Bjanka Vrljić
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Browse files- README.md +27 -0
- checkpoint-100/config.json +34 -0
- checkpoint-100/model.safetensors +3 -0
- checkpoint-100/optimizer.pt +3 -0
- checkpoint-100/rng_state.pth +3 -0
- checkpoint-100/scheduler.pt +3 -0
- checkpoint-100/trainer_state.json +397 -0
- checkpoint-100/training_args.bin +3 -0
- config.json +34 -0
- model.safetensors +3 -0
- runs/May16_00-59-57_r-bjankav-neurips-bert-x7eyfjr1-9733e-32r9k/events.out.tfevents.1715821197.r-bjankav-neurips-bert-x7eyfjr1-9733e-32r9k.87.0 +2 -2
- runs/May16_00-59-57_r-bjankav-neurips-bert-x7eyfjr1-9733e-32r9k/events.out.tfevents.1715821608.r-bjankav-neurips-bert-x7eyfjr1-9733e-32r9k.87.1 +3 -0
- special_tokens_map.json +7 -0
- tokenizer.json +0 -0
- tokenizer_config.json +55 -0
- training_args.bin +3 -0
- training_params.json +30 -0
- vocab.txt +0 -0
README.md
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---
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tags:
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- autotrain
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- text-classification
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widget:
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- text: "I love AutoTrain"
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datasets:
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- neurips-bert-combined2/autotrain-data
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---
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# Model Trained Using AutoTrain
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- Problem type: Text Classification
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## Validation Metrics
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loss: 0.5280066132545471
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f1: 0.7722772277227723
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precision: 0.7647058823529411
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recall: 0.78
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auc: 0.8512
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accuracy: 0.77
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checkpoint-100/config.json
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{
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"_name_or_path": "distilbert/distilbert-base-uncased",
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"_num_labels": 2,
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"activation": "gelu",
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"architectures": [
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"DistilBertForSequenceClassification"
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],
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"attention_dropout": 0.1,
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"dim": 768,
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"dropout": 0.1,
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"hidden_dim": 3072,
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"id2label": {
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"0": "0",
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"1": "1"
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},
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"initializer_range": 0.02,
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"label2id": {
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"0": 0,
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"1": 1
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},
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"max_position_embeddings": 512,
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"model_type": "distilbert",
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"n_heads": 12,
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"n_layers": 6,
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"pad_token_id": 0,
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"problem_type": "single_label_classification",
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"qa_dropout": 0.1,
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"seq_classif_dropout": 0.2,
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"sinusoidal_pos_embds": false,
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"tie_weights_": true,
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"torch_dtype": "float32",
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"transformers_version": "4.40.1",
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"vocab_size": 30522
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}
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checkpoint-100/model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:56506cb937e6f93862e5353ebf31545e12778460f4b84b6ec8d7a8f02a0ad16c
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size 267832560
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checkpoint-100/optimizer.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:f76f692c66def1f3a8987f474547c267d7fc73e7ec8e68d964ebca6c4a2a9b14
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size 535724410
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checkpoint-100/rng_state.pth
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version https://git-lfs.github.com/spec/v1
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oid sha256:70ec9b1a358e5fc06cb80e5d646f01843cb61a85b2741a4844749bb8d7f79da1
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size 13990
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checkpoint-100/scheduler.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:b7f13fa69fa5aededada161b8a9e4d59d1828d44ca7cd89db5434fe90d4bc5a9
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size 1064
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checkpoint-100/trainer_state.json
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{
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| 2 |
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"best_metric": 0.5280066132545471,
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| 3 |
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| 5 |
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oid sha256:b34f9a7f24f778a7476245b493bdd9daf98fca97892fb7878cd813915dc9b1ed
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size 22184
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runs/May16_00-59-57_r-bjankav-neurips-bert-x7eyfjr1-9733e-32r9k/events.out.tfevents.1715821608.r-bjankav-neurips-bert-x7eyfjr1-9733e-32r9k.87.1
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version https://git-lfs.github.com/spec/v1
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oid sha256:cf7e7469f6bdca580637a3a439e58bb541592f0a5e7de9a2fa4297a378f3c347
