4420          | 0.7529   |
| 0.2767        | 10.69 | 2790 | 1.4646          | 0.7414   |
| 0.0721        | 10.71 | 2795 | 1.5204          | 0.7586   |
| 0.0009        | 10.73 | 2800 | 1.6007          | 0.7586   |
| 0.0003        | 10.75 | 2805 | 1.6685          | 0.7529   |
| 0.3266        | 10.77 | 2810 | 1.7353          | 0.7529   |
| 0.0028        | 10.79 | 2815 | 1.7476          | 0.7529   |
| 0.0           | 10.8  | 2820 | 1.7377          | 0.7471   |
| 0.0001        | 10.82 | 2825 | 1.7389          | 0.7529   |
| 0.0004        | 10.84 | 2830 | 1.7408          | 0.7529   |
| 0.0794        | 10.86 | 2835 | 1.7412          | 0.7471   |
| 0.0001        | 10.88 | 2840 | 1.7476          | 0.7414   |
| 0.0022        | 10.9  | 2845 | 1.7501          | 0.7356   |
| 0.0007        | 10.92 | 2850 | 1.7450          | 0.7471   |
| 0.0162        | 10.94 | 2855 | 1.6571          | 0.7414   |
| 0.0002        | 10.96 | 2860 | 1.5867          | 0.7356   |
| 0.0004        | 10.98 | 2865 | 1.5567          | 0.7529   |
| 0.007         | 11.0  | 2870 | 1.5519          | 0.7529   |
| 0.222         | 11.02 | 2875 | 1.5496          | 0.7644   |
| 0.175         | 11.03 | 2880 | 1.5766          | 0.7644   |
| 0.0004        | 11.05 | 2885 | 1.6118          | 0.7471   |
| 0.0047        | 11.07 | 2890 | 1.6357          | 0.7471   |
| 0.0002        | 11.09 | 2895 | 1.6462          | 0.7529   |
| 0.0007        | 11.11 | 2900 | 1.6495          | 0.7529   |
| 0.0003        | 11.13 | 2905 | 1.6477          | 0.7644   |
| 0.002         | 11.15 | 2910 | 1.6445          | 0.7644   |
| 0.0001        | 11.17 | 2915 | 1.6509          | 0.7701   |
| 0.0026        | 11.19 | 2920 | 1.6434          | 0.7759   |
| 0.0001        | 11.21 | 2925 | 1.6255          | 0.7701   |
| 0.0003        | 11.23 | 2930 | 1.6109          | 0.7759   |
| 0.0004        | 11.25 | 2935 | 1.6028          | 0.7759   |
| 0.0044        | 11.26 | 2940 | 1.6084          | 0.7701   |
| 0.0001        | 11.28 | 2945 | 1.6189          | 0.7701   |
| 0.0003        | 11.3  | 2950 | 1.6271          | 0.7701   |
| 0.2528        | 11.32 | 2955 | 1.6438          | 0.7701   |
| 0.0001        | 11.34 | 2960 | 1.6641          | 0.7701   |
| 0.0035        | 11.36 | 2965 | 1.6825          | 0.7759   |
| 0.0005        | 11.38 | 2970 | 1.7031          | 0.7586   |
| 0.2952        | 11.4  | 2975 | 1.6997          | 0.7586   |
| 0.0001        | 11.42 | 2980 | 1.6980          | 0.7471   |
| 0.0004        | 11.44 | 2985 | 1.6984          | 0.7529   |
| 0.0015        | 11.46 | 2990 | 1.6949          | 0.7471   |
| 0.0248        | 11.48 | 2995 | 1.6735          | 0.7586   |
| 0.0           | 11.49 | 3000 | 1.6583          | 0.7586   |
| 0.0129        | 11.51 | 3005 | 1.6416          | 0.7586   |
| 0.1049        | 11.53 | 3010 | 1.6352          | 0.7586   |
| 0.0001        | 11.55 | 3015 | 1.6312          | 0.7586   |
| 0.0001        | 11.57 | 3020 | 1.6293          | 0.7586   |
