End of training

README.md

@@ -0,0 +1,68 @@
+---
+license: apache-2.0
+base_model: google-bert/bert-base-multilingual-cased
+tags:
+- generated_from_trainer
+metrics:
+- recall
+- f1
+- accuracy
+model-index:
+- name: m-bert
+  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. -->
+
+# m-bert
+
+This model is a fine-tuned version of [google-bert/bert-base-multilingual-cased](https://huggingface.co/google-bert/bert-base-multilingual-cased) on an unknown dataset.
+It achieves the following results on the evaluation set:
+- Loss: 0.3141
+- Precison: 0.8543
+- Recall: 0.8566
+- F1: 0.8554
+- Accuracy: 0.8594
+- Jaccard: 0.7848
+
+## 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: 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: 3
+
+### Training results
+
+| Training Loss | Epoch | Step | Validation Loss | Precison | Recall | F1     | Accuracy | Jaccard |
+|:-------------:|:-----:|:----:|:---------------:|:--------:|:------:|:------:|:--------:|:-------:|
+| 0.4088        | 1.0   | 1513 | 0.3141          | 0.8543   | 0.8566 | 0.8554 | 0.8594   | 0.7848  |
+| 0.3328        | 2.0   | 3026 | 0.3161          | 0.8685   | 0.8530 | 0.8587 | 0.8656   | 0.8018  |
+| 0.2521        | 3.0   | 4539 | 0.3444          | 0.8729   | 0.8700 | 0.8714 | 0.8758   | 0.8105  |
+
+
+### Framework versions
+
+- Transformers 4.41.1
+- Pytorch 2.1.2
+- Datasets 2.19.1
+- Tokenizers 0.19.1

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tokenizer.json

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     "strategy": "LongestFirst",
     "stride": 0
   },
-  "padding": null,
+  "padding": {
+    "strategy": "BatchLongest",
+    "direction": "Right",
+    "pad_to_multiple_of": null,
+    "pad_id": 0,
+    "pad_type_id": 0,
+    "pad_token": "[PAD]"
+  },
   "added_tokens": [
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