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---

license: apache-2.0
base_model: microsoft/conditional-detr-resnet-50
tags:
- generated_from_trainer
model-index:
- name: queue_detection
  results: []
---


<!-- 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. -->

# queue_detection



This model is a fine-tuned version of [microsoft/conditional-detr-resnet-50](https://huggingface.co/microsoft/conditional-detr-resnet-50) on the None dataset.

It achieves the following results on the evaluation set:

- Loss: 0.1249

- Map: 0.9571

- Map 50: 0.9901

- Map 75: 0.9844

- Map Small: -1.0

- Map Medium: 0.3322

- Map Large: 0.9614

- Mar 1: 0.5052

- Mar 10: 0.9726

- Mar 100: 0.9733

- Mar Small: -1.0

- Mar Medium: 0.3654

- Mar Large: 0.9759

- Map Cashier: 0.9657

- Mar 100 Cashier: 0.9777

- Map Cx: 0.9486

- Mar 100 Cx: 0.969



## 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: 5e-05
- train_batch_size: 2
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: cosine
- num_epochs: 100

- mixed_precision_training: Native AMP



### Training results



| Training Loss | Epoch | Step  | Validation Loss | Map    | Map 50 | Map 75 | Map Small | Map Medium | Map Large | Mar 1  | Mar 10 | Mar 100 | Mar Small | Mar Medium | Mar Large | Map Cashier | Mar 100 Cashier | Map Cx | Mar 100 Cx |

|:-------------:|:-----:|:-----:|:---------------:|:------:|:------:|:------:|:---------:|:----------:|:---------:|:------:|:------:|:-------:|:---------:|:----------:|:---------:|:-----------:|:---------------:|:------:|:----------:|

| No log        | 1.0   | 218   | 1.6511          | 0.1028 | 0.2445 | 0.079  | -1.0      | 0.0        | 0.1036    | 0.105  | 0.4632 | 0.6421  | -1.0      | 0.0        | 0.6464    | 0.1151      | 0.6993          | 0.0905 | 0.5848     |

| No log        | 2.0   | 436   | 1.2010          | 0.3717 | 0.5667 | 0.4222 | -1.0      | 0.0003     | 0.3749    | 0.3095 | 0.6671 | 0.7472  | -1.0      | 0.0071     | 0.754     | 0.4302      | 0.8025          | 0.3132 | 0.6919     |

| 2.8665        | 3.0   | 654   | 0.9101          | 0.5265 | 0.7814 | 0.6068 | -1.0      | 0.0        | 0.5298    | 0.3399 | 0.7167 | 0.7588  | -1.0      | 0.0        | 0.7642    | 0.6719      | 0.8041          | 0.3811 | 0.7136     |

| 2.8665        | 4.0   | 872   | 0.7512          | 0.6528 | 0.9101 | 0.7828 | -1.0      | 0.0453     | 0.6571    | 0.3744 | 0.7556 | 0.78    | -1.0      | 0.0577     | 0.7856    | 0.7274      | 0.8003          | 0.5782 | 0.7597     |

| 0.8677        | 5.0   | 1090  | 0.7338          | 0.6431 | 0.9366 | 0.7893 | -1.0      | 0.0381     | 0.6472    | 0.3563 | 0.7437 | 0.7641  | -1.0      | 0.1773     | 0.7672    | 0.6835      | 0.7876          | 0.6026 | 0.7406     |

| 0.8677        | 6.0   | 1308  | 0.6059          | 0.7148 | 0.9548 | 0.8683 | 0.0       | 0.0207     | 0.7205    | 0.3998 | 0.783  | 0.7947  | 0.0       | 0.1038     | 0.8001    | 0.7552      | 0.8218          | 0.6744 | 0.7677     |

| 0.6584        | 7.0   | 1526  | 0.5631          | 0.7425 | 0.9666 | 0.8883 | -1.0      | 0.0418     | 0.7475    | 0.4104 | 0.809  | 0.8218  | -1.0      | 0.1227     | 0.8266    | 0.7871      | 0.8501          | 0.698  | 0.7935     |

| 0.6584        | 8.0   | 1744  | 0.5143          | 0.7573 | 0.9724 | 0.9071 | -1.0      | 0.084      | 0.7621    | 0.4178 | 0.8205 | 0.8286  | -1.0      | 0.1643     | 0.8332    | 0.782       | 0.8544          | 0.7326 | 0.8028     |

