Sentence Similarity
sentence-transformers
TensorBoard
Safetensors
bert
feature-extraction
Generated from Trainer
dataset_size:172826
loss:CosineSimilarityLoss
text-embeddings-inference
Instructions to use codersan/validadted_e5smallStudent2 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- sentence-transformers
How to use codersan/validadted_e5smallStudent2 with sentence-transformers:
from sentence_transformers import SentenceTransformer model = SentenceTransformer("codersan/validadted_e5smallStudent2") sentences = [ "How do you make Yahoo your homepage?", "چگونه ویکی پدیا بدون تبلیغ در وب سایت خود درآمد کسب می کند؟", "چگونه می توانم برای امتحان INS 21 آماده شوم؟", "How can I make Yahoo my homepage on my browser?" ] embeddings = model.encode(sentences) similarities = model.similarity(embeddings, embeddings) print(similarities.shape) # [4, 4] - Notebooks
- Google Colab
- Kaggle
Training in progress, epoch 1
Browse files- .gitattributes +1 -0
- config.json +26 -0
- model.safetensors +3 -0
- runs/Aug06_15-23-57_f24fd32462b7/events.out.tfevents.1754493839.f24fd32462b7.18.0 +3 -0
- sentencepiece.bpe.model +3 -0
- special_tokens_map.json +51 -0
- tokenizer.json +3 -0
- tokenizer_config.json +56 -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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"_name_or_path": "intfloat/multilingual-e5-small",
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"architectures": [
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"BertModel"
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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": 384,
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"initializer_range": 0.02,
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"intermediate_size": 1536,
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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": 12,
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"num_hidden_layers": 12,
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"pad_token_id": 0,
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"position_embedding_type": "absolute",
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"tokenizer_class": "XLMRobertaTokenizer",
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"torch_dtype": "float32",
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"transformers_version": "4.47.0",
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"type_vocab_size": 2,
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"use_cache": true,
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"vocab_size": 250037
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}
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:ba688876cce6549a253bdf78fca1950c87ac26c8c372b751908566546effcd97
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size 470637416
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runs/Aug06_15-23-57_f24fd32462b7/events.out.tfevents.1754493839.f24fd32462b7.18.0
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version https://git-lfs.github.com/spec/v1
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size 71442
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sentencepiece.bpe.model
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version https://git-lfs.github.com/spec/v1
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oid sha256:cfc8146abe2a0488e9e2a0c56de7952f7c11ab059eca145a0a727afce0db2865
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size 5069051
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special_tokens_map.json
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{
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"bos_token": {
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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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},
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"cls_token": {
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"content": "<s>",
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"lstrip": false,
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"eos_token": {
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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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"mask_token": {
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"content": "<mask>",
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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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},
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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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},
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"sep_token": {
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"content": "</s>",
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"normalized": false,
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"unk_token": {
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"normalized": false,
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"rstrip": false,
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"single_word": false
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}
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}
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tokenizer.json
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version https://git-lfs.github.com/spec/v1
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oid sha256:ef04f2b385d1514f500e779207ace0f53e30895ce37563179e29f4022d28ca38
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size 17083053
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tokenizer_config.json
ADDED
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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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| 31 |
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"rstrip": false,
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| 32 |
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"single_word": false,
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"special": true
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},
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"250001": {
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"content": "<mask>",
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"lstrip": false,
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"normalized": false,
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| 39 |
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"rstrip": false,
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| 40 |
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"single_word": false,
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"special": true
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}
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},
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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>",
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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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"model_max_length": 512,
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| 51 |
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"pad_token": "<pad>",
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| 52 |
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"sep_token": "</s>",
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"sp_model_kwargs": {},
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"tokenizer_class": "XLMRobertaTokenizer",
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| 55 |
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"unk_token": "<unk>"
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}
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training_args.bin
ADDED
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version https://git-lfs.github.com/spec/v1
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oid sha256:acafa94f7a1fabc37e17c51a499bdd3b14bd6e5e2ab21fcb3cb3a4a1b44b4c73
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| 3 |
+
size 5624
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