prinsINT/deberta-v3-base-uner-down-synth400

README.md

@@ -0,0 +1,103 @@
+---
+library_name: transformers
+license: mit
+base_model: microsoft/deberta-v3-base
+tags:
+- generated_from_trainer
+metrics:
+- f1
+- precision
+- recall
+- accuracy
+model-index:
+- name: deberta-v3-base-uner-down-synth400
+  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. -->
+
+# deberta-v3-base-uner-down-synth400
+
+This model is a fine-tuned version of [microsoft/deberta-v3-base](https://huggingface.co/microsoft/deberta-v3-base) on an unknown dataset.
+It achieves the following results on the evaluation set:
+- Loss: 0.1225
+- F1: 0.7274
+- Precision: 0.6706
+- Recall: 0.7946
+- Accuracy: 0.9784
+
+## 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: 2.5e-05
+- train_batch_size: 16
+- eval_batch_size: 32
+- seed: 42
+- optimizer: Use OptimizerNames.ADAMW_TORCH_FUSED with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
+- lr_scheduler_type: linear
+- num_epochs: 30
+
+### Training results
+
+| Training Loss | Epoch | Step | Validation Loss | F1     | Precision | Recall | Accuracy |
+|:-------------:|:-----:|:----:|:---------------:|:------:|:---------:|:------:|:--------:|
+| 0.3736        | 0.8   | 20   | 0.2035          | 0.0482 | 0.1176    | 0.0303 | 0.9431   |
+| 0.2416        | 1.6   | 40   | 0.1315          | 0.3044 | 0.2724    | 0.3449 | 0.9559   |
+| 0.0684        | 2.4   | 60   | 0.1027          | 0.4766 | 0.4303    | 0.5341 | 0.9668   |
+| 0.0588        | 3.2   | 80   | 0.0881          | 0.6067 | 0.5490    | 0.6778 | 0.9733   |
+| 0.1194        | 4.0   | 100  | 0.0851          | 0.6805 | 0.6521    | 0.7114 | 0.9766   |
+| 0.014         | 4.8   | 120  | 0.0800          | 0.7078 | 0.6512    | 0.7751 | 0.9769   |
+| 0.0572        | 5.6   | 140  | 0.0815          | 0.7228 | 0.6882    | 0.7611 | 0.9788   |
+| 0.0059        | 6.4   | 160  | 0.0910          | 0.7016 | 0.6408    | 0.7751 | 0.9767   |
+| 0.0079        | 7.2   | 180  | 0.0946          | 0.6864 | 0.6237    | 0.7632 | 0.9760   |
+| 0.0152        | 8.0   | 200  | 0.0981          | 0.7107 | 0.6494    | 0.7849 | 0.9760   |
+| 0.0169        | 8.8   | 220  | 0.0954          | 0.702  | 0.6530    | 0.7589 | 0.9771   |
+| 0.0027        | 9.6   | 240  | 0.0983          | 0.7214 | 0.6984    | 0.7459 | 0.9775   |
+| 0.0107        | 10.4  | 260  | 0.1050          | 0.7141 | 0.6544    | 0.7859 | 0.9773   |
+| 0.0029        | 11.2  | 280  | 0.1072          | 0.7139 | 0.6555    | 0.7838 | 0.9773   |
+| 0.0056        | 12.0  | 300  | 0.1075          | 0.7216 | 0.6670    | 0.7859 | 0.9777   |
+| 0.0048        | 12.8  | 320  | 0.1109          | 0.7245 | 0.6628    | 0.7989 | 0.9775   |
+| 0.0033        | 13.6  | 340  | 0.1133          | 0.7242 | 0.6691    | 0.7892 | 0.9773   |
+| 0.0021        | 14.4  | 360  | 0.1098          | 0.7247 | 0.6916    | 0.7611 | 0.9784   |
+| 0.0057        | 15.2  | 380  | 0.1131          | 0.7223 | 0.6652    | 0.7903 | 0.9779   |
+| 0.0014        | 16.0  | 400  | 0.1113          | 0.7319 | 0.6889    | 0.7805 | 0.9789   |
+| 0.0098        | 16.8  | 420  | 0.1140          | 0.7207 | 0.6670    | 0.7838 | 0.9778   |
+| 0.0019        | 17.6  | 440  | 0.1162          | 0.7177 | 0.6612    | 0.7849 | 0.9778   |
+| 0.001         | 18.4  | 460  | 0.1194          | 0.7259 | 0.6682    | 0.7946 | 0.9780   |
+| 0.0009        | 19.2  | 480  | 0.1174          | 0.7307 | 0.6860    | 0.7816 | 0.9784   |
+| 0.001         | 20.0  | 500  | 0.1219          | 0.7267 | 0.6673    | 0.7978 | 0.9779   |
+| 0.0016        | 20.8  | 520  | 0.1183          | 0.7312 | 0.6819    | 0.7881 | 0.9784   |
+| 0.001         | 21.6  | 540  | 0.1187          | 0.7306 | 0.6850    | 0.7827 | 0.9784   |
+| 0.0012        | 22.4  | 560  | 0.1227          | 0.7323 | 0.6752    | 0.8    | 0.9784   |
+| 0.0011        | 23.2  | 580  | 0.1218          | 0.7212 | 0.6624    | 0.7914 | 0.9777   |
+| 0.0012        | 24.0  | 600  | 0.1217          | 0.7243 | 0.6700    | 0.7881 | 0.9780   |
+| 0.0006        | 24.8  | 620  | 0.1217          | 0.7296 | 0.6807    | 0.7859 | 0.9784   |
+| 0.0006        | 25.6  | 640  | 0.1233          | 0.7272 | 0.6688    | 0.7968 | 0.9782   |
+| 0.001         | 26.4  | 660  | 0.1206          | 0.7305 | 0.6807    | 0.7881 | 0.9787   |
+| 0.0005        | 27.2  | 680  | 0.1207          | 0.7329 | 0.6842    | 0.7892 | 0.9786   |
+| 0.0012        | 28.0  | 700  | 0.1211          | 0.7318 | 0.6822    | 0.7892 | 0.9786   |
+| 0.0017        | 28.8  | 720  | 0.1225          | 0.7274 | 0.6706    | 0.7946 | 0.9784   |
+| 0.001         | 29.6  | 740  | 0.1225          | 0.7274 | 0.6706    | 0.7946 | 0.9784   |
+
+
+### Framework versions
+
+- Transformers 4.57.1
+- Pytorch 2.8.0+cu128
+- Datasets 4.3.0
+- Tokenizers 0.22.1