| 0.6584        | 9.0   | 1962  | 0.5286          | 0.7525 | 0.9715 | 0.9094 | -1.0      | 0.0377     | 0.7577    | 0.4114 | 0.8123 | 0.8209  | -1.0      | 0.0962     | 0.8261    | 0.809       | 0.8672          | 0.696  | 0.7747     |

| 0.5455        | 10.0  | 2180  | 0.4969          | 0.7716 | 0.9762 | 0.9247 | 0.0       | 0.0586     | 0.7759    | 0.4247 | 0.8186 | 0.8268  | 0.0       | 0.1444     | 0.8306    | 0.8082      | 0.8532          | 0.735  | 0.8005     |

| 0.5455        | 11.0  | 2398  | 0.4934          | 0.7701 | 0.97   | 0.9216 | 0.0       | 0.0231     | 0.779     | 0.4245 | 0.8256 | 0.8403  | 0.0       | 0.0676     | 0.8499    | 0.8059      | 0.8694          | 0.7343 | 0.8112     |

| 0.5034        | 12.0  | 2616  | 0.4560          | 0.7917 | 0.9764 | 0.9315 | 0.0       | 0.0278     | 0.7974    | 0.4331 | 0.8416 | 0.8521  | 0.0       | 0.1542     | 0.8568    | 0.8305      | 0.8874          | 0.753  | 0.8168     |

| 0.5034        | 13.0  | 2834  | 0.4293          | 0.8    | 0.9814 | 0.9299 | -1.0      | 0.0552     | 0.8042    | 0.4353 | 0.8556 | 0.8627  | -1.0      | 0.15       | 0.8664    | 0.85        | 0.8956          | 0.7499 | 0.8297     |

| 0.4705        | 14.0  | 3052  | 0.3860          | 0.8269 | 0.9848 | 0.9404 | -1.0      | 0.0996     | 0.8328    | 0.4497 | 0.8701 | 0.876   | -1.0      | 0.1969     | 0.881     | 0.8573      | 0.9017          | 0.7965 | 0.8502     |

| 0.4705        | 15.0  | 3270  | 0.4005          | 0.8193 | 0.9764 | 0.9476 | 0.0       | 0.0535     | 0.8277    | 0.4467 | 0.8643 | 0.8703  | 0.0       | 0.1806     | 0.8771    | 0.8521      | 0.9021          | 0.7864 | 0.8384     |

| 0.4705        | 16.0  | 3488  | 0.3911          | 0.813  | 0.9827 | 0.9434 | -1.0      | 0.1665     | 0.8177    | 0.4442 | 0.8633 | 0.8712  | -1.0      | 0.3929     | 0.875     | 0.8513      | 0.9011          | 0.7748 | 0.8413     |

| 0.4375        | 17.0  | 3706  | 0.3538          | 0.8352 | 0.9871 | 0.9687 | -1.0      | 0.1586     | 0.8391    | 0.4533 | 0.8801 | 0.8832  | -1.0      | 0.2423     | 0.8867    | 0.8697      | 0.9096          | 0.8006 | 0.8569     |

| 0.4375        | 18.0  | 3924  | 0.3740          | 0.8233 | 0.9867 | 0.9561 | -1.0      | 0.1498     | 0.827     | 0.4492 | 0.8731 | 0.8774  | -1.0      | 0.2333     | 0.8801    | 0.8532      | 0.9028          | 0.7935 | 0.852      |

| 0.4093        | 19.0  | 4142  | 0.3847          | 0.8151 | 0.9831 | 0.9572 | -1.0      | 0.2685     | 0.8213    | 0.4446 | 0.8628 | 0.8662  | -1.0      | 0.3286     | 0.8717    | 0.863       | 0.907           | 0.7672 | 0.8254     |

| 0.4093        | 20.0  | 4360  | 0.3744          | 0.8148 | 0.9869 | 0.9585 | -1.0      | 0.109      | 0.8196    | 0.4464 | 0.8659 | 0.8716  | -1.0      | 0.1458     | 0.8762    | 0.8403      | 0.8967          | 0.7894 | 0.8466     |

| 0.4047        | 21.0  | 4578  | 0.3521          | 0.8355 | 0.9879 | 0.9669 | -1.0      | 0.1021     | 0.8414    | 0.4537 | 0.8797 | 0.8847  | -1.0      | 0.1773     | 0.8887    | 0.8627      | 0.9097          | 0.8083 | 0.8597     |

