End of training

README.md

@@ -0,0 +1,96 @@
+---
+library_name: transformers
+license: cc-by-nc-sa-4.0
+base_model: ufal/robeczech-base
+tags:
+- generated_from_trainer
+metrics:
+- precision
+- recall
+- f1
+- accuracy
+model-index:
+- name: robeczech_lr3e-05_bs16_train30
+  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. -->
+
+# robeczech_lr3e-05_bs16_train30
+
+This model is a fine-tuned version of [ufal/robeczech-base](https://huggingface.co/ufal/robeczech-base) on an unknown dataset.
+It achieves the following results on the evaluation set:
+- Loss: 0.7524
+- Precision: 0.6957
+- Recall: 0.7042
+- F1: 0.6999
+- Accuracy: 0.8581
+
+## 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: 3e-05
+- train_batch_size: 16
+- eval_batch_size: 16
+- 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: 30
+
+### Training results
+
+| Training Loss | Epoch | Step | Validation Loss | Precision | Recall | F1     | Accuracy |
+|:-------------:|:-----:|:----:|:---------------:|:---------:|:------:|:------:|:--------:|
+| No log        | 1.0   | 2    | 2.1827          | 0.0789    | 0.0029 | 0.0056 | 0.5672   |
+| No log        | 2.0   | 4    | 1.8547          | 0.0       | 0.0    | 0.0    | 0.5666   |
+| No log        | 3.0   | 6    | 1.7184          | 0.0       | 0.0    | 0.0    | 0.5666   |
+| No log        | 4.0   | 8    | 1.6366          | 0.0       | 0.0    | 0.0    | 0.5666   |
+| No log        | 5.0   | 10   | 1.5608          | 0.0       | 0.0    | 0.0    | 0.5666   |
+| No log        | 6.0   | 12   | 1.4897          | 0.0       | 0.0    | 0.0    | 0.5666   |
+| No log        | 7.0   | 14   | 1.4198          | 0.5       | 0.0048 | 0.0096 | 0.5686   |
+| No log        | 8.0   | 16   | 1.3505          | 0.4098    | 0.0121 | 0.0235 | 0.5718   |
+| No log        | 9.0   | 18   | 1.2871          | 0.3481    | 0.0227 | 0.0426 | 0.5764   |
+| No log        | 10.0  | 20   | 1.2321          | 0.3907    | 0.0526 | 0.0928 | 0.5892   |
+| No log        | 11.0  | 22   | 1.1821          | 0.4436    | 0.1347 | 0.2067 | 0.6235   |
+| No log        | 12.0  | 24   | 1.1378          | 0.4340    | 0.2685 | 0.3317 | 0.6789   |
+| No log        | 13.0  | 26   | 1.0951          | 0.4228    | 0.3317 | 0.3718 | 0.7041   |
+| No log        | 14.0  | 28   | 1.0571          | 0.4412    | 0.3877 | 0.4127 | 0.7265   |
+| No log        | 15.0  | 30   | 1.0247          | 0.4677    | 0.4433 | 0.4551 | 0.7461   |
+| No log        | 16.0  | 32   | 0.9942          | 0.5116    | 0.4915 | 0.5014 | 0.7662   |
+| No log        | 17.0  | 34   | 0.9657          | 0.5523    | 0.5278 | 0.5398 | 0.7830   |
+| No log        | 18.0  | 36   | 0.9422          | 0.5946    | 0.5645 | 0.5791 | 0.7997   |
+| No log        | 19.0  | 38   | 0.9165          | 0.6177    | 0.6007 | 0.6091 | 0.8144   |
+| No log        | 20.0  | 40   | 0.8933          | 0.6319    | 0.6340 | 0.6329 | 0.8248   |
+| No log        | 21.0  | 42   | 0.8715          | 0.6493    | 0.6552 | 0.6522 | 0.8336   |
+| No log        | 22.0  | 44   | 0.8489          | 0.6654    | 0.6644 | 0.6649 | 0.8391   |
+| No log        | 23.0  | 46   | 0.8303          | 0.6819    | 0.6707 | 0.6762 | 0.8451   |
+| No log        | 24.0  | 48   | 0.8136          | 0.6873    | 0.6760 | 0.6816 | 0.8472   |
+| No log        | 25.0  | 50   | 0.8005          | 0.6881    | 0.6871 | 0.6876 | 0.8506   |
+| No log        | 26.0  | 52   | 0.7916          | 0.6884    | 0.6944 | 0.6913 | 0.8512   |
+| No log        | 27.0  | 54   | 0.7836          | 0.6913    | 0.6997 | 0.6955 | 0.8529   |
+| No log        | 28.0  | 56   | 0.7764          | 0.6934    | 0.7001 | 0.6968 | 0.8539   |
+| No log        | 29.0  | 58   | 0.7714          | 0.6961    | 0.7011 | 0.6986 | 0.8550   |
+| No log        | 30.0  | 60   | 0.7693          | 0.6984    | 0.7021 | 0.7002 | 0.8560   |
+
+
+### Framework versions
+
+- Transformers 4.51.3
+- Pytorch 2.6.0+cu124
+- Datasets 3.6.0
+- Tokenizers 0.21.1

