README.md

metadata

license: apache-2.0
base_model: google/vit-base-patch16-224-in21k
tags:
  - image-classification
  - generated_from_trainer
datasets:
  - imagefolder
metrics:
  - accuracy
model-index:
  - name: Action_Classification
    results:
      - task:
          name: Image Classification
          type: image-classification
        dataset:
          name: agent_action_class
          type: imagefolder
          config: default
          split: train
          args: default
        metrics:
          - name: Accuracy
            type: accuracy
            value: 0.7628571428571429

Action_Classification

This model is a fine-tuned version of google/vit-base-patch16-224-in21k on the agent_action_class dataset. It achieves the following results on the evaluation set:

• Loss: 0.8482
• Accuracy: 0.7629
• Confusion Matrix: [[45, 5, 20, 4, 2, 6, 4, 8, 3, 3], [5, 154, 4, 2, 1, 2, 6, 1, 17, 1], [0, 0, 51, 1, 2, 8, 1, 0, 0, 2], [1, 0, 8, 26, 8, 5, 0, 0, 1, 3], [0, 1, 0, 0, 89, 3, 0, 0, 0, 0], [0, 1, 11, 3, 1, 55, 0, 1, 0, 0], [0, 1, 1, 0, 3, 3, 51, 0, 0, 0], [0, 0, 10, 1, 0, 4, 0, 68, 0, 0], [0, 26, 5, 0, 1, 3, 16, 1, 127, 1], [3, 0, 2, 9, 2, 1, 0, 1, 0, 135]]

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: 32
• eval_batch_size: 16
• 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	Confusion Matrix
0.3922	0.32	100	1.0781	0.6933	[[66, 1, 9, 6, 1, 5, 1, 3, 7, 1], [41, 96, 0, 0, 8, 0, 2, 1, 45, 0], [2, 0, 46, 1, 1, 7, 4, 0, 1, 3], [9, 1, 4, 19, 5, 3, 2, 1, 4, 4], [0, 2, 0, 3, 84, 2, 1, 0, 0, 1], [4, 1, 3, 2, 0, 55, 3, 1, 3, 0], [0, 0, 1, 0, 0, 1, 54, 0, 3, 0], [5, 1, 4, 1, 0, 1, 0, 70, 1, 0], [5, 12, 0, 1, 1, 0, 14, 0, 147, 0], [9, 0, 1, 38, 3, 1, 4, 4, 2, 91]]
0.439	0.64	200	0.8592	0.7562	[[73, 3, 6, 4, 0, 3, 2, 3, 3, 3], [30, 121, 1, 0, 1, 0, 8, 0, 32, 0], [1, 0, 47, 1, 1, 9, 1, 0, 1, 4], [7, 0, 5, 28, 5, 1, 0, 1, 2, 3], [0, 2, 0, 1, 88, 0, 1, 0, 0, 1], [4, 1, 5, 3, 2, 51, 0, 1, 2, 3], [0, 1, 1, 0, 0, 0, 56, 0, 1, 0], [4, 2, 1, 0, 0, 0, 1, 74, 1, 0], [4, 28, 0, 1, 0, 0, 19, 2, 125, 1], [3, 0, 1, 15, 1, 0, 1, 1, 0, 131]]
0.4664	0.96	300	0.8482	0.7629	[[45, 5, 20, 4, 2, 6, 4, 8, 3, 3], [5, 154, 4, 2, 1, 2, 6, 1, 17, 1], [0, 0, 51, 1, 2, 8, 1, 0, 0, 2], [1, 0, 8, 26, 8, 5, 0, 0, 1, 3], [0, 1, 0, 0, 89, 3, 0, 0, 0, 0], [0, 1, 11, 3, 1, 55, 0, 1, 0, 0], [0, 1, 1, 0, 3, 3, 51, 0, 0, 0], [0, 0, 10, 1, 0, 4, 0, 68, 0, 0], [0, 26, 5, 0, 1, 3, 16, 1, 127, 1], [3, 0, 2, 9, 2, 1, 0, 1, 0, 135]]