| 0.0004        | 11.59 | 3025 | 1.5770          | 0.7586   |
| 0.0001        | 11.61 | 3030 | 1.5391          | 0.7759   |
| 0.0005        | 11.63 | 3035 | 1.5513          | 0.7701   |
| 0.0007        | 11.65 | 3040 | 1.5458          | 0.7644   |
| 0.0002        | 11.67 | 3045 | 1.5148          | 0.7586   |
| 0.0084        | 11.69 | 3050 | 1.4827          | 0.7759   |
| 0.0002        | 11.7  | 3055 | 1.4733          | 0.7701   |
| 0.0001        | 11.72 | 3060 | 1.4765          | 0.7816   |
| 0.0005        | 11.74 | 3065 | 1.4811          | 0.7816   |
| 0.0037        | 11.76 | 3070 | 1.4523          | 0.7816   |
| 0.0001        | 11.78 | 3075 | 1.4756          | 0.7759   |
| 0.0001        | 11.8  | 3080 | 1.4983          | 0.7759   |
| 0.0002        | 11.82 | 3085 | 1.5151          | 0.7759   |
| 0.0009        | 11.84 | 3090 | 1.5200          | 0.7759   |
| 0.0001        | 11.86 | 3095 | 1.5113          | 0.7931   |
| 0.0001        | 11.88 | 3100 | 1.5138          | 0.7931   |
| 0.001         | 11.9  | 3105 | 1.4401          | 0.7931   |
| 0.0001        | 11.92 | 3110 | 1.4551          | 0.7931   |
| 0.0001        | 11.93 | 3115 | 1.4636          | 0.7874   |
| 0.0007        | 11.95 | 3120 | 1.4636          | 0.7816   |
| 0.0002        | 11.97 | 3125 | 1.4628          | 0.7989   |
| 0.0001        | 11.99 | 3130 | 1.4630          | 0.7931   |
| 0.0001        | 12.01 | 3135 | 1.4634          | 0.7931   |
| 0.0001        | 12.03 | 3140 | 1.4633          | 0.7931   |
| 0.0001        | 12.05 | 3145 | 1.4636          | 0.7931   |
| 0.1353        | 12.07 | 3150 | 1.4747          | 0.7931   |
| 0.0001        | 12.09 | 3155 | 1.4828          | 0.7931   |
| 0.0001        | 12.11 | 3160 | 1.4878          | 0.7874   |
| 0.001         | 12.13 | 3165 | 1.4896          | 0.7874   |
| 0.0719        | 12.15 | 3170 | 1.5221          | 0.7701   |
| 0.0002        | 12.16 | 3175 | 1.5954          | 0.7644   |
| 0.0001        | 12.18 | 3180 | 1.6369          | 0.7586   |
| 0.0005        | 12.2  | 3185 | 1.6582          | 0.7586   |
| 0.0001        | 12.22 | 3190 | 1.6685          | 0.7586   |
| 0.0001        | 12.24 | 3195 | 1.6744          | 0.7586   |
| 0.0001        | 12.26 | 3200 | 1.6779          | 0.7586   |
| 0.0921        | 12.28 | 3205 | 1.6831          | 0.7586   |
| 0.0002        | 12.3  | 3210 | 1.6987          | 0.7529   |
| 0.0005        | 12.32 | 3215 | 1.7060          | 0.7529   |
| 0.0006        | 12.34 | 3220 | 1.7057          | 0.7471   |
| 0.0004        | 12.36 | 3225 | 1.7048          | 0.7529   |
| 0.0           | 12.38 | 3230 | 1.7054          | 0.7529   |
| 0.0683        | 12.39 | 3235 | 1.7124          | 0.7529   |
| 0.0834        | 12.41 | 3240 | 1.7345          | 0.7529   |
| 0.0007        | 12.43 | 3245 | 1.7520          | 0.7471   |
| 0.0005        | 12.45 | 3250 | 1.7615          | 0.7471   |
| 0.1469        | 12.47 | 3255 | 1.7582          | 0.7529   |
| 0.0001        | 12.49 | 3260 | 1.7567          | 0.7471   |
