Sentence Similarity
sentence-transformers
TensorBoard
Safetensors
Vietnamese
Vietnamese
feature-extraction
dense
Generated from Trainer
dataset_size:81409
loss:TripletLoss
custom_code
Eval Results (legacy)
Instructions to use KietReal/vietnamese-document-embedding_FT_QQP with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- sentence-transformers
How to use KietReal/vietnamese-document-embedding_FT_QQP with sentence-transformers:
from sentence_transformers import SentenceTransformer model = SentenceTransformer("KietReal/vietnamese-document-embedding_FT_QQP", trust_remote_code=True) sentences = [ "Đâu là lập luận tồi tệ nhất trên thế giới?", "Một số ví dụ về phương tiện giao thông cũ và hiện đại là gì?", "Trận chiến nào trong lịch sử thế giới là tồi tệ nhất?", "Cuộc tranh luận tồi tệ nhất trên thế giới là gì?" ] embeddings = model.encode(sentences) similarities = model.similarity(embeddings, embeddings) print(similarities.shape) # [4, 4] - Notebooks
- Google Colab
- Kaggle
Kiet Ha tuan commited on
Training in progress, step 500
Browse files- .gitattributes +1 -0
- config.json +49 -0
- eval/triplet_evaluation_results.csv +2 -0
- model.safetensors +3 -0
- runs/Jan02_17-56-19_a543c9381c34/events.out.tfevents.1767376645.a543c9381c34.8253.0 +3 -0
- special_tokens_map.json +51 -0
- tokenizer.json +3 -0
- tokenizer_config.json +62 -0
- training_args.bin +3 -0
.gitattributes
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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tokenizer.json filter=lfs diff=lfs merge=lfs -text
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config.json
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{
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"architectures": [
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"VietnameseModel"
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],
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"attention_probs_dropout_prob": 0.0,
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"auto_map": {
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"AutoConfig": "configuration.VietnameseConfig",
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"AutoModel": "modeling.VietnameseModel",
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"AutoModelForMaskedLM": "dangvantuan/Vietnamese_impl--modeling.VietnameseForMaskedLM",
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"AutoModelForMultipleChoice": "dangvantuan/Vietnamese_impl--modeling.VietnameseForMultipleChoice",
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"AutoModelForQuestionAnswering": "dangvantuan/Vietnamese_impl--modeling.VietnameseForQuestionAnswering",
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"AutoModelForSequenceClassification": "dangvantuan/Vietnamese_impl--modeling.VietnameseForSequenceClassification",
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"AutoModelForTokenClassification": "dangvantuan/Vietnamese_impl--modeling.VietnameseForTokenClassification"
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},
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"classifier_dropout": 0.0,
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"dtype": "float32",
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"hidden_act": "gelu",
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"hidden_dropout_prob": 0.1,
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"hidden_size": 768,
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"id2label": {
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"0": "LABEL_0"
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},
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"label2id": {
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"LABEL_0": 0
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},
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"layer_norm_eps": 1e-12,
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"layer_norm_type": "layer_norm",
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"logn_attention_clip1": false,
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"logn_attention_scale": false,
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"max_position_embeddings": 8192,
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"model_type": "Vietnamese",
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"num_attention_heads": 12,
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"num_hidden_layers": 12,
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"pack_qkv": true,
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"pad_token_id": 1,
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"position_embedding_type": "rope",
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"rope_scaling": {
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"factor": 8.0,
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"type": "ntk"
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},
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"rope_theta": 20000,
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"transformers_version": "4.57.3",
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"type_vocab_size": 1,
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"unpad_inputs": false,
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"use_memory_efficient_attention": false,
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"vocab_size": 250048
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}
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eval/triplet_evaluation_results.csv
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epoch,steps,accuracy_cosine
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0.3927729772191673,500,0.6860905289649963
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:129e01cfccbb835ca34ae8e83b7a16b8c81373225f0edffc11cda8bcb7d32694
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size 1221487872
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runs/Jan02_17-56-19_a543c9381c34/events.out.tfevents.1767376645.a543c9381c34.8253.0
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version https://git-lfs.github.com/spec/v1
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size 5053
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special_tokens_map.json
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{
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"bos_token": {
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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"cls_token": {
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"lstrip": false,
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"lstrip": true,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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"pad_token": {
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"content": "<pad>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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"sep_token": {
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"content": "</s>",
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"unk_token": {
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"single_word": false
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}
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}
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tokenizer.json
ADDED
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version https://git-lfs.github.com/spec/v1
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oid sha256:aa7a6ad87a7ce8fe196787355f6af7d03aee94d19c54a5eb1392ed18c8ef451a
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size 17082988
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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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"content": "<s>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"1": {
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"content": "<pad>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"2": {
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"content": "</s>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"3": {
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"content": "<unk>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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| 34 |
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},
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| 35 |
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"250001": {
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"content": "<mask>",
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"lstrip": true,
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"normalized": false,
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| 39 |
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"rstrip": false,
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"single_word": false,
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"special": true
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}
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| 43 |
+
},
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| 44 |
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"bos_token": "<s>",
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| 45 |
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"clean_up_tokenization_spaces": true,
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| 46 |
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"cls_token": "<s>",
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| 47 |
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"eos_token": "</s>",
|
| 48 |
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"extra_special_tokens": {},
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| 49 |
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"mask_token": "<mask>",
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| 50 |
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"max_length": 8192,
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| 51 |
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"model_max_length": 8192,
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| 52 |
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"pad_to_multiple_of": null,
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| 53 |
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"pad_token": "<pad>",
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| 54 |
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"pad_token_type_id": 0,
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| 55 |
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"padding_side": "right",
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| 56 |
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"sep_token": "</s>",
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| 57 |
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"stride": 0,
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| 58 |
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"tokenizer_class": "XLMRobertaTokenizerFast",
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| 59 |
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"truncation_side": "right",
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| 60 |
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"truncation_strategy": "longest_first",
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| 61 |
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"unk_token": "<unk>"
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}
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training_args.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:f6c710b2c130477fc993f8eabc9b72afc9a72a446c2e9e3e10b12bcaf3d8128e
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+
size 6225
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