0.2929	1.27	400	1.1281	0.6790	[[65, 3, 9, 7, 1, 1, 2, 2, 10, 0], [38, 113, 1, 0, 1, 0, 5, 0, 35, 0], [3, 0, 54, 4, 1, 1, 2, 0, 0, 0], [8, 2, 5, 31, 5, 0, 0, 0, 1, 0], [0, 2, 6, 3, 80, 0, 1, 1, 0, 0], [6, 2, 16, 8, 1, 34, 1, 1, 3, 0], [1, 2, 1, 0, 0, 0, 55, 0, 0, 0], [6, 2, 6, 2, 0, 0, 0, 66, 1, 0], [3, 24, 2, 2, 0, 0, 14, 0, 135, 0], [9, 2, 4, 56, 1, 0, 1, 0, 0, 80]]
0.4188	1.59	500	1.1851	0.6657	[[61, 2, 11, 6, 3, 5, 2, 5, 4, 1], [53, 85, 5, 0, 8, 5, 3, 6, 28, 0], [0, 0, 51, 2, 2, 5, 1, 3, 0, 1], [2, 1, 4, 34, 8, 0, 0, 2, 1, 0], [0, 1, 0, 1, 89, 0, 1, 0, 1, 0], [1, 0, 7, 4, 5, 48, 1, 5, 1, 0], [0, 1, 1, 0, 3, 0, 54, 0, 0, 0], [5, 1, 1, 1, 0, 3, 0, 72, 0, 0], [11, 18, 0, 0, 2, 2, 17, 8, 122, 0], [1, 1, 2, 42, 8, 1, 10, 4, 1, 83]]
0.3668	1.91	600	0.8554	0.7467	[[53, 11, 11, 5, 0, 3, 1, 4, 10, 2], [3, 145, 5, 0, 1, 1, 4, 5, 29, 0], [0, 0, 53, 1, 1, 5, 2, 1, 1, 1], [4, 0, 9, 29, 5, 2, 0, 0, 1, 2], [0, 1, 4, 3, 84, 0, 0, 0, 1, 0], [2, 2, 12, 3, 1, 45, 0, 3, 3, 1], [0, 1, 2, 1, 1, 0, 52, 0, 2, 0], [1, 2, 5, 1, 0, 1, 0, 73, 0, 0], [4, 29, 2, 0, 0, 0, 7, 3, 135, 0], [1, 0, 11, 19, 1, 5, 0, 1, 0, 115]]
0.342	2.23	700	1.0291	0.7048	[[58, 5, 4, 4, 1, 8, 1, 9, 7, 3], [36, 111, 0, 2, 1, 4, 1, 4, 34, 0], [3, 2, 45, 5, 1, 6, 1, 1, 0, 1], [6, 0, 5, 35, 2, 0, 0, 0, 1, 3], [1, 1, 2, 6, 77, 3, 1, 0, 2, 0], [4, 0, 10, 8, 1, 39, 0, 7, 2, 1], [1, 2, 1, 0, 2, 0, 50, 0, 3, 0], [1, 0, 4, 1, 0, 0, 0, 77, 0, 0], [4, 29, 0, 0, 0, 0, 5, 2, 140, 0], [5, 0, 5, 27, 0, 0, 1, 7, 0, 108]]
0.2984	2.55	800	1.2207	0.6962	[[55, 3, 11, 2, 0, 1, 2, 11, 10, 5], [44, 71, 1, 0, 1, 0, 4, 5, 66, 1], [0, 0, 49, 3, 2, 3, 3, 2, 1, 2], [4, 0, 5, 26, 7, 0, 2, 0, 1, 7], [0, 1, 0, 0, 86, 0, 3, 0, 3, 0], [5, 2, 12, 4, 2, 39, 1, 3, 1, 3], [0, 0, 1, 0, 1, 0, 57, 0, 0, 0], [0, 0, 5, 0, 0, 0, 0, 78, 0, 0], [5, 15, 3, 0, 1, 0, 9, 4, 143, 0], [0, 0, 1, 17, 1, 0, 3, 3, 1, 127]]
0.3542	2.87	900	1.1835	0.6657	[[66, 2, 6, 8, 0, 4, 4, 4, 5, 1], [38, 78, 2, 0, 3, 1, 23, 4, 43, 1], [2, 0, 50, 7, 0, 5, 1, 0, 0, 0], [2, 0, 2, 45, 3, 0, 0, 0, 0, 0], [0, 1, 3, 6, 76, 3, 4, 0, 0, 0], [3, 1, 10, 8, 1, 47, 0, 0, 1, 1], [0, 0, 2, 0, 1, 0, 56, 0, 0, 0], [2, 0, 11, 5, 0, 2, 4, 59, 0, 0], [4, 24, 2, 1, 1, 1, 23, 0, 124, 0], [5, 0, 1, 42, 3, 0, 3, 1, 0, 98]]
