Training in progress epoch 0

README.md

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+---
+license: apache-2.0
+tags:
+- generated_from_keras_callback
+model-index:
+- name: mrmoor/cti-bert-ner
+  results: []
+---
+
+<!-- This model card has been generated automatically according to the information Keras had access to. You should
+probably proofread and complete it, then remove this comment. -->
+
+# mrmoor/cti-bert-ner
+
+This model is a fine-tuned version of [mrmoor/cti-bert-mlm](https://huggingface.co/mrmoor/cti-bert-mlm) on an unknown dataset.
+It achieves the following results on the evaluation set:
+- Train Loss: 0.6883
+- Validation Loss: 0.5161
+- Epoch: 0
+
+## 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:
+- optimizer: {'name': 'AdamWeightDecay', 'learning_rate': {'class_name': 'PolynomialDecay', 'config': {'initial_learning_rate': 2e-05, 'decay_steps': 82800, 'end_learning_rate': 0.0, 'power': 1.0, 'cycle': False, 'name': None}}, 'decay': 0.0, 'beta_1': 0.9, 'beta_2': 0.999, 'epsilon': 1e-08, 'amsgrad': False, 'weight_decay_rate': 0.01}
+- training_precision: float32
+
+### Training results
+
+| Train Loss | Validation Loss | Epoch |
+|:----------:|:---------------:|:-----:|
+| 0.6883     | 0.5161          | 0     |
+
+
+### Framework versions
+
+- Transformers 4.23.1
+- TensorFlow 2.9.2
+- Datasets 2.6.1
+- Tokenizers 0.13.1

config.json

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+{
+  "_name_or_path": "mrmoor/cti-bert-mlm",
+  "architectures": [
+    "BertForTokenClassification"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "classifier_dropout": null,
+  "gradient_checkpointing": false,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 768,
+  "id2label": {
+    "0": "none",
+    "1": "malware",
+    "10": "SHA2",
+    "11": "vulnerability",
+    "12": "DOMAIN",
+    "13": "URL",
+    "14": "campaign",
+    "15": "Infrastucture",
+    "16": "IPV4",
+    "17": "EMAIL",
+    "18": "REGISTRYKEY",
+    "19": "SHA1",
+    "2": "attack-pattern",
+    "20": "MD5",
+    "3": "TIME",
+    "4": "identity",
+    "5": "SOFTWARE",
+    "6": "threat-actor",
+    "7": "location",
+    "8": "tools",
+    "9": "FILEPATH"
+  },
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "label2id": {
+    "DOMAIN": "12",
+    "EMAIL": "17",
+    "FILEPATH": "9",
+    "IPV4": "16",
+    "Infrastucture": "15",
+    "MD5": "20",
+    "REGISTRYKEY": "18",
+    "SHA1": "19",
+    "SHA2": "10",
+    "SOFTWARE": "5",
+    "TIME": "3",
+    "URL": "13",
+    "attack-pattern": "2",
+    "campaign": "14",
+    "identity": "4",
+    "location": "7",
+    "malware": "1",
+    "none": "0",
+    "threat-actor": "6",
+    "tools": "8",
+    "vulnerability": "11"
+  },
+  "layer_norm_eps": 1e-12,
+  "max_position_embeddings": 512,
+  "model_type": "bert",
+  "num_attention_heads": 12,
+  "num_hidden_layers": 12,
+  "pad_token_id": 0,
+  "position_embedding_type": "absolute",
+  "transformers_version": "4.23.1",
+  "type_vocab_size": 2,
+  "use_cache": true,
+  "vocab_size": 30522
+}

logs/train/events.out.tfevents.1666550843.1dfebaa3f2ee.72.0.v2

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logs/validation/events.out.tfevents.1666551074.1dfebaa3f2ee.72.1.v2

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special_tokens_map.json

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

tf_model.h5

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tokenizer_config.json

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+{
+  "cls_token": "[CLS]",
+  "do_lower_case": true,
+  "mask_token": "[MASK]",
+  "model_max_length": 512,
+  "name_or_path": "mrmoor/cti-bert-tokenizer",
+  "pad_token": "[PAD]",
+  "sep_token": "[SEP]",
+  "special_tokens_map_file": null,
+  "strip_accents": null,
+  "tokenize_chinese_chars": true,
+  "tokenizer_class": "BertTokenizer",
+  "unk_token": "[UNK]"
+}

vocab.txt

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