| 0.4047        | 22.0  | 4796  | 0.3752          | 0.8357 | 0.9798 | 0.9508 | 0.0       | 0.1229     | 0.8447    | 0.4572 | 0.8752 | 0.8787  | 0.0       | 0.1676     | 0.8874    | 0.866       | 0.9047          | 0.8054 | 0.8527     |

| 0.3804        | 23.0  | 5014  | 0.3472          | 0.8435 | 0.9865 | 0.9601 | -1.0      | 0.1067     | 0.848     | 0.4574 | 0.8844 | 0.8893  | -1.0      | 0.2214     | 0.8934    | 0.8729      | 0.9158          | 0.8142 | 0.8627     |

| 0.3804        | 24.0  | 5232  | 0.3095          | 0.8554 | 0.9881 | 0.9711 | -1.0      | 0.0987     | 0.8604    | 0.4696 | 0.8963 | 0.9001  | -1.0      | 0.1727     | 0.9042    | 0.8888      | 0.9297          | 0.8221 | 0.8706     |

| 0.3804        | 25.0  | 5450  | 0.3470          | 0.8389 | 0.9882 | 0.9602 | -1.0      | 0.1231     | 0.843     | 0.4527 | 0.8786 | 0.881   | -1.0      | 0.175      | 0.8858    | 0.8827      | 0.9194          | 0.7952 | 0.8426     |

| 0.3534        | 26.0  | 5668  | 0.3446          | 0.8281 | 0.9889 | 0.9618 | 0.0       | 0.1064     | 0.8336    | 0.4528 | 0.8751 | 0.8784  | 0.0       | 0.22       | 0.8828    | 0.8574      | 0.9055          | 0.7988 | 0.8512     |

| 0.3534        | 27.0  | 5886  | 0.3234          | 0.844  | 0.9881 | 0.9593 | -1.0      | 0.1256     | 0.8493    | 0.4591 | 0.8856 | 0.8881  | -1.0      | 0.18       | 0.8933    | 0.8751      | 0.9161          | 0.8129 | 0.8601     |

| 0.3461        | 28.0  | 6104  | 0.2976          | 0.862  | 0.9881 | 0.9588 | -1.0      | 0.1683     | 0.8664    | 0.47   | 0.8979 | 0.9015  | -1.0      | 0.2083     | 0.9054    | 0.8989      | 0.9344          | 0.825  | 0.8685     |

| 0.3461        | 29.0  | 6322  | 0.2960          | 0.8607 | 0.9891 | 0.9744 | -1.0      | 0.1628     | 0.8649    | 0.4662 | 0.9    | 0.9031  | -1.0      | 0.26       | 0.9058    | 0.891       | 0.9311          | 0.8304 | 0.875      |

| 0.344         | 30.0  | 6540  | 0.3070          | 0.8599 | 0.9881 | 0.9694 | -1.0      | 0.1578     | 0.8648    | 0.4628 | 0.8975 | 0.8992  | -1.0      | 0.2        | 0.9035    | 0.8877      | 0.9233          | 0.832  | 0.8751     |

| 0.344         | 31.0  | 6758  | 0.3176          | 0.852  | 0.9864 | 0.97   | 0.0       | 0.0895     | 0.859     | 0.462  | 0.8915 | 0.8934  | 0.0       | 0.1538     | 0.8996    | 0.8791      | 0.9194          | 0.8249 | 0.8675     |

| 0.344         | 32.0  | 6976  | 0.3198          | 0.8478 | 0.9881 | 0.963  | -1.0      | 0.1354     | 0.8527    | 0.4637 | 0.8891 | 0.8919  | -1.0      | 0.2143     | 0.8967    | 0.8859      | 0.925           | 0.8097 | 0.8588     |

| 0.3308        | 33.0  | 7194  | 0.3002          | 0.8564 | 0.989  | 0.9708 | -1.0      | 0.1237     | 0.8609    | 0.463  | 0.8954 | 0.8969  | -1.0      | 0.1636     | 0.9011    | 0.8887      | 0.9251          | 0.8241 | 0.8688     |

| 0.3308        | 34.0  | 7412  | 0.2953          | 0.8659 | 0.9891 | 0.9737 | -1.0      | 0.1593     | 0.8716    | 0.471  | 0.9014 | 0.9033  | -1.0      | 0.2393     | 0.9073    | 0.8934      | 0.9261          | 0.8385 | 0.8805     |

| 0.321         | 35.0  | 7630  | 0.2858          | 0.8733 | 0.9873 | 0.9703 | -1.0      | 0.1392     | 0.8801    | 0.4696 | 0.9071 | 0.9098  | -1.0      | 0.1861     | 0.916     | 0.8998      | 0.9346          | 0.8468 | 0.8849     |