0.2749	3.18	1000	0.9242	0.7286	[[54, 12, 5, 2, 3, 1, 7, 1, 12, 3], [13, 155, 0, 0, 3, 1, 2, 1, 18, 0], [2, 0, 53, 1, 4, 1, 3, 0, 0, 1], [5, 1, 7, 21, 8, 0, 0, 0, 1, 9], [0, 2, 0, 1, 89, 0, 0, 1, 0, 0], [2, 4, 16, 1, 6, 34, 3, 1, 4, 1], [0, 2, 1, 0, 2, 0, 54, 0, 0, 0], [1, 3, 6, 1, 0, 0, 0, 70, 2, 0], [4, 45, 0, 1, 2, 0, 13, 0, 115, 0], [2, 1, 6, 19, 4, 0, 0, 1, 0, 120]]
0.2695	3.5	1100	0.9828	0.7314	[[58, 8, 9, 3, 0, 3, 2, 5, 10, 2], [29, 130, 2, 0, 0, 3, 1, 4, 24, 0], [1, 0, 49, 3, 1, 6, 2, 0, 0, 3], [6, 1, 5, 26, 6, 1, 0, 1, 1, 5], [0, 1, 2, 4, 79, 1, 1, 1, 4, 0], [2, 2, 12, 4, 1, 48, 1, 0, 1, 1], [0, 0, 1, 0, 1, 0, 57, 0, 0, 0], [2, 2, 4, 1, 0, 2, 2, 67, 3, 0], [1, 32, 0, 1, 0, 4, 12, 2, 125, 3], [3, 1, 2, 10, 1, 5, 2, 0, 0, 129]]
0.2343	3.82	1200	1.0871	0.7295	[[58, 2, 10, 5, 1, 1, 7, 4, 10, 2], [21, 115, 0, 0, 4, 0, 12, 3, 38, 0], [1, 0, 53, 2, 2, 3, 0, 1, 1, 2], [2, 2, 9, 22, 9, 0, 1, 0, 1, 6], [0, 2, 1, 1, 88, 0, 0, 0, 1, 0], [2, 1, 10, 4, 2, 48, 1, 2, 2, 0], [0, 0, 1, 0, 2, 0, 56, 0, 0, 0], [2, 1, 7, 0, 0, 0, 0, 72, 1, 0], [4, 22, 0, 1, 0, 0, 14, 0, 139, 0], [7, 0, 4, 20, 1, 3, 1, 2, 0, 115]]
0.2714	4.14	1300	1.0720	0.7314	[[59, 6, 8, 8, 1, 1, 3, 4, 7, 3], [23, 114, 2, 1, 1, 0, 5, 3, 42, 2], [1, 1, 54, 2, 1, 2, 0, 1, 0, 3], [3, 1, 3, 32, 4, 0, 0, 0, 1, 8], [0, 1, 3, 5, 80, 1, 1, 0, 0, 2], [3, 1, 11, 7, 2, 43, 1, 2, 1, 1], [0, 0, 1, 1, 0, 0, 56, 0, 0, 1], [1, 0, 4, 0, 0, 0, 0, 77, 1, 0], [6, 31, 2, 1, 0, 0, 10, 0, 130, 0], [5, 0, 1, 22, 0, 1, 0, 1, 0, 123]]
0.2287	4.46	1400	1.1125	0.7057	[[52, 5, 15, 8, 1, 8, 0, 3, 6, 2], [27, 109, 1, 0, 1, 6, 2, 3, 43, 1], [1, 0, 55, 3, 0, 3, 1, 0, 0, 2], [2, 1, 4, 34, 4, 2, 0, 0, 0, 5], [0, 1, 2, 4, 81, 2, 1, 0, 2, 0], [2, 2, 7, 3, 1, 54, 0, 0, 3, 0], [0, 0, 1, 0, 1, 0, 56, 0, 1, 0], [1, 1, 12, 1, 0, 3, 2, 62, 1, 0], [5, 30, 1, 0, 0, 3, 9, 0, 131, 1], [4, 6, 4, 28, 0, 4, 0, 0, 0, 107]]
0.2814	4.78	1500	1.1163	0.72	[[71, 3, 7, 5, 2, 1, 1, 6, 3, 1], [53, 111, 1, 0, 1, 0, 5, 5, 17, 0], [2, 0, 48, 4, 1, 4, 0, 4, 0, 2], [6, 0, 4, 31, 6, 0, 0, 0, 0, 5], [0, 3, 1, 4, 82, 0, 1, 1, 1, 0], [8, 0, 4, 4, 1, 49, 1, 4, 1, 0], [2, 0, 1, 1, 1, 0, 52, 2, 0, 0], [2, 0, 1, 0, 0, 0, 0, 80, 0, 0], [11, 35, 2, 0, 0, 1, 9, 5, 117, 0], [10, 1, 1, 21, 1, 0, 2, 2, 0, 115]]
0.2648	5.1	1600	1.1721	0.7057	[[61, 6, 3, 3, 0, 3, 2, 12, 8, 2], [27, 131, 0, 0, 4, 0, 1, 9, 21, 0], [2, 2, 51, 2, 2, 4, 0, 1, 0, 1], [3, 1, 4, 28, 6, 3, 0, 3, 1, 3], [1, 3, 0, 4, 82, 1, 0, 1, 1, 0], [1, 0, 8, 4, 3, 51, 0, 3, 1, 1], [3, 1, 1, 1, 1, 0, 51, 1, 0, 0], [1, 0, 2, 1, 0, 0, 0, 79, 0, 0], [9, 31, 1, 0, 0, 1, 11, 10, 117, 0], [17, 5, 4, 28, 2, 2, 1, 4, 0, 90]]
