Upload folder using huggingface_hub
Browse files- .gitattributes +2 -0
- 1_Pooling/config.json +9 -0
- README.md +43 -0
- best_model.bin +3 -0
- config.json +27 -0
- modules.json +20 -0
- pytorch_model.bin +3 -0
- sentencepiece.bpe.model +3 -0
- special_tokens_map.json +51 -0
- tokenizer.json +3 -0
- tokenizer_config.json +55 -0
- training_history.json +47 -0
- training_progress.png +3 -0
.gitattributes
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@@ -33,3 +33,5 @@ saved_model/**/* 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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*.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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training_progress.png filter=lfs diff=lfs merge=lfs -text
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1_Pooling/config.json
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{
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"word_embedding_dimension": 768,
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"pooling_mode_cls_token": false,
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"pooling_mode_mean_tokens": true,
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"pooling_mode_max_tokens": false,
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"pooling_mode_mean_sqrt_len_tokens": false,
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"pooling_mode_weightedmean_tokens": false,
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"pooling_mode_lasttoken": false
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}
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README.md
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---
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language: multilingual
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library_name: sentence-transformers
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pipeline_tag: sentence-similarity
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tags:
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- sentence-transformers
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- multilingual
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- nutrition
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- retrieval
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base_model: intfloat/multilingual-e5-base
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---
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# Multilingual E5 Nutrition Fine-tuned
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This model is a fine-tuned version of `intfloat/multilingual-e5-base` specifically for nutrition domain retrieval.
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## Model Details
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- Base Model: intfloat/multilingual-e5-base
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- Fine-tuned on: 5228 nutrition samples
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- Best Validation Loss: 0.1619
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- Architecture: Identical to original multilingual-e5-base
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## Usage
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Use exactly like the original multilingual-e5-base:
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|||python
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from sentence_transformers import SentenceTransformer
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model = SentenceTransformer('linhha2705/multilingual-e5-simple')
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# Encode queries and passages with prefixes
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query = "query: What is healthy food?"
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passage = "passage: Healthy food includes fruits and vegetables."
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query_embedding = model.encode(query)
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passage_embedding = model.encode(passage)
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|||
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## Performance
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Improved retrieval accuracy for nutrition domain while maintaining full compatibility with multilingual-e5-base.
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best_model.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:1b4d149a5f5bfa8e7293320a3fbfabe29f68606044e63980a506bf88a9c6a0fb
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size 1112258118
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config.json
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{
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"architectures": [
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"XLMRobertaModel"
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],
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"attention_probs_dropout_prob": 0.1,
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| 6 |
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"bos_token_id": 0,
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| 7 |
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"classifier_dropout": null,
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| 8 |
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"eos_token_id": 2,
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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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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"layer_norm_eps": 1e-05,
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| 15 |
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"max_position_embeddings": 514,
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"model_type": "xlm-roberta",
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"num_attention_heads": 12,
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| 18 |
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"num_hidden_layers": 12,
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"output_past": true,
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"pad_token_id": 1,
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"position_embedding_type": "absolute",
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"torch_dtype": "float32",
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"transformers_version": "4.51.3",
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"type_vocab_size": 1,
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"use_cache": true,
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"vocab_size": 250002
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}
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modules.json
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[
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{
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"idx": 0,
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"name": "0",
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"path": "",
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"type": "sentence_transformers.models.Transformer"
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},
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{
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"idx": 1,
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"name": "1",
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"path": "",
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"type": "sentence_transformers.models.Pooling"
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},
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{
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"idx": 2,
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| 16 |
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"name": "2",
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"path": "",
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"type": "sentence_transformers.models.Normalize"
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}
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]
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pytorch_model.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:e80dc0d1a4534079748ff71bcc02d843c8d66e47b394b3a999157e7cda57e093
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size 1112241766
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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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| 5 |
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"normalized": false,
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| 6 |
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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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| 12 |
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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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| 16 |
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"eos_token": {
|
| 17 |
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"content": "</s>",
|
| 18 |
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"lstrip": false,
|
| 19 |
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"normalized": false,
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"rstrip": false,
|
| 21 |
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"single_word": false
|
| 22 |
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},
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| 23 |
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"mask_token": {
|
| 24 |
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"content": "<mask>",
|
| 25 |
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"lstrip": true,
|
| 26 |
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"normalized": false,
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| 27 |
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"rstrip": false,
|
| 28 |
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"single_word": false
|
| 29 |
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},
|
| 30 |
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"pad_token": {
|
| 31 |
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"content": "<pad>",
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| 32 |
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"lstrip": false,
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| 33 |
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"normalized": false,
|
| 34 |
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"rstrip": false,
|
| 35 |
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"single_word": false
|
| 36 |
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},
|
| 37 |
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"sep_token": {
|
| 38 |
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"content": "</s>",
|
| 39 |
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"lstrip": false,
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| 40 |
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"normalized": false,
|
| 41 |
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"rstrip": false,
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| 42 |
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"single_word": false
|
| 43 |
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},
|
| 44 |
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"unk_token": {
|
| 45 |
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"content": "<unk>",
|
| 46 |
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"lstrip": false,
|
| 47 |
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"normalized": false,
|
| 48 |
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"rstrip": false,
|
| 49 |
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"single_word": false
|
| 50 |
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}
|
| 51 |
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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 sha256:3a56def25aa40facc030ea8b0b87f3688e4b3c39eb8b45d5702b3a1300fe2a20
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| 3 |
+
size 17082734
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tokenizer_config.json
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{
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"added_tokens_decoder": {
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"0": {
|
| 4 |
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"content": "<s>",
|
| 5 |
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"lstrip": false,
|
| 6 |
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"normalized": false,
|
| 7 |
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"rstrip": false,
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| 8 |
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"single_word": false,
|
| 9 |
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"special": true
|
| 10 |
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},
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| 11 |
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"1": {
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| 12 |
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"content": "<pad>",
|
| 13 |
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"lstrip": false,
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| 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 |
+
},
|
| 19 |
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"2": {
|
| 20 |
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"content": "</s>",
|
| 21 |
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"lstrip": false,
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| 22 |
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"normalized": false,
|
| 23 |
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"rstrip": false,
|
| 24 |
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"single_word": false,
|
| 25 |
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"special": true
|
| 26 |
+
},
|
| 27 |
+
"3": {
|
| 28 |
+
"content": "<unk>",
|
| 29 |
+
"lstrip": false,
|
| 30 |
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"normalized": false,
|
| 31 |
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"rstrip": false,
|
| 32 |
+
"single_word": false,
|
| 33 |
+
"special": true
|
| 34 |
+
},
|
| 35 |
+
"250001": {
|
| 36 |
+
"content": "<mask>",
|
| 37 |
+
"lstrip": true,
|
| 38 |
+
"normalized": false,
|
| 39 |
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"rstrip": false,
|
| 40 |
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"single_word": false,
|
| 41 |
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"special": true
|
| 42 |
+
}
|
| 43 |
+
},
|
| 44 |
+
"bos_token": "<s>",
|
| 45 |
+
"clean_up_tokenization_spaces": true,
|
| 46 |
+
"cls_token": "<s>",
|
| 47 |
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"eos_token": "</s>",
|
| 48 |
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"extra_special_tokens": {},
|
| 49 |
+
"mask_token": "<mask>",
|
| 50 |
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"model_max_length": 512,
|
| 51 |
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"pad_token": "<pad>",
|
| 52 |
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"sep_token": "</s>",
|
| 53 |
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"tokenizer_class": "XLMRobertaTokenizer",
|
| 54 |
+
"unk_token": "<unk>"
|
| 55 |
+
}
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training_history.json
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{
|
| 2 |
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"train_loss": [
|
| 3 |
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],
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"val_loss": [
|
| 12 |
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0.3679629527588861,
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| 19 |
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],
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| 20 |
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"train_margin": [
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| 21 |
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],
|
| 29 |
+
"val_margin": [
|
| 30 |
+
0.3924270189217939,
|
| 31 |
+
0.4868021993009189,
|
| 32 |
+
0.483167874449082,
|
| 33 |
+
0.49650509689600414,
|
| 34 |
+
0.4942622045979245,
|
| 35 |
+
0.5186387334616129,
|
| 36 |
+
0.5087454100601546
|
| 37 |
+
],
|
| 38 |
+
"temperature": [
|
| 39 |
+
0.0640648826956749,
|
| 40 |
+
0.054052360355854034,
|
| 41 |
+
0.04251548647880554,
|
| 42 |
+
0.03427914157509804,
|
| 43 |
+
0.028939830139279366,
|
| 44 |
+
0.026421384885907173,
|
| 45 |
+
0.024700213223695755
|
| 46 |
+
]
|
| 47 |
+
}
|
training_progress.png
ADDED
|
Git LFS Details
|