End of training

README.md

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+---
+tags:
+- generated_from_trainer
+metrics:
+- accuracy
+- f1
+- precision
+- recall
+model-index:
+- name: Roberta-base-Rewritten-commit_messages_v1
+  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. -->
+
+# Roberta-base-Rewritten-commit_messages_v1
+
+This model was trained from scratch on an unknown dataset.
+It achieves the following results on the evaluation set:
+- Loss: 4.0366
+- Accuracy: 0.7334
+- F1: 0.7333
+- Precision: 0.7485
+- Recall: 0.7334
+
+## 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: 16
+- eval_batch_size: 64
+- seed: 42
+- gradient_accumulation_steps: 2
+- total_train_batch_size: 32
+- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
+- lr_scheduler_type: linear
+- lr_scheduler_warmup_steps: 500
+- num_epochs: 3
+- mixed_precision_training: Native AMP
+
+### Training results
+
+| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1     | Precision | Recall |
+|:-------------:|:-----:|:----:|:---------------:|:--------:|:------:|:---------:|:------:|
+| 0.211         | 0.09  | 100  | 0.5038          | 0.7716   | 0.7710 | 0.7712    | 0.7716 |
+| 0.1021        | 0.17  | 200  | 1.4349          | 0.6967   | 0.6878 | 0.7575    | 0.6967 |
+| 0.21          | 0.26  | 300  | 1.6924          | 0.6772   | 0.6621 | 0.7604    | 0.6772 |
+| 0.3015        | 0.34  | 400  | 1.2524          | 0.7688   | 0.7689 | 0.7691    | 0.7688 |
+| 0.0545        | 0.43  | 500  | 0.6203          | 0.7967   | 0.7944 | 0.7996    | 0.7967 |
+| 0.2606        | 0.52  | 600  | 1.9708          | 0.7812   | 0.7816 | 0.7831    | 0.7812 |
+| 0.2303        | 0.6   | 700  | 4.2551          | 0.7003   | 0.6877 | 0.7822    | 0.7003 |
+| 0.3791        | 0.69  | 800  | 3.9563          | 0.6449   | 0.6287 | 0.7176    | 0.6449 |
+| 0.1818        | 0.77  | 900  | 3.2710          | 0.7413   | 0.7382 | 0.7798    | 0.7413 |
+| 0.2664        | 0.86  | 1000 | 3.1223          | 0.7541   | 0.7545 | 0.7637    | 0.7541 |
+| 0.0975        | 0.95  | 1100 | 4.2953          | 0.6628   | 0.6504 | 0.7279    | 0.6628 |
+| 0.0994        | 1.03  | 1200 | 3.0247          | 0.7577   | 0.7568 | 0.7808    | 0.7577 |
+| 0.0           | 1.12  | 1300 | 4.3038          | 0.7094   | 0.7048 | 0.7515    | 0.7094 |
+| 0.1308        | 1.2   | 1400 | 3.6026          | 0.7497   | 0.7502 | 0.7576    | 0.7497 |
+| 0.0518        | 1.29  | 1500 | 3.1581          | 0.7629   | 0.7634 | 0.7669    | 0.7629 |
+| 0.0444        | 1.38  | 1600 | 3.5891          | 0.7485   | 0.7481 | 0.7480    | 0.7485 |
+| 0.0904        | 1.46  | 1700 | 3.5088          | 0.7206   | 0.7162 | 0.7224    | 0.7206 |
+| 0.2481        | 1.55  | 1800 | 3.5703          | 0.7083   | 0.7077 | 0.7257    | 0.7083 |
+| 0.2444        | 1.63  | 1900 | 2.8876          | 0.7740   | 0.7688 | 0.7829    | 0.7740 |
+| 0.1379        | 1.72  | 2000 | 3.2268          | 0.7385   | 0.7336 | 0.7426    | 0.7385 |
+| 0.1244        | 1.81  | 2100 | 3.4375          | 0.7413   | 0.7417 | 0.7519    | 0.7413 |
+| 0.0826        | 1.89  | 2200 | 3.1960          | 0.7688   | 0.7689 | 0.7689    | 0.7688 |
+| 0.1172        | 1.98  | 2300 | 3.0243          | 0.7784   | 0.7784 | 0.7784    | 0.7784 |
+| 0.1066        | 2.06  | 2400 | 3.2134          | 0.7764   | 0.7769 | 0.7790    | 0.7764 |
+| 0.0           | 2.15  | 2500 | 3.3545          | 0.7664   | 0.7670 | 0.7694    | 0.7664 |
+| 0.1429        | 2.24  | 2600 | 3.7563          | 0.7393   | 0.7389 | 0.7574    | 0.7393 |
+| 0.0451        | 2.32  | 2700 | 3.4993          | 0.7537   | 0.7540 | 0.7548    | 0.7537 |
+| 0.0           | 2.41  | 2800 | 3.7249          | 0.7501   | 0.7504 | 0.7511    | 0.7501 |
+| 0.0273        | 2.49  | 2900 | 4.2791          | 0.7190   | 0.7175 | 0.7434    | 0.7190 |
+| 0.0789        | 2.58  | 3000 | 4.2166          | 0.7178   | 0.7161 | 0.7438    | 0.7178 |
+| 0.0527        | 2.67  | 3100 | 4.0366          | 0.7334   | 0.7333 | 0.7485    | 0.7334 |
+
+
+### Framework versions
+
+- Transformers 4.39.3
+- Pytorch 2.1.2+cu121
+- Datasets 2.16.1
+- Tokenizers 0.15.1

