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080524_15ep_02

adriansanz / 080524_15ep_02

Run on huggingface.co
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Total runs: 34
24-hour runs: -1
7-day runs: -2
30-day runs: 16
Model's Last Updated: May 14 2024
zero-shot-classification

Introduction of 080524_15ep_02

Model Details of 080524_15ep_02

080524_epoch_5

This model is a fine-tuned version of projecte-aina/roberta-base-ca-v2-cased-te on the None dataset. It achieves the following results on the evaluation set:

  • Loss: 0.5972
  • Accuracy: 0.8445
  • Precision: 0.8448
  • Recall: 0.8445
  • F1: 0.8445
  • Ratio: 0.4874
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: 2e-05
  • train_batch_size: 10
  • eval_batch_size: 2
  • seed: 47
  • gradient_accumulation_steps: 2
  • total_train_batch_size: 20
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • lr_scheduler_warmup_ratio: 0.06
  • lr_scheduler_warmup_steps: 4
  • num_epochs: 1
  • label_smoothing_factor: 0.1
Training results
Training Loss Epoch Step Validation Loss Accuracy Precision Recall F1 Ratio
0.4518 0.1626 10 0.6633 0.8361 0.8469 0.8361 0.8348 0.4118
0.4418 0.3252 20 0.6798 0.8277 0.8279 0.8277 0.8277 0.5126
0.5709 0.4878 30 0.7447 0.8193 0.8367 0.8193 0.8170 0.3866
0.6645 0.6504 40 0.6229 0.8487 0.8487 0.8487 0.8487 0.5
0.6606 0.8130 50 0.6014 0.8445 0.8446 0.8445 0.8445 0.5042
0.5763 0.9756 60 0.5972 0.8445 0.8448 0.8445 0.8445 0.4874 
                                     precision      recall    f1-score  top1-score  top2-score  top3-score good1-score good2-score     support

0 Aigua 0.632 0.545 0.585 0.545 0.818 0.955 0.955 0.955 22 1 Consum, comerç i mercats 0.103 0.571 0.174 0.571 0.714 0.857 0.714 0.714 7 2 Cultura 0.500 0.750 0.600 0.750 0.750 0.750 0.750 0.750 8 3 Economia 0.211 0.500 0.296 0.500 0.875 1.000 0.875 0.875 8 4 Educació 0.438 0.636 0.519 0.636 0.818 1.000 1.000 1.000 11 5 Enllumenat públic 0.833 0.851 0.842 0.851 0.936 0.979 0.979 0.979 47 6 Esports 0.562 0.750 0.643 0.750 0.917 1.000 1.000 1.000 12 7 Habitatge 0.208 0.385 0.270 0.385 0.615 0.923 0.692 0.846 13 8 Horta 0.000 0.000 0.000 0.000 0.444 0.556 0.556 0.556 9 9 Medi ambient i jardins 0.429 0.559 0.485 0.559 0.729 0.915 0.915 0.915 59 10 Neteja de la via pública 0.686 0.238 0.353 0.238 0.505 0.772 0.762 0.762 101 11 Salut pública 0.135 0.292 0.184 0.292 0.708 0.792 0.708 0.708 24 12 Seguretat ciutadana i incivisme 0.727 0.471 0.571 0.471 0.588 0.765 0.706 0.706 34 13 Serveis socials 0.333 0.667 0.444 0.667 0.889 0.889 0.889 0.889 9 14 Tràmits 0.395 0.395 0.395 0.395 0.884 0.907 0.907 0.907 43 15 Urbanisme 0.379 0.172 0.237 0.172 0.453 0.641 0.578 0.578 64 16 Via pública i mobilitat 0.778 0.778 0.778 0.778 0.846 0.889 0.864 0.867 279 

                       macro avg       0.432       0.504       0.434       0.504       0.735       0.858       0.815       0.824         750
                    weighted avg       0.610       0.557       0.559       0.557       0.739       0.853       0.825       0.829         750
                        accuracy       0.557
                      error rate       0.443
Framework versions
  • Transformers 4.40.1
  • Pytorch 2.2.1+cu121
  • Datasets 2.19.1
  • Tokenizers 0.19.1

Runs of adriansanz 080524_15ep_02 on huggingface.co

34
Total runs
-1
24-hour runs
-3
3-day runs
-2
7-day runs
16
30-day runs

More Information About 080524_15ep_02 huggingface.co Model

More 080524_15ep_02 license Visit here:

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080524_15ep_02 huggingface.co Url

https://huggingface.co/adriansanz/080524_15ep_02

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https://huggingface.co/adriansanz/080524_15ep_02

080524_15ep_02 install

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080524_15ep_02 install url in huggingface.co:

https://huggingface.co/adriansanz/080524_15ep_02

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080524_15ep_02 huggingface.co Url

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adriansanz
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