added_tokens.json

@@ -0,0 +1,3 @@
+{
+  "[MASK]": 128000
+}

config.json

@@ -0,0 +1,56 @@
+{
+  "architectures": [
+    "DebertaV2ForTokenClassification"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "bos_token_id": 1,
+  "dtype": "float32",
+  "eos_token_id": 2,
+  "finetuning_task": "ner",
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 768,
+  "id2label": {
+    "0": "O",
+    "1": "B-PER",
+    "2": "I-PER",
+    "3": "B-ORG",
+    "4": "I-ORG",
+    "5": "B-LOC",
+    "6": "I-LOC"
+  },
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "label2id": {
+    "B-LOC": 5,
+    "B-ORG": 3,
+    "B-PER": 1,
+    "I-LOC": 6,
+    "I-ORG": 4,
+    "I-PER": 2,
+    "O": 0
+  },
+  "layer_norm_eps": 1e-07,
+  "legacy": true,
+  "max_position_embeddings": 512,
+  "max_relative_positions": -1,
+  "model_type": "deberta-v2",
+  "norm_rel_ebd": "layer_norm",
+  "num_attention_heads": 12,
+  "num_hidden_layers": 12,
+  "pad_token_id": 0,
+  "pooler_dropout": 0,
+  "pooler_hidden_act": "gelu",
+  "pooler_hidden_size": 768,
+  "pos_att_type": [
+    "p2c",
+    "c2p"
+  ],
+  "position_biased_input": false,
+  "position_buckets": 256,
+  "relative_attention": true,
+  "share_att_key": true,
+  "transformers_version": "4.57.1",
+  "type_vocab_size": 0,
+  "vocab_size": 128100
+}

model.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0af443f0841d70bf9cd40f7f5b828f46cc214b93860b461d4038593f8db6a45f
+size 735372116

special_tokens_map.json

@@ -0,0 +1,15 @@
+{
+  "bos_token": "[CLS]",
+  "cls_token": "[CLS]",
+  "eos_token": "[SEP]",
+  "mask_token": "[MASK]",
+  "pad_token": "[PAD]",
+  "sep_token": "[SEP]",
+  "unk_token": {
+    "content": "[UNK]",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  }
+}

spm.model

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c679fbf93643d19aab7ee10c0b99e460bdbc02fedf34b92b05af343b4af586fd
+size 2464616

tokenizer_config.json

@@ -0,0 +1,60 @@
+{
+  "add_prefix_space": false,
+  "added_tokens_decoder": {
+    "0": {
+      "content": "[PAD]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "1": {
+      "content": "[CLS]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "2": {
+      "content": "[SEP]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "3": {
+      "content": "[UNK]",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "128000": {
+      "content": "[MASK]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    }
+  },
+  "bos_token": "[CLS]",
+  "clean_up_tokenization_spaces": false,
+  "cls_token": "[CLS]",
+  "do_lower_case": false,
+  "eos_token": "[SEP]",
+  "extra_special_tokens": {},
+  "mask_token": "[MASK]",
+  "model_max_length": 1000000000000000019884624838656,
+  "pad_token": "[PAD]",
+  "sep_token": "[SEP]",
+  "sp_model_kwargs": {},
+  "split_by_punct": false,
+  "tokenizer_class": "DebertaV2Tokenizer",
+  "unk_token": "[UNK]",
+  "vocab_type": "spm"
+}

training_args.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4c2279ab3341eeaa63af0d884b868caa31d3ba38c5f58976ca001a7934eac1ed
+size 5841