| 0.0013        | 12.51 | 3265 | 1.7564          | 0.7471   |
| 0.0009        | 12.53 | 3270 | 1.7548          | 0.7414   |
| 0.0014        | 12.55 | 3275 | 1.7479          | 0.7414   |
| 0.0358        | 12.57 | 3280 | 1.7233          | 0.7414   |
| 0.0002        | 12.59 | 3285 | 1.6970          | 0.7471   |
| 0.0001        | 12.61 | 3290 | 1.6799          | 0.7529   |
| 0.012         | 12.62 | 3295 | 1.6490          | 0.7529   |
| 0.0055        | 12.64 | 3300 | 1.6285          | 0.7644   |
| 0.0002        | 12.66 | 3305 | 1.6173          | 0.7586   |
| 0.0001        | 12.68 | 3310 | 1.6176          | 0.7471   |
| 0.0           | 12.7  | 3315 | 1.6216          | 0.7356   |
| 0.0001        | 12.72 | 3320 | 1.6241          | 0.7356   |
| 0.0009        | 12.74 | 3325 | 1.6175          | 0.7299   |
| 0.0001        | 12.76 | 3330 | 1.5911          | 0.7356   |
| 0.0           | 12.78 | 3335 | 1.5767          | 0.7241   |
| 0.0003        | 12.8  | 3340 | 1.5663          | 0.7241   |
| 0.0001        | 12.82 | 3345 | 1.5604          | 0.7299   |
| 0.0002        | 12.84 | 3350 | 1.5551          | 0.7356   |
| 0.0001        | 12.85 | 3355 | 1.5520          | 0.7414   |
| 0.0002        | 12.87 | 3360 | 1.5491          | 0.7414   |
| 0.0001        | 12.89 | 3365 | 1.5480          | 0.7414   |
| 0.0003        | 12.91 | 3370 | 1.5460          | 0.7414   |
| 0.0001        | 12.93 | 3375 | 1.5454          | 0.7414   |
| 0.0001        | 12.95 | 3380 | 1.5440          | 0.7471   |
| 0.0001        | 12.97 | 3385 | 1.5427          | 0.7471   |
| 0.0002        | 12.99 | 3390 | 1.5425          | 0.7471   |
| 0.0           | 13.01 | 3395 | 1.5423          | 0.7529   |
| 0.0002        | 13.03 | 3400 | 1.5405          | 0.7529   |
| 0.0001        | 13.05 | 3405 | 1.5386          | 0.7529   |
| 0.0001        | 13.07 | 3410 | 1.5375          | 0.7529   |
| 0.0001        | 13.08 | 3415 | 1.5361          | 0.7529   |
| 0.0001        | 13.1  | 3420 | 1.5363          | 0.7529   |
| 0.0           | 13.12 | 3425 | 1.5363          | 0.7529   |
| 0.0001        | 13.14 | 3430 | 1.5357          | 0.7529   |
| 0.0001        | 13.16 | 3435 | 1.5358          | 0.7529   |
| 0.0001        | 13.18 | 3440 | 1.5360          | 0.7529   |
| 0.1681        | 13.2  | 3445 | 1.5371          | 0.7529   |
| 0.0           | 13.22 | 3450 | 1.5422          | 0.7471   |
| 0.0001        | 13.24 | 3455 | 1.5465          | 0.7529   |
| 0.0001        | 13.26 | 3460 | 1.5489          | 0.7586   |
| 0.0           | 13.28 | 3465 | 1.5508          | 0.7586   |
| 0.0           | 13.3  | 3470 | 1.5522          | 0.7586   |
| 0.0001        | 13.31 | 3475 | 1.5528          | 0.7586   |
| 0.0012        | 13.33 | 3480 | 1.5519          | 0.7586   |
| 0.116         | 13.35 | 3485 | 1.5588          | 0.7586   |
| 0.0017        | 13.37 | 3490 | 1.5605          | 0.7586   |
| 0.0001        | 13.39 | 3495 | 1.5600          | 0.7586   |
| 0.0           | 13.41 | 3500 | 1.5588          | 0.7586   |
