Delete multi-label_8_sent_v3_1
Browse files- multi-label_8_sent_v3_1/1_Pooling/config.json +0 -7
- multi-label_8_sent_v3_1/README.md +0 -49
- multi-label_8_sent_v3_1/config.json +0 -24
- multi-label_8_sent_v3_1/config_sentence_transformers.json +0 -7
- multi-label_8_sent_v3_1/model_head.pkl +0 -3
- multi-label_8_sent_v3_1/modules.json +0 -14
- multi-label_8_sent_v3_1/pytorch_model.bin +0 -3
- multi-label_8_sent_v3_1/sentence_bert_config.json +0 -4
- multi-label_8_sent_v3_1/special_tokens_map.json +0 -15
- multi-label_8_sent_v3_1/tokenizer.json +0 -0
- multi-label_8_sent_v3_1/tokenizer_config.json +0 -67
- multi-label_8_sent_v3_1/vocab.txt +0 -0
multi-label_8_sent_v3_1/1_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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}
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multi-label_8_sent_v3_1/README.md
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---
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license: apache-2.0
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tags:
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- setfit
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- sentence-transformers
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- text-classification
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pipeline_tag: text-classification
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---
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# multi-label_8_sent_v3_1
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This is a [SetFit model](https://github.com/huggingface/setfit) that can be used for text classification. The model has been trained using an efficient few-shot learning technique that involves:
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1. Fine-tuning a [Sentence Transformer](https://www.sbert.net) with contrastive learning.
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2. Training a classification head with features from the fine-tuned Sentence Transformer.
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## Usage
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To use this model for inference, first install the SetFit library:
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```bash
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python -m pip install setfit
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```
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You can then run inference as follows:
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```python
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from setfit import SetFitModel
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# Download from Hub and run inference
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model = SetFitModel.from_pretrained("multi-label_8_sent_v3_1")
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# Run inference
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preds = model(["i loved the spiderman movie!", "pineapple on pizza is the worst 🤮"])
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```
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## BibTeX entry and citation info
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```bibtex
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@article{https://doi.org/10.48550/arxiv.2209.11055,
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doi = {10.48550/ARXIV.2209.11055},
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url = {https://arxiv.org/abs/2209.11055},
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author = {Tunstall, Lewis and Reimers, Nils and Jo, Unso Eun Seo and Bates, Luke and Korat, Daniel and Wasserblat, Moshe and Pereg, Oren},
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keywords = {Computation and Language (cs.CL), FOS: Computer and information sciences, FOS: Computer and information sciences},
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title = {Efficient Few-Shot Learning Without Prompts},
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publisher = {arXiv},
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year = {2022},
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copyright = {Creative Commons Attribution 4.0 International}
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}
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```
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multi-label_8_sent_v3_1/config.json
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{
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"_name_or_path": "C:\\Users\\myoxon/.cache\\torch\\sentence_transformers\\sentence-transformers_paraphrase-mpnet-base-v2\\",
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"architectures": [
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"MPNetModel"
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],
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"attention_probs_dropout_prob": 0.1,
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"bos_token_id": 0,
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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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"layer_norm_eps": 1e-05,
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"max_position_embeddings": 514,
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"model_type": "mpnet",
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"num_attention_heads": 12,
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"num_hidden_layers": 12,
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"pad_token_id": 1,
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"relative_attention_num_buckets": 32,
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"torch_dtype": "float32",
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"transformers_version": "4.25.1",
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"vocab_size": 30527
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}
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multi-label_8_sent_v3_1/config_sentence_transformers.json
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"__version__": {
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multi-label_8_sent_v3_1/model_head.pkl
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version https://git-lfs.github.com/spec/v1
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size 52905
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multi-label_8_sent_v3_1/modules.json
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multi-label_8_sent_v3_1/pytorch_model.bin
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multi-label_8_sent_v3_1/sentence_bert_config.json
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multi-label_8_sent_v3_1/special_tokens_map.json
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multi-label_8_sent_v3_1/tokenizer.json
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multi-label_8_sent_v3_1/tokenizer_config.json
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multi-label_8_sent_v3_1/vocab.txt
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