| 0.321         | 36.0  | 7848  | 0.2604          | 0.8845 | 0.9889 | 0.9716 | -1.0      | 0.1392     | 0.8895    | 0.4769 | 0.9175 | 0.9195  | -1.0      | 0.1818     | 0.9237    | 0.9109      | 0.9427          | 0.858  | 0.8963     |

| 0.3074        | 37.0  | 8066  | 0.3035          | 0.8609 | 0.987  | 0.9704 | 0.0       | 0.096      | 0.8695    | 0.4672 | 0.8995 | 0.9005  | 0.0       | 0.1733     | 0.9077    | 0.8853      | 0.9234          | 0.8365 | 0.8777     |

| 0.3074        | 38.0  | 8284  | 0.2746          | 0.8641 | 0.9894 | 0.977  | -1.0      | 0.0994     | 0.8686    | 0.4711 | 0.9035 | 0.9053  | -1.0      | 0.2167     | 0.9083    | 0.8866      | 0.9246          | 0.8416 | 0.886      |

| 0.2989        | 39.0  | 8502  | 0.2851          | 0.864  | 0.9894 | 0.9684 | -1.0      | 0.1414     | 0.8703    | 0.4702 | 0.9033 | 0.904   | -1.0      | 0.24       | 0.9083    | 0.8873      | 0.9265          | 0.8407 | 0.8815     |

| 0.2989        | 40.0  | 8720  | 0.2456          | 0.8843 | 0.9896 | 0.9771 | -1.0      | 0.1205     | 0.8897    | 0.4798 | 0.9172 | 0.9178  | -1.0      | 0.2062     | 0.923     | 0.9189      | 0.946           | 0.8496 | 0.8895     |

| 0.2989        | 41.0  | 8938  | 0.2567          | 0.8777 | 0.9897 | 0.9742 | -1.0      | 0.162      | 0.8843    | 0.4771 | 0.9134 | 0.9136  | -1.0      | 0.2094     | 0.9188    | 0.8967      | 0.9335          | 0.8586 | 0.8936     |

| 0.2782        | 42.0  | 9156  | 0.2444          | 0.8858 | 0.9897 | 0.9779 | -1.0      | 0.2728     | 0.8918    | 0.4768 | 0.9187 | 0.9189  | -1.0      | 0.3885     | 0.923     | 0.9172      | 0.9496          | 0.8544 | 0.8882     |

| 0.2782        | 43.0  | 9374  | 0.2389          | 0.8879 | 0.9899 | 0.9793 | -1.0      | 0.1582     | 0.8934    | 0.4798 | 0.9199 | 0.9204  | -1.0      | 0.2        | 0.9249    | 0.9142      | 0.9448          | 0.8617 | 0.896      |

| 0.2694        | 44.0  | 9592  | 0.2401          | 0.8962 | 0.9896 | 0.9783 | -1.0      | 0.1936     | 0.9007    | 0.481  | 0.9255 | 0.9263  | -1.0      | 0.2227     | 0.93      | 0.9183      | 0.9471          | 0.8742 | 0.9055     |

| 0.2694        | 45.0  | 9810  | 0.2550          | 0.8906 | 0.9895 | 0.9801 | 0.0       | 0.224      | 0.8969    | 0.4784 | 0.9219 | 0.923   | 0.0       | 0.2625     | 0.9284    | 0.9153      | 0.9463          | 0.8659 | 0.8996     |

| 0.2592        | 46.0  | 10028 | 0.2364          | 0.8963 | 0.9893 | 0.9776 | 0.0       | 0.1886     | 0.9016    | 0.4845 | 0.9282 | 0.9291  | 0.0       | 0.2615     | 0.9333    | 0.9224      | 0.9512          | 0.8703 | 0.9069     |

| 0.2592        | 47.0  | 10246 | 0.2435          | 0.8838 | 0.9871 | 0.9719 | 0.0       | 0.215      | 0.889     | 0.4792 | 0.92   | 0.921   | 0.0       | 0.2833     | 0.9246    | 0.9062      | 0.939           | 0.8614 | 0.903      |

| 0.2592        | 48.0  | 10464 | 0.2241          | 0.9014 | 0.9899 | 0.9836 | -1.0      | 0.2242     | 0.9065    | 0.4842 | 0.9326 | 0.9333  | -1.0      | 0.25       | 0.9366    | 0.9184      | 0.9493          | 0.8844 | 0.9172     |