0.1857	5.41	1700	1.0404	0.7514	[[57, 9, 5, 2, 1, 0, 4, 7, 11, 4], [22, 131, 0, 0, 0, 0, 5, 4, 30, 1], [1, 0, 56, 1, 1, 2, 1, 0, 0, 3], [3, 1, 2, 28, 8, 1, 1, 1, 1, 6], [1, 1, 0, 3, 85, 0, 0, 0, 3, 0], [6, 2, 11, 4, 3, 36, 2, 5, 1, 2], [0, 0, 1, 0, 0, 0, 58, 0, 0, 0], [1, 0, 2, 0, 0, 0, 0, 80, 0, 0], [7, 32, 1, 0, 0, 0, 19, 3, 117, 1], [6, 0, 1, 3, 0, 0, 1, 1, 0, 141]]
0.1958	5.73	1800	1.1392	0.7238	[[53, 7, 4, 3, 2, 1, 6, 9, 13, 2], [16, 134, 0, 0, 0, 1, 10, 7, 25, 0], [2, 1, 54, 2, 1, 1, 1, 0, 0, 3], [6, 0, 3, 29, 8, 0, 1, 1, 1, 3], [0, 2, 0, 2, 85, 0, 2, 0, 2, 0], [7, 1, 9, 2, 4, 43, 2, 2, 1, 1], [0, 0, 1, 0, 1, 0, 57, 0, 0, 0], [0, 1, 4, 0, 0, 0, 1, 77, 0, 0], [4, 28, 2, 0, 0, 0, 19, 4, 123, 0], [7, 0, 2, 25, 1, 0, 11, 2, 0, 105]]
0.1475	6.05	1900	1.1926	0.7238	[[72, 6, 4, 4, 0, 1, 2, 0, 8, 3], [52, 97, 0, 0, 1, 0, 1, 0, 41, 1], [3, 1, 52, 3, 1, 1, 1, 0, 0, 3], [6, 1, 3, 32, 2, 1, 0, 1, 1, 5], [0, 4, 1, 3, 79, 1, 0, 0, 3, 2], [3, 2, 12, 6, 0, 43, 0, 1, 2, 3], [3, 0, 1, 0, 1, 0, 52, 0, 1, 1], [8, 0, 7, 2, 0, 0, 0, 66, 0, 0], [13, 26, 1, 1, 0, 1, 8, 1, 129, 0], [6, 0, 0, 7, 0, 0, 0, 1, 1, 138]]
0.1443	6.37	2000	1.2271	0.7152	[[64, 3, 18, 4, 1, 3, 1, 3, 2, 1], [26, 112, 1, 0, 2, 0, 5, 6, 41, 0], [4, 0, 54, 2, 1, 1, 0, 0, 0, 3], [7, 1, 3, 34, 3, 1, 0, 1, 1, 1], [0, 3, 0, 3, 82, 0, 2, 0, 3, 0], [5, 2, 11, 5, 1, 44, 1, 1, 1, 1], [0, 0, 1, 0, 1, 0, 57, 0, 0, 0], [1, 0, 7, 0, 0, 4, 0, 71, 0, 0], [5, 23, 5, 2, 0, 0, 12, 5, 128, 0], [6, 3, 1, 36, 0, 0, 0, 2, 0, 105]]
0.1453	6.69	2100	1.0546	0.7390	[[71, 4, 11, 3, 0, 4, 1, 3, 2, 1], [26, 127, 3, 0, 0, 2, 4, 4, 27, 0], [1, 0, 53, 2, 2, 4, 1, 0, 0, 2], [5, 2, 5, 27, 6, 2, 0, 1, 1, 3], [1, 1, 0, 1, 87, 1, 1, 0, 1, 0], [2, 1, 6, 1, 2, 58, 0, 1, 1, 0], [2, 3, 1, 0, 2, 0, 50, 0, 0, 1], [4, 0, 7, 0, 0, 4, 0, 68, 0, 0], [4, 34, 4, 0, 1, 3, 14, 1, 119, 0], [9, 1, 2, 18, 2, 1, 0, 3, 1, 116]]
0.2319	7.01	2200	1.0890	0.7371	[[60, 4, 9, 7, 1, 4, 2, 2, 10, 1], [18, 127, 1, 0, 2, 0, 9, 2, 34, 0], [3, 0, 53, 3, 1, 2, 0, 1, 0, 2], [4, 2, 2, 36, 6, 0, 0, 0, 1, 1], [0, 4, 0, 3, 83, 0, 1, 1, 1, 0], [2, 2, 9, 6, 1, 49, 1, 0, 2, 0], [0, 0, 1, 0, 1, 0, 57, 0, 0, 0], [1, 0, 10, 1, 0, 0, 0, 71, 0, 0], [5, 24, 4, 0, 0, 1, 15, 1, 130, 0], [4, 4, 2, 28, 0, 0, 2, 5, 0, 108]]