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size 607
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special_tokens_map.json
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{
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"cls_token": "[CLS]",
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"mask_token": "[MASK]",
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"pad_token": "[PAD]",
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| 5 |
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"sep_token": "[SEP]",
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"unk_token": "[UNK]"
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}
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tokenizer.json
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tokenizer_config.json
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{
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"added_tokens_decoder": {
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"0": {
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| 4 |
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"content": "[PAD]",
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| 5 |
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"lstrip": false,
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| 6 |
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"normalized": false,
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| 7 |
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"rstrip": false,
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| 8 |
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"single_word": false,
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| 9 |
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"special": true
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| 10 |
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},
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| 11 |
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"100": {
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| 12 |
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"content": "[UNK]",
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| 13 |
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"lstrip": false,
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| 14 |
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"normalized": false,
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"rstrip": false,
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| 16 |
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"single_word": false,
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| 17 |
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"special": true
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| 18 |
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},
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| 19 |
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"101": {
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| 20 |
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"content": "[CLS]",
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| 21 |
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"lstrip": false,
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| 22 |
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"normalized": false,
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| 23 |
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"rstrip": false,
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| 24 |
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"single_word": false,
|
| 25 |
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"special": true
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| 26 |
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},
|
| 27 |
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"102": {
|
| 28 |
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"content": "[SEP]",
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| 29 |
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"lstrip": false,
|
| 30 |
+
"normalized": false,
|
| 31 |
+
"rstrip": false,
|
| 32 |
+
"single_word": false,
|
| 33 |
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"special": true
|
| 34 |
+
},
|
| 35 |
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"103": {
|
| 36 |
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"content": "[MASK]",
|
| 37 |
+
"lstrip": false,
|
| 38 |
+
"normalized": false,
|
| 39 |
+
"rstrip": false,
|
| 40 |
+
"single_word": false,
|
| 41 |
+
"special": true
|
| 42 |
+
}
|
| 43 |
+
},
|
| 44 |
+
"clean_up_tokenization_spaces": true,
|
| 45 |
+
"cls_token": "[CLS]",
|
| 46 |
+
"do_lower_case": true,
|
| 47 |
+
"mask_token": "[MASK]",
|
| 48 |
+
"model_max_length": 512,
|
| 49 |
+
"pad_token": "[PAD]",
|
| 50 |
+
"sep_token": "[SEP]",
|
| 51 |
+
"strip_accents": null,
|
| 52 |
+
"tokenize_chinese_chars": true,
|
| 53 |
+
"tokenizer_class": "DistilBertTokenizer",
|
| 54 |
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"unk_token": "[UNK]"
|
| 55 |
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}
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training_args.bin
ADDED
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| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:5829f9bce5817d1168ff56d8713711db6df414d638e2bdc87ce68301e45a1ae0
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| 3 |
+
size 5048
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training_params.json
ADDED
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@@ -0,0 +1,30 @@
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|
| 1 |
+
{
|
| 2 |
+
"data_path": "neurips-bert-combined2/autotrain-data",
|
| 3 |
+
"model": "distilbert/distilbert-base-uncased",
|
| 4 |
+
"lr": 5e-05,
|
| 5 |
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"epochs": 3,
|
| 6 |
+
"max_seq_length": 128,
|
| 7 |
+
"batch_size": 8,
|
| 8 |
+
"warmup_ratio": 0.1,
|
| 9 |
+
"gradient_accumulation": 1,
|
| 10 |
+
"optimizer": "adamw_torch",
|
| 11 |
+
"scheduler": "linear",
|
| 12 |
+
"weight_decay": 0.0,
|
| 13 |
+
"max_grad_norm": 1.0,
|
| 14 |
+
"seed": 42,
|
| 15 |
+
"train_split": "train",
|
| 16 |
+
"valid_split": "validation",
|
| 17 |
+
"text_column": "autotrain_text",
|
| 18 |
+
"target_column": "autotrain_label",
|
| 19 |
+
"logging_steps": -1,
|
| 20 |
+
"project_name": "neurips-bert-combined2",
|
| 21 |
+
"auto_find_batch_size": false,
|
| 22 |
+
"mixed_precision": null,
|
| 23 |
+
"save_total_limit": 1,
|
| 24 |
+
"push_to_hub": true,
|
| 25 |
+
"evaluation_strategy": "epoch",
|
| 26 |
+
"username": "BjankaV",
|
| 27 |
+
"log": "tensorboard",
|
| 28 |
+
"early_stopping_patience": 5,
|
| 29 |
+
"early_stopping_threshold": 0.01
|
| 30 |
+
}
|
vocab.txt
ADDED
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