config.json

@@ -0,0 +1,38 @@
+{
+  "_name_or_path": "roberta-base_Rewritten_commit_messages_cplus_and_python_Performance_MLM/",
+  "architectures": [
+    "RobertaForSequenceClassification"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "bos_token_id": 0,
+  "classifier_dropout": null,
+  "eos_token_id": 2,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 768,
+  "id2label": {
+    "0": "LABEL_0",
+    "1": "LABEL_1",
+    "2": "LABEL_2"
+  },
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "label2id": {
+    "LABEL_0": 0,
+    "LABEL_1": 1,
+    "LABEL_2": 2
+  },
+  "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": "4.39.3",
+  "type_vocab_size": 1,
+  "use_cache": true,
+  "vocab_size": 50265
+}

model.safetensors

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+size 498615900

special_tokens_map.json

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+{
+  "bos_token": {
+    "content": "<s>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "cls_token": {
+    "content": "<s>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "eos_token": {
+    "content": "</s>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "mask_token": {
+    "content": "<mask>",
+    "lstrip": true,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": {
+    "content": "<pad>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "sep_token": {
+    "content": "</s>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "unk_token": {
+    "content": "<unk>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  }
+}

tokenizer_config.json

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+{
+  "add_prefix_space": false,
+  "added_tokens_decoder": {
+    "0": {
+      "content": "<s>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "1": {
+      "content": "<pad>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "2": {
+      "content": "</s>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "3": {
+      "content": "<unk>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50264": {
+      "content": "<mask>",
+      "lstrip": true,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    }
+  },
+  "bos_token": "<s>",
+  "clean_up_tokenization_spaces": true,
+  "cls_token": "<s>",
+  "eos_token": "</s>",
+  "errors": "replace",
+  "mask_token": "<mask>",
+  "max_length": 512,
+  "model_max_length": 512,
+  "pad_token": "<pad>",
+  "sep_token": "</s>",
+  "stride": 0,
+  "tokenizer_class": "RobertaTokenizer",
+  "trim_offsets": true,
+  "truncation_side": "right",
+  "truncation_strategy": "longest_first",
+  "unk_token": "<unk>"
+}

training_args.bin

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+oid sha256:08c3a51cc9019c12218787218615ffc3bf2fa08457da8d19e663a1f17ac91df3
+size 4920