add model
Browse files- .gitattributes +1 -0
- 1_Pooling/config.json +3 -0
- 2_Dense/config.json +3 -0
- 2_Dense/pytorch_model.bin +3 -0
- README.md +93 -5
- config.json +3 -0
- config_sentence_transformers.json +3 -0
- model.safetensors +3 -0
- modules.json +3 -0
- sentence_bert_config.json +3 -0
- special_tokens_map.json +3 -0
- tokenizer.json +3 -0
- tokenizer_config.json +3 -0
- vocab.txt +0 -0
.gitattributes
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*.zst filter=lfs diff=lfs merge=lfs -text
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*.zip 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:d02ebf56344d20f773449b15d0c10ee9a86a9178f3b3c9bfecb8b87d4350ce38
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2_Dense/config.json
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version https://git-lfs.github.com/spec/v1
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oid sha256:02a7646de76be592655235523e09b5315c115bb770d91de87f21a9b0746723b5
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2_Dense/pytorch_model.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:163cf704cb4d2089d2e328f924d34552cf12d86d399aa83c12135220ddab3433
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README.md
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---
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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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- feature-extraction
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- sentence-similarity
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---
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# {MODEL_NAME}
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This is a [sentence-transformers](https://www.SBERT.net) model: It maps sentences & paragraphs to a 768 dimensional dense vector space and can be used for tasks like clustering or semantic search.
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<!--- Describe your model here -->
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## Usage (Sentence-Transformers)
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Using this model becomes easy when you have [sentence-transformers](https://www.SBERT.net) installed:
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```
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pip install -U sentence-transformers
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```
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Then you can use the model like this:
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```python
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from sentence_transformers import SentenceTransformer
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sentences = ["This is an example sentence", "Each sentence is converted"]
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model = SentenceTransformer('{MODEL_NAME}')
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embeddings = model.encode(sentences)
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print(embeddings)
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```
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## Evaluation Results
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<!--- Describe how your model was evaluated -->
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For an automated evaluation of this model, see the *Sentence Embeddings Benchmark*: [https://seb.sbert.net](https://seb.sbert.net?model_name={MODEL_NAME})
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## Training
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The model was trained with the parameters:
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**DataLoader**:
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`torch.utils.data.dataloader.DataLoader` of length 13896 with parameters:
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```
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{'batch_size': 16, 'sampler': 'torch.utils.data.sampler.RandomSampler', 'batch_sampler': 'torch.utils.data.sampler.BatchSampler'}
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```
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**Loss**:
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`sentence_transformers.losses.ContrastiveLoss.ContrastiveLoss` with parameters:
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```
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{'distance_metric': 'SiameseDistanceMetric.COSINE_DISTANCE', 'margin': 0.5, 'size_average': True}
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```
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Parameters of the fit()-Method:
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```
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{
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"epochs": 3,
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"evaluation_steps": 500,
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"evaluator": "train_utils.ContrastiveLossEvaluator",
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"max_grad_norm": 1,
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"optimizer_class": "<class 'torch.optim.adamw.AdamW'>",
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"optimizer_params": {
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"lr": 1e-06
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},
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"scheduler": "constantlr",
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"steps_per_epoch": null,
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"warmup_steps": 10000,
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"weight_decay": 0.01
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}
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```
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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': 256, 'do_lower_case': False}) with Transformer model: BertModel
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(1): Pooling({'word_embedding_dimension': 768, '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): Dense({'in_features': 768, 'out_features': 768, 'bias': True, 'activation_function': 'torch.nn.modules.activation.Tanh'})
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(3): Normalize()
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)
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```
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## Citing & Authors
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<!--- Describe where people can find more information -->
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config.json
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version https://git-lfs.github.com/spec/v1
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oid sha256:4740f775ca09709da3dcd75e47f9edba4a919000aee198fa022a3513d80737b9
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size 850
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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 sha256:3593f127101faa7b20d00cbc811ad215bfd2afe03c738bccf17ebf361e04da1e
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size 170
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:051800bfc03571a4b384f317bde5583354e7c97e0486db5fd4233d8e0e2e6231
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size 1883730160
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modules.json
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version https://git-lfs.github.com/spec/v1
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oid sha256:41251094dfd3e7ff81a85ba97b3f4788df47e4039f1bc5037575b43c028beb40
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size 461
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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:fc1993fde0a95c24ec6c022539d41cf6e2f7c9721e5415d6fb6897472a9cd4b7
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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 sha256:5d5b662e421ea9fac075174bb0688ee0d9431699900b90662acd44b2a350503a
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size 695
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tokenizer.json
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version https://git-lfs.github.com/spec/v1
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oid sha256:92262b29204f8fdc169a63f9005a0e311a16262cef4d96ecfe2a7ed638662ed3
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size 13632172
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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:c559d24b4635cb9882b2f7c3d87abd540a1769a65cc664a6d668e091dea94fa0
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size 1465
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vocab.txt
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