End of training

README.md

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+---
+library_name: transformers
+base_model: nreimers/BERT-Tiny_L-2_H-128_A-2
+tags:
+- generated_from_trainer
+model-index:
+- name: bert_tiny_trained
+  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. -->
+
+# bert_tiny_trained
+
+This model is a fine-tuned version of [nreimers/BERT-Tiny_L-2_H-128_A-2](https://huggingface.co/nreimers/BERT-Tiny_L-2_H-128_A-2) on an unknown dataset.
+It achieves the following results on the evaluation set:
+- Loss: 0.8101
+
+## 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: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
+- lr_scheduler_type: linear
+- num_epochs: 50
+
+### Training results
+
+| Training Loss | Epoch | Step | Validation Loss |
+|:-------------:|:-----:|:----:|:---------------:|
+| No log        | 1.0   | 2    | 1.0244          |
+| No log        | 2.0   | 4    | 1.0190          |
+| No log        | 3.0   | 6    | 1.0148          |
+| No log        | 4.0   | 8    | 1.0122          |
+| No log        | 5.0   | 10   | 1.0101          |
+| No log        | 6.0   | 12   | 1.0061          |
+| No log        | 7.0   | 14   | 1.0020          |
+| No log        | 8.0   | 16   | 0.9957          |
+| No log        | 9.0   | 18   | 0.9890          |
+| No log        | 10.0  | 20   | 0.9804          |
+| No log        | 11.0  | 22   | 0.9692          |
+| No log        | 12.0  | 24   | 0.9561          |
+| No log        | 13.0  | 26   | 0.9443          |
+| No log        | 14.0  | 28   | 0.9345          |
+| No log        | 15.0  | 30   | 0.9262          |
+| No log        | 16.0  | 32   | 0.9178          |
+| No log        | 17.0  | 34   | 0.9089          |
+| No log        | 18.0  | 36   | 0.9011          |
+| No log        | 19.0  | 38   | 0.8937          |
+| No log        | 20.0  | 40   | 0.8868          |
+| No log        | 21.0  | 42   | 0.8807          |
+| No log        | 22.0  | 44   | 0.8757          |
+| No log        | 23.0  | 46   | 0.8714          |
+| No log        | 24.0  | 48   | 0.8671          |
+| No log        | 25.0  | 50   | 0.8626          |
+| No log        | 26.0  | 52   | 0.8581          |
+| No log        | 27.0  | 54   | 0.8537          |
+| No log        | 28.0  | 56   | 0.8499          |
+| No log        | 29.0  | 58   | 0.8457          |
+| No log        | 30.0  | 60   | 0.8423          |
+| No log        | 31.0  | 62   | 0.8395          |
+| No log        | 32.0  | 64   | 0.8364          |
+| No log        | 33.0  | 66   | 0.8334          |
+| No log        | 34.0  | 68   | 0.8307          |
+| No log        | 35.0  | 70   | 0.8281          |
+| No log        | 36.0  | 72   | 0.8259          |
+| No log        | 37.0  | 74   | 0.8238          |
+| No log        | 38.0  | 76   | 0.8223          |
+| No log        | 39.0  | 78   | 0.8206          |
+| No log        | 40.0  | 80   | 0.8192          |
+| No log        | 41.0  | 82   | 0.8181          |
+| No log        | 42.0  | 84   | 0.8170          |
+| No log        | 43.0  | 86   | 0.8159          |
+| No log        | 44.0  | 88   | 0.8146          |
+| No log        | 45.0  | 90   | 0.8134          |
+| No log        | 46.0  | 92   | 0.8122          |
+| No log        | 47.0  | 94   | 0.8115          |
+| No log        | 48.0  | 96   | 0.8108          |
+| No log        | 49.0  | 98   | 0.8102          |
+| No log        | 50.0  | 100  | 0.8101          |
+
+
+### Framework versions
+
+- Transformers 4.48.3
+- Pytorch 2.5.1+cu124
+- Datasets 3.3.2
+- Tokenizers 0.21.0

config.json

@@ -0,0 +1,37 @@
+{
+  "_name_or_path": "nreimers/BERT-Tiny_L-2_H-128_A-2",
+  "architectures": [
+    "BertForSequenceClassification"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "classifier_dropout": null,
+  "gradient_checkpointing": false,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 128,
+  "id2label": {
+    "0": "LABEL_0",
+    "1": "LABEL_1",
+    "2": "LABEL_2"
+  },
+  "initializer_range": 0.02,
+  "intermediate_size": 512,
+  "label2id": {
+    "LABEL_0": 0,
+    "LABEL_1": 1,
+    "LABEL_2": 2
+  },
+  "layer_norm_eps": 1e-12,
+  "max_position_embeddings": 512,
+  "model_type": "bert",
+  "num_attention_heads": 2,
+  "num_hidden_layers": 2,
+  "pad_token_id": 0,
+  "position_embedding_type": "absolute",
+  "problem_type": "single_label_classification",
+  "torch_dtype": "float32",
+  "transformers_version": "4.48.3",
+  "type_vocab_size": 2,
+  "use_cache": true,
+  "vocab_size": 30522
+}

model.safetensors

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+version https://git-lfs.github.com/spec/v1
+oid sha256:c818cf7aa403918ad77dd97938282b3e40df58b610b4b70460cbd2e891021263
+size 17549828

special_tokens_map.json

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+{
+  "cls_token": "[CLS]",
+  "mask_token": "[MASK]",
+  "pad_token": "[PAD]",
+  "sep_token": "[SEP]",
+  "unk_token": "[UNK]"
+}

tokenizer_config.json

@@ -0,0 +1,58 @@
+{
+  "added_tokens_decoder": {
+    "0": {
+      "content": "[PAD]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "100": {
+      "content": "[UNK]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "101": {
+      "content": "[CLS]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "102": {
+      "content": "[SEP]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "103": {
+      "content": "[MASK]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    }
+  },
+  "clean_up_tokenization_spaces": true,
+  "cls_token": "[CLS]",
+  "do_basic_tokenize": true,
+  "do_lower_case": true,
+  "extra_special_tokens": {},
+  "mask_token": "[MASK]",
+  "model_max_length": 512,
+  "never_split": null,
+  "pad_token": "[PAD]",
+  "sep_token": "[SEP]",
+  "strip_accents": null,
+  "tokenize_chinese_chars": true,
+  "tokenizer_class": "BertTokenizer",
+  "unk_token": "[UNK]"
+}

training_args.bin

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+version https://git-lfs.github.com/spec/v1
+oid sha256:c1c6aa383d5edb6cb7350ad8b1b1637211abf9109f4958da1645f937883f1f18
+size 5304