| 0.25          | 49.0  | 10682 | 0.2348          | 0.8975 | 0.9899 | 0.9773 | 0.0       | 0.3675     | 0.9037    | 0.483  | 0.9308 | 0.931   | 0.0       | 0.39       | 0.9369    | 0.9166      | 0.9463          | 0.8784 | 0.9156     |

| 0.25          | 50.0  | 10900 | 0.2374          | 0.895  | 0.9896 | 0.9734 | -1.0      | 0.2121     | 0.8994    | 0.4789 | 0.9266 | 0.9274  | -1.0      | 0.3        | 0.9325    | 0.9135      | 0.943           | 0.8765 | 0.9118     |

| 0.2505        | 51.0  | 11118 | 0.1953          | 0.9169 | 0.99   | 0.9895 | -1.0      | 0.2485     | 0.9218    | 0.4934 | 0.9467 | 0.9472  | -1.0      | 0.2833     | 0.9498    | 0.9326      | 0.9596          | 0.9012 | 0.9348     |

| 0.2505        | 52.0  | 11336 | 0.2362          | 0.9006 | 0.99   | 0.9787 | -1.0      | 0.2266     | 0.9066    | 0.4818 | 0.9303 | 0.931   | -1.0      | 0.3423     | 0.9359    | 0.9319      | 0.9552          | 0.8694 | 0.9069     |

| 0.2291        | 53.0  | 11554 | 0.2253          | 0.9052 | 0.9891 | 0.9735 | -1.0      | 0.1798     | 0.9126    | 0.4885 | 0.9326 | 0.9339  | -1.0      | 0.2225     | 0.9403    | 0.9298      | 0.9528          | 0.8807 | 0.9151     |

| 0.2291        | 54.0  | 11772 | 0.2214          | 0.9093 | 0.9898 | 0.9822 | -1.0      | 0.2074     | 0.9132    | 0.4883 | 0.9365 | 0.9372  | -1.0      | 0.2192     | 0.9416    | 0.9322      | 0.9572          | 0.8864 | 0.9172     |

| 0.2291        | 55.0  | 11990 | 0.2088          | 0.9133 | 0.99   | 0.9848 | -1.0      | 0.2959     | 0.918     | 0.4882 | 0.9416 | 0.9417  | -1.0      | 0.3333     | 0.9437    | 0.934       | 0.9586          | 0.8926 | 0.9247     |

| 0.2323        | 56.0  | 12208 | 0.2029          | 0.9127 | 0.9897 | 0.9789 | 0.0       | 0.1756     | 0.9168    | 0.4915 | 0.9394 | 0.9406  | 0.0       | 0.24       | 0.9455    | 0.9382      | 0.961           | 0.8872 | 0.9201     |

| 0.2323        | 57.0  | 12426 | 0.2137          | 0.9074 | 0.99   | 0.9849 | -1.0      | 0.2304     | 0.9101    | 0.488  | 0.9359 | 0.9362  | -1.0      | 0.25       | 0.9401    | 0.9335      | 0.9573          | 0.8813 | 0.9151     |

| 0.2114        | 58.0  | 12644 | 0.1903          | 0.9231 | 0.9899 | 0.9841 | -1.0      | 0.1404     | 0.9299    | 0.4932 | 0.9463 | 0.9466  | -1.0      | 0.2077     | 0.9513    | 0.947       | 0.9664          | 0.8992 | 0.9269     |

| 0.2114        | 59.0  | 12862 | 0.1921          | 0.9211 | 0.99   | 0.9841 | 0.0       | 0.2628     | 0.9254    | 0.4942 | 0.9439 | 0.945   | 0.0       | 0.305      | 0.9487    | 0.9453      | 0.9645          | 0.8969 | 0.9255     |

| 0.2076        | 60.0  | 13080 | 0.1737          | 0.9335 | 0.99   | 0.984  | -1.0      | 0.2575     | 0.9382    | 0.4982 | 0.9559 | 0.9563  | -1.0      | 0.3        | 0.959     | 0.9592      | 0.975           | 0.9078 | 0.9376     |

| 0.2076        | 61.0  | 13298 | 0.1795          | 0.9272 | 0.99   | 0.9807 | -1.0      | 0.2635     | 0.9305    | 0.4958 | 0.9502 | 0.9513  | -1.0      | 0.31       | 0.9548    | 0.9488      | 0.9661          | 0.9057 | 0.9365     |

