End of training

README.md

@@ -0,0 +1,77 @@
+---
+license: cc-by-4.0
+base_model: dccuchile/tulio-chilean-spanish-bert
+tags:
+- generated_from_trainer
+metrics:
+- accuracy
+- precision
+- recall
+- f1
+model-index:
+- name: not-ner-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. -->
+
+# not-ner-v1
+
+This model is a fine-tuned version of [dccuchile/tulio-chilean-spanish-bert](https://huggingface.co/dccuchile/tulio-chilean-spanish-bert) on an unknown dataset.
+It achieves the following results on the evaluation set:
+- Loss: 0.1680
+- Accuracy: 0.9337
+- Precision: 0.9334
+- Recall: 0.9337
+- F1: 0.9333
+
+## 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: 20
+- eval_batch_size: 8
+- seed: 42
+- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
+- lr_scheduler_type: linear
+- num_epochs: 1
+
+### Training results
+
+| Training Loss | Epoch  | Step | Validation Loss | Accuracy | Precision | Recall | F1     |
+|:-------------:|:------:|:----:|:---------------:|:--------:|:---------:|:------:|:------:|
+| 0.3465        | 0.0799 | 200  | 0.3024          | 0.8719   | 0.8787    | 0.8719 | 0.8737 |
+| 0.2925        | 0.1599 | 400  | 0.2530          | 0.9045   | 0.9039    | 0.9045 | 0.9041 |
+| 0.2362        | 0.2398 | 600  | 0.2383          | 0.9089   | 0.9084    | 0.9089 | 0.9085 |
+| 0.239         | 0.3197 | 800  | 0.2083          | 0.9169   | 0.9163    | 0.9169 | 0.9163 |
+| 0.2149        | 0.3997 | 1000 | 0.2640          | 0.9130   | 0.9150    | 0.9130 | 0.9109 |
+| 0.2171        | 0.4796 | 1200 | 0.1932          | 0.9211   | 0.9214    | 0.9211 | 0.9212 |
+| 0.2056        | 0.5596 | 1400 | 0.1962          | 0.9237   | 0.9243    | 0.9237 | 0.9224 |
+| 0.1973        | 0.6395 | 1600 | 0.1906          | 0.9258   | 0.9255    | 0.9258 | 0.9256 |
+| 0.1912        | 0.7194 | 1800 | 0.1870          | 0.9277   | 0.9275    | 0.9277 | 0.9270 |
+| 0.183         | 0.7994 | 2000 | 0.1727          | 0.9318   | 0.9317    | 0.9318 | 0.9318 |
+| 0.1672        | 0.8793 | 2200 | 0.1809          | 0.9320   | 0.9318    | 0.9320 | 0.9313 |
+| 0.1643        | 0.9592 | 2400 | 0.1680          | 0.9337   | 0.9334    | 0.9337 | 0.9333 |
+
+
+### Framework versions
+
+- Transformers 4.42.4
+- Pytorch 2.3.1+cu121
+- Datasets 2.20.0
+- Tokenizers 0.19.1

config.json

@@ -0,0 +1,28 @@
+{
+  "_name_or_path": "dccuchile/tulio-chilean-spanish-bert",
+  "architectures": [
+    "BertForSequenceClassification"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "classifier_dropout": null,
+  "gradient_checkpointing": false,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 768,
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "layer_norm_eps": 1e-12,
+  "max_position_embeddings": 512,
+  "model_type": "bert",
+  "num_attention_heads": 12,
+  "num_hidden_layers": 12,
+  "output_past": true,
+  "pad_token_id": 1,
+  "position_embedding_type": "absolute",
+  "problem_type": "single_label_classification",
+  "torch_dtype": "float32",
+  "transformers_version": "4.42.4",
+  "type_vocab_size": 2,
+  "use_cache": true,
+  "vocab_size": 31002
+}

model.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:022fd84b5f76a2c2cf1a83590bf0cbd0c4e0ef14a1c976eca2e8f01b08c20d9e
+size 439433208

runs/Aug11_17-34-48_a7eb4fa7bed9/events.out.tfevents.1723397692.a7eb4fa7bed9.14195.0

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f9c76a5c328e2bfad1607c4078d6d11473701f54f5bda65481a5cb94dd803157
+size 13635

runs/Aug11_17-34-48_a7eb4fa7bed9/events.out.tfevents.1723406769.a7eb4fa7bed9.14195.1

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:63650436340a32f5deb6eafce0eb7b43b81e143aef39284791380d145981572a
+size 560

training_args.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1c1f7f0f10df9c84fc85d6afc7bd2bb191c8a2f8f905a0d7ce0f1e5e19658ada
+size 5112