| 0.0001        | 13.43 | 3505 | 1.5591          | 0.7586   |
| 0.1047        | 13.45 | 3510 | 1.5658          | 0.7586   |
| 0.0023        | 13.47 | 3515 | 1.5687          | 0.7586   |
| 0.0001        | 13.49 | 3520 | 1.5699          | 0.7586   |
| 0.0001        | 13.51 | 3525 | 1.5699          | 0.7586   |
| 0.0001        | 13.52 | 3530 | 1.5700          | 0.7586   |
| 0.0001        | 13.54 | 3535 | 1.5702          | 0.7586   |
| 0.0001        | 13.56 | 3540 | 1.5701          | 0.7586   |
| 0.0001        | 13.58 | 3545 | 1.5687          | 0.7586   |
| 0.0001        | 13.6  | 3550 | 1.5693          | 0.7586   |
| 0.0001        | 13.62 | 3555 | 1.5690          | 0.7586   |
| 0.0001        | 13.64 | 3560 | 1.5686          | 0.7586   |
| 0.0002        | 13.66 | 3565 | 1.5688          | 0.7586   |
| 0.0001        | 13.68 | 3570 | 1.5691          | 0.7586   |
| 0.0001        | 13.7  | 3575 | 1.5693          | 0.7586   |
| 0.0001        | 13.72 | 3580 | 1.5690          | 0.7586   |
| 0.0           | 13.74 | 3585 | 1.5693          | 0.7586   |
| 0.0631        | 13.75 | 3590 | 1.5680          | 0.7586   |
| 0.0           | 13.77 | 3595 | 1.5654          | 0.7586   |
| 0.0001        | 13.79 | 3600 | 1.5650          | 0.7586   |
| 0.0001        | 13.81 | 3605 | 1.5651          | 0.7644   |
| 0.0407        | 13.83 | 3610 | 1.5672          | 0.7586   |
| 0.0001        | 13.85 | 3615 | 1.5693          | 0.7586   |
| 0.0           | 13.87 | 3620 | 1.5712          | 0.7586   |
| 0.0           | 13.89 | 3625 | 1.5720          | 0.7586   |
| 0.0001        | 13.91 | 3630 | 1.5723          | 0.7586   |
| 0.0002        | 13.93 | 3635 | 1.5724          | 0.7586   |
| 0.0           | 13.95 | 3640 | 1.5720          | 0.7529   |
| 0.0           | 13.97 | 3645 | 1.5717          | 0.7529   |
| 0.0947        | 13.98 | 3650 | 1.5742          | 0.7529   |
| 0.0042        | 14.0  | 3655 | 1.5714          | 0.7529   |
| 0.0791        | 14.02 | 3660 | 1.5750          | 0.7471   |
| 0.0           | 14.04 | 3665 | 1.5759          | 0.7471   |
| 0.0001        | 14.06 | 3670 | 1.5765          | 0.7471   |
| 0.0           | 14.08 | 3675 | 1.5765          | 0.7471   |
| 0.0001        | 14.1  | 3680 | 1.5768          | 0.7471   |
| 0.0001        | 14.12 | 3685 | 1.5765          | 0.7471   |
| 0.0765        | 14.14 | 3690 | 1.5836          | 0.7529   |
| 0.0           | 14.16 | 3695 | 1.5884          | 0.7586   |
| 0.0           | 14.18 | 3700 | 1.5915          | 0.7586   |
| 0.0001        | 14.2  | 3705 | 1.5935          | 0.7586   |
| 0.0001        | 14.21 | 3710 | 1.5939          | 0.7586   |
| 0.0           | 14.23 | 3715 | 1.5943          | 0.7586   |
| 0.0647        | 14.25 | 3720 | 1.5930          | 0.7644   |
| 0.0003        | 14.27 | 3725 | 1.5921          | 0.7644   |
| 0.0001        | 14.29 | 3730 | 1.5918          | 0.7644   |
| 0.0001        | 14.31 | 3735 | 1.5916          | 0.7644   |
| 0.0002        | 14.33 | 3740 | 1.5907          | 0.7644   |