| 0.2086        | 62.0  | 13516 | 0.1887          | 0.9266 | 0.9901 | 0.9847 | 0.0       | 0.2762     | 0.9321    | 0.493  | 0.95   | 0.9507  | 0.0       | 0.3083     | 0.9547    | 0.9502      | 0.969           | 0.9029 | 0.9323     |

| 0.2086        | 63.0  | 13734 | 0.1734          | 0.9348 | 0.9901 | 0.9859 | -1.0      | 0.2761     | 0.9397    | 0.4978 | 0.9581 | 0.9588  | -1.0      | 0.315      | 0.9613    | 0.9517      | 0.9718          | 0.9178 | 0.9458     |

| 0.2086        | 64.0  | 13952 | 0.1788          | 0.9374 | 0.9899 | 0.9843 | 0.0       | 0.2255     | 0.9417    | 0.4992 | 0.9589 | 0.9592  | 0.0       | 0.2417     | 0.9643    | 0.9573      | 0.9759          | 0.9174 | 0.9424     |

| 0.1951        | 65.0  | 14170 | 0.1665          | 0.9374 | 0.99   | 0.985  | -1.0      | 0.2792     | 0.9424    | 0.4987 | 0.9602 | 0.9607  | -1.0      | 0.2909     | 0.9638    | 0.9537      | 0.9734          | 0.9212 | 0.948      |

| 0.1951        | 66.0  | 14388 | 0.1813          | 0.933  | 0.99   | 0.9834 | 0.0       | 0.2715     | 0.9369    | 0.4979 | 0.9549 | 0.9558  | 0.0       | 0.2944     | 0.9601    | 0.9521      | 0.9727          | 0.9138 | 0.9388     |

| 0.1904        | 67.0  | 14606 | 0.1797          | 0.9347 | 0.9894 | 0.9798 | 0.0       | 0.2227     | 0.9389    | 0.4961 | 0.9534 | 0.9547  | 0.0       | 0.2346     | 0.9602    | 0.9585      | 0.9737          | 0.9109 | 0.9357     |

| 0.1904        | 68.0  | 14824 | 0.1792          | 0.9321 | 0.9897 | 0.984  | 0.0       | 0.2146     | 0.9378    | 0.4954 | 0.9523 | 0.9532  | 0.0       | 0.2633     | 0.9582    | 0.9523      | 0.9697          | 0.9119 | 0.9368     |

| 0.186         | 69.0  | 15042 | 0.1472          | 0.9461 | 0.9901 | 0.9843 | -1.0      | 0.2637     | 0.9524    | 0.5018 | 0.9665 | 0.9673  | -1.0      | 0.3143     | 0.9708    | 0.9595      | 0.9774          | 0.9327 | 0.9573     |

| 0.186         | 70.0  | 15260 | 0.1736          | 0.931  | 0.9899 | 0.9842 | -1.0      | 0.269      | 0.9352    | 0.4961 | 0.9538 | 0.9543  | -1.0      | 0.2821     | 0.9581    | 0.9443      | 0.9654          | 0.9178 | 0.9432     |

| 0.186         | 71.0  | 15478 | 0.1550          | 0.9481 | 0.99   | 0.9835 | -1.0      | 0.2275     | 0.9532    | 0.5019 | 0.9671 | 0.9678  | -1.0      | 0.3321     | 0.9723    | 0.9601      | 0.9771          | 0.9361 | 0.9584     |

| 0.178         | 72.0  | 15696 | 0.1609          | 0.9455 | 0.99   | 0.9849 | -1.0      | 0.2252     | 0.951     | 0.5004 | 0.9642 | 0.9652  | -1.0      | 0.2731     | 0.969     | 0.9614      | 0.9768          | 0.9296 | 0.9535     |

| 0.178         | 73.0  | 15914 | 0.1482          | 0.9416 | 0.9901 | 0.9843 | 0.0       | 0.2421     | 0.947     | 0.5025 | 0.9627 | 0.9639  | 0.0       | 0.2967     | 0.9684    | 0.9554      | 0.9751          | 0.9278 | 0.9527     |

| 0.1822        | 74.0  | 16132 | 0.1403          | 0.9471 | 0.995  | 0.9832 | -1.0      | 0.6037     | 0.9486    | 0.5016 | 0.9665 | 0.9675  | -1.0      | 0.7182     | 0.969     | 0.9657      | 0.9787          | 0.9285 | 0.9562     |

