End of training

README.md

@@ -0,0 +1,75 @@
+---
+license: mit
+base_model: FacebookAI/roberta-base
+tags:
+- generated_from_trainer
+metrics:
+- accuracy
+- f1
+- precision
+- recall
+model-index:
+- name: uniBERT.RoBERTa.1
+  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. -->
+
+# uniBERT.RoBERTa.1
+
+This model is a fine-tuned version of [FacebookAI/roberta-base](https://huggingface.co/FacebookAI/roberta-base) on an unknown dataset.
+It achieves the following results on the evaluation set:
+- Loss: 1.5672
+- Accuracy: (0.5442359249329759,)
+- F1: (0.5475073377350592,)
+- Precision: (0.5667013774255618,)
+- Recall: 0.5442
+
+## 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: 16
+- eval_batch_size: 64
+- 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 |
+|:-------------:|:-----:|:----:|:---------------:|:----------------------:|:----------------------:|:----------------------:|:------:|
+| 3.2351        | 1.0   | 163  | 2.9595          | (0.13136729222520108,) | (0.08462626197008986,) | (0.15744495937224648,) | 0.1314 |
+| 2.6973        | 2.0   | 326  | 2.3531          | (0.2770330652368186,)  | (0.24847446131015896,) | (0.3687711586389575,)  | 0.2770 |
+| 2.149         | 3.0   | 489  | 1.9958          | (0.37980339588918677,) | (0.375810644629823,)   | (0.46219745175706833,) | 0.3798 |
+| 1.7           | 4.0   | 652  | 1.8677          | (0.40303842716711347,) | (0.40227689144186507,) | (0.4955990588890976,)  | 0.4030 |
+| 1.4386        | 5.0   | 815  | 1.7207          | (0.4709562109025916,)  | (0.47394753337956536,) | (0.5204593065553081,)  | 0.4710 |
+| 1.1631        | 6.0   | 978  | 1.6443          | (0.49955317247542447,) | (0.5021533796342853,)  | (0.532760172396733,)   | 0.4996 |
+| 1.0801        | 7.0   | 1141 | 1.6049          | (0.5192135835567471,)  | (0.5209002930812098,)  | (0.5501889941115035,)  | 0.5192 |
+| 0.9166        | 8.0   | 1304 | 1.5975          | (0.5299374441465594,)  | (0.5346686129926844,)  | (0.5631677420777581,)  | 0.5299 |
+| 0.7877        | 9.0   | 1467 | 1.5711          | (0.5397676496872207,)  | (0.5438919405653636,)  | (0.5628843016520076,)  | 0.5398 |
+| 0.8112        | 10.0  | 1630 | 1.5672          | (0.5442359249329759,)  | (0.5475073377350592,)  | (0.5667013774255618,)  | 0.5442 |
+
+
+### Framework versions
+
+- Transformers 4.39.3
+- Pytorch 2.2.1+cu121
+- Datasets 2.18.0
+- Tokenizers 0.15.2

config.json

@@ -0,0 +1,149 @@
+{
+  "_name_or_path": "FacebookAI/roberta-base",
+  "architectures": [
+    "RobertaForTokenClassification"
+  ],
+  "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": "O",
+    "1": "B-1",
+    "2": "I-1",
+    "3": "B-2",
+    "4": "I-2",
+    "5": "B-3",
+    "6": "I-3",
+    "7": "B-4",
+    "8": "I-4",
+    "9": "B-5",
+    "10": "I-5",
+    "11": "B-6",
+    "12": "I-6",
+    "13": "B-7",
+    "14": "I-7",
+    "15": "B-8",
+    "16": "I-8",
+    "17": "B-9",
+    "18": "I-9",
+    "19": "B-10",
+    "20": "I-10",
+    "21": "B-11",
+    "22": "I-11",
+    "23": "B-12",
+    "24": "I-12",
+    "25": "B-13",
+    "26": "I-13",
+    "27": "B-14",
+    "28": "I-14",
+    "29": "B-15",
+    "30": "I-15",
+    "31": "B-16",
+    "32": "I-16",
+    "33": "B-17",
+    "34": "I-17",
+    "35": "B-18",
+    "36": "I-18",
+    "37": "B-19",
+    "38": "I-19",
+    "39": "B-20",
+    "40": "I-20",
+    "41": "B-21",
+    "42": "I-21",
+    "43": "B-22",
+    "44": "I-22",
+    "45": "B-23",
+    "46": "I-23",
+    "47": "B-24",
+    "48": "I-24",
+    "49": "B-25",
+    "50": "I-25",
+    "51": "B-26",
+    "52": "I-26",
+    "53": "B-27",
+    "54": "I-27",
+    "55": "B-28",
+    "56": "I-28",
+    "57": "B-29",
+    "58": "I-29"
+  },
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "label2id": {
+    "B-1": 1,
+    "B-10": 19,
+    "B-11": 21,
+    "B-12": 23,
+    "B-13": 25,
+    "B-14": 27,
+    "B-15": 29,
+    "B-16": 31,
+    "B-17": 33,
+    "B-18": 35,
+    "B-19": 37,
+    "B-2": 3,
+    "B-20": 39,
+    "B-21": 41,
+    "B-22": 43,
+    "B-23": 45,
+    "B-24": 47,
+    "B-25": 49,
+    "B-26": 51,
+    "B-27": 53,
+    "B-28": 55,
+    "B-29": 57,
+    "B-3": 5,
+    "B-4": 7,
+    "B-5": 9,
+    "B-6": 11,
+    "B-7": 13,
+    "B-8": 15,
+    "B-9": 17,
+    "I-1": 2,
+    "I-10": 20,
+    "I-11": 22,
+    "I-12": 24,
+    "I-13": 26,
+    "I-14": 28,
+    "I-15": 30,
+    "I-16": 32,
+    "I-17": 34,
+    "I-18": 36,
+    "I-19": 38,
+    "I-2": 4,
+    "I-20": 40,
+    "I-21": 42,
+    "I-22": 44,
+    "I-23": 46,
+    "I-24": 48,
+    "I-25": 50,
+    "I-26": 52,
+    "I-27": 54,
+    "I-28": 56,
+    "I-29": 58,
+    "I-3": 6,
+    "I-4": 8,
+    "I-5": 10,
+    "I-6": 12,
+    "I-7": 14,
+    "I-8": 16,
+    "I-9": 18,
+    "O": 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",
+  "torch_dtype": "float32",
+  "transformers_version": "4.39.3",
+  "type_vocab_size": 1,
+  "use_cache": true,
+  "vocab_size": 50265
+}

model.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:03966fed43d197552c5a4e02474dc4a430190ecb11761ccd6d2d65d1328bb44b
+size 496425580

special_tokens_map.json

@@ -0,0 +1,15 @@
+{
+  "bos_token": "<s>",
+  "cls_token": "<s>",
+  "eos_token": "</s>",
+  "mask_token": {
+    "content": "<mask>",
+    "lstrip": true,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": "<pad>",
+  "sep_token": "</s>",
+  "unk_token": "<unk>"
+}

tokenizer_config.json

@@ -0,0 +1,57 @@
+{
+  "add_prefix_space": true,
+  "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>",
+  "model_max_length": 512,
+  "pad_token": "<pad>",
+  "sep_token": "</s>",
+  "tokenizer_class": "RobertaTokenizer",
+  "trim_offsets": true,
+  "unk_token": "<unk>"
+}

training_args.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:939c34f164a63778e995bf3c76e3a90f275e226f9a9eac88d6f21d9e694c4b49
+size 4856