0.1499	7.32	2300	1.3652	0.7	[[68, 3, 3, 11, 1, 1, 1, 4, 7, 1], [60, 82, 0, 2, 6, 0, 6, 4, 31, 2], [2, 1, 43, 6, 2, 4, 2, 2, 0, 3], [2, 0, 2, 36, 6, 0, 0, 1, 1, 4], [1, 2, 1, 2, 83, 2, 0, 1, 0, 1], [4, 0, 3, 11, 2, 46, 0, 3, 2, 1], [0, 0, 0, 0, 1, 1, 54, 1, 1, 1], [4, 0, 1, 1, 0, 0, 0, 76, 1, 0], [9, 22, 0, 1, 2, 0, 16, 2, 127, 1], [1, 0, 1, 27, 0, 0, 0, 4, 0, 120]]
0.1467	7.64	2400	1.4623	0.6676	[[59, 3, 10, 7, 0, 7, 1, 2, 8, 3], [55, 65, 1, 0, 4, 4, 15, 3, 46, 0], [3, 1, 48, 6, 2, 1, 2, 0, 0, 2], [1, 0, 3, 34, 5, 1, 0, 0, 1, 7], [0, 4, 1, 2, 83, 2, 0, 0, 0, 1], [4, 2, 12, 3, 1, 46, 0, 0, 2, 2], [1, 0, 1, 0, 1, 0, 56, 0, 0, 0], [3, 0, 5, 1, 0, 2, 4, 68, 0, 0], [9, 18, 1, 0, 3, 1, 17, 1, 129, 1], [2, 3, 1, 32, 0, 0, 0, 2, 0, 113]]
0.1163	7.96	2500	1.5301	0.6819	[[53, 2, 15, 7, 0, 3, 6, 4, 5, 5], [62, 76, 2, 0, 4, 2, 19, 7, 16, 5], [1, 1, 52, 1, 1, 2, 2, 2, 0, 3], [1, 0, 5, 28, 6, 2, 1, 2, 0, 7], [0, 1, 1, 2, 83, 3, 1, 1, 0, 1], [2, 1, 13, 3, 0, 44, 1, 4, 0, 4], [0, 0, 1, 0, 1, 0, 57, 0, 0, 0], [1, 0, 5, 0, 0, 1, 1, 75, 0, 0], [11, 17, 1, 0, 1, 1, 28, 3, 116, 2], [0, 3, 2, 10, 0, 1, 3, 2, 0, 132]]
0.1087	8.28	2600	1.2231	0.7324	[[62, 6, 5, 6, 0, 0, 2, 2, 12, 5], [32, 102, 0, 0, 2, 1, 12, 3, 41, 0], [3, 2, 45, 4, 1, 3, 3, 0, 0, 4], [5, 0, 3, 29, 3, 0, 0, 0, 3, 9], [1, 5, 0, 4, 73, 2, 1, 1, 4, 2], [5, 3, 3, 6, 1, 43, 0, 3, 3, 5], [0, 0, 1, 0, 1, 0, 57, 0, 0, 0], [1, 0, 5, 1, 0, 0, 1, 72, 3, 0], [3, 21, 0, 1, 1, 0, 9, 1, 142, 2], [1, 0, 1, 6, 0, 0, 0, 1, 0, 144]]
0.1783	8.6	2700	1.1571	0.7390	[[53, 5, 17, 5, 0, 3, 2, 4, 7, 4], [23, 127, 1, 0, 4, 2, 2, 3, 31, 0], [0, 1, 56, 2, 1, 2, 0, 0, 0, 3], [1, 0, 7, 34, 3, 1, 0, 0, 0, 6], [1, 2, 3, 6, 75, 1, 1, 0, 2, 2], [2, 1, 18, 5, 1, 40, 0, 2, 2, 1], [2, 0, 1, 0, 1, 0, 54, 0, 0, 1], [1, 0, 9, 1, 0, 0, 0, 71, 0, 1], [6, 27, 4, 0, 0, 1, 12, 0, 130, 0], [1, 2, 2, 11, 0, 0, 0, 1, 0, 136]]
0.1733	8.92	2800	1.3044	0.7190	[[51, 5, 13, 8, 0, 4, 4, 5, 8, 2], [29, 116, 6, 0, 0, 4, 10, 2, 26, 0], [1, 0, 49, 1, 1, 8, 2, 0, 0, 3], [0, 0, 5, 34, 4, 3, 0, 0, 0, 6], [1, 3, 4, 2, 76, 4, 2, 0, 1, 0], [1, 0, 8, 4, 0, 52, 0, 3, 2, 2], [0, 0, 1, 0, 0, 0, 58, 0, 0, 0], [1, 0, 9, 0, 0, 2, 0, 71, 0, 0], [3, 26, 5, 0, 0, 4, 19, 3, 118, 2], [1, 2, 2, 11, 0, 0, 5, 2, 0, 130]]