| 0.1822        | 75.0  | 16350 | 0.1673          | 0.9424 | 0.9901 | 0.9845 | -1.0      | 0.2102     | 0.9452    | 0.4995 | 0.9619 | 0.9628  | -1.0      | 0.3667     | 0.9656    | 0.9615      | 0.976           | 0.9232 | 0.9496     |

| 0.1707        | 76.0  | 16568 | 0.1508          | 0.9457 | 0.9885 | 0.9816 | -1.0      | 0.1736     | 0.9543    | 0.5016 | 0.9636 | 0.9641  | -1.0      | 0.1971     | 0.9705    | 0.9577      | 0.9745          | 0.9338 | 0.9538     |

| 0.1707        | 77.0  | 16786 | 0.1395          | 0.9501 | 0.9898 | 0.9839 | -1.0      | 0.1955     | 0.9581    | 0.5034 | 0.9681 | 0.9687  | -1.0      | 0.2324     | 0.9745    | 0.9667      | 0.9809          | 0.9334 | 0.9566     |

| 0.1655        | 78.0  | 17004 | 0.1451          | 0.9502 | 0.99   | 0.9887 | 0.0       | 0.3398     | 0.9525    | 0.5042 | 0.97   | 0.9702  | 0.0       | 0.3667     | 0.9726    | 0.9611      | 0.9771          | 0.9393 | 0.9632     |

| 0.1655        | 79.0  | 17222 | 0.1654          | 0.9385 | 0.9949 | 0.9889 | -1.0      | 0.5696     | 0.9406    | 0.4997 | 0.9592 | 0.9599  | -1.0      | 0.6625     | 0.9627    | 0.9582      | 0.9724          | 0.9188 | 0.9474     |

| 0.1655        | 80.0  | 17440 | 0.1388          | 0.9536 | 0.99   | 0.9844 | -1.0      | 0.2026     | 0.9602    | 0.5051 | 0.9689 | 0.9694  | -1.0      | 0.2536     | 0.9739    | 0.9647      | 0.979           | 0.9425 | 0.9599     |

| 0.164         | 81.0  | 17658 | 0.1296          | 0.957  | 0.9901 | 0.9894 | -1.0      | 0.2818     | 0.9625    | 0.505  | 0.9723 | 0.9729  | -1.0      | 0.3042     | 0.9767    | 0.9681      | 0.9801          | 0.946  | 0.9657     |

| 0.164         | 82.0  | 17876 | 0.1309          | 0.9519 | 0.9901 | 0.9847 | -1.0      | 0.2714     | 0.9584    | 0.5047 | 0.9707 | 0.9709  | -1.0      | 0.3        | 0.9746    | 0.9635      | 0.9791          | 0.9403 | 0.9627     |

| 0.1556        | 83.0  | 18094 | 0.1295          | 0.9564 | 0.9901 | 0.9839 | -1.0      | 0.2769     | 0.9594    | 0.505  | 0.9729 | 0.9731  | -1.0      | 0.2833     | 0.9767    | 0.9644      | 0.981           | 0.9483 | 0.9653     |

| 0.1556        | 84.0  | 18312 | 0.1259          | 0.9572 | 0.9899 | 0.9846 | 0.0       | 0.2512     | 0.963     | 0.5059 | 0.973  | 0.9736  | 0.0       | 0.2786     | 0.9783    | 0.9671      | 0.9812          | 0.9473 | 0.966      |

| 0.1436        | 85.0  | 18530 | 0.1465          | 0.9517 | 0.99   | 0.9842 | -1.0      | 0.2796     | 0.9544    | 0.5025 | 0.9679 | 0.9685  | -1.0      | 0.3        | 0.972     | 0.9611      | 0.9762          | 0.9423 | 0.9608     |

| 0.1436        | 86.0  | 18748 | 0.1230          | 0.9577 | 0.9899 | 0.9847 | -1.0      | 0.3562     | 0.9618    | 0.5064 | 0.9733 | 0.9735  | -1.0      | 0.3773     | 0.9755    | 0.9689      | 0.9826          | 0.9465 | 0.9644     |

| 0.1436        | 87.0  | 18966 | 0.1319          | 0.9608 | 0.99   | 0.9823 | 0.0       | 0.3379     | 0.967     | 0.506  | 0.9741 | 0.9752  | 0.0       | 0.38       | 0.9805    | 0.9695      | 0.9814          | 0.952  | 0.969      |