config.json

@@ -0,0 +1,57 @@
+{
+  "architectures": [
+    "RobertaForTokenClassification"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "bos_token_id": 0,
+  "classifier_dropout": null,
+  "eos_token_id": 2,
+  "gradient_checkpointing": false,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 768,
+  "id2label": {
+    "0": "O",
+    "1": "B-key",
+    "2": "B-information",
+    "3": "B-name",
+    "4": "B-rank",
+    "5": "B-birth_date",
+    "6": "B-nationality",
+    "7": "B-death_date",
+    "8": "B-funeral_date",
+    "9": "B-grave_location",
+    "10": "B-grave_id",
+    "11": "B-information_source",
+    "12": "B-death_book"
+  },
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "label2id": {
+    "LABEL_0": 0,
+    "LABEL_1": 1,
+    "LABEL_10": 10,
+    "LABEL_11": 11,
+    "LABEL_12": 12,
+    "LABEL_2": 2,
+    "LABEL_3": 3,
+    "LABEL_4": 4,
+    "LABEL_5": 5,
+    "LABEL_6": 6,
+    "LABEL_7": 7,
+    "LABEL_8": 8,
+    "LABEL_9": 9
+  },
+  "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": "4.51.3",
+  "type_vocab_size": 1,
+  "use_cache": true,
+  "vocab_size": 51997
+}

model.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:07e365ce7ee631cc91748a1dbd0135aec8dcff5e16f3a1d5c5c9c281a1c3f075
+size 501604780

special_tokens_map.json

@@ -0,0 +1,51 @@
+{
+  "bos_token": {
+    "content": "[CLS]",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "cls_token": {
+    "content": "[CLS]",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "eos_token": {
+    "content": "[SEP]",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "mask_token": {
+    "content": "[MASK]",
+    "lstrip": true,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": {
+    "content": "[PAD]",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "sep_token": {
+    "content": "[SEP]",
+    "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

@@ -0,0 +1,58 @@
+{
+  "add_prefix_space": true,
+  "added_tokens_decoder": {
+    "0": {
+      "content": "[CLS]",
+      "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": "[SEP]",
+      "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
+    },
+    "51960": {
+      "content": "[MASK]",
+      "lstrip": true,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    }
+  },
+  "bos_token": "[CLS]",
+  "clean_up_tokenization_spaces": false,
+  "cls_token": "[CLS]",
+  "eos_token": "[SEP]",
+  "errors": "replace",
+  "extra_special_tokens": {},
+  "mask_token": "[MASK]",
+  "model_max_length": 512,
+  "pad_token": "[PAD]",
+  "sep_token": "[SEP]",
+  "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 sha256:8fe67022c04000fbc90e263ef7f40a1b2530bed63c6cdeeff54288cec0044d41
+size 5368