0.1275	9.24	2900	1.2416	0.7267	[[66, 6, 8, 5, 0, 4, 3, 3, 4, 1], [53, 111, 0, 0, 4, 1, 4, 3, 17, 0], [3, 1, 48, 3, 1, 5, 2, 0, 0, 2], [5, 1, 3, 27, 5, 2, 0, 2, 1, 6], [1, 2, 0, 1, 85, 0, 1, 0, 2, 1], [5, 0, 5, 6, 0, 50, 2, 3, 1, 0], [0, 0, 1, 0, 1, 0, 57, 0, 0, 0], [3, 0, 3, 0, 0, 2, 1, 74, 0, 0], [13, 34, 0, 1, 0, 1, 11, 1, 119, 0], [7, 0, 1, 14, 0, 0, 3, 2, 0, 126]]
0.1231	9.55	3000	1.4284	0.7124	[[73, 3, 7, 5, 0, 1, 4, 2, 4, 1], [84, 81, 0, 0, 3, 1, 3, 1, 20, 0], [2, 1, 51, 2, 1, 5, 0, 0, 0, 3], [5, 0, 3, 28, 6, 1, 0, 0, 1, 8], [1, 1, 0, 1, 86, 0, 1, 0, 2, 1], [9, 0, 6, 4, 1, 46, 1, 3, 2, 0], [2, 0, 1, 0, 1, 0, 54, 0, 0, 1], [10, 0, 1, 0, 0, 0, 1, 71, 0, 0], [21, 23, 1, 0, 0, 2, 12, 2, 119, 0], [7, 0, 1, 4, 0, 0, 0, 2, 0, 139]]
0.1828	9.87	3100	1.2049	0.7524	[[66, 2, 13, 7, 0, 0, 2, 1, 7, 2], [38, 115, 1, 0, 4, 0, 4, 2, 28, 1], [1, 0, 52, 2, 1, 4, 2, 0, 0, 3], [3, 0, 4, 35, 5, 0, 0, 0, 1, 4], [0, 1, 1, 5, 83, 0, 1, 0, 1, 1], [4, 1, 12, 6, 3, 41, 1, 2, 2, 0], [0, 0, 1, 0, 0, 0, 58, 0, 0, 0], [5, 0, 5, 0, 0, 0, 1, 72, 0, 0], [11, 24, 1, 0, 0, 0, 10, 1, 132, 1], [3, 0, 2, 9, 0, 0, 1, 2, 0, 136]]
0.083	10.19	3200	1.2484	0.7238	[[57, 5, 16, 5, 1, 1, 7, 2, 3, 3], [30, 127, 0, 0, 1, 2, 11, 3, 18, 1], [0, 0, 52, 3, 1, 5, 2, 0, 0, 2], [4, 0, 5, 30, 5, 1, 0, 0, 0, 7], [1, 1, 0, 4, 84, 0, 1, 0, 1, 1], [3, 1, 9, 4, 1, 48, 2, 1, 2, 1], [0, 0, 1, 0, 0, 0, 57, 0, 0, 1], [4, 0, 7, 0, 0, 0, 3, 69, 0, 0], [9, 27, 1, 0, 0, 1, 32, 0, 109, 1], [2, 1, 2, 16, 0, 0, 3, 2, 0, 127]]
0.1256	10.51	3300	1.2746	0.7229	[[64, 4, 8, 4, 1, 7, 5, 2, 2, 3], [43, 119, 0, 0, 2, 1, 10, 3, 14, 1], [0, 0, 49, 3, 1, 7, 2, 0, 0, 3], [4, 0, 8, 27, 5, 1, 0, 0, 0, 7], [2, 1, 2, 2, 81, 3, 1, 0, 1, 0], [2, 2, 10, 3, 0, 50, 1, 0, 2, 2], [0, 1, 1, 0, 1, 0, 55, 0, 0, 1], [2, 0, 3, 0, 0, 0, 1, 77, 0, 0], [11, 37, 0, 0, 0, 3, 25, 2, 102, 0], [1, 1, 2, 11, 0, 0, 1, 2, 0, 135]]
0.1067	10.83	3400	1.1905	0.7381	[[55, 3, 11, 9, 1, 2, 7, 2, 6, 4], [35, 122, 0, 0, 1, 1, 6, 2, 25, 1], [2, 1, 50, 2, 1, 3, 4, 0, 0, 2], [2, 0, 4, 37, 4, 0, 0, 0, 0, 5], [0, 1, 1, 4, 82, 2, 1, 0, 1, 1], [2, 1, 13, 6, 0, 44, 1, 0, 1, 4], [0, 1, 1, 0, 0, 0, 56, 0, 0, 1], [1, 0, 3, 1, 0, 0, 1, 76, 0, 1], [9, 36, 0, 0, 0, 1, 20, 2, 112, 0], [0, 0, 2, 10, 0, 0, 0, 0, 0, 141]]
0.092	11.15	3500	1.1175	0.7476	[[65, 3, 8, 2, 0, 4, 5, 2, 9, 2], [27, 108, 0, 0, 1, 1, 8, 2, 46, 0], [4, 0, 49, 2, 1, 4, 3, 0, 0, 2], [2, 0, 3, 37, 4, 0, 0, 0, 1, 5], [0, 1, 1, 3, 83, 2, 1, 0, 1, 1], [6, 2, 8, 6, 0, 45, 1, 0, 1, 3], [0, 0, 1, 0, 0, 0, 56, 0, 1, 1], [3, 0, 2, 1, 0, 1, 3, 72, 0, 1], [10, 22, 0, 0, 0, 1, 12, 1, 134, 0], [1, 0, 1, 12, 0, 1, 2, 0, 0, 136]]
