End of training

README.md

@@ -0,0 +1,86 @@
+---
+license: apache-2.0
+base_model: bert-base-uncased
+tags:
+- generated_from_trainer
+metrics:
+- accuracy
+- f1
+model-index:
+- name: trainer2
+  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. -->
+
+# trainer2
+
+This model is a fine-tuned version of [bert-base-uncased](https://huggingface.co/bert-base-uncased) on the None dataset.
+It achieves the following results on the evaluation set:
+- Loss: 0.0234
+- Accuracy: 1.0
+- F1: 1.0
+
+## 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:
+- learning_rate: 2e-05
+- train_batch_size: 8
+- eval_batch_size: 8
+- seed: 42
+- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
+- lr_scheduler_type: linear
+- num_epochs: 30
+
+### Training results
+
+| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1     |
+|:-------------:|:-----:|:----:|:---------------:|:--------:|:------:|
+| 2.0054        | 1.2   | 30   | 1.9498          | 0.1429   | 0.0381 |
+| 1.9675        | 2.4   | 60   | 1.9430          | 0.1429   | 0.0357 |
+| 1.8674        | 3.6   | 90   | 1.8505          | 0.2619   | 0.1697 |
+| 1.6168        | 4.8   | 120  | 1.5603          | 0.2857   | 0.1653 |
+| 1.4081        | 6.0   | 150  | 1.4562          | 0.4762   | 0.3593 |
+| 1.0441        | 7.2   | 180  | 1.0784          | 0.7143   | 0.6980 |
+| 0.647         | 8.4   | 210  | 0.7278          | 0.7857   | 0.7618 |
+| 0.4592        | 9.6   | 240  | 0.4725          | 0.9048   | 0.9018 |
+| 0.2154        | 10.8  | 270  | 0.3315          | 0.9048   | 0.9032 |
+| 0.1011        | 12.0  | 300  | 0.3818          | 0.8095   | 0.7946 |
+| 0.0543        | 13.2  | 330  | 0.1302          | 1.0      | 1.0    |
+| 0.0265        | 14.4  | 360  | 0.1574          | 0.9524   | 0.9536 |
+| 0.0154        | 15.6  | 390  | 0.0577          | 1.0      | 1.0    |
+| 0.0106        | 16.8  | 420  | 0.0895          | 0.9762   | 0.9760 |
+| 0.0073        | 18.0  | 450  | 0.0355          | 1.0      | 1.0    |
+| 0.0058        | 19.2  | 480  | 0.0256          | 1.0      | 1.0    |
+| 0.005         | 20.4  | 510  | 0.0259          | 1.0      | 1.0    |
+| 0.0041        | 21.6  | 540  | 0.0258          | 1.0      | 1.0    |
+| 0.0039        | 22.8  | 570  | 0.0260          | 1.0      | 1.0    |
+| 0.0039        | 24.0  | 600  | 0.0260          | 1.0      | 1.0    |
+| 0.0037        | 25.2  | 630  | 0.0253          | 1.0      | 1.0    |
+| 0.0034        | 26.4  | 660  | 0.0254          | 1.0      | 1.0    |
+| 0.0033        | 27.6  | 690  | 0.0258          | 1.0      | 1.0    |
+| 0.0034        | 28.8  | 720  | 0.0239          | 1.0      | 1.0    |
+| 0.0032        | 30.0  | 750  | 0.0234          | 1.0      | 1.0    |
+
+
+### Framework versions
+
+- Transformers 4.38.2
+- Pytorch 2.1.0+cu121
+- Datasets 2.18.0
+- Tokenizers 0.15.2

config.json

@@ -0,0 +1,51 @@
+{
+  "_name_or_path": "bert-base-uncased",
+  "activation": "gelu",
+  "architectures": [
+    "DistilBertForSequenceClassification"
+  ],
+  "attention_dropout": 0.1,
+  "attention_probs_dropout_prob": 0.1,
+  "dim": 768,
+  "dropout": 0.1,
+  "gradient_checkpointing": false,
+  "hidden_act": "gelu",
+  "hidden_dim": 3072,
+  "hidden_dropout_prob": 0.1,
+  "id2label": {
+    "0": "anger",
+    "1": "fear",
+    "2": "joy",
+    "3": "love",
+    "4": "neutral",
+    "5": "sadness",
+    "6": "surprise"
+  },
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "label2id": {
+    "LABEL_0": 0,
+    "LABEL_1": 1,
+    "LABEL_2": 2,
+    "LABEL_3": 3,
+    "LABEL_4": 4,
+    "LABEL_5": 5,
+    "LABEL_6": 6
+  },
+  "layer_norm_eps": 1e-12,
+  "max_position_embeddings": 512,
+  "model_type": "distilbert",
+  "n_heads": 12,
+  "n_layers": 12,
+  "pad_token_id": 0,
+  "position_embedding_type": "absolute",
+  "problem_type": "single_label_classification",
+  "qa_dropout": 0.1,
+  "seq_classif_dropout": 0.2,
+  "sinusoidal_pos_embds": false,
+  "torch_dtype": "float32",
+  "transformers_version": "4.38.2",
+  "type_vocab_size": 2,
+  "use_cache": true,
+  "vocab_size": 30522
+}

model.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5390cacf65ac2d3a5d92f57aece923d6fc3a1264776a5a2e288afd269cd05a37
+size 437968636

runs/Mar11_14-24-05_fd75b22569e8/events.out.tfevents.1710167058.fd75b22569e8.296.9

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:052a60b21607e2d884a9883ee206dbed25e6f09504036c4b11109c152f21a1df
+size 19769

runs/Mar11_14-24-05_fd75b22569e8/events.out.tfevents.1710173630.fd75b22569e8.296.10

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:66f8fc10b612dfd92a1511b8060bfacc94ae36aca3db44a4016264b5a010ed5b
+size 457

special_tokens_map.json

@@ -0,0 +1,7 @@
+{
+  "cls_token": "[CLS]",
+  "mask_token": "[MASK]",
+  "pad_token": "[PAD]",
+  "sep_token": "[SEP]",
+  "unk_token": "[UNK]"
+}

tokenizer_config.json

@@ -0,0 +1,57 @@
+{
+  "added_tokens_decoder": {
+    "0": {
+      "content": "[PAD]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "100": {
+      "content": "[UNK]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "101": {
+      "content": "[CLS]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "102": {
+      "content": "[SEP]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "103": {
+      "content": "[MASK]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    }
+  },
+  "clean_up_tokenization_spaces": true,
+  "cls_token": "[CLS]",
+  "do_basic_tokenize": true,
+  "do_lower_case": true,
+  "mask_token": "[MASK]",
+  "model_max_length": 512,
+  "never_split": null,
+  "pad_token": "[PAD]",
+  "sep_token": "[SEP]",
+  "strip_accents": null,
+  "tokenize_chinese_chars": true,
+  "tokenizer_class": "DistilBertTokenizer",
+  "unk_token": "[UNK]"
+}

training_args.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a3c0e526ec375f78412c93ec997e21c05241ce4686c1be9f21de2d516e1fc3e7
+size 4856