End of training

README.md

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+---
+base_model: cardiffnlp/twitter-roberta-base-irony
+tags:
+- generated_from_trainer
+metrics:
+- accuracy
+- f1
+- precision
+- recall
+model-index:
+- name: twitter-roberta-base_3epoch10.8
+  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. -->
+
+# twitter-roberta-base_3epoch10.8
+
+This model is a fine-tuned version of [cardiffnlp/twitter-roberta-base-irony](https://huggingface.co/cardiffnlp/twitter-roberta-base-irony) on an unknown dataset.
+It achieves the following results on the evaluation set:
+- Loss: 2.3313
+- Accuracy: 0.7579
+- F1: 0.4324
+- Precision: 0.6598
+- Recall: 0.3216
+- Precision Sarcastic: 0.6598
+- Recall Sarcastic: 0.3216
+- F1 Sarcastic: 0.4324
+
+## 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: 8
+- eval_batch_size: 8
+- seed: 42
+- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
+- lr_scheduler_type: linear
+- num_epochs: 10
+
+### Training results
+
+| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1     | Precision | Recall | Precision Sarcastic | Recall Sarcastic | F1 Sarcastic |
+|:-------------:|:-----:|:----:|:---------------:|:--------:|:------:|:---------:|:------:|:-------------------:|:----------------:|:------------:|
+| No log        | 1.0   | 347  | 2.2730          | 0.7464   | 0.4568 | 0.592     | 0.3719 | 0.592               | 0.3719           | 0.4568       |
+| 0.0571        | 2.0   | 694  | 1.9955          | 0.7594   | 0.3971 | 0.7051    | 0.2764 | 0.7051              | 0.2764           | 0.3971       |
+| 0.0756        | 3.0   | 1041 | 1.9672          | 0.7421   | 0.4526 | 0.5781    | 0.3719 | 0.5781              | 0.3719           | 0.4526       |
+| 0.0756        | 4.0   | 1388 | 2.0562          | 0.7493   | 0.4695 | 0.5969    | 0.3869 | 0.5969              | 0.3869           | 0.4695       |
+| 0.0421        | 5.0   | 1735 | 2.2045          | 0.7522   | 0.4416 | 0.6239    | 0.3417 | 0.6239              | 0.3417           | 0.4416       |
+| 0.0268        | 6.0   | 2082 | 2.2693          | 0.7594   | 0.4099 | 0.6905    | 0.2915 | 0.6905              | 0.2915           | 0.4099       |
+| 0.0268        | 7.0   | 2429 | 2.1746          | 0.7536   | 0.4466 | 0.6273    | 0.3467 | 0.6273              | 0.3467           | 0.4466       |
+| 0.0145        | 8.0   | 2776 | 2.3412          | 0.7550   | 0.4178 | 0.6559    | 0.3065 | 0.6559              | 0.3065           | 0.4178       |
+| 0.0051        | 9.0   | 3123 | 2.3512          | 0.7565   | 0.4232 | 0.6596    | 0.3116 | 0.6596              | 0.3116           | 0.4232       |
+| 0.0051        | 10.0  | 3470 | 2.3313          | 0.7579   | 0.4324 | 0.6598    | 0.3216 | 0.6598              | 0.3216           | 0.4324       |
+
+
+### Framework versions
+
+- Transformers 4.41.2
+- Pytorch 2.3.0+cu121
+- Datasets 2.19.1
+- Tokenizers 0.19.1

config.json

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+{
+  "_name_or_path": "cardiffnlp/twitter-roberta-base-irony",
+  "architectures": [
+    "RobertaForSequenceClassification"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "bos_token_id": 0,
+  "classifier_dropout": null,
+  "eos_token_id": 2,
+  "gradient_checkpointing": false,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 768,
+  "id2label": {
+    "0": "non_irony",
+    "1": "irony"
+  },
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "label2id": {
+    "irony": 1,
+    "non_irony": 0
+  },
+  "layer_norm_eps": 1e-05,
+  "max_position_embeddings": 514,
+  "model_type": "roberta",
+  "num_attention_heads": 12,
+  "num_hidden_layers": 12,
+  "pad_token_id": 1,
+  "position_embedding_type": "absolute",
+  "problem_type": "single_label_classification",
+  "torch_dtype": "float32",
+  "transformers_version": "4.41.2",
+  "type_vocab_size": 1,
+  "use_cache": true,
+  "vocab_size": 50265
+}

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special_tokens_map.json

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+    "rstrip": false,
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+}

tokenizer_config.json

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+  "clean_up_tokenization_spaces": true,
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+  "eos_token": "</s>",
+  "errors": "replace",
+  "mask_token": "<mask>",
+  "model_max_length": 1000000000000000019884624838656,
+  "pad_token": "<pad>",
+  "sep_token": "</s>",
+  "tokenizer_class": "RobertaTokenizer",
+  "trim_offsets": true,
+  "unk_token": "<unk>"
+}

training_args.bin

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