| 0.1514        | 88.0  | 19184 | 0.1253          | 0.9554 | 0.9901 | 0.985  | 0.0       | 0.262      | 0.9628    | 0.5063 | 0.9725 | 0.9727  | 0.0       | 0.3231     | 0.9765    | 0.9624      | 0.9782          | 0.9484 | 0.9673     |

| 0.1514        | 89.0  | 19402 | 0.1261          | 0.9561 | 0.9901 | 0.985  | -1.0      | 0.2761     | 0.9602    | 0.5057 | 0.9719 | 0.9722  | -1.0      | 0.3125     | 0.9753    | 0.9658      | 0.9791          | 0.9464 | 0.9653     |

| 0.1481        | 90.0  | 19620 | 0.1187          | 0.9579 | 0.9901 | 0.9901 | -1.0      | 0.5624     | 0.9604    | 0.5069 | 0.9752 | 0.9754  | -1.0      | 0.5875     | 0.9769    | 0.9669      | 0.9809          | 0.9489 | 0.9699     |

| 0.1481        | 91.0  | 19838 | 0.1352          | 0.9513 | 0.9901 | 0.9836 | 0.0       | 0.3876     | 0.9532    | 0.5016 | 0.97   | 0.9704  | 0.0       | 0.515      | 0.9733    | 0.9618      | 0.9774          | 0.9408 | 0.9634     |

| 0.1443        | 92.0  | 20056 | 0.1253          | 0.9586 | 0.9901 | 0.9846 | -1.0      | 0.2831     | 0.9643    | 0.5055 | 0.9749 | 0.9753  | -1.0      | 0.3292     | 0.9782    | 0.9679      | 0.9818          | 0.9494 | 0.9688     |

| 0.1443        | 93.0  | 20274 | 0.1259          | 0.9598 | 0.99   | 0.9845 | -1.0      | 0.3228     | 0.9639    | 0.5055 | 0.9736 | 0.9745  | -1.0      | 0.3636     | 0.9768    | 0.9707      | 0.9823          | 0.9489 | 0.9667     |

| 0.1443        | 94.0  | 20492 | 0.1257          | 0.9639 | 0.99   | 0.985  | -1.0      | 0.3265     | 0.9672    | 0.5055 | 0.9766 | 0.9769  | -1.0      | 0.3625     | 0.9793    | 0.972       | 0.9831          | 0.9557 | 0.9707     |

| 0.1447        | 95.0  | 20710 | 0.1168          | 0.9606 | 0.9901 | 0.9842 | 0.0       | 0.2617     | 0.9662    | 0.5064 | 0.9759 | 0.9762  | 0.0       | 0.3        | 0.9801    | 0.9706      | 0.9836          | 0.9506 | 0.9688     |

| 0.1447        | 96.0  | 20928 | 0.1196          | 0.9625 | 0.99   | 0.9847 | 0.0       | 0.3062     | 0.9677    | 0.5078 | 0.9769 | 0.9776  | 0.0       | 0.3273     | 0.9809    | 0.9711      | 0.9844          | 0.9538 | 0.9707     |

| 0.1478        | 97.0  | 21146 | 0.1220          | 0.9558 | 0.9901 | 0.9843 | -1.0      | 0.2922     | 0.9596    | 0.5057 | 0.9729 | 0.9735  | -1.0      | 0.3071     | 0.9771    | 0.9661      | 0.981           | 0.9455 | 0.966      |

| 0.1478        | 98.0  | 21364 | 0.1339          | 0.9503 | 0.9872 | 0.9788 | 0.0       | 0.2824     | 0.9558    | 0.5034 | 0.9663 | 0.9672  | 0.0       | 0.375      | 0.9717    | 0.9655      | 0.9778          | 0.9351 | 0.9565     |

| 0.1421        | 99.0  | 21582 | 0.1183          | 0.9625 | 0.9901 | 0.9845 | -1.0      | 0.304      | 0.9682    | 0.509  | 0.9765 | 0.9771  | -1.0      | 0.3875     | 0.9807    | 0.9736      | 0.9847          | 0.9514 | 0.9695     |

| 0.1421        | 100.0 | 21800 | 0.1249          | 0.9571 | 0.9901 | 0.9844 | -1.0      | 0.3322     | 0.9614    | 0.5052 | 0.9726 | 0.9733  | -1.0      | 0.3654     | 0.9759    | 0.9657      | 0.9777          | 0.9486 | 0.969      |





### Framework versions



- Transformers 4.42.3

- Pytorch 2.3.1+cu121

- Datasets 2.20.0

- Tokenizers 0.19.1