Instructions to use joseph10/tiny-bert-sst2-distilled with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use joseph10/tiny-bert-sst2-distilled with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="joseph10/tiny-bert-sst2-distilled")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("joseph10/tiny-bert-sst2-distilled") model = AutoModelForSequenceClassification.from_pretrained("joseph10/tiny-bert-sst2-distilled") - Notebooks
- Google Colab
- Kaggle
Training in progress, epoch 1
Browse files- config.json +8 -4
- logs/events.out.tfevents.1701760669.joseph_legion.10272.19 +2 -2
- logs/events.out.tfevents.1701808154.joseph_legion.26688.0 +3 -0
- model.safetensors +2 -2
- run-18/checkpoint-4216/config.json +34 -0
- run-18/checkpoint-4216/model.safetensors +3 -0
- run-18/checkpoint-4216/optimizer.pt +3 -0
- run-18/checkpoint-4216/rng_state.pth +3 -0
- run-18/checkpoint-4216/scheduler.pt +3 -0
- run-18/checkpoint-4216/special_tokens_map.json +7 -0
- run-18/checkpoint-4216/tokenizer.json +0 -0
- run-18/checkpoint-4216/tokenizer_config.json +57 -0
- run-18/checkpoint-4216/trainer_state.json +144 -0
- run-18/checkpoint-4216/training_args.bin +3 -0
- run-18/checkpoint-4216/vocab.txt +0 -0
- tokenizer.json +6 -1
- training_args.bin +1 -1
config.json
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"hidden_dropout_prob": 0.1,
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"hidden_size": 128,
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"id2label": {
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"0": "
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"1": "
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},
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"initializer_range": 0.02,
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"intermediate_size": 512,
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"label2id": {
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"layer_norm_eps": 1e-12,
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"max_position_embeddings": 512,
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"hidden_dropout_prob": 0.1,
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"hidden_size": 128,
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"id2label": {
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"0": "noHate",
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"1": "hate",
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"2": "idk/skip",
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"3": "relation"
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},
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"initializer_range": 0.02,
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"intermediate_size": 512,
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"label2id": {
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"hate": "1",
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"idk/skip": "2",
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"noHate": "0",
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"relation": "3"
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},
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"layer_norm_eps": 1e-12,
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"max_position_embeddings": 512,
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logs/events.out.tfevents.1701760669.joseph_legion.10272.19
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logs/events.out.tfevents.1701808154.joseph_legion.26688.0
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model.safetensors
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size 17550344
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run-18/checkpoint-4216/config.json
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{
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"_name_or_path": "google/bert_uncased_L-2_H-128_A-2",
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"architectures": [
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"BertForSequenceClassification"
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],
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"attention_probs_dropout_prob": 0.1,
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"classifier_dropout": null,
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"hidden_act": "gelu",
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"hidden_dropout_prob": 0.1,
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"hidden_size": 128,
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"id2label": {
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"0": "negative",
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"1": "positive"
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},
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"initializer_range": 0.02,
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"intermediate_size": 512,
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"label2id": {
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"negative": "0",
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"positive": "1"
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},
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"layer_norm_eps": 1e-12,
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"max_position_embeddings": 512,
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"model_type": "bert",
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"num_attention_heads": 2,
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"num_hidden_layers": 2,
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"pad_token_id": 0,
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"position_embedding_type": "absolute",
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"problem_type": "single_label_classification",
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"torch_dtype": "float32",
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"transformers_version": "4.35.2",
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"type_vocab_size": 2,
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"use_cache": true,
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"vocab_size": 30522
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}
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run-18/checkpoint-4216/model.safetensors
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size 17549312
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run-18/checkpoint-4216/optimizer.pt
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version https://git-lfs.github.com/spec/v1
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size 35123898
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run-18/checkpoint-4216/rng_state.pth
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version https://git-lfs.github.com/spec/v1
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run-18/checkpoint-4216/scheduler.pt
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version https://git-lfs.github.com/spec/v1
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size 1064
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run-18/checkpoint-4216/special_tokens_map.json
ADDED
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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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"sep_token": "[SEP]",
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"unk_token": "[UNK]"
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}
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run-18/checkpoint-4216/tokenizer.json
ADDED
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The diff for this file is too large to render.
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run-18/checkpoint-4216/tokenizer_config.json
ADDED
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{
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"added_tokens_decoder": {
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| 3 |
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"0": {
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| 4 |
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"content": "[PAD]",
|
| 5 |
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"lstrip": false,
|
| 6 |
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"normalized": false,
|
| 7 |
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"rstrip": false,
|
| 8 |
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"single_word": false,
|
| 9 |
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"special": true
|
| 10 |
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},
|
| 11 |
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"100": {
|
| 12 |
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"content": "[UNK]",
|
| 13 |
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"lstrip": false,
|
| 14 |
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"normalized": false,
|
| 15 |
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"rstrip": false,
|
| 16 |
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"single_word": false,
|
| 17 |
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"special": true
|
| 18 |
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},
|
| 19 |
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"101": {
|
| 20 |
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"content": "[CLS]",
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| 21 |
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| 22 |
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"normalized": false,
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| 23 |
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"rstrip": false,
|
| 24 |
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"single_word": false,
|
| 25 |
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"special": true
|
| 26 |
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},
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| 27 |
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"102": {
|
| 28 |
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"content": "[SEP]",
|
| 29 |
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"lstrip": false,
|
| 30 |
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"normalized": false,
|
| 31 |
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"rstrip": false,
|
| 32 |
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"single_word": false,
|
| 33 |
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"special": true
|
| 34 |
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},
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| 35 |
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"103": {
|
| 36 |
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"content": "[MASK]",
|
| 37 |
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"lstrip": false,
|
| 38 |
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"normalized": false,
|
| 39 |
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"rstrip": false,
|
| 40 |
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"single_word": false,
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| 41 |
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"special": true
|
| 42 |
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}
|
| 43 |
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},
|
| 44 |
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"clean_up_tokenization_spaces": true,
|
| 45 |
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"cls_token": "[CLS]",
|
| 46 |
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"do_basic_tokenize": true,
|
| 47 |
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"do_lower_case": true,
|
| 48 |
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"mask_token": "[MASK]",
|
| 49 |
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"model_max_length": 512,
|
| 50 |
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"never_split": null,
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"pad_token": "[PAD]",
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| 54 |
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"tokenize_chinese_chars": true,
|
| 55 |
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"tokenizer_class": "BertTokenizer",
|
| 56 |
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"unk_token": "[UNK]"
|
| 57 |
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}
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run-18/checkpoint-4216/trainer_state.json
ADDED
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@@ -0,0 +1,144 @@
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| 1 |
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{
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| 5 |
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"is_local_process_zero": true,
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{
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{
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{
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"epoch": 2.0,
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"eval_accuracy": 0.8325688073394495,
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"eval_runtime": 1.8008,
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"step": 1054
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},
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| 41 |
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{
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|
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{
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"eval_accuracy": 0.8211009174311926,
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{
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tokenizer.json
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