0.153	11.46	3600	1.2434	0.7362	[[75, 4, 9, 1, 0, 1, 2, 3, 4, 1], [51, 111, 0, 1, 1, 1, 1, 3, 24, 0], [2, 1, 52, 2, 1, 3, 0, 2, 0, 2], [4, 1, 6, 30, 4, 0, 0, 1, 0, 6], [1, 4, 1, 4, 80, 0, 1, 1, 0, 1], [6, 4, 8, 6, 1, 39, 0, 1, 2, 5], [2, 1, 1, 1, 1, 0, 52, 0, 0, 1], [2, 0, 1, 0, 0, 0, 0, 80, 0, 0], [15, 33, 0, 0, 1, 1, 11, 3, 114, 2], [1, 0, 1, 7, 2, 0, 1, 1, 0, 140]]
0.1065	11.78	3700	1.2327	0.7371	[[69, 2, 10, 2, 0, 2, 6, 3, 5, 1], [44, 109, 2, 0, 0, 2, 5, 3, 28, 0], [2, 1, 50, 2, 1, 4, 2, 1, 0, 2], [4, 0, 4, 32, 4, 2, 0, 1, 1, 4], [1, 2, 2, 6, 76, 2, 1, 1, 2, 0], [2, 1, 11, 4, 0, 47, 2, 1, 2, 2], [0, 0, 1, 0, 0, 0, 58, 0, 0, 0], [2, 0, 4, 0, 0, 0, 1, 76, 0, 0], [9, 27, 0, 0, 0, 1, 13, 1, 128, 1], [2, 2, 2, 13, 0, 0, 4, 1, 0, 129]]
0.0875	12.1	3800	1.2357	0.7457	[[67, 3, 10, 5, 0, 3, 1, 3, 6, 2], [40, 110, 0, 0, 1, 1, 4, 3, 34, 0], [1, 1, 51, 2, 1, 3, 1, 2, 0, 3], [3, 0, 4, 35, 4, 1, 0, 1, 0, 4], [0, 2, 1, 5, 78, 3, 1, 1, 1, 1], [1, 2, 12, 4, 0, 45, 2, 4, 1, 1], [0, 0, 1, 0, 1, 0, 56, 0, 0, 1], [2, 0, 2, 0, 0, 0, 1, 78, 0, 0], [9, 26, 0, 0, 1, 1, 12, 1, 129, 1], [0, 0, 2, 13, 0, 0, 3, 1, 0, 134]]
0.0714	12.42	3900	1.2996	0.7305	[[77, 3, 7, 3, 0, 1, 2, 2, 4, 1], [58, 103, 0, 0, 0, 1, 4, 1, 26, 0], [4, 1, 51, 2, 1, 3, 1, 0, 0, 2], [4, 0, 4, 33, 6, 0, 0, 0, 0, 5], [3, 1, 4, 3, 77, 2, 1, 0, 1, 1], [5, 2, 14, 6, 0, 44, 0, 0, 0, 1], [2, 1, 1, 0, 1, 0, 53, 0, 0, 1], [7, 0, 7, 0, 0, 0, 0, 69, 0, 0], [14, 28, 0, 0, 0, 1, 12, 1, 124, 0], [2, 0, 1, 11, 0, 3, 0, 0, 0, 136]]
0.1433	12.74	4000	1.2167	0.7410	[[74, 4, 9, 3, 0, 2, 1, 2, 4, 1], [42, 114, 0, 0, 1, 1, 3, 3, 29, 0], [4, 0, 49, 2, 1, 5, 2, 0, 0, 2], [4, 0, 4, 31, 6, 2, 0, 0, 0, 5], [0, 1, 2, 2, 86, 0, 1, 0, 0, 1], [7, 2, 9, 6, 0, 46, 1, 0, 0, 1], [2, 1, 1, 0, 1, 0, 53, 0, 0, 1], [3, 0, 5, 0, 0, 0, 0, 75, 0, 0], [9, 34, 0, 0, 1, 2, 11, 1, 120, 2], [3, 0, 1, 16, 0, 1, 2, 0, 0, 130]]
0.0765	13.06	4100	1.2837	0.7381	[[69, 4, 10, 3, 0, 4, 4, 2, 3, 1], [48, 105, 0, 0, 2, 1, 6, 3, 28, 0], [3, 0, 50, 1, 1, 6, 2, 0, 0, 2], [4, 0, 5, 31, 6, 1, 0, 0, 0, 5], [0, 1, 1, 4, 82, 2, 1, 1, 0, 1], [3, 2, 10, 5, 0, 47, 2, 2, 0, 1], [0, 1, 1, 0, 1, 0, 55, 0, 0, 1], [2, 0, 3, 0, 0, 0, 0, 78, 0, 0], [10, 30, 0, 0, 1, 2, 16, 1, 118, 2], [1, 0, 1, 8, 0, 2, 0, 1, 0, 140]]