| 0.0075        | 14.35 | 3745 | 1.5858          | 0.7644   |
| 0.0           | 14.37 | 3750 | 1.5811          | 0.7586   |
| 0.0033        | 14.39 | 3755 | 1.5730          | 0.7586   |
| 0.0814        | 14.41 | 3760 | 1.5698          | 0.7586   |
| 0.0001        | 14.43 | 3765 | 1.5691          | 0.7586   |
| 0.0002        | 14.44 | 3770 | 1.5679          | 0.7586   |
| 0.0002        | 14.46 | 3775 | 1.5678          | 0.7586   |
| 0.0001        | 14.48 | 3780 | 1.5681          | 0.7586   |
| 0.0001        | 14.5  | 3785 | 1.5676          | 0.7586   |
| 0.0058        | 14.52 | 3790 | 1.5640          | 0.7586   |
| 0.0002        | 14.54 | 3795 | 1.5616          | 0.7529   |
| 0.0001        | 14.56 | 3800 | 1.5598          | 0.7471   |
| 0.0001        | 14.58 | 3805 | 1.5595          | 0.7471   |
| 0.0001        | 14.6  | 3810 | 1.5584          | 0.7529   |
| 0.0001        | 14.62 | 3815 | 1.5580          | 0.7529   |
| 0.0001        | 14.64 | 3820 | 1.5573          | 0.7529   |
| 0.0001        | 14.66 | 3825 | 1.5569          | 0.7529   |
| 0.0001        | 14.67 | 3830 | 1.5564          | 0.7529   |
| 0.0001        | 14.69 | 3835 | 1.5567          | 0.7529   |
| 0.0001        | 14.71 | 3840 | 1.5568          | 0.7529   |
| 0.0205        | 14.73 | 3845 | 1.5572          | 0.7529   |
| 0.0           | 14.75 | 3850 | 1.5574          | 0.7529   |
| 0.0001        | 14.77 | 3855 | 1.5579          | 0.7529   |
| 0.0           | 14.79 | 3860 | 1.5574          | 0.7529   |
| 0.0002        | 14.81 | 3865 | 1.5573          | 0.7529   |
| 0.0001        | 14.83 | 3870 | 1.5574          | 0.7529   |
| 0.0           | 14.85 | 3875 | 1.5576          | 0.7529   |
| 0.0002        | 14.87 | 3880 | 1.5580          | 0.7529   |
| 0.0           | 14.89 | 3885 | 1.5582          | 0.7529   |
| 0.0001        | 14.9  | 3890 | 1.5581          | 0.7529   |
| 0.0001        | 14.92 | 3895 | 1.5581          | 0.7529   |
| 0.0001        | 14.94 | 3900 | 1.5582          | 0.7529   |
| 0.0           | 14.96 | 3905 | 1.5580          | 0.7529   |
| 0.0969        | 14.98 | 3910 | 1.5585          | 0.7529   |
| 0.0           | 15.0  | 3915 | 1.5588          | 0.7529   |


### Framework versions

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

{"license": "bsd-3-clause", "tags": ["generated_from_trainer"], "datasets": ["audiofolder"], "metrics": ["accuracy"], "base_model": "MIT/ast-finetuned-audioset-10-10-0.4593", "model-index": [{"name": "test_ast", "results": [{"task": {"type": "audio-classification", "name": "Audio Classification"}, "dataset": {"name": "audiofolder", "type": "audiofolder", "config": "default", "split": "train", "args": "default"}, "metrics": [{"type": "accuracy", "value": 0.7758620689655172, "name": "Accuracy"}]}]}]}
transformers pytorch audio-spectrogram-transformer audio-classification generated_from_trainer dataset:audiofolder base_model:MIT/ast-finetuned-audioset-10-10-0.4593 license:bsd-3-clause model-index endpoints_compatible region:us