Andreas Chari
commited on
Commit
·
22f0c87
1
Parent(s):
1ff2f1a
First model version
Browse files- .gitattributes +1 -0
- 1_Pooling/config.json +3 -0
- README.md +144 -3
- config.json +3 -0
- config_sentence_transformers.json +3 -0
- model.safetensors +3 -0
- modules.json +3 -0
- sentence_bert_config.json +3 -0
- sentencepiece.bpe.model +3 -0
- special_tokens_map.json +3 -0
- tokenizer.json +3 -0
- tokenizer_config.json +3 -0
- training_args.bin +3 -0
.gitattributes
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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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*.json filter=lfs diff=lfs merge=lfs -text
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1_Pooling/config.json
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version https://git-lfs.github.com/spec/v1
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oid sha256:13e69897522ee8255104483ed9f219465d1be3936654a54a318758738052789e
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size 297
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README.md
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---
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---
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datasets: []
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language: []
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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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- sentence-similarity
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- feature-extraction
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widget: []
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---
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# SentenceTransformer
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This is a [sentence-transformers](https://www.SBERT.net) model trained. It maps sentences & paragraphs to a 1024-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more.
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## Model Details
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### Model Description
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- **Model Type:** Sentence Transformer
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<!-- - **Base model:** [Unknown](https://huggingface.co/unknown) -->
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- **Maximum Sequence Length:** 8192 tokens
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- **Output Dimensionality:** 1024 tokens
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- **Similarity Function:** Cosine Similarity
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<!-- - **Training Dataset:** Unknown -->
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<!-- - **Language:** Unknown -->
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<!-- - **License:** Unknown -->
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### Model Sources
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- **Documentation:** [Sentence Transformers Documentation](https://sbert.net)
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- **Repository:** [Sentence Transformers on GitHub](https://github.com/UKPLab/sentence-transformers)
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- **Hugging Face:** [Sentence Transformers on Hugging Face](https://huggingface.co/models?library=sentence-transformers)
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### Full Model Architecture
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```
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SentenceTransformer(
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(0): Transformer({'max_seq_length': 8192, 'do_lower_case': False}) with Transformer model: XLMRobertaModel
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(1): Pooling({'word_embedding_dimension': 1024, 'pooling_mode_cls_token': True, 'pooling_mode_mean_tokens': False, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True})
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(2): Normalize()
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)
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```
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## Usage
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### Direct Usage (Sentence Transformers)
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First install the Sentence Transformers library:
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```bash
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pip install -U sentence-transformers
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```
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Then you can load this model and run inference.
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```python
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from sentence_transformers import SentenceTransformer
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# Download from the 🤗 Hub
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model = SentenceTransformer("sentence_transformers_model_id")
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# Run inference
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sentences = [
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'The weather is lovely today.',
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"It's so sunny outside!",
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'He drove to the stadium.',
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]
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embeddings = model.encode(sentences)
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print(embeddings.shape)
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# [3, 1024]
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# Get the similarity scores for the embeddings
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similarities = model.similarity(embeddings, embeddings)
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print(similarities.shape)
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# [3, 3]
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```
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<!--
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### Direct Usage (Transformers)
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<details><summary>Click to see the direct usage in Transformers</summary>
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</details>
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-->
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<!--
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### Downstream Usage (Sentence Transformers)
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You can finetune this model on your own dataset.
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<details><summary>Click to expand</summary>
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</details>
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-->
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<!--
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### Out-of-Scope Use
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*List how the model may foreseeably be misused and address what users ought not to do with the model.*
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-->
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<!--
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## Bias, Risks and Limitations
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*What are the known or foreseeable issues stemming from this model? You could also flag here known failure cases or weaknesses of the model.*
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-->
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<!--
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### Recommendations
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*What are recommendations with respect to the foreseeable issues? For example, filtering explicit content.*
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-->
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## Training Details
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### Framework Versions
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- Python: 3.10.14
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- Sentence Transformers: 3.0.1
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- Transformers: 4.41.2
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- PyTorch: 2.4.0.post301
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- Accelerate: 0.32.1
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- Datasets: 2.19.1
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- Tokenizers: 0.19.1
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## Citation
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### BibTeX
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<!--
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## Glossary
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*Clearly define terms in order to be accessible across audiences.*
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-->
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<!--
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## Model Card Authors
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*Lists the people who create the model card, providing recognition and accountability for the detailed work that goes into its construction.*
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-->
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<!--
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## Model Card Contact
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*Provides a way for people who have updates to the Model Card, suggestions, or questions, to contact the Model Card authors.*
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-->
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config.json
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version https://git-lfs.github.com/spec/v1
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oid sha256:4da779080a64eb4e4024e184a7262b19c40548edd847fd4a17ba3ac39197cc27
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size 732
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config_sentence_transformers.json
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version https://git-lfs.github.com/spec/v1
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oid sha256:e7691d7564606e502afbd7d54c193c6d3860361c0177b877560c85980bbbd768
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size 203
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:aacbaf97f3df4856790098f8d33121bddf6377c8c8858fc17ad52b5c032b184d
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size 2271064456
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modules.json
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version https://git-lfs.github.com/spec/v1
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oid sha256:84e40c8e006c9b1d6c122e02cba9b02458120b5fb0c87b746c41e0207cf642cf
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size 349
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sentence_bert_config.json
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version https://git-lfs.github.com/spec/v1
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oid sha256:eb9b44b13c0f52a3b3685c3b1cbdea1ba8b04bea123b98f61610048940776eb1
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size 54
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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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version https://git-lfs.github.com/spec/v1
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oid sha256:8c785abebea9ae3257b61681b4e6fd8365ceafde980c21970d001e834cf10835
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size 964
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tokenizer.json
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version https://git-lfs.github.com/spec/v1
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oid sha256:b74659c780d49afad7a7b9799868f75cbd3014fb6c34956e85a793028d38094a
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size 17098251
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tokenizer_config.json
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version https://git-lfs.github.com/spec/v1
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oid sha256:7e4c1cc848840aeccdd763458c18dd525eb0f795c992e00ebe9c28554e7db2d4
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size 1173
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training_args.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:8daef365df9b896bb7a20411fedfb7dc5378207fd7483443432ebf31ed04ce26
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size 5368
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