0.0753	13.38	4200	1.2866	0.7371	[[72, 4, 9, 2, 0, 3, 3, 2, 4, 1], [46, 110, 0, 0, 1, 1, 5, 3, 27, 0], [3, 0, 51, 1, 1, 6, 1, 0, 0, 2], [4, 0, 5, 30, 6, 1, 0, 0, 0, 6], [0, 1, 2, 3, 80, 2, 1, 1, 2, 1], [7, 2, 8, 4, 0, 49, 0, 0, 1, 1], [0, 1, 1, 0, 1, 0, 55, 0, 0, 1], [2, 0, 4, 0, 0, 1, 0, 76, 0, 0], [9, 34, 1, 0, 1, 1, 12, 1, 120, 1], [7, 1, 1, 9, 0, 3, 0, 1, 0, 131]]
0.0766	13.69	4300	1.3334	0.7324	[[68, 5, 9, 5, 0, 2, 3, 3, 3, 2], [53, 106, 0, 0, 1, 1, 6, 4, 22, 0], [2, 0, 54, 1, 1, 4, 1, 0, 0, 2], [3, 0, 5, 34, 4, 1, 0, 0, 0, 5], [0, 2, 1, 4, 79, 2, 2, 1, 1, 1], [4, 2, 10, 4, 0, 47, 1, 2, 1, 1], [0, 1, 1, 0, 1, 0, 55, 0, 0, 1], [2, 0, 3, 0, 0, 0, 1, 77, 0, 0], [10, 37, 0, 0, 1, 1, 13, 1, 115, 2], [5, 0, 1, 11, 0, 1, 0, 1, 0, 134]]
0.0699	14.01	4400	1.3905	0.7276	[[66, 3, 8, 5, 0, 2, 3, 5, 6, 2], [59, 94, 0, 0, 1, 1, 5, 5, 28, 0], [2, 0, 53, 1, 1, 4, 1, 1, 0, 2], [4, 0, 5, 33, 5, 0, 0, 1, 0, 4], [0, 1, 2, 4, 79, 2, 2, 1, 1, 1], [3, 1, 13, 5, 0, 44, 1, 3, 1, 1], [0, 0, 1, 0, 1, 0, 56, 0, 0, 1], [2, 0, 1, 0, 0, 0, 1, 79, 0, 0], [10, 27, 0, 0, 1, 1, 12, 2, 125, 2], [5, 0, 1, 11, 0, 0, 0, 1, 0, 135]]
0.1218	14.33	4500	1.3635	0.7324	[[68, 3, 8, 4, 0, 1, 3, 4, 7, 2], [58, 92, 0, 0, 1, 1, 5, 4, 32, 0], [1, 0, 54, 1, 1, 4, 1, 0, 0, 3], [4, 0, 5, 33, 5, 0, 0, 0, 0, 5], [0, 1, 2, 4, 80, 3, 2, 1, 0, 0], [2, 1, 13, 4, 0, 44, 2, 3, 1, 2], [0, 0, 1, 0, 1, 0, 56, 0, 0, 1], [2, 0, 1, 0, 0, 0, 1, 79, 0, 0], [9, 26, 0, 0, 1, 1, 15, 1, 126, 1], [4, 0, 1, 10, 0, 0, 0, 1, 0, 137]]
0.0648	14.65	4600	1.3205	0.7343	[[66, 3, 9, 5, 0, 2, 3, 3, 7, 2], [52, 95, 0, 0, 2, 1, 6, 4, 33, 0], [3, 1, 52, 1, 1, 3, 2, 0, 0, 2], [4, 0, 5, 33, 5, 0, 0, 0, 0, 5], [0, 2, 1, 3, 83, 1, 2, 1, 0, 0], [2, 2, 13, 4, 0, 44, 2, 2, 1, 2], [0, 0, 1, 0, 1, 0, 56, 0, 0, 1], [2, 0, 2, 0, 0, 0, 1, 78, 0, 0], [9, 26, 0, 0, 1, 1, 14, 1, 127, 1], [3, 0, 1, 10, 0, 0, 1, 1, 0, 137]]
0.0917	14.97	4700	1.3112	0.7343	[[66, 3, 9, 5, 0, 2, 3, 3, 7, 2], [52, 98, 0, 0, 2, 1, 6, 4, 30, 0], [3, 1, 52, 1, 1, 3, 2, 0, 0, 2], [4, 0, 5, 33, 5, 0, 0, 0, 0, 5], [0, 2, 1, 3, 83, 1, 2, 1, 0, 0], [2, 2, 13, 4, 0, 44, 2, 2, 1, 2], [0, 0, 1, 0, 1, 0, 56, 0, 0, 1], [2, 0, 2, 0, 0, 0, 1, 78, 0, 0], [9, 28, 0, 0, 1, 1, 15, 1, 124, 1], [3, 0, 1, 10, 0, 1, 0, 1, 0, 137]]

Framework versions

• Transformers 4.39.3
• Pytorch 2.1.2
• Datasets 2.18.0
